{ "best_global_step": null, "best_metric": null, "best_model_checkpoint": null, "epoch": 28.06361085126286, "eval_steps": 500, "global_step": 30000, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "action_query_batch_std": 0.44519842267036436, "action_query_norm": 45.25465393066406, "action_relation_loss": 0.06319189928472042, "auxiliary_loss_weight": 1.0, "epoch": 0.009354536950420954, "flow_matching_loss": 0.919458419084549, "grad_norm": 7.214541435241699, "h_stock_valid_norm": 80.02765197753907, "invalid_tail_samples": 24.4, "learning_rate": 6.000000000000001e-07, "loss": 0.9827, "positive_teacher_pairs": 26709.2, "query_h_norm_ratio": 0.5654894173145294, "relation_loss": 0.06319189928472042, "selected_pairs": 26709.2, "step": 10, "student_distance_mean": 28.515333557128905, "teacher_distance_mean": 0.8458072602748871, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.06319189928472042, "weighted_relation_loss": 0.06319189928472042 }, { "action_query_batch_std": 0.4452923595905304, "action_query_norm": 45.2546630859375, "action_relation_loss": 0.06521583907306194, "auxiliary_loss_weight": 1.0, "epoch": 0.018709073900841908, "flow_matching_loss": 0.9060794293880463, "grad_norm": 6.968599319458008, "h_stock_valid_norm": 79.86261520385742, "invalid_tail_samples": 22.4, "learning_rate": 1.2666666666666667e-06, "loss": 0.9713, "positive_teacher_pairs": 27177.8, "query_h_norm_ratio": 0.5666582882404327, "relation_loss": 0.06521583907306194, "selected_pairs": 27177.8, "step": 20, "student_distance_mean": 28.5338716506958, "teacher_distance_mean": 0.8513376951217652, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.06521583907306194, "weighted_relation_loss": 0.06521583907306194 }, { "action_query_batch_std": 0.44308011829853056, "action_query_norm": 45.25467643737793, "action_relation_loss": 0.06156411655247211, "auxiliary_loss_weight": 1.0, "epoch": 0.02806361085126286, "flow_matching_loss": 0.7607109785079956, "grad_norm": 4.149909019470215, "h_stock_valid_norm": 79.76971588134765, "invalid_tail_samples": 24.2, "learning_rate": 1.9333333333333336e-06, "loss": 0.8223, "positive_teacher_pairs": 26755.1, "query_h_norm_ratio": 0.5673177897930145, "relation_loss": 0.06156411655247211, "selected_pairs": 26755.1, "step": 30, "student_distance_mean": 28.366924476623534, "teacher_distance_mean": 0.8455843806266785, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.06156411655247211, "weighted_relation_loss": 0.06156411655247211 }, { "action_query_batch_std": 0.4399962991476059, "action_query_norm": 45.25469551086426, "action_relation_loss": 0.059114628657698634, "auxiliary_loss_weight": 1.0, "epoch": 0.037418147801683815, "flow_matching_loss": 0.5642935127019882, "grad_norm": 1.3948876857757568, "h_stock_valid_norm": 79.66342010498047, "invalid_tail_samples": 23.1, "learning_rate": 2.6e-06, "loss": 0.6234, "positive_teacher_pairs": 27012.3, "query_h_norm_ratio": 0.5680768370628357, "relation_loss": 0.059114628657698634, "selected_pairs": 27012.3, "step": 40, "student_distance_mean": 28.186686325073243, "teacher_distance_mean": 0.8578713417053223, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.059114628657698634, "weighted_relation_loss": 0.059114628657698634 }, { "action_query_batch_std": 0.4309561252593994, "action_query_norm": 45.25471076965332, "action_relation_loss": 0.057878477871418, "auxiliary_loss_weight": 1.0, "epoch": 0.04677268475210477, "flow_matching_loss": 0.431062114238739, "grad_norm": 1.2313226461410522, "h_stock_valid_norm": 79.75285568237305, "invalid_tail_samples": 25.8, "learning_rate": 3.2666666666666666e-06, "loss": 0.4889, "positive_teacher_pairs": 26396.6, "query_h_norm_ratio": 0.5674397826194764, "relation_loss": 0.057878477871418, "selected_pairs": 26396.6, "step": 50, "student_distance_mean": 27.575566673278807, "teacher_distance_mean": 0.8490286767482758, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.057878477871418, "weighted_relation_loss": 0.057878477871418 }, { "action_query_batch_std": 0.41570029556751253, "action_query_norm": 45.25473403930664, "action_relation_loss": 0.05633627809584141, "auxiliary_loss_weight": 1.0, "epoch": 0.05612722170252572, "flow_matching_loss": 0.3551485061645508, "grad_norm": 1.0412205457687378, "h_stock_valid_norm": 79.84184188842774, "invalid_tail_samples": 21.6, "learning_rate": 3.9333333333333335e-06, "loss": 0.4115, "positive_teacher_pairs": 27364.8, "query_h_norm_ratio": 0.5668071866035461, "relation_loss": 0.05633627809584141, "selected_pairs": 27364.8, "step": 60, "student_distance_mean": 26.568267250061034, "teacher_distance_mean": 0.8570368528366089, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.05633627809584141, "weighted_relation_loss": 0.05633627809584141 }, { "action_query_batch_std": 0.406466481089592, "action_query_norm": 45.25474243164062, "action_relation_loss": 0.053385843709111216, "auxiliary_loss_weight": 1.0, "epoch": 0.06548175865294668, "flow_matching_loss": 0.3052156984806061, "grad_norm": 0.9774118661880493, "h_stock_valid_norm": 80.44348907470703, "invalid_tail_samples": 25.5, "learning_rate": 4.6e-06, "loss": 0.3586, "positive_teacher_pairs": 26454.3, "query_h_norm_ratio": 0.5625751495361329, "relation_loss": 0.053385843709111216, "selected_pairs": 26454.3, "step": 70, "student_distance_mean": 25.913517951965332, "teacher_distance_mean": 0.8526943862438202, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.053385843709111216, "weighted_relation_loss": 0.053385843709111216 }, { "action_query_batch_std": 0.39787589609622953, "action_query_norm": 45.25475730895996, "action_relation_loss": 0.05208288617432118, "auxiliary_loss_weight": 1.0, "epoch": 0.07483629560336763, "flow_matching_loss": 0.27009828984737394, "grad_norm": 0.704868733882904, "h_stock_valid_norm": 81.80571060180664, "invalid_tail_samples": 24.8, "learning_rate": 5.266666666666667e-06, "loss": 0.3222, "positive_teacher_pairs": 26614.2, "query_h_norm_ratio": 0.5532117784023285, "relation_loss": 0.05208288617432118, "selected_pairs": 26614.2, "step": 80, "student_distance_mean": 25.345639801025392, "teacher_distance_mean": 0.8562870621681213, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.05208288617432118, "weighted_relation_loss": 0.05208288617432118 }, { "action_query_batch_std": 0.39124230444431307, "action_query_norm": 45.25475921630859, "action_relation_loss": 0.04759731367230415, "auxiliary_loss_weight": 1.0, "epoch": 0.08419083255378859, "flow_matching_loss": 0.2521683186292648, "grad_norm": 0.6291298270225525, "h_stock_valid_norm": 83.08995132446289, "invalid_tail_samples": 23.6, "learning_rate": 5.933333333333334e-06, "loss": 0.2998, "positive_teacher_pairs": 26897.3, "query_h_norm_ratio": 0.54466552734375, "relation_loss": 0.04759731367230415, "selected_pairs": 26897.3, "step": 90, "student_distance_mean": 24.91824722290039, "teacher_distance_mean": 0.8514817237854004, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.04759731367230415, "weighted_relation_loss": 0.04759731367230415 }, { "action_query_batch_std": 0.3954827517271042, "action_query_norm": 45.2547420501709, "action_relation_loss": 0.04510456323623657, "auxiliary_loss_weight": 1.0, "epoch": 0.09354536950420954, "flow_matching_loss": 0.22030310779809953, "grad_norm": 0.46649086475372314, "h_stock_valid_norm": 84.18203430175781, "invalid_tail_samples": 23.8, "learning_rate": 6.6e-06, "loss": 0.2654, "positive_teacher_pairs": 26853.0, "query_h_norm_ratio": 0.5375893414020538, "relation_loss": 0.04510456323623657, "selected_pairs": 26853.0, "step": 100, "student_distance_mean": 25.174398040771486, "teacher_distance_mean": 0.8571404814720154, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.04510456323623657, "weighted_relation_loss": 0.04510456323623657 }, { "action_query_batch_std": 0.40022508800029755, "action_query_norm": 45.25470809936523, "action_relation_loss": 0.04333480000495911, "auxiliary_loss_weight": 1.0, "epoch": 0.1028999064546305, "flow_matching_loss": 0.2042098358273506, "grad_norm": 0.45488178730010986, "h_stock_valid_norm": 85.22114944458008, "invalid_tail_samples": 26.6, "learning_rate": 7.266666666666668e-06, "loss": 0.2475, "positive_teacher_pairs": 26207.9, "query_h_norm_ratio": 0.5310316920280457, "relation_loss": 0.04333480000495911, "selected_pairs": 26207.9, "step": 110, "student_distance_mean": 25.5108736038208, "teacher_distance_mean": 0.8551790535449981, "valid_action_samples": 229.4, "weighted_auxiliary_loss": 0.04333480000495911, "weighted_relation_loss": 0.04333480000495911 }, { "action_query_batch_std": 0.404365086555481, "action_query_norm": 45.25468559265137, "action_relation_loss": 0.040216144919395444, "auxiliary_loss_weight": 1.0, "epoch": 0.11225444340505145, "flow_matching_loss": 0.1934616357088089, "grad_norm": 0.6344209909439087, "h_stock_valid_norm": 86.17413024902343, "invalid_tail_samples": 24.7, "learning_rate": 7.933333333333334e-06, "loss": 0.2337, "positive_teacher_pairs": 26649.7, "query_h_norm_ratio": 0.525160139799118, "relation_loss": 0.040216144919395444, "selected_pairs": 26649.7, "step": 120, "student_distance_mean": 25.759596061706542, "teacher_distance_mean": 0.8527304410934449, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.040216144919395444, "weighted_relation_loss": 0.040216144919395444 }, { "action_query_batch_std": 0.4051499247550964, "action_query_norm": 45.25470314025879, "action_relation_loss": 0.03966134190559387, "auxiliary_loss_weight": 1.0, "epoch": 0.1216089803554724, "flow_matching_loss": 0.18611549586057663, "grad_norm": 0.7581837773323059, "h_stock_valid_norm": 86.99815292358399, "invalid_tail_samples": 21.7, "learning_rate": 8.599999999999999e-06, "loss": 0.2258, "positive_teacher_pairs": 27342.7, "query_h_norm_ratio": 0.5201857447624206, "relation_loss": 0.03966134190559387, "selected_pairs": 27342.7, "step": 130, "student_distance_mean": 25.82041015625, "teacher_distance_mean": 0.8566129565238952, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.03966134190559387, "weighted_relation_loss": 0.03966134190559387 }, { "action_query_batch_std": 0.3961487889289856, "action_query_norm": 45.25480079650879, "action_relation_loss": 0.03722836971282959, "auxiliary_loss_weight": 1.0, "epoch": 0.13096351730589337, "flow_matching_loss": 0.17852823585271835, "grad_norm": 0.6783291697502136, "h_stock_valid_norm": 88.12196731567383, "invalid_tail_samples": 22.4, "learning_rate": 9.266666666666667e-06, "loss": 0.2158, "positive_teacher_pairs": 27174.7, "query_h_norm_ratio": 0.5135553419589997, "relation_loss": 0.03722836971282959, "selected_pairs": 27174.7, "step": 140, "student_distance_mean": 25.237031745910645, "teacher_distance_mean": 0.8592345356941223, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.03722836971282959, "weighted_relation_loss": 0.03722836971282959 }, { "action_query_batch_std": 0.38906853199005126, "action_query_norm": 45.254964447021486, "action_relation_loss": 0.03415284529328346, "auxiliary_loss_weight": 1.0, "epoch": 0.1403180542563143, "flow_matching_loss": 0.16998847126960753, "grad_norm": 0.5640113949775696, "h_stock_valid_norm": 89.1622184753418, "invalid_tail_samples": 23.9, "learning_rate": 9.933333333333334e-06, "loss": 0.2041, "positive_teacher_pairs": 26826.3, "query_h_norm_ratio": 0.5075610697269439, "relation_loss": 0.03415284529328346, "selected_pairs": 26826.3, "step": 150, "student_distance_mean": 24.773453140258788, "teacher_distance_mean": 0.8583857834339141, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.03415284529328346, "weighted_relation_loss": 0.03415284529328346 }, { "action_query_batch_std": 0.38819784820079806, "action_query_norm": 45.25516700744629, "action_relation_loss": 0.03402448259294033, "auxiliary_loss_weight": 1.0, "epoch": 0.14967259120673526, "flow_matching_loss": 0.15546735674142836, "grad_norm": 0.405224472284317, "h_stock_valid_norm": 90.23874435424804, "invalid_tail_samples": 24.8, "learning_rate": 1.06e-05, "loss": 0.1895, "positive_teacher_pairs": 26622.1, "query_h_norm_ratio": 0.5015075296163559, "relation_loss": 0.03402448259294033, "selected_pairs": 26622.1, "step": 160, "student_distance_mean": 24.6736047744751, "teacher_distance_mean": 0.8498655676841735, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.03402448259294033, "weighted_relation_loss": 0.03402448259294033 }, { "action_query_batch_std": 0.386635485291481, "action_query_norm": 45.255333709716794, "action_relation_loss": 0.03265544716268778, "auxiliary_loss_weight": 1.0, "epoch": 0.15902712815715622, "flow_matching_loss": 0.1487676188349724, "grad_norm": 0.45525887608528137, "h_stock_valid_norm": 91.3005256652832, "invalid_tail_samples": 22.0, "learning_rate": 1.1266666666666667e-05, "loss": 0.1814, "positive_teacher_pairs": 27272.6, "query_h_norm_ratio": 0.4956775724887848, "relation_loss": 0.03265544716268778, "selected_pairs": 27272.6, "step": 170, "student_distance_mean": 24.630986213684082, "teacher_distance_mean": 0.8486714065074921, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.03265544716268778, "weighted_relation_loss": 0.03265544716268778 }, { "action_query_batch_std": 0.3882857024669647, "action_query_norm": 45.255475997924805, "action_relation_loss": 0.03188955653458834, "auxiliary_loss_weight": 1.0, "epoch": 0.16838166510757718, "flow_matching_loss": 0.1413273334503174, "grad_norm": 0.5308682322502136, "h_stock_valid_norm": 91.82629623413087, "invalid_tail_samples": 22.8, "learning_rate": 1.1933333333333333e-05, "loss": 0.1732, "positive_teacher_pairs": 27079.9, "query_h_norm_ratio": 0.49283901453018186, "relation_loss": 0.03188955653458834, "selected_pairs": 27079.9, "step": 180, "student_distance_mean": 24.621802139282227, "teacher_distance_mean": 0.8509422183036804, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.03188955653458834, "weighted_relation_loss": 0.03188955653458834 }, { "action_query_batch_std": 0.3891027867794037, "action_query_norm": 45.25562973022461, "action_relation_loss": 0.0320635724812746, "auxiliary_loss_weight": 1.0, "epoch": 0.17773620205799812, "flow_matching_loss": 0.14214842021465302, "grad_norm": 0.5838639140129089, "h_stock_valid_norm": 92.18766784667969, "invalid_tail_samples": 23.7, "learning_rate": 1.2600000000000001e-05, "loss": 0.1742, "positive_teacher_pairs": 26875.0, "query_h_norm_ratio": 0.49091089367866514, "relation_loss": 0.0320635724812746, "selected_pairs": 26875.0, "step": 190, "student_distance_mean": 24.7142765045166, "teacher_distance_mean": 0.8458907246589661, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0320635724812746, "weighted_relation_loss": 0.0320635724812746 }, { "action_query_batch_std": 0.39958467781543733, "action_query_norm": 45.255741119384766, "action_relation_loss": 0.031121252477169035, "auxiliary_loss_weight": 1.0, "epoch": 0.18709073900841908, "flow_matching_loss": 0.1388360694050789, "grad_norm": 0.3691250681877136, "h_stock_valid_norm": 92.53959274291992, "invalid_tail_samples": 23.5, "learning_rate": 1.3266666666666666e-05, "loss": 0.17, "positive_teacher_pairs": 26918.3, "query_h_norm_ratio": 0.4890464872121811, "relation_loss": 0.031121252477169035, "selected_pairs": 26918.3, "step": 200, "student_distance_mean": 25.347447776794432, "teacher_distance_mean": 0.8618796646595002, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.031121252477169035, "weighted_relation_loss": 0.031121252477169035 }, { "action_query_batch_std": 0.4119757115840912, "action_query_norm": 45.25580825805664, "action_relation_loss": 0.030871157348155976, "auxiliary_loss_weight": 1.0, "epoch": 0.19644527595884004, "flow_matching_loss": 0.13044705614447594, "grad_norm": 0.6913148164749146, "h_stock_valid_norm": 92.7876693725586, "invalid_tail_samples": 22.8, "learning_rate": 1.3933333333333334e-05, "loss": 0.1613, "positive_teacher_pairs": 27081.4, "query_h_norm_ratio": 0.48773671090602877, "relation_loss": 0.030871157348155976, "selected_pairs": 27081.4, "step": 210, "student_distance_mean": 26.124947357177735, "teacher_distance_mean": 0.8458437085151672, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.030871157348155976, "weighted_relation_loss": 0.030871157348155976 }, { "action_query_batch_std": 0.42486476600170137, "action_query_norm": 45.2557876586914, "action_relation_loss": 0.029192883893847464, "auxiliary_loss_weight": 1.0, "epoch": 0.205799812909261, "flow_matching_loss": 0.1326353594660759, "grad_norm": 0.6899434328079224, "h_stock_valid_norm": 92.81553344726562, "invalid_tail_samples": 24.5, "learning_rate": 1.4599999999999999e-05, "loss": 0.1618, "positive_teacher_pairs": 26688.9, "query_h_norm_ratio": 0.48758949637413024, "relation_loss": 0.029192883893847464, "selected_pairs": 26688.9, "step": 220, "student_distance_mean": 26.980838966369628, "teacher_distance_mean": 0.848963075876236, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.029192883893847464, "weighted_relation_loss": 0.029192883893847464 }, { "action_query_batch_std": 0.42734754979610445, "action_query_norm": 45.255876541137695, "action_relation_loss": 0.029610772803425788, "auxiliary_loss_weight": 1.0, "epoch": 0.21515434985968196, "flow_matching_loss": 0.1280670315027237, "grad_norm": 0.5986344218254089, "h_stock_valid_norm": 93.15821990966796, "invalid_tail_samples": 23.4, "learning_rate": 1.5266666666666667e-05, "loss": 0.1577, "positive_teacher_pairs": 26947.2, "query_h_norm_ratio": 0.48579692244529726, "relation_loss": 0.029610772803425788, "selected_pairs": 26947.2, "step": 230, "student_distance_mean": 27.19253044128418, "teacher_distance_mean": 0.8595677196979523, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.029610772803425788, "weighted_relation_loss": 0.029610772803425788 }, { "action_query_batch_std": 0.4206335932016373, "action_query_norm": 45.25608787536621, "action_relation_loss": 0.02738343421369791, "auxiliary_loss_weight": 1.0, "epoch": 0.2245088868101029, "flow_matching_loss": 0.12580396085977555, "grad_norm": 0.49872103333473206, "h_stock_valid_norm": 93.58844528198242, "invalid_tail_samples": 24.6, "learning_rate": 1.5933333333333332e-05, "loss": 0.1532, "positive_teacher_pairs": 26659.7, "query_h_norm_ratio": 0.4835669606924057, "relation_loss": 0.02738343421369791, "selected_pairs": 26659.7, "step": 240, "student_distance_mean": 26.70017776489258, "teacher_distance_mean": 0.8667687594890594, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.02738343421369791, "weighted_relation_loss": 0.02738343421369791 }, { "action_query_batch_std": 0.42957811057567596, "action_query_norm": 45.25611419677735, "action_relation_loss": 0.027063868008553982, "auxiliary_loss_weight": 1.0, "epoch": 0.23386342376052385, "flow_matching_loss": 0.12488146424293518, "grad_norm": 0.4596802294254303, "h_stock_valid_norm": 93.7844955444336, "invalid_tail_samples": 23.5, "learning_rate": 1.66e-05, "loss": 0.1519, "positive_teacher_pairs": 26918.7, "query_h_norm_ratio": 0.4825552970170975, "relation_loss": 0.027063868008553982, "selected_pairs": 26918.7, "step": 250, "student_distance_mean": 27.216525840759278, "teacher_distance_mean": 0.8567311465740204, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.027063868008553982, "weighted_relation_loss": 0.027063868008553982 }, { "action_query_batch_std": 0.4380154013633728, "action_query_norm": 45.256008529663085, "action_relation_loss": 0.027322525903582574, "auxiliary_loss_weight": 1.0, "epoch": 0.2432179607109448, "flow_matching_loss": 0.12143545597791672, "grad_norm": 0.5063205361366272, "h_stock_valid_norm": 93.72392959594727, "invalid_tail_samples": 26.7, "learning_rate": 1.726666666666667e-05, "loss": 0.1488, "positive_teacher_pairs": 26196.7, "query_h_norm_ratio": 0.48286728858947753, "relation_loss": 0.027322525903582574, "selected_pairs": 26196.7, "step": 260, "student_distance_mean": 27.951446533203125, "teacher_distance_mean": 0.8574040949344635, "valid_action_samples": 229.3, "weighted_auxiliary_loss": 0.027322525903582574, "weighted_relation_loss": 0.027322525903582574 }, { "action_query_batch_std": 0.4416928321123123, "action_query_norm": 45.256103897094725, "action_relation_loss": 0.025983518362045287, "auxiliary_loss_weight": 1.0, "epoch": 0.25257249766136575, "flow_matching_loss": 0.11409894302487374, "grad_norm": 0.4868370592594147, "h_stock_valid_norm": 94.09074478149414, "invalid_tail_samples": 21.1, "learning_rate": 1.7933333333333337e-05, "loss": 0.1401, "positive_teacher_pairs": 27476.1, "query_h_norm_ratio": 0.48098589181900026, "relation_loss": 0.025983518362045287, "selected_pairs": 27476.1, "step": 270, "student_distance_mean": 28.070331001281737, "teacher_distance_mean": 0.8486423492431641, "valid_action_samples": 234.9, "weighted_auxiliary_loss": 0.025983518362045287, "weighted_relation_loss": 0.025983518362045287 }, { "action_query_batch_std": 0.44729403853416444, "action_query_norm": 45.25631675720215, "action_relation_loss": 0.02679998893290758, "auxiliary_loss_weight": 1.0, "epoch": 0.26192703461178674, "flow_matching_loss": 0.1098124623298645, "grad_norm": 0.5493093132972717, "h_stock_valid_norm": 94.44245147705078, "invalid_tail_samples": 22.0, "learning_rate": 1.86e-05, "loss": 0.1366, "positive_teacher_pairs": 27263.9, "query_h_norm_ratio": 0.47919716238975524, "relation_loss": 0.02679998893290758, "selected_pairs": 27263.9, "step": 280, "student_distance_mean": 28.3196533203125, "teacher_distance_mean": 0.8574328243732452, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.02679998893290758, "weighted_relation_loss": 0.02679998893290758 }, { "action_query_batch_std": 0.45789146423339844, "action_query_norm": 45.256409072875975, "action_relation_loss": 0.027130278572440148, "auxiliary_loss_weight": 1.0, "epoch": 0.27128157156220767, "flow_matching_loss": 0.11467377990484237, "grad_norm": 0.6915762424468994, "h_stock_valid_norm": 94.66059112548828, "invalid_tail_samples": 27.7, "learning_rate": 1.926666666666667e-05, "loss": 0.1418, "positive_teacher_pairs": 25961.5, "query_h_norm_ratio": 0.4780924618244171, "relation_loss": 0.027130278572440148, "selected_pairs": 25961.5, "step": 290, "student_distance_mean": 28.938625717163085, "teacher_distance_mean": 0.8567277014255523, "valid_action_samples": 228.3, "weighted_auxiliary_loss": 0.027130278572440148, "weighted_relation_loss": 0.027130278572440148 }, { "action_query_batch_std": 0.4722477287054062, "action_query_norm": 45.25641632080078, "action_relation_loss": 0.02622472308576107, "auxiliary_loss_weight": 1.0, "epoch": 0.2806361085126286, "flow_matching_loss": 0.11312596574425697, "grad_norm": 0.5369192957878113, "h_stock_valid_norm": 95.01139984130859, "invalid_tail_samples": 24.8, "learning_rate": 1.9933333333333334e-05, "loss": 0.1394, "positive_teacher_pairs": 26620.2, "query_h_norm_ratio": 0.4763284206390381, "relation_loss": 0.02622472308576107, "selected_pairs": 26620.2, "step": 300, "student_distance_mean": 29.87894344329834, "teacher_distance_mean": 0.8537890136241912, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.02622472308576107, "weighted_relation_loss": 0.02622472308576107 }, { "action_query_batch_std": 0.4697927743196487, "action_query_norm": 45.256430053710936, "action_relation_loss": 0.024994135648012162, "auxiliary_loss_weight": 1.0, "epoch": 0.2899906454630496, "flow_matching_loss": 0.11109494864940643, "grad_norm": 0.5184224247932434, "h_stock_valid_norm": 95.21833801269531, "invalid_tail_samples": 25.5, "learning_rate": 2.06e-05, "loss": 0.1361, "positive_teacher_pairs": 26466.7, "query_h_norm_ratio": 0.4752917230129242, "relation_loss": 0.024994135648012162, "selected_pairs": 26466.7, "step": 310, "student_distance_mean": 29.985829734802245, "teacher_distance_mean": 0.852120041847229, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.024994135648012162, "weighted_relation_loss": 0.024994135648012162 }, { "action_query_batch_std": 0.4565098643302917, "action_query_norm": 45.25663681030274, "action_relation_loss": 0.02610196303576231, "auxiliary_loss_weight": 1.0, "epoch": 0.2993451824134705, "flow_matching_loss": 0.11007538810372353, "grad_norm": 0.4102122187614441, "h_stock_valid_norm": 95.20193099975586, "invalid_tail_samples": 22.7, "learning_rate": 2.1266666666666667e-05, "loss": 0.1362, "positive_teacher_pairs": 27105.2, "query_h_norm_ratio": 0.47537763714790343, "relation_loss": 0.02610196303576231, "selected_pairs": 27105.2, "step": 320, "student_distance_mean": 28.94193916320801, "teacher_distance_mean": 0.8549017488956452, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.02610196303576231, "weighted_relation_loss": 0.02610196303576231 }, { "action_query_batch_std": 0.4531555712223053, "action_query_norm": 45.256788635253905, "action_relation_loss": 0.024861196614801885, "auxiliary_loss_weight": 1.0, "epoch": 0.3086997193638915, "flow_matching_loss": 0.10813549160957336, "grad_norm": 0.5850563049316406, "h_stock_valid_norm": 95.3350112915039, "invalid_tail_samples": 23.3, "learning_rate": 2.1933333333333332e-05, "loss": 0.133, "positive_teacher_pairs": 26965.0, "query_h_norm_ratio": 0.4747141033411026, "relation_loss": 0.024861196614801885, "selected_pairs": 26965.0, "step": 330, "student_distance_mean": 28.52683792114258, "teacher_distance_mean": 0.8610243082046509, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.024861196614801885, "weighted_relation_loss": 0.024861196614801885 }, { "action_query_batch_std": 0.45859291553497317, "action_query_norm": 45.25651168823242, "action_relation_loss": 0.024374888651072978, "auxiliary_loss_weight": 1.0, "epoch": 0.31805425631431244, "flow_matching_loss": 0.10669438987970352, "grad_norm": 0.5177229642868042, "h_stock_valid_norm": 95.36331329345703, "invalid_tail_samples": 23.5, "learning_rate": 2.26e-05, "loss": 0.1311, "positive_teacher_pairs": 26916.4, "query_h_norm_ratio": 0.47457083165645597, "relation_loss": 0.024374888651072978, "selected_pairs": 26916.4, "step": 340, "student_distance_mean": 29.117178535461427, "teacher_distance_mean": 0.8436944901943206, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.024374888651072978, "weighted_relation_loss": 0.024374888651072978 }, { "action_query_batch_std": 0.4665312021970749, "action_query_norm": 45.25659065246582, "action_relation_loss": 0.023671958968043326, "auxiliary_loss_weight": 1.0, "epoch": 0.3274087932647334, "flow_matching_loss": 0.10677040964365006, "grad_norm": 0.4391489624977112, "h_stock_valid_norm": 95.51748046875, "invalid_tail_samples": 24.1, "learning_rate": 2.326666666666667e-05, "loss": 0.1304, "positive_teacher_pairs": 26783.9, "query_h_norm_ratio": 0.47380578219890596, "relation_loss": 0.023671958968043326, "selected_pairs": 26783.9, "step": 350, "student_distance_mean": 29.505405616760253, "teacher_distance_mean": 0.861287534236908, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.023671958968043326, "weighted_relation_loss": 0.023671958968043326 }, { "action_query_batch_std": 0.4889243394136429, "action_query_norm": 45.25648307800293, "action_relation_loss": 0.024939489364624024, "auxiliary_loss_weight": 1.0, "epoch": 0.33676333021515437, "flow_matching_loss": 0.10832568556070328, "grad_norm": 0.5437573790550232, "h_stock_valid_norm": 96.0240707397461, "invalid_tail_samples": 25.0, "learning_rate": 2.3933333333333337e-05, "loss": 0.1333, "positive_teacher_pairs": 26576.7, "query_h_norm_ratio": 0.4713049173355103, "relation_loss": 0.024939489364624024, "selected_pairs": 26576.7, "step": 360, "student_distance_mean": 30.935424041748046, "teacher_distance_mean": 0.8614113867282868, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.024939489364624024, "weighted_relation_loss": 0.024939489364624024 }, { "action_query_batch_std": 0.5121837884187699, "action_query_norm": 45.256438446044925, "action_relation_loss": 0.023105508647859097, "auxiliary_loss_weight": 1.0, "epoch": 0.3461178671655753, "flow_matching_loss": 0.10299625545740128, "grad_norm": 0.4543520510196686, "h_stock_valid_norm": 96.36481170654297, "invalid_tail_samples": 23.3, "learning_rate": 2.46e-05, "loss": 0.1261, "positive_teacher_pairs": 26965.0, "query_h_norm_ratio": 0.4696377545595169, "relation_loss": 0.023105508647859097, "selected_pairs": 26965.0, "step": 370, "student_distance_mean": 32.64401092529297, "teacher_distance_mean": 0.8600010454654694, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.023105508647859097, "weighted_relation_loss": 0.023105508647859097 }, { "action_query_batch_std": 0.49918396174907687, "action_query_norm": 45.25651626586914, "action_relation_loss": 0.02374581415206194, "auxiliary_loss_weight": 1.0, "epoch": 0.35547240411599623, "flow_matching_loss": 0.1009985513985157, "grad_norm": 0.34275150299072266, "h_stock_valid_norm": 96.42473449707032, "invalid_tail_samples": 24.6, "learning_rate": 2.5266666666666666e-05, "loss": 0.1247, "positive_teacher_pairs": 26673.6, "query_h_norm_ratio": 0.4693478912115097, "relation_loss": 0.02374581415206194, "selected_pairs": 26673.6, "step": 380, "student_distance_mean": 31.816055488586425, "teacher_distance_mean": 0.8523722171783448, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.02374581415206194, "weighted_relation_loss": 0.02374581415206194 }, { "action_query_batch_std": 0.4621544271707535, "action_query_norm": 45.25733070373535, "action_relation_loss": 0.023635001108050346, "auxiliary_loss_weight": 1.0, "epoch": 0.3648269410664172, "flow_matching_loss": 0.10474788025021553, "grad_norm": 0.4668126702308655, "h_stock_valid_norm": 96.63120803833007, "invalid_tail_samples": 24.5, "learning_rate": 2.5933333333333338e-05, "loss": 0.1284, "positive_teacher_pairs": 26691.8, "query_h_norm_ratio": 0.46835328042507174, "relation_loss": 0.023635001108050346, "selected_pairs": 26691.8, "step": 390, "student_distance_mean": 29.10133304595947, "teacher_distance_mean": 0.8537618100643158, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.023635001108050346, "weighted_relation_loss": 0.023635001108050346 }, { "action_query_batch_std": 0.46371265649795534, "action_query_norm": 45.256858825683594, "action_relation_loss": 0.023252296075224877, "auxiliary_loss_weight": 1.0, "epoch": 0.37418147801683815, "flow_matching_loss": 0.10461004227399825, "grad_norm": 0.43041568994522095, "h_stock_valid_norm": 96.75028839111329, "invalid_tail_samples": 23.9, "learning_rate": 2.6600000000000003e-05, "loss": 0.1279, "positive_teacher_pairs": 26829.5, "query_h_norm_ratio": 0.467772376537323, "relation_loss": 0.023252296075224877, "selected_pairs": 26829.5, "step": 400, "student_distance_mean": 29.350113487243654, "teacher_distance_mean": 0.8585773944854737, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.023252296075224877, "weighted_relation_loss": 0.023252296075224877 }, { "action_query_batch_std": 0.47937061786651614, "action_query_norm": 45.256323623657224, "action_relation_loss": 0.023377373814582825, "auxiliary_loss_weight": 1.0, "epoch": 0.38353601496725914, "flow_matching_loss": 0.10042736530303956, "grad_norm": 0.4825267195701599, "h_stock_valid_norm": 96.63373031616212, "invalid_tail_samples": 22.1, "learning_rate": 2.7266666666666668e-05, "loss": 0.1238, "positive_teacher_pairs": 27249.4, "query_h_norm_ratio": 0.4683292776346207, "relation_loss": 0.023377373814582825, "selected_pairs": 27249.4, "step": 410, "student_distance_mean": 30.48000297546387, "teacher_distance_mean": 0.8467832922935485, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.023377373814582825, "weighted_relation_loss": 0.023377373814582825 }, { "action_query_batch_std": 0.49343817830085757, "action_query_norm": 45.256826400756836, "action_relation_loss": 0.0220407884567976, "auxiliary_loss_weight": 1.0, "epoch": 0.3928905519176801, "flow_matching_loss": 0.1005633868277073, "grad_norm": 0.4436739385128021, "h_stock_valid_norm": 96.72578735351563, "invalid_tail_samples": 24.0, "learning_rate": 2.7933333333333332e-05, "loss": 0.1226, "positive_teacher_pairs": 26803.8, "query_h_norm_ratio": 0.4678899884223938, "relation_loss": 0.0220407884567976, "selected_pairs": 26803.8, "step": 420, "student_distance_mean": 31.341345596313477, "teacher_distance_mean": 0.8591770887374878, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0220407884567976, "weighted_relation_loss": 0.0220407884567976 }, { "action_query_batch_std": 0.48096750378608705, "action_query_norm": 45.25695991516113, "action_relation_loss": 0.022524821758270263, "auxiliary_loss_weight": 1.0, "epoch": 0.402245088868101, "flow_matching_loss": 0.10473527312278748, "grad_norm": 0.30535584688186646, "h_stock_valid_norm": 96.53056945800782, "invalid_tail_samples": 23.2, "learning_rate": 2.86e-05, "loss": 0.1273, "positive_teacher_pairs": 26985.8, "query_h_norm_ratio": 0.4688363939523697, "relation_loss": 0.022524821758270263, "selected_pairs": 26985.8, "step": 430, "student_distance_mean": 30.591602325439453, "teacher_distance_mean": 0.8617853462696076, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.022524821758270263, "weighted_relation_loss": 0.022524821758270263 }, { "action_query_batch_std": 0.4746852993965149, "action_query_norm": 45.25670967102051, "action_relation_loss": 0.022257195971906184, "auxiliary_loss_weight": 1.0, "epoch": 0.411599625818522, "flow_matching_loss": 0.10055308789014816, "grad_norm": 0.35708656907081604, "h_stock_valid_norm": 96.64959716796875, "invalid_tail_samples": 26.0, "learning_rate": 2.926666666666667e-05, "loss": 0.1228, "positive_teacher_pairs": 26354.5, "query_h_norm_ratio": 0.4682571619749069, "relation_loss": 0.022257195971906184, "selected_pairs": 26354.5, "step": 440, "student_distance_mean": 30.131527137756347, "teacher_distance_mean": 0.8463669955730438, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.022257195971906184, "weighted_relation_loss": 0.022257195971906184 }, { "action_query_batch_std": 0.48006944060325624, "action_query_norm": 45.25662536621094, "action_relation_loss": 0.021282754093408584, "auxiliary_loss_weight": 1.0, "epoch": 0.42095416276894293, "flow_matching_loss": 0.09970473125576973, "grad_norm": 0.4277660846710205, "h_stock_valid_norm": 96.94928665161133, "invalid_tail_samples": 23.1, "learning_rate": 2.9933333333333337e-05, "loss": 0.121, "positive_teacher_pairs": 27014.6, "query_h_norm_ratio": 0.4668083071708679, "relation_loss": 0.021282754093408584, "selected_pairs": 27014.6, "step": 450, "student_distance_mean": 30.47330665588379, "teacher_distance_mean": 0.8585263848304748, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.021282754093408584, "weighted_relation_loss": 0.021282754093408584 }, { "action_query_batch_std": 0.4792586177587509, "action_query_norm": 45.25680656433106, "action_relation_loss": 0.02327370084822178, "auxiliary_loss_weight": 1.0, "epoch": 0.4303086997193639, "flow_matching_loss": 0.09763320162892342, "grad_norm": 0.47225242853164673, "h_stock_valid_norm": 96.57506866455078, "invalid_tail_samples": 24.8, "learning_rate": 3.06e-05, "loss": 0.1209, "positive_teacher_pairs": 26617.4, "query_h_norm_ratio": 0.46861917674541476, "relation_loss": 0.02327370084822178, "selected_pairs": 26617.4, "step": 460, "student_distance_mean": 30.348296928405762, "teacher_distance_mean": 0.8538972079753876, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.02327370084822178, "weighted_relation_loss": 0.02327370084822178 }, { "action_query_batch_std": 0.4940468430519104, "action_query_norm": 45.256442642211915, "action_relation_loss": 0.022259348630905153, "auxiliary_loss_weight": 1.0, "epoch": 0.43966323666978485, "flow_matching_loss": 0.09420531019568443, "grad_norm": 0.28766506910324097, "h_stock_valid_norm": 96.31457214355468, "invalid_tail_samples": 27.6, "learning_rate": 3.126666666666666e-05, "loss": 0.1165, "positive_teacher_pairs": 25988.2, "query_h_norm_ratio": 0.46988321244716647, "relation_loss": 0.022259348630905153, "selected_pairs": 25988.2, "step": 470, "student_distance_mean": 31.242060470581055, "teacher_distance_mean": 0.8478752493858337, "valid_action_samples": 228.4, "weighted_auxiliary_loss": 0.022259348630905153, "weighted_relation_loss": 0.022259348630905153 }, { "action_query_batch_std": 0.5286127209663392, "action_query_norm": 45.25654182434082, "action_relation_loss": 0.022496894374489783, "auxiliary_loss_weight": 1.0, "epoch": 0.4490177736202058, "flow_matching_loss": 0.09681384041905403, "grad_norm": 0.36745336651802063, "h_stock_valid_norm": 96.13996124267578, "invalid_tail_samples": 25.7, "learning_rate": 3.1933333333333335e-05, "loss": 0.1193, "positive_teacher_pairs": 26416.2, "query_h_norm_ratio": 0.47073734402656553, "relation_loss": 0.022496894374489783, "selected_pairs": 26416.2, "step": 480, "student_distance_mean": 33.40840187072754, "teacher_distance_mean": 0.858701741695404, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.022496894374489783, "weighted_relation_loss": 0.022496894374489783 }, { "action_query_batch_std": 0.5118881613016129, "action_query_norm": 45.2566535949707, "action_relation_loss": 0.021813048608601095, "auxiliary_loss_weight": 1.0, "epoch": 0.4583723105706268, "flow_matching_loss": 0.09601019844412803, "grad_norm": 0.36277130246162415, "h_stock_valid_norm": 95.84358444213868, "invalid_tail_samples": 25.0, "learning_rate": 3.26e-05, "loss": 0.1178, "positive_teacher_pairs": 26572.2, "query_h_norm_ratio": 0.4721961826086044, "relation_loss": 0.021813048608601095, "selected_pairs": 26572.2, "step": 490, "student_distance_mean": 32.38370590209961, "teacher_distance_mean": 0.8495366454124451, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.021813048608601095, "weighted_relation_loss": 0.021813048608601095 }, { "action_query_batch_std": 0.48167942464351654, "action_query_norm": 45.25676002502441, "action_relation_loss": 0.0212163295596838, "auxiliary_loss_weight": 1.0, "epoch": 0.4677268475210477, "flow_matching_loss": 0.09926914349198342, "grad_norm": 0.30514898896217346, "h_stock_valid_norm": 95.53792114257813, "invalid_tail_samples": 25.1, "learning_rate": 3.326666666666667e-05, "loss": 0.1205, "positive_teacher_pairs": 26546.6, "query_h_norm_ratio": 0.47370740175247195, "relation_loss": 0.0212163295596838, "selected_pairs": 26546.6, "step": 500, "student_distance_mean": 30.547501945495604, "teacher_distance_mean": 0.8632226824760437, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.0212163295596838, "weighted_relation_loss": 0.0212163295596838 }, { "action_query_batch_std": 0.49905869364738464, "action_query_norm": 45.25616645812988, "action_relation_loss": 0.021084764786064625, "auxiliary_loss_weight": 1.0, "epoch": 0.47708138447146864, "flow_matching_loss": 0.09469894990324974, "grad_norm": 0.4034586250782013, "h_stock_valid_norm": 95.89756851196289, "invalid_tail_samples": 22.9, "learning_rate": 3.3933333333333336e-05, "loss": 0.1158, "positive_teacher_pairs": 27058.2, "query_h_norm_ratio": 0.47192347049713135, "relation_loss": 0.021084764786064625, "selected_pairs": 27058.2, "step": 510, "student_distance_mean": 31.834549713134766, "teacher_distance_mean": 0.8572067856788635, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.021084764786064625, "weighted_relation_loss": 0.021084764786064625 }, { "action_query_batch_std": 0.4881055921316147, "action_query_norm": 45.2558235168457, "action_relation_loss": 0.021940629929304123, "auxiliary_loss_weight": 1.0, "epoch": 0.4864359214218896, "flow_matching_loss": 0.0939585581421852, "grad_norm": 0.5429545044898987, "h_stock_valid_norm": 95.86923370361328, "invalid_tail_samples": 21.1, "learning_rate": 3.46e-05, "loss": 0.1159, "positive_teacher_pairs": 27478.1, "query_h_norm_ratio": 0.472059366106987, "relation_loss": 0.021940629929304123, "selected_pairs": 27478.1, "step": 520, "student_distance_mean": 30.802318000793456, "teacher_distance_mean": 0.8518754422664643, "valid_action_samples": 234.9, "weighted_auxiliary_loss": 0.021940629929304123, "weighted_relation_loss": 0.021940629929304123 }, { "action_query_batch_std": 0.48475478291511537, "action_query_norm": 45.25548782348633, "action_relation_loss": 0.021802045591175555, "auxiliary_loss_weight": 1.0, "epoch": 0.49579045837231056, "flow_matching_loss": 0.09513184577226638, "grad_norm": 0.6371195316314697, "h_stock_valid_norm": 96.21396026611328, "invalid_tail_samples": 26.2, "learning_rate": 3.526666666666667e-05, "loss": 0.1169, "positive_teacher_pairs": 26298.5, "query_h_norm_ratio": 0.4703699737787247, "relation_loss": 0.021802045591175555, "selected_pairs": 26298.5, "step": 530, "student_distance_mean": 30.819536209106445, "teacher_distance_mean": 0.8477982223033905, "valid_action_samples": 229.8, "weighted_auxiliary_loss": 0.021802045591175555, "weighted_relation_loss": 0.021802045591175555 }, { "action_query_batch_std": 0.5049764811992645, "action_query_norm": 45.256241989135745, "action_relation_loss": 0.021209322661161423, "auxiliary_loss_weight": 1.0, "epoch": 0.5051449953227315, "flow_matching_loss": 0.09623007550835609, "grad_norm": 0.38474512100219727, "h_stock_valid_norm": 97.36184539794922, "invalid_tail_samples": 22.9, "learning_rate": 3.593333333333334e-05, "loss": 0.1174, "positive_teacher_pairs": 27060.5, "query_h_norm_ratio": 0.464829421043396, "relation_loss": 0.021209322661161423, "selected_pairs": 27060.5, "step": 540, "student_distance_mean": 31.8910701751709, "teacher_distance_mean": 0.8710597097873688, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.021209322661161423, "weighted_relation_loss": 0.021209322661161423 }, { "action_query_batch_std": 0.5155073523521423, "action_query_norm": 45.256065368652344, "action_relation_loss": 0.02092938609421253, "auxiliary_loss_weight": 1.0, "epoch": 0.5144995322731525, "flow_matching_loss": 0.09696928486227989, "grad_norm": 0.37790387868881226, "h_stock_valid_norm": 97.46875839233398, "invalid_tail_samples": 26.5, "learning_rate": 3.66e-05, "loss": 0.1179, "positive_teacher_pairs": 26225.1, "query_h_norm_ratio": 0.4643148332834244, "relation_loss": 0.02092938609421253, "selected_pairs": 26225.1, "step": 550, "student_distance_mean": 32.73186473846435, "teacher_distance_mean": 0.8591363251209259, "valid_action_samples": 229.5, "weighted_auxiliary_loss": 0.02092938609421253, "weighted_relation_loss": 0.02092938609421253 }, { "action_query_batch_std": 0.48947266340255735, "action_query_norm": 45.25603828430176, "action_relation_loss": 0.02126255426555872, "auxiliary_loss_weight": 1.0, "epoch": 0.5238540692235735, "flow_matching_loss": 0.094685410708189, "grad_norm": 0.43230271339416504, "h_stock_valid_norm": 97.18167495727539, "invalid_tail_samples": 24.7, "learning_rate": 3.726666666666667e-05, "loss": 0.1159, "positive_teacher_pairs": 26645.2, "query_h_norm_ratio": 0.46568822860717773, "relation_loss": 0.02126255426555872, "selected_pairs": 26645.2, "step": 560, "student_distance_mean": 31.105400466918944, "teacher_distance_mean": 0.8429630935192108, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.02126255426555872, "weighted_relation_loss": 0.02126255426555872 }, { "action_query_batch_std": 0.4853668540716171, "action_query_norm": 45.25564804077148, "action_relation_loss": 0.02088518477976322, "auxiliary_loss_weight": 1.0, "epoch": 0.5332086061739943, "flow_matching_loss": 0.09107317179441451, "grad_norm": 0.40171584486961365, "h_stock_valid_norm": 96.6721565246582, "invalid_tail_samples": 23.8, "learning_rate": 3.793333333333334e-05, "loss": 0.112, "positive_teacher_pairs": 26852.9, "query_h_norm_ratio": 0.46813870668411256, "relation_loss": 0.02088518477976322, "selected_pairs": 26852.9, "step": 570, "student_distance_mean": 30.806797599792482, "teacher_distance_mean": 0.8552877366542816, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.02088518477976322, "weighted_relation_loss": 0.02088518477976322 }, { "action_query_batch_std": 0.4980041414499283, "action_query_norm": 45.25537338256836, "action_relation_loss": 0.02060304619371891, "auxiliary_loss_weight": 1.0, "epoch": 0.5425631431244153, "flow_matching_loss": 0.09533087611198425, "grad_norm": 0.3441754877567291, "h_stock_valid_norm": 96.29734878540039, "invalid_tail_samples": 22.3, "learning_rate": 3.86e-05, "loss": 0.1159, "positive_teacher_pairs": 27201.6, "query_h_norm_ratio": 0.46995659470558165, "relation_loss": 0.02060304619371891, "selected_pairs": 27201.6, "step": 580, "student_distance_mean": 31.59707851409912, "teacher_distance_mean": 0.8586687326431275, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.02060304619371891, "weighted_relation_loss": 0.02060304619371891 }, { "action_query_batch_std": 0.5132920205593109, "action_query_norm": 45.25534286499023, "action_relation_loss": 0.021050027385354043, "auxiliary_loss_weight": 1.0, "epoch": 0.5519176800748363, "flow_matching_loss": 0.09511511996388436, "grad_norm": 0.286603718996048, "h_stock_valid_norm": 96.40039443969727, "invalid_tail_samples": 23.8, "learning_rate": 3.926666666666667e-05, "loss": 0.1162, "positive_teacher_pairs": 26848.9, "query_h_norm_ratio": 0.4694548398256302, "relation_loss": 0.021050027385354043, "selected_pairs": 26848.9, "step": 590, "student_distance_mean": 32.507528114318845, "teacher_distance_mean": 0.8379797995090484, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.021050027385354043, "weighted_relation_loss": 0.021050027385354043 }, { "action_query_batch_std": 0.5321188569068909, "action_query_norm": 45.255349731445314, "action_relation_loss": 0.01927350088953972, "auxiliary_loss_weight": 1.0, "epoch": 0.5612722170252572, "flow_matching_loss": 0.09081926345825195, "grad_norm": 0.3088436722755432, "h_stock_valid_norm": 96.36191635131836, "invalid_tail_samples": 25.9, "learning_rate": 3.993333333333333e-05, "loss": 0.1101, "positive_teacher_pairs": 26365.9, "query_h_norm_ratio": 0.4696418046951294, "relation_loss": 0.01927350088953972, "selected_pairs": 26365.9, "step": 600, "student_distance_mean": 33.75249481201172, "teacher_distance_mean": 0.8593577206134796, "valid_action_samples": 230.1, "weighted_auxiliary_loss": 0.01927350088953972, "weighted_relation_loss": 0.01927350088953972 }, { "action_query_batch_std": 0.5033578127622604, "action_query_norm": 45.25498962402344, "action_relation_loss": 0.020666810870170593, "auxiliary_loss_weight": 1.0, "epoch": 0.5706267539756782, "flow_matching_loss": 0.09117596000432968, "grad_norm": 0.3631654679775238, "h_stock_valid_norm": 96.49747695922852, "invalid_tail_samples": 25.7, "learning_rate": 4.0600000000000004e-05, "loss": 0.1118, "positive_teacher_pairs": 26413.6, "query_h_norm_ratio": 0.46897701621055604, "relation_loss": 0.020666810870170593, "selected_pairs": 26413.6, "step": 610, "student_distance_mean": 32.01097869873047, "teacher_distance_mean": 0.8554817795753479, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.020666810870170593, "weighted_relation_loss": 0.020666810870170593 }, { "action_query_batch_std": 0.5182930022478104, "action_query_norm": 45.254581451416016, "action_relation_loss": 0.020346792042255403, "auxiliary_loss_weight": 1.0, "epoch": 0.5799812909260992, "flow_matching_loss": 0.08780078813433648, "grad_norm": 0.4012930393218994, "h_stock_valid_norm": 96.72244491577149, "invalid_tail_samples": 22.0, "learning_rate": 4.126666666666667e-05, "loss": 0.1081, "positive_teacher_pairs": 27270.6, "query_h_norm_ratio": 0.46788251399993896, "relation_loss": 0.020346792042255403, "selected_pairs": 27270.6, "step": 620, "student_distance_mean": 32.8489408493042, "teacher_distance_mean": 0.8501481115818024, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.020346792042255403, "weighted_relation_loss": 0.020346792042255403 }, { "action_query_batch_std": 0.5139294534921646, "action_query_norm": 45.25493125915527, "action_relation_loss": 0.01992031019181013, "auxiliary_loss_weight": 1.0, "epoch": 0.5893358278765201, "flow_matching_loss": 0.09370923489332199, "grad_norm": 0.3455600142478943, "h_stock_valid_norm": 97.26699829101562, "invalid_tail_samples": 26.2, "learning_rate": 4.1933333333333334e-05, "loss": 0.1136, "positive_teacher_pairs": 26306.5, "query_h_norm_ratio": 0.4652719110250473, "relation_loss": 0.01992031019181013, "selected_pairs": 26306.5, "step": 630, "student_distance_mean": 32.415658187866214, "teacher_distance_mean": 0.8518160104751586, "valid_action_samples": 229.8, "weighted_auxiliary_loss": 0.01992031019181013, "weighted_relation_loss": 0.01992031019181013 }, { "action_query_batch_std": 0.502452152967453, "action_query_norm": 45.25472717285156, "action_relation_loss": 0.02089403010904789, "auxiliary_loss_weight": 1.0, "epoch": 0.598690364826941, "flow_matching_loss": 0.09378673955798149, "grad_norm": 0.4940584897994995, "h_stock_valid_norm": 97.50380783081054, "invalid_tail_samples": 22.2, "learning_rate": 4.26e-05, "loss": 0.1147, "positive_teacher_pairs": 27222.9, "query_h_norm_ratio": 0.4641346275806427, "relation_loss": 0.02089403010904789, "selected_pairs": 27222.9, "step": 640, "student_distance_mean": 31.880283546447753, "teacher_distance_mean": 0.8516839206218719, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.02089403010904789, "weighted_relation_loss": 0.02089403010904789 }, { "action_query_batch_std": 0.5187026143074036, "action_query_norm": 45.25464630126953, "action_relation_loss": 0.01858647521585226, "auxiliary_loss_weight": 1.0, "epoch": 0.608044901777362, "flow_matching_loss": 0.08914723470807076, "grad_norm": 0.2590837776660919, "h_stock_valid_norm": 97.4058349609375, "invalid_tail_samples": 24.2, "learning_rate": 4.3266666666666664e-05, "loss": 0.1077, "positive_teacher_pairs": 26754.4, "query_h_norm_ratio": 0.46460055112838744, "relation_loss": 0.01858647521585226, "selected_pairs": 26754.4, "step": 650, "student_distance_mean": 32.913783645629884, "teacher_distance_mean": 0.8521072566509247, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.01858647521585226, "weighted_relation_loss": 0.01858647521585226 }, { "action_query_batch_std": 0.5109952032566071, "action_query_norm": 45.2540843963623, "action_relation_loss": 0.01984447780996561, "auxiliary_loss_weight": 1.0, "epoch": 0.617399438727783, "flow_matching_loss": 0.09398146569728852, "grad_norm": 0.33037543296813965, "h_stock_valid_norm": 97.38190002441407, "invalid_tail_samples": 24.6, "learning_rate": 4.3933333333333335e-05, "loss": 0.1138, "positive_teacher_pairs": 26672.1, "query_h_norm_ratio": 0.4647092461585999, "relation_loss": 0.01984447780996561, "selected_pairs": 26672.1, "step": 660, "student_distance_mean": 32.31416683197021, "teacher_distance_mean": 0.8574969232082367, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.01984447780996561, "weighted_relation_loss": 0.01984447780996561 }, { "action_query_batch_std": 0.5403798520565033, "action_query_norm": 45.25357780456543, "action_relation_loss": 0.020305102691054344, "auxiliary_loss_weight": 1.0, "epoch": 0.6267539756782039, "flow_matching_loss": 0.09225097596645356, "grad_norm": 0.4365817606449127, "h_stock_valid_norm": 96.64236145019531, "invalid_tail_samples": 21.8, "learning_rate": 4.46e-05, "loss": 0.1126, "positive_teacher_pairs": 27316.5, "query_h_norm_ratio": 0.46826314330101015, "relation_loss": 0.020305102691054344, "selected_pairs": 27316.5, "step": 670, "student_distance_mean": 34.25883140563965, "teacher_distance_mean": 0.8672927916049957, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.020305102691054344, "weighted_relation_loss": 0.020305102691054344 }, { "action_query_batch_std": 0.5473604679107666, "action_query_norm": 45.25357246398926, "action_relation_loss": 0.02023650910705328, "auxiliary_loss_weight": 1.0, "epoch": 0.6361085126286249, "flow_matching_loss": 0.09372643604874611, "grad_norm": 0.6931991577148438, "h_stock_valid_norm": 95.71630249023437, "invalid_tail_samples": 23.5, "learning_rate": 4.526666666666667e-05, "loss": 0.114, "positive_teacher_pairs": 26925.6, "query_h_norm_ratio": 0.4727943897247314, "relation_loss": 0.02023650910705328, "selected_pairs": 26925.6, "step": 680, "student_distance_mean": 34.81376075744629, "teacher_distance_mean": 0.8570481896400451, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.02023650910705328, "weighted_relation_loss": 0.02023650910705328 }, { "action_query_batch_std": 0.5111295938491821, "action_query_norm": 45.253808212280276, "action_relation_loss": 0.01949322447180748, "auxiliary_loss_weight": 1.0, "epoch": 0.6454630495790459, "flow_matching_loss": 0.09199377298355102, "grad_norm": 0.41025716066360474, "h_stock_valid_norm": 95.7040802001953, "invalid_tail_samples": 21.5, "learning_rate": 4.5933333333333336e-05, "loss": 0.1115, "positive_teacher_pairs": 27382.9, "query_h_norm_ratio": 0.4728526145219803, "relation_loss": 0.01949322447180748, "selected_pairs": 27382.9, "step": 690, "student_distance_mean": 32.475844383239746, "teacher_distance_mean": 0.8531707227230072, "valid_action_samples": 234.5, "weighted_auxiliary_loss": 0.01949322447180748, "weighted_relation_loss": 0.01949322447180748 }, { "action_query_batch_std": 0.5204510927200318, "action_query_norm": 45.25314865112305, "action_relation_loss": 0.020291266217827796, "auxiliary_loss_weight": 1.0, "epoch": 0.6548175865294668, "flow_matching_loss": 0.09167516455054284, "grad_norm": 0.3894639313220978, "h_stock_valid_norm": 96.34866867065429, "invalid_tail_samples": 25.0, "learning_rate": 4.660000000000001e-05, "loss": 0.112, "positive_teacher_pairs": 26574.2, "query_h_norm_ratio": 0.4696871429681778, "relation_loss": 0.020291266217827796, "selected_pairs": 26574.2, "step": 700, "student_distance_mean": 33.091475296020505, "teacher_distance_mean": 0.8632028281688691, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.020291266217827796, "weighted_relation_loss": 0.020291266217827796 }, { "action_query_batch_std": 0.49502935707569123, "action_query_norm": 45.252310562133786, "action_relation_loss": 0.01966202221810818, "auxiliary_loss_weight": 1.0, "epoch": 0.6641721234798877, "flow_matching_loss": 0.09121390208601951, "grad_norm": 0.4862385392189026, "h_stock_valid_norm": 97.02265243530273, "invalid_tail_samples": 23.9, "learning_rate": 4.726666666666667e-05, "loss": 0.1109, "positive_teacher_pairs": 26826.8, "query_h_norm_ratio": 0.4664168477058411, "relation_loss": 0.01966202221810818, "selected_pairs": 26826.8, "step": 710, "student_distance_mean": 31.56130485534668, "teacher_distance_mean": 0.8586376190185547, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.01966202221810818, "weighted_relation_loss": 0.01966202221810818 }, { "action_query_batch_std": 0.5072650104761124, "action_query_norm": 45.25191116333008, "action_relation_loss": 0.019692231714725495, "auxiliary_loss_weight": 1.0, "epoch": 0.6735266604303087, "flow_matching_loss": 0.09144746214151382, "grad_norm": 0.39159679412841797, "h_stock_valid_norm": 97.87732315063477, "invalid_tail_samples": 21.4, "learning_rate": 4.793333333333334e-05, "loss": 0.1111, "positive_teacher_pairs": 27413.5, "query_h_norm_ratio": 0.4623350232839584, "relation_loss": 0.019692231714725495, "selected_pairs": 27413.5, "step": 720, "student_distance_mean": 32.365109252929685, "teacher_distance_mean": 0.8580571472644806, "valid_action_samples": 234.6, "weighted_auxiliary_loss": 0.019692231714725495, "weighted_relation_loss": 0.019692231714725495 }, { "action_query_batch_std": 0.525002783536911, "action_query_norm": 45.25178108215332, "action_relation_loss": 0.01904018959030509, "auxiliary_loss_weight": 1.0, "epoch": 0.6828811973807296, "flow_matching_loss": 0.08895643204450607, "grad_norm": 0.4402831196784973, "h_stock_valid_norm": 98.27630844116212, "invalid_tail_samples": 23.3, "learning_rate": 4.86e-05, "loss": 0.108, "positive_teacher_pairs": 26964.0, "query_h_norm_ratio": 0.4604576587677002, "relation_loss": 0.01904018959030509, "selected_pairs": 26964.0, "step": 730, "student_distance_mean": 33.45682716369629, "teacher_distance_mean": 0.8464121282100677, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.01904018959030509, "weighted_relation_loss": 0.01904018959030509 }, { "action_query_batch_std": 0.5296186685562134, "action_query_norm": 45.251416778564455, "action_relation_loss": 0.019914195127785205, "auxiliary_loss_weight": 1.0, "epoch": 0.6922357343311506, "flow_matching_loss": 0.0905018426477909, "grad_norm": 0.27078160643577576, "h_stock_valid_norm": 98.1809211730957, "invalid_tail_samples": 22.1, "learning_rate": 4.926666666666667e-05, "loss": 0.1104, "positive_teacher_pairs": 27245.2, "query_h_norm_ratio": 0.46090319752693176, "relation_loss": 0.019914195127785205, "selected_pairs": 27245.2, "step": 740, "student_distance_mean": 33.62534294128418, "teacher_distance_mean": 0.8535625696182251, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.019914195127785205, "weighted_relation_loss": 0.019914195127785205 }, { "action_query_batch_std": 0.5577385902404786, "action_query_norm": 45.25214195251465, "action_relation_loss": 0.01924386452883482, "auxiliary_loss_weight": 1.0, "epoch": 0.7015902712815716, "flow_matching_loss": 0.08579925075173378, "grad_norm": 0.34719592332839966, "h_stock_valid_norm": 97.38483810424805, "invalid_tail_samples": 22.9, "learning_rate": 4.993333333333334e-05, "loss": 0.105, "positive_teacher_pairs": 27059.8, "query_h_norm_ratio": 0.4646778374910355, "relation_loss": 0.01924386452883482, "selected_pairs": 27059.8, "step": 750, "student_distance_mean": 35.46399841308594, "teacher_distance_mean": 0.8574023485183716, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.01924386452883482, "weighted_relation_loss": 0.01924386452883482 }, { "action_query_batch_std": 0.5239206850528717, "action_query_norm": 45.25196151733398, "action_relation_loss": 0.019335180521011353, "auxiliary_loss_weight": 1.0, "epoch": 0.7109448082319925, "flow_matching_loss": 0.0872899554669857, "grad_norm": 0.36034095287323, "h_stock_valid_norm": 96.15402908325196, "invalid_tail_samples": 26.6, "learning_rate": 5.0600000000000003e-05, "loss": 0.1066, "positive_teacher_pairs": 26211.2, "query_h_norm_ratio": 0.4706262797117233, "relation_loss": 0.019335180521011353, "selected_pairs": 26211.2, "step": 760, "student_distance_mean": 33.18306617736816, "teacher_distance_mean": 0.8562582790851593, "valid_action_samples": 229.4, "weighted_auxiliary_loss": 0.019335180521011353, "weighted_relation_loss": 0.019335180521011353 }, { "action_query_batch_std": 0.5371475398540497, "action_query_norm": 45.25166816711426, "action_relation_loss": 0.01909452471882105, "auxiliary_loss_weight": 1.0, "epoch": 0.7202993451824135, "flow_matching_loss": 0.08506943136453629, "grad_norm": 0.5093770623207092, "h_stock_valid_norm": 95.96199111938476, "invalid_tail_samples": 23.0, "learning_rate": 5.1266666666666675e-05, "loss": 0.1042, "positive_teacher_pairs": 27034.8, "query_h_norm_ratio": 0.4715652674436569, "relation_loss": 0.01909452471882105, "selected_pairs": 27034.8, "step": 770, "student_distance_mean": 34.18290138244629, "teacher_distance_mean": 0.8528332710266113, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.01909452471882105, "weighted_relation_loss": 0.01909452471882105 }, { "action_query_batch_std": 0.5144052475690841, "action_query_norm": 45.2509407043457, "action_relation_loss": 0.01913960315287113, "auxiliary_loss_weight": 1.0, "epoch": 0.7296538821328344, "flow_matching_loss": 0.0890475831925869, "grad_norm": 0.41841498017311096, "h_stock_valid_norm": 96.52865295410156, "invalid_tail_samples": 22.8, "learning_rate": 5.193333333333333e-05, "loss": 0.1082, "positive_teacher_pairs": 27082.2, "query_h_norm_ratio": 0.4687902718782425, "relation_loss": 0.01913960315287113, "selected_pairs": 27082.2, "step": 780, "student_distance_mean": 32.756714248657225, "teacher_distance_mean": 0.8558024168014526, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.01913960315287113, "weighted_relation_loss": 0.01913960315287113 }, { "action_query_batch_std": 0.4996920436620712, "action_query_norm": 45.24987716674805, "action_relation_loss": 0.019660762697458267, "auxiliary_loss_weight": 1.0, "epoch": 0.7390084190832554, "flow_matching_loss": 0.08727775737643242, "grad_norm": 0.4020824730396271, "h_stock_valid_norm": 96.95255889892579, "invalid_tail_samples": 22.9, "learning_rate": 5.2600000000000005e-05, "loss": 0.1069, "positive_teacher_pairs": 27058.4, "query_h_norm_ratio": 0.46672402918338773, "relation_loss": 0.019660762697458267, "selected_pairs": 27058.4, "step": 790, "student_distance_mean": 31.70549602508545, "teacher_distance_mean": 0.8593971133232117, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.019660762697458267, "weighted_relation_loss": 0.019660762697458267 }, { "action_query_batch_std": 0.5277751386165619, "action_query_norm": 45.2495777130127, "action_relation_loss": 0.019661208800971507, "auxiliary_loss_weight": 1.0, "epoch": 0.7483629560336763, "flow_matching_loss": 0.08700161650776864, "grad_norm": 0.3619897663593292, "h_stock_valid_norm": 97.16277313232422, "invalid_tail_samples": 22.7, "learning_rate": 5.326666666666666e-05, "loss": 0.1067, "positive_teacher_pairs": 27107.8, "query_h_norm_ratio": 0.4657104402780533, "relation_loss": 0.019661208800971507, "selected_pairs": 27107.8, "step": 800, "student_distance_mean": 33.588630294799806, "teacher_distance_mean": 0.8490899443626404, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.019661208800971507, "weighted_relation_loss": 0.019661208800971507 }, { "action_query_batch_std": 0.5402280509471893, "action_query_norm": 45.25002784729004, "action_relation_loss": 0.018827486597001553, "auxiliary_loss_weight": 1.0, "epoch": 0.7577174929840973, "flow_matching_loss": 0.08577365279197693, "grad_norm": 0.24725519120693207, "h_stock_valid_norm": 97.37417984008789, "invalid_tail_samples": 23.0, "learning_rate": 5.3933333333333334e-05, "loss": 0.1046, "positive_teacher_pairs": 27045.8, "query_h_norm_ratio": 0.4647074490785599, "relation_loss": 0.018827486597001553, "selected_pairs": 27045.8, "step": 810, "student_distance_mean": 34.27178955078125, "teacher_distance_mean": 0.8540050446987152, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.018827486597001553, "weighted_relation_loss": 0.018827486597001553 }, { "action_query_batch_std": 0.5379411697387695, "action_query_norm": 45.24869384765625, "action_relation_loss": 0.018178061209619047, "auxiliary_loss_weight": 1.0, "epoch": 0.7670720299345183, "flow_matching_loss": 0.08754006251692772, "grad_norm": 0.28390395641326904, "h_stock_valid_norm": 97.25664443969727, "invalid_tail_samples": 21.9, "learning_rate": 5.4600000000000006e-05, "loss": 0.1057, "positive_teacher_pairs": 27290.8, "query_h_norm_ratio": 0.4652534455060959, "relation_loss": 0.018178061209619047, "selected_pairs": 27290.8, "step": 820, "student_distance_mean": 34.29466705322265, "teacher_distance_mean": 0.8606010735034942, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.018178061209619047, "weighted_relation_loss": 0.018178061209619047 }, { "action_query_batch_std": 0.5000660419464111, "action_query_norm": 45.2482723236084, "action_relation_loss": 0.018275098502635957, "auxiliary_loss_weight": 1.0, "epoch": 0.7764265668849392, "flow_matching_loss": 0.09063779935240746, "grad_norm": 0.34257224202156067, "h_stock_valid_norm": 97.4121307373047, "invalid_tail_samples": 24.1, "learning_rate": 5.5266666666666664e-05, "loss": 0.1089, "positive_teacher_pairs": 26780.2, "query_h_norm_ratio": 0.46450495421886445, "relation_loss": 0.018275098502635957, "selected_pairs": 26780.2, "step": 830, "student_distance_mean": 31.76173915863037, "teacher_distance_mean": 0.8602522850036621, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.018275098502635957, "weighted_relation_loss": 0.018275098502635957 }, { "action_query_batch_std": 0.5002553492784501, "action_query_norm": 45.247549057006836, "action_relation_loss": 0.018137018755078317, "auxiliary_loss_weight": 1.0, "epoch": 0.7857811038353602, "flow_matching_loss": 0.08645572289824485, "grad_norm": 0.30785414576530457, "h_stock_valid_norm": 97.38591690063477, "invalid_tail_samples": 22.4, "learning_rate": 5.5933333333333335e-05, "loss": 0.1046, "positive_teacher_pairs": 27173.0, "query_h_norm_ratio": 0.46462497115135193, "relation_loss": 0.018137018755078317, "selected_pairs": 27173.0, "step": 840, "student_distance_mean": 31.79878215789795, "teacher_distance_mean": 0.8439851760864258, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.018137018755078317, "weighted_relation_loss": 0.018137018755078317 }, { "action_query_batch_std": 0.5405885934829712, "action_query_norm": 45.2474781036377, "action_relation_loss": 0.018539090640842915, "auxiliary_loss_weight": 1.0, "epoch": 0.7951356407857811, "flow_matching_loss": 0.08862527385354042, "grad_norm": 0.3659743666648865, "h_stock_valid_norm": 97.58162460327148, "invalid_tail_samples": 23.2, "learning_rate": 5.66e-05, "loss": 0.1072, "positive_teacher_pairs": 26987.0, "query_h_norm_ratio": 0.46369039714336396, "relation_loss": 0.018539090640842915, "selected_pairs": 26987.0, "step": 850, "student_distance_mean": 34.469049072265626, "teacher_distance_mean": 0.857982736825943, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.018539090640842915, "weighted_relation_loss": 0.018539090640842915 }, { "action_query_batch_std": 0.5540976524353027, "action_query_norm": 45.247823333740236, "action_relation_loss": 0.01947486773133278, "auxiliary_loss_weight": 1.0, "epoch": 0.804490177736202, "flow_matching_loss": 0.08409416899085045, "grad_norm": 0.28217431902885437, "h_stock_valid_norm": 97.88681411743164, "invalid_tail_samples": 23.2, "learning_rate": 5.726666666666667e-05, "loss": 0.1036, "positive_teacher_pairs": 26989.0, "query_h_norm_ratio": 0.462249282002449, "relation_loss": 0.01947486773133278, "selected_pairs": 26989.0, "step": 860, "student_distance_mean": 35.22966003417969, "teacher_distance_mean": 0.8604804277420044, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.01947486773133278, "weighted_relation_loss": 0.01947486773133278 }, { "action_query_batch_std": 0.548593407869339, "action_query_norm": 45.246778106689455, "action_relation_loss": 0.017974099889397622, "auxiliary_loss_weight": 1.0, "epoch": 0.813844714686623, "flow_matching_loss": 0.08834164664149284, "grad_norm": 0.4356127679347992, "h_stock_valid_norm": 97.19758453369141, "invalid_tail_samples": 24.5, "learning_rate": 5.7933333333333337e-05, "loss": 0.1063, "positive_teacher_pairs": 26689.3, "query_h_norm_ratio": 0.46551795601844786, "relation_loss": 0.017974099889397622, "selected_pairs": 26689.3, "step": 870, "student_distance_mean": 34.92741775512695, "teacher_distance_mean": 0.8650976240634918, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.017974099889397622, "weighted_relation_loss": 0.017974099889397622 }, { "action_query_batch_std": 0.5213864326477051, "action_query_norm": 45.24639701843262, "action_relation_loss": 0.01908685527741909, "auxiliary_loss_weight": 1.0, "epoch": 0.823199251637044, "flow_matching_loss": 0.08445915803313256, "grad_norm": 0.2878987491130829, "h_stock_valid_norm": 97.56967697143554, "invalid_tail_samples": 24.2, "learning_rate": 5.86e-05, "loss": 0.1035, "positive_teacher_pairs": 26760.4, "query_h_norm_ratio": 0.4637359231710434, "relation_loss": 0.01908685527741909, "selected_pairs": 26760.4, "step": 880, "student_distance_mean": 33.17245101928711, "teacher_distance_mean": 0.8410179138183593, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.01908685527741909, "weighted_relation_loss": 0.01908685527741909 }, { "action_query_batch_std": 0.5158852636814117, "action_query_norm": 45.24598731994629, "action_relation_loss": 0.019156492315232754, "auxiliary_loss_weight": 1.0, "epoch": 0.8325537885874649, "flow_matching_loss": 0.08509012833237647, "grad_norm": 0.38220295310020447, "h_stock_valid_norm": 97.55936889648437, "invalid_tail_samples": 23.6, "learning_rate": 5.926666666666667e-05, "loss": 0.1042, "positive_teacher_pairs": 26894.0, "query_h_norm_ratio": 0.4637837499380112, "relation_loss": 0.019156492315232754, "selected_pairs": 26894.0, "step": 890, "student_distance_mean": 32.72625675201416, "teacher_distance_mean": 0.8509200572967529, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.019156492315232754, "weighted_relation_loss": 0.019156492315232754 }, { "action_query_batch_std": 0.5047825336456299, "action_query_norm": 45.24475250244141, "action_relation_loss": 0.01915734149515629, "auxiliary_loss_weight": 1.0, "epoch": 0.8419083255378859, "flow_matching_loss": 0.08600143194198609, "grad_norm": 0.326912522315979, "h_stock_valid_norm": 97.26919860839844, "invalid_tail_samples": 21.9, "learning_rate": 5.9933333333333345e-05, "loss": 0.1052, "positive_teacher_pairs": 27289.2, "query_h_norm_ratio": 0.46515496969223025, "relation_loss": 0.01915734149515629, "selected_pairs": 27289.2, "step": 900, "student_distance_mean": 32.09141731262207, "teacher_distance_mean": 0.8565319061279297, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.01915734149515629, "weighted_relation_loss": 0.01915734149515629 }, { "action_query_batch_std": 0.5293995082378388, "action_query_norm": 45.245236206054685, "action_relation_loss": 0.018593619205057622, "auxiliary_loss_weight": 1.0, "epoch": 0.8512628624883068, "flow_matching_loss": 0.08443762212991715, "grad_norm": 0.2413804531097412, "h_stock_valid_norm": 97.21269912719727, "invalid_tail_samples": 23.6, "learning_rate": 6.06e-05, "loss": 0.103, "positive_teacher_pairs": 26898.3, "query_h_norm_ratio": 0.46542823910713194, "relation_loss": 0.018593619205057622, "selected_pairs": 26898.3, "step": 910, "student_distance_mean": 33.5850772857666, "teacher_distance_mean": 0.850821852684021, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.018593619205057622, "weighted_relation_loss": 0.018593619205057622 }, { "action_query_batch_std": 0.5351982831954956, "action_query_norm": 45.24458961486816, "action_relation_loss": 0.01838629860430956, "auxiliary_loss_weight": 1.0, "epoch": 0.8606173994387278, "flow_matching_loss": 0.08576432541012764, "grad_norm": 0.37080246210098267, "h_stock_valid_norm": 96.88475494384765, "invalid_tail_samples": 24.6, "learning_rate": 6.126666666666667e-05, "loss": 0.1042, "positive_teacher_pairs": 26660.5, "query_h_norm_ratio": 0.466995096206665, "relation_loss": 0.01838629860430956, "selected_pairs": 26660.5, "step": 920, "student_distance_mean": 33.72946128845215, "teacher_distance_mean": 0.8547115445137023, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.01838629860430956, "weighted_relation_loss": 0.01838629860430956 }, { "action_query_batch_std": 0.5499054431915283, "action_query_norm": 45.24406547546387, "action_relation_loss": 0.018618138134479524, "auxiliary_loss_weight": 1.0, "epoch": 0.8699719363891487, "flow_matching_loss": 0.08412151485681534, "grad_norm": 0.29384690523147583, "h_stock_valid_norm": 96.79086837768554, "invalid_tail_samples": 22.8, "learning_rate": 6.193333333333333e-05, "loss": 0.1027, "positive_teacher_pairs": 27086.8, "query_h_norm_ratio": 0.46744383275508883, "relation_loss": 0.018618138134479524, "selected_pairs": 27086.8, "step": 930, "student_distance_mean": 34.91274299621582, "teacher_distance_mean": 0.8500035166740417, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.018618138134479524, "weighted_relation_loss": 0.018618138134479524 }, { "action_query_batch_std": 0.5483217835426331, "action_query_norm": 45.24330101013184, "action_relation_loss": 0.018463103845715523, "auxiliary_loss_weight": 1.0, "epoch": 0.8793264733395697, "flow_matching_loss": 0.08421370089054107, "grad_norm": 0.33016321063041687, "h_stock_valid_norm": 96.5246597290039, "invalid_tail_samples": 20.5, "learning_rate": 6.26e-05, "loss": 0.1027, "positive_teacher_pairs": 27623.5, "query_h_norm_ratio": 0.4687274843454361, "relation_loss": 0.018463103845715523, "selected_pairs": 27623.5, "step": 940, "student_distance_mean": 34.71096839904785, "teacher_distance_mean": 0.8509825527667999, "valid_action_samples": 235.5, "weighted_auxiliary_loss": 0.018463103845715523, "weighted_relation_loss": 0.018463103845715523 }, { "action_query_batch_std": 0.5631768822669982, "action_query_norm": 45.242922973632815, "action_relation_loss": 0.018356503546237947, "auxiliary_loss_weight": 1.0, "epoch": 0.8886810102899907, "flow_matching_loss": 0.08294394388794898, "grad_norm": 0.2239512801170349, "h_stock_valid_norm": 96.36312408447266, "invalid_tail_samples": 22.0, "learning_rate": 6.326666666666667e-05, "loss": 0.1013, "positive_teacher_pairs": 27269.9, "query_h_norm_ratio": 0.469508096575737, "relation_loss": 0.018356503546237947, "selected_pairs": 27269.9, "step": 950, "student_distance_mean": 35.72575798034668, "teacher_distance_mean": 0.8667896330356598, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.018356503546237947, "weighted_relation_loss": 0.018356503546237947 }, { "action_query_batch_std": 0.5707748711109162, "action_query_norm": 45.24287338256836, "action_relation_loss": 0.017570472788065672, "auxiliary_loss_weight": 1.0, "epoch": 0.8980355472404116, "flow_matching_loss": 0.08249980732798576, "grad_norm": 0.34187665581703186, "h_stock_valid_norm": 96.71437149047851, "invalid_tail_samples": 25.4, "learning_rate": 6.393333333333333e-05, "loss": 0.1001, "positive_teacher_pairs": 26485.8, "query_h_norm_ratio": 0.4678002417087555, "relation_loss": 0.017570472788065672, "selected_pairs": 26485.8, "step": 960, "student_distance_mean": 36.11970252990723, "teacher_distance_mean": 0.860389792919159, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.017570472788065672, "weighted_relation_loss": 0.017570472788065672 }, { "action_query_batch_std": 0.5436256647109985, "action_query_norm": 45.24022789001465, "action_relation_loss": 0.018775215744972228, "auxiliary_loss_weight": 1.0, "epoch": 0.9073900841908326, "flow_matching_loss": 0.08210640251636506, "grad_norm": 0.3767443895339966, "h_stock_valid_norm": 97.37416305541993, "invalid_tail_samples": 25.2, "learning_rate": 6.460000000000001e-05, "loss": 0.1009, "positive_teacher_pairs": 26531.5, "query_h_norm_ratio": 0.4646047502756119, "relation_loss": 0.018775215744972228, "selected_pairs": 26531.5, "step": 970, "student_distance_mean": 34.589809799194335, "teacher_distance_mean": 0.8525396347045898, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.018775215744972228, "weighted_relation_loss": 0.018775215744972228 }, { "action_query_batch_std": 0.5515943229198456, "action_query_norm": 45.2394660949707, "action_relation_loss": 0.017462344933301212, "auxiliary_loss_weight": 1.0, "epoch": 0.9167446211412535, "flow_matching_loss": 0.08759313002228737, "grad_norm": 0.5660896897315979, "h_stock_valid_norm": 97.19687194824219, "invalid_tail_samples": 23.5, "learning_rate": 6.526666666666666e-05, "loss": 0.1051, "positive_teacher_pairs": 26920.1, "query_h_norm_ratio": 0.46544458270072936, "relation_loss": 0.017462344933301212, "selected_pairs": 26920.1, "step": 980, "student_distance_mean": 34.99107780456543, "teacher_distance_mean": 0.8592372298240661, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.017462344933301212, "weighted_relation_loss": 0.017462344933301212 }, { "action_query_batch_std": 0.5359165608882904, "action_query_norm": 45.23862495422363, "action_relation_loss": 0.017461901344358922, "auxiliary_loss_weight": 1.0, "epoch": 0.9260991580916744, "flow_matching_loss": 0.0836106777191162, "grad_norm": 0.32419753074645996, "h_stock_valid_norm": 96.2045799255371, "invalid_tail_samples": 23.1, "learning_rate": 6.593333333333334e-05, "loss": 0.1011, "positive_teacher_pairs": 27012.6, "query_h_norm_ratio": 0.470239469408989, "relation_loss": 0.017461901344358922, "selected_pairs": 27012.6, "step": 990, "student_distance_mean": 34.041103744506835, "teacher_distance_mean": 0.8498923063278199, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.017461901344358922, "weighted_relation_loss": 0.017461901344358922 }, { "action_query_batch_std": 0.5447602570056915, "action_query_norm": 45.23837890625, "action_relation_loss": 0.018352823704481123, "auxiliary_loss_weight": 1.0, "epoch": 0.9354536950420954, "flow_matching_loss": 0.08796347975730896, "grad_norm": 0.3825078010559082, "h_stock_valid_norm": 96.08151779174804, "invalid_tail_samples": 24.5, "learning_rate": 6.66e-05, "loss": 0.1063, "positive_teacher_pairs": 26686.1, "query_h_norm_ratio": 0.47083637714385984, "relation_loss": 0.018352823704481123, "selected_pairs": 26686.1, "step": 1000, "student_distance_mean": 34.519632720947264, "teacher_distance_mean": 0.8574318587779999, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.018352823704481123, "weighted_relation_loss": 0.018352823704481123 }, { "action_query_batch_std": 0.5602340459823608, "action_query_norm": 45.23752861022949, "action_relation_loss": 0.018089766427874566, "auxiliary_loss_weight": 1.0, "epoch": 0.9448082319925164, "flow_matching_loss": 0.085418551415205, "grad_norm": 0.43842703104019165, "h_stock_valid_norm": 97.04656600952148, "invalid_tail_samples": 24.1, "learning_rate": 6.726666666666667e-05, "loss": 0.1035, "positive_teacher_pairs": 26782.0, "query_h_norm_ratio": 0.46614758372306825, "relation_loss": 0.018089766427874566, "selected_pairs": 26782.0, "step": 1010, "student_distance_mean": 35.741757202148435, "teacher_distance_mean": 0.8578993022441864, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.018089766427874566, "weighted_relation_loss": 0.018089766427874566 }, { "action_query_batch_std": 0.5491454422473907, "action_query_norm": 45.235890579223636, "action_relation_loss": 0.017786141857504843, "auxiliary_loss_weight": 1.0, "epoch": 0.9541627689429373, "flow_matching_loss": 0.08244817927479745, "grad_norm": 0.4395314157009125, "h_stock_valid_norm": 97.39677429199219, "invalid_tail_samples": 22.5, "learning_rate": 6.793333333333334e-05, "loss": 0.1002, "positive_teacher_pairs": 27155.1, "query_h_norm_ratio": 0.46445406377315523, "relation_loss": 0.017786141857504843, "selected_pairs": 27155.1, "step": 1020, "student_distance_mean": 35.102339553833005, "teacher_distance_mean": 0.849157053232193, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.017786141857504843, "weighted_relation_loss": 0.017786141857504843 }, { "action_query_batch_std": 0.5426090776920318, "action_query_norm": 45.23607559204102, "action_relation_loss": 0.018452891148626804, "auxiliary_loss_weight": 1.0, "epoch": 0.9635173058933583, "flow_matching_loss": 0.08746427968144417, "grad_norm": 0.5003315806388855, "h_stock_valid_norm": 98.06292343139648, "invalid_tail_samples": 24.4, "learning_rate": 6.860000000000001e-05, "loss": 0.1059, "positive_teacher_pairs": 26726.0, "query_h_norm_ratio": 0.46129874885082245, "relation_loss": 0.018452891148626804, "selected_pairs": 26726.0, "step": 1030, "student_distance_mean": 34.4863941192627, "teacher_distance_mean": 0.8524686574935914, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.018452891148626804, "weighted_relation_loss": 0.018452891148626804 }, { "action_query_batch_std": 0.5475977063179016, "action_query_norm": 45.236049270629884, "action_relation_loss": 0.01809035111218691, "auxiliary_loss_weight": 1.0, "epoch": 0.9728718428437793, "flow_matching_loss": 0.08416153639554977, "grad_norm": 0.28561025857925415, "h_stock_valid_norm": 98.34277572631837, "invalid_tail_samples": 22.3, "learning_rate": 6.926666666666667e-05, "loss": 0.1023, "positive_teacher_pairs": 27193.9, "query_h_norm_ratio": 0.4599853754043579, "relation_loss": 0.01809035111218691, "selected_pairs": 27193.9, "step": 1040, "student_distance_mean": 34.8912712097168, "teacher_distance_mean": 0.8559509694576264, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.01809035111218691, "weighted_relation_loss": 0.01809035111218691 }, { "action_query_batch_std": 0.5506422102451325, "action_query_norm": 45.23401641845703, "action_relation_loss": 0.01816392783075571, "auxiliary_loss_weight": 1.0, "epoch": 0.9822263797942001, "flow_matching_loss": 0.08375498652458191, "grad_norm": 0.2605457007884979, "h_stock_valid_norm": 97.38274154663085, "invalid_tail_samples": 27.5, "learning_rate": 6.993333333333334e-05, "loss": 0.1019, "positive_teacher_pairs": 26000.8, "query_h_norm_ratio": 0.4645046412944794, "relation_loss": 0.01816392783075571, "selected_pairs": 26000.8, "step": 1050, "student_distance_mean": 35.030835723876955, "teacher_distance_mean": 0.8739325344562531, "valid_action_samples": 228.5, "weighted_auxiliary_loss": 0.01816392783075571, "weighted_relation_loss": 0.01816392783075571 }, { "action_query_batch_std": 0.5747785210609436, "action_query_norm": 45.23383140563965, "action_relation_loss": 0.01863120459020138, "auxiliary_loss_weight": 1.0, "epoch": 0.9915809167446211, "flow_matching_loss": 0.08298583626747132, "grad_norm": 0.2368013709783554, "h_stock_valid_norm": 96.8809700012207, "invalid_tail_samples": 20.5, "learning_rate": 7.06e-05, "loss": 0.1016, "positive_teacher_pairs": 27615.0, "query_h_norm_ratio": 0.4669073671102524, "relation_loss": 0.01863120459020138, "selected_pairs": 27615.0, "step": 1060, "student_distance_mean": 36.612939453125, "teacher_distance_mean": 0.8545524895191192, "valid_action_samples": 235.5, "weighted_auxiliary_loss": 0.01863120459020138, "weighted_relation_loss": 0.01863120459020138 }, { "action_query_batch_std": 0.5486873805522918, "action_query_norm": 45.23147773742676, "action_relation_loss": 0.017252318002283572, "auxiliary_loss_weight": 1.0, "epoch": 1.000935453695042, "flow_matching_loss": 0.08243878558278084, "grad_norm": 0.35344088077545166, "h_stock_valid_norm": 98.03097076416016, "invalid_tail_samples": 22.1, "learning_rate": 7.126666666666667e-05, "loss": 0.0997, "positive_teacher_pairs": 24331.3, "query_h_norm_ratio": 0.46140762865543367, "relation_loss": 0.017252318002283572, "selected_pairs": 24331.3, "step": 1070, "student_distance_mean": 34.97575149536133, "teacher_distance_mean": 0.8568814516067504, "valid_action_samples": 214.0, "weighted_auxiliary_loss": 0.017252318002283572, "weighted_relation_loss": 0.017252318002283572 }, { "action_query_batch_std": 0.5398070216178894, "action_query_norm": 45.230132293701175, "action_relation_loss": 0.017837955616414547, "auxiliary_loss_weight": 1.0, "epoch": 1.010289990645463, "flow_matching_loss": 0.08609309643507004, "grad_norm": 0.3351980745792389, "h_stock_valid_norm": 98.77430648803711, "invalid_tail_samples": 23.8, "learning_rate": 7.193333333333334e-05, "loss": 0.1039, "positive_teacher_pairs": 26854.3, "query_h_norm_ratio": 0.4579167068004608, "relation_loss": 0.017837955616414547, "selected_pairs": 26854.3, "step": 1080, "student_distance_mean": 34.4959171295166, "teacher_distance_mean": 0.8550265669822693, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.017837955616414547, "weighted_relation_loss": 0.017837955616414547 }, { "action_query_batch_std": 0.5588713884353638, "action_query_norm": 45.23105735778809, "action_relation_loss": 0.01795183476060629, "auxiliary_loss_weight": 1.0, "epoch": 1.019644527595884, "flow_matching_loss": 0.08106319978833199, "grad_norm": 0.2530900835990906, "h_stock_valid_norm": 98.42629318237304, "invalid_tail_samples": 24.5, "learning_rate": 7.26e-05, "loss": 0.099, "positive_teacher_pairs": 26685.2, "query_h_norm_ratio": 0.459546759724617, "relation_loss": 0.01795183476060629, "selected_pairs": 26685.2, "step": 1090, "student_distance_mean": 35.4817569732666, "teacher_distance_mean": 0.855253803730011, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.01795183476060629, "weighted_relation_loss": 0.01795183476060629 }, { "action_query_batch_std": 0.5670303404331207, "action_query_norm": 45.229455184936526, "action_relation_loss": 0.01802831459790468, "auxiliary_loss_weight": 1.0, "epoch": 1.028999064546305, "flow_matching_loss": 0.08848854079842568, "grad_norm": 0.3171290159225464, "h_stock_valid_norm": 97.75020370483398, "invalid_tail_samples": 21.9, "learning_rate": 7.326666666666667e-05, "loss": 0.1065, "positive_teacher_pairs": 27292.0, "query_h_norm_ratio": 0.46270873844623567, "relation_loss": 0.01802831459790468, "selected_pairs": 27292.0, "step": 1100, "student_distance_mean": 36.150350189208986, "teacher_distance_mean": 0.8531495630741119, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.01802831459790468, "weighted_relation_loss": 0.01802831459790468 }, { "action_query_batch_std": 0.5754216074943542, "action_query_norm": 45.22951126098633, "action_relation_loss": 0.017652670107781886, "auxiliary_loss_weight": 1.0, "epoch": 1.0383536014967258, "flow_matching_loss": 0.08414214923977852, "grad_norm": 0.33088335394859314, "h_stock_valid_norm": 96.89197235107422, "invalid_tail_samples": 25.6, "learning_rate": 7.393333333333333e-05, "loss": 0.1018, "positive_teacher_pairs": 26446.3, "query_h_norm_ratio": 0.46680656373500823, "relation_loss": 0.017652670107781886, "selected_pairs": 26446.3, "step": 1110, "student_distance_mean": 36.59592552185059, "teacher_distance_mean": 0.8546444058418274, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.017652670107781886, "weighted_relation_loss": 0.017652670107781886 }, { "action_query_batch_std": 0.5509312450885773, "action_query_norm": 45.228240203857425, "action_relation_loss": 0.017308297380805016, "auxiliary_loss_weight": 1.0, "epoch": 1.047708138447147, "flow_matching_loss": 0.08569902777671815, "grad_norm": 0.23973554372787476, "h_stock_valid_norm": 96.44084167480469, "invalid_tail_samples": 21.1, "learning_rate": 7.46e-05, "loss": 0.103, "positive_teacher_pairs": 27480.5, "query_h_norm_ratio": 0.46897694170475007, "relation_loss": 0.017308297380805016, "selected_pairs": 27480.5, "step": 1120, "student_distance_mean": 35.15576324462891, "teacher_distance_mean": 0.8579326033592224, "valid_action_samples": 234.9, "weighted_auxiliary_loss": 0.017308297380805016, "weighted_relation_loss": 0.017308297380805016 }, { "action_query_batch_std": 0.5673594355583191, "action_query_norm": 45.2279712677002, "action_relation_loss": 0.017109397798776627, "auxiliary_loss_weight": 1.0, "epoch": 1.0570626753975678, "flow_matching_loss": 0.08263532891869545, "grad_norm": 0.23695158958435059, "h_stock_valid_norm": 95.81270141601563, "invalid_tail_samples": 23.0, "learning_rate": 7.526666666666668e-05, "loss": 0.0997, "positive_teacher_pairs": 27033.8, "query_h_norm_ratio": 0.4720481514930725, "relation_loss": 0.017109397798776627, "selected_pairs": 27033.8, "step": 1130, "student_distance_mean": 36.109226608276366, "teacher_distance_mean": 0.8693834841251373, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.017109397798776627, "weighted_relation_loss": 0.017109397798776627 }, { "action_query_batch_std": 0.567137885093689, "action_query_norm": 45.22538185119629, "action_relation_loss": 0.017629852611571552, "auxiliary_loss_weight": 1.0, "epoch": 1.0664172123479887, "flow_matching_loss": 0.08398201316595078, "grad_norm": 0.2882460951805115, "h_stock_valid_norm": 96.40371704101562, "invalid_tail_samples": 25.7, "learning_rate": 7.593333333333334e-05, "loss": 0.1016, "positive_teacher_pairs": 26409.6, "query_h_norm_ratio": 0.46913121938705443, "relation_loss": 0.017629852611571552, "selected_pairs": 26409.6, "step": 1140, "student_distance_mean": 36.127702713012695, "teacher_distance_mean": 0.8624014377593994, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.017629852611571552, "weighted_relation_loss": 0.017629852611571552 }, { "action_query_batch_std": 0.5646240055561066, "action_query_norm": 45.224547958374025, "action_relation_loss": 0.0177335062995553, "auxiliary_loss_weight": 1.0, "epoch": 1.0757717492984098, "flow_matching_loss": 0.08327563479542732, "grad_norm": 0.2960732579231262, "h_stock_valid_norm": 97.48940887451172, "invalid_tail_samples": 20.3, "learning_rate": 7.66e-05, "loss": 0.101, "positive_teacher_pairs": 27662.5, "query_h_norm_ratio": 0.4639056593179703, "relation_loss": 0.0177335062995553, "selected_pairs": 27662.5, "step": 1150, "student_distance_mean": 35.98193359375, "teacher_distance_mean": 0.8590244889259339, "valid_action_samples": 235.7, "weighted_auxiliary_loss": 0.0177335062995553, "weighted_relation_loss": 0.0177335062995553 }, { "action_query_batch_std": 0.5699526607990265, "action_query_norm": 45.223443603515626, "action_relation_loss": 0.017475288920104505, "auxiliary_loss_weight": 1.0, "epoch": 1.0851262862488307, "flow_matching_loss": 0.08312815055251122, "grad_norm": 0.3394313454627991, "h_stock_valid_norm": 98.4067596435547, "invalid_tail_samples": 24.8, "learning_rate": 7.726666666666667e-05, "loss": 0.1006, "positive_teacher_pairs": 26627.6, "query_h_norm_ratio": 0.45955862998962405, "relation_loss": 0.017475288920104505, "selected_pairs": 26627.6, "step": 1160, "student_distance_mean": 36.36160659790039, "teacher_distance_mean": 0.8621905088424683, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.017475288920104505, "weighted_relation_loss": 0.017475288920104505 }, { "action_query_batch_std": 0.5588680267333984, "action_query_norm": 45.22275886535645, "action_relation_loss": 0.01697111427783966, "auxiliary_loss_weight": 1.0, "epoch": 1.0944808231992516, "flow_matching_loss": 0.08159576579928399, "grad_norm": 0.24333156645298004, "h_stock_valid_norm": 98.10959854125977, "invalid_tail_samples": 23.5, "learning_rate": 7.793333333333333e-05, "loss": 0.0986, "positive_teacher_pairs": 26926.1, "query_h_norm_ratio": 0.46095053255558016, "relation_loss": 0.01697111427783966, "selected_pairs": 26926.1, "step": 1170, "student_distance_mean": 35.480277633666994, "teacher_distance_mean": 0.8496854722499847, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.01697111427783966, "weighted_relation_loss": 0.01697111427783966 }, { "action_query_batch_std": 0.548815792798996, "action_query_norm": 45.220176696777344, "action_relation_loss": 0.017148368805646897, "auxiliary_loss_weight": 1.0, "epoch": 1.1038353601496727, "flow_matching_loss": 0.08316718861460685, "grad_norm": 0.31218618154525757, "h_stock_valid_norm": 97.21047744750976, "invalid_tail_samples": 24.3, "learning_rate": 7.860000000000001e-05, "loss": 0.1003, "positive_teacher_pairs": 26729.7, "query_h_norm_ratio": 0.4651789337396622, "relation_loss": 0.017148368805646897, "selected_pairs": 26729.7, "step": 1180, "student_distance_mean": 35.00735702514648, "teacher_distance_mean": 0.8564692914485932, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.017148368805646897, "weighted_relation_loss": 0.017148368805646897 }, { "action_query_batch_std": 0.529685628414154, "action_query_norm": 45.21837387084961, "action_relation_loss": 0.01744063962250948, "auxiliary_loss_weight": 1.0, "epoch": 1.1131898971000935, "flow_matching_loss": 0.08388474732637405, "grad_norm": 0.19494327902793884, "h_stock_valid_norm": 97.11289443969727, "invalid_tail_samples": 23.0, "learning_rate": 7.926666666666666e-05, "loss": 0.1013, "positive_teacher_pairs": 27038.9, "query_h_norm_ratio": 0.4656314641237259, "relation_loss": 0.01744063962250948, "selected_pairs": 27038.9, "step": 1190, "student_distance_mean": 33.81189880371094, "teacher_distance_mean": 0.8424399316310882, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.01744063962250948, "weighted_relation_loss": 0.01744063962250948 }, { "action_query_batch_std": 0.551472932100296, "action_query_norm": 45.218854141235354, "action_relation_loss": 0.017375926300883294, "auxiliary_loss_weight": 1.0, "epoch": 1.1225444340505144, "flow_matching_loss": 0.08236829042434693, "grad_norm": 0.20861133933067322, "h_stock_valid_norm": 96.62366561889648, "invalid_tail_samples": 26.6, "learning_rate": 7.993333333333334e-05, "loss": 0.0997, "positive_teacher_pairs": 26204.3, "query_h_norm_ratio": 0.4679918110370636, "relation_loss": 0.017375926300883294, "selected_pairs": 26204.3, "step": 1200, "student_distance_mean": 35.059391021728516, "teacher_distance_mean": 0.8597922265529633, "valid_action_samples": 229.4, "weighted_auxiliary_loss": 0.017375926300883294, "weighted_relation_loss": 0.017375926300883294 }, { "action_query_batch_std": 0.5603287100791932, "action_query_norm": 45.218078994750975, "action_relation_loss": 0.016867073345929386, "auxiliary_loss_weight": 1.0, "epoch": 1.1318989710009355, "flow_matching_loss": 0.08143971487879753, "grad_norm": 0.2900734543800354, "h_stock_valid_norm": 97.0798210144043, "invalid_tail_samples": 23.8, "learning_rate": 8.060000000000001e-05, "loss": 0.0983, "positive_teacher_pairs": 26853.9, "query_h_norm_ratio": 0.46579148471355436, "relation_loss": 0.016867073345929386, "selected_pairs": 26853.9, "step": 1210, "student_distance_mean": 35.4848876953125, "teacher_distance_mean": 0.8531014382839203, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.016867073345929386, "weighted_relation_loss": 0.016867073345929386 }, { "action_query_batch_std": 0.5578969955444336, "action_query_norm": 45.216874313354495, "action_relation_loss": 0.01781087750568986, "auxiliary_loss_weight": 1.0, "epoch": 1.1412535079513564, "flow_matching_loss": 0.0807200811803341, "grad_norm": 0.2425098866224289, "h_stock_valid_norm": 97.9141960144043, "invalid_tail_samples": 23.3, "learning_rate": 8.126666666666667e-05, "loss": 0.0985, "positive_teacher_pairs": 26970.1, "query_h_norm_ratio": 0.4618062645196915, "relation_loss": 0.01781087750568986, "selected_pairs": 26970.1, "step": 1220, "student_distance_mean": 35.63512344360352, "teacher_distance_mean": 0.8479903221130372, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.01781087750568986, "weighted_relation_loss": 0.01781087750568986 }, { "action_query_batch_std": 0.5544403612613678, "action_query_norm": 45.215857315063474, "action_relation_loss": 0.01852002739906311, "auxiliary_loss_weight": 1.0, "epoch": 1.1506080449017775, "flow_matching_loss": 0.08161494359374047, "grad_norm": 0.2728819251060486, "h_stock_valid_norm": 97.37521820068359, "invalid_tail_samples": 23.6, "learning_rate": 8.193333333333334e-05, "loss": 0.1001, "positive_teacher_pairs": 26903.1, "query_h_norm_ratio": 0.464349827170372, "relation_loss": 0.01852002739906311, "selected_pairs": 26903.1, "step": 1230, "student_distance_mean": 35.279395294189456, "teacher_distance_mean": 0.8530473589897156, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.01852002739906311, "weighted_relation_loss": 0.01852002739906311 }, { "action_query_batch_std": 0.5653324782848358, "action_query_norm": 45.21373977661133, "action_relation_loss": 0.016792394034564496, "auxiliary_loss_weight": 1.0, "epoch": 1.1599625818521984, "flow_matching_loss": 0.08382445126771927, "grad_norm": 0.32679280638694763, "h_stock_valid_norm": 97.41494140625, "invalid_tail_samples": 24.8, "learning_rate": 8.26e-05, "loss": 0.1006, "positive_teacher_pairs": 26621.1, "query_h_norm_ratio": 0.4641382068395615, "relation_loss": 0.016792394034564496, "selected_pairs": 26621.1, "step": 1240, "student_distance_mean": 35.873125076293945, "teacher_distance_mean": 0.8497156083583832, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.016792394034564496, "weighted_relation_loss": 0.016792394034564496 }, { "action_query_batch_std": 0.583589494228363, "action_query_norm": 45.21468620300293, "action_relation_loss": 0.017650193348526955, "auxiliary_loss_weight": 1.0, "epoch": 1.1693171188026192, "flow_matching_loss": 0.08199037387967109, "grad_norm": 0.31582823395729065, "h_stock_valid_norm": 97.14810180664062, "invalid_tail_samples": 23.1, "learning_rate": 8.326666666666667e-05, "loss": 0.0996, "positive_teacher_pairs": 27023.8, "query_h_norm_ratio": 0.46542623043060305, "relation_loss": 0.017650193348526955, "selected_pairs": 27023.8, "step": 1250, "student_distance_mean": 37.20137672424316, "teacher_distance_mean": 0.8551608204841614, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.017650193348526955, "weighted_relation_loss": 0.017650193348526955 }, { "action_query_batch_std": 0.5597941696643829, "action_query_norm": 45.21295166015625, "action_relation_loss": 0.017144352942705155, "auxiliary_loss_weight": 1.0, "epoch": 1.1786716557530403, "flow_matching_loss": 0.08531775400042534, "grad_norm": 0.2736450135707855, "h_stock_valid_norm": 96.75436630249024, "invalid_tail_samples": 23.0, "learning_rate": 8.393333333333335e-05, "loss": 0.1025, "positive_teacher_pairs": 27037.5, "query_h_norm_ratio": 0.4673002779483795, "relation_loss": 0.017144352942705155, "selected_pairs": 27037.5, "step": 1260, "student_distance_mean": 35.65769882202149, "teacher_distance_mean": 0.8523586928844452, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.017144352942705155, "weighted_relation_loss": 0.017144352942705155 }, { "action_query_batch_std": 0.5560854375362396, "action_query_norm": 45.2104736328125, "action_relation_loss": 0.01758377905935049, "auxiliary_loss_weight": 1.0, "epoch": 1.1880261927034612, "flow_matching_loss": 0.07994240075349808, "grad_norm": 0.3032025694847107, "h_stock_valid_norm": 97.12505340576172, "invalid_tail_samples": 22.9, "learning_rate": 8.46e-05, "loss": 0.0975, "positive_teacher_pairs": 27059.5, "query_h_norm_ratio": 0.46548978984355927, "relation_loss": 0.01758377905935049, "selected_pairs": 27059.5, "step": 1270, "student_distance_mean": 35.426184463500974, "teacher_distance_mean": 0.8493092238903046, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.01758377905935049, "weighted_relation_loss": 0.01758377905935049 }, { "action_query_batch_std": 0.5725816011428833, "action_query_norm": 45.21108436584473, "action_relation_loss": 0.018054373934864996, "auxiliary_loss_weight": 1.0, "epoch": 1.197380729653882, "flow_matching_loss": 0.0847734309732914, "grad_norm": 0.26315534114837646, "h_stock_valid_norm": 96.69620819091797, "invalid_tail_samples": 24.6, "learning_rate": 8.526666666666667e-05, "loss": 0.1028, "positive_teacher_pairs": 26659.5, "query_h_norm_ratio": 0.4675603061914444, "relation_loss": 0.018054373934864996, "selected_pairs": 26659.5, "step": 1280, "student_distance_mean": 36.772407913208006, "teacher_distance_mean": 0.8462124824523926, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.018054373934864996, "weighted_relation_loss": 0.018054373934864996 }, { "action_query_batch_std": 0.5434402525424957, "action_query_norm": 45.20773162841797, "action_relation_loss": 0.017121295630931854, "auxiliary_loss_weight": 1.0, "epoch": 1.2067352666043032, "flow_matching_loss": 0.08240850046277046, "grad_norm": 0.2462533861398697, "h_stock_valid_norm": 96.80019607543946, "invalid_tail_samples": 22.7, "learning_rate": 8.593333333333333e-05, "loss": 0.0995, "positive_teacher_pairs": 27108.8, "query_h_norm_ratio": 0.46702389121055604, "relation_loss": 0.017121295630931854, "selected_pairs": 27108.8, "step": 1290, "student_distance_mean": 34.510567092895506, "teacher_distance_mean": 0.8469069600105286, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.017121295630931854, "weighted_relation_loss": 0.017121295630931854 }, { "action_query_batch_std": 0.5519129693508148, "action_query_norm": 45.20758399963379, "action_relation_loss": 0.017652436904609204, "auxiliary_loss_weight": 1.0, "epoch": 1.216089803554724, "flow_matching_loss": 0.08006709888577461, "grad_norm": 0.2089613974094391, "h_stock_valid_norm": 96.69086608886718, "invalid_tail_samples": 24.5, "learning_rate": 8.66e-05, "loss": 0.0977, "positive_teacher_pairs": 26697.4, "query_h_norm_ratio": 0.46755197644233704, "relation_loss": 0.017652436904609204, "selected_pairs": 26697.4, "step": 1300, "student_distance_mean": 35.09556655883789, "teacher_distance_mean": 0.8607197284698487, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.017652436904609204, "weighted_relation_loss": 0.017652436904609204 }, { "action_query_batch_std": 0.5598015546798706, "action_query_norm": 45.2074031829834, "action_relation_loss": 0.017422140389680863, "auxiliary_loss_weight": 1.0, "epoch": 1.225444340505145, "flow_matching_loss": 0.08245339244604111, "grad_norm": 0.3255414366722107, "h_stock_valid_norm": 96.5659896850586, "invalid_tail_samples": 25.5, "learning_rate": 8.726666666666667e-05, "loss": 0.0999, "positive_teacher_pairs": 26462.9, "query_h_norm_ratio": 0.4681514471769333, "relation_loss": 0.017422140389680863, "selected_pairs": 26462.9, "step": 1310, "student_distance_mean": 35.90523414611816, "teacher_distance_mean": 0.8566758096218109, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.017422140389680863, "weighted_relation_loss": 0.017422140389680863 }, { "action_query_batch_std": 0.5674306631088257, "action_query_norm": 45.2063533782959, "action_relation_loss": 0.017181994300335644, "auxiliary_loss_weight": 1.0, "epoch": 1.234798877455566, "flow_matching_loss": 0.08194156438112259, "grad_norm": 0.30880066752433777, "h_stock_valid_norm": 96.22456893920898, "invalid_tail_samples": 22.6, "learning_rate": 8.793333333333333e-05, "loss": 0.0991, "positive_teacher_pairs": 27136.2, "query_h_norm_ratio": 0.46980506777763364, "relation_loss": 0.017181994300335644, "selected_pairs": 27136.2, "step": 1320, "student_distance_mean": 36.300428009033205, "teacher_distance_mean": 0.8545205950736999, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.017181994300335644, "weighted_relation_loss": 0.017181994300335644 }, { "action_query_batch_std": 0.5842749238014221, "action_query_norm": 45.207257461547854, "action_relation_loss": 0.017529410682618617, "auxiliary_loss_weight": 1.0, "epoch": 1.244153414405987, "flow_matching_loss": 0.08131160959601402, "grad_norm": 0.27261579036712646, "h_stock_valid_norm": 96.0102424621582, "invalid_tail_samples": 23.3, "learning_rate": 8.86e-05, "loss": 0.0988, "positive_teacher_pairs": 26976.3, "query_h_norm_ratio": 0.4708672404289246, "relation_loss": 0.017529410682618617, "selected_pairs": 26976.3, "step": 1330, "student_distance_mean": 37.151231384277345, "teacher_distance_mean": 0.8633258521556855, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.017529410682618617, "weighted_relation_loss": 0.017529410682618617 }, { "action_query_batch_std": 0.5649820268154144, "action_query_norm": 45.20360794067383, "action_relation_loss": 0.0176820021122694, "auxiliary_loss_weight": 1.0, "epoch": 1.2535079513564078, "flow_matching_loss": 0.0797963209450245, "grad_norm": 0.3587123155593872, "h_stock_valid_norm": 96.29706497192383, "invalid_tail_samples": 20.6, "learning_rate": 8.926666666666668e-05, "loss": 0.0975, "positive_teacher_pairs": 27592.7, "query_h_norm_ratio": 0.4694219946861267, "relation_loss": 0.0176820021122694, "selected_pairs": 27592.7, "step": 1340, "student_distance_mean": 36.01246452331543, "teacher_distance_mean": 0.8554794073104859, "valid_action_samples": 235.4, "weighted_auxiliary_loss": 0.0176820021122694, "weighted_relation_loss": 0.0176820021122694 }, { "action_query_batch_std": 0.5689064979553222, "action_query_norm": 45.20079154968262, "action_relation_loss": 0.01746842432767153, "auxiliary_loss_weight": 1.0, "epoch": 1.262862488306829, "flow_matching_loss": 0.07670473977923394, "grad_norm": 0.30036330223083496, "h_stock_valid_norm": 97.81262130737305, "invalid_tail_samples": 23.3, "learning_rate": 8.993333333333334e-05, "loss": 0.0942, "positive_teacher_pairs": 26967.6, "query_h_norm_ratio": 0.462125301361084, "relation_loss": 0.01746842432767153, "selected_pairs": 26967.6, "step": 1350, "student_distance_mean": 36.252515411376955, "teacher_distance_mean": 0.8636923372745514, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.01746842432767153, "weighted_relation_loss": 0.01746842432767153 }, { "action_query_batch_std": 0.5775859236717225, "action_query_norm": 45.20041046142578, "action_relation_loss": 0.016504306811839342, "auxiliary_loss_weight": 1.0, "epoch": 1.2722170252572498, "flow_matching_loss": 0.07922788709402084, "grad_norm": 0.3144865036010742, "h_stock_valid_norm": 99.38521194458008, "invalid_tail_samples": 25.0, "learning_rate": 9.06e-05, "loss": 0.0957, "positive_teacher_pairs": 26574.5, "query_h_norm_ratio": 0.45481242537498473, "relation_loss": 0.016504306811839342, "selected_pairs": 26574.5, "step": 1360, "student_distance_mean": 36.5458251953125, "teacher_distance_mean": 0.8618788838386535, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.016504306811839342, "weighted_relation_loss": 0.016504306811839342 }, { "action_query_batch_std": 0.5728660345077514, "action_query_norm": 45.197824478149414, "action_relation_loss": 0.017426449246704577, "auxiliary_loss_weight": 1.0, "epoch": 1.2815715622076707, "flow_matching_loss": 0.0789901740849018, "grad_norm": 0.2646861672401428, "h_stock_valid_norm": 99.7725730895996, "invalid_tail_samples": 25.3, "learning_rate": 9.126666666666667e-05, "loss": 0.0964, "positive_teacher_pairs": 26501.1, "query_h_norm_ratio": 0.45301336944103243, "relation_loss": 0.017426449246704577, "selected_pairs": 26501.1, "step": 1370, "student_distance_mean": 36.48808822631836, "teacher_distance_mean": 0.8600843906402588, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.017426449246704577, "weighted_relation_loss": 0.017426449246704577 }, { "action_query_batch_std": 0.5690068364143371, "action_query_norm": 45.196298599243164, "action_relation_loss": 0.016494743712246417, "auxiliary_loss_weight": 1.0, "epoch": 1.2909260991580918, "flow_matching_loss": 0.08260769695043564, "grad_norm": 0.32673531770706177, "h_stock_valid_norm": 99.23834533691407, "invalid_tail_samples": 22.0, "learning_rate": 9.193333333333334e-05, "loss": 0.0991, "positive_teacher_pairs": 27263.0, "query_h_norm_ratio": 0.4554353654384613, "relation_loss": 0.016494743712246417, "selected_pairs": 27263.0, "step": 1380, "student_distance_mean": 36.42636909484863, "teacher_distance_mean": 0.8605721712112426, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.016494743712246417, "weighted_relation_loss": 0.016494743712246417 }, { "action_query_batch_std": 0.5590060234069825, "action_query_norm": 45.19435920715332, "action_relation_loss": 0.018121513724327087, "auxiliary_loss_weight": 1.0, "epoch": 1.3002806361085126, "flow_matching_loss": 0.08414089977741242, "grad_norm": 0.3262665271759033, "h_stock_valid_norm": 98.0663848876953, "invalid_tail_samples": 24.5, "learning_rate": 9.260000000000001e-05, "loss": 0.1023, "positive_teacher_pairs": 26693.4, "query_h_norm_ratio": 0.4608682572841644, "relation_loss": 0.018121513724327087, "selected_pairs": 26693.4, "step": 1390, "student_distance_mean": 35.66914443969726, "teacher_distance_mean": 0.8571523606777192, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.018121513724327087, "weighted_relation_loss": 0.018121513724327087 }, { "action_query_batch_std": 0.5435879230499268, "action_query_norm": 45.19099044799805, "action_relation_loss": 0.0169982329942286, "auxiliary_loss_weight": 1.0, "epoch": 1.3096351730589335, "flow_matching_loss": 0.08369538635015487, "grad_norm": 0.344871461391449, "h_stock_valid_norm": 97.61527557373047, "invalid_tail_samples": 23.5, "learning_rate": 9.326666666666667e-05, "loss": 0.1007, "positive_teacher_pairs": 26919.3, "query_h_norm_ratio": 0.4629538178443909, "relation_loss": 0.0169982329942286, "selected_pairs": 26919.3, "step": 1400, "student_distance_mean": 34.698768615722656, "teacher_distance_mean": 0.8583309769630432, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0169982329942286, "weighted_relation_loss": 0.0169982329942286 }, { "action_query_batch_std": 0.556494414806366, "action_query_norm": 45.1918285369873, "action_relation_loss": 0.01728458721190691, "auxiliary_loss_weight": 1.0, "epoch": 1.3189897100093546, "flow_matching_loss": 0.08018163740634918, "grad_norm": 0.3020755648612976, "h_stock_valid_norm": 97.62509613037109, "invalid_tail_samples": 21.7, "learning_rate": 9.393333333333334e-05, "loss": 0.0975, "positive_teacher_pairs": 27339.2, "query_h_norm_ratio": 0.46291950941085813, "relation_loss": 0.01728458721190691, "selected_pairs": 27339.2, "step": 1410, "student_distance_mean": 35.48440017700195, "teacher_distance_mean": 0.855209469795227, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.01728458721190691, "weighted_relation_loss": 0.01728458721190691 }, { "action_query_batch_std": 0.5581904232501984, "action_query_norm": 45.19027900695801, "action_relation_loss": 0.017015091236680747, "auxiliary_loss_weight": 1.0, "epoch": 1.3283442469597755, "flow_matching_loss": 0.0813666746020317, "grad_norm": 0.2759583294391632, "h_stock_valid_norm": 97.90992431640625, "invalid_tail_samples": 24.6, "learning_rate": 9.46e-05, "loss": 0.0984, "positive_teacher_pairs": 26665.1, "query_h_norm_ratio": 0.4615525841712952, "relation_loss": 0.017015091236680747, "selected_pairs": 26665.1, "step": 1420, "student_distance_mean": 35.60771484375, "teacher_distance_mean": 0.8631888568401337, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.017015091236680747, "weighted_relation_loss": 0.017015091236680747 }, { "action_query_batch_std": 0.5633740603923798, "action_query_norm": 45.19057502746582, "action_relation_loss": 0.016135538183152675, "auxiliary_loss_weight": 1.0, "epoch": 1.3376987839101964, "flow_matching_loss": 0.08009049966931343, "grad_norm": 0.2671486437320709, "h_stock_valid_norm": 98.5038688659668, "invalid_tail_samples": 24.7, "learning_rate": 9.526666666666667e-05, "loss": 0.0962, "positive_teacher_pairs": 26660.6, "query_h_norm_ratio": 0.45878552496433256, "relation_loss": 0.016135538183152675, "selected_pairs": 26660.6, "step": 1430, "student_distance_mean": 35.88565559387207, "teacher_distance_mean": 0.8511648654937745, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.016135538183152675, "weighted_relation_loss": 0.016135538183152675 }, { "action_query_batch_std": 0.566498875617981, "action_query_norm": 45.188943481445314, "action_relation_loss": 0.016418681386858223, "auxiliary_loss_weight": 1.0, "epoch": 1.3470533208606175, "flow_matching_loss": 0.08239344954490661, "grad_norm": 0.3200434148311615, "h_stock_valid_norm": 99.0890495300293, "invalid_tail_samples": 23.4, "learning_rate": 9.593333333333334e-05, "loss": 0.0988, "positive_teacher_pairs": 26951.2, "query_h_norm_ratio": 0.4560456037521362, "relation_loss": 0.016418681386858223, "selected_pairs": 26951.2, "step": 1440, "student_distance_mean": 35.98691596984863, "teacher_distance_mean": 0.864771842956543, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.016418681386858223, "weighted_relation_loss": 0.016418681386858223 }, { "action_query_batch_std": 0.5599715292453766, "action_query_norm": 45.187008666992185, "action_relation_loss": 0.015407949313521385, "auxiliary_loss_weight": 1.0, "epoch": 1.3564078578110383, "flow_matching_loss": 0.07925329953432084, "grad_norm": 0.33127328753471375, "h_stock_valid_norm": 98.2240379333496, "invalid_tail_samples": 24.4, "learning_rate": 9.66e-05, "loss": 0.0947, "positive_teacher_pairs": 26723.7, "query_h_norm_ratio": 0.46004271507263184, "relation_loss": 0.015407949313521385, "selected_pairs": 26723.7, "step": 1450, "student_distance_mean": 35.77588005065918, "teacher_distance_mean": 0.8553390979766846, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.015407949313521385, "weighted_relation_loss": 0.015407949313521385 }, { "action_query_batch_std": 0.552730655670166, "action_query_norm": 45.183052444458006, "action_relation_loss": 0.016694404929876328, "auxiliary_loss_weight": 1.0, "epoch": 1.3657623947614592, "flow_matching_loss": 0.08099257200956345, "grad_norm": 0.309707373380661, "h_stock_valid_norm": 97.15166244506835, "invalid_tail_samples": 22.5, "learning_rate": 9.726666666666667e-05, "loss": 0.0977, "positive_teacher_pairs": 27150.1, "query_h_norm_ratio": 0.4650887370109558, "relation_loss": 0.016694404929876328, "selected_pairs": 27150.1, "step": 1460, "student_distance_mean": 35.225537872314455, "teacher_distance_mean": 0.8633797943592072, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.016694404929876328, "weighted_relation_loss": 0.016694404929876328 }, { "action_query_batch_std": 0.5542185187339783, "action_query_norm": 45.18160057067871, "action_relation_loss": 0.015866716112941503, "auxiliary_loss_weight": 1.0, "epoch": 1.3751169317118803, "flow_matching_loss": 0.07579405158758164, "grad_norm": 0.3150475025177002, "h_stock_valid_norm": 96.32727737426758, "invalid_tail_samples": 22.7, "learning_rate": 9.793333333333333e-05, "loss": 0.0917, "positive_teacher_pairs": 27109.4, "query_h_norm_ratio": 0.46904371976852416, "relation_loss": 0.015866716112941503, "selected_pairs": 27109.4, "step": 1470, "student_distance_mean": 35.442936706542966, "teacher_distance_mean": 0.8604467213153839, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.015866716112941503, "weighted_relation_loss": 0.015866716112941503 }, { "action_query_batch_std": 0.560349452495575, "action_query_norm": 45.18012008666992, "action_relation_loss": 0.01674315966665745, "auxiliary_loss_weight": 1.0, "epoch": 1.3844714686623012, "flow_matching_loss": 0.07870883867144585, "grad_norm": 0.2679056227207184, "h_stock_valid_norm": 96.59628067016601, "invalid_tail_samples": 23.3, "learning_rate": 9.86e-05, "loss": 0.0955, "positive_teacher_pairs": 26978.5, "query_h_norm_ratio": 0.46772499978542326, "relation_loss": 0.01674315966665745, "selected_pairs": 26978.5, "step": 1480, "student_distance_mean": 35.758820343017575, "teacher_distance_mean": 0.855737155675888, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.01674315966665745, "weighted_relation_loss": 0.01674315966665745 }, { "action_query_batch_std": 0.561488687992096, "action_query_norm": 45.18013458251953, "action_relation_loss": 0.016503927111625672, "auxiliary_loss_weight": 1.0, "epoch": 1.393826005612722, "flow_matching_loss": 0.08065521419048309, "grad_norm": 0.3699997365474701, "h_stock_valid_norm": 97.08663787841797, "invalid_tail_samples": 24.4, "learning_rate": 9.926666666666668e-05, "loss": 0.0972, "positive_teacher_pairs": 26717.2, "query_h_norm_ratio": 0.46536058485507964, "relation_loss": 0.016503927111625672, "selected_pairs": 26717.2, "step": 1490, "student_distance_mean": 35.76416778564453, "teacher_distance_mean": 0.8531434416770936, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.016503927111625672, "weighted_relation_loss": 0.016503927111625672 }, { "action_query_batch_std": 0.5403245151042938, "action_query_norm": 45.175804138183594, "action_relation_loss": 0.016957656107842924, "auxiliary_loss_weight": 1.0, "epoch": 1.4031805425631432, "flow_matching_loss": 0.07695383504033089, "grad_norm": 0.29689309000968933, "h_stock_valid_norm": 97.04726486206054, "invalid_tail_samples": 25.4, "learning_rate": 9.993333333333334e-05, "loss": 0.0939, "positive_teacher_pairs": 26481.1, "query_h_norm_ratio": 0.465507972240448, "relation_loss": 0.016957656107842924, "selected_pairs": 26481.1, "step": 1500, "student_distance_mean": 34.44171485900879, "teacher_distance_mean": 0.8443897724151611, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.016957656107842924, "weighted_relation_loss": 0.016957656107842924 }, { "action_query_batch_std": 0.5463543772697449, "action_query_norm": 45.17428207397461, "action_relation_loss": 0.016606726218014956, "auxiliary_loss_weight": 1.0, "epoch": 1.412535079513564, "flow_matching_loss": 0.080060476064682, "grad_norm": 0.3261842429637909, "h_stock_valid_norm": 96.30303115844727, "invalid_tail_samples": 23.3, "learning_rate": 9.999997539434007e-05, "loss": 0.0967, "positive_teacher_pairs": 26966.8, "query_h_norm_ratio": 0.4690904080867767, "relation_loss": 0.016606726218014956, "selected_pairs": 26966.8, "step": 1510, "student_distance_mean": 35.013692474365236, "teacher_distance_mean": 0.8625234723091125, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.016606726218014956, "weighted_relation_loss": 0.016606726218014956 }, { "action_query_batch_std": 0.5595113396644592, "action_query_norm": 45.175187301635745, "action_relation_loss": 0.015437929891049862, "auxiliary_loss_weight": 1.0, "epoch": 1.421889616463985, "flow_matching_loss": 0.08133587390184402, "grad_norm": 0.35670843720436096, "h_stock_valid_norm": 97.27932205200196, "invalid_tail_samples": 20.8, "learning_rate": 9.999989033776898e-05, "loss": 0.0968, "positive_teacher_pairs": 27545.6, "query_h_norm_ratio": 0.464408802986145, "relation_loss": 0.015437929891049862, "selected_pairs": 27545.6, "step": 1520, "student_distance_mean": 35.63232917785645, "teacher_distance_mean": 0.8581378996372223, "valid_action_samples": 235.2, "weighted_auxiliary_loss": 0.015437929891049862, "weighted_relation_loss": 0.015437929891049862 }, { "action_query_batch_std": 0.5572593569755554, "action_query_norm": 45.173208999633786, "action_relation_loss": 0.01601644130423665, "auxiliary_loss_weight": 1.0, "epoch": 1.431244153414406, "flow_matching_loss": 0.08034766912460327, "grad_norm": 0.3128598630428314, "h_stock_valid_norm": 98.50079193115235, "invalid_tail_samples": 24.4, "learning_rate": 9.999974452661641e-05, "loss": 0.0964, "positive_teacher_pairs": 26709.9, "query_h_norm_ratio": 0.4586088448762894, "relation_loss": 0.01601644130423665, "selected_pairs": 26709.9, "step": 1530, "student_distance_mean": 35.553126907348634, "teacher_distance_mean": 0.8593062996864319, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.01601644130423665, "weighted_relation_loss": 0.01601644130423665 }, { "action_query_batch_std": 0.5500857651233673, "action_query_norm": 45.17079238891601, "action_relation_loss": 0.016082242876291276, "auxiliary_loss_weight": 1.0, "epoch": 1.440598690364827, "flow_matching_loss": 0.07860372960567474, "grad_norm": 0.27613160014152527, "h_stock_valid_norm": 98.7691436767578, "invalid_tail_samples": 23.4, "learning_rate": 9.999953796105959e-05, "loss": 0.0947, "positive_teacher_pairs": 26944.6, "query_h_norm_ratio": 0.45733844935894014, "relation_loss": 0.016082242876291276, "selected_pairs": 26944.6, "step": 1540, "student_distance_mean": 35.10965461730957, "teacher_distance_mean": 0.855421632528305, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.016082242876291276, "weighted_relation_loss": 0.016082242876291276 }, { "action_query_batch_std": 0.5430603802204133, "action_query_norm": 45.16723442077637, "action_relation_loss": 0.016667178273200987, "auxiliary_loss_weight": 1.0, "epoch": 1.4499532273152478, "flow_matching_loss": 0.07606496587395668, "grad_norm": 0.2657855153083801, "h_stock_valid_norm": 98.43047561645508, "invalid_tail_samples": 26.1, "learning_rate": 9.999927064134949e-05, "loss": 0.0927, "positive_teacher_pairs": 26316.8, "query_h_norm_ratio": 0.4588815331459045, "relation_loss": 0.016667178273200987, "selected_pairs": 26316.8, "step": 1550, "student_distance_mean": 34.58920097351074, "teacher_distance_mean": 0.8391379117965698, "valid_action_samples": 229.9, "weighted_auxiliary_loss": 0.016667178273200987, "weighted_relation_loss": 0.016667178273200987 }, { "action_query_batch_std": 0.5556989133358001, "action_query_norm": 45.167572784423825, "action_relation_loss": 0.016189152747392653, "auxiliary_loss_weight": 1.0, "epoch": 1.4593077642656689, "flow_matching_loss": 0.08098200932145119, "grad_norm": 0.22135211527347565, "h_stock_valid_norm": 97.1134635925293, "invalid_tail_samples": 23.9, "learning_rate": 9.999894256781095e-05, "loss": 0.0972, "positive_teacher_pairs": 26826.8, "query_h_norm_ratio": 0.46510257124900817, "relation_loss": 0.016189152747392653, "selected_pairs": 26826.8, "step": 1560, "student_distance_mean": 35.447317886352536, "teacher_distance_mean": 0.8633062601089477, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.016189152747392653, "weighted_relation_loss": 0.016189152747392653 }, { "action_query_batch_std": 0.5615025341510773, "action_query_norm": 45.16831016540527, "action_relation_loss": 0.016877874732017517, "auxiliary_loss_weight": 1.0, "epoch": 1.4686623012160898, "flow_matching_loss": 0.0796213686466217, "grad_norm": 0.273857057094574, "h_stock_valid_norm": 96.47675857543945, "invalid_tail_samples": 22.8, "learning_rate": 9.99985537408426e-05, "loss": 0.0965, "positive_teacher_pairs": 27079.3, "query_h_norm_ratio": 0.4681833446025848, "relation_loss": 0.016877874732017517, "selected_pairs": 27079.3, "step": 1570, "student_distance_mean": 35.83283996582031, "teacher_distance_mean": 0.8577201306819916, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.016877874732017517, "weighted_relation_loss": 0.016877874732017517 }, { "action_query_batch_std": 0.5734101831912994, "action_query_norm": 45.16952819824219, "action_relation_loss": 0.016571511700749397, "auxiliary_loss_weight": 1.0, "epoch": 1.4780168381665106, "flow_matching_loss": 0.0776443287730217, "grad_norm": 0.2701156735420227, "h_stock_valid_norm": 95.96065368652344, "invalid_tail_samples": 23.1, "learning_rate": 9.999810416091688e-05, "loss": 0.0942, "positive_teacher_pairs": 27011.6, "query_h_norm_ratio": 0.4707139879465103, "relation_loss": 0.016571511700749397, "selected_pairs": 27011.6, "step": 1580, "student_distance_mean": 36.704884719848636, "teacher_distance_mean": 0.8518498837947845, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.016571511700749397, "weighted_relation_loss": 0.016571511700749397 }, { "action_query_batch_std": 0.5436052739620209, "action_query_norm": 45.16396713256836, "action_relation_loss": 0.016053412202745677, "auxiliary_loss_weight": 1.0, "epoch": 1.4873713751169317, "flow_matching_loss": 0.07813003435730934, "grad_norm": 0.2619543671607971, "h_stock_valid_norm": 97.64468002319336, "invalid_tail_samples": 25.8, "learning_rate": 9.99975938285801e-05, "loss": 0.0942, "positive_teacher_pairs": 26389.4, "query_h_norm_ratio": 0.4625579625368118, "relation_loss": 0.016053412202745677, "selected_pairs": 26389.4, "step": 1590, "student_distance_mean": 34.679921340942386, "teacher_distance_mean": 0.8571131944656372, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.016053412202745677, "weighted_relation_loss": 0.016053412202745677 }, { "action_query_batch_std": 0.5385957896709442, "action_query_norm": 45.163143920898435, "action_relation_loss": 0.016461206413805485, "auxiliary_loss_weight": 1.0, "epoch": 1.4967259120673526, "flow_matching_loss": 0.0792177326977253, "grad_norm": 0.17707601189613342, "h_stock_valid_norm": 98.32545623779296, "invalid_tail_samples": 20.6, "learning_rate": 9.999702274445236e-05, "loss": 0.0957, "positive_teacher_pairs": 27599.6, "query_h_norm_ratio": 0.4593250662088394, "relation_loss": 0.016461206413805485, "selected_pairs": 27599.6, "step": 1600, "student_distance_mean": 34.46547737121582, "teacher_distance_mean": 0.8488584697246552, "valid_action_samples": 235.4, "weighted_auxiliary_loss": 0.016461206413805485, "weighted_relation_loss": 0.016461206413805485 }, { "action_query_batch_std": 0.5467988669872283, "action_query_norm": 45.16162185668945, "action_relation_loss": 0.016155829653143883, "auxiliary_loss_weight": 1.0, "epoch": 1.5060804490177735, "flow_matching_loss": 0.07935700565576553, "grad_norm": 0.2694505453109741, "h_stock_valid_norm": 98.85325546264649, "invalid_tail_samples": 23.6, "learning_rate": 9.999639090922756e-05, "loss": 0.0955, "positive_teacher_pairs": 26897.9, "query_h_norm_ratio": 0.45686439871788026, "relation_loss": 0.016155829653143883, "selected_pairs": 26897.9, "step": 1610, "student_distance_mean": 34.88966789245605, "teacher_distance_mean": 0.86095090508461, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.016155829653143883, "weighted_relation_loss": 0.016155829653143883 }, { "action_query_batch_std": 0.5609873235225677, "action_query_norm": 45.16334419250488, "action_relation_loss": 0.015466060116887092, "auxiliary_loss_weight": 1.0, "epoch": 1.5154349859681946, "flow_matching_loss": 0.07452155500650406, "grad_norm": 0.3636872172355652, "h_stock_valid_norm": 99.92330474853516, "invalid_tail_samples": 22.1, "learning_rate": 9.999569832367346e-05, "loss": 0.09, "positive_teacher_pairs": 27243.8, "query_h_norm_ratio": 0.45198273062705996, "relation_loss": 0.015466060116887092, "selected_pairs": 27243.8, "step": 1620, "student_distance_mean": 35.79200210571289, "teacher_distance_mean": 0.8649421334266663, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.015466060116887092, "weighted_relation_loss": 0.015466060116887092 }, { "action_query_batch_std": 0.5534148633480072, "action_query_norm": 45.1598201751709, "action_relation_loss": 0.015698047541081905, "auxiliary_loss_weight": 1.0, "epoch": 1.5247895229186157, "flow_matching_loss": 0.07835796177387237, "grad_norm": 0.2901126444339752, "h_stock_valid_norm": 98.92325286865234, "invalid_tail_samples": 24.3, "learning_rate": 9.999494498863162e-05, "loss": 0.0941, "positive_teacher_pairs": 26732.0, "query_h_norm_ratio": 0.4565212458372116, "relation_loss": 0.015698047541081905, "selected_pairs": 26732.0, "step": 1630, "student_distance_mean": 35.297539138793944, "teacher_distance_mean": 0.8628821492195129, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.015698047541081905, "weighted_relation_loss": 0.015698047541081905 }, { "action_query_batch_std": 0.5636074304580688, "action_query_norm": 45.158416748046875, "action_relation_loss": 0.01584204053506255, "auxiliary_loss_weight": 1.0, "epoch": 1.5341440598690363, "flow_matching_loss": 0.07681288495659828, "grad_norm": 0.17580793797969818, "h_stock_valid_norm": 98.09182739257812, "invalid_tail_samples": 22.8, "learning_rate": 9.99941309050174e-05, "loss": 0.0927, "positive_teacher_pairs": 27085.0, "query_h_norm_ratio": 0.46037155091762544, "relation_loss": 0.01584204053506255, "selected_pairs": 27085.0, "step": 1640, "student_distance_mean": 35.933097457885744, "teacher_distance_mean": 0.8494516849517822, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.01584204053506255, "weighted_relation_loss": 0.01584204053506255 }, { "action_query_batch_std": 0.5569768667221069, "action_query_norm": 45.15323944091797, "action_relation_loss": 0.016218898911029102, "auxiliary_loss_weight": 1.0, "epoch": 1.5434985968194574, "flow_matching_loss": 0.07859856039285659, "grad_norm": 0.21774724125862122, "h_stock_valid_norm": 98.76788101196288, "invalid_tail_samples": 26.1, "learning_rate": 9.999325607381999e-05, "loss": 0.0948, "positive_teacher_pairs": 26320.7, "query_h_norm_ratio": 0.4571680098772049, "relation_loss": 0.016218898911029102, "selected_pairs": 26320.7, "step": 1650, "student_distance_mean": 35.545053482055664, "teacher_distance_mean": 0.8485081672668457, "valid_action_samples": 229.9, "weighted_auxiliary_loss": 0.016218898911029102, "weighted_relation_loss": 0.016218898911029102 }, { "action_query_batch_std": 0.5484546184539795, "action_query_norm": 45.15066337585449, "action_relation_loss": 0.015881291031837462, "auxiliary_loss_weight": 1.0, "epoch": 1.5528531337698785, "flow_matching_loss": 0.07945639342069626, "grad_norm": 0.1629604548215866, "h_stock_valid_norm": 98.98746109008789, "invalid_tail_samples": 24.2, "learning_rate": 9.999232049610238e-05, "loss": 0.0953, "positive_teacher_pairs": 26759.7, "query_h_norm_ratio": 0.4561282068490982, "relation_loss": 0.015881291031837462, "selected_pairs": 26759.7, "step": 1660, "student_distance_mean": 34.98189697265625, "teacher_distance_mean": 0.8503999054431916, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.015881291031837462, "weighted_relation_loss": 0.015881291031837462 }, { "action_query_batch_std": 0.560086053609848, "action_query_norm": 45.15127334594727, "action_relation_loss": 0.01667632544413209, "auxiliary_loss_weight": 1.0, "epoch": 1.5622076707202992, "flow_matching_loss": 0.07611207365989685, "grad_norm": 0.2635723650455475, "h_stock_valid_norm": 97.95829849243164, "invalid_tail_samples": 24.0, "learning_rate": 9.999132417300142e-05, "loss": 0.0928, "positive_teacher_pairs": 26814.8, "query_h_norm_ratio": 0.4609259873628616, "relation_loss": 0.01667632544413209, "selected_pairs": 26814.8, "step": 1670, "student_distance_mean": 35.72200813293457, "teacher_distance_mean": 0.8581283807754516, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.01667632544413209, "weighted_relation_loss": 0.01667632544413209 }, { "action_query_batch_std": 0.562026971578598, "action_query_norm": 45.149832534790036, "action_relation_loss": 0.016352137736976146, "auxiliary_loss_weight": 1.0, "epoch": 1.5715622076707203, "flow_matching_loss": 0.0778638556599617, "grad_norm": 0.29053860902786255, "h_stock_valid_norm": 98.3719970703125, "invalid_tail_samples": 25.0, "learning_rate": 9.99902671057277e-05, "loss": 0.0942, "positive_teacher_pairs": 26572.3, "query_h_norm_ratio": 0.4589767962694168, "relation_loss": 0.016352137736976146, "selected_pairs": 26572.3, "step": 1680, "student_distance_mean": 35.88229904174805, "teacher_distance_mean": 0.8616723239421844, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.016352137736976146, "weighted_relation_loss": 0.016352137736976146 }, { "action_query_batch_std": 0.5480457484722138, "action_query_norm": 45.14709701538086, "action_relation_loss": 0.016153331845998764, "auxiliary_loss_weight": 1.0, "epoch": 1.5809167446211414, "flow_matching_loss": 0.08047213479876518, "grad_norm": 0.3353300392627716, "h_stock_valid_norm": 98.54424667358398, "invalid_tail_samples": 23.2, "learning_rate": 9.998914929556569e-05, "loss": 0.0966, "positive_teacher_pairs": 26998.2, "query_h_norm_ratio": 0.4581439048051834, "relation_loss": 0.016153331845998764, "selected_pairs": 26998.2, "step": 1690, "student_distance_mean": 34.92493934631348, "teacher_distance_mean": 0.8559258937835693, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.016153331845998764, "weighted_relation_loss": 0.016153331845998764 }, { "action_query_batch_std": 0.5700434744358063, "action_query_norm": 45.148062515258786, "action_relation_loss": 0.015597257949411868, "auxiliary_loss_weight": 1.0, "epoch": 1.590271281571562, "flow_matching_loss": 0.08235836327075959, "grad_norm": 0.2622681260108948, "h_stock_valid_norm": 98.3324203491211, "invalid_tail_samples": 24.5, "learning_rate": 9.998797074387361e-05, "loss": 0.098, "positive_teacher_pairs": 26685.9, "query_h_norm_ratio": 0.4591439336538315, "relation_loss": 0.015597257949411868, "selected_pairs": 26685.9, "step": 1700, "student_distance_mean": 36.50908660888672, "teacher_distance_mean": 0.8513954699039459, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.015597257949411868, "weighted_relation_loss": 0.015597257949411868 }, { "action_query_batch_std": 0.5587005615234375, "action_query_norm": 45.14456787109375, "action_relation_loss": 0.016149669513106348, "auxiliary_loss_weight": 1.0, "epoch": 1.5996258185219832, "flow_matching_loss": 0.0787391759455204, "grad_norm": 0.23334939777851105, "h_stock_valid_norm": 97.73004760742188, "invalid_tail_samples": 24.6, "learning_rate": 9.99867314520835e-05, "loss": 0.0949, "positive_teacher_pairs": 26668.3, "query_h_norm_ratio": 0.4619340389966965, "relation_loss": 0.016149669513106348, "selected_pairs": 26668.3, "step": 1710, "student_distance_mean": 35.810551452636716, "teacher_distance_mean": 0.8508182823657989, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.016149669513106348, "weighted_relation_loss": 0.016149669513106348 }, { "action_query_batch_std": 0.5727374136447907, "action_query_norm": 45.144918060302736, "action_relation_loss": 0.016168240644037723, "auxiliary_loss_weight": 1.0, "epoch": 1.6089803554724043, "flow_matching_loss": 0.07749119475483894, "grad_norm": 0.34017306566238403, "h_stock_valid_norm": 97.7558807373047, "invalid_tail_samples": 25.5, "learning_rate": 9.998543142170126e-05, "loss": 0.0937, "positive_teacher_pairs": 26461.7, "query_h_norm_ratio": 0.46181808710098265, "relation_loss": 0.016168240644037723, "selected_pairs": 26461.7, "step": 1720, "student_distance_mean": 36.86399459838867, "teacher_distance_mean": 0.8585139513015747, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.016168240644037723, "weighted_relation_loss": 0.016168240644037723 }, { "action_query_batch_std": 0.5557635605335236, "action_query_norm": 45.13998374938965, "action_relation_loss": 0.015941330790519716, "auxiliary_loss_weight": 1.0, "epoch": 1.618334892422825, "flow_matching_loss": 0.08099274784326553, "grad_norm": 0.3770643174648285, "h_stock_valid_norm": 98.04139251708985, "invalid_tail_samples": 22.5, "learning_rate": 9.99840706543065e-05, "loss": 0.0969, "positive_teacher_pairs": 27149.7, "query_h_norm_ratio": 0.4604218423366547, "relation_loss": 0.015941330790519716, "selected_pairs": 27149.7, "step": 1730, "student_distance_mean": 35.503286361694336, "teacher_distance_mean": 0.8396815836429596, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.015941330790519716, "weighted_relation_loss": 0.015941330790519716 }, { "action_query_batch_std": 0.5433460354804993, "action_query_norm": 45.137446594238284, "action_relation_loss": 0.015990648046135904, "auxiliary_loss_weight": 1.0, "epoch": 1.627689429373246, "flow_matching_loss": 0.07791259065270424, "grad_norm": 0.3580467700958252, "h_stock_valid_norm": 97.47067794799804, "invalid_tail_samples": 23.9, "learning_rate": 9.998264915155274e-05, "loss": 0.0939, "positive_teacher_pairs": 26826.4, "query_h_norm_ratio": 0.4631018042564392, "relation_loss": 0.015990648046135904, "selected_pairs": 26826.4, "step": 1740, "student_distance_mean": 34.80019989013672, "teacher_distance_mean": 0.8534941732883453, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.015990648046135904, "weighted_relation_loss": 0.015990648046135904 }, { "action_query_batch_std": 0.5522192537784576, "action_query_norm": 45.13565864562988, "action_relation_loss": 0.015298975910991431, "auxiliary_loss_weight": 1.0, "epoch": 1.637043966323667, "flow_matching_loss": 0.07671834751963616, "grad_norm": 0.2660585343837738, "h_stock_valid_norm": 97.12141571044921, "invalid_tail_samples": 24.8, "learning_rate": 9.998116691516718e-05, "loss": 0.092, "positive_teacher_pairs": 26640.6, "query_h_norm_ratio": 0.464737144112587, "relation_loss": 0.015298975910991431, "selected_pairs": 26640.6, "step": 1750, "student_distance_mean": 35.475277709960935, "teacher_distance_mean": 0.8532587826251984, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.015298975910991431, "weighted_relation_loss": 0.015298975910991431 }, { "action_query_batch_std": 0.5564303576946259, "action_query_norm": 45.13242530822754, "action_relation_loss": 0.01705737803131342, "auxiliary_loss_weight": 1.0, "epoch": 1.646398503274088, "flow_matching_loss": 0.08000436499714851, "grad_norm": 0.30401676893234253, "h_stock_valid_norm": 97.08911819458008, "invalid_tail_samples": 24.7, "learning_rate": 9.997962394695091e-05, "loss": 0.0971, "positive_teacher_pairs": 26644.2, "query_h_norm_ratio": 0.46485785245895384, "relation_loss": 0.01705737803131342, "selected_pairs": 26644.2, "step": 1760, "student_distance_mean": 35.60954627990723, "teacher_distance_mean": 0.8516146063804626, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.01705737803131342, "weighted_relation_loss": 0.01705737803131342 }, { "action_query_batch_std": 0.5619522333145142, "action_query_norm": 45.131801223754884, "action_relation_loss": 0.015028716064989567, "auxiliary_loss_weight": 1.0, "epoch": 1.6557530402245089, "flow_matching_loss": 0.07604829892516136, "grad_norm": 0.21102069318294525, "h_stock_valid_norm": 97.59265441894532, "invalid_tail_samples": 24.7, "learning_rate": 9.997802024877875e-05, "loss": 0.0911, "positive_teacher_pairs": 26640.7, "query_h_norm_ratio": 0.46245417296886443, "relation_loss": 0.015028716064989567, "selected_pairs": 26640.7, "step": 1770, "student_distance_mean": 36.122650146484375, "teacher_distance_mean": 0.8575116336345673, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.015028716064989567, "weighted_relation_loss": 0.015028716064989567 }, { "action_query_batch_std": 0.5443063795566558, "action_query_norm": 45.12946395874023, "action_relation_loss": 0.015815689414739608, "auxiliary_loss_weight": 1.0, "epoch": 1.66510757717493, "flow_matching_loss": 0.07743917256593705, "grad_norm": 0.22619757056236267, "h_stock_valid_norm": 98.27591018676758, "invalid_tail_samples": 24.7, "learning_rate": 9.99763558225994e-05, "loss": 0.0933, "positive_teacher_pairs": 26638.9, "query_h_norm_ratio": 0.45921685099601744, "relation_loss": 0.015815689414739608, "selected_pairs": 26638.9, "step": 1780, "student_distance_mean": 34.76725769042969, "teacher_distance_mean": 0.8488313555717468, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.015815689414739608, "weighted_relation_loss": 0.015815689414739608 }, { "action_query_batch_std": 0.5519847810268402, "action_query_norm": 45.129163360595705, "action_relation_loss": 0.01612661061808467, "auxiliary_loss_weight": 1.0, "epoch": 1.6744621141253508, "flow_matching_loss": 0.07536040991544724, "grad_norm": 0.266723096370697, "h_stock_valid_norm": 98.05405120849609, "invalid_tail_samples": 21.7, "learning_rate": 9.997463067043526e-05, "loss": 0.0915, "positive_teacher_pairs": 27342.1, "query_h_norm_ratio": 0.46024850010871887, "relation_loss": 0.01612661061808467, "selected_pairs": 27342.1, "step": 1790, "student_distance_mean": 35.4487190246582, "teacher_distance_mean": 0.8521231830120086, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.01612661061808467, "weighted_relation_loss": 0.01612661061808467 }, { "action_query_batch_std": 0.5483396351337433, "action_query_norm": 45.12624969482422, "action_relation_loss": 0.01580517953261733, "auxiliary_loss_weight": 1.0, "epoch": 1.6838166510757717, "flow_matching_loss": 0.07714308239519596, "grad_norm": 0.20466667413711548, "h_stock_valid_norm": 97.8838264465332, "invalid_tail_samples": 22.6, "learning_rate": 9.997284479438253e-05, "loss": 0.0929, "positive_teacher_pairs": 27130.7, "query_h_norm_ratio": 0.46102002561092376, "relation_loss": 0.01580517953261733, "selected_pairs": 27130.7, "step": 1800, "student_distance_mean": 35.23682289123535, "teacher_distance_mean": 0.8461378514766693, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.01580517953261733, "weighted_relation_loss": 0.01580517953261733 }, { "action_query_batch_std": 0.5378807425498963, "action_query_norm": 45.11991500854492, "action_relation_loss": 0.015991416573524476, "auxiliary_loss_weight": 1.0, "epoch": 1.6931711880261928, "flow_matching_loss": 0.07749746665358544, "grad_norm": 0.20678451657295227, "h_stock_valid_norm": 98.27103958129882, "invalid_tail_samples": 25.4, "learning_rate": 9.997099819661127e-05, "loss": 0.0935, "positive_teacher_pairs": 26480.5, "query_h_norm_ratio": 0.4591391861438751, "relation_loss": 0.015991416573524476, "selected_pairs": 26480.5, "step": 1810, "student_distance_mean": 34.695349502563474, "teacher_distance_mean": 0.8522658288478852, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.015991416573524476, "weighted_relation_loss": 0.015991416573524476 }, { "action_query_batch_std": 0.5564488470554352, "action_query_norm": 45.124568176269534, "action_relation_loss": 0.01615749569609761, "auxiliary_loss_weight": 1.0, "epoch": 1.7025257249766137, "flow_matching_loss": 0.07738340273499489, "grad_norm": 0.223147913813591, "h_stock_valid_norm": 99.04293594360351, "invalid_tail_samples": 21.7, "learning_rate": 9.996909087936524e-05, "loss": 0.0935, "positive_teacher_pairs": 27339.8, "query_h_norm_ratio": 0.45561084151268005, "relation_loss": 0.01615749569609761, "selected_pairs": 27339.8, "step": 1820, "student_distance_mean": 35.529335021972656, "teacher_distance_mean": 0.8603769779205322, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.01615749569609761, "weighted_relation_loss": 0.01615749569609761 }, { "action_query_batch_std": 0.5659746289253235, "action_query_norm": 45.12551498413086, "action_relation_loss": 0.016110969986766577, "auxiliary_loss_weight": 1.0, "epoch": 1.7118802619270346, "flow_matching_loss": 0.07988027557730674, "grad_norm": 0.21030136942863464, "h_stock_valid_norm": 98.59375839233398, "invalid_tail_samples": 22.6, "learning_rate": 9.996712284496201e-05, "loss": 0.096, "positive_teacher_pairs": 27126.5, "query_h_norm_ratio": 0.4577066570520401, "relation_loss": 0.016110969986766577, "selected_pairs": 27126.5, "step": 1830, "student_distance_mean": 36.19895706176758, "teacher_distance_mean": 0.8587318360805511, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.016110969986766577, "weighted_relation_loss": 0.016110969986766577 }, { "action_query_batch_std": 0.5535334169864654, "action_query_norm": 45.12038078308105, "action_relation_loss": 0.015344396978616715, "auxiliary_loss_weight": 1.0, "epoch": 1.7212347988774557, "flow_matching_loss": 0.07548646330833435, "grad_norm": 0.22249197959899902, "h_stock_valid_norm": 96.57565689086914, "invalid_tail_samples": 24.3, "learning_rate": 9.996509409579293e-05, "loss": 0.0908, "positive_teacher_pairs": 26743.6, "query_h_norm_ratio": 0.4672181248664856, "relation_loss": 0.015344396978616715, "selected_pairs": 26743.6, "step": 1840, "student_distance_mean": 35.45891075134277, "teacher_distance_mean": 0.8635297954082489, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.015344396978616715, "weighted_relation_loss": 0.015344396978616715 }, { "action_query_batch_std": 0.5461754202842712, "action_query_norm": 45.12029838562012, "action_relation_loss": 0.015727725252509116, "auxiliary_loss_weight": 1.0, "epoch": 1.7305893358278766, "flow_matching_loss": 0.07931300848722458, "grad_norm": 0.16750115156173706, "h_stock_valid_norm": 96.46136932373047, "invalid_tail_samples": 22.3, "learning_rate": 9.996300463432312e-05, "loss": 0.095, "positive_teacher_pairs": 27202.9, "query_h_norm_ratio": 0.46776789128780366, "relation_loss": 0.015727725252509116, "selected_pairs": 27202.9, "step": 1850, "student_distance_mean": 34.92101936340332, "teacher_distance_mean": 0.8517641246318817, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.015727725252509116, "weighted_relation_loss": 0.015727725252509116 }, { "action_query_batch_std": 0.5536134839057922, "action_query_norm": 45.11448936462402, "action_relation_loss": 0.01644133049994707, "auxiliary_loss_weight": 1.0, "epoch": 1.7399438727782974, "flow_matching_loss": 0.07246873304247856, "grad_norm": 0.20571431517601013, "h_stock_valid_norm": 97.85666580200196, "invalid_tail_samples": 25.4, "learning_rate": 9.996085446309148e-05, "loss": 0.0889, "positive_teacher_pairs": 26477.1, "query_h_norm_ratio": 0.46103355884552, "relation_loss": 0.01644133049994707, "selected_pairs": 26477.1, "step": 1860, "student_distance_mean": 35.59827651977539, "teacher_distance_mean": 0.849731731414795, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.01644133049994707, "weighted_relation_loss": 0.01644133049994707 }, { "action_query_batch_std": 0.5580399990081787, "action_query_norm": 45.1145523071289, "action_relation_loss": 0.016021806560456753, "auxiliary_loss_weight": 1.0, "epoch": 1.7492984097287185, "flow_matching_loss": 0.07540042251348496, "grad_norm": 0.2423938512802124, "h_stock_valid_norm": 97.82011337280274, "invalid_tail_samples": 23.7, "learning_rate": 9.995864358471066e-05, "loss": 0.0914, "positive_teacher_pairs": 26878.5, "query_h_norm_ratio": 0.4612040609121323, "relation_loss": 0.016021806560456753, "selected_pairs": 26878.5, "step": 1870, "student_distance_mean": 35.82481689453125, "teacher_distance_mean": 0.847928935289383, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.016021806560456753, "weighted_relation_loss": 0.016021806560456753 }, { "action_query_batch_std": 0.5619132041931152, "action_query_norm": 45.114802551269534, "action_relation_loss": 0.015909655299037696, "auxiliary_loss_weight": 1.0, "epoch": 1.7586529466791394, "flow_matching_loss": 0.07435320541262627, "grad_norm": 0.24144026637077332, "h_stock_valid_norm": 97.74000625610351, "invalid_tail_samples": 22.5, "learning_rate": 9.99563720018671e-05, "loss": 0.0903, "positive_teacher_pairs": 27152.7, "query_h_norm_ratio": 0.4615832716226578, "relation_loss": 0.015909655299037696, "selected_pairs": 27152.7, "step": 1880, "student_distance_mean": 35.89212226867676, "teacher_distance_mean": 0.8646112322807312, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.015909655299037696, "weighted_relation_loss": 0.015909655299037696 }, { "action_query_batch_std": 0.5483502209186554, "action_query_norm": 45.11025466918945, "action_relation_loss": 0.016352304629981516, "auxiliary_loss_weight": 1.0, "epoch": 1.7680074836295603, "flow_matching_loss": 0.07647572681307793, "grad_norm": 0.23619025945663452, "h_stock_valid_norm": 97.61125030517579, "invalid_tail_samples": 22.5, "learning_rate": 9.995403971732098e-05, "loss": 0.0928, "positive_teacher_pairs": 27152.4, "query_h_norm_ratio": 0.4621442437171936, "relation_loss": 0.016352304629981516, "selected_pairs": 27152.4, "step": 1890, "student_distance_mean": 35.05602264404297, "teacher_distance_mean": 0.8561167418956757, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.016352304629981516, "weighted_relation_loss": 0.016352304629981516 }, { "action_query_batch_std": 0.5505945384502411, "action_query_norm": 45.109165573120116, "action_relation_loss": 0.016097992565482853, "auxiliary_loss_weight": 1.0, "epoch": 1.7773620205799814, "flow_matching_loss": 0.07238096594810486, "grad_norm": 0.2394661158323288, "h_stock_valid_norm": 96.23172302246094, "invalid_tail_samples": 23.0, "learning_rate": 9.995164673390625e-05, "loss": 0.0885, "positive_teacher_pairs": 27033.6, "query_h_norm_ratio": 0.4687703251838684, "relation_loss": 0.016097992565482853, "selected_pairs": 27033.6, "step": 1900, "student_distance_mean": 35.27130241394043, "teacher_distance_mean": 0.8510109961032868, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.016097992565482853, "weighted_relation_loss": 0.016097992565482853 }, { "action_query_batch_std": 0.5588025927543641, "action_query_norm": 45.10836906433106, "action_relation_loss": 0.01531189475208521, "auxiliary_loss_weight": 1.0, "epoch": 1.7867165575304023, "flow_matching_loss": 0.07567714899778366, "grad_norm": 0.29203274846076965, "h_stock_valid_norm": 96.5125015258789, "invalid_tail_samples": 25.4, "learning_rate": 9.994919305453059e-05, "loss": 0.091, "positive_teacher_pairs": 26486.7, "query_h_norm_ratio": 0.46738913357257844, "relation_loss": 0.01531189475208521, "selected_pairs": 26486.7, "step": 1910, "student_distance_mean": 35.81205101013184, "teacher_distance_mean": 0.8620594322681427, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.01531189475208521, "weighted_relation_loss": 0.01531189475208521 }, { "action_query_batch_std": 0.5518398463726044, "action_query_norm": 45.10373725891113, "action_relation_loss": 0.01499724630266428, "auxiliary_loss_weight": 1.0, "epoch": 1.7960710944808231, "flow_matching_loss": 0.07798553481698037, "grad_norm": 0.28345221281051636, "h_stock_valid_norm": 98.26763763427735, "invalid_tail_samples": 19.5, "learning_rate": 9.994667868217548e-05, "loss": 0.093, "positive_teacher_pairs": 27858.6, "query_h_norm_ratio": 0.45899394154548645, "relation_loss": 0.01499724630266428, "selected_pairs": 27858.6, "step": 1920, "student_distance_mean": 35.42411117553711, "teacher_distance_mean": 0.8557267785072327, "valid_action_samples": 236.5, "weighted_auxiliary_loss": 0.01499724630266428, "weighted_relation_loss": 0.01499724630266428 }, { "action_query_batch_std": 0.5525559902191162, "action_query_norm": 45.10150680541992, "action_relation_loss": 0.01660324651747942, "auxiliary_loss_weight": 1.0, "epoch": 1.8054256314312442, "flow_matching_loss": 0.07595034241676331, "grad_norm": 0.23535941541194916, "h_stock_valid_norm": 99.0602783203125, "invalid_tail_samples": 22.5, "learning_rate": 9.99441036198961e-05, "loss": 0.0926, "positive_teacher_pairs": 27152.7, "query_h_norm_ratio": 0.4553008109331131, "relation_loss": 0.01660324651747942, "selected_pairs": 27152.7, "step": 1930, "student_distance_mean": 35.4240047454834, "teacher_distance_mean": 0.8481143653392792, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.01660324651747942, "weighted_relation_loss": 0.01660324651747942 }, { "action_query_batch_std": 0.5458601534366607, "action_query_norm": 45.09855613708496, "action_relation_loss": 0.015531003940850496, "auxiliary_loss_weight": 1.0, "epoch": 1.8147801683816651, "flow_matching_loss": 0.07599896788597107, "grad_norm": 0.3014294505119324, "h_stock_valid_norm": 98.44401092529297, "invalid_tail_samples": 27.2, "learning_rate": 9.99414678708214e-05, "loss": 0.0915, "positive_teacher_pairs": 26075.9, "query_h_norm_ratio": 0.45812085270881653, "relation_loss": 0.015531003940850496, "selected_pairs": 26075.9, "step": 1940, "student_distance_mean": 35.05231857299805, "teacher_distance_mean": 0.8543880105018615, "valid_action_samples": 228.8, "weighted_auxiliary_loss": 0.015531003940850496, "weighted_relation_loss": 0.015531003940850496 }, { "action_query_batch_std": 0.5472501456737519, "action_query_norm": 45.09912185668945, "action_relation_loss": 0.015691119991242886, "auxiliary_loss_weight": 1.0, "epoch": 1.824134705332086, "flow_matching_loss": 0.07398982867598533, "grad_norm": 0.30071476101875305, "h_stock_valid_norm": 97.78571014404297, "invalid_tail_samples": 26.6, "learning_rate": 9.993877143815407e-05, "loss": 0.0897, "positive_teacher_pairs": 26204.5, "query_h_norm_ratio": 0.4612088829278946, "relation_loss": 0.015691119991242886, "selected_pairs": 26204.5, "step": 1950, "student_distance_mean": 35.03309440612793, "teacher_distance_mean": 0.8536416530609131, "valid_action_samples": 229.4, "weighted_auxiliary_loss": 0.015691119991242886, "weighted_relation_loss": 0.015691119991242886 }, { "action_query_batch_std": 0.5488614976406098, "action_query_norm": 45.095313262939456, "action_relation_loss": 0.01609486434608698, "auxiliary_loss_weight": 1.0, "epoch": 1.833489242282507, "flow_matching_loss": 0.0736922137439251, "grad_norm": 0.2518589198589325, "h_stock_valid_norm": 98.79843826293946, "invalid_tail_samples": 25.9, "learning_rate": 9.993601432517053e-05, "loss": 0.0898, "positive_teacher_pairs": 26369.8, "query_h_norm_ratio": 0.4564428418874741, "relation_loss": 0.01609486434608698, "selected_pairs": 26369.8, "step": 1960, "student_distance_mean": 35.33509635925293, "teacher_distance_mean": 0.8458411753177643, "valid_action_samples": 230.1, "weighted_auxiliary_loss": 0.01609486434608698, "weighted_relation_loss": 0.01609486434608698 }, { "action_query_batch_std": 0.5470472693443298, "action_query_norm": 45.0928352355957, "action_relation_loss": 0.015669303946197033, "auxiliary_loss_weight": 1.0, "epoch": 1.842843779232928, "flow_matching_loss": 0.07336855307221413, "grad_norm": 0.23762644827365875, "h_stock_valid_norm": 97.96613693237305, "invalid_tail_samples": 26.6, "learning_rate": 9.993319653522091e-05, "loss": 0.089, "positive_teacher_pairs": 26216.1, "query_h_norm_ratio": 0.460306379199028, "relation_loss": 0.015669303946197033, "selected_pairs": 26216.1, "step": 1970, "student_distance_mean": 35.176110458374026, "teacher_distance_mean": 0.8504306733608246, "valid_action_samples": 229.4, "weighted_auxiliary_loss": 0.015669303946197033, "weighted_relation_loss": 0.015669303946197033 }, { "action_query_batch_std": 0.5567104339599609, "action_query_norm": 45.09538536071777, "action_relation_loss": 0.015352122671902179, "auxiliary_loss_weight": 1.0, "epoch": 1.8521983161833488, "flow_matching_loss": 0.07521693482995033, "grad_norm": 0.2340080738067627, "h_stock_valid_norm": 96.56769638061523, "invalid_tail_samples": 24.6, "learning_rate": 9.993031807172911e-05, "loss": 0.0906, "positive_teacher_pairs": 26673.4, "query_h_norm_ratio": 0.46698732376098634, "relation_loss": 0.015352122671902179, "selected_pairs": 26673.4, "step": 1980, "student_distance_mean": 35.9508056640625, "teacher_distance_mean": 0.8552246510982513, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.015352122671902179, "weighted_relation_loss": 0.015352122671902179 }, { "action_query_batch_std": 0.5494475901126862, "action_query_norm": 45.0914867401123, "action_relation_loss": 0.01453190939500928, "auxiliary_loss_weight": 1.0, "epoch": 1.86155285313377, "flow_matching_loss": 0.07508675232529641, "grad_norm": 0.1578192114830017, "h_stock_valid_norm": 95.92003479003907, "invalid_tail_samples": 26.2, "learning_rate": 9.992737893819273e-05, "loss": 0.0896, "positive_teacher_pairs": 26311.4, "query_h_norm_ratio": 0.47010002434253695, "relation_loss": 0.01453190939500928, "selected_pairs": 26311.4, "step": 1990, "student_distance_mean": 35.28171234130859, "teacher_distance_mean": 0.8612596929073334, "valid_action_samples": 229.8, "weighted_auxiliary_loss": 0.01453190939500928, "weighted_relation_loss": 0.01453190939500928 }, { "action_query_batch_std": 0.5435617387294769, "action_query_norm": 45.0897403717041, "action_relation_loss": 0.014971380587667227, "auxiliary_loss_weight": 1.0, "epoch": 1.8709073900841908, "flow_matching_loss": 0.07448385059833526, "grad_norm": 0.2722168564796448, "h_stock_valid_norm": 95.53534469604492, "invalid_tail_samples": 24.0, "learning_rate": 9.992437913818312e-05, "loss": 0.0895, "positive_teacher_pairs": 26806.5, "query_h_norm_ratio": 0.4719745934009552, "relation_loss": 0.014971380587667227, "selected_pairs": 26806.5, "step": 2000, "student_distance_mean": 34.91555061340332, "teacher_distance_mean": 0.8420625746250152, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.014971380587667227, "weighted_relation_loss": 0.014971380587667227 }, { "action_query_batch_std": 0.5551852226257324, "action_query_norm": 45.091482162475586, "action_relation_loss": 0.015197704918682576, "auxiliary_loss_weight": 1.0, "epoch": 1.8802619270346117, "flow_matching_loss": 0.07519381940364837, "grad_norm": 0.2531036138534546, "h_stock_valid_norm": 97.3766258239746, "invalid_tail_samples": 21.5, "learning_rate": 9.992131867534526e-05, "loss": 0.0904, "positive_teacher_pairs": 27383.8, "query_h_norm_ratio": 0.46306752860546113, "relation_loss": 0.015197704918682576, "selected_pairs": 27383.8, "step": 2010, "student_distance_mean": 35.627568054199216, "teacher_distance_mean": 0.8498137593269348, "valid_action_samples": 234.5, "weighted_auxiliary_loss": 0.015197704918682576, "weighted_relation_loss": 0.015197704918682576 }, { "action_query_batch_std": 0.5497061610221863, "action_query_norm": 45.08644752502441, "action_relation_loss": 0.015441721398383379, "auxiliary_loss_weight": 1.0, "epoch": 1.8896164639850328, "flow_matching_loss": 0.07613185942173004, "grad_norm": 0.22088523209095, "h_stock_valid_norm": 98.29954071044922, "invalid_tail_samples": 23.8, "learning_rate": 9.991819755339796e-05, "loss": 0.0916, "positive_teacher_pairs": 26844.6, "query_h_norm_ratio": 0.4586724370718002, "relation_loss": 0.015441721398383379, "selected_pairs": 26844.6, "step": 2020, "student_distance_mean": 35.25251350402832, "teacher_distance_mean": 0.8449108958244324, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.015441721398383379, "weighted_relation_loss": 0.015441721398383379 }, { "action_query_batch_std": 0.5484351933002471, "action_query_norm": 45.08515548706055, "action_relation_loss": 0.014773639291524887, "auxiliary_loss_weight": 1.0, "epoch": 1.8989710009354537, "flow_matching_loss": 0.07465183213353158, "grad_norm": 0.2133500576019287, "h_stock_valid_norm": 99.37676162719727, "invalid_tail_samples": 24.8, "learning_rate": 9.991501577613365e-05, "loss": 0.0894, "positive_teacher_pairs": 26619.7, "query_h_norm_ratio": 0.45368329584598543, "relation_loss": 0.014773639291524887, "selected_pairs": 26619.7, "step": 2030, "student_distance_mean": 35.25890769958496, "teacher_distance_mean": 0.855025976896286, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.014773639291524887, "weighted_relation_loss": 0.014773639291524887 }, { "action_query_batch_std": 0.5533151984214782, "action_query_norm": 45.08640556335449, "action_relation_loss": 0.014204783271998167, "auxiliary_loss_weight": 1.0, "epoch": 1.9083255378858746, "flow_matching_loss": 0.07535634636878967, "grad_norm": 0.2585781216621399, "h_stock_valid_norm": 100.07632522583008, "invalid_tail_samples": 23.7, "learning_rate": 9.99117733474185e-05, "loss": 0.0896, "positive_teacher_pairs": 26871.5, "query_h_norm_ratio": 0.4505251348018646, "relation_loss": 0.014204783271998167, "selected_pairs": 26871.5, "step": 2040, "student_distance_mean": 35.404762268066406, "teacher_distance_mean": 0.8520225286483765, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.014204783271998167, "weighted_relation_loss": 0.014204783271998167 }, { "action_query_batch_std": 0.5483445823192596, "action_query_norm": 45.08297500610352, "action_relation_loss": 0.014872339181602, "auxiliary_loss_weight": 1.0, "epoch": 1.9176800748362957, "flow_matching_loss": 0.07666403204202651, "grad_norm": 0.2708301246166229, "h_stock_valid_norm": 99.14708633422852, "invalid_tail_samples": 26.0, "learning_rate": 9.990847027119234e-05, "loss": 0.0915, "positive_teacher_pairs": 26341.8, "query_h_norm_ratio": 0.45471992194652555, "relation_loss": 0.014872339181602, "selected_pairs": 26341.8, "step": 2050, "student_distance_mean": 35.156521224975585, "teacher_distance_mean": 0.8660690903663635, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.014872339181602, "weighted_relation_loss": 0.014872339181602 }, { "action_query_batch_std": 0.5485113143920899, "action_query_norm": 45.07956123352051, "action_relation_loss": 0.014575699623674155, "auxiliary_loss_weight": 1.0, "epoch": 1.9270346117867165, "flow_matching_loss": 0.0713735654950142, "grad_norm": 0.23805172741413116, "h_stock_valid_norm": 98.57934036254883, "invalid_tail_samples": 23.5, "learning_rate": 9.990510655146877e-05, "loss": 0.0859, "positive_teacher_pairs": 26916.8, "query_h_norm_ratio": 0.4573036640882492, "relation_loss": 0.014575699623674155, "selected_pairs": 26916.8, "step": 2060, "student_distance_mean": 35.21119422912598, "teacher_distance_mean": 0.8665591061115265, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.014575699623674155, "weighted_relation_loss": 0.014575699623674155 }, { "action_query_batch_std": 0.5407563984394074, "action_query_norm": 45.075137329101565, "action_relation_loss": 0.014671579655259847, "auxiliary_loss_weight": 1.0, "epoch": 1.9363891487371374, "flow_matching_loss": 0.0736463040113449, "grad_norm": 0.26561203598976135, "h_stock_valid_norm": 99.68539810180664, "invalid_tail_samples": 22.4, "learning_rate": 9.990168219233496e-05, "loss": 0.0883, "positive_teacher_pairs": 27174.8, "query_h_norm_ratio": 0.4521757662296295, "relation_loss": 0.014671579655259847, "selected_pairs": 27174.8, "step": 2070, "student_distance_mean": 34.7742431640625, "teacher_distance_mean": 0.8529402673244476, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.014671579655259847, "weighted_relation_loss": 0.014671579655259847 }, { "action_query_batch_std": 0.5338991284370422, "action_query_norm": 45.073063659667966, "action_relation_loss": 0.015089763049036264, "auxiliary_loss_weight": 1.0, "epoch": 1.9457436856875585, "flow_matching_loss": 0.07316865846514702, "grad_norm": 0.2102736383676529, "h_stock_valid_norm": 99.43523483276367, "invalid_tail_samples": 22.9, "learning_rate": 9.989819719795188e-05, "loss": 0.0883, "positive_teacher_pairs": 27056.8, "query_h_norm_ratio": 0.4532927483320236, "relation_loss": 0.015089763049036264, "selected_pairs": 27056.8, "step": 2080, "student_distance_mean": 34.11381568908691, "teacher_distance_mean": 0.8489420056343079, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.015089763049036264, "weighted_relation_loss": 0.015089763049036264 }, { "action_query_batch_std": 0.5299155175685882, "action_query_norm": 45.070257568359374, "action_relation_loss": 0.014588798396289349, "auxiliary_loss_weight": 1.0, "epoch": 1.9550982226379794, "flow_matching_loss": 0.07065311297774315, "grad_norm": 0.24846570193767548, "h_stock_valid_norm": 99.53402786254883, "invalid_tail_samples": 24.0, "learning_rate": 9.989465157255412e-05, "loss": 0.0852, "positive_teacher_pairs": 26812.1, "query_h_norm_ratio": 0.45281645357608796, "relation_loss": 0.014588798396289349, "selected_pairs": 26812.1, "step": 2090, "student_distance_mean": 34.0838508605957, "teacher_distance_mean": 0.8544936001300811, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.014588798396289349, "weighted_relation_loss": 0.014588798396289349 }, { "action_query_batch_std": 0.5386904716491699, "action_query_norm": 45.069434356689456, "action_relation_loss": 0.015390289761126042, "auxiliary_loss_weight": 1.0, "epoch": 1.9644527595884003, "flow_matching_loss": 0.07485003918409347, "grad_norm": 0.2305055856704712, "h_stock_valid_norm": 98.58555145263672, "invalid_tail_samples": 27.3, "learning_rate": 9.989104532044994e-05, "loss": 0.0902, "positive_teacher_pairs": 26047.8, "query_h_norm_ratio": 0.45718251168727875, "relation_loss": 0.015390289761126042, "selected_pairs": 26047.8, "step": 2100, "student_distance_mean": 34.64475784301758, "teacher_distance_mean": 0.854183691740036, "valid_action_samples": 228.7, "weighted_auxiliary_loss": 0.015390289761126042, "weighted_relation_loss": 0.015390289761126042 }, { "action_query_batch_std": 0.5342781901359558, "action_query_norm": 45.068017196655276, "action_relation_loss": 0.015112135000526905, "auxiliary_loss_weight": 1.0, "epoch": 1.9738072965388214, "flow_matching_loss": 0.07323893159627914, "grad_norm": 0.29488641023635864, "h_stock_valid_norm": 97.1142074584961, "invalid_tail_samples": 22.5, "learning_rate": 9.988737844602128e-05, "loss": 0.0884, "positive_teacher_pairs": 27162.7, "query_h_norm_ratio": 0.4640747904777527, "relation_loss": 0.015112135000526905, "selected_pairs": 27162.7, "step": 2110, "student_distance_mean": 34.25485496520996, "teacher_distance_mean": 0.8452260613441467, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.015112135000526905, "weighted_relation_loss": 0.015112135000526905 }, { "action_query_batch_std": 0.5293061375617981, "action_query_norm": 45.065155029296875, "action_relation_loss": 0.014576654974371194, "auxiliary_loss_weight": 1.0, "epoch": 1.9831618334892422, "flow_matching_loss": 0.07332916185259819, "grad_norm": 0.1717747449874878, "h_stock_valid_norm": 96.41341629028321, "invalid_tail_samples": 22.4, "learning_rate": 9.988365095372372e-05, "loss": 0.0879, "positive_teacher_pairs": 27179.4, "query_h_norm_ratio": 0.4674204081296921, "relation_loss": 0.014576654974371194, "selected_pairs": 27179.4, "step": 2120, "student_distance_mean": 33.94641952514648, "teacher_distance_mean": 0.8593399822711945, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.014576654974371194, "weighted_relation_loss": 0.014576654974371194 }, { "action_query_batch_std": 0.532834130525589, "action_query_norm": 45.06166229248047, "action_relation_loss": 0.015568631049245597, "auxiliary_loss_weight": 1.0, "epoch": 1.9925163704396631, "flow_matching_loss": 0.07382717505097389, "grad_norm": 0.17367342114448547, "h_stock_valid_norm": 97.24866104125977, "invalid_tail_samples": 23.5, "learning_rate": 9.987986284808654e-05, "loss": 0.0894, "positive_teacher_pairs": 26916.4, "query_h_norm_ratio": 0.46338277161121366, "relation_loss": 0.015568631049245597, "selected_pairs": 26916.4, "step": 2130, "student_distance_mean": 34.26640853881836, "teacher_distance_mean": 0.8468732237815857, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.015568631049245597, "weighted_relation_loss": 0.015568631049245597 }, { "action_query_batch_std": 0.5338034749031066, "action_query_norm": 45.06399726867676, "action_relation_loss": 0.014487301092594862, "auxiliary_loss_weight": 1.0, "epoch": 2.001870907390084, "flow_matching_loss": 0.07276409417390824, "grad_norm": 0.18571871519088745, "h_stock_valid_norm": 99.15515060424805, "invalid_tail_samples": 20.9, "learning_rate": 9.987601413371264e-05, "loss": 0.0873, "positive_teacher_pairs": 24556.9, "query_h_norm_ratio": 0.4544933199882507, "relation_loss": 0.014487301092594862, "selected_pairs": 24556.9, "step": 2140, "student_distance_mean": 34.39793701171875, "teacher_distance_mean": 0.8547848343849183, "valid_action_samples": 215.2, "weighted_auxiliary_loss": 0.014487301092594862, "weighted_relation_loss": 0.014487301092594862 }, { "action_query_batch_std": 0.5435788750648498, "action_query_norm": 45.06294326782226, "action_relation_loss": 0.01515418291091919, "auxiliary_loss_weight": 1.0, "epoch": 2.0112254443405053, "flow_matching_loss": 0.07863241508603096, "grad_norm": 0.2508491575717926, "h_stock_valid_norm": 100.7697624206543, "invalid_tail_samples": 25.8, "learning_rate": 9.987210481527855e-05, "loss": 0.0938, "positive_teacher_pairs": 26400.0, "query_h_norm_ratio": 0.4471952706575394, "relation_loss": 0.01515418291091919, "selected_pairs": 26400.0, "step": 2150, "student_distance_mean": 35.03802604675293, "teacher_distance_mean": 0.8498879849910737, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.01515418291091919, "weighted_relation_loss": 0.01515418291091919 }, { "action_query_batch_std": 0.5469567775726318, "action_query_norm": 45.06437454223633, "action_relation_loss": 0.014943040441721678, "auxiliary_loss_weight": 1.0, "epoch": 2.020579981290926, "flow_matching_loss": 0.07622615247964859, "grad_norm": 0.30060070753097534, "h_stock_valid_norm": 101.44895401000977, "invalid_tail_samples": 24.7, "learning_rate": 9.98681348975345e-05, "loss": 0.0912, "positive_teacher_pairs": 26648.1, "query_h_norm_ratio": 0.4442099004983902, "relation_loss": 0.014943040441721678, "selected_pairs": 26648.1, "step": 2160, "student_distance_mean": 35.36110382080078, "teacher_distance_mean": 0.8566796183586121, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.014943040441721678, "weighted_relation_loss": 0.014943040441721678 }, { "action_query_batch_std": 0.528815507888794, "action_query_norm": 45.05535659790039, "action_relation_loss": 0.015982800628989935, "auxiliary_loss_weight": 1.0, "epoch": 2.029934518241347, "flow_matching_loss": 0.07454374432563782, "grad_norm": 0.1931244134902954, "h_stock_valid_norm": 99.61855010986328, "invalid_tail_samples": 22.6, "learning_rate": 9.986410438530427e-05, "loss": 0.0905, "positive_teacher_pairs": 27128.4, "query_h_norm_ratio": 0.4523115217685699, "relation_loss": 0.015982800628989935, "selected_pairs": 27128.4, "step": 2170, "student_distance_mean": 33.82038536071777, "teacher_distance_mean": 0.8485345363616943, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.015982800628989935, "weighted_relation_loss": 0.015982800628989935 }, { "action_query_batch_std": 0.56060009598732, "action_query_norm": 45.06503028869629, "action_relation_loss": 0.014640658348798751, "auxiliary_loss_weight": 1.0, "epoch": 2.039289055191768, "flow_matching_loss": 0.07153118774294853, "grad_norm": 0.2748093903064728, "h_stock_valid_norm": 96.52616500854492, "invalid_tail_samples": 21.9, "learning_rate": 9.986001328348534e-05, "loss": 0.0862, "positive_teacher_pairs": 27291.6, "query_h_norm_ratio": 0.46690634191036223, "relation_loss": 0.014640658348798751, "selected_pairs": 27291.6, "step": 2180, "student_distance_mean": 36.17037086486816, "teacher_distance_mean": 0.8569011330604553, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.014640658348798751, "weighted_relation_loss": 0.014640658348798751 }, { "action_query_batch_std": 0.5284090280532837, "action_query_norm": 45.051861953735354, "action_relation_loss": 0.014641400519758463, "auxiliary_loss_weight": 1.0, "epoch": 2.048643592142189, "flow_matching_loss": 0.06981255300343037, "grad_norm": 0.2478969544172287, "h_stock_valid_norm": 95.3136993408203, "invalid_tail_samples": 24.2, "learning_rate": 9.985586159704878e-05, "loss": 0.0845, "positive_teacher_pairs": 26761.1, "query_h_norm_ratio": 0.47267302572727204, "relation_loss": 0.014641400519758463, "selected_pairs": 26761.1, "step": 2190, "student_distance_mean": 33.87995567321777, "teacher_distance_mean": 0.8435621798038483, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.014641400519758463, "weighted_relation_loss": 0.014641400519758463 }, { "action_query_batch_std": 0.5247767210006714, "action_query_norm": 45.05009078979492, "action_relation_loss": 0.015109460428357124, "auxiliary_loss_weight": 1.0, "epoch": 2.05799812909261, "flow_matching_loss": 0.07349278181791305, "grad_norm": 0.18224571645259857, "h_stock_valid_norm": 95.35381240844727, "invalid_tail_samples": 23.3, "learning_rate": 9.985164933103929e-05, "loss": 0.0886, "positive_teacher_pairs": 26971.8, "query_h_norm_ratio": 0.4724599480628967, "relation_loss": 0.015109460428357124, "selected_pairs": 26971.8, "step": 2200, "student_distance_mean": 33.524767303466795, "teacher_distance_mean": 0.860341477394104, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.015109460428357124, "weighted_relation_loss": 0.015109460428357124 }, { "action_query_batch_std": 0.5373083770275116, "action_query_norm": 45.05346870422363, "action_relation_loss": 0.014848451595753431, "auxiliary_loss_weight": 1.0, "epoch": 2.067352666043031, "flow_matching_loss": 0.07206239178776741, "grad_norm": 0.25980591773986816, "h_stock_valid_norm": 96.95889205932617, "invalid_tail_samples": 23.5, "learning_rate": 9.984737649057513e-05, "loss": 0.0869, "positive_teacher_pairs": 26928.6, "query_h_norm_ratio": 0.46472187638282775, "relation_loss": 0.014848451595753431, "selected_pairs": 26928.6, "step": 2210, "student_distance_mean": 34.35475730895996, "teacher_distance_mean": 0.8448000907897949, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.014848451595753431, "weighted_relation_loss": 0.014848451595753431 }, { "action_query_batch_std": 0.5386975228786468, "action_query_norm": 45.0485424041748, "action_relation_loss": 0.015268094837665558, "auxiliary_loss_weight": 1.0, "epoch": 2.0767072029934517, "flow_matching_loss": 0.07429247051477432, "grad_norm": 0.1686604619026184, "h_stock_valid_norm": 99.1676643371582, "invalid_tail_samples": 23.9, "learning_rate": 9.984304308084827e-05, "loss": 0.0896, "positive_teacher_pairs": 26822.9, "query_h_norm_ratio": 0.45426989197731016, "relation_loss": 0.015268094837665558, "selected_pairs": 26822.9, "step": 2220, "student_distance_mean": 34.73730812072754, "teacher_distance_mean": 0.8476587057113647, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.015268094837665558, "weighted_relation_loss": 0.015268094837665558 }, { "action_query_batch_std": 0.5435874462127686, "action_query_norm": 45.04932174682617, "action_relation_loss": 0.015302989166229963, "auxiliary_loss_weight": 1.0, "epoch": 2.086061739943873, "flow_matching_loss": 0.07446924299001693, "grad_norm": 0.20004470646381378, "h_stock_valid_norm": 100.27709579467773, "invalid_tail_samples": 22.5, "learning_rate": 9.983864910712416e-05, "loss": 0.0898, "positive_teacher_pairs": 27156.8, "query_h_norm_ratio": 0.44925314486026763, "relation_loss": 0.015302989166229963, "selected_pairs": 27156.8, "step": 2230, "student_distance_mean": 35.002964401245116, "teacher_distance_mean": 0.8543000400066376, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.015302989166229963, "weighted_relation_loss": 0.015302989166229963 }, { "action_query_batch_std": 0.55200954079628, "action_query_norm": 45.051137924194336, "action_relation_loss": 0.01492713913321495, "auxiliary_loss_weight": 1.0, "epoch": 2.095416276894294, "flow_matching_loss": 0.07390820011496543, "grad_norm": 0.2376556396484375, "h_stock_valid_norm": 99.70981521606446, "invalid_tail_samples": 22.4, "learning_rate": 9.98341945747419e-05, "loss": 0.0888, "positive_teacher_pairs": 27174.6, "query_h_norm_ratio": 0.4518264323472977, "relation_loss": 0.01492713913321495, "selected_pairs": 27174.6, "step": 2240, "student_distance_mean": 35.2955680847168, "teacher_distance_mean": 0.8554051637649536, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.01492713913321495, "weighted_relation_loss": 0.01492713913321495 }, { "action_query_batch_std": 0.5480197012424469, "action_query_norm": 45.04834251403808, "action_relation_loss": 0.014596345089375972, "auxiliary_loss_weight": 1.0, "epoch": 2.1047708138447145, "flow_matching_loss": 0.07577087581157685, "grad_norm": 0.18415221571922302, "h_stock_valid_norm": 98.86891403198243, "invalid_tail_samples": 22.6, "learning_rate": 9.98296794891142e-05, "loss": 0.0904, "positive_teacher_pairs": 27131.5, "query_h_norm_ratio": 0.4556490808725357, "relation_loss": 0.014596345089375972, "selected_pairs": 27131.5, "step": 2250, "student_distance_mean": 35.07907943725586, "teacher_distance_mean": 0.8553018629550934, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.014596345089375972, "weighted_relation_loss": 0.014596345089375972 }, { "action_query_batch_std": 0.5512958407402039, "action_query_norm": 45.044887924194335, "action_relation_loss": 0.015190644469112159, "auxiliary_loss_weight": 1.0, "epoch": 2.1141253507951356, "flow_matching_loss": 0.07738973349332809, "grad_norm": 0.23867417871952057, "h_stock_valid_norm": 98.3607307434082, "invalid_tail_samples": 23.9, "learning_rate": 9.982510385572725e-05, "loss": 0.0926, "positive_teacher_pairs": 26824.4, "query_h_norm_ratio": 0.45795924961566925, "relation_loss": 0.015190644469112159, "selected_pairs": 26824.4, "step": 2260, "student_distance_mean": 35.43435173034668, "teacher_distance_mean": 0.8567930519580841, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.015190644469112159, "weighted_relation_loss": 0.015190644469112159 }, { "action_query_batch_std": 0.5429916679859161, "action_query_norm": 45.038685989379886, "action_relation_loss": 0.014709832705557346, "auxiliary_loss_weight": 1.0, "epoch": 2.1234798877455567, "flow_matching_loss": 0.07727788835763931, "grad_norm": 0.28714603185653687, "h_stock_valid_norm": 98.11468658447265, "invalid_tail_samples": 24.1, "learning_rate": 9.982046768014094e-05, "loss": 0.092, "positive_teacher_pairs": 26792.6, "query_h_norm_ratio": 0.4590467602014542, "relation_loss": 0.014709832705557346, "selected_pairs": 26792.6, "step": 2270, "student_distance_mean": 35.105933380126956, "teacher_distance_mean": 0.8519338190555572, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.014709832705557346, "weighted_relation_loss": 0.014709832705557346 }, { "action_query_batch_std": 0.5437731862068176, "action_query_norm": 45.03940696716309, "action_relation_loss": 0.014049762208014727, "auxiliary_loss_weight": 1.0, "epoch": 2.1328344246959774, "flow_matching_loss": 0.07075061053037643, "grad_norm": 0.21141524612903595, "h_stock_valid_norm": 98.04840545654297, "invalid_tail_samples": 23.4, "learning_rate": 9.981577096798863e-05, "loss": 0.0848, "positive_teacher_pairs": 26942.0, "query_h_norm_ratio": 0.4593623459339142, "relation_loss": 0.014049762208014727, "selected_pairs": 26942.0, "step": 2280, "student_distance_mean": 35.010331344604495, "teacher_distance_mean": 0.8580209195613862, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.014049762208014727, "weighted_relation_loss": 0.014049762208014727 }, { "action_query_batch_std": 0.5529908835887909, "action_query_norm": 45.036359024047854, "action_relation_loss": 0.013692011777311563, "auxiliary_loss_weight": 1.0, "epoch": 2.1421889616463985, "flow_matching_loss": 0.07084423452615737, "grad_norm": 0.19982559978961945, "h_stock_valid_norm": 98.29246520996094, "invalid_tail_samples": 24.1, "learning_rate": 9.981101372497727e-05, "loss": 0.0845, "positive_teacher_pairs": 26789.0, "query_h_norm_ratio": 0.45820059478282926, "relation_loss": 0.013692011777311563, "selected_pairs": 26789.0, "step": 2290, "student_distance_mean": 35.69244804382324, "teacher_distance_mean": 0.860910427570343, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.013692011777311563, "weighted_relation_loss": 0.013692011777311563 }, { "action_query_batch_std": 0.5208597958087922, "action_query_norm": 45.02371788024902, "action_relation_loss": 0.014187246933579445, "auxiliary_loss_weight": 1.0, "epoch": 2.1515434985968196, "flow_matching_loss": 0.07046948745846748, "grad_norm": 0.16036678850650787, "h_stock_valid_norm": 97.37362365722656, "invalid_tail_samples": 23.2, "learning_rate": 9.980619595688737e-05, "loss": 0.0847, "positive_teacher_pairs": 26996.1, "query_h_norm_ratio": 0.4623838573694229, "relation_loss": 0.014187246933579445, "selected_pairs": 26996.1, "step": 2300, "student_distance_mean": 33.49867897033691, "teacher_distance_mean": 0.8455359697341919, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.014187246933579445, "weighted_relation_loss": 0.014187246933579445 }, { "action_query_batch_std": 0.5383338034152985, "action_query_norm": 45.028872680664065, "action_relation_loss": 0.0143289128318429, "auxiliary_loss_weight": 1.0, "epoch": 2.1608980355472402, "flow_matching_loss": 0.07227809876203536, "grad_norm": 0.25756585597991943, "h_stock_valid_norm": 97.97790756225587, "invalid_tail_samples": 25.7, "learning_rate": 9.980131766957295e-05, "loss": 0.0866, "positive_teacher_pairs": 26411.7, "query_h_norm_ratio": 0.4595878481864929, "relation_loss": 0.0143289128318429, "selected_pairs": 26411.7, "step": 2310, "student_distance_mean": 34.6583137512207, "teacher_distance_mean": 0.8515179216861725, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.0143289128318429, "weighted_relation_loss": 0.0143289128318429 }, { "action_query_batch_std": 0.5357353031635285, "action_query_norm": 45.02619171142578, "action_relation_loss": 0.014329015277326107, "auxiliary_loss_weight": 1.0, "epoch": 2.1702525724976613, "flow_matching_loss": 0.07455218806862832, "grad_norm": 0.3551977276802063, "h_stock_valid_norm": 98.04889602661133, "invalid_tail_samples": 25.5, "learning_rate": 9.979637886896163e-05, "loss": 0.0889, "positive_teacher_pairs": 26457.8, "query_h_norm_ratio": 0.45922642946243286, "relation_loss": 0.014329015277326107, "selected_pairs": 26457.8, "step": 2320, "student_distance_mean": 34.50885353088379, "teacher_distance_mean": 0.8499108672142028, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.014329015277326107, "weighted_relation_loss": 0.014329015277326107 }, { "action_query_batch_std": 0.5360078096389771, "action_query_norm": 45.022605895996094, "action_relation_loss": 0.014093887247145175, "auxiliary_loss_weight": 1.0, "epoch": 2.1796071094480824, "flow_matching_loss": 0.07273503988981248, "grad_norm": 0.20847131311893463, "h_stock_valid_norm": 97.53401336669921, "invalid_tail_samples": 26.3, "learning_rate": 9.979137956105447e-05, "loss": 0.0868, "positive_teacher_pairs": 26272.8, "query_h_norm_ratio": 0.461612731218338, "relation_loss": 0.014093887247145175, "selected_pairs": 26272.8, "step": 2330, "student_distance_mean": 34.531317138671874, "teacher_distance_mean": 0.8552037656307221, "valid_action_samples": 229.7, "weighted_auxiliary_loss": 0.014093887247145175, "weighted_relation_loss": 0.014093887247145175 }, { "action_query_batch_std": 0.5454417824745178, "action_query_norm": 45.02914924621582, "action_relation_loss": 0.015127704292535783, "auxiliary_loss_weight": 1.0, "epoch": 2.188961646398503, "flow_matching_loss": 0.07375730872154236, "grad_norm": 0.17173802852630615, "h_stock_valid_norm": 98.09366760253906, "invalid_tail_samples": 22.4, "learning_rate": 9.978631975192613e-05, "loss": 0.0889, "positive_teacher_pairs": 27174.2, "query_h_norm_ratio": 0.45904751420021056, "relation_loss": 0.015127704292535783, "selected_pairs": 27174.2, "step": 2340, "student_distance_mean": 35.05769729614258, "teacher_distance_mean": 0.8592521190643311, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.015127704292535783, "weighted_relation_loss": 0.015127704292535783 }, { "action_query_batch_std": 0.5466865301132202, "action_query_norm": 45.02519226074219, "action_relation_loss": 0.014501327835023402, "auxiliary_loss_weight": 1.0, "epoch": 2.198316183348924, "flow_matching_loss": 0.06912590377032757, "grad_norm": 0.17305950820446014, "h_stock_valid_norm": 97.2699691772461, "invalid_tail_samples": 22.7, "learning_rate": 9.978119944772475e-05, "loss": 0.0836, "positive_teacher_pairs": 27102.6, "query_h_norm_ratio": 0.46290162205696106, "relation_loss": 0.014501327835023402, "selected_pairs": 27102.6, "step": 2350, "student_distance_mean": 35.282324981689456, "teacher_distance_mean": 0.8545251369476319, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.014501327835023402, "weighted_relation_loss": 0.014501327835023402 }, { "action_query_batch_std": 0.5446608006954193, "action_query_norm": 45.021267318725585, "action_relation_loss": 0.014652265794575214, "auxiliary_loss_weight": 1.0, "epoch": 2.2076707202993453, "flow_matching_loss": 0.07283585593104362, "grad_norm": 0.27693402767181396, "h_stock_valid_norm": 96.8580810546875, "invalid_tail_samples": 24.3, "learning_rate": 9.977601865467197e-05, "loss": 0.0875, "positive_teacher_pairs": 26735.8, "query_h_norm_ratio": 0.4648212164640427, "relation_loss": 0.014652265794575214, "selected_pairs": 26735.8, "step": 2360, "student_distance_mean": 35.07824974060058, "teacher_distance_mean": 0.8605015873908997, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.014652265794575214, "weighted_relation_loss": 0.014652265794575214 }, { "action_query_batch_std": 0.5416324019432068, "action_query_norm": 45.01958236694336, "action_relation_loss": 0.014360902272164822, "auxiliary_loss_weight": 1.0, "epoch": 2.217025257249766, "flow_matching_loss": 0.0734777256846428, "grad_norm": 0.1938718557357788, "h_stock_valid_norm": 97.27743682861328, "invalid_tail_samples": 22.4, "learning_rate": 9.977077737906297e-05, "loss": 0.0878, "positive_teacher_pairs": 27174.6, "query_h_norm_ratio": 0.4627998977899551, "relation_loss": 0.014360902272164822, "selected_pairs": 27174.6, "step": 2370, "student_distance_mean": 34.77820472717285, "teacher_distance_mean": 0.8627536714076995, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.014360902272164822, "weighted_relation_loss": 0.014360902272164822 }, { "action_query_batch_std": 0.5392952978610992, "action_query_norm": 45.01603775024414, "action_relation_loss": 0.014391688909381629, "auxiliary_loss_weight": 1.0, "epoch": 2.226379794200187, "flow_matching_loss": 0.07211971506476403, "grad_norm": 0.20955204963684082, "h_stock_valid_norm": 97.81043319702148, "invalid_tail_samples": 24.2, "learning_rate": 9.976547562726636e-05, "loss": 0.0865, "positive_teacher_pairs": 26759.0, "query_h_norm_ratio": 0.4602489650249481, "relation_loss": 0.014391688909381629, "selected_pairs": 26759.0, "step": 2380, "student_distance_mean": 34.43628044128418, "teacher_distance_mean": 0.8607861697673798, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.014391688909381629, "weighted_relation_loss": 0.014391688909381629 }, { "action_query_batch_std": 0.5320995509624481, "action_query_norm": 45.0104305267334, "action_relation_loss": 0.013955207634717226, "auxiliary_loss_weight": 1.0, "epoch": 2.235734331150608, "flow_matching_loss": 0.06948502138257026, "grad_norm": 0.21778610348701477, "h_stock_valid_norm": 98.83356018066407, "invalid_tail_samples": 22.5, "learning_rate": 9.976011340572429e-05, "loss": 0.0834, "positive_teacher_pairs": 27153.0, "query_h_norm_ratio": 0.4554196625947952, "relation_loss": 0.013955207634717226, "selected_pairs": 27153.0, "step": 2390, "student_distance_mean": 34.3466079711914, "teacher_distance_mean": 0.856106412410736, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.013955207634717226, "weighted_relation_loss": 0.013955207634717226 }, { "action_query_batch_std": 0.5398782074451447, "action_query_norm": 45.01350631713867, "action_relation_loss": 0.014434392470866442, "auxiliary_loss_weight": 1.0, "epoch": 2.245088868101029, "flow_matching_loss": 0.07207055538892745, "grad_norm": 0.18930421769618988, "h_stock_valid_norm": 98.14362030029297, "invalid_tail_samples": 24.1, "learning_rate": 9.975469072095237e-05, "loss": 0.0865, "positive_teacher_pairs": 26781.3, "query_h_norm_ratio": 0.4586562305688858, "relation_loss": 0.014434392470866442, "selected_pairs": 26781.3, "step": 2400, "student_distance_mean": 34.87620964050293, "teacher_distance_mean": 0.8586649656295776, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.014434392470866442, "weighted_relation_loss": 0.014434392470866442 }, { "action_query_batch_std": 0.5308482229709626, "action_query_norm": 45.010444259643556, "action_relation_loss": 0.013383717089891434, "auxiliary_loss_weight": 1.0, "epoch": 2.25444340505145, "flow_matching_loss": 0.07131172120571136, "grad_norm": 0.23785732686519623, "h_stock_valid_norm": 98.28689651489258, "invalid_tail_samples": 25.6, "learning_rate": 9.974920757953965e-05, "loss": 0.0847, "positive_teacher_pairs": 26433.6, "query_h_norm_ratio": 0.45795606076717377, "relation_loss": 0.013383717089891434, "selected_pairs": 26433.6, "step": 2410, "student_distance_mean": 34.01305656433105, "teacher_distance_mean": 0.8620654046535492, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.013383717089891434, "weighted_relation_loss": 0.013383717089891434 }, { "action_query_batch_std": 0.5294762551784515, "action_query_norm": 45.01093940734863, "action_relation_loss": 0.01342815551906824, "auxiliary_loss_weight": 1.0, "epoch": 2.263797942001871, "flow_matching_loss": 0.07056865356862545, "grad_norm": 0.2501314878463745, "h_stock_valid_norm": 99.02057876586915, "invalid_tail_samples": 22.9, "learning_rate": 9.97436639881487e-05, "loss": 0.084, "positive_teacher_pairs": 27059.9, "query_h_norm_ratio": 0.4545630842447281, "relation_loss": 0.01342815551906824, "selected_pairs": 27059.9, "step": 2420, "student_distance_mean": 34.08959274291992, "teacher_distance_mean": 0.864580774307251, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.01342815551906824, "weighted_relation_loss": 0.01342815551906824 }, { "action_query_batch_std": 0.5270541548728943, "action_query_norm": 45.00642318725586, "action_relation_loss": 0.014650676678866149, "auxiliary_loss_weight": 1.0, "epoch": 2.2731524789522917, "flow_matching_loss": 0.07152440398931503, "grad_norm": 0.15286631882190704, "h_stock_valid_norm": 98.5124526977539, "invalid_tail_samples": 25.2, "learning_rate": 9.973805995351545e-05, "loss": 0.0862, "positive_teacher_pairs": 26532.1, "query_h_norm_ratio": 0.4568616896867752, "relation_loss": 0.014650676678866149, "selected_pairs": 26532.1, "step": 2430, "student_distance_mean": 33.8962345123291, "teacher_distance_mean": 0.8517261981964112, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.014650676678866149, "weighted_relation_loss": 0.014650676678866149 }, { "action_query_batch_std": 0.519207113981247, "action_query_norm": 45.00374526977539, "action_relation_loss": 0.01400346476584673, "auxiliary_loss_weight": 1.0, "epoch": 2.2825070159027128, "flow_matching_loss": 0.07323931530117989, "grad_norm": 0.1624373346567154, "h_stock_valid_norm": 98.63621673583984, "invalid_tail_samples": 25.3, "learning_rate": 9.973239548244939e-05, "loss": 0.0872, "positive_teacher_pairs": 26501.9, "query_h_norm_ratio": 0.45626198053359984, "relation_loss": 0.01400346476584673, "selected_pairs": 26501.9, "step": 2440, "student_distance_mean": 33.41511840820313, "teacher_distance_mean": 0.8615609765052795, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.01400346476584673, "weighted_relation_loss": 0.01400346476584673 }, { "action_query_batch_std": 0.5323634088039398, "action_query_norm": 45.00724487304687, "action_relation_loss": 0.014488351345062257, "auxiliary_loss_weight": 1.0, "epoch": 2.291861552853134, "flow_matching_loss": 0.07241590917110444, "grad_norm": 0.17795610427856445, "h_stock_valid_norm": 98.02946243286132, "invalid_tail_samples": 26.0, "learning_rate": 9.972667058183333e-05, "loss": 0.0869, "positive_teacher_pairs": 26342.6, "query_h_norm_ratio": 0.4591405987739563, "relation_loss": 0.014488351345062257, "selected_pairs": 26342.6, "step": 2450, "student_distance_mean": 34.22012825012207, "teacher_distance_mean": 0.8545688092708588, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.014488351345062257, "weighted_relation_loss": 0.014488351345062257 }, { "action_query_batch_std": 0.5276206195354461, "action_query_norm": 45.005852127075194, "action_relation_loss": 0.014730379730463029, "auxiliary_loss_weight": 1.0, "epoch": 2.301216089803555, "flow_matching_loss": 0.07010644413530827, "grad_norm": 0.2336643487215042, "h_stock_valid_norm": 96.61166763305664, "invalid_tail_samples": 24.6, "learning_rate": 9.972088525862362e-05, "loss": 0.0848, "positive_teacher_pairs": 26660.3, "query_h_norm_ratio": 0.4658482939004898, "relation_loss": 0.014730379730463029, "selected_pairs": 26660.3, "step": 2460, "student_distance_mean": 34.09126014709473, "teacher_distance_mean": 0.8584686934947967, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.014730379730463029, "weighted_relation_loss": 0.014730379730463029 }, { "action_query_batch_std": 0.5027299165725708, "action_query_norm": 44.98799705505371, "action_relation_loss": 0.014680150523781776, "auxiliary_loss_weight": 1.0, "epoch": 2.3105706267539756, "flow_matching_loss": 0.0720736425369978, "grad_norm": 0.2336701601743698, "h_stock_valid_norm": 95.64825286865235, "invalid_tail_samples": 23.2, "learning_rate": 9.971503951984995e-05, "loss": 0.0868, "positive_teacher_pairs": 26997.4, "query_h_norm_ratio": 0.47035124003887174, "relation_loss": 0.014680150523781776, "selected_pairs": 26997.4, "step": 2470, "student_distance_mean": 32.293818664550784, "teacher_distance_mean": 0.8527155101299286, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.014680150523781776, "weighted_relation_loss": 0.014680150523781776 }, { "action_query_batch_std": 0.5223251640796661, "action_query_norm": 44.99622650146485, "action_relation_loss": 0.014527548290789127, "auxiliary_loss_weight": 1.0, "epoch": 2.3199251637043967, "flow_matching_loss": 0.07298678867518901, "grad_norm": 0.26978567242622375, "h_stock_valid_norm": 96.5224739074707, "invalid_tail_samples": 26.1, "learning_rate": 9.970913337261543e-05, "loss": 0.0875, "positive_teacher_pairs": 26327.1, "query_h_norm_ratio": 0.46617652773857116, "relation_loss": 0.014527548290789127, "selected_pairs": 26327.1, "step": 2480, "student_distance_mean": 33.60118465423584, "teacher_distance_mean": 0.8549225211143494, "valid_action_samples": 229.9, "weighted_auxiliary_loss": 0.014527548290789127, "weighted_relation_loss": 0.014527548290789127 }, { "action_query_batch_std": 0.5402735054492951, "action_query_norm": 44.9967758178711, "action_relation_loss": 0.014761329162865877, "auxiliary_loss_weight": 1.0, "epoch": 2.3292797006548174, "flow_matching_loss": 0.0715439073741436, "grad_norm": 0.17770755290985107, "h_stock_valid_norm": 96.12255935668945, "invalid_tail_samples": 25.1, "learning_rate": 9.97031668240966e-05, "loss": 0.0863, "positive_teacher_pairs": 26544.0, "query_h_norm_ratio": 0.46812055706977845, "relation_loss": 0.014761329162865877, "selected_pairs": 26544.0, "step": 2490, "student_distance_mean": 34.866044998168945, "teacher_distance_mean": 0.8507690489292145, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.014761329162865877, "weighted_relation_loss": 0.014761329162865877 }, { "action_query_batch_std": 0.5191121101379395, "action_query_norm": 44.99186973571777, "action_relation_loss": 0.014867476746439933, "auxiliary_loss_weight": 1.0, "epoch": 2.3386342376052385, "flow_matching_loss": 0.07028223127126694, "grad_norm": 0.18717871606349945, "h_stock_valid_norm": 96.60944213867188, "invalid_tail_samples": 23.8, "learning_rate": 9.969713988154339e-05, "loss": 0.0851, "positive_teacher_pairs": 26850.5, "query_h_norm_ratio": 0.4657116085290909, "relation_loss": 0.014867476746439933, "selected_pairs": 26850.5, "step": 2500, "student_distance_mean": 33.40879516601562, "teacher_distance_mean": 0.846074104309082, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.014867476746439933, "weighted_relation_loss": 0.014867476746439933 }, { "action_query_batch_std": 0.5263739764690399, "action_query_norm": 44.994881057739256, "action_relation_loss": 0.014573226310312748, "auxiliary_loss_weight": 1.0, "epoch": 2.3479887745556596, "flow_matching_loss": 0.06812541037797928, "grad_norm": 0.17788831889629364, "h_stock_valid_norm": 96.50085754394532, "invalid_tail_samples": 21.9, "learning_rate": 9.969105255227906e-05, "loss": 0.0827, "positive_teacher_pairs": 27292.8, "query_h_norm_ratio": 0.4662674754858017, "relation_loss": 0.014573226310312748, "selected_pairs": 27292.8, "step": 2510, "student_distance_mean": 33.582461547851565, "teacher_distance_mean": 0.8498829066753387, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.014573226310312748, "weighted_relation_loss": 0.014573226310312748 }, { "action_query_batch_std": 0.5282586753368378, "action_query_norm": 44.99141311645508, "action_relation_loss": 0.014456233195960521, "auxiliary_loss_weight": 1.0, "epoch": 2.3573433115060807, "flow_matching_loss": 0.06819333024322986, "grad_norm": 0.226392462849617, "h_stock_valid_norm": 97.6255012512207, "invalid_tail_samples": 26.4, "learning_rate": 9.968490484370035e-05, "loss": 0.0826, "positive_teacher_pairs": 26249.9, "query_h_norm_ratio": 0.4608683466911316, "relation_loss": 0.014456233195960521, "selected_pairs": 26249.9, "step": 2520, "student_distance_mean": 34.02829818725586, "teacher_distance_mean": 0.8544618487358093, "valid_action_samples": 229.6, "weighted_auxiliary_loss": 0.014456233195960521, "weighted_relation_loss": 0.014456233195960521 }, { "action_query_batch_std": 0.5191096425056457, "action_query_norm": 44.98422470092773, "action_relation_loss": 0.014104842115193606, "auxiliary_loss_weight": 1.0, "epoch": 2.3666978484565013, "flow_matching_loss": 0.07230008691549301, "grad_norm": 0.19956322014331818, "h_stock_valid_norm": 98.6590347290039, "invalid_tail_samples": 23.0, "learning_rate": 9.967869676327726e-05, "loss": 0.0864, "positive_teacher_pairs": 27034.6, "query_h_norm_ratio": 0.4559669613838196, "relation_loss": 0.014104842115193606, "selected_pairs": 27034.6, "step": 2530, "student_distance_mean": 33.567423248291014, "teacher_distance_mean": 0.8492948114871979, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.014104842115193606, "weighted_relation_loss": 0.014104842115193606 }, { "action_query_batch_std": 0.5326960980892181, "action_query_norm": 44.99080810546875, "action_relation_loss": 0.014007226470857859, "auxiliary_loss_weight": 1.0, "epoch": 2.3760523854069224, "flow_matching_loss": 0.06649584695696831, "grad_norm": 0.24630317091941833, "h_stock_valid_norm": 99.55000915527344, "invalid_tail_samples": 23.1, "learning_rate": 9.96724283185532e-05, "loss": 0.0805, "positive_teacher_pairs": 27012.2, "query_h_norm_ratio": 0.4519439786672592, "relation_loss": 0.014007226470857859, "selected_pairs": 27012.2, "step": 2540, "student_distance_mean": 34.29173469543457, "teacher_distance_mean": 0.8606425881385803, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.014007226470857859, "weighted_relation_loss": 0.014007226470857859 }, { "action_query_batch_std": 0.5254208028316498, "action_query_norm": 44.98701171875, "action_relation_loss": 0.014120172429829835, "auxiliary_loss_weight": 1.0, "epoch": 2.385406922357343, "flow_matching_loss": 0.07001191824674606, "grad_norm": 0.2142256796360016, "h_stock_valid_norm": 99.41521530151367, "invalid_tail_samples": 22.3, "learning_rate": 9.966609951714494e-05, "loss": 0.0841, "positive_teacher_pairs": 27196.4, "query_h_norm_ratio": 0.4525209963321686, "relation_loss": 0.014120172429829835, "selected_pairs": 27196.4, "step": 2550, "student_distance_mean": 33.910404968261716, "teacher_distance_mean": 0.8591488540172577, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.014120172429829835, "weighted_relation_loss": 0.014120172429829835 }, { "action_query_batch_std": 0.5150444030761718, "action_query_norm": 44.98327865600586, "action_relation_loss": 0.01365848546847701, "auxiliary_loss_weight": 1.0, "epoch": 2.394761459307764, "flow_matching_loss": 0.06742743477225303, "grad_norm": 0.12880772352218628, "h_stock_valid_norm": 98.40343170166015, "invalid_tail_samples": 22.8, "learning_rate": 9.965971036674255e-05, "loss": 0.0811, "positive_teacher_pairs": 27084.3, "query_h_norm_ratio": 0.4571425884962082, "relation_loss": 0.01365848546847701, "selected_pairs": 27084.3, "step": 2560, "student_distance_mean": 33.21008949279785, "teacher_distance_mean": 0.8535837709903717, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.01365848546847701, "weighted_relation_loss": 0.01365848546847701 }, { "action_query_batch_std": 0.5253719985485077, "action_query_norm": 44.98601951599121, "action_relation_loss": 0.01449537929147482, "auxiliary_loss_weight": 1.0, "epoch": 2.4041159962581853, "flow_matching_loss": 0.07007079310715199, "grad_norm": 0.18523496389389038, "h_stock_valid_norm": 98.11652908325195, "invalid_tail_samples": 25.4, "learning_rate": 9.965326087510947e-05, "loss": 0.0846, "positive_teacher_pairs": 26484.4, "query_h_norm_ratio": 0.45849876701831815, "relation_loss": 0.01449537929147482, "selected_pairs": 26484.4, "step": 2570, "student_distance_mean": 33.983730697631835, "teacher_distance_mean": 0.8589366555213929, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.01449537929147482, "weighted_relation_loss": 0.01449537929147482 }, { "action_query_batch_std": 0.5276558101177216, "action_query_norm": 44.98659057617188, "action_relation_loss": 0.013975481409579516, "auxiliary_loss_weight": 1.0, "epoch": 2.4134705332086064, "flow_matching_loss": 0.07112245634198189, "grad_norm": 0.239820197224617, "h_stock_valid_norm": 98.65158309936524, "invalid_tail_samples": 21.9, "learning_rate": 9.964675105008244e-05, "loss": 0.0851, "positive_teacher_pairs": 27292.2, "query_h_norm_ratio": 0.4560199022293091, "relation_loss": 0.013975481409579516, "selected_pairs": 27292.2, "step": 2580, "student_distance_mean": 33.95537490844727, "teacher_distance_mean": 0.8554266571998597, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.013975481409579516, "weighted_relation_loss": 0.013975481409579516 }, { "action_query_batch_std": 0.5123036235570908, "action_query_norm": 44.975474166870114, "action_relation_loss": 0.01460400763899088, "auxiliary_loss_weight": 1.0, "epoch": 2.422825070159027, "flow_matching_loss": 0.06996185183525086, "grad_norm": 0.17964965105056763, "h_stock_valid_norm": 98.72765197753907, "invalid_tail_samples": 23.4, "learning_rate": 9.964018089957147e-05, "loss": 0.0846, "positive_teacher_pairs": 26940.8, "query_h_norm_ratio": 0.45555699467658994, "relation_loss": 0.01460400763899088, "selected_pairs": 26940.8, "step": 2590, "student_distance_mean": 33.04977684020996, "teacher_distance_mean": 0.856326824426651, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.01460400763899088, "weighted_relation_loss": 0.01460400763899088 }, { "action_query_batch_std": 0.5391653060913086, "action_query_norm": 44.98270378112793, "action_relation_loss": 0.013551090750843287, "auxiliary_loss_weight": 1.0, "epoch": 2.432179607109448, "flow_matching_loss": 0.07102518305182456, "grad_norm": 0.17319336533546448, "h_stock_valid_norm": 98.76160354614258, "invalid_tail_samples": 21.0, "learning_rate": 9.963355043155996e-05, "loss": 0.0846, "positive_teacher_pairs": 27510.0, "query_h_norm_ratio": 0.4554703742265701, "relation_loss": 0.013551090750843287, "selected_pairs": 27510.0, "step": 2600, "student_distance_mean": 34.87480926513672, "teacher_distance_mean": 0.8668508231639862, "valid_action_samples": 235.0, "weighted_auxiliary_loss": 0.013551090750843287, "weighted_relation_loss": 0.013551090750843287 }, { "action_query_batch_std": 0.5213906943798066, "action_query_norm": 44.9705623626709, "action_relation_loss": 0.014479231741279363, "auxiliary_loss_weight": 1.0, "epoch": 2.441534144059869, "flow_matching_loss": 0.06955143883824348, "grad_norm": 0.1658855527639389, "h_stock_valid_norm": 97.66883773803711, "invalid_tail_samples": 23.0, "learning_rate": 9.962685965410455e-05, "loss": 0.084, "positive_teacher_pairs": 27034.6, "query_h_norm_ratio": 0.46044660210609434, "relation_loss": 0.014479231741279363, "selected_pairs": 27034.6, "step": 2610, "student_distance_mean": 33.554771995544435, "teacher_distance_mean": 0.8477510035037994, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.014479231741279363, "weighted_relation_loss": 0.014479231741279363 }, { "action_query_batch_std": 0.5237074375152588, "action_query_norm": 44.97193565368652, "action_relation_loss": 0.014338617213070393, "auxiliary_loss_weight": 1.0, "epoch": 2.45088868101029, "flow_matching_loss": 0.07152433916926385, "grad_norm": 0.13926953077316284, "h_stock_valid_norm": 97.8393669128418, "invalid_tail_samples": 22.3, "learning_rate": 9.962010857533514e-05, "loss": 0.0859, "positive_teacher_pairs": 27198.1, "query_h_norm_ratio": 0.4596529334783554, "relation_loss": 0.014338617213070393, "selected_pairs": 27198.1, "step": 2620, "student_distance_mean": 33.653171920776366, "teacher_distance_mean": 0.8506654500961304, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.014338617213070393, "weighted_relation_loss": 0.014338617213070393 }, { "action_query_batch_std": 0.5344342291355133, "action_query_norm": 44.97263145446777, "action_relation_loss": 0.014859134890139103, "auxiliary_loss_weight": 1.0, "epoch": 2.460243217960711, "flow_matching_loss": 0.0733422040939331, "grad_norm": 0.19333143532276154, "h_stock_valid_norm": 98.36821060180664, "invalid_tail_samples": 24.7, "learning_rate": 9.961329720345493e-05, "loss": 0.0882, "positive_teacher_pairs": 26640.0, "query_h_norm_ratio": 0.45719471871852874, "relation_loss": 0.014859134890139103, "selected_pairs": 26640.0, "step": 2630, "student_distance_mean": 34.4285774230957, "teacher_distance_mean": 0.85375816822052, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.014859134890139103, "weighted_relation_loss": 0.014859134890139103 }, { "action_query_batch_std": 0.5203177750110626, "action_query_norm": 44.96912117004395, "action_relation_loss": 0.013928186241537332, "auxiliary_loss_weight": 1.0, "epoch": 2.469597754911132, "flow_matching_loss": 0.0716071866452694, "grad_norm": 0.183080792427063, "h_stock_valid_norm": 97.84042739868164, "invalid_tail_samples": 22.3, "learning_rate": 9.96064255467404e-05, "loss": 0.0855, "positive_teacher_pairs": 27201.6, "query_h_norm_ratio": 0.4596253246068954, "relation_loss": 0.013928186241537332, "selected_pairs": 27201.6, "step": 2640, "student_distance_mean": 33.53423957824707, "teacher_distance_mean": 0.85857293009758, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.013928186241537332, "weighted_relation_loss": 0.013928186241537332 }, { "action_query_batch_std": 0.5151338338851928, "action_query_norm": 44.965732192993165, "action_relation_loss": 0.013730292953550816, "auxiliary_loss_weight": 1.0, "epoch": 2.4789522918615527, "flow_matching_loss": 0.0701284408569336, "grad_norm": 0.20941922068595886, "h_stock_valid_norm": 96.92270050048828, "invalid_tail_samples": 22.2, "learning_rate": 9.959949361354126e-05, "loss": 0.0839, "positive_teacher_pairs": 27217.7, "query_h_norm_ratio": 0.46394130289554597, "relation_loss": 0.013730292953550816, "selected_pairs": 27217.7, "step": 2650, "student_distance_mean": 33.17489356994629, "teacher_distance_mean": 0.8559734761714936, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.013730292953550816, "weighted_relation_loss": 0.013730292953550816 }, { "action_query_batch_std": 0.5236985146999359, "action_query_norm": 44.969153213500974, "action_relation_loss": 0.01456519030034542, "auxiliary_loss_weight": 1.0, "epoch": 2.488306828811974, "flow_matching_loss": 0.07127912566065789, "grad_norm": 0.19809621572494507, "h_stock_valid_norm": 97.44062194824218, "invalid_tail_samples": 26.3, "learning_rate": 9.959250141228045e-05, "loss": 0.0858, "positive_teacher_pairs": 26270.9, "query_h_norm_ratio": 0.46151495575904844, "relation_loss": 0.01456519030034542, "selected_pairs": 26270.9, "step": 2660, "student_distance_mean": 33.82782974243164, "teacher_distance_mean": 0.861570131778717, "valid_action_samples": 229.7, "weighted_auxiliary_loss": 0.01456519030034542, "weighted_relation_loss": 0.01456519030034542 }, { "action_query_batch_std": 0.5230765700340271, "action_query_norm": 44.96651000976563, "action_relation_loss": 0.013795719761401416, "auxiliary_loss_weight": 1.0, "epoch": 2.497661365762395, "flow_matching_loss": 0.07038623318076134, "grad_norm": 0.18311887979507446, "h_stock_valid_norm": 97.80803680419922, "invalid_tail_samples": 23.5, "learning_rate": 9.958544895145414e-05, "loss": 0.0842, "positive_teacher_pairs": 26920.5, "query_h_norm_ratio": 0.4597461402416229, "relation_loss": 0.013795719761401416, "selected_pairs": 26920.5, "step": 2670, "student_distance_mean": 33.876610946655276, "teacher_distance_mean": 0.8573259472846985, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.013795719761401416, "weighted_relation_loss": 0.013795719761401416 }, { "action_query_batch_std": 0.5221839249134064, "action_query_norm": 44.959893798828126, "action_relation_loss": 0.01413703178986907, "auxiliary_loss_weight": 1.0, "epoch": 2.5070159027128156, "flow_matching_loss": 0.06837076023221016, "grad_norm": 0.15198782086372375, "h_stock_valid_norm": 97.34588317871093, "invalid_tail_samples": 22.1, "learning_rate": 9.957833623963177e-05, "loss": 0.0825, "positive_teacher_pairs": 27243.8, "query_h_norm_ratio": 0.4618603765964508, "relation_loss": 0.01413703178986907, "selected_pairs": 27243.8, "step": 2680, "student_distance_mean": 33.72426071166992, "teacher_distance_mean": 0.8494499027729034, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.01413703178986907, "weighted_relation_loss": 0.01413703178986907 }, { "action_query_batch_std": 0.5269406974315644, "action_query_norm": 44.96151161193848, "action_relation_loss": 0.013281045760959388, "auxiliary_loss_weight": 1.0, "epoch": 2.5163704396632367, "flow_matching_loss": 0.07025043219327927, "grad_norm": 0.19246789813041687, "h_stock_valid_norm": 97.76280288696289, "invalid_tail_samples": 21.3, "learning_rate": 9.957116328545593e-05, "loss": 0.0835, "positive_teacher_pairs": 27427.9, "query_h_norm_ratio": 0.45990603864192964, "relation_loss": 0.013281045760959388, "selected_pairs": 27427.9, "step": 2690, "student_distance_mean": 34.06693649291992, "teacher_distance_mean": 0.8611037373542786, "valid_action_samples": 234.7, "weighted_auxiliary_loss": 0.013281045760959388, "weighted_relation_loss": 0.013281045760959388 }, { "action_query_batch_std": 0.5269034683704377, "action_query_norm": 44.95949440002441, "action_relation_loss": 0.01376337744295597, "auxiliary_loss_weight": 1.0, "epoch": 2.525724976613658, "flow_matching_loss": 0.06853741630911828, "grad_norm": 0.18575628101825714, "h_stock_valid_norm": 98.27131805419921, "invalid_tail_samples": 24.5, "learning_rate": 9.956393009764244e-05, "loss": 0.0823, "positive_teacher_pairs": 26687.0, "query_h_norm_ratio": 0.4575066417455673, "relation_loss": 0.01376337744295597, "selected_pairs": 26687.0, "step": 2700, "student_distance_mean": 33.9832260131836, "teacher_distance_mean": 0.852560305595398, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.01376337744295597, "weighted_relation_loss": 0.01376337744295597 }, { "action_query_batch_std": 0.5272536635398865, "action_query_norm": 44.960703659057614, "action_relation_loss": 0.013280925061553716, "auxiliary_loss_weight": 1.0, "epoch": 2.5350795135640785, "flow_matching_loss": 0.06857458092272281, "grad_norm": 0.13227421045303345, "h_stock_valid_norm": 98.576123046875, "invalid_tail_samples": 21.9, "learning_rate": 9.955663668498032e-05, "loss": 0.0819, "positive_teacher_pairs": 27298.0, "query_h_norm_ratio": 0.456105899810791, "relation_loss": 0.013280925061553716, "selected_pairs": 27298.0, "step": 2710, "student_distance_mean": 34.066281127929685, "teacher_distance_mean": 0.8563046932220459, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.013280925061553716, "weighted_relation_loss": 0.013280925061553716 }, { "action_query_batch_std": 0.5227085590362549, "action_query_norm": 44.95834732055664, "action_relation_loss": 0.013453980442136526, "auxiliary_loss_weight": 1.0, "epoch": 2.5444340505144996, "flow_matching_loss": 0.07017523720860482, "grad_norm": 0.15004168450832367, "h_stock_valid_norm": 97.4652946472168, "invalid_tail_samples": 23.6, "learning_rate": 9.954928305633173e-05, "loss": 0.0836, "positive_teacher_pairs": 26898.4, "query_h_norm_ratio": 0.4612855941057205, "relation_loss": 0.013453980442136526, "selected_pairs": 26898.4, "step": 2720, "student_distance_mean": 33.717720413208006, "teacher_distance_mean": 0.8555899739265442, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.013453980442136526, "weighted_relation_loss": 0.013453980442136526 }, { "action_query_batch_std": 0.5311644852161408, "action_query_norm": 44.95956115722656, "action_relation_loss": 0.013897085189819336, "auxiliary_loss_weight": 1.0, "epoch": 2.55378858746492, "flow_matching_loss": 0.06648710556328297, "grad_norm": 0.1290183961391449, "h_stock_valid_norm": 96.56250228881837, "invalid_tail_samples": 23.6, "learning_rate": 9.954186922063204e-05, "loss": 0.0804, "positive_teacher_pairs": 26890.7, "query_h_norm_ratio": 0.4656039416790009, "relation_loss": 0.013897085189819336, "selected_pairs": 26890.7, "step": 2730, "student_distance_mean": 34.42406387329102, "teacher_distance_mean": 0.8625764906406402, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.013897085189819336, "weighted_relation_loss": 0.013897085189819336 }, { "action_query_batch_std": 0.5258657187223434, "action_query_norm": 44.95692825317383, "action_relation_loss": 0.01387627087533474, "auxiliary_loss_weight": 1.0, "epoch": 2.5631431244153413, "flow_matching_loss": 0.06873654387891293, "grad_norm": 0.18585117161273956, "h_stock_valid_norm": 97.44204177856446, "invalid_tail_samples": 23.9, "learning_rate": 9.953439518688974e-05, "loss": 0.0826, "positive_teacher_pairs": 26826.6, "query_h_norm_ratio": 0.4613738596439362, "relation_loss": 0.01387627087533474, "selected_pairs": 26826.6, "step": 2740, "student_distance_mean": 33.77003555297851, "teacher_distance_mean": 0.8528412163257599, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.01387627087533474, "weighted_relation_loss": 0.01387627087533474 }, { "action_query_batch_std": 0.517137485742569, "action_query_norm": 44.95158042907715, "action_relation_loss": 0.01414315365254879, "auxiliary_loss_weight": 1.0, "epoch": 2.5724976613657624, "flow_matching_loss": 0.07002858780324459, "grad_norm": 0.16255661845207214, "h_stock_valid_norm": 98.12372817993165, "invalid_tail_samples": 25.6, "learning_rate": 9.952686096418652e-05, "loss": 0.0842, "positive_teacher_pairs": 26439.8, "query_h_norm_ratio": 0.458116689324379, "relation_loss": 0.01414315365254879, "selected_pairs": 26439.8, "step": 2750, "student_distance_mean": 33.47667388916015, "teacher_distance_mean": 0.8604168832302094, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.01414315365254879, "weighted_relation_loss": 0.01414315365254879 }, { "action_query_batch_std": 0.5065968602895736, "action_query_norm": 44.94336204528808, "action_relation_loss": 0.013660945557057857, "auxiliary_loss_weight": 1.0, "epoch": 2.5818521983161835, "flow_matching_loss": 0.0689772304147482, "grad_norm": 0.2259402871131897, "h_stock_valid_norm": 97.96034545898438, "invalid_tail_samples": 26.6, "learning_rate": 9.951926656167714e-05, "loss": 0.0826, "positive_teacher_pairs": 26209.9, "query_h_norm_ratio": 0.458796015381813, "relation_loss": 0.013660945557057857, "selected_pairs": 26209.9, "step": 2760, "student_distance_mean": 32.76034240722656, "teacher_distance_mean": 0.8552681982517243, "valid_action_samples": 229.4, "weighted_auxiliary_loss": 0.013660945557057857, "weighted_relation_loss": 0.013660945557057857 }, { "action_query_batch_std": 0.5116191446781159, "action_query_norm": 44.94525413513183, "action_relation_loss": 0.013766745012253523, "auxiliary_loss_weight": 1.0, "epoch": 2.591206735266604, "flow_matching_loss": 0.06819511726498603, "grad_norm": 0.2295798659324646, "h_stock_valid_norm": 97.80144500732422, "invalid_tail_samples": 22.4, "learning_rate": 9.951161198858953e-05, "loss": 0.082, "positive_teacher_pairs": 27171.9, "query_h_norm_ratio": 0.45955912470817567, "relation_loss": 0.013766745012253523, "selected_pairs": 27171.9, "step": 2770, "student_distance_mean": 33.05007190704346, "teacher_distance_mean": 0.854138720035553, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.013766745012253523, "weighted_relation_loss": 0.013766745012253523 }, { "action_query_batch_std": 0.51794154047966, "action_query_norm": 44.94400901794434, "action_relation_loss": 0.014027019962668419, "auxiliary_loss_weight": 1.0, "epoch": 2.6005612722170253, "flow_matching_loss": 0.07007392942905426, "grad_norm": 0.19671311974525452, "h_stock_valid_norm": 98.08050308227538, "invalid_tail_samples": 25.7, "learning_rate": 9.950389725422471e-05, "loss": 0.0841, "positive_teacher_pairs": 26412.3, "query_h_norm_ratio": 0.4582381367683411, "relation_loss": 0.014027019962668419, "selected_pairs": 26412.3, "step": 2780, "student_distance_mean": 33.51111068725586, "teacher_distance_mean": 0.8623916268348694, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.014027019962668419, "weighted_relation_loss": 0.014027019962668419 }, { "action_query_batch_std": 0.5139567434787751, "action_query_norm": 44.9402889251709, "action_relation_loss": 0.013725713081657886, "auxiliary_loss_weight": 1.0, "epoch": 2.6099158091674464, "flow_matching_loss": 0.06867646798491478, "grad_norm": 0.1644914448261261, "h_stock_valid_norm": 97.78435440063477, "invalid_tail_samples": 25.4, "learning_rate": 9.949612236795682e-05, "loss": 0.0824, "positive_teacher_pairs": 26475.2, "query_h_norm_ratio": 0.45958923995494844, "relation_loss": 0.013725713081657886, "selected_pairs": 26475.2, "step": 2790, "student_distance_mean": 33.30557708740234, "teacher_distance_mean": 0.8532963216304779, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.013725713081657886, "weighted_relation_loss": 0.013725713081657886 }, { "action_query_batch_std": 0.5146173924207688, "action_query_norm": 44.93969993591308, "action_relation_loss": 0.013578308839350938, "auxiliary_loss_weight": 1.0, "epoch": 2.619270346117867, "flow_matching_loss": 0.07056206166744232, "grad_norm": 0.1883975714445114, "h_stock_valid_norm": 98.44184265136718, "invalid_tail_samples": 23.3, "learning_rate": 9.948828733923305e-05, "loss": 0.0841, "positive_teacher_pairs": 26981.5, "query_h_norm_ratio": 0.45651257038116455, "relation_loss": 0.013578308839350938, "selected_pairs": 26981.5, "step": 2800, "student_distance_mean": 33.139149856567386, "teacher_distance_mean": 0.8529873847961426, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.013578308839350938, "weighted_relation_loss": 0.013578308839350938 }, { "action_query_batch_std": 0.5054312944412231, "action_query_norm": 44.93507461547851, "action_relation_loss": 0.014011885412037373, "auxiliary_loss_weight": 1.0, "epoch": 2.628624883068288, "flow_matching_loss": 0.07016324028372764, "grad_norm": 0.16687516868114471, "h_stock_valid_norm": 98.15010299682618, "invalid_tail_samples": 24.1, "learning_rate": 9.948039217757374e-05, "loss": 0.0842, "positive_teacher_pairs": 26777.2, "query_h_norm_ratio": 0.45782383978366853, "relation_loss": 0.014011885412037373, "selected_pairs": 26777.2, "step": 2810, "student_distance_mean": 32.543016815185545, "teacher_distance_mean": 0.8505622625350953, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.014011885412037373, "weighted_relation_loss": 0.014011885412037373 }, { "action_query_batch_std": 0.5107902348041534, "action_query_norm": 44.9363094329834, "action_relation_loss": 0.013102278672158718, "auxiliary_loss_weight": 1.0, "epoch": 2.637979420018709, "flow_matching_loss": 0.06703254617750645, "grad_norm": 0.13639071583747864, "h_stock_valid_norm": 99.22295989990235, "invalid_tail_samples": 23.8, "learning_rate": 9.947243689257225e-05, "loss": 0.0801, "positive_teacher_pairs": 26851.5, "query_h_norm_ratio": 0.45288575887680055, "relation_loss": 0.013102278672158718, "selected_pairs": 26851.5, "step": 2820, "student_distance_mean": 33.029852867126465, "teacher_distance_mean": 0.842516976594925, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.013102278672158718, "weighted_relation_loss": 0.013102278672158718 }, { "action_query_batch_std": 0.5032577961683273, "action_query_norm": 44.93341255187988, "action_relation_loss": 0.01320116026327014, "auxiliary_loss_weight": 1.0, "epoch": 2.64733395696913, "flow_matching_loss": 0.06614294312894345, "grad_norm": 0.18125447630882263, "h_stock_valid_norm": 99.94681091308594, "invalid_tail_samples": 22.7, "learning_rate": 9.946442149389497e-05, "loss": 0.0793, "positive_teacher_pairs": 27103.5, "query_h_norm_ratio": 0.44957624971866605, "relation_loss": 0.01320116026327014, "selected_pairs": 27103.5, "step": 2830, "student_distance_mean": 32.423850440979, "teacher_distance_mean": 0.8510023772716522, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.01320116026327014, "weighted_relation_loss": 0.01320116026327014 }, { "action_query_batch_std": 0.5263487160205841, "action_query_norm": 44.94385681152344, "action_relation_loss": 0.012949439976364375, "auxiliary_loss_weight": 1.0, "epoch": 2.656688493919551, "flow_matching_loss": 0.0693357266485691, "grad_norm": 0.22712579369544983, "h_stock_valid_norm": 99.81591720581055, "invalid_tail_samples": 23.3, "learning_rate": 9.945634599128139e-05, "loss": 0.0823, "positive_teacher_pairs": 26966.8, "query_h_norm_ratio": 0.45027120113372804, "relation_loss": 0.012949439976364375, "selected_pairs": 26966.8, "step": 2840, "student_distance_mean": 33.87794227600098, "teacher_distance_mean": 0.8638333439826965, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.012949439976364375, "weighted_relation_loss": 0.012949439976364375 }, { "action_query_batch_std": 0.5099302768707276, "action_query_norm": 44.930524826049805, "action_relation_loss": 0.013648154214024544, "auxiliary_loss_weight": 1.0, "epoch": 2.666043030869972, "flow_matching_loss": 0.07158740237355232, "grad_norm": 0.15885786712169647, "h_stock_valid_norm": 99.71252670288087, "invalid_tail_samples": 23.8, "learning_rate": 9.944821039454402e-05, "loss": 0.0852, "positive_teacher_pairs": 26851.4, "query_h_norm_ratio": 0.450604048371315, "relation_loss": 0.013648154214024544, "selected_pairs": 26851.4, "step": 2850, "student_distance_mean": 32.91957778930664, "teacher_distance_mean": 0.8455385982990264, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.013648154214024544, "weighted_relation_loss": 0.013648154214024544 }, { "action_query_batch_std": 0.5145128846168519, "action_query_norm": 44.930687713623044, "action_relation_loss": 0.01348797669634223, "auxiliary_loss_weight": 1.0, "epoch": 2.6753975678203927, "flow_matching_loss": 0.06930367462337017, "grad_norm": 0.23114646971225739, "h_stock_valid_norm": 99.13667297363281, "invalid_tail_samples": 25.7, "learning_rate": 9.944001471356835e-05, "loss": 0.0828, "positive_teacher_pairs": 26412.8, "query_h_norm_ratio": 0.45323866605758667, "relation_loss": 0.01348797669634223, "selected_pairs": 26412.8, "step": 2860, "student_distance_mean": 33.185952758789064, "teacher_distance_mean": 0.8566486120224, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.01348797669634223, "weighted_relation_loss": 0.01348797669634223 }, { "action_query_batch_std": 0.5286009967327118, "action_query_norm": 44.9388542175293, "action_relation_loss": 0.013291440811008215, "auxiliary_loss_weight": 1.0, "epoch": 2.684752104770814, "flow_matching_loss": 0.06904960013926029, "grad_norm": 0.22274984419345856, "h_stock_valid_norm": 97.9406524658203, "invalid_tail_samples": 23.8, "learning_rate": 9.94317589583129e-05, "loss": 0.0823, "positive_teacher_pairs": 26855.5, "query_h_norm_ratio": 0.4588433146476746, "relation_loss": 0.013291440811008215, "selected_pairs": 26855.5, "step": 2870, "student_distance_mean": 34.264854431152344, "teacher_distance_mean": 0.8563012778759003, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.013291440811008215, "weighted_relation_loss": 0.013291440811008215 }, { "action_query_batch_std": 0.5094676733016967, "action_query_norm": 44.928175354003905, "action_relation_loss": 0.01418433990329504, "auxiliary_loss_weight": 1.0, "epoch": 2.694106641721235, "flow_matching_loss": 0.07039403691887855, "grad_norm": 0.20475280284881592, "h_stock_valid_norm": 97.50317153930663, "invalid_tail_samples": 23.2, "learning_rate": 9.942344313880922e-05, "loss": 0.0846, "positive_teacher_pairs": 26990.4, "query_h_norm_ratio": 0.4607916116714478, "relation_loss": 0.01418433990329504, "selected_pairs": 26990.4, "step": 2880, "student_distance_mean": 33.03733673095703, "teacher_distance_mean": 0.8522884905338287, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.01418433990329504, "weighted_relation_loss": 0.01418433990329504 }, { "action_query_batch_std": 0.4961988300085068, "action_query_norm": 44.919598770141604, "action_relation_loss": 0.014434367138892411, "auxiliary_loss_weight": 1.0, "epoch": 2.703461178671656, "flow_matching_loss": 0.07241085097193718, "grad_norm": 0.25807663798332214, "h_stock_valid_norm": 97.81616516113282, "invalid_tail_samples": 23.8, "learning_rate": 9.941506726516179e-05, "loss": 0.0868, "positive_teacher_pairs": 26854.9, "query_h_norm_ratio": 0.45923411250114443, "relation_loss": 0.014434367138892411, "selected_pairs": 26854.9, "step": 2890, "student_distance_mean": 32.061242294311526, "teacher_distance_mean": 0.850574254989624, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.014434367138892411, "weighted_relation_loss": 0.014434367138892411 }, { "action_query_batch_std": 0.5161303818225861, "action_query_norm": 44.92675437927246, "action_relation_loss": 0.013670721929520369, "auxiliary_loss_weight": 1.0, "epoch": 2.7128157156220767, "flow_matching_loss": 0.07070008069276809, "grad_norm": 0.15011636912822723, "h_stock_valid_norm": 99.60641784667969, "invalid_tail_samples": 22.5, "learning_rate": 9.94066313475481e-05, "loss": 0.0844, "positive_teacher_pairs": 27153.3, "query_h_norm_ratio": 0.45105675160884856, "relation_loss": 0.013670721929520369, "selected_pairs": 27153.3, "step": 2900, "student_distance_mean": 33.48236904144287, "teacher_distance_mean": 0.8560537457466125, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.013670721929520369, "weighted_relation_loss": 0.013670721929520369 }, { "action_query_batch_std": 0.5160129964351654, "action_query_norm": 44.9250072479248, "action_relation_loss": 0.014553059358149767, "auxiliary_loss_weight": 1.0, "epoch": 2.722170252572498, "flow_matching_loss": 0.07355380579829215, "grad_norm": 0.16633586585521698, "h_stock_valid_norm": 99.56985015869141, "invalid_tail_samples": 22.8, "learning_rate": 9.939813539621857e-05, "loss": 0.0881, "positive_teacher_pairs": 27087.3, "query_h_norm_ratio": 0.4512064278125763, "relation_loss": 0.014553059358149767, "selected_pairs": 27087.3, "step": 2910, "student_distance_mean": 33.31915130615234, "teacher_distance_mean": 0.8467543125152588, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.014553059358149767, "weighted_relation_loss": 0.014553059358149767 }, { "action_query_batch_std": 0.4984804421663284, "action_query_norm": 44.9151912689209, "action_relation_loss": 0.014805332385003566, "auxiliary_loss_weight": 1.0, "epoch": 2.7315247895229184, "flow_matching_loss": 0.06975805312395096, "grad_norm": 0.19565537571907043, "h_stock_valid_norm": 98.17511978149415, "invalid_tail_samples": 22.1, "learning_rate": 9.93895794214966e-05, "loss": 0.0846, "positive_teacher_pairs": 27243.4, "query_h_norm_ratio": 0.45750783383846283, "relation_loss": 0.014805332385003566, "selected_pairs": 27243.4, "step": 2920, "student_distance_mean": 32.19730339050293, "teacher_distance_mean": 0.8537183940410614, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.014805332385003566, "weighted_relation_loss": 0.014805332385003566 }, { "action_query_batch_std": 0.5086945533752442, "action_query_norm": 44.92140274047851, "action_relation_loss": 0.014275475684553385, "auxiliary_loss_weight": 1.0, "epoch": 2.7408793264733395, "flow_matching_loss": 0.07169291526079177, "grad_norm": 0.27798232436180115, "h_stock_valid_norm": 98.56640548706055, "invalid_tail_samples": 20.9, "learning_rate": 9.938096343377852e-05, "loss": 0.086, "positive_teacher_pairs": 27533.1, "query_h_norm_ratio": 0.4557621628046036, "relation_loss": 0.014275475684553385, "selected_pairs": 27533.1, "step": 2930, "student_distance_mean": 32.95906143188476, "teacher_distance_mean": 0.856350588798523, "valid_action_samples": 235.1, "weighted_auxiliary_loss": 0.014275475684553385, "weighted_relation_loss": 0.014275475684553385 }, { "action_query_batch_std": 0.5256537795066833, "action_query_norm": 44.93158493041992, "action_relation_loss": 0.013905771914869547, "auxiliary_loss_weight": 1.0, "epoch": 2.7502338634237606, "flow_matching_loss": 0.06950115785002708, "grad_norm": 0.2046710103750229, "h_stock_valid_norm": 99.36817016601563, "invalid_tail_samples": 22.8, "learning_rate": 9.937228744353353e-05, "loss": 0.0834, "positive_teacher_pairs": 27085.0, "query_h_norm_ratio": 0.45218091607093813, "relation_loss": 0.013905771914869547, "selected_pairs": 27085.0, "step": 2940, "student_distance_mean": 34.0982120513916, "teacher_distance_mean": 0.8527253091335296, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.013905771914869547, "weighted_relation_loss": 0.013905771914869547 }, { "action_query_batch_std": 0.512484323978424, "action_query_norm": 44.92419624328613, "action_relation_loss": 0.014281293749809265, "auxiliary_loss_weight": 1.0, "epoch": 2.7595884003741817, "flow_matching_loss": 0.07000356242060661, "grad_norm": 0.2219133973121643, "h_stock_valid_norm": 100.03080368041992, "invalid_tail_samples": 24.4, "learning_rate": 9.936355146130379e-05, "loss": 0.0843, "positive_teacher_pairs": 26713.4, "query_h_norm_ratio": 0.4491082191467285, "relation_loss": 0.014281293749809265, "selected_pairs": 26713.4, "step": 2950, "student_distance_mean": 33.2643985748291, "teacher_distance_mean": 0.8461726844310761, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.014281293749809265, "weighted_relation_loss": 0.014281293749809265 }, { "action_query_batch_std": 0.517788952589035, "action_query_norm": 44.92147521972656, "action_relation_loss": 0.013509240839630366, "auxiliary_loss_weight": 1.0, "epoch": 2.7689429373246024, "flow_matching_loss": 0.07178704664111138, "grad_norm": 0.19297493994235992, "h_stock_valid_norm": 99.43506164550782, "invalid_tail_samples": 23.8, "learning_rate": 9.935475549770435e-05, "loss": 0.0853, "positive_teacher_pairs": 26845.7, "query_h_norm_ratio": 0.4517723351716995, "relation_loss": 0.013509240839630366, "selected_pairs": 26845.7, "step": 2960, "student_distance_mean": 33.430220413208005, "teacher_distance_mean": 0.8578133165836335, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.013509240839630366, "weighted_relation_loss": 0.013509240839630366 }, { "action_query_batch_std": 0.506830695271492, "action_query_norm": 44.91680908203125, "action_relation_loss": 0.014055781438946724, "auxiliary_loss_weight": 1.0, "epoch": 2.7782974742750235, "flow_matching_loss": 0.07060576677322387, "grad_norm": 0.25860080122947693, "h_stock_valid_norm": 99.94717788696289, "invalid_tail_samples": 23.4, "learning_rate": 9.934589956342315e-05, "loss": 0.0847, "positive_teacher_pairs": 26941.4, "query_h_norm_ratio": 0.44941616654396055, "relation_loss": 0.014055781438946724, "selected_pairs": 26941.4, "step": 2970, "student_distance_mean": 32.72253932952881, "teacher_distance_mean": 0.8586684823036194, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.014055781438946724, "weighted_relation_loss": 0.014055781438946724 }, { "action_query_batch_std": 0.5157438218593597, "action_query_norm": 44.921966552734375, "action_relation_loss": 0.01344051556661725, "auxiliary_loss_weight": 1.0, "epoch": 2.787652011225444, "flow_matching_loss": 0.06902246363461018, "grad_norm": 0.1791498214006424, "h_stock_valid_norm": 100.32160339355468, "invalid_tail_samples": 24.8, "learning_rate": 9.933698366922093e-05, "loss": 0.0825, "positive_teacher_pairs": 26626.7, "query_h_norm_ratio": 0.4477863997220993, "relation_loss": 0.01344051556661725, "selected_pairs": 26626.7, "step": 2980, "student_distance_mean": 33.21568756103515, "teacher_distance_mean": 0.8479609966278077, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.01344051556661725, "weighted_relation_loss": 0.01344051556661725 }, { "action_query_batch_std": 0.5110470741987229, "action_query_norm": 44.91651153564453, "action_relation_loss": 0.014323856309056282, "auxiliary_loss_weight": 1.0, "epoch": 2.7970065481758652, "flow_matching_loss": 0.07208288609981536, "grad_norm": 0.20761433243751526, "h_stock_valid_norm": 98.36570816040039, "invalid_tail_samples": 22.9, "learning_rate": 9.93280078259314e-05, "loss": 0.0864, "positive_teacher_pairs": 27068.2, "query_h_norm_ratio": 0.4566322475671768, "relation_loss": 0.014323856309056282, "selected_pairs": 27068.2, "step": 2990, "student_distance_mean": 32.88340663909912, "teacher_distance_mean": 0.8427201211452484, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.014323856309056282, "weighted_relation_loss": 0.014323856309056282 }, { "action_query_batch_std": 0.5177294492721558, "action_query_norm": 44.91712875366211, "action_relation_loss": 0.013370869494974614, "auxiliary_loss_weight": 1.0, "epoch": 2.8063610851262863, "flow_matching_loss": 0.06911516711115837, "grad_norm": 0.19790661334991455, "h_stock_valid_norm": 97.77490615844727, "invalid_tail_samples": 22.6, "learning_rate": 9.931897204446104e-05, "loss": 0.0825, "positive_teacher_pairs": 27126.1, "query_h_norm_ratio": 0.45939541757106783, "relation_loss": 0.013370869494974614, "selected_pairs": 27126.1, "step": 3000, "student_distance_mean": 33.404448699951175, "teacher_distance_mean": 0.8580991208553315, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.013370869494974614, "weighted_relation_loss": 0.013370869494974614 }, { "action_query_batch_std": 0.50795878469944, "action_query_norm": 44.90946731567383, "action_relation_loss": 0.012892813142389058, "auxiliary_loss_weight": 1.0, "epoch": 2.8157156220767074, "flow_matching_loss": 0.06714792735874653, "grad_norm": 0.1957341432571411, "h_stock_valid_norm": 97.51736450195312, "invalid_tail_samples": 25.0, "learning_rate": 9.930987633578915e-05, "loss": 0.08, "positive_teacher_pairs": 26575.7, "query_h_norm_ratio": 0.46053149700164797, "relation_loss": 0.012892813142389058, "selected_pairs": 26575.7, "step": 3010, "student_distance_mean": 33.00892562866211, "teacher_distance_mean": 0.8693503141403198, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.012892813142389058, "weighted_relation_loss": 0.012892813142389058 }, { "action_query_batch_std": 0.5143459111452102, "action_query_norm": 44.9106330871582, "action_relation_loss": 0.013620256539434194, "auxiliary_loss_weight": 1.0, "epoch": 2.825070159027128, "flow_matching_loss": 0.0672314252704382, "grad_norm": 0.1578538715839386, "h_stock_valid_norm": 96.78516235351563, "invalid_tail_samples": 26.2, "learning_rate": 9.93007207109679e-05, "loss": 0.0809, "positive_teacher_pairs": 26312.2, "query_h_norm_ratio": 0.46402761340141296, "relation_loss": 0.013620256539434194, "selected_pairs": 26312.2, "step": 3020, "student_distance_mean": 33.40130100250244, "teacher_distance_mean": 0.8579997062683106, "valid_action_samples": 229.8, "weighted_auxiliary_loss": 0.013620256539434194, "weighted_relation_loss": 0.013620256539434194 }, { "action_query_batch_std": 0.5162977755069733, "action_query_norm": 44.90593223571777, "action_relation_loss": 0.01337090926244855, "auxiliary_loss_weight": 1.0, "epoch": 2.834424695977549, "flow_matching_loss": 0.06979236379265785, "grad_norm": 0.13878926634788513, "h_stock_valid_norm": 96.14203414916992, "invalid_tail_samples": 24.9, "learning_rate": 9.929150518112224e-05, "loss": 0.0832, "positive_teacher_pairs": 26597.0, "query_h_norm_ratio": 0.4670808851718903, "relation_loss": 0.01337090926244855, "selected_pairs": 26597.0, "step": 3030, "student_distance_mean": 33.39684791564942, "teacher_distance_mean": 0.8588039755821228, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.01337090926244855, "weighted_relation_loss": 0.01337090926244855 }, { "action_query_batch_std": 0.5115345120429993, "action_query_norm": 44.90266761779785, "action_relation_loss": 0.013598822150379419, "auxiliary_loss_weight": 1.0, "epoch": 2.84377923292797, "flow_matching_loss": 0.06808359399437905, "grad_norm": 0.18998251855373383, "h_stock_valid_norm": 97.15196533203125, "invalid_tail_samples": 21.4, "learning_rate": 9.928222975744991e-05, "loss": 0.0817, "positive_teacher_pairs": 27404.9, "query_h_norm_ratio": 0.4621980220079422, "relation_loss": 0.013598822150379419, "selected_pairs": 27404.9, "step": 3040, "student_distance_mean": 33.088668251037596, "teacher_distance_mean": 0.8489076197147369, "valid_action_samples": 234.6, "weighted_auxiliary_loss": 0.013598822150379419, "weighted_relation_loss": 0.013598822150379419 }, { "action_query_batch_std": 0.5079443156719208, "action_query_norm": 44.900042343139646, "action_relation_loss": 0.012871298287063838, "auxiliary_loss_weight": 1.0, "epoch": 2.853133769878391, "flow_matching_loss": 0.06798850446939468, "grad_norm": 0.19808156788349152, "h_stock_valid_norm": 98.9036994934082, "invalid_tail_samples": 23.9, "learning_rate": 9.92728944512214e-05, "loss": 0.0809, "positive_teacher_pairs": 26829.9, "query_h_norm_ratio": 0.4539863109588623, "relation_loss": 0.012871298287063838, "selected_pairs": 26829.9, "step": 3050, "student_distance_mean": 32.97987403869629, "teacher_distance_mean": 0.8596603393554687, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.012871298287063838, "weighted_relation_loss": 0.012871298287063838 }, { "action_query_batch_std": 0.5173075020313262, "action_query_norm": 44.90119171142578, "action_relation_loss": 0.013220659270882607, "auxiliary_loss_weight": 1.0, "epoch": 2.862488306828812, "flow_matching_loss": 0.07007485032081603, "grad_norm": 0.17749615013599396, "h_stock_valid_norm": 99.89677047729492, "invalid_tail_samples": 24.3, "learning_rate": 9.926349927378001e-05, "loss": 0.0833, "positive_teacher_pairs": 26735.0, "query_h_norm_ratio": 0.4494808316230774, "relation_loss": 0.013220659270882607, "selected_pairs": 26735.0, "step": 3060, "student_distance_mean": 33.44879684448242, "teacher_distance_mean": 0.8537364482879639, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.013220659270882607, "weighted_relation_loss": 0.013220659270882607 }, { "action_query_batch_std": 0.5269245088100434, "action_query_norm": 44.908600616455075, "action_relation_loss": 0.012957001198083162, "auxiliary_loss_weight": 1.0, "epoch": 2.871842843779233, "flow_matching_loss": 0.06570721305906772, "grad_norm": 0.1682761013507843, "h_stock_valid_norm": 100.06877670288085, "invalid_tail_samples": 25.3, "learning_rate": 9.925404423654174e-05, "loss": 0.0787, "positive_teacher_pairs": 26500.2, "query_h_norm_ratio": 0.4487800657749176, "relation_loss": 0.012957001198083162, "selected_pairs": 26500.2, "step": 3070, "student_distance_mean": 33.963941955566405, "teacher_distance_mean": 0.8580091118812561, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.012957001198083162, "weighted_relation_loss": 0.012957001198083162 }, { "action_query_batch_std": 0.5158925175666809, "action_query_norm": 44.8972900390625, "action_relation_loss": 0.012825367972254753, "auxiliary_loss_weight": 1.0, "epoch": 2.881197380729654, "flow_matching_loss": 0.06855330243706703, "grad_norm": 0.2179158329963684, "h_stock_valid_norm": 98.7873435974121, "invalid_tail_samples": 24.2, "learning_rate": 9.924452935099537e-05, "loss": 0.0814, "positive_teacher_pairs": 26760.8, "query_h_norm_ratio": 0.45449085533618927, "relation_loss": 0.012825367972254753, "selected_pairs": 26760.8, "step": 3080, "student_distance_mean": 33.37177619934082, "teacher_distance_mean": 0.8580680906772613, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.012825367972254753, "weighted_relation_loss": 0.012825367972254753 }, { "action_query_batch_std": 0.509573808312416, "action_query_norm": 44.89397926330567, "action_relation_loss": 0.013682141713798047, "auxiliary_loss_weight": 1.0, "epoch": 2.890551917680075, "flow_matching_loss": 0.06797556281089782, "grad_norm": 0.21539902687072754, "h_stock_valid_norm": 97.87737121582032, "invalid_tail_samples": 24.2, "learning_rate": 9.92349546287024e-05, "loss": 0.0817, "positive_teacher_pairs": 26761.6, "query_h_norm_ratio": 0.45868050754070283, "relation_loss": 0.013682141713798047, "selected_pairs": 26761.6, "step": 3090, "student_distance_mean": 33.04845542907715, "teacher_distance_mean": 0.8541542410850524, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.013682141713798047, "weighted_relation_loss": 0.013682141713798047 }, { "action_query_batch_std": 0.5144344508647919, "action_query_norm": 44.89557991027832, "action_relation_loss": 0.013163060881197453, "auxiliary_loss_weight": 1.0, "epoch": 2.8999064546304956, "flow_matching_loss": 0.06492077000439167, "grad_norm": 0.16831941902637482, "h_stock_valid_norm": 97.84642486572265, "invalid_tail_samples": 24.9, "learning_rate": 9.9225320081297e-05, "loss": 0.0781, "positive_teacher_pairs": 26596.9, "query_h_norm_ratio": 0.4588382303714752, "relation_loss": 0.013163060881197453, "selected_pairs": 26596.9, "step": 3100, "student_distance_mean": 33.26681632995606, "teacher_distance_mean": 0.8619672238826752, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.013163060881197453, "weighted_relation_loss": 0.013163060881197453 }, { "action_query_batch_std": 0.52239208817482, "action_query_norm": 44.89726638793945, "action_relation_loss": 0.013771420530974864, "auxiliary_loss_weight": 1.0, "epoch": 2.9092609915809167, "flow_matching_loss": 0.06569888852536679, "grad_norm": 0.21236686408519745, "h_stock_valid_norm": 97.9341552734375, "invalid_tail_samples": 23.9, "learning_rate": 9.921562572048606e-05, "loss": 0.0795, "positive_teacher_pairs": 26825.8, "query_h_norm_ratio": 0.45844662487506865, "relation_loss": 0.013771420530974864, "selected_pairs": 26825.8, "step": 3110, "student_distance_mean": 33.60151824951172, "teacher_distance_mean": 0.8547627389431, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.013771420530974864, "weighted_relation_loss": 0.013771420530974864 }, { "action_query_batch_std": 0.5125573098659515, "action_query_norm": 44.889220809936525, "action_relation_loss": 0.01310277935117483, "auxiliary_loss_weight": 1.0, "epoch": 2.9186155285313378, "flow_matching_loss": 0.06718738041818142, "grad_norm": 0.2119545340538025, "h_stock_valid_norm": 98.8200180053711, "invalid_tail_samples": 23.5, "learning_rate": 9.920587155804913e-05, "loss": 0.0803, "positive_teacher_pairs": 26923.6, "query_h_norm_ratio": 0.45425857305526735, "relation_loss": 0.01310277935117483, "selected_pairs": 26923.6, "step": 3120, "student_distance_mean": 33.15993194580078, "teacher_distance_mean": 0.8582189977169037, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.01310277935117483, "weighted_relation_loss": 0.01310277935117483 }, { "action_query_batch_std": 0.5024055927991867, "action_query_norm": 44.87825393676758, "action_relation_loss": 0.013309977110475301, "auxiliary_loss_weight": 1.0, "epoch": 2.927970065481759, "flow_matching_loss": 0.06691591925919056, "grad_norm": 0.23980475962162018, "h_stock_valid_norm": 99.32564315795898, "invalid_tail_samples": 22.5, "learning_rate": 9.919605760583845e-05, "loss": 0.0802, "positive_teacher_pairs": 27149.6, "query_h_norm_ratio": 0.4518322914838791, "relation_loss": 0.013309977110475301, "selected_pairs": 27149.6, "step": 3130, "student_distance_mean": 32.46031265258789, "teacher_distance_mean": 0.8549654245376587, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.013309977110475301, "weighted_relation_loss": 0.013309977110475301 }, { "action_query_batch_std": 0.5152635872364044, "action_query_norm": 44.88677825927734, "action_relation_loss": 0.013705204986035825, "auxiliary_loss_weight": 1.0, "epoch": 2.9373246024321795, "flow_matching_loss": 0.06474780961871147, "grad_norm": 0.1687912791967392, "h_stock_valid_norm": 100.48455429077148, "invalid_tail_samples": 24.0, "learning_rate": 9.91861838757789e-05, "loss": 0.0785, "positive_teacher_pairs": 26799.0, "query_h_norm_ratio": 0.446706148982048, "relation_loss": 0.013705204986035825, "selected_pairs": 26799.0, "step": 3140, "student_distance_mean": 33.45582618713379, "teacher_distance_mean": 0.848838883638382, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.013705204986035825, "weighted_relation_loss": 0.013705204986035825 }, { "action_query_batch_std": 0.5190266788005828, "action_query_norm": 44.89033393859863, "action_relation_loss": 0.013219289109110832, "auxiliary_loss_weight": 1.0, "epoch": 2.9466791393826006, "flow_matching_loss": 0.06657949946820736, "grad_norm": 0.24972665309906006, "h_stock_valid_norm": 100.3550895690918, "invalid_tail_samples": 24.1, "learning_rate": 9.917625037986798e-05, "loss": 0.0798, "positive_teacher_pairs": 26776.1, "query_h_norm_ratio": 0.44731830060482025, "relation_loss": 0.013219289109110832, "selected_pairs": 26776.1, "step": 3150, "student_distance_mean": 33.576969146728516, "teacher_distance_mean": 0.8568839013576508, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.013219289109110832, "weighted_relation_loss": 0.013219289109110832 }, { "action_query_batch_std": 0.5112395018339158, "action_query_norm": 44.88386344909668, "action_relation_loss": 0.013723545242100954, "auxiliary_loss_weight": 1.0, "epoch": 2.9560336763330213, "flow_matching_loss": 0.06455855630338192, "grad_norm": 0.1803719848394394, "h_stock_valid_norm": 98.6931640625, "invalid_tail_samples": 24.1, "learning_rate": 9.916625713017583e-05, "loss": 0.0783, "positive_teacher_pairs": 26776.4, "query_h_norm_ratio": 0.4548049598932266, "relation_loss": 0.013723545242100954, "selected_pairs": 26776.4, "step": 3160, "student_distance_mean": 33.118309783935544, "teacher_distance_mean": 0.8513672113418579, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.013723545242100954, "weighted_relation_loss": 0.013723545242100954 }, { "action_query_batch_std": 0.5087974399328232, "action_query_norm": 44.880228424072264, "action_relation_loss": 0.013652540370821952, "auxiliary_loss_weight": 1.0, "epoch": 2.9653882132834424, "flow_matching_loss": 0.06926971040666104, "grad_norm": 0.19559107720851898, "h_stock_valid_norm": 96.66586380004883, "invalid_tail_samples": 24.1, "learning_rate": 9.915620413884519e-05, "loss": 0.0829, "positive_teacher_pairs": 26784.3, "query_h_norm_ratio": 0.4642867803573608, "relation_loss": 0.013652540370821952, "selected_pairs": 26784.3, "step": 3170, "student_distance_mean": 32.93012161254883, "teacher_distance_mean": 0.8535195410251617, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.013652540370821952, "weighted_relation_loss": 0.013652540370821952 }, { "action_query_batch_std": 0.513643878698349, "action_query_norm": 44.88322486877441, "action_relation_loss": 0.013539712596684694, "auxiliary_loss_weight": 1.0, "epoch": 2.9747427502338635, "flow_matching_loss": 0.0665833257138729, "grad_norm": 0.18189433217048645, "h_stock_valid_norm": 96.22232055664062, "invalid_tail_samples": 23.5, "learning_rate": 9.914609141809139e-05, "loss": 0.0801, "positive_teacher_pairs": 26921.9, "query_h_norm_ratio": 0.4664590984582901, "relation_loss": 0.013539712596684694, "selected_pairs": 26921.9, "step": 3180, "student_distance_mean": 33.29696464538574, "teacher_distance_mean": 0.8482001960277558, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.013539712596684694, "weighted_relation_loss": 0.013539712596684694 }, { "action_query_batch_std": 0.5233478128910065, "action_query_norm": 44.88669204711914, "action_relation_loss": 0.013786360155791044, "auxiliary_loss_weight": 1.0, "epoch": 2.9840972871842846, "flow_matching_loss": 0.06978115923702717, "grad_norm": 0.17468620836734772, "h_stock_valid_norm": 97.84409713745117, "invalid_tail_samples": 22.1, "learning_rate": 9.913591898020235e-05, "loss": 0.0836, "positive_teacher_pairs": 27247.1, "query_h_norm_ratio": 0.4587644934654236, "relation_loss": 0.013786360155791044, "selected_pairs": 27247.1, "step": 3190, "student_distance_mean": 33.82390213012695, "teacher_distance_mean": 0.8595376431941986, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.013786360155791044, "weighted_relation_loss": 0.013786360155791044 }, { "action_query_batch_std": 0.5090958118438721, "action_query_norm": 44.87705192565918, "action_relation_loss": 0.013746511377394199, "auxiliary_loss_weight": 1.0, "epoch": 2.9934518241347052, "flow_matching_loss": 0.0710079587996006, "grad_norm": 0.18402600288391113, "h_stock_valid_norm": 98.41669692993165, "invalid_tail_samples": 24.5, "learning_rate": 9.912568683753853e-05, "loss": 0.0848, "positive_teacher_pairs": 26684.8, "query_h_norm_ratio": 0.4559928923845291, "relation_loss": 0.013746511377394199, "selected_pairs": 26684.8, "step": 3200, "student_distance_mean": 33.056797409057616, "teacher_distance_mean": 0.8425423264503479, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.013746511377394199, "weighted_relation_loss": 0.013746511377394199 }, { "action_query_batch_std": 0.5210449278354645, "action_query_norm": 44.882070541381836, "action_relation_loss": 0.013581257220357657, "auxiliary_loss_weight": 1.0, "epoch": 3.0028063610851263, "flow_matching_loss": 0.06834439225494862, "grad_norm": 0.1733049899339676, "h_stock_valid_norm": 99.8143798828125, "invalid_tail_samples": 24.6, "learning_rate": 9.911539500253295e-05, "loss": 0.0819, "positive_teacher_pairs": 23666.0, "query_h_norm_ratio": 0.4496948540210724, "relation_loss": 0.013581257220357657, "selected_pairs": 23666.0, "step": 3210, "student_distance_mean": 33.83275871276855, "teacher_distance_mean": 0.8711952090263366, "valid_action_samples": 211.5, "weighted_auxiliary_loss": 0.013581257220357657, "weighted_relation_loss": 0.013581257220357657 }, { "action_query_batch_std": 0.5062190115451812, "action_query_norm": 44.8684024810791, "action_relation_loss": 0.01342840502038598, "auxiliary_loss_weight": 1.0, "epoch": 3.0121608980355474, "flow_matching_loss": 0.06781311593949794, "grad_norm": 0.1954505890607834, "h_stock_valid_norm": 101.45729522705078, "invalid_tail_samples": 23.7, "learning_rate": 9.910504348769118e-05, "loss": 0.0812, "positive_teacher_pairs": 26881.7, "query_h_norm_ratio": 0.4422429442405701, "relation_loss": 0.01342840502038598, "selected_pairs": 26881.7, "step": 3220, "student_distance_mean": 32.815216064453125, "teacher_distance_mean": 0.8603328227996826, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.01342840502038598, "weighted_relation_loss": 0.01342840502038598 }, { "action_query_batch_std": 0.517514967918396, "action_query_norm": 44.87234306335449, "action_relation_loss": 0.013306539319455624, "auxiliary_loss_weight": 1.0, "epoch": 3.021515434985968, "flow_matching_loss": 0.06656410209834576, "grad_norm": 0.17905090749263763, "h_stock_valid_norm": 101.00079193115235, "invalid_tail_samples": 22.3, "learning_rate": 9.909463230559127e-05, "loss": 0.0799, "positive_teacher_pairs": 27205.0, "query_h_norm_ratio": 0.4442827582359314, "relation_loss": 0.013306539319455624, "selected_pairs": 27205.0, "step": 3230, "student_distance_mean": 33.40293426513672, "teacher_distance_mean": 0.852055960893631, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.013306539319455624, "weighted_relation_loss": 0.013306539319455624 }, { "action_query_batch_std": 0.5161337107419968, "action_query_norm": 44.8702392578125, "action_relation_loss": 0.01329807536676526, "auxiliary_loss_weight": 1.0, "epoch": 3.030869971936389, "flow_matching_loss": 0.06763473823666573, "grad_norm": 0.2322627454996109, "h_stock_valid_norm": 99.70625915527344, "invalid_tail_samples": 22.1, "learning_rate": 9.908416146888376e-05, "loss": 0.0809, "positive_teacher_pairs": 27251.6, "query_h_norm_ratio": 0.450050950050354, "relation_loss": 0.01329807536676526, "selected_pairs": 27251.6, "step": 3240, "student_distance_mean": 33.37382011413574, "teacher_distance_mean": 0.8468757092952728, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.01329807536676526, "weighted_relation_loss": 0.01329807536676526 }, { "action_query_batch_std": 0.515308392047882, "action_query_norm": 44.867607498168944, "action_relation_loss": 0.013853865303099155, "auxiliary_loss_weight": 1.0, "epoch": 3.0402245088868103, "flow_matching_loss": 0.06708218418061733, "grad_norm": 0.23984794318675995, "h_stock_valid_norm": 97.84249496459961, "invalid_tail_samples": 26.0, "learning_rate": 9.907363099029175e-05, "loss": 0.0809, "positive_teacher_pairs": 26344.2, "query_h_norm_ratio": 0.4585763931274414, "relation_loss": 0.013853865303099155, "selected_pairs": 26344.2, "step": 3250, "student_distance_mean": 33.28035755157471, "teacher_distance_mean": 0.8584413230419159, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.013853865303099155, "weighted_relation_loss": 0.013853865303099155 }, { "action_query_batch_std": 0.5299156606197357, "action_query_norm": 44.877645874023436, "action_relation_loss": 0.012419957388192415, "auxiliary_loss_weight": 1.0, "epoch": 3.049579045837231, "flow_matching_loss": 0.06591284610331058, "grad_norm": 0.16592708230018616, "h_stock_valid_norm": 98.26368637084961, "invalid_tail_samples": 22.2, "learning_rate": 9.906304088261073e-05, "loss": 0.0783, "positive_teacher_pairs": 27233.9, "query_h_norm_ratio": 0.456722104549408, "relation_loss": 0.012419957388192415, "selected_pairs": 27233.9, "step": 3260, "student_distance_mean": 34.2536205291748, "teacher_distance_mean": 0.8638660430908203, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.012419957388192415, "weighted_relation_loss": 0.012419957388192415 }, { "action_query_batch_std": 0.5173866808414459, "action_query_norm": 44.868014907836915, "action_relation_loss": 0.013137732073664666, "auxiliary_loss_weight": 1.0, "epoch": 3.058933582787652, "flow_matching_loss": 0.06786725893616677, "grad_norm": 0.15208810567855835, "h_stock_valid_norm": 98.70737915039062, "invalid_tail_samples": 23.8, "learning_rate": 9.905239115870872e-05, "loss": 0.081, "positive_teacher_pairs": 26854.1, "query_h_norm_ratio": 0.4545659124851227, "relation_loss": 0.013137732073664666, "selected_pairs": 26854.1, "step": 3270, "student_distance_mean": 33.396205520629884, "teacher_distance_mean": 0.8606993377208709, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.013137732073664666, "weighted_relation_loss": 0.013137732073664666 }, { "action_query_batch_std": 0.5208124160766602, "action_query_norm": 44.870314025878905, "action_relation_loss": 0.01339796120300889, "auxiliary_loss_weight": 1.0, "epoch": 3.068288119738073, "flow_matching_loss": 0.06923269182443618, "grad_norm": 0.14290525019168854, "h_stock_valid_norm": 98.43113555908204, "invalid_tail_samples": 23.7, "learning_rate": 9.90416818315261e-05, "loss": 0.0826, "positive_teacher_pairs": 26877.9, "query_h_norm_ratio": 0.45585917532444, "relation_loss": 0.01339796120300889, "selected_pairs": 26877.9, "step": 3280, "student_distance_mean": 33.67946090698242, "teacher_distance_mean": 0.8533940613269806, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.01339796120300889, "weighted_relation_loss": 0.01339796120300889 }, { "action_query_batch_std": 0.5181260824203491, "action_query_norm": 44.866865158081055, "action_relation_loss": 0.012625083420425653, "auxiliary_loss_weight": 1.0, "epoch": 3.077642656688494, "flow_matching_loss": 0.0659210193902254, "grad_norm": 0.17549562454223633, "h_stock_valid_norm": 98.67531814575196, "invalid_tail_samples": 22.4, "learning_rate": 9.903091291407573e-05, "loss": 0.0785, "positive_teacher_pairs": 27170.2, "query_h_norm_ratio": 0.454696848988533, "relation_loss": 0.012625083420425653, "selected_pairs": 27170.2, "step": 3290, "student_distance_mean": 33.5160415649414, "teacher_distance_mean": 0.8505284786224365, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.012625083420425653, "weighted_relation_loss": 0.012625083420425653 }, { "action_query_batch_std": 0.5076682001352311, "action_query_norm": 44.85648155212402, "action_relation_loss": 0.012681588903069497, "auxiliary_loss_weight": 1.0, "epoch": 3.086997193638915, "flow_matching_loss": 0.06705792620778084, "grad_norm": 0.1297617405653, "h_stock_valid_norm": 99.31215896606446, "invalid_tail_samples": 23.3, "learning_rate": 9.902008441944286e-05, "loss": 0.0797, "positive_teacher_pairs": 26972.9, "query_h_norm_ratio": 0.4516758233308792, "relation_loss": 0.012681588903069497, "selected_pairs": 26972.9, "step": 3300, "student_distance_mean": 33.04341907501221, "teacher_distance_mean": 0.8576529145240783, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.012681588903069497, "weighted_relation_loss": 0.012681588903069497 }, { "action_query_batch_std": 0.4956227481365204, "action_query_norm": 44.84522171020508, "action_relation_loss": 0.012468622252345084, "auxiliary_loss_weight": 1.0, "epoch": 3.096351730589336, "flow_matching_loss": 0.06392119005322457, "grad_norm": 0.16827915608882904, "h_stock_valid_norm": 99.52605285644532, "invalid_tail_samples": 26.5, "learning_rate": 9.900919636078512e-05, "loss": 0.0764, "positive_teacher_pairs": 26237.4, "query_h_norm_ratio": 0.4505900353193283, "relation_loss": 0.012468622252345084, "selected_pairs": 26237.4, "step": 3310, "student_distance_mean": 32.254266548156735, "teacher_distance_mean": 0.8495611548423767, "valid_action_samples": 229.5, "weighted_auxiliary_loss": 0.012468622252345084, "weighted_relation_loss": 0.012468622252345084 }, { "action_query_batch_std": 0.5099608123302459, "action_query_norm": 44.852356338500975, "action_relation_loss": 0.013596051838248968, "auxiliary_loss_weight": 1.0, "epoch": 3.1057062675397566, "flow_matching_loss": 0.06599277667701245, "grad_norm": 0.12546513974666595, "h_stock_valid_norm": 99.90172576904297, "invalid_tail_samples": 23.6, "learning_rate": 9.899824875133255e-05, "loss": 0.0796, "positive_teacher_pairs": 26895.5, "query_h_norm_ratio": 0.44896776378154757, "relation_loss": 0.013596051838248968, "selected_pairs": 26895.5, "step": 3320, "student_distance_mean": 32.94673461914063, "teacher_distance_mean": 0.859937185049057, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.013596051838248968, "weighted_relation_loss": 0.013596051838248968 }, { "action_query_batch_std": 0.5061692297458649, "action_query_norm": 44.85001335144043, "action_relation_loss": 0.012491501867771149, "auxiliary_loss_weight": 1.0, "epoch": 3.1150608044901777, "flow_matching_loss": 0.06565787978470325, "grad_norm": 0.13509105145931244, "h_stock_valid_norm": 98.77723083496093, "invalid_tail_samples": 23.9, "learning_rate": 9.898724160438749e-05, "loss": 0.0781, "positive_teacher_pairs": 26834.6, "query_h_norm_ratio": 0.45406619012355803, "relation_loss": 0.012491501867771149, "selected_pairs": 26834.6, "step": 3330, "student_distance_mean": 32.792525100708005, "teacher_distance_mean": 0.855983418226242, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.012491501867771149, "weighted_relation_loss": 0.012491501867771149 }, { "action_query_batch_std": 0.4896200120449066, "action_query_norm": 44.83704452514648, "action_relation_loss": 0.012868446204811335, "auxiliary_loss_weight": 1.0, "epoch": 3.124415341440599, "flow_matching_loss": 0.06671848632395268, "grad_norm": 0.21789494156837463, "h_stock_valid_norm": 97.26913375854492, "invalid_tail_samples": 22.4, "learning_rate": 9.89761749333247e-05, "loss": 0.0796, "positive_teacher_pairs": 27175.2, "query_h_norm_ratio": 0.4609676420688629, "relation_loss": 0.012868446204811335, "selected_pairs": 27175.2, "step": 3340, "student_distance_mean": 31.827914810180665, "teacher_distance_mean": 0.8491860032081604, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.012868446204811335, "weighted_relation_loss": 0.012868446204811335 }, { "action_query_batch_std": 0.49566497206687926, "action_query_norm": 44.83794898986817, "action_relation_loss": 0.012338275648653507, "auxiliary_loss_weight": 1.0, "epoch": 3.1337698783910195, "flow_matching_loss": 0.06815672293305397, "grad_norm": 0.17399738729000092, "h_stock_valid_norm": 97.63404159545898, "invalid_tail_samples": 22.8, "learning_rate": 9.896504875159122e-05, "loss": 0.0805, "positive_teacher_pairs": 27089.8, "query_h_norm_ratio": 0.45924916565418245, "relation_loss": 0.012338275648653507, "selected_pairs": 27089.8, "step": 3350, "student_distance_mean": 32.1144681930542, "teacher_distance_mean": 0.84996777176857, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.012338275648653507, "weighted_relation_loss": 0.012338275648653507 }, { "action_query_batch_std": 0.506155526638031, "action_query_norm": 44.844655227661136, "action_relation_loss": 0.012507654540240765, "auxiliary_loss_weight": 1.0, "epoch": 3.1431244153414406, "flow_matching_loss": 0.06956948861479759, "grad_norm": 0.1594768464565277, "h_stock_valid_norm": 98.64067459106445, "invalid_tail_samples": 22.2, "learning_rate": 9.89538630727064e-05, "loss": 0.0821, "positive_teacher_pairs": 27230.4, "query_h_norm_ratio": 0.45463171899318694, "relation_loss": 0.012507654540240765, "selected_pairs": 27230.4, "step": 3360, "student_distance_mean": 32.7463623046875, "teacher_distance_mean": 0.8571313560009003, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.012507654540240765, "weighted_relation_loss": 0.012507654540240765 }, { "action_query_batch_std": 0.5054249137639999, "action_query_norm": 44.84410400390625, "action_relation_loss": 0.01276294095441699, "auxiliary_loss_weight": 1.0, "epoch": 3.1524789522918617, "flow_matching_loss": 0.06771559603512287, "grad_norm": 0.19414597749710083, "h_stock_valid_norm": 99.47249832153321, "invalid_tail_samples": 26.3, "learning_rate": 9.894261791026189e-05, "loss": 0.0805, "positive_teacher_pairs": 26273.9, "query_h_norm_ratio": 0.45082347095012665, "relation_loss": 0.01276294095441699, "selected_pairs": 26273.9, "step": 3370, "student_distance_mean": 32.66902179718018, "teacher_distance_mean": 0.8493212580680847, "valid_action_samples": 229.7, "weighted_auxiliary_loss": 0.01276294095441699, "weighted_relation_loss": 0.01276294095441699 }, { "action_query_batch_std": 0.5065421044826508, "action_query_norm": 44.84460029602051, "action_relation_loss": 0.012160942424088717, "auxiliary_loss_weight": 1.0, "epoch": 3.1618334892422824, "flow_matching_loss": 0.06603635922074318, "grad_norm": 0.20807935297489166, "h_stock_valid_norm": 99.33045120239258, "invalid_tail_samples": 21.5, "learning_rate": 9.893131327792165e-05, "loss": 0.0782, "positive_teacher_pairs": 27385.8, "query_h_norm_ratio": 0.45147387981414794, "relation_loss": 0.012160942424088717, "selected_pairs": 27385.8, "step": 3380, "student_distance_mean": 32.96933174133301, "teacher_distance_mean": 0.8537519752979279, "valid_action_samples": 234.5, "weighted_auxiliary_loss": 0.012160942424088717, "weighted_relation_loss": 0.012160942424088717 }, { "action_query_batch_std": 0.5026831597089767, "action_query_norm": 44.842838287353516, "action_relation_loss": 0.013157035503536463, "auxiliary_loss_weight": 1.0, "epoch": 3.1711880261927035, "flow_matching_loss": 0.06629006788134575, "grad_norm": 0.2342747002840042, "h_stock_valid_norm": 98.9029426574707, "invalid_tail_samples": 23.1, "learning_rate": 9.891994918942182e-05, "loss": 0.0794, "positive_teacher_pairs": 27008.0, "query_h_norm_ratio": 0.4534059077501297, "relation_loss": 0.013157035503536463, "selected_pairs": 27008.0, "step": 3390, "student_distance_mean": 32.665893745422366, "teacher_distance_mean": 0.8435348927974701, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.013157035503536463, "weighted_relation_loss": 0.013157035503536463 }, { "action_query_batch_std": 0.5146339535713196, "action_query_norm": 44.84969711303711, "action_relation_loss": 0.012196247465908527, "auxiliary_loss_weight": 1.0, "epoch": 3.1805425631431246, "flow_matching_loss": 0.06836279183626175, "grad_norm": 0.16849909722805023, "h_stock_valid_norm": 98.4238899230957, "invalid_tail_samples": 23.1, "learning_rate": 9.890852565857092e-05, "loss": 0.0806, "positive_teacher_pairs": 27017.3, "query_h_norm_ratio": 0.4556866198778152, "relation_loss": 0.012196247465908527, "selected_pairs": 27017.3, "step": 3400, "student_distance_mean": 33.26848850250244, "teacher_distance_mean": 0.8525424063205719, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.012196247465908527, "weighted_relation_loss": 0.012196247465908527 }, { "action_query_batch_std": 0.5058676481246949, "action_query_norm": 44.838704681396486, "action_relation_loss": 0.012230671476572752, "auxiliary_loss_weight": 1.0, "epoch": 3.189897100093545, "flow_matching_loss": 0.06440422162413598, "grad_norm": 0.1606782078742981, "h_stock_valid_norm": 98.0839126586914, "invalid_tail_samples": 22.3, "learning_rate": 9.889704269924954e-05, "loss": 0.0766, "positive_teacher_pairs": 27201.0, "query_h_norm_ratio": 0.45716781318187716, "relation_loss": 0.012230671476572752, "selected_pairs": 27201.0, "step": 3410, "student_distance_mean": 32.71620388031006, "teacher_distance_mean": 0.8470631837844849, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.012230671476572752, "weighted_relation_loss": 0.012230671476572752 }, { "action_query_batch_std": 0.5008967012166977, "action_query_norm": 44.83229370117188, "action_relation_loss": 0.01258381325751543, "auxiliary_loss_weight": 1.0, "epoch": 3.1992516370439663, "flow_matching_loss": 0.06545821838080883, "grad_norm": 0.14648647606372833, "h_stock_valid_norm": 97.56851730346679, "invalid_tail_samples": 24.1, "learning_rate": 9.888550032541059e-05, "loss": 0.078, "positive_teacher_pairs": 26783.7, "query_h_norm_ratio": 0.4595008432865143, "relation_loss": 0.01258381325751543, "selected_pairs": 26783.7, "step": 3420, "student_distance_mean": 32.480329513549805, "teacher_distance_mean": 0.8597241044044495, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.01258381325751543, "weighted_relation_loss": 0.01258381325751543 }, { "action_query_batch_std": 0.5117923438549041, "action_query_norm": 44.84153022766113, "action_relation_loss": 0.013033248577266931, "auxiliary_loss_weight": 1.0, "epoch": 3.2086061739943874, "flow_matching_loss": 0.0667386680841446, "grad_norm": 0.19509895145893097, "h_stock_valid_norm": 97.76771697998046, "invalid_tail_samples": 23.3, "learning_rate": 9.887389855107916e-05, "loss": 0.0798, "positive_teacher_pairs": 26970.5, "query_h_norm_ratio": 0.4586618274450302, "relation_loss": 0.013033248577266931, "selected_pairs": 26970.5, "step": 3430, "student_distance_mean": 33.29692459106445, "teacher_distance_mean": 0.8554693102836609, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.013033248577266931, "weighted_relation_loss": 0.013033248577266931 }, { "action_query_batch_std": 0.5118651419878006, "action_query_norm": 44.8410587310791, "action_relation_loss": 0.01238656770437956, "auxiliary_loss_weight": 1.0, "epoch": 3.217960710944808, "flow_matching_loss": 0.06632857955992222, "grad_norm": 0.16938981413841248, "h_stock_valid_norm": 97.6088981628418, "invalid_tail_samples": 24.8, "learning_rate": 9.886223739035248e-05, "loss": 0.0787, "positive_teacher_pairs": 26622.7, "query_h_norm_ratio": 0.459397566318512, "relation_loss": 0.01238656770437956, "selected_pairs": 26622.7, "step": 3440, "student_distance_mean": 33.264982032775876, "teacher_distance_mean": 0.8550926983356476, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.01238656770437956, "weighted_relation_loss": 0.01238656770437956 }, { "action_query_batch_std": 0.49799594283103943, "action_query_norm": 44.829532623291016, "action_relation_loss": 0.012745926715433597, "auxiliary_loss_weight": 1.0, "epoch": 3.227315247895229, "flow_matching_loss": 0.06590913385152816, "grad_norm": 0.1669769138097763, "h_stock_valid_norm": 98.5540771484375, "invalid_tail_samples": 25.9, "learning_rate": 9.885051685739997e-05, "loss": 0.0787, "positive_teacher_pairs": 26367.4, "query_h_norm_ratio": 0.4548888772726059, "relation_loss": 0.012745926715433597, "selected_pairs": 26367.4, "step": 3450, "student_distance_mean": 32.28721599578857, "teacher_distance_mean": 0.8480401992797851, "valid_action_samples": 230.1, "weighted_auxiliary_loss": 0.012745926715433597, "weighted_relation_loss": 0.012745926715433597 }, { "action_query_batch_std": 0.5085396766662598, "action_query_norm": 44.834913635253905, "action_relation_loss": 0.012621988542377949, "auxiliary_loss_weight": 1.0, "epoch": 3.2366697848456503, "flow_matching_loss": 0.06345022395253182, "grad_norm": 0.16788612306118011, "h_stock_valid_norm": 99.87663879394532, "invalid_tail_samples": 22.2, "learning_rate": 9.883873696646316e-05, "loss": 0.0761, "positive_teacher_pairs": 27223.7, "query_h_norm_ratio": 0.4489103138446808, "relation_loss": 0.012621988542377949, "selected_pairs": 27223.7, "step": 3460, "student_distance_mean": 32.80252914428711, "teacher_distance_mean": 0.847366988658905, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.012621988542377949, "weighted_relation_loss": 0.012621988542377949 }, { "action_query_batch_std": 0.5076210826635361, "action_query_norm": 44.829515838623045, "action_relation_loss": 0.012090552970767022, "auxiliary_loss_weight": 1.0, "epoch": 3.246024321796071, "flow_matching_loss": 0.06481264270842076, "grad_norm": 0.20257094502449036, "h_stock_valid_norm": 98.6068733215332, "invalid_tail_samples": 23.5, "learning_rate": 9.882689773185575e-05, "loss": 0.0769, "positive_teacher_pairs": 26931.8, "query_h_norm_ratio": 0.45464012026786804, "relation_loss": 0.012090552970767022, "selected_pairs": 26931.8, "step": 3470, "student_distance_mean": 32.812690544128415, "teacher_distance_mean": 0.8628615856170654, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.012090552970767022, "weighted_relation_loss": 0.012090552970767022 }, { "action_query_batch_std": 0.5019003331661225, "action_query_norm": 44.82595329284668, "action_relation_loss": 0.01277344934642315, "auxiliary_loss_weight": 1.0, "epoch": 3.255378858746492, "flow_matching_loss": 0.0662090502679348, "grad_norm": 0.2041889727115631, "h_stock_valid_norm": 97.80864181518555, "invalid_tail_samples": 23.0, "learning_rate": 9.881499916796353e-05, "loss": 0.079, "positive_teacher_pairs": 27037.1, "query_h_norm_ratio": 0.45830526649951936, "relation_loss": 0.01277344934642315, "selected_pairs": 27037.1, "step": 3480, "student_distance_mean": 32.456806373596194, "teacher_distance_mean": 0.8491572678089142, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.01277344934642315, "weighted_relation_loss": 0.01277344934642315 }, { "action_query_batch_std": 0.5122037142515182, "action_query_norm": 44.83481864929199, "action_relation_loss": 0.012097228970378637, "auxiliary_loss_weight": 1.0, "epoch": 3.264733395696913, "flow_matching_loss": 0.06451640836894512, "grad_norm": 0.21785122156143188, "h_stock_valid_norm": 98.85410995483399, "invalid_tail_samples": 25.0, "learning_rate": 9.880304128924434e-05, "loss": 0.0766, "positive_teacher_pairs": 26569.1, "query_h_norm_ratio": 0.45354841351509095, "relation_loss": 0.012097228970378637, "selected_pairs": 26569.1, "step": 3490, "student_distance_mean": 33.08220024108887, "teacher_distance_mean": 0.8524312853813172, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.012097228970378637, "weighted_relation_loss": 0.012097228970378637 }, { "action_query_batch_std": 0.5035680294036865, "action_query_norm": 44.824263381958005, "action_relation_loss": 0.012492317240685225, "auxiliary_loss_weight": 1.0, "epoch": 3.2740879326473338, "flow_matching_loss": 0.06757698580622673, "grad_norm": 0.2237052619457245, "h_stock_valid_norm": 98.64139862060547, "invalid_tail_samples": 27.1, "learning_rate": 9.879102411022817e-05, "loss": 0.0801, "positive_teacher_pairs": 26096.5, "query_h_norm_ratio": 0.45441880226135256, "relation_loss": 0.012492317240685225, "selected_pairs": 26096.5, "step": 3500, "student_distance_mean": 32.81528282165527, "teacher_distance_mean": 0.8566227793693543, "valid_action_samples": 228.9, "weighted_auxiliary_loss": 0.012492317240685225, "weighted_relation_loss": 0.012492317240685225 }, { "action_query_batch_std": 0.4973651707172394, "action_query_norm": 44.821532821655275, "action_relation_loss": 0.01212446829304099, "auxiliary_loss_weight": 1.0, "epoch": 3.283442469597755, "flow_matching_loss": 0.06367933303117752, "grad_norm": 0.17837722599506378, "h_stock_valid_norm": 98.61347351074218, "invalid_tail_samples": 22.5, "learning_rate": 9.877894764551703e-05, "loss": 0.0758, "positive_teacher_pairs": 27153.3, "query_h_norm_ratio": 0.45451884865760805, "relation_loss": 0.01212446829304099, "selected_pairs": 27153.3, "step": 3510, "student_distance_mean": 32.18064651489258, "teacher_distance_mean": 0.850921905040741, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.01212446829304099, "weighted_relation_loss": 0.01212446829304099 }, { "action_query_batch_std": 0.5048966318368912, "action_query_norm": 44.82093734741211, "action_relation_loss": 0.01253509558737278, "auxiliary_loss_weight": 1.0, "epoch": 3.292797006548176, "flow_matching_loss": 0.0649195708334446, "grad_norm": 0.22508656978607178, "h_stock_valid_norm": 98.3462028503418, "invalid_tail_samples": 24.0, "learning_rate": 9.876681190978494e-05, "loss": 0.0775, "positive_teacher_pairs": 26804.7, "query_h_norm_ratio": 0.4557522773742676, "relation_loss": 0.01253509558737278, "selected_pairs": 26804.7, "step": 3520, "student_distance_mean": 33.001441383361815, "teacher_distance_mean": 0.8571419894695282, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.01253509558737278, "weighted_relation_loss": 0.01253509558737278 }, { "action_query_batch_std": 0.496637237071991, "action_query_norm": 44.814633178710935, "action_relation_loss": 0.012830225564539433, "auxiliary_loss_weight": 1.0, "epoch": 3.3021515434985966, "flow_matching_loss": 0.06611145846545696, "grad_norm": 0.15277725458145142, "h_stock_valid_norm": 97.72845687866212, "invalid_tail_samples": 27.0, "learning_rate": 9.875461691777797e-05, "loss": 0.0789, "positive_teacher_pairs": 26123.5, "query_h_norm_ratio": 0.45856676399707796, "relation_loss": 0.012830225564539433, "selected_pairs": 26123.5, "step": 3530, "student_distance_mean": 32.365123176574706, "teacher_distance_mean": 0.8495124757289887, "valid_action_samples": 229.0, "weighted_auxiliary_loss": 0.012830225564539433, "weighted_relation_loss": 0.012830225564539433 }, { "action_query_batch_std": 0.4997890293598175, "action_query_norm": 44.81747741699219, "action_relation_loss": 0.012643952388316393, "auxiliary_loss_weight": 1.0, "epoch": 3.3115060804490177, "flow_matching_loss": 0.06544643938541413, "grad_norm": 0.1939007043838501, "h_stock_valid_norm": 97.55257644653321, "invalid_tail_samples": 25.0, "learning_rate": 9.874236268431417e-05, "loss": 0.0781, "positive_teacher_pairs": 26579.6, "query_h_norm_ratio": 0.45942570865154264, "relation_loss": 0.012643952388316393, "selected_pairs": 26579.6, "step": 3540, "student_distance_mean": 32.50272064208984, "teacher_distance_mean": 0.8535836279392243, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.012643952388316393, "weighted_relation_loss": 0.012643952388316393 }, { "action_query_batch_std": 0.49796323776245116, "action_query_norm": 44.81388053894043, "action_relation_loss": 0.012522973027080298, "auxiliary_loss_weight": 1.0, "epoch": 3.320860617399439, "flow_matching_loss": 0.06336755491793156, "grad_norm": 0.170602485537529, "h_stock_valid_norm": 98.334033203125, "invalid_tail_samples": 24.0, "learning_rate": 9.873004922428361e-05, "loss": 0.0759, "positive_teacher_pairs": 26803.9, "query_h_norm_ratio": 0.45573248863220217, "relation_loss": 0.012522973027080298, "selected_pairs": 26803.9, "step": 3550, "student_distance_mean": 32.29709262847901, "teacher_distance_mean": 0.8448196709156036, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.012522973027080298, "weighted_relation_loss": 0.012522973027080298 }, { "action_query_batch_std": 0.5009707391262055, "action_query_norm": 44.81199493408203, "action_relation_loss": 0.01186894355341792, "auxiliary_loss_weight": 1.0, "epoch": 3.33021515434986, "flow_matching_loss": 0.06356335617601871, "grad_norm": 0.1607057750225067, "h_stock_valid_norm": 98.1215690612793, "invalid_tail_samples": 25.3, "learning_rate": 9.871767655264829e-05, "loss": 0.0754, "positive_teacher_pairs": 26502.2, "query_h_norm_ratio": 0.45669967532157896, "relation_loss": 0.01186894355341792, "selected_pairs": 26502.2, "step": 3560, "student_distance_mean": 32.53197975158692, "teacher_distance_mean": 0.8650893807411194, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.01186894355341792, "weighted_relation_loss": 0.01186894355341792 }, { "action_query_batch_std": 0.49410092532634736, "action_query_norm": 44.80797653198242, "action_relation_loss": 0.012094830255955457, "auxiliary_loss_weight": 1.0, "epoch": 3.3395696913002806, "flow_matching_loss": 0.06482175402343274, "grad_norm": 0.12321729958057404, "h_stock_valid_norm": 98.13626480102539, "invalid_tail_samples": 20.3, "learning_rate": 9.87052446844422e-05, "loss": 0.0769, "positive_teacher_pairs": 27664.0, "query_h_norm_ratio": 0.45659506916999815, "relation_loss": 0.012094830255955457, "selected_pairs": 27664.0, "step": 3570, "student_distance_mean": 32.08930263519287, "teacher_distance_mean": 0.8562560498714447, "valid_action_samples": 235.7, "weighted_auxiliary_loss": 0.012094830255955457, "weighted_relation_loss": 0.012094830255955457 }, { "action_query_batch_std": 0.5044446110725402, "action_query_norm": 44.81128158569336, "action_relation_loss": 0.012194901332259178, "auxiliary_loss_weight": 1.0, "epoch": 3.3489242282507017, "flow_matching_loss": 0.06849560588598251, "grad_norm": 0.1521085500717163, "h_stock_valid_norm": 97.87093505859374, "invalid_tail_samples": 20.6, "learning_rate": 9.869275363477122e-05, "loss": 0.0807, "positive_teacher_pairs": 27594.8, "query_h_norm_ratio": 0.4578662544488907, "relation_loss": 0.012194901332259178, "selected_pairs": 27594.8, "step": 3580, "student_distance_mean": 32.607235717773435, "teacher_distance_mean": 0.8611296951770783, "valid_action_samples": 235.4, "weighted_auxiliary_loss": 0.012194901332259178, "weighted_relation_loss": 0.012194901332259178 }, { "action_query_batch_std": 0.5129182159900665, "action_query_norm": 44.81862373352051, "action_relation_loss": 0.012497267685830593, "auxiliary_loss_weight": 1.0, "epoch": 3.3582787652011223, "flow_matching_loss": 0.06394922249019146, "grad_norm": 0.13241393864154816, "h_stock_valid_norm": 97.84585494995117, "invalid_tail_samples": 20.9, "learning_rate": 9.868020341881312e-05, "loss": 0.0764, "positive_teacher_pairs": 27530.4, "query_h_norm_ratio": 0.4580544322729111, "relation_loss": 0.012497267685830593, "selected_pairs": 27530.4, "step": 3590, "student_distance_mean": 33.1215482711792, "teacher_distance_mean": 0.8567508161067963, "valid_action_samples": 235.1, "weighted_auxiliary_loss": 0.012497267685830593, "weighted_relation_loss": 0.012497267685830593 }, { "action_query_batch_std": 0.5006458938121796, "action_query_norm": 44.807289123535156, "action_relation_loss": 0.012370216194540262, "auxiliary_loss_weight": 1.0, "epoch": 3.3676333021515434, "flow_matching_loss": 0.0669910717755556, "grad_norm": 0.225408136844635, "h_stock_valid_norm": 97.88192443847656, "invalid_tail_samples": 21.8, "learning_rate": 9.866759405181765e-05, "loss": 0.0794, "positive_teacher_pairs": 27323.8, "query_h_norm_ratio": 0.4577755868434906, "relation_loss": 0.012370216194540262, "selected_pairs": 27323.8, "step": 3600, "student_distance_mean": 32.41963920593262, "teacher_distance_mean": 0.8557819366455078, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.012370216194540262, "weighted_relation_loss": 0.012370216194540262 }, { "action_query_batch_std": 0.4980050832033157, "action_query_norm": 44.806932830810545, "action_relation_loss": 0.012668316345661878, "auxiliary_loss_weight": 1.0, "epoch": 3.3769878391019645, "flow_matching_loss": 0.0649641688913107, "grad_norm": 0.2771157920360565, "h_stock_valid_norm": 98.30689163208008, "invalid_tail_samples": 25.9, "learning_rate": 9.865492554910633e-05, "loss": 0.0776, "positive_teacher_pairs": 26366.8, "query_h_norm_ratio": 0.4557895451784134, "relation_loss": 0.012668316345661878, "selected_pairs": 26366.8, "step": 3610, "student_distance_mean": 32.458466148376466, "teacher_distance_mean": 0.8546540439128876, "valid_action_samples": 230.1, "weighted_auxiliary_loss": 0.012668316345661878, "weighted_relation_loss": 0.012668316345661878 }, { "action_query_batch_std": 0.5041222989559173, "action_query_norm": 44.80606536865234, "action_relation_loss": 0.013074235431849957, "auxiliary_loss_weight": 1.0, "epoch": 3.3863423760523856, "flow_matching_loss": 0.06493264734745026, "grad_norm": 0.2393505722284317, "h_stock_valid_norm": 98.04418640136718, "invalid_tail_samples": 23.2, "learning_rate": 9.864219792607262e-05, "loss": 0.078, "positive_teacher_pairs": 26994.0, "query_h_norm_ratio": 0.4570008635520935, "relation_loss": 0.013074235431849957, "selected_pairs": 26994.0, "step": 3620, "student_distance_mean": 32.73797740936279, "teacher_distance_mean": 0.861390370130539, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.013074235431849957, "weighted_relation_loss": 0.013074235431849957 }, { "action_query_batch_std": 0.4904329627752304, "action_query_norm": 44.795284271240234, "action_relation_loss": 0.012436020746827125, "auxiliary_loss_weight": 1.0, "epoch": 3.3956969130028063, "flow_matching_loss": 0.06439851149916649, "grad_norm": 0.19064001739025116, "h_stock_valid_norm": 97.27951889038086, "invalid_tail_samples": 22.5, "learning_rate": 9.862941119818177e-05, "loss": 0.0768, "positive_teacher_pairs": 27164.5, "query_h_norm_ratio": 0.46048844456672666, "relation_loss": 0.012436020746827125, "selected_pairs": 27164.5, "step": 3630, "student_distance_mean": 31.72595958709717, "teacher_distance_mean": 0.8485789775848389, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.012436020746827125, "weighted_relation_loss": 0.012436020746827125 }, { "action_query_batch_std": 0.4934786707162857, "action_query_norm": 44.79739875793457, "action_relation_loss": 0.012703343015164136, "auxiliary_loss_weight": 1.0, "epoch": 3.4050514499532274, "flow_matching_loss": 0.06638289801776409, "grad_norm": 0.1464066058397293, "h_stock_valid_norm": 96.86415786743164, "invalid_tail_samples": 21.6, "learning_rate": 9.861656538097086e-05, "loss": 0.0791, "positive_teacher_pairs": 27365.8, "query_h_norm_ratio": 0.46247977018356323, "relation_loss": 0.012703343015164136, "selected_pairs": 27365.8, "step": 3640, "student_distance_mean": 32.00673637390137, "teacher_distance_mean": 0.8466773867607117, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.012703343015164136, "weighted_relation_loss": 0.012703343015164136 }, { "action_query_batch_std": 0.503039824962616, "action_query_norm": 44.79855499267578, "action_relation_loss": 0.012943998537957668, "auxiliary_loss_weight": 1.0, "epoch": 3.414405986903648, "flow_matching_loss": 0.06473740451037883, "grad_norm": 0.16475477814674377, "h_stock_valid_norm": 97.36906280517579, "invalid_tail_samples": 23.3, "learning_rate": 9.860366049004877e-05, "loss": 0.0777, "positive_teacher_pairs": 26963.9, "query_h_norm_ratio": 0.4600940614938736, "relation_loss": 0.012943998537957668, "selected_pairs": 26963.9, "step": 3650, "student_distance_mean": 32.87341461181641, "teacher_distance_mean": 0.8561480700969696, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.012943998537957668, "weighted_relation_loss": 0.012943998537957668 }, { "action_query_batch_std": 0.5030219852924347, "action_query_norm": 44.79931716918945, "action_relation_loss": 0.012355739902704953, "auxiliary_loss_weight": 1.0, "epoch": 3.423760523854069, "flow_matching_loss": 0.0652408417314291, "grad_norm": 0.19839277863502502, "h_stock_valid_norm": 98.05226516723633, "invalid_tail_samples": 23.4, "learning_rate": 9.859069654109615e-05, "loss": 0.0776, "positive_teacher_pairs": 26942.7, "query_h_norm_ratio": 0.4568979412317276, "relation_loss": 0.012355739902704953, "selected_pairs": 26942.7, "step": 3660, "student_distance_mean": 32.68153095245361, "teacher_distance_mean": 0.8544001579284668, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.012355739902704953, "weighted_relation_loss": 0.012355739902704953 }, { "action_query_batch_std": 0.4998233139514923, "action_query_norm": 44.78957061767578, "action_relation_loss": 0.01309727570042014, "auxiliary_loss_weight": 1.0, "epoch": 3.4331150608044902, "flow_matching_loss": 0.0630221951752901, "grad_norm": 0.26230689883232117, "h_stock_valid_norm": 97.49541473388672, "invalid_tail_samples": 25.1, "learning_rate": 9.857767354986545e-05, "loss": 0.0761, "positive_teacher_pairs": 26559.0, "query_h_norm_ratio": 0.45941172540187836, "relation_loss": 0.01309727570042014, "selected_pairs": 26559.0, "step": 3670, "student_distance_mean": 32.44059505462646, "teacher_distance_mean": 0.861267375946045, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.01309727570042014, "weighted_relation_loss": 0.01309727570042014 }, { "action_query_batch_std": 0.49066882133483886, "action_query_norm": 44.77815895080566, "action_relation_loss": 0.012805395107716323, "auxiliary_loss_weight": 1.0, "epoch": 3.4424695977549113, "flow_matching_loss": 0.06414306424558162, "grad_norm": 0.2623308300971985, "h_stock_valid_norm": 96.86018905639648, "invalid_tail_samples": 24.8, "learning_rate": 9.856459153218078e-05, "loss": 0.0769, "positive_teacher_pairs": 26618.7, "query_h_norm_ratio": 0.46229877769947053, "relation_loss": 0.012805395107716323, "selected_pairs": 26618.7, "step": 3680, "student_distance_mean": 31.964279556274413, "teacher_distance_mean": 0.8439852118492126, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.012805395107716323, "weighted_relation_loss": 0.012805395107716323 }, { "action_query_batch_std": 0.49755253195762633, "action_query_norm": 44.78201065063477, "action_relation_loss": 0.013147445581853389, "auxiliary_loss_weight": 1.0, "epoch": 3.451824134705332, "flow_matching_loss": 0.06467083990573883, "grad_norm": 0.20372620224952698, "h_stock_valid_norm": 97.12646865844727, "invalid_tail_samples": 25.5, "learning_rate": 9.855145050393808e-05, "loss": 0.0778, "positive_teacher_pairs": 26457.6, "query_h_norm_ratio": 0.46107394993305206, "relation_loss": 0.013147445581853389, "selected_pairs": 26457.6, "step": 3690, "student_distance_mean": 32.2555477142334, "teacher_distance_mean": 0.8572499692440033, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.013147445581853389, "weighted_relation_loss": 0.013147445581853389 }, { "action_query_batch_std": 0.5057856947183609, "action_query_norm": 44.78556938171387, "action_relation_loss": 0.012620511651039123, "auxiliary_loss_weight": 1.0, "epoch": 3.461178671655753, "flow_matching_loss": 0.06472216583788395, "grad_norm": 0.14871491491794586, "h_stock_valid_norm": 97.46234588623047, "invalid_tail_samples": 23.9, "learning_rate": 9.85382504811049e-05, "loss": 0.0773, "positive_teacher_pairs": 26831.6, "query_h_norm_ratio": 0.45952342450618744, "relation_loss": 0.012620511651039123, "selected_pairs": 26831.6, "step": 3700, "student_distance_mean": 32.96997623443603, "teacher_distance_mean": 0.8528892695903778, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.012620511651039123, "weighted_relation_loss": 0.012620511651039123 }, { "action_query_batch_std": 0.5062130361795425, "action_query_norm": 44.79176406860351, "action_relation_loss": 0.012707559019327163, "auxiliary_loss_weight": 1.0, "epoch": 3.4705332086061738, "flow_matching_loss": 0.06566533520817756, "grad_norm": 0.15645736455917358, "h_stock_valid_norm": 97.50680084228516, "invalid_tail_samples": 22.1, "learning_rate": 9.852499147972054e-05, "loss": 0.0784, "positive_teacher_pairs": 27253.7, "query_h_norm_ratio": 0.45937432050704957, "relation_loss": 0.012707559019327163, "selected_pairs": 27253.7, "step": 3710, "student_distance_mean": 32.847947692871095, "teacher_distance_mean": 0.8499199032783509, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.012707559019327163, "weighted_relation_loss": 0.012707559019327163 }, { "action_query_batch_std": 0.5052340000867843, "action_query_norm": 44.78567199707031, "action_relation_loss": 0.011614924296736717, "auxiliary_loss_weight": 1.0, "epoch": 3.479887745556595, "flow_matching_loss": 0.06524085961282253, "grad_norm": 0.18559493124485016, "h_stock_valid_norm": 97.6681739807129, "invalid_tail_samples": 23.4, "learning_rate": 9.851167351589592e-05, "loss": 0.0769, "positive_teacher_pairs": 26944.6, "query_h_norm_ratio": 0.458550962805748, "relation_loss": 0.011614924296736717, "selected_pairs": 26944.6, "step": 3720, "student_distance_mean": 32.6501989364624, "teacher_distance_mean": 0.86103395819664, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.011614924296736717, "weighted_relation_loss": 0.011614924296736717 }, { "action_query_batch_std": 0.5147742509841919, "action_query_norm": 44.79120292663574, "action_relation_loss": 0.011765156500041484, "auxiliary_loss_weight": 1.0, "epoch": 3.489242282507016, "flow_matching_loss": 0.06703385673463344, "grad_norm": 0.18515408039093018, "h_stock_valid_norm": 98.04786071777343, "invalid_tail_samples": 24.2, "learning_rate": 9.849829660581363e-05, "loss": 0.0788, "positive_teacher_pairs": 26756.8, "query_h_norm_ratio": 0.4568368226289749, "relation_loss": 0.011765156500041484, "selected_pairs": 26756.8, "step": 3730, "student_distance_mean": 33.27156867980957, "teacher_distance_mean": 0.8642394661903381, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.011765156500041484, "weighted_relation_loss": 0.011765156500041484 }, { "action_query_batch_std": 0.5128304600715637, "action_query_norm": 44.788096237182614, "action_relation_loss": 0.012825441174209118, "auxiliary_loss_weight": 1.0, "epoch": 3.498596819457437, "flow_matching_loss": 0.06735937744379043, "grad_norm": 0.14494825899600983, "h_stock_valid_norm": 96.91286773681641, "invalid_tail_samples": 23.8, "learning_rate": 9.848486076572787e-05, "loss": 0.0802, "positive_teacher_pairs": 26853.2, "query_h_norm_ratio": 0.4621626824140549, "relation_loss": 0.012825441174209118, "selected_pairs": 26853.2, "step": 3740, "student_distance_mean": 33.294979858398435, "teacher_distance_mean": 0.8681586503982544, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.012825441174209118, "weighted_relation_loss": 0.012825441174209118 }, { "action_query_batch_std": 0.503338173031807, "action_query_norm": 44.782990264892575, "action_relation_loss": 0.01246678614988923, "auxiliary_loss_weight": 1.0, "epoch": 3.5079513564078577, "flow_matching_loss": 0.06419788561761379, "grad_norm": 0.17803896963596344, "h_stock_valid_norm": 96.77884216308594, "invalid_tail_samples": 22.2, "learning_rate": 9.847136601196446e-05, "loss": 0.0767, "positive_teacher_pairs": 27221.8, "query_h_norm_ratio": 0.4627410411834717, "relation_loss": 0.01246678614988923, "selected_pairs": 27221.8, "step": 3750, "student_distance_mean": 32.75820598602295, "teacher_distance_mean": 0.8481390655040741, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.01246678614988923, "weighted_relation_loss": 0.01246678614988923 }, { "action_query_batch_std": 0.5000562340021133, "action_query_norm": 44.77436294555664, "action_relation_loss": 0.012373638711869717, "auxiliary_loss_weight": 1.0, "epoch": 3.517305893358279, "flow_matching_loss": 0.06758014224469662, "grad_norm": 0.22852753102779388, "h_stock_valid_norm": 97.40702514648437, "invalid_tail_samples": 24.0, "learning_rate": 9.845781236092078e-05, "loss": 0.08, "positive_teacher_pairs": 26802.9, "query_h_norm_ratio": 0.4596639066934586, "relation_loss": 0.012373638711869717, "selected_pairs": 26802.9, "step": 3760, "student_distance_mean": 32.46127128601074, "teacher_distance_mean": 0.8561072766780853, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.012373638711869717, "weighted_relation_loss": 0.012373638711869717 }, { "action_query_batch_std": 0.5006859362125397, "action_query_norm": 44.77229766845703, "action_relation_loss": 0.012246330082416535, "auxiliary_loss_weight": 1.0, "epoch": 3.5266604303086995, "flow_matching_loss": 0.0680889755487442, "grad_norm": 0.18698503077030182, "h_stock_valid_norm": 97.96782531738282, "invalid_tail_samples": 27.1, "learning_rate": 9.844419982906583e-05, "loss": 0.0803, "positive_teacher_pairs": 26096.2, "query_h_norm_ratio": 0.45702114701271057, "relation_loss": 0.012246330082416535, "selected_pairs": 26096.2, "step": 3770, "student_distance_mean": 32.55522899627685, "teacher_distance_mean": 0.857233464717865, "valid_action_samples": 228.9, "weighted_auxiliary_loss": 0.012246330082416535, "weighted_relation_loss": 0.012246330082416535 }, { "action_query_batch_std": 0.5068958759307861, "action_query_norm": 44.77577514648438, "action_relation_loss": 0.012069155927747488, "auxiliary_loss_weight": 1.0, "epoch": 3.5360149672591206, "flow_matching_loss": 0.06688151136040688, "grad_norm": 0.18234391510486603, "h_stock_valid_norm": 99.69877319335937, "invalid_tail_samples": 24.7, "learning_rate": 9.843052843294008e-05, "loss": 0.079, "positive_teacher_pairs": 26648.6, "query_h_norm_ratio": 0.44912917613983155, "relation_loss": 0.012069155927747488, "selected_pairs": 26648.6, "step": 3780, "student_distance_mean": 32.88885555267334, "teacher_distance_mean": 0.8598987340927124, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.012069155927747488, "weighted_relation_loss": 0.012069155927747488 }, { "action_query_batch_std": 0.49789121448993684, "action_query_norm": 44.767595291137695, "action_relation_loss": 0.01255653090775013, "auxiliary_loss_weight": 1.0, "epoch": 3.5453695042095417, "flow_matching_loss": 0.06491978578269482, "grad_norm": 0.28539860248565674, "h_stock_valid_norm": 100.72485733032227, "invalid_tail_samples": 24.5, "learning_rate": 9.841679818915559e-05, "loss": 0.0775, "positive_teacher_pairs": 26686.9, "query_h_norm_ratio": 0.4444582462310791, "relation_loss": 0.01255653090775013, "selected_pairs": 26686.9, "step": 3790, "student_distance_mean": 32.473723602294925, "teacher_distance_mean": 0.8510994851589203, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.01255653090775013, "weighted_relation_loss": 0.01255653090775013 }, { "action_query_batch_std": 0.5046996504068375, "action_query_norm": 44.765966796875, "action_relation_loss": 0.012239484954625368, "auxiliary_loss_weight": 1.0, "epoch": 3.5547240411599628, "flow_matching_loss": 0.06492916010320186, "grad_norm": 0.22499065101146698, "h_stock_valid_norm": 100.77685775756837, "invalid_tail_samples": 25.8, "learning_rate": 9.840300911439591e-05, "loss": 0.0772, "positive_teacher_pairs": 26385.9, "query_h_norm_ratio": 0.44421366751194, "relation_loss": 0.012239484954625368, "selected_pairs": 26385.9, "step": 3800, "student_distance_mean": 32.864422988891604, "teacher_distance_mean": 0.851911437511444, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.012239484954625368, "weighted_relation_loss": 0.012239484954625368 }, { "action_query_batch_std": 0.5092077255249023, "action_query_norm": 44.772546005249026, "action_relation_loss": 0.013146471418440341, "auxiliary_loss_weight": 1.0, "epoch": 3.5640785781103834, "flow_matching_loss": 0.068349289894104, "grad_norm": 0.18108929693698883, "h_stock_valid_norm": 99.16161575317383, "invalid_tail_samples": 22.6, "learning_rate": 9.838916122541603e-05, "loss": 0.0815, "positive_teacher_pairs": 27129.3, "query_h_norm_ratio": 0.45156060457229613, "relation_loss": 0.013146471418440341, "selected_pairs": 27129.3, "step": 3810, "student_distance_mean": 33.107849502563475, "teacher_distance_mean": 0.862323659658432, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.013146471418440341, "weighted_relation_loss": 0.013146471418440341 }, { "action_query_batch_std": 0.4951993376016617, "action_query_norm": 44.75776596069336, "action_relation_loss": 0.012666534818708896, "auxiliary_loss_weight": 1.0, "epoch": 3.5734331150608045, "flow_matching_loss": 0.06549479924142361, "grad_norm": 0.20154550671577454, "h_stock_valid_norm": 96.59283981323242, "invalid_tail_samples": 25.0, "learning_rate": 9.837525453904246e-05, "loss": 0.0782, "positive_teacher_pairs": 26584.5, "query_h_norm_ratio": 0.4633713126182556, "relation_loss": 0.012666534818708896, "selected_pairs": 26584.5, "step": 3820, "student_distance_mean": 32.218800735473636, "teacher_distance_mean": 0.8469612061977386, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.012666534818708896, "weighted_relation_loss": 0.012666534818708896 }, { "action_query_batch_std": 0.5073511838912964, "action_query_norm": 44.768804931640624, "action_relation_loss": 0.012267236690968275, "auxiliary_loss_weight": 1.0, "epoch": 3.582787652011225, "flow_matching_loss": 0.06581128165125846, "grad_norm": 0.18928715586662292, "h_stock_valid_norm": 97.12501678466796, "invalid_tail_samples": 23.7, "learning_rate": 9.836128907217314e-05, "loss": 0.0781, "positive_teacher_pairs": 26873.1, "query_h_norm_ratio": 0.4609450399875641, "relation_loss": 0.012267236690968275, "selected_pairs": 26873.1, "step": 3830, "student_distance_mean": 32.98854522705078, "teacher_distance_mean": 0.8674036204814911, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.012267236690968275, "weighted_relation_loss": 0.012267236690968275 }, { "action_query_batch_std": 0.4962958574295044, "action_query_norm": 44.7613338470459, "action_relation_loss": 0.012436643708497286, "auxiliary_loss_weight": 1.0, "epoch": 3.5921421889616463, "flow_matching_loss": 0.06527865566313266, "grad_norm": 0.14024657011032104, "h_stock_valid_norm": 97.80292587280273, "invalid_tail_samples": 22.9, "learning_rate": 9.834726484177743e-05, "loss": 0.0777, "positive_teacher_pairs": 27064.6, "query_h_norm_ratio": 0.45768057107925414, "relation_loss": 0.012436643708497286, "selected_pairs": 27064.6, "step": 3840, "student_distance_mean": 32.3802375793457, "teacher_distance_mean": 0.8484031856060028, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.012436643708497286, "weighted_relation_loss": 0.012436643708497286 }, { "action_query_batch_std": 0.5014595210552215, "action_query_norm": 44.76242523193359, "action_relation_loss": 0.012623950839042664, "auxiliary_loss_weight": 1.0, "epoch": 3.6014967259120674, "flow_matching_loss": 0.06906629502773284, "grad_norm": 0.19247296452522278, "h_stock_valid_norm": 98.16304168701171, "invalid_tail_samples": 25.5, "learning_rate": 9.833318186489609e-05, "loss": 0.0817, "positive_teacher_pairs": 26455.8, "query_h_norm_ratio": 0.4560044378042221, "relation_loss": 0.012623950839042664, "selected_pairs": 26455.8, "step": 3850, "student_distance_mean": 32.687373352050784, "teacher_distance_mean": 0.8613184511661529, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.012623950839042664, "weighted_relation_loss": 0.012623950839042664 }, { "action_query_batch_std": 0.5107043236494064, "action_query_norm": 44.76896362304687, "action_relation_loss": 0.012162028625607491, "auxiliary_loss_weight": 1.0, "epoch": 3.6108512628624885, "flow_matching_loss": 0.06441294774413109, "grad_norm": 0.14624907076358795, "h_stock_valid_norm": 97.53990020751954, "invalid_tail_samples": 22.0, "learning_rate": 9.831904015864126e-05, "loss": 0.0766, "positive_teacher_pairs": 27270.3, "query_h_norm_ratio": 0.45899082720279694, "relation_loss": 0.012162028625607491, "selected_pairs": 27270.3, "step": 3860, "student_distance_mean": 33.232424926757815, "teacher_distance_mean": 0.8603314578533172, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.012162028625607491, "weighted_relation_loss": 0.012162028625607491 }, { "action_query_batch_std": 0.5008806645870209, "action_query_norm": 44.759091186523435, "action_relation_loss": 0.012580766901373863, "auxiliary_loss_weight": 1.0, "epoch": 3.620205799812909, "flow_matching_loss": 0.06415498666465283, "grad_norm": 0.20273198187351227, "h_stock_valid_norm": 98.89377975463867, "invalid_tail_samples": 23.8, "learning_rate": 9.830483974019645e-05, "loss": 0.0767, "positive_teacher_pairs": 26848.1, "query_h_norm_ratio": 0.4526046276092529, "relation_loss": 0.012580766901373863, "selected_pairs": 26848.1, "step": 3870, "student_distance_mean": 32.52336826324463, "teacher_distance_mean": 0.8484033107757568, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.012580766901373863, "weighted_relation_loss": 0.012580766901373863 }, { "action_query_batch_std": 0.4980372488498688, "action_query_norm": 44.75508003234863, "action_relation_loss": 0.012367087788879872, "auxiliary_loss_weight": 1.0, "epoch": 3.6295603367633302, "flow_matching_loss": 0.06711448356509209, "grad_norm": 0.24335655570030212, "h_stock_valid_norm": 99.26194458007812, "invalid_tail_samples": 22.8, "learning_rate": 9.82905806268165e-05, "loss": 0.0795, "positive_teacher_pairs": 27089.5, "query_h_norm_ratio": 0.4508819967508316, "relation_loss": 0.012367087788879872, "selected_pairs": 27089.5, "step": 3880, "student_distance_mean": 32.39482822418213, "teacher_distance_mean": 0.8506798863410949, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.012367087788879872, "weighted_relation_loss": 0.012367087788879872 }, { "action_query_batch_std": 0.4988353341817856, "action_query_norm": 44.75344886779785, "action_relation_loss": 0.012337959744036198, "auxiliary_loss_weight": 1.0, "epoch": 3.6389148737137513, "flow_matching_loss": 0.06695900708436966, "grad_norm": 0.20758822560310364, "h_stock_valid_norm": 99.628271484375, "invalid_tail_samples": 22.3, "learning_rate": 9.82762628358276e-05, "loss": 0.0793, "positive_teacher_pairs": 27197.4, "query_h_norm_ratio": 0.44920879006385805, "relation_loss": 0.012337959744036198, "selected_pairs": 27197.4, "step": 3890, "student_distance_mean": 32.40538005828857, "teacher_distance_mean": 0.8552921831607818, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.012337959744036198, "weighted_relation_loss": 0.012337959744036198 }, { "action_query_batch_std": 0.5016614466905593, "action_query_norm": 44.7579833984375, "action_relation_loss": 0.0121180459856987, "auxiliary_loss_weight": 1.0, "epoch": 3.648269410664172, "flow_matching_loss": 0.06738460548222065, "grad_norm": 0.1710558384656906, "h_stock_valid_norm": 98.98529052734375, "invalid_tail_samples": 23.1, "learning_rate": 9.826188638462718e-05, "loss": 0.0795, "positive_teacher_pairs": 27010.7, "query_h_norm_ratio": 0.4521710485219955, "relation_loss": 0.0121180459856987, "selected_pairs": 27010.7, "step": 3900, "student_distance_mean": 32.53814697265625, "teacher_distance_mean": 0.8569932401180267, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0121180459856987, "weighted_relation_loss": 0.0121180459856987 }, { "action_query_batch_std": 0.4973900705575943, "action_query_norm": 44.752709197998044, "action_relation_loss": 0.012029391340911388, "auxiliary_loss_weight": 1.0, "epoch": 3.657623947614593, "flow_matching_loss": 0.06679116785526276, "grad_norm": 0.17932623624801636, "h_stock_valid_norm": 97.52615051269531, "invalid_tail_samples": 21.6, "learning_rate": 9.824745129068402e-05, "loss": 0.0788, "positive_teacher_pairs": 27371.1, "query_h_norm_ratio": 0.4588885486125946, "relation_loss": 0.012029391340911388, "selected_pairs": 27371.1, "step": 3910, "student_distance_mean": 32.271823692321775, "teacher_distance_mean": 0.8559970617294311, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.012029391340911388, "weighted_relation_loss": 0.012029391340911388 }, { "action_query_batch_std": 0.4926137387752533, "action_query_norm": 44.749477005004884, "action_relation_loss": 0.012384537048637867, "auxiliary_loss_weight": 1.0, "epoch": 3.666978484565014, "flow_matching_loss": 0.0633243590593338, "grad_norm": 0.16539771854877472, "h_stock_valid_norm": 96.49797821044922, "invalid_tail_samples": 22.4, "learning_rate": 9.82329575715381e-05, "loss": 0.0757, "positive_teacher_pairs": 27181.1, "query_h_norm_ratio": 0.4637400388717651, "relation_loss": 0.012384537048637867, "selected_pairs": 27181.1, "step": 3920, "student_distance_mean": 32.018812561035155, "teacher_distance_mean": 0.852099722623825, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.012384537048637867, "weighted_relation_loss": 0.012384537048637867 }, { "action_query_batch_std": 0.48565883934497833, "action_query_norm": 44.73593292236328, "action_relation_loss": 0.012727680336683988, "auxiliary_loss_weight": 1.0, "epoch": 3.676333021515435, "flow_matching_loss": 0.06589670442044734, "grad_norm": 0.17991390824317932, "h_stock_valid_norm": 97.89198150634766, "invalid_tail_samples": 24.0, "learning_rate": 9.821840524480066e-05, "loss": 0.0786, "positive_teacher_pairs": 26801.4, "query_h_norm_ratio": 0.4570006012916565, "relation_loss": 0.012727680336683988, "selected_pairs": 26801.4, "step": 3930, "student_distance_mean": 31.764649391174316, "teacher_distance_mean": 0.8567519426345825, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.012727680336683988, "weighted_relation_loss": 0.012727680336683988 }, { "action_query_batch_std": 0.49551369845867155, "action_query_norm": 44.74156188964844, "action_relation_loss": 0.012398014403879642, "auxiliary_loss_weight": 1.0, "epoch": 3.685687558465856, "flow_matching_loss": 0.06245317943394184, "grad_norm": 0.1392868012189865, "h_stock_valid_norm": 98.83936004638672, "invalid_tail_samples": 24.3, "learning_rate": 9.820379432815414e-05, "loss": 0.0749, "positive_teacher_pairs": 26735.2, "query_h_norm_ratio": 0.4526721179485321, "relation_loss": 0.012398014403879642, "selected_pairs": 26735.2, "step": 3940, "student_distance_mean": 32.08341827392578, "teacher_distance_mean": 0.8521925926208496, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.012398014403879642, "weighted_relation_loss": 0.012398014403879642 }, { "action_query_batch_std": 0.5020648598670959, "action_query_norm": 44.74746131896973, "action_relation_loss": 0.012529667839407921, "auxiliary_loss_weight": 1.0, "epoch": 3.695042095416277, "flow_matching_loss": 0.06667602919042111, "grad_norm": 0.21207495033740997, "h_stock_valid_norm": 99.68838729858399, "invalid_tail_samples": 24.0, "learning_rate": 9.81891248393522e-05, "loss": 0.0792, "positive_teacher_pairs": 26802.2, "query_h_norm_ratio": 0.44887966215610503, "relation_loss": 0.012529667839407921, "selected_pairs": 26802.2, "step": 3950, "student_distance_mean": 32.66852626800537, "teacher_distance_mean": 0.8720831096172332, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.012529667839407921, "weighted_relation_loss": 0.012529667839407921 }, { "action_query_batch_std": 0.48891113996505736, "action_query_norm": 44.73695602416992, "action_relation_loss": 0.011883874703198672, "auxiliary_loss_weight": 1.0, "epoch": 3.7043966323666977, "flow_matching_loss": 0.06375327967107296, "grad_norm": 0.16446268558502197, "h_stock_valid_norm": 99.23433303833008, "invalid_tail_samples": 22.2, "learning_rate": 9.817439679621963e-05, "loss": 0.0756, "positive_teacher_pairs": 27225.0, "query_h_norm_ratio": 0.45084753036499026, "relation_loss": 0.011883874703198672, "selected_pairs": 27225.0, "step": 3960, "student_distance_mean": 31.75687255859375, "teacher_distance_mean": 0.8568024277687073, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.011883874703198672, "weighted_relation_loss": 0.011883874703198672 }, { "action_query_batch_std": 0.4865871131420135, "action_query_norm": 44.73028030395508, "action_relation_loss": 0.012367331702262164, "auxiliary_loss_weight": 1.0, "epoch": 3.713751169317119, "flow_matching_loss": 0.06798743642866611, "grad_norm": 0.1744118183851242, "h_stock_valid_norm": 97.17819061279297, "invalid_tail_samples": 24.0, "learning_rate": 9.815961021665243e-05, "loss": 0.0804, "positive_teacher_pairs": 26802.7, "query_h_norm_ratio": 0.4602989614009857, "relation_loss": 0.012367331702262164, "selected_pairs": 26802.7, "step": 3970, "student_distance_mean": 31.913373756408692, "teacher_distance_mean": 0.8558969020843505, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.012367331702262164, "weighted_relation_loss": 0.012367331702262164 }, { "action_query_batch_std": 0.4907973200082779, "action_query_norm": 44.73333740234375, "action_relation_loss": 0.011684397142380476, "auxiliary_loss_weight": 1.0, "epoch": 3.72310570626754, "flow_matching_loss": 0.06307297237217427, "grad_norm": 0.210206538438797, "h_stock_valid_norm": 96.47980346679688, "invalid_tail_samples": 25.8, "learning_rate": 9.814476511861763e-05, "loss": 0.0748, "positive_teacher_pairs": 26387.8, "query_h_norm_ratio": 0.46366012990474703, "relation_loss": 0.011684397142380476, "selected_pairs": 26387.8, "step": 3980, "student_distance_mean": 32.01730155944824, "teacher_distance_mean": 0.8586973011493683, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.011684397142380476, "weighted_relation_loss": 0.011684397142380476 }, { "action_query_batch_std": 0.4925226032733917, "action_query_norm": 44.73072395324707, "action_relation_loss": 0.011757891532033682, "auxiliary_loss_weight": 1.0, "epoch": 3.7324602432179605, "flow_matching_loss": 0.06320951879024506, "grad_norm": 0.18127548694610596, "h_stock_valid_norm": 96.33652267456054, "invalid_tail_samples": 25.3, "learning_rate": 9.812986152015348e-05, "loss": 0.075, "positive_teacher_pairs": 26509.3, "query_h_norm_ratio": 0.46432062387466433, "relation_loss": 0.011757891532033682, "selected_pairs": 26509.3, "step": 3990, "student_distance_mean": 32.05198497772217, "teacher_distance_mean": 0.8543035745620727, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.011757891532033682, "weighted_relation_loss": 0.011757891532033682 }, { "action_query_batch_std": 0.4935669392347336, "action_query_norm": 44.73046188354492, "action_relation_loss": 0.011845844238996506, "auxiliary_loss_weight": 1.0, "epoch": 3.7418147801683816, "flow_matching_loss": 0.06421531774103642, "grad_norm": 0.1943231225013733, "h_stock_valid_norm": 96.70641784667968, "invalid_tail_samples": 23.4, "learning_rate": 9.811489943936922e-05, "loss": 0.0761, "positive_teacher_pairs": 26943.1, "query_h_norm_ratio": 0.4625485002994537, "relation_loss": 0.011845844238996506, "selected_pairs": 26943.1, "step": 4000, "student_distance_mean": 32.13370761871338, "teacher_distance_mean": 0.8514031767845154, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.011845844238996506, "weighted_relation_loss": 0.011845844238996506 }, { "action_query_batch_std": 0.5011854022741318, "action_query_norm": 44.738748168945314, "action_relation_loss": 0.012656252179294825, "auxiliary_loss_weight": 1.0, "epoch": 3.7511693171188027, "flow_matching_loss": 0.06173973940312862, "grad_norm": 0.16000927984714508, "h_stock_valid_norm": 97.57085952758788, "invalid_tail_samples": 21.7, "learning_rate": 9.809987889444522e-05, "loss": 0.0744, "positive_teacher_pairs": 27343.5, "query_h_norm_ratio": 0.45853704810142515, "relation_loss": 0.012656252179294825, "selected_pairs": 27343.5, "step": 4010, "student_distance_mean": 32.66053581237793, "teacher_distance_mean": 0.854298448562622, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.012656252179294825, "weighted_relation_loss": 0.012656252179294825 }, { "action_query_batch_std": 0.48903111517429354, "action_query_norm": 44.72982559204102, "action_relation_loss": 0.012366307713091374, "auxiliary_loss_weight": 1.0, "epoch": 3.7605238540692234, "flow_matching_loss": 0.0641534835100174, "grad_norm": 0.16483472287654877, "h_stock_valid_norm": 98.33391647338867, "invalid_tail_samples": 24.7, "learning_rate": 9.808479990363282e-05, "loss": 0.0765, "positive_teacher_pairs": 26659.5, "query_h_norm_ratio": 0.4548788607120514, "relation_loss": 0.012366307713091374, "selected_pairs": 26659.5, "step": 4020, "student_distance_mean": 31.967527389526367, "teacher_distance_mean": 0.8535185158252716, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.012366307713091374, "weighted_relation_loss": 0.012366307713091374 }, { "action_query_batch_std": 0.48919505774974825, "action_query_norm": 44.72597961425781, "action_relation_loss": 0.011889457330107689, "auxiliary_loss_weight": 1.0, "epoch": 3.7698783910196445, "flow_matching_loss": 0.06545942090451717, "grad_norm": 0.22778578102588654, "h_stock_valid_norm": 98.20366516113282, "invalid_tail_samples": 23.7, "learning_rate": 9.806966248525445e-05, "loss": 0.0773, "positive_teacher_pairs": 26875.0, "query_h_norm_ratio": 0.45544224977493286, "relation_loss": 0.011889457330107689, "selected_pairs": 26875.0, "step": 4030, "student_distance_mean": 31.91651153564453, "teacher_distance_mean": 0.8642067015171051, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.011889457330107689, "weighted_relation_loss": 0.011889457330107689 }, { "action_query_batch_std": 0.4928360879421234, "action_query_norm": 44.725968551635745, "action_relation_loss": 0.011894396692514419, "auxiliary_loss_weight": 1.0, "epoch": 3.7792329279700656, "flow_matching_loss": 0.06244695074856281, "grad_norm": 0.2144189178943634, "h_stock_valid_norm": 96.80264053344726, "invalid_tail_samples": 24.1, "learning_rate": 9.805446665770348e-05, "loss": 0.0743, "positive_teacher_pairs": 26783.4, "query_h_norm_ratio": 0.46204309463500975, "relation_loss": 0.011894396692514419, "selected_pairs": 26783.4, "step": 4040, "student_distance_mean": 32.23985824584961, "teacher_distance_mean": 0.8530355513095855, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.011894396692514419, "weighted_relation_loss": 0.011894396692514419 }, { "action_query_batch_std": 0.48980326652526857, "action_query_norm": 44.723136520385744, "action_relation_loss": 0.011566008999943733, "auxiliary_loss_weight": 1.0, "epoch": 3.7885874649204867, "flow_matching_loss": 0.06484203301370144, "grad_norm": 0.2089051902294159, "h_stock_valid_norm": 96.15190963745117, "invalid_tail_samples": 22.3, "learning_rate": 9.803921243944429e-05, "loss": 0.0764, "positive_teacher_pairs": 27195.7, "query_h_norm_ratio": 0.4651321232318878, "relation_loss": 0.011566008999943733, "selected_pairs": 27195.7, "step": 4050, "student_distance_mean": 31.937775230407716, "teacher_distance_mean": 0.8537177801132202, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.011566008999943733, "weighted_relation_loss": 0.011566008999943733 }, { "action_query_batch_std": 0.4977730095386505, "action_query_norm": 44.72646560668945, "action_relation_loss": 0.01211509583517909, "auxiliary_loss_weight": 1.0, "epoch": 3.7979420018709074, "flow_matching_loss": 0.06573328860104084, "grad_norm": 0.15724951028823853, "h_stock_valid_norm": 97.17886199951172, "invalid_tail_samples": 24.5, "learning_rate": 9.802389984901218e-05, "loss": 0.0778, "positive_teacher_pairs": 26687.4, "query_h_norm_ratio": 0.46026033759117124, "relation_loss": 0.01211509583517909, "selected_pairs": 26687.4, "step": 4060, "student_distance_mean": 32.39351825714111, "teacher_distance_mean": 0.8590235590934754, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.01211509583517909, "weighted_relation_loss": 0.01211509583517909 }, { "action_query_batch_std": 0.4796783685684204, "action_query_norm": 44.708357620239255, "action_relation_loss": 0.012137691397219897, "auxiliary_loss_weight": 1.0, "epoch": 3.8072965388213285, "flow_matching_loss": 0.06463386379182338, "grad_norm": 0.20134060084819794, "h_stock_valid_norm": 97.2824104309082, "invalid_tail_samples": 23.8, "learning_rate": 9.80085289050134e-05, "loss": 0.0768, "positive_teacher_pairs": 26848.1, "query_h_norm_ratio": 0.4595796674489975, "relation_loss": 0.012137691397219897, "selected_pairs": 26848.1, "step": 4070, "student_distance_mean": 31.215640449523924, "teacher_distance_mean": 0.8438610851764679, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.012137691397219897, "weighted_relation_loss": 0.012137691397219897 }, { "action_query_batch_std": 0.476587301492691, "action_query_norm": 44.70201530456543, "action_relation_loss": 0.01251853546127677, "auxiliary_loss_weight": 1.0, "epoch": 3.816651075771749, "flow_matching_loss": 0.06661474406719207, "grad_norm": 0.20474332571029663, "h_stock_valid_norm": 98.05000228881836, "invalid_tail_samples": 22.1, "learning_rate": 9.799309962612508e-05, "loss": 0.0791, "positive_teacher_pairs": 27242.0, "query_h_norm_ratio": 0.45591698586940765, "relation_loss": 0.01251853546127677, "selected_pairs": 27242.0, "step": 4080, "student_distance_mean": 30.946748542785645, "teacher_distance_mean": 0.8461915612220764, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.01251853546127677, "weighted_relation_loss": 0.01251853546127677 }, { "action_query_batch_std": 0.49646500051021575, "action_query_norm": 44.72224349975586, "action_relation_loss": 0.012071727588772774, "auxiliary_loss_weight": 1.0, "epoch": 3.82600561272217, "flow_matching_loss": 0.06387505270540714, "grad_norm": 0.12817952036857605, "h_stock_valid_norm": 98.97472915649413, "invalid_tail_samples": 23.7, "learning_rate": 9.797761203109527e-05, "loss": 0.0759, "positive_teacher_pairs": 26869.9, "query_h_norm_ratio": 0.4518586307764053, "relation_loss": 0.012071727588772774, "selected_pairs": 26869.9, "step": 4090, "student_distance_mean": 32.41423988342285, "teacher_distance_mean": 0.8660725295543671, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.012071727588772774, "weighted_relation_loss": 0.012071727588772774 }, { "action_query_batch_std": 0.49525006413459777, "action_query_norm": 44.71897087097168, "action_relation_loss": 0.011929974704980851, "auxiliary_loss_weight": 1.0, "epoch": 3.8353601496725913, "flow_matching_loss": 0.0627901803702116, "grad_norm": 0.14107996225357056, "h_stock_valid_norm": 99.22732772827149, "invalid_tail_samples": 22.0, "learning_rate": 9.796206613874283e-05, "loss": 0.0747, "positive_teacher_pairs": 27269.9, "query_h_norm_ratio": 0.4506823092699051, "relation_loss": 0.011929974704980851, "selected_pairs": 27269.9, "step": 4100, "student_distance_mean": 32.32077198028564, "teacher_distance_mean": 0.8584900915622711, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.011929974704980851, "weighted_relation_loss": 0.011929974704980851 }, { "action_query_batch_std": 0.4931157737970352, "action_query_norm": 44.71880111694336, "action_relation_loss": 0.012348782457411289, "auxiliary_loss_weight": 1.0, "epoch": 3.8447146866230124, "flow_matching_loss": 0.06276600584387779, "grad_norm": 0.1523396223783493, "h_stock_valid_norm": 97.42144241333008, "invalid_tail_samples": 22.8, "learning_rate": 9.794646196795754e-05, "loss": 0.0751, "positive_teacher_pairs": 27082.6, "query_h_norm_ratio": 0.45903458893299104, "relation_loss": 0.012348782457411289, "selected_pairs": 27082.6, "step": 4110, "student_distance_mean": 32.079802703857425, "teacher_distance_mean": 0.8581604957580566, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.012348782457411289, "weighted_relation_loss": 0.012348782457411289 }, { "action_query_batch_std": 0.4892886370420456, "action_query_norm": 44.709743118286134, "action_relation_loss": 0.011934395786374808, "auxiliary_loss_weight": 1.0, "epoch": 3.854069223573433, "flow_matching_loss": 0.06360470689833164, "grad_norm": 0.17791353166103363, "h_stock_valid_norm": 97.14489059448242, "invalid_tail_samples": 26.0, "learning_rate": 9.793079953769987e-05, "loss": 0.0755, "positive_teacher_pairs": 26350.1, "query_h_norm_ratio": 0.4602422326803207, "relation_loss": 0.011934395786374808, "selected_pairs": 26350.1, "step": 4120, "student_distance_mean": 31.90547275543213, "teacher_distance_mean": 0.8556612491607666, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.011934395786374808, "weighted_relation_loss": 0.011934395786374808 }, { "action_query_batch_std": 0.4843148797750473, "action_query_norm": 44.705759811401364, "action_relation_loss": 0.012219623941928149, "auxiliary_loss_weight": 1.0, "epoch": 3.863423760523854, "flow_matching_loss": 0.06304322592914105, "grad_norm": 0.13786223530769348, "h_stock_valid_norm": 98.48421478271484, "invalid_tail_samples": 24.2, "learning_rate": 9.79150788670012e-05, "loss": 0.0753, "positive_teacher_pairs": 26756.2, "query_h_norm_ratio": 0.4539639979600906, "relation_loss": 0.012219623941928149, "selected_pairs": 26756.2, "step": 4130, "student_distance_mean": 31.59982509613037, "teacher_distance_mean": 0.8467204988002777, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.012219623941928149, "weighted_relation_loss": 0.012219623941928149 }, { "action_query_batch_std": 0.5021383345127106, "action_query_norm": 44.71746139526367, "action_relation_loss": 0.011798292957246303, "auxiliary_loss_weight": 1.0, "epoch": 3.872778297474275, "flow_matching_loss": 0.06211251094937324, "grad_norm": 0.1456925868988037, "h_stock_valid_norm": 98.65587005615234, "invalid_tail_samples": 22.8, "learning_rate": 9.78992999749636e-05, "loss": 0.0739, "positive_teacher_pairs": 27103.1, "query_h_norm_ratio": 0.45326857566833495, "relation_loss": 0.011798292957246303, "selected_pairs": 27103.1, "step": 4140, "student_distance_mean": 32.5983283996582, "teacher_distance_mean": 0.8560358762741089, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.011798292957246303, "weighted_relation_loss": 0.011798292957246303 }, { "action_query_batch_std": 0.4957401782274246, "action_query_norm": 44.70914001464844, "action_relation_loss": 0.011511268652975559, "auxiliary_loss_weight": 1.0, "epoch": 3.882132834424696, "flow_matching_loss": 0.05925083942711353, "grad_norm": 0.14211450517177582, "h_stock_valid_norm": 98.44928359985352, "invalid_tail_samples": 24.6, "learning_rate": 9.788346288075994e-05, "loss": 0.0708, "positive_teacher_pairs": 26664.0, "query_h_norm_ratio": 0.454136723279953, "relation_loss": 0.011511268652975559, "selected_pairs": 26664.0, "step": 4150, "student_distance_mean": 32.20151214599609, "teacher_distance_mean": 0.8560909986495971, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.011511268652975559, "weighted_relation_loss": 0.011511268652975559 }, { "action_query_batch_std": 0.5020980685949326, "action_query_norm": 44.70951538085937, "action_relation_loss": 0.012686720583587885, "auxiliary_loss_weight": 1.0, "epoch": 3.891487371375117, "flow_matching_loss": 0.06484077535569668, "grad_norm": 0.16020163893699646, "h_stock_valid_norm": 97.36874008178711, "invalid_tail_samples": 24.6, "learning_rate": 9.786756760363373e-05, "loss": 0.0775, "positive_teacher_pairs": 26664.3, "query_h_norm_ratio": 0.459189835190773, "relation_loss": 0.012686720583587885, "selected_pairs": 26664.3, "step": 4160, "student_distance_mean": 32.75017471313477, "teacher_distance_mean": 0.8549234867095947, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.012686720583587885, "weighted_relation_loss": 0.012686720583587885 }, { "action_query_batch_std": 0.48687762916088106, "action_query_norm": 44.692475128173825, "action_relation_loss": 0.011550105549395085, "auxiliary_loss_weight": 1.0, "epoch": 3.900841908325538, "flow_matching_loss": 0.06322018317878246, "grad_norm": 0.19621816277503967, "h_stock_valid_norm": 97.45462112426758, "invalid_tail_samples": 24.0, "learning_rate": 9.78516141628993e-05, "loss": 0.0748, "positive_teacher_pairs": 26811.7, "query_h_norm_ratio": 0.4586184620857239, "relation_loss": 0.011550105549395085, "selected_pairs": 26811.7, "step": 4170, "student_distance_mean": 31.658778953552247, "teacher_distance_mean": 0.8499408423900604, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.011550105549395085, "weighted_relation_loss": 0.011550105549395085 }, { "action_query_batch_std": 0.4834982603788376, "action_query_norm": 44.68993873596192, "action_relation_loss": 0.01161039350554347, "auxiliary_loss_weight": 1.0, "epoch": 3.9101964452759588, "flow_matching_loss": 0.0634170725941658, "grad_norm": 0.1514216810464859, "h_stock_valid_norm": 98.11413116455078, "invalid_tail_samples": 27.2, "learning_rate": 9.783560257794154e-05, "loss": 0.075, "positive_teacher_pairs": 26062.4, "query_h_norm_ratio": 0.455493700504303, "relation_loss": 0.01161039350554347, "selected_pairs": 26062.4, "step": 4180, "student_distance_mean": 31.71172389984131, "teacher_distance_mean": 0.860990172624588, "valid_action_samples": 228.8, "weighted_auxiliary_loss": 0.01161039350554347, "weighted_relation_loss": 0.01161039350554347 }, { "action_query_batch_std": 0.4911423534154892, "action_query_norm": 44.69410667419434, "action_relation_loss": 0.012151943519711494, "auxiliary_loss_weight": 1.0, "epoch": 3.91955098222638, "flow_matching_loss": 0.06475902013480664, "grad_norm": 0.2146235853433609, "h_stock_valid_norm": 97.68422775268554, "invalid_tail_samples": 27.4, "learning_rate": 9.781953286821603e-05, "loss": 0.0769, "positive_teacher_pairs": 26019.4, "query_h_norm_ratio": 0.45755078792572024, "relation_loss": 0.012151943519711494, "selected_pairs": 26019.4, "step": 4190, "student_distance_mean": 32.12355117797851, "teacher_distance_mean": 0.8541475296020508, "valid_action_samples": 228.6, "weighted_auxiliary_loss": 0.012151943519711494, "weighted_relation_loss": 0.012151943519711494 }, { "action_query_batch_std": 0.4886058121919632, "action_query_norm": 44.696729278564455, "action_relation_loss": 0.011705342587083578, "auxiliary_loss_weight": 1.0, "epoch": 3.9289055191768005, "flow_matching_loss": 0.06346636079251766, "grad_norm": 0.18153846263885498, "h_stock_valid_norm": 96.54879760742188, "invalid_tail_samples": 22.6, "learning_rate": 9.780340505324901e-05, "loss": 0.0752, "positive_teacher_pairs": 27131.4, "query_h_norm_ratio": 0.4629499793052673, "relation_loss": 0.011705342587083578, "selected_pairs": 27131.4, "step": 4200, "student_distance_mean": 31.793663024902344, "teacher_distance_mean": 0.8545210659503937, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.011705342587083578, "weighted_relation_loss": 0.011705342587083578 }, { "action_query_batch_std": 0.48631568551063536, "action_query_norm": 44.69388122558594, "action_relation_loss": 0.012468181364238263, "auxiliary_loss_weight": 1.0, "epoch": 3.9382600561272216, "flow_matching_loss": 0.06512399278581142, "grad_norm": 0.1259641796350479, "h_stock_valid_norm": 97.86862640380859, "invalid_tail_samples": 24.3, "learning_rate": 9.778721915263727e-05, "loss": 0.0776, "positive_teacher_pairs": 26735.3, "query_h_norm_ratio": 0.45668198764324186, "relation_loss": 0.012468181364238263, "selected_pairs": 26735.3, "step": 4210, "student_distance_mean": 31.803791427612303, "teacher_distance_mean": 0.849684226512909, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.012468181364238263, "weighted_relation_loss": 0.012468181364238263 }, { "action_query_batch_std": 0.48850697576999663, "action_query_norm": 44.69288444519043, "action_relation_loss": 0.011577840335667134, "auxiliary_loss_weight": 1.0, "epoch": 3.9476145930776427, "flow_matching_loss": 0.06156722269952297, "grad_norm": 0.1836107075214386, "h_stock_valid_norm": 98.32676315307617, "invalid_tail_samples": 26.0, "learning_rate": 9.777097518604824e-05, "loss": 0.0731, "positive_teacher_pairs": 26348.0, "query_h_norm_ratio": 0.454537969827652, "relation_loss": 0.011577840335667134, "selected_pairs": 26348.0, "step": 4220, "student_distance_mean": 31.957689094543458, "teacher_distance_mean": 0.859817099571228, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.011577840335667134, "weighted_relation_loss": 0.011577840335667134 }, { "action_query_batch_std": 0.4939830362796783, "action_query_norm": 44.69771156311035, "action_relation_loss": 0.011711669247597456, "auxiliary_loss_weight": 1.0, "epoch": 3.956969130028064, "flow_matching_loss": 0.061564536020159724, "grad_norm": 0.20274661481380463, "h_stock_valid_norm": 97.2482177734375, "invalid_tail_samples": 26.2, "learning_rate": 9.775467317321984e-05, "loss": 0.0733, "positive_teacher_pairs": 26295.2, "query_h_norm_ratio": 0.4596293121576309, "relation_loss": 0.011711669247597456, "selected_pairs": 26295.2, "step": 4230, "student_distance_mean": 32.30258560180664, "teacher_distance_mean": 0.8584621667861938, "valid_action_samples": 229.8, "weighted_auxiliary_loss": 0.011711669247597456, "weighted_relation_loss": 0.011711669247597456 }, { "action_query_batch_std": 0.4864064782857895, "action_query_norm": 44.687329864501955, "action_relation_loss": 0.011956537701189518, "auxiliary_loss_weight": 1.0, "epoch": 3.9663236669784845, "flow_matching_loss": 0.060270878672599795, "grad_norm": 0.15266776084899902, "h_stock_valid_norm": 97.91023864746094, "invalid_tail_samples": 24.3, "learning_rate": 9.773831313396055e-05, "loss": 0.0722, "positive_teacher_pairs": 26737.3, "query_h_norm_ratio": 0.4564189314842224, "relation_loss": 0.011956537701189518, "selected_pairs": 26737.3, "step": 4240, "student_distance_mean": 31.709935188293457, "teacher_distance_mean": 0.8500476002693176, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.011956537701189518, "weighted_relation_loss": 0.011956537701189518 }, { "action_query_batch_std": 0.48514932096004487, "action_query_norm": 44.67906951904297, "action_relation_loss": 0.011764228995889425, "auxiliary_loss_weight": 1.0, "epoch": 3.9756782039289056, "flow_matching_loss": 0.0629463616758585, "grad_norm": 0.1957734078168869, "h_stock_valid_norm": 98.65422897338867, "invalid_tail_samples": 24.2, "learning_rate": 9.77218950881494e-05, "loss": 0.0747, "positive_teacher_pairs": 26757.6, "query_h_norm_ratio": 0.45289023220539093, "relation_loss": 0.011764228995889425, "selected_pairs": 26757.6, "step": 4250, "student_distance_mean": 31.64683418273926, "teacher_distance_mean": 0.8525583028793335, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.011764228995889425, "weighted_relation_loss": 0.011764228995889425 }, { "action_query_batch_std": 0.4786090701818466, "action_query_norm": 44.676635360717775, "action_relation_loss": 0.01237577125430107, "auxiliary_loss_weight": 1.0, "epoch": 3.9850327408793262, "flow_matching_loss": 0.062339679896831514, "grad_norm": 0.14075328409671783, "h_stock_valid_norm": 98.47944412231445, "invalid_tail_samples": 22.2, "learning_rate": 9.770541905573583e-05, "loss": 0.0747, "positive_teacher_pairs": 27221.4, "query_h_norm_ratio": 0.4536678224802017, "relation_loss": 0.01237577125430107, "selected_pairs": 27221.4, "step": 4260, "student_distance_mean": 31.154992294311523, "teacher_distance_mean": 0.8456102311611176, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.01237577125430107, "weighted_relation_loss": 0.01237577125430107 }, { "action_query_batch_std": 0.4906246572732925, "action_query_norm": 44.67830696105957, "action_relation_loss": 0.011472592037171126, "auxiliary_loss_weight": 1.0, "epoch": 3.9943872778297473, "flow_matching_loss": 0.063986511901021, "grad_norm": 0.21975094079971313, "h_stock_valid_norm": 97.65817413330078, "invalid_tail_samples": 23.5, "learning_rate": 9.768888505673976e-05, "loss": 0.0755, "positive_teacher_pairs": 26926.1, "query_h_norm_ratio": 0.45750282406806947, "relation_loss": 0.011472592037171126, "selected_pairs": 26926.1, "step": 4270, "student_distance_mean": 31.95136375427246, "teacher_distance_mean": 0.8535879731178284, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.011472592037171126, "weighted_relation_loss": 0.011472592037171126 }, { "action_query_batch_std": 0.49029124081134795, "action_query_norm": 44.684488677978514, "action_relation_loss": 0.011864703055471182, "auxiliary_loss_weight": 1.0, "epoch": 4.003741814780168, "flow_matching_loss": 0.062429235130548474, "grad_norm": 0.18626056611537933, "h_stock_valid_norm": 97.80342178344726, "invalid_tail_samples": 22.1, "learning_rate": 9.767229311125162e-05, "loss": 0.0743, "positive_teacher_pairs": 24219.5, "query_h_norm_ratio": 0.4568846493959427, "relation_loss": 0.011864703055471182, "selected_pairs": 24219.5, "step": 4280, "student_distance_mean": 31.959187507629395, "teacher_distance_mean": 0.8598978579044342, "valid_action_samples": 214.0, "weighted_auxiliary_loss": 0.011864703055471182, "weighted_relation_loss": 0.011864703055471182 }, { "action_query_batch_std": 0.48132733404636385, "action_query_norm": 44.67593116760254, "action_relation_loss": 0.01155067915096879, "auxiliary_loss_weight": 1.0, "epoch": 4.0130963517305895, "flow_matching_loss": 0.05924685075879097, "grad_norm": 0.2325945496559143, "h_stock_valid_norm": 97.62627792358398, "invalid_tail_samples": 23.0, "learning_rate": 9.765564323943211e-05, "loss": 0.0708, "positive_teacher_pairs": 27033.7, "query_h_norm_ratio": 0.45762604773044585, "relation_loss": 0.01155067915096879, "selected_pairs": 27033.7, "step": 4290, "student_distance_mean": 31.44678726196289, "teacher_distance_mean": 0.8497637033462524, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.01155067915096879, "weighted_relation_loss": 0.01155067915096879 }, { "action_query_batch_std": 0.4839516252279282, "action_query_norm": 44.67446784973144, "action_relation_loss": 0.010956278629601001, "auxiliary_loss_weight": 1.0, "epoch": 4.022450888681011, "flow_matching_loss": 0.06086861714720726, "grad_norm": 0.24077951908111572, "h_stock_valid_norm": 98.57005004882812, "invalid_tail_samples": 22.7, "learning_rate": 9.763893546151244e-05, "loss": 0.0718, "positive_teacher_pairs": 27106.7, "query_h_norm_ratio": 0.4532294899225235, "relation_loss": 0.010956278629601001, "selected_pairs": 27106.7, "step": 4300, "student_distance_mean": 31.61969566345215, "teacher_distance_mean": 0.8561823725700378, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.010956278629601001, "weighted_relation_loss": 0.010956278629601001 }, { "action_query_batch_std": 0.49132702350616453, "action_query_norm": 44.68361396789551, "action_relation_loss": 0.011174877174198627, "auxiliary_loss_weight": 1.0, "epoch": 4.031805425631431, "flow_matching_loss": 0.06387092508375644, "grad_norm": 0.2245328277349472, "h_stock_valid_norm": 99.06171875, "invalid_tail_samples": 25.2, "learning_rate": 9.762216979779412e-05, "loss": 0.075, "positive_teacher_pairs": 26526.0, "query_h_norm_ratio": 0.45107578337192533, "relation_loss": 0.011174877174198627, "selected_pairs": 26526.0, "step": 4310, "student_distance_mean": 32.04370059967041, "teacher_distance_mean": 0.8548923313617707, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.011174877174198627, "weighted_relation_loss": 0.011174877174198627 }, { "action_query_batch_std": 0.49131631255149844, "action_query_norm": 44.680717849731444, "action_relation_loss": 0.011678330041468144, "auxiliary_loss_weight": 1.0, "epoch": 4.041159962581852, "flow_matching_loss": 0.06245320998132229, "grad_norm": 0.20551294088363647, "h_stock_valid_norm": 98.31324615478516, "invalid_tail_samples": 23.6, "learning_rate": 9.760534626864902e-05, "loss": 0.0741, "positive_teacher_pairs": 26904.8, "query_h_norm_ratio": 0.4544881969690323, "relation_loss": 0.011678330041468144, "selected_pairs": 26904.8, "step": 4320, "student_distance_mean": 32.102206993103025, "teacher_distance_mean": 0.8691844344139099, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.011678330041468144, "weighted_relation_loss": 0.011678330041468144 }, { "action_query_batch_std": 0.48587165474891664, "action_query_norm": 44.67300033569336, "action_relation_loss": 0.01121129048988223, "auxiliary_loss_weight": 1.0, "epoch": 4.050514499532273, "flow_matching_loss": 0.06315078362822532, "grad_norm": 0.17519234120845795, "h_stock_valid_norm": 97.45741958618164, "invalid_tail_samples": 22.6, "learning_rate": 9.758846489451931e-05, "loss": 0.0744, "positive_teacher_pairs": 27129.6, "query_h_norm_ratio": 0.45838998854160307, "relation_loss": 0.01121129048988223, "selected_pairs": 27129.6, "step": 4330, "student_distance_mean": 31.71350841522217, "teacher_distance_mean": 0.854158878326416, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.01121129048988223, "weighted_relation_loss": 0.01121129048988223 }, { "action_query_batch_std": 0.4892267733812332, "action_query_norm": 44.67500686645508, "action_relation_loss": 0.01163405403494835, "auxiliary_loss_weight": 1.0, "epoch": 4.059869036482694, "flow_matching_loss": 0.05856317691504955, "grad_norm": 0.13761676847934723, "h_stock_valid_norm": 97.73229217529297, "invalid_tail_samples": 23.6, "learning_rate": 9.757152569591748e-05, "loss": 0.0702, "positive_teacher_pairs": 26892.2, "query_h_norm_ratio": 0.4571189105510712, "relation_loss": 0.01163405403494835, "selected_pairs": 26892.2, "step": 4340, "student_distance_mean": 32.05109405517578, "teacher_distance_mean": 0.8538895905017853, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.01163405403494835, "weighted_relation_loss": 0.01163405403494835 }, { "action_query_batch_std": 0.4859079569578171, "action_query_norm": 44.67094268798828, "action_relation_loss": 0.011473249830305576, "auxiliary_loss_weight": 1.0, "epoch": 4.069223573433115, "flow_matching_loss": 0.061414001509547234, "grad_norm": 0.18441987037658691, "h_stock_valid_norm": 97.80487518310547, "invalid_tail_samples": 24.6, "learning_rate": 9.75545286934262e-05, "loss": 0.0729, "positive_teacher_pairs": 26662.3, "query_h_norm_ratio": 0.4567373186349869, "relation_loss": 0.011473249830305576, "selected_pairs": 26662.3, "step": 4350, "student_distance_mean": 31.576799392700195, "teacher_distance_mean": 0.8594427227973938, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.011473249830305576, "weighted_relation_loss": 0.011473249830305576 }, { "action_query_batch_std": 0.4842667281627655, "action_query_norm": 44.665875625610354, "action_relation_loss": 0.011399702914059163, "auxiliary_loss_weight": 1.0, "epoch": 4.078578110383536, "flow_matching_loss": 0.06104168593883515, "grad_norm": 0.1651957482099533, "h_stock_valid_norm": 97.95064315795898, "invalid_tail_samples": 23.5, "learning_rate": 9.753747390769847e-05, "loss": 0.0724, "positive_teacher_pairs": 26919.9, "query_h_norm_ratio": 0.4560112118721008, "relation_loss": 0.011399702914059163, "selected_pairs": 26919.9, "step": 4360, "student_distance_mean": 31.677694892883302, "teacher_distance_mean": 0.8522559344768524, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.011399702914059163, "weighted_relation_loss": 0.011399702914059163 }, { "action_query_batch_std": 0.4920110672712326, "action_query_norm": 44.671090316772464, "action_relation_loss": 0.011609708424657583, "auxiliary_loss_weight": 1.0, "epoch": 4.087932647333957, "flow_matching_loss": 0.060176413506269455, "grad_norm": 0.19707530736923218, "h_stock_valid_norm": 98.1568817138672, "invalid_tail_samples": 25.2, "learning_rate": 9.752036135945744e-05, "loss": 0.0718, "positive_teacher_pairs": 26532.4, "query_h_norm_ratio": 0.4551044166088104, "relation_loss": 0.011609708424657583, "selected_pairs": 26532.4, "step": 4370, "student_distance_mean": 31.99028263092041, "teacher_distance_mean": 0.8547831535339355, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.011609708424657583, "weighted_relation_loss": 0.011609708424657583 }, { "action_query_batch_std": 0.49369449019432066, "action_query_norm": 44.672459030151366, "action_relation_loss": 0.011393618118017913, "auxiliary_loss_weight": 1.0, "epoch": 4.097287184284378, "flow_matching_loss": 0.06009755730628967, "grad_norm": 0.21613436937332153, "h_stock_valid_norm": 97.11608428955078, "invalid_tail_samples": 23.2, "learning_rate": 9.750319106949649e-05, "loss": 0.0715, "positive_teacher_pairs": 26993.3, "query_h_norm_ratio": 0.46000429689884187, "relation_loss": 0.011393618118017913, "selected_pairs": 26993.3, "step": 4380, "student_distance_mean": 31.97266902923584, "teacher_distance_mean": 0.8566392600536347, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.011393618118017913, "weighted_relation_loss": 0.011393618118017913 }, { "action_query_batch_std": 0.4895231038331985, "action_query_norm": 44.66709251403809, "action_relation_loss": 0.011286083888262511, "auxiliary_loss_weight": 1.0, "epoch": 4.106641721234799, "flow_matching_loss": 0.06438359543681145, "grad_norm": 0.2154623419046402, "h_stock_valid_norm": 96.63888778686524, "invalid_tail_samples": 22.5, "learning_rate": 9.748596305867913e-05, "loss": 0.0757, "positive_teacher_pairs": 27151.0, "query_h_norm_ratio": 0.4622103750705719, "relation_loss": 0.011286083888262511, "selected_pairs": 27151.0, "step": 4390, "student_distance_mean": 31.823552513122557, "teacher_distance_mean": 0.8620568454265595, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.011286083888262511, "weighted_relation_loss": 0.011286083888262511 }, { "action_query_batch_std": 0.4856409221887589, "action_query_norm": 44.66225128173828, "action_relation_loss": 0.010999523475766182, "auxiliary_loss_weight": 1.0, "epoch": 4.11599625818522, "flow_matching_loss": 0.062426619976758954, "grad_norm": 0.16652366518974304, "h_stock_valid_norm": 97.11091079711915, "invalid_tail_samples": 26.2, "learning_rate": 9.746867734793903e-05, "loss": 0.0734, "positive_teacher_pairs": 26302.5, "query_h_norm_ratio": 0.459913381934166, "relation_loss": 0.010999523475766182, "selected_pairs": 26302.5, "step": 4400, "student_distance_mean": 31.93087215423584, "teacher_distance_mean": 0.8513237237930298, "valid_action_samples": 229.8, "weighted_auxiliary_loss": 0.010999523475766182, "weighted_relation_loss": 0.010999523475766182 }, { "action_query_batch_std": 0.48037177622318267, "action_query_norm": 44.6569278717041, "action_relation_loss": 0.01149112805724144, "auxiliary_loss_weight": 1.0, "epoch": 4.125350795135641, "flow_matching_loss": 0.059937655180692676, "grad_norm": 0.19937966763973236, "h_stock_valid_norm": 97.31497573852539, "invalid_tail_samples": 22.7, "learning_rate": 9.745133395827993e-05, "loss": 0.0714, "positive_teacher_pairs": 27102.3, "query_h_norm_ratio": 0.4588987648487091, "relation_loss": 0.01149112805724144, "selected_pairs": 27102.3, "step": 4410, "student_distance_mean": 31.305478668212892, "teacher_distance_mean": 0.8472659826278687, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.01149112805724144, "weighted_relation_loss": 0.01149112805724144 }, { "action_query_batch_std": 0.4852568119764328, "action_query_norm": 44.65861015319824, "action_relation_loss": 0.011739479284733534, "auxiliary_loss_weight": 1.0, "epoch": 4.134705332086062, "flow_matching_loss": 0.06057310551404953, "grad_norm": 0.1585836112499237, "h_stock_valid_norm": 96.86598434448243, "invalid_tail_samples": 23.5, "learning_rate": 9.743393291077572e-05, "loss": 0.0723, "positive_teacher_pairs": 26930.6, "query_h_norm_ratio": 0.46103730201721194, "relation_loss": 0.011739479284733534, "selected_pairs": 26930.6, "step": 4420, "student_distance_mean": 31.780502128601075, "teacher_distance_mean": 0.8570042788982392, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.011739479284733534, "weighted_relation_loss": 0.011739479284733534 }, { "action_query_batch_std": 0.4903068631887436, "action_query_norm": 44.66474571228027, "action_relation_loss": 0.011205479968339205, "auxiliary_loss_weight": 1.0, "epoch": 4.144059869036482, "flow_matching_loss": 0.06057635992765427, "grad_norm": 0.1590687483549118, "h_stock_valid_norm": 98.12592010498047, "invalid_tail_samples": 25.2, "learning_rate": 9.741647422657028e-05, "loss": 0.0718, "positive_teacher_pairs": 26530.8, "query_h_norm_ratio": 0.4552041858434677, "relation_loss": 0.011205479968339205, "selected_pairs": 26530.8, "step": 4430, "student_distance_mean": 32.07075862884521, "teacher_distance_mean": 0.8581833899021148, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.011205479968339205, "weighted_relation_loss": 0.011205479968339205 }, { "action_query_batch_std": 0.4867987990379333, "action_query_norm": 44.6582332611084, "action_relation_loss": 0.011650414485484362, "auxiliary_loss_weight": 1.0, "epoch": 4.153414405986903, "flow_matching_loss": 0.05809453204274177, "grad_norm": 0.16929128766059875, "h_stock_valid_norm": 98.97723617553712, "invalid_tail_samples": 24.2, "learning_rate": 9.739895792687758e-05, "loss": 0.0697, "positive_teacher_pairs": 26760.8, "query_h_norm_ratio": 0.45119922757148745, "relation_loss": 0.011650414485484362, "selected_pairs": 26760.8, "step": 4440, "student_distance_mean": 31.66482620239258, "teacher_distance_mean": 0.848652821779251, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.011650414485484362, "weighted_relation_loss": 0.011650414485484362 }, { "action_query_batch_std": 0.4836955636739731, "action_query_norm": 44.65111236572265, "action_relation_loss": 0.011221872549504042, "auxiliary_loss_weight": 1.0, "epoch": 4.1627689429373245, "flow_matching_loss": 0.05858741775155067, "grad_norm": 0.1579994559288025, "h_stock_valid_norm": 98.44500961303712, "invalid_tail_samples": 23.4, "learning_rate": 9.738138403298157e-05, "loss": 0.0698, "positive_teacher_pairs": 26949.0, "query_h_norm_ratio": 0.45357124209403993, "relation_loss": 0.011221872549504042, "selected_pairs": 26949.0, "step": 4450, "student_distance_mean": 31.55134048461914, "teacher_distance_mean": 0.8586035370826721, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.011221872549504042, "weighted_relation_loss": 0.011221872549504042 }, { "action_query_batch_std": 0.480848103761673, "action_query_norm": 44.64903182983399, "action_relation_loss": 0.01100112646818161, "auxiliary_loss_weight": 1.0, "epoch": 4.172123479887746, "flow_matching_loss": 0.06281192265450955, "grad_norm": 0.11683952063322067, "h_stock_valid_norm": 98.03258819580078, "invalid_tail_samples": 22.4, "learning_rate": 9.736375256623619e-05, "loss": 0.0738, "positive_teacher_pairs": 27174.7, "query_h_norm_ratio": 0.45545746982097624, "relation_loss": 0.01100112646818161, "selected_pairs": 27174.7, "step": 4460, "student_distance_mean": 31.389215850830077, "teacher_distance_mean": 0.8532196283340454, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.01100112646818161, "weighted_relation_loss": 0.01100112646818161 }, { "action_query_batch_std": 0.47904442250728607, "action_query_norm": 44.645391845703124, "action_relation_loss": 0.011569245345890522, "auxiliary_loss_weight": 1.0, "epoch": 4.181478016838167, "flow_matching_loss": 0.06273704618215561, "grad_norm": 0.18029938638210297, "h_stock_valid_norm": 98.59153900146484, "invalid_tail_samples": 24.8, "learning_rate": 9.734606354806533e-05, "loss": 0.0743, "positive_teacher_pairs": 26616.6, "query_h_norm_ratio": 0.4528328269720078, "relation_loss": 0.011569245345890522, "selected_pairs": 26616.6, "step": 4470, "student_distance_mean": 31.507681846618652, "teacher_distance_mean": 0.8553594470024108, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.011569245345890522, "weighted_relation_loss": 0.011569245345890522 }, { "action_query_batch_std": 0.48095901906490324, "action_query_norm": 44.64445838928223, "action_relation_loss": 0.011203652061522008, "auxiliary_loss_weight": 1.0, "epoch": 4.190832553788588, "flow_matching_loss": 0.059112031012773514, "grad_norm": 0.16249191761016846, "h_stock_valid_norm": 98.00116882324218, "invalid_tail_samples": 23.8, "learning_rate": 9.73283169999628e-05, "loss": 0.0703, "positive_teacher_pairs": 26854.5, "query_h_norm_ratio": 0.45555371046066284, "relation_loss": 0.011203652061522008, "selected_pairs": 26854.5, "step": 4480, "student_distance_mean": 31.373843574523924, "teacher_distance_mean": 0.8572259604930877, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.011203652061522008, "weighted_relation_loss": 0.011203652061522008 }, { "action_query_batch_std": 0.4741243481636047, "action_query_norm": 44.640362930297854, "action_relation_loss": 0.010691721830517054, "auxiliary_loss_weight": 1.0, "epoch": 4.200187090739009, "flow_matching_loss": 0.05920554362237453, "grad_norm": 0.16440874338150024, "h_stock_valid_norm": 97.74185943603516, "invalid_tail_samples": 24.4, "learning_rate": 9.731051294349238e-05, "loss": 0.0699, "positive_teacher_pairs": 26718.2, "query_h_norm_ratio": 0.45672535300254824, "relation_loss": 0.010691721830517054, "selected_pairs": 26718.2, "step": 4490, "student_distance_mean": 31.04232997894287, "teacher_distance_mean": 0.8595609426498413, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.010691721830517054, "weighted_relation_loss": 0.010691721830517054 }, { "action_query_batch_std": 0.4848698228597641, "action_query_norm": 44.65585632324219, "action_relation_loss": 0.011342097725719213, "auxiliary_loss_weight": 1.0, "epoch": 4.209541627689429, "flow_matching_loss": 0.061369079351425174, "grad_norm": 0.14659997820854187, "h_stock_valid_norm": 96.99055480957031, "invalid_tail_samples": 24.3, "learning_rate": 9.729265140028762e-05, "loss": 0.0727, "positive_teacher_pairs": 26734.2, "query_h_norm_ratio": 0.4604169547557831, "relation_loss": 0.011342097725719213, "selected_pairs": 26734.2, "step": 4500, "student_distance_mean": 31.66017017364502, "teacher_distance_mean": 0.8598315060138703, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.011342097725719213, "weighted_relation_loss": 0.011342097725719213 }, { "action_query_batch_std": 0.48925178647041323, "action_query_norm": 44.657542037963864, "action_relation_loss": 0.010468462668359279, "auxiliary_loss_weight": 1.0, "epoch": 4.21889616463985, "flow_matching_loss": 0.05865804851055145, "grad_norm": 0.15548422932624817, "h_stock_valid_norm": 98.09261169433594, "invalid_tail_samples": 22.2, "learning_rate": 9.727473239205201e-05, "loss": 0.0691, "positive_teacher_pairs": 27220.2, "query_h_norm_ratio": 0.4552746504545212, "relation_loss": 0.010468462668359279, "selected_pairs": 27220.2, "step": 4510, "student_distance_mean": 31.90668601989746, "teacher_distance_mean": 0.868209844827652, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.010468462668359279, "weighted_relation_loss": 0.010468462668359279 }, { "action_query_batch_std": 0.4824057310819626, "action_query_norm": 44.643218994140625, "action_relation_loss": 0.010889562405645847, "auxiliary_loss_weight": 1.0, "epoch": 4.228250701590271, "flow_matching_loss": 0.06317678764462471, "grad_norm": 0.1366969794034958, "h_stock_valid_norm": 98.46768646240234, "invalid_tail_samples": 23.8, "learning_rate": 9.725675594055883e-05, "loss": 0.0741, "positive_teacher_pairs": 26849.1, "query_h_norm_ratio": 0.45338983833789825, "relation_loss": 0.010889562405645847, "selected_pairs": 26849.1, "step": 4520, "student_distance_mean": 31.61036911010742, "teacher_distance_mean": 0.8600769460201263, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.010889562405645847, "weighted_relation_loss": 0.010889562405645847 }, { "action_query_batch_std": 0.4878004491329193, "action_query_norm": 44.643828582763675, "action_relation_loss": 0.010994256287813187, "auxiliary_loss_weight": 1.0, "epoch": 4.237605238540692, "flow_matching_loss": 0.06207930222153664, "grad_norm": 0.18794040381908417, "h_stock_valid_norm": 97.3303955078125, "invalid_tail_samples": 23.8, "learning_rate": 9.723872206765116e-05, "loss": 0.0731, "positive_teacher_pairs": 26843.8, "query_h_norm_ratio": 0.4586914837360382, "relation_loss": 0.010994256287813187, "selected_pairs": 26843.8, "step": 4530, "student_distance_mean": 31.89982452392578, "teacher_distance_mean": 0.8624886691570282, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.010994256287813187, "weighted_relation_loss": 0.010994256287813187 }, { "action_query_batch_std": 0.4759587287902832, "action_query_norm": 44.63103713989258, "action_relation_loss": 0.010897161439061165, "auxiliary_loss_weight": 1.0, "epoch": 4.2469597754911135, "flow_matching_loss": 0.061255042999982835, "grad_norm": 0.17383834719657898, "h_stock_valid_norm": 96.59940948486329, "invalid_tail_samples": 25.0, "learning_rate": 9.722063079524185e-05, "loss": 0.0722, "positive_teacher_pairs": 26571.7, "query_h_norm_ratio": 0.46202893257141114, "relation_loss": 0.010897161439061165, "selected_pairs": 26571.7, "step": 4540, "student_distance_mean": 31.046372985839845, "teacher_distance_mean": 0.854794156551361, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.010897161439061165, "weighted_relation_loss": 0.010897161439061165 }, { "action_query_batch_std": 0.48387300968170166, "action_query_norm": 44.64029884338379, "action_relation_loss": 0.01241676053032279, "auxiliary_loss_weight": 1.0, "epoch": 4.256314312441534, "flow_matching_loss": 0.06366722919046879, "grad_norm": 0.1564827561378479, "h_stock_valid_norm": 97.34317626953126, "invalid_tail_samples": 22.1, "learning_rate": 9.720248214531351e-05, "loss": 0.0761, "positive_teacher_pairs": 27244.9, "query_h_norm_ratio": 0.45859664082527163, "relation_loss": 0.01241676053032279, "selected_pairs": 27244.9, "step": 4550, "student_distance_mean": 31.680897903442382, "teacher_distance_mean": 0.8614430844783783, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.01241676053032279, "weighted_relation_loss": 0.01241676053032279 }, { "action_query_batch_std": 0.4853141099214554, "action_query_norm": 44.636871337890625, "action_relation_loss": 0.011568349599838258, "auxiliary_loss_weight": 1.0, "epoch": 4.265668849391955, "flow_matching_loss": 0.060392207279801366, "grad_norm": 0.1880442202091217, "h_stock_valid_norm": 98.66981887817383, "invalid_tail_samples": 25.5, "learning_rate": 9.718427613991848e-05, "loss": 0.072, "positive_teacher_pairs": 26466.5, "query_h_norm_ratio": 0.45239087343215945, "relation_loss": 0.011568349599838258, "selected_pairs": 26466.5, "step": 4560, "student_distance_mean": 31.691842079162598, "teacher_distance_mean": 0.8586371839046478, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.011568349599838258, "weighted_relation_loss": 0.011568349599838258 }, { "action_query_batch_std": 0.4789921432733536, "action_query_norm": 44.6303409576416, "action_relation_loss": 0.01113472692668438, "auxiliary_loss_weight": 1.0, "epoch": 4.275023386342376, "flow_matching_loss": 0.06215410307049751, "grad_norm": 0.1575939655303955, "h_stock_valid_norm": 99.17158660888671, "invalid_tail_samples": 25.8, "learning_rate": 9.716601280117873e-05, "loss": 0.0733, "positive_teacher_pairs": 26393.0, "query_h_norm_ratio": 0.4500330686569214, "relation_loss": 0.01113472692668438, "selected_pairs": 26393.0, "step": 4570, "student_distance_mean": 31.233748626708984, "teacher_distance_mean": 0.858333170413971, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.01113472692668438, "weighted_relation_loss": 0.01113472692668438 }, { "action_query_batch_std": 0.4720147579908371, "action_query_norm": 44.623372650146486, "action_relation_loss": 0.011372232530266046, "auxiliary_loss_weight": 1.0, "epoch": 4.284377923292797, "flow_matching_loss": 0.06087645255029202, "grad_norm": 0.14358626306056976, "h_stock_valid_norm": 98.70921020507812, "invalid_tail_samples": 21.9, "learning_rate": 9.714769215128596e-05, "loss": 0.0722, "positive_teacher_pairs": 27292.4, "query_h_norm_ratio": 0.45207626819610597, "relation_loss": 0.011372232530266046, "selected_pairs": 27292.4, "step": 4580, "student_distance_mean": 30.893610191345214, "teacher_distance_mean": 0.8537873804569245, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.011372232530266046, "weighted_relation_loss": 0.011372232530266046 }, { "action_query_batch_std": 0.4774122923612595, "action_query_norm": 44.619384384155275, "action_relation_loss": 0.011609192565083503, "auxiliary_loss_weight": 1.0, "epoch": 4.293732460243218, "flow_matching_loss": 0.06207299679517746, "grad_norm": 0.15702596306800842, "h_stock_valid_norm": 97.41052169799805, "invalid_tail_samples": 23.9, "learning_rate": 9.712931421250152e-05, "loss": 0.0737, "positive_teacher_pairs": 26826.6, "query_h_norm_ratio": 0.45806140303611753, "relation_loss": 0.011609192565083503, "selected_pairs": 26826.6, "step": 4590, "student_distance_mean": 31.173062324523926, "teacher_distance_mean": 0.8575679302215576, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.011609192565083503, "weighted_relation_loss": 0.011609192565083503 }, { "action_query_batch_std": 0.4809464693069458, "action_query_norm": 44.622750473022464, "action_relation_loss": 0.01132254432886839, "auxiliary_loss_weight": 1.0, "epoch": 4.303086997193639, "flow_matching_loss": 0.06152411177754402, "grad_norm": 0.14098532497882843, "h_stock_valid_norm": 96.93267135620117, "invalid_tail_samples": 23.0, "learning_rate": 9.711087900715627e-05, "loss": 0.0728, "positive_teacher_pairs": 27035.3, "query_h_norm_ratio": 0.46035189032554624, "relation_loss": 0.01132254432886839, "selected_pairs": 27035.3, "step": 4600, "student_distance_mean": 31.515067481994627, "teacher_distance_mean": 0.8551149368286133, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.01132254432886839, "weighted_relation_loss": 0.01132254432886839 }, { "action_query_batch_std": 0.48771590292453765, "action_query_norm": 44.631241989135745, "action_relation_loss": 0.011634179204702378, "auxiliary_loss_weight": 1.0, "epoch": 4.31244153414406, "flow_matching_loss": 0.061808598786592485, "grad_norm": 0.16439922153949738, "h_stock_valid_norm": 97.14056854248047, "invalid_tail_samples": 22.6, "learning_rate": 9.709238655765078e-05, "loss": 0.0734, "positive_teacher_pairs": 27133.0, "query_h_norm_ratio": 0.45945313572883606, "relation_loss": 0.011634179204702378, "selected_pairs": 27133.0, "step": 4610, "student_distance_mean": 31.628091430664064, "teacher_distance_mean": 0.8517165899276733, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.011634179204702378, "weighted_relation_loss": 0.011634179204702378 }, { "action_query_batch_std": 0.47286940515041354, "action_query_norm": 44.616310119628906, "action_relation_loss": 0.011336973961442709, "auxiliary_loss_weight": 1.0, "epoch": 4.3217960710944805, "flow_matching_loss": 0.05857089795172214, "grad_norm": 0.20241835713386536, "h_stock_valid_norm": 96.9460075378418, "invalid_tail_samples": 21.1, "learning_rate": 9.707383688645511e-05, "loss": 0.0699, "positive_teacher_pairs": 27479.4, "query_h_norm_ratio": 0.46022018492221833, "relation_loss": 0.011336973961442709, "selected_pairs": 27479.4, "step": 4620, "student_distance_mean": 30.79219913482666, "teacher_distance_mean": 0.8474745929241181, "valid_action_samples": 234.9, "weighted_auxiliary_loss": 0.011336973961442709, "weighted_relation_loss": 0.011336973961442709 }, { "action_query_batch_std": 0.4888583213090897, "action_query_norm": 44.62730369567871, "action_relation_loss": 0.011107947770506143, "auxiliary_loss_weight": 1.0, "epoch": 4.331150608044902, "flow_matching_loss": 0.060914424061775205, "grad_norm": 0.1555032879114151, "h_stock_valid_norm": 97.59872207641601, "invalid_tail_samples": 22.4, "learning_rate": 9.705523001610883e-05, "loss": 0.072, "positive_teacher_pairs": 27172.1, "query_h_norm_ratio": 0.4572596251964569, "relation_loss": 0.011107947770506143, "selected_pairs": 27172.1, "step": 4630, "student_distance_mean": 31.735394096374513, "teacher_distance_mean": 0.8648318529129029, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.011107947770506143, "weighted_relation_loss": 0.011107947770506143 }, { "action_query_batch_std": 0.4833998531103134, "action_query_norm": 44.61777191162109, "action_relation_loss": 0.011443063803017139, "auxiliary_loss_weight": 1.0, "epoch": 4.340505144995323, "flow_matching_loss": 0.061836658790707585, "grad_norm": 0.17931468784809113, "h_stock_valid_norm": 98.5478904724121, "invalid_tail_samples": 25.8, "learning_rate": 9.703656596922107e-05, "loss": 0.0733, "positive_teacher_pairs": 26385.8, "query_h_norm_ratio": 0.45275644958019257, "relation_loss": 0.011443063803017139, "selected_pairs": 26385.8, "step": 4640, "student_distance_mean": 31.51028480529785, "teacher_distance_mean": 0.846158766746521, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.011443063803017139, "weighted_relation_loss": 0.011443063803017139 }, { "action_query_batch_std": 0.4836196959018707, "action_query_norm": 44.61889533996582, "action_relation_loss": 0.011531687062233686, "auxiliary_loss_weight": 1.0, "epoch": 4.349859681945744, "flow_matching_loss": 0.06246611624956131, "grad_norm": 0.17619940638542175, "h_stock_valid_norm": 98.21700134277344, "invalid_tail_samples": 23.4, "learning_rate": 9.70178447684704e-05, "loss": 0.074, "positive_teacher_pairs": 26946.1, "query_h_norm_ratio": 0.4542907863855362, "relation_loss": 0.011531687062233686, "selected_pairs": 26946.1, "step": 4650, "student_distance_mean": 31.624494743347167, "teacher_distance_mean": 0.8579635083675384, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.011531687062233686, "weighted_relation_loss": 0.011531687062233686 }, { "action_query_batch_std": 0.4850062996149063, "action_query_norm": 44.61730270385742, "action_relation_loss": 0.011505767144262791, "auxiliary_loss_weight": 1.0, "epoch": 4.359214218896165, "flow_matching_loss": 0.06081499233841896, "grad_norm": 0.13855530321598053, "h_stock_valid_norm": 98.37376022338867, "invalid_tail_samples": 23.7, "learning_rate": 9.699906643660483e-05, "loss": 0.0723, "positive_teacher_pairs": 26876.2, "query_h_norm_ratio": 0.45355442464351653, "relation_loss": 0.011505767144262791, "selected_pairs": 26876.2, "step": 4660, "student_distance_mean": 31.809961318969727, "teacher_distance_mean": 0.842037433385849, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.011505767144262791, "weighted_relation_loss": 0.011505767144262791 }, { "action_query_batch_std": 0.472590371966362, "action_query_norm": 44.60501403808594, "action_relation_loss": 0.011090197693556547, "auxiliary_loss_weight": 1.0, "epoch": 4.368568755846586, "flow_matching_loss": 0.05772481523454189, "grad_norm": 0.15913350880146027, "h_stock_valid_norm": 99.07179718017578, "invalid_tail_samples": 22.4, "learning_rate": 9.698023099644185e-05, "loss": 0.0688, "positive_teacher_pairs": 27174.4, "query_h_norm_ratio": 0.4502326428890228, "relation_loss": 0.011090197693556547, "selected_pairs": 27174.4, "step": 4670, "student_distance_mean": 31.0340669631958, "teacher_distance_mean": 0.8416971802711487, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.011090197693556547, "weighted_relation_loss": 0.011090197693556547 }, { "action_query_batch_std": 0.47626790404319763, "action_query_norm": 44.607723236083984, "action_relation_loss": 0.010870990995317697, "auxiliary_loss_weight": 1.0, "epoch": 4.377923292797006, "flow_matching_loss": 0.06090589538216591, "grad_norm": 0.24240738153457642, "h_stock_valid_norm": 97.86138153076172, "invalid_tail_samples": 24.2, "learning_rate": 9.696133847086823e-05, "loss": 0.0718, "positive_teacher_pairs": 26758.8, "query_h_norm_ratio": 0.4558517158031464, "relation_loss": 0.010870990995317697, "selected_pairs": 26758.8, "step": 4680, "student_distance_mean": 31.231603813171386, "teacher_distance_mean": 0.8511555433273316, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.010870990995317697, "weighted_relation_loss": 0.010870990995317697 }, { "action_query_batch_std": 0.47204284369945526, "action_query_norm": 44.604292678833005, "action_relation_loss": 0.011253321636468172, "auxiliary_loss_weight": 1.0, "epoch": 4.387277829747427, "flow_matching_loss": 0.062100795656442644, "grad_norm": 0.1298438459634781, "h_stock_valid_norm": 97.15622329711914, "invalid_tail_samples": 22.3, "learning_rate": 9.694238888284022e-05, "loss": 0.0734, "positive_teacher_pairs": 27203.0, "query_h_norm_ratio": 0.45910407304763795, "relation_loss": 0.011253321636468172, "selected_pairs": 27203.0, "step": 4690, "student_distance_mean": 30.77375144958496, "teacher_distance_mean": 0.8515803694725037, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.011253321636468172, "weighted_relation_loss": 0.011253321636468172 }, { "action_query_batch_std": 0.4788667321205139, "action_query_norm": 44.611009216308595, "action_relation_loss": 0.01092166369780898, "auxiliary_loss_weight": 1.0, "epoch": 4.396632366697848, "flow_matching_loss": 0.058808876946568486, "grad_norm": 0.11534646153450012, "h_stock_valid_norm": 98.25363540649414, "invalid_tail_samples": 23.2, "learning_rate": 9.692338225538333e-05, "loss": 0.0697, "positive_teacher_pairs": 26989.5, "query_h_norm_ratio": 0.45404491722583773, "relation_loss": 0.01092166369780898, "selected_pairs": 26989.5, "step": 4700, "student_distance_mean": 31.231554222106933, "teacher_distance_mean": 0.859032267332077, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.01092166369780898, "weighted_relation_loss": 0.01092166369780898 }, { "action_query_batch_std": 0.4737900346517563, "action_query_norm": 44.59915008544922, "action_relation_loss": 0.011571981851011515, "auxiliary_loss_weight": 1.0, "epoch": 4.4059869036482695, "flow_matching_loss": 0.05972997359931469, "grad_norm": 0.21930193901062012, "h_stock_valid_norm": 97.71176605224609, "invalid_tail_samples": 25.8, "learning_rate": 9.690431861159241e-05, "loss": 0.0713, "positive_teacher_pairs": 26391.4, "query_h_norm_ratio": 0.4564462095499039, "relation_loss": 0.011571981851011515, "selected_pairs": 26391.4, "step": 4710, "student_distance_mean": 30.91868362426758, "teacher_distance_mean": 0.8513824045658112, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.011571981851011515, "weighted_relation_loss": 0.011571981851011515 }, { "action_query_batch_std": 0.4830204606056213, "action_query_norm": 44.607756805419925, "action_relation_loss": 0.011456313822418452, "auxiliary_loss_weight": 1.0, "epoch": 4.415341440598691, "flow_matching_loss": 0.06176236718893051, "grad_norm": 0.1615096628665924, "h_stock_valid_norm": 97.41975173950195, "invalid_tail_samples": 24.8, "learning_rate": 9.688519797463161e-05, "loss": 0.0732, "positive_teacher_pairs": 26615.1, "query_h_norm_ratio": 0.45789695084095, "relation_loss": 0.011456313822418452, "selected_pairs": 26615.1, "step": 4720, "student_distance_mean": 31.410317993164064, "teacher_distance_mean": 0.8550209999084473, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.011456313822418452, "weighted_relation_loss": 0.011456313822418452 }, { "action_query_batch_std": 0.47762841284275054, "action_query_norm": 44.6041316986084, "action_relation_loss": 0.011337349005043507, "auxiliary_loss_weight": 1.0, "epoch": 4.424695977549112, "flow_matching_loss": 0.05662374719977379, "grad_norm": 0.15343689918518066, "h_stock_valid_norm": 97.49034729003907, "invalid_tail_samples": 25.1, "learning_rate": 9.686602036773426e-05, "loss": 0.068, "positive_teacher_pairs": 26551.4, "query_h_norm_ratio": 0.45752844512462615, "relation_loss": 0.011337349005043507, "selected_pairs": 26551.4, "step": 4730, "student_distance_mean": 31.38118705749512, "teacher_distance_mean": 0.8547833263874054, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.011337349005043507, "weighted_relation_loss": 0.011337349005043507 }, { "action_query_batch_std": 0.47172988653182985, "action_query_norm": 44.59167976379395, "action_relation_loss": 0.010897765588015317, "auxiliary_loss_weight": 1.0, "epoch": 4.434050514499532, "flow_matching_loss": 0.059386293217539785, "grad_norm": 0.17499171197414398, "h_stock_valid_norm": 98.05049667358398, "invalid_tail_samples": 24.5, "learning_rate": 9.684678581420302e-05, "loss": 0.0703, "positive_teacher_pairs": 26685.8, "query_h_norm_ratio": 0.45478755235671997, "relation_loss": 0.010897765588015317, "selected_pairs": 26685.8, "step": 4740, "student_distance_mean": 30.892574501037597, "teacher_distance_mean": 0.8494265258312226, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.010897765588015317, "weighted_relation_loss": 0.010897765588015317 }, { "action_query_batch_std": 0.4790138274431229, "action_query_norm": 44.60157241821289, "action_relation_loss": 0.011213570553809404, "auxiliary_loss_weight": 1.0, "epoch": 4.443405051449953, "flow_matching_loss": 0.059408992528915405, "grad_norm": 0.18973404169082642, "h_stock_valid_norm": 98.31545562744141, "invalid_tail_samples": 25.4, "learning_rate": 9.682749433740962e-05, "loss": 0.0706, "positive_teacher_pairs": 26479.2, "query_h_norm_ratio": 0.4536680281162262, "relation_loss": 0.011213570553809404, "selected_pairs": 26479.2, "step": 4750, "student_distance_mean": 31.345954132080077, "teacher_distance_mean": 0.8615129232406616, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.011213570553809404, "weighted_relation_loss": 0.011213570553809404 }, { "action_query_batch_std": 0.47546874582767484, "action_query_norm": 44.597883987426755, "action_relation_loss": 0.011607900261878967, "auxiliary_loss_weight": 1.0, "epoch": 4.452759588400374, "flow_matching_loss": 0.06174094527959824, "grad_norm": 0.14014892280101776, "h_stock_valid_norm": 97.24396667480468, "invalid_tail_samples": 26.1, "learning_rate": 9.680814596079507e-05, "loss": 0.0733, "positive_teacher_pairs": 26325.6, "query_h_norm_ratio": 0.4586283802986145, "relation_loss": 0.011607900261878967, "selected_pairs": 26325.6, "step": 4760, "student_distance_mean": 31.159216690063477, "teacher_distance_mean": 0.8525031805038452, "valid_action_samples": 229.9, "weighted_auxiliary_loss": 0.011607900261878967, "weighted_relation_loss": 0.011607900261878967 }, { "action_query_batch_std": 0.48545712828636167, "action_query_norm": 44.606280136108396, "action_relation_loss": 0.010745825339108705, "auxiliary_loss_weight": 1.0, "epoch": 4.462114125350795, "flow_matching_loss": 0.06272085905075073, "grad_norm": 0.12498600035905838, "h_stock_valid_norm": 97.02926940917969, "invalid_tail_samples": 25.2, "learning_rate": 9.678874070786945e-05, "loss": 0.0735, "positive_teacher_pairs": 26525.3, "query_h_norm_ratio": 0.45972239077091215, "relation_loss": 0.010745825339108705, "selected_pairs": 26525.3, "step": 4770, "student_distance_mean": 31.541488265991212, "teacher_distance_mean": 0.8562284111976624, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.010745825339108705, "weighted_relation_loss": 0.010745825339108705 }, { "action_query_batch_std": 0.48604093194007875, "action_query_norm": 44.6054931640625, "action_relation_loss": 0.011157059669494629, "auxiliary_loss_weight": 1.0, "epoch": 4.471468662301216, "flow_matching_loss": 0.0625683069229126, "grad_norm": 0.21537937223911285, "h_stock_valid_norm": 97.57547225952149, "invalid_tail_samples": 23.5, "learning_rate": 9.676927860221199e-05, "loss": 0.0737, "positive_teacher_pairs": 26920.2, "query_h_norm_ratio": 0.45714166164398196, "relation_loss": 0.011157059669494629, "selected_pairs": 26920.2, "step": 4780, "student_distance_mean": 31.87130641937256, "teacher_distance_mean": 0.8626834034919739, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.011157059669494629, "weighted_relation_loss": 0.011157059669494629 }, { "action_query_batch_std": 0.47917007505893705, "action_query_norm": 44.59697380065918, "action_relation_loss": 0.010909816436469554, "auxiliary_loss_weight": 1.0, "epoch": 4.480823199251637, "flow_matching_loss": 0.06227344758808613, "grad_norm": 0.23051388561725616, "h_stock_valid_norm": 98.6093978881836, "invalid_tail_samples": 23.5, "learning_rate": 9.674975966747097e-05, "loss": 0.0732, "positive_teacher_pairs": 26915.8, "query_h_norm_ratio": 0.452274951338768, "relation_loss": 0.010909816436469554, "selected_pairs": 26915.8, "step": 4790, "student_distance_mean": 31.357781600952148, "teacher_distance_mean": 0.8509296298027038, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.010909816436469554, "weighted_relation_loss": 0.010909816436469554 }, { "action_query_batch_std": 0.4785579741001129, "action_query_norm": 44.59437103271485, "action_relation_loss": 0.010820436570793391, "auxiliary_loss_weight": 1.0, "epoch": 4.490177736202058, "flow_matching_loss": 0.06207271218299866, "grad_norm": 0.16860006749629974, "h_stock_valid_norm": 97.98242263793945, "invalid_tail_samples": 25.6, "learning_rate": 9.673018392736374e-05, "loss": 0.0729, "positive_teacher_pairs": 26436.9, "query_h_norm_ratio": 0.45513266921043394, "relation_loss": 0.010820436570793391, "selected_pairs": 26436.9, "step": 4800, "student_distance_mean": 31.44944820404053, "teacher_distance_mean": 0.8617861151695252, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.010820436570793391, "weighted_relation_loss": 0.010820436570793391 }, { "action_query_batch_std": 0.4734389305114746, "action_query_norm": 44.581753158569335, "action_relation_loss": 0.010976470913738013, "auxiliary_loss_weight": 1.0, "epoch": 4.499532273152479, "flow_matching_loss": 0.06252138763666153, "grad_norm": 0.19652220606803894, "h_stock_valid_norm": 97.42757949829101, "invalid_tail_samples": 22.8, "learning_rate": 9.671055140567667e-05, "loss": 0.0735, "positive_teacher_pairs": 27087.2, "query_h_norm_ratio": 0.45759263038635256, "relation_loss": 0.010976470913738013, "selected_pairs": 27087.2, "step": 4810, "student_distance_mean": 31.036231422424315, "teacher_distance_mean": 0.8558677971363068, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.010976470913738013, "weighted_relation_loss": 0.010976470913738013 }, { "action_query_batch_std": 0.473494416475296, "action_query_norm": 44.57926292419434, "action_relation_loss": 0.011285113915801049, "auxiliary_loss_weight": 1.0, "epoch": 4.5088868101029, "flow_matching_loss": 0.059890955686569214, "grad_norm": 0.13768263161182404, "h_stock_valid_norm": 97.10989837646484, "invalid_tail_samples": 21.7, "learning_rate": 9.669086212626511e-05, "loss": 0.0712, "positive_teacher_pairs": 27337.9, "query_h_norm_ratio": 0.4590637177228928, "relation_loss": 0.011285113915801049, "selected_pairs": 27337.9, "step": 4820, "student_distance_mean": 30.8895357131958, "teacher_distance_mean": 0.8533408939838409, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.011285113915801049, "weighted_relation_loss": 0.011285113915801049 }, { "action_query_batch_std": 0.4667089760303497, "action_query_norm": 44.568471145629886, "action_relation_loss": 0.011150000616908073, "auxiliary_loss_weight": 1.0, "epoch": 4.518241347053321, "flow_matching_loss": 0.06328401453793049, "grad_norm": 0.17451463639736176, "h_stock_valid_norm": 96.58174591064453, "invalid_tail_samples": 23.1, "learning_rate": 9.667111611305341e-05, "loss": 0.0744, "positive_teacher_pairs": 27014.6, "query_h_norm_ratio": 0.46146859526634215, "relation_loss": 0.011150000616908073, "selected_pairs": 27014.6, "step": 4830, "student_distance_mean": 30.583532333374023, "teacher_distance_mean": 0.8485257387161255, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.011150000616908073, "weighted_relation_loss": 0.011150000616908073 }, { "action_query_batch_std": 0.477264815568924, "action_query_norm": 44.58040428161621, "action_relation_loss": 0.010620412975549698, "auxiliary_loss_weight": 1.0, "epoch": 4.527595884003742, "flow_matching_loss": 0.06302038691937924, "grad_norm": 0.17436060309410095, "h_stock_valid_norm": 96.37134170532227, "invalid_tail_samples": 21.8, "learning_rate": 9.665131339003486e-05, "loss": 0.0736, "positive_teacher_pairs": 27315.2, "query_h_norm_ratio": 0.4625918120145798, "relation_loss": 0.010620412975549698, "selected_pairs": 27315.2, "step": 4840, "student_distance_mean": 31.186006927490233, "teacher_distance_mean": 0.8546050429344177, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.010620412975549698, "weighted_relation_loss": 0.010620412975549698 }, { "action_query_batch_std": 0.47579711079597475, "action_query_norm": 44.581181335449216, "action_relation_loss": 0.01120602861046791, "auxiliary_loss_weight": 1.0, "epoch": 4.536950420954163, "flow_matching_loss": 0.06020042151212692, "grad_norm": 0.20322643220424652, "h_stock_valid_norm": 96.9911376953125, "invalid_tail_samples": 23.4, "learning_rate": 9.663145398127158e-05, "loss": 0.0714, "positive_teacher_pairs": 26943.8, "query_h_norm_ratio": 0.4596570491790771, "relation_loss": 0.01120602861046791, "selected_pairs": 26943.8, "step": 4850, "student_distance_mean": 31.169797706604005, "teacher_distance_mean": 0.8466946005821228, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.01120602861046791, "weighted_relation_loss": 0.01120602861046791 }, { "action_query_batch_std": 0.47179285883903505, "action_query_norm": 44.5773365020752, "action_relation_loss": 0.010997678339481353, "auxiliary_loss_weight": 1.0, "epoch": 4.546304957904583, "flow_matching_loss": 0.059587153047323226, "grad_norm": 0.13359685242176056, "h_stock_valid_norm": 99.0075180053711, "invalid_tail_samples": 25.9, "learning_rate": 9.661153791089467e-05, "loss": 0.0706, "positive_teacher_pairs": 26363.4, "query_h_norm_ratio": 0.4502559930086136, "relation_loss": 0.010997678339481353, "selected_pairs": 26363.4, "step": 4860, "student_distance_mean": 30.899089050292968, "teacher_distance_mean": 0.8519186794757843, "valid_action_samples": 230.1, "weighted_auxiliary_loss": 0.010997678339481353, "weighted_relation_loss": 0.010997678339481353 }, { "action_query_batch_std": 0.4780888020992279, "action_query_norm": 44.581966400146484, "action_relation_loss": 0.01091439351439476, "auxiliary_loss_weight": 1.0, "epoch": 4.555659494855004, "flow_matching_loss": 0.058934358134865764, "grad_norm": 0.13457541167736053, "h_stock_valid_norm": 99.60351028442383, "invalid_tail_samples": 26.7, "learning_rate": 9.659156520310402e-05, "loss": 0.0698, "positive_teacher_pairs": 26178.7, "query_h_norm_ratio": 0.44759646356105803, "relation_loss": 0.01091439351439476, "selected_pairs": 26178.7, "step": 4870, "student_distance_mean": 31.407452392578126, "teacher_distance_mean": 0.855468612909317, "valid_action_samples": 229.3, "weighted_auxiliary_loss": 0.01091439351439476, "weighted_relation_loss": 0.01091439351439476 }, { "action_query_batch_std": 0.48306448459625245, "action_query_norm": 44.58366394042969, "action_relation_loss": 0.01092251567170024, "auxiliary_loss_weight": 1.0, "epoch": 4.5650140318054255, "flow_matching_loss": 0.06076401583850384, "grad_norm": 0.16106362640857697, "h_stock_valid_norm": 99.50317077636718, "invalid_tail_samples": 25.6, "learning_rate": 9.657153588216835e-05, "loss": 0.0717, "positive_teacher_pairs": 26435.9, "query_h_norm_ratio": 0.44806512296199796, "relation_loss": 0.01092251567170024, "selected_pairs": 26435.9, "step": 4880, "student_distance_mean": 31.67693977355957, "teacher_distance_mean": 0.851275771856308, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.01092251567170024, "weighted_relation_loss": 0.01092251567170024 }, { "action_query_batch_std": 0.4675379544496536, "action_query_norm": 44.567996978759766, "action_relation_loss": 0.010932593699544668, "auxiliary_loss_weight": 1.0, "epoch": 4.574368568755847, "flow_matching_loss": 0.06152478605508804, "grad_norm": 0.164012610912323, "h_stock_valid_norm": 99.333154296875, "invalid_tail_samples": 22.3, "learning_rate": 9.655144997242516e-05, "loss": 0.0725, "positive_teacher_pairs": 27193.1, "query_h_norm_ratio": 0.4486780405044556, "relation_loss": 0.010932593699544668, "selected_pairs": 27193.1, "step": 4890, "student_distance_mean": 30.56433219909668, "teacher_distance_mean": 0.8548653542995452, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.010932593699544668, "weighted_relation_loss": 0.010932593699544668 }, { "action_query_batch_std": 0.4669442862272263, "action_query_norm": 44.56623764038086, "action_relation_loss": 0.010680625960230828, "auxiliary_loss_weight": 1.0, "epoch": 4.583723105706268, "flow_matching_loss": 0.05885823704302311, "grad_norm": 0.13858655095100403, "h_stock_valid_norm": 98.76271209716796, "invalid_tail_samples": 22.5, "learning_rate": 9.653130749828075e-05, "loss": 0.0695, "positive_teacher_pairs": 27151.5, "query_h_norm_ratio": 0.4512540251016617, "relation_loss": 0.010680625960230828, "selected_pairs": 27151.5, "step": 4900, "student_distance_mean": 30.532863426208497, "teacher_distance_mean": 0.8450495004653931, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.010680625960230828, "weighted_relation_loss": 0.010680625960230828 }, { "action_query_batch_std": 0.4716722756624222, "action_query_norm": 44.56760482788086, "action_relation_loss": 0.011405212245881558, "auxiliary_loss_weight": 1.0, "epoch": 4.593077642656689, "flow_matching_loss": 0.060553425922989845, "grad_norm": 0.14502468705177307, "h_stock_valid_norm": 97.85074920654297, "invalid_tail_samples": 25.3, "learning_rate": 9.65111084842101e-05, "loss": 0.072, "positive_teacher_pairs": 26505.1, "query_h_norm_ratio": 0.4554706603288651, "relation_loss": 0.011405212245881558, "selected_pairs": 26505.1, "step": 4910, "student_distance_mean": 30.769984817504884, "teacher_distance_mean": 0.8430170536041259, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.011405212245881558, "weighted_relation_loss": 0.011405212245881558 }, { "action_query_batch_std": 0.47341051399707795, "action_query_norm": 44.570486068725586, "action_relation_loss": 0.010581251420080661, "auxiliary_loss_weight": 1.0, "epoch": 4.60243217960711, "flow_matching_loss": 0.060425407439470294, "grad_norm": 0.2024688422679901, "h_stock_valid_norm": 97.05233764648438, "invalid_tail_samples": 23.9, "learning_rate": 9.649085295475695e-05, "loss": 0.071, "positive_teacher_pairs": 26832.7, "query_h_norm_ratio": 0.45924695730209353, "relation_loss": 0.010581251420080661, "selected_pairs": 26832.7, "step": 4920, "student_distance_mean": 30.929676055908203, "teacher_distance_mean": 0.8564192950725555, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.010581251420080661, "weighted_relation_loss": 0.010581251420080661 }, { "action_query_batch_std": 0.48204918801784513, "action_query_norm": 44.579124450683594, "action_relation_loss": 0.011003592610359192, "auxiliary_loss_weight": 1.0, "epoch": 4.61178671655753, "flow_matching_loss": 0.05673377923667431, "grad_norm": 0.17540369927883148, "h_stock_valid_norm": 96.69012603759765, "invalid_tail_samples": 23.0, "learning_rate": 9.647054093453365e-05, "loss": 0.0677, "positive_teacher_pairs": 27038.6, "query_h_norm_ratio": 0.461056587100029, "relation_loss": 0.011003592610359192, "selected_pairs": 27038.6, "step": 4930, "student_distance_mean": 31.69102535247803, "teacher_distance_mean": 0.8650088012218475, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.011003592610359192, "weighted_relation_loss": 0.011003592610359192 }, { "action_query_batch_std": 0.4706333577632904, "action_query_norm": 44.56258430480957, "action_relation_loss": 0.011111374851316214, "auxiliary_loss_weight": 1.0, "epoch": 4.621141253507951, "flow_matching_loss": 0.0603554654866457, "grad_norm": 0.12269844859838486, "h_stock_valid_norm": 97.73267669677735, "invalid_tail_samples": 23.0, "learning_rate": 9.645017244822123e-05, "loss": 0.0715, "positive_teacher_pairs": 27036.7, "query_h_norm_ratio": 0.45597007870674133, "relation_loss": 0.011111374851316214, "selected_pairs": 27036.7, "step": 4940, "student_distance_mean": 30.74917678833008, "teacher_distance_mean": 0.8473906695842743, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.011111374851316214, "weighted_relation_loss": 0.011111374851316214 }, { "action_query_batch_std": 0.4794232338666916, "action_query_norm": 44.57789497375488, "action_relation_loss": 0.01098253708332777, "auxiliary_loss_weight": 1.0, "epoch": 4.630495790458372, "flow_matching_loss": 0.05968321114778519, "grad_norm": 0.1616075485944748, "h_stock_valid_norm": 98.94126892089844, "invalid_tail_samples": 24.4, "learning_rate": 9.642974752056931e-05, "loss": 0.0707, "positive_teacher_pairs": 26715.9, "query_h_norm_ratio": 0.45055278241634367, "relation_loss": 0.01098253708332777, "selected_pairs": 26715.9, "step": 4950, "student_distance_mean": 31.157347869873046, "teacher_distance_mean": 0.8540888667106629, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.01098253708332777, "weighted_relation_loss": 0.01098253708332777 }, { "action_query_batch_std": 0.47334825098514555, "action_query_norm": 44.564932632446286, "action_relation_loss": 0.011318635195493698, "auxiliary_loss_weight": 1.0, "epoch": 4.639850327408793, "flow_matching_loss": 0.06151516996324062, "grad_norm": 0.16433756053447723, "h_stock_valid_norm": 98.92442398071289, "invalid_tail_samples": 26.3, "learning_rate": 9.640926617639613e-05, "loss": 0.0728, "positive_teacher_pairs": 26277.7, "query_h_norm_ratio": 0.450498902797699, "relation_loss": 0.011318635195493698, "selected_pairs": 26277.7, "step": 4960, "student_distance_mean": 30.9157470703125, "teacher_distance_mean": 0.8560550689697266, "valid_action_samples": 229.7, "weighted_auxiliary_loss": 0.011318635195493698, "weighted_relation_loss": 0.011318635195493698 }, { "action_query_batch_std": 0.47006484866142273, "action_query_norm": 44.55738830566406, "action_relation_loss": 0.010539456643164158, "auxiliary_loss_weight": 1.0, "epoch": 4.6492048643592145, "flow_matching_loss": 0.06044447757303715, "grad_norm": 0.18317262828350067, "h_stock_valid_norm": 98.04531936645508, "invalid_tail_samples": 24.0, "learning_rate": 9.638872844058843e-05, "loss": 0.071, "positive_teacher_pairs": 26803.0, "query_h_norm_ratio": 0.45446870625019076, "relation_loss": 0.010539456643164158, "selected_pairs": 26803.0, "step": 4970, "student_distance_mean": 30.768224906921386, "teacher_distance_mean": 0.850550377368927, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.010539456643164158, "weighted_relation_loss": 0.010539456643164158 }, { "action_query_batch_std": 0.4706401973962784, "action_query_norm": 44.558993911743165, "action_relation_loss": 0.010516241379082202, "auxiliary_loss_weight": 1.0, "epoch": 4.658559401309635, "flow_matching_loss": 0.05969969630241394, "grad_norm": 0.15148480236530304, "h_stock_valid_norm": 97.92623291015624, "invalid_tail_samples": 23.6, "learning_rate": 9.63681343381015e-05, "loss": 0.0702, "positive_teacher_pairs": 26901.1, "query_h_norm_ratio": 0.4550293505191803, "relation_loss": 0.010516241379082202, "selected_pairs": 26901.1, "step": 4980, "student_distance_mean": 30.76738872528076, "teacher_distance_mean": 0.8551260471343994, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.010516241379082202, "weighted_relation_loss": 0.010516241379082202 }, { "action_query_batch_std": 0.47348553836345675, "action_query_norm": 44.561174392700195, "action_relation_loss": 0.010439570248126983, "auxiliary_loss_weight": 1.0, "epoch": 4.667913938260056, "flow_matching_loss": 0.06257754489779473, "grad_norm": 0.22943086922168732, "h_stock_valid_norm": 97.20879516601562, "invalid_tail_samples": 25.3, "learning_rate": 9.634748389395914e-05, "loss": 0.073, "positive_teacher_pairs": 26502.4, "query_h_norm_ratio": 0.4584125131368637, "relation_loss": 0.010439570248126983, "selected_pairs": 26502.4, "step": 4990, "student_distance_mean": 31.047990798950195, "teacher_distance_mean": 0.857477217912674, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.010439570248126983, "weighted_relation_loss": 0.010439570248126983 }, { "action_query_batch_std": 0.4742398202419281, "action_query_norm": 44.56442070007324, "action_relation_loss": 0.01062879040837288, "auxiliary_loss_weight": 1.0, "epoch": 4.677268475210477, "flow_matching_loss": 0.05997963957488537, "grad_norm": 0.1883011758327484, "h_stock_valid_norm": 98.10619506835937, "invalid_tail_samples": 23.0, "learning_rate": 9.632677713325353e-05, "loss": 0.0706, "positive_teacher_pairs": 27039.4, "query_h_norm_ratio": 0.45425851345062257, "relation_loss": 0.01062879040837288, "selected_pairs": 27039.4, "step": 5000, "student_distance_mean": 31.0267333984375, "teacher_distance_mean": 0.8576675653457642, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.01062879040837288, "weighted_relation_loss": 0.01062879040837288 }, { "action_query_batch_std": 0.4775197505950928, "action_query_norm": 44.565985107421874, "action_relation_loss": 0.010852222610265017, "auxiliary_loss_weight": 1.0, "epoch": 4.686623012160898, "flow_matching_loss": 0.058492694050073624, "grad_norm": 0.23020419478416443, "h_stock_valid_norm": 98.01765289306641, "invalid_tail_samples": 20.9, "learning_rate": 9.63060140811454e-05, "loss": 0.0693, "positive_teacher_pairs": 27536.3, "query_h_norm_ratio": 0.454680797457695, "relation_loss": 0.010852222610265017, "selected_pairs": 27536.3, "step": 5010, "student_distance_mean": 31.21657524108887, "teacher_distance_mean": 0.8532325923442841, "valid_action_samples": 235.1, "weighted_auxiliary_loss": 0.010852222610265017, "weighted_relation_loss": 0.010852222610265017 }, { "action_query_batch_std": 0.47528857588768003, "action_query_norm": 44.56001739501953, "action_relation_loss": 0.01072999257594347, "auxiliary_loss_weight": 1.0, "epoch": 4.695977549111319, "flow_matching_loss": 0.05870809406042099, "grad_norm": 0.20936009287834167, "h_stock_valid_norm": 97.09817733764649, "invalid_tail_samples": 23.7, "learning_rate": 9.628519476286379e-05, "loss": 0.0694, "positive_teacher_pairs": 26875.0, "query_h_norm_ratio": 0.45892215371131895, "relation_loss": 0.01072999257594347, "selected_pairs": 26875.0, "step": 5020, "student_distance_mean": 31.063265991210937, "teacher_distance_mean": 0.850562858581543, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.01072999257594347, "weighted_relation_loss": 0.01072999257594347 }, { "action_query_batch_std": 0.47343148589134215, "action_query_norm": 44.55351600646973, "action_relation_loss": 0.010524470079690217, "auxiliary_loss_weight": 1.0, "epoch": 4.70533208606174, "flow_matching_loss": 0.05844341702759266, "grad_norm": 0.15647576749324799, "h_stock_valid_norm": 97.55539321899414, "invalid_tail_samples": 22.5, "learning_rate": 9.626431920370612e-05, "loss": 0.069, "positive_teacher_pairs": 27154.3, "query_h_norm_ratio": 0.45670463144779205, "relation_loss": 0.010524470079690217, "selected_pairs": 27154.3, "step": 5030, "student_distance_mean": 31.018959617614748, "teacher_distance_mean": 0.855182284116745, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.010524470079690217, "weighted_relation_loss": 0.010524470079690217 }, { "action_query_batch_std": 0.4740124523639679, "action_query_norm": 44.55236663818359, "action_relation_loss": 0.010681039467453957, "auxiliary_loss_weight": 1.0, "epoch": 4.714686623012161, "flow_matching_loss": 0.060596184059977534, "grad_norm": 0.21190790832042694, "h_stock_valid_norm": 97.01664886474609, "invalid_tail_samples": 22.1, "learning_rate": 9.624338742903819e-05, "loss": 0.0713, "positive_teacher_pairs": 27257.5, "query_h_norm_ratio": 0.45924893021583557, "relation_loss": 0.010681039467453957, "selected_pairs": 27257.5, "step": 5040, "student_distance_mean": 31.026520347595216, "teacher_distance_mean": 0.8637486219406127, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.010681039467453957, "weighted_relation_loss": 0.010681039467453957 }, { "action_query_batch_std": 0.4673721641302109, "action_query_norm": 44.54244689941406, "action_relation_loss": 0.010744010377675296, "auxiliary_loss_weight": 1.0, "epoch": 4.724041159962582, "flow_matching_loss": 0.060037712007761, "grad_norm": 0.19431184232234955, "h_stock_valid_norm": 95.67474899291992, "invalid_tail_samples": 24.5, "learning_rate": 9.622239946429406e-05, "loss": 0.0708, "positive_teacher_pairs": 26686.5, "query_h_norm_ratio": 0.4655632257461548, "relation_loss": 0.010744010377675296, "selected_pairs": 26686.5, "step": 5050, "student_distance_mean": 30.594982528686522, "teacher_distance_mean": 0.849944430589676, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.010744010377675296, "weighted_relation_loss": 0.010744010377675296 }, { "action_query_batch_std": 0.4690026789903641, "action_query_norm": 44.54506149291992, "action_relation_loss": 0.011632287502288818, "auxiliary_loss_weight": 1.0, "epoch": 4.733395696913003, "flow_matching_loss": 0.061757927387952806, "grad_norm": 0.24666526913642883, "h_stock_valid_norm": 96.20722274780273, "invalid_tail_samples": 24.7, "learning_rate": 9.620135533497609e-05, "loss": 0.0734, "positive_teacher_pairs": 26639.2, "query_h_norm_ratio": 0.46301400661468506, "relation_loss": 0.011632287502288818, "selected_pairs": 26639.2, "step": 5060, "student_distance_mean": 30.53177261352539, "teacher_distance_mean": 0.8419934511184692, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.011632287502288818, "weighted_relation_loss": 0.011632287502288818 }, { "action_query_batch_std": 0.46315441727638246, "action_query_norm": 44.53357849121094, "action_relation_loss": 0.011171984858810902, "auxiliary_loss_weight": 1.0, "epoch": 4.742750233863424, "flow_matching_loss": 0.05745612755417824, "grad_norm": 0.15902678668498993, "h_stock_valid_norm": 96.93706588745117, "invalid_tail_samples": 24.0, "learning_rate": 9.61802550666549e-05, "loss": 0.0686, "positive_teacher_pairs": 26802.0, "query_h_norm_ratio": 0.4594123899936676, "relation_loss": 0.011171984858810902, "selected_pairs": 26802.0, "step": 5070, "student_distance_mean": 30.493192863464355, "teacher_distance_mean": 0.8519473433494568, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.011171984858810902, "weighted_relation_loss": 0.011171984858810902 }, { "action_query_batch_std": 0.47375534772872924, "action_query_norm": 44.54473457336426, "action_relation_loss": 0.01051085814833641, "auxiliary_loss_weight": 1.0, "epoch": 4.752104770813845, "flow_matching_loss": 0.05852865166962147, "grad_norm": 0.20195744931697845, "h_stock_valid_norm": 97.41410446166992, "invalid_tail_samples": 22.2, "learning_rate": 9.615909868496928e-05, "loss": 0.069, "positive_teacher_pairs": 27221.0, "query_h_norm_ratio": 0.4572752982378006, "relation_loss": 0.01051085814833641, "selected_pairs": 27221.0, "step": 5080, "student_distance_mean": 30.934306144714355, "teacher_distance_mean": 0.8542192816734314, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.01051085814833641, "weighted_relation_loss": 0.01051085814833641 }, { "action_query_batch_std": 0.4683733105659485, "action_query_norm": 44.53494110107422, "action_relation_loss": 0.010814825911074877, "auxiliary_loss_weight": 1.0, "epoch": 4.761459307764266, "flow_matching_loss": 0.059667378291487695, "grad_norm": 0.1550617516040802, "h_stock_valid_norm": 98.30290222167969, "invalid_tail_samples": 24.3, "learning_rate": 9.613788621562622e-05, "loss": 0.0705, "positive_teacher_pairs": 26737.6, "query_h_norm_ratio": 0.45305168330669404, "relation_loss": 0.010814825911074877, "selected_pairs": 26737.6, "step": 5090, "student_distance_mean": 30.63443088531494, "teacher_distance_mean": 0.8538103401660919, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.010814825911074877, "weighted_relation_loss": 0.010814825911074877 }, { "action_query_batch_std": 0.46091423332691195, "action_query_norm": 44.52429618835449, "action_relation_loss": 0.010964601952582597, "auxiliary_loss_weight": 1.0, "epoch": 4.770813844714686, "flow_matching_loss": 0.06179225854575634, "grad_norm": 0.16290627419948578, "h_stock_valid_norm": 99.40829315185547, "invalid_tail_samples": 23.2, "learning_rate": 9.611661768440093e-05, "loss": 0.0728, "positive_teacher_pairs": 26997.2, "query_h_norm_ratio": 0.44789781868457795, "relation_loss": 0.010964601952582597, "selected_pairs": 26997.2, "step": 5100, "student_distance_mean": 30.249217987060547, "teacher_distance_mean": 0.842427134513855, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.010964601952582597, "weighted_relation_loss": 0.010964601952582597 }, { "action_query_batch_std": 0.46705633103847505, "action_query_norm": 44.535217666625975, "action_relation_loss": 0.01076023355126381, "auxiliary_loss_weight": 1.0, "epoch": 4.780168381665107, "flow_matching_loss": 0.057597062364220616, "grad_norm": 0.17867691814899445, "h_stock_valid_norm": 99.00219345092773, "invalid_tail_samples": 22.3, "learning_rate": 9.609529311713661e-05, "loss": 0.0684, "positive_teacher_pairs": 27201.1, "query_h_norm_ratio": 0.4498463302850723, "relation_loss": 0.01076023355126381, "selected_pairs": 27201.1, "step": 5110, "student_distance_mean": 30.650707054138184, "teacher_distance_mean": 0.8490824282169342, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.01076023355126381, "weighted_relation_loss": 0.01076023355126381 }, { "action_query_batch_std": 0.46507246494293214, "action_query_norm": 44.527614212036134, "action_relation_loss": 0.010697720386087895, "auxiliary_loss_weight": 1.0, "epoch": 4.789522918615528, "flow_matching_loss": 0.05934034064412117, "grad_norm": 0.15436503291130066, "h_stock_valid_norm": 98.42008972167969, "invalid_tail_samples": 22.8, "learning_rate": 9.607391253974466e-05, "loss": 0.07, "positive_teacher_pairs": 27084.9, "query_h_norm_ratio": 0.45243552029132844, "relation_loss": 0.010697720386087895, "selected_pairs": 27084.9, "step": 5120, "student_distance_mean": 30.494623374938964, "teacher_distance_mean": 0.8553180038928986, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.010697720386087895, "weighted_relation_loss": 0.010697720386087895 }, { "action_query_batch_std": 0.4739867776632309, "action_query_norm": 44.536935806274414, "action_relation_loss": 0.01055995626375079, "auxiliary_loss_weight": 1.0, "epoch": 4.7988774555659495, "flow_matching_loss": 0.05802274867892265, "grad_norm": 0.14702925086021423, "h_stock_valid_norm": 97.55060958862305, "invalid_tail_samples": 24.5, "learning_rate": 9.605247597820448e-05, "loss": 0.0686, "positive_teacher_pairs": 26688.3, "query_h_norm_ratio": 0.45656523704528806, "relation_loss": 0.01055995626375079, "selected_pairs": 26688.3, "step": 5130, "student_distance_mean": 31.20287952423096, "teacher_distance_mean": 0.8544264376163483, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.01055995626375079, "weighted_relation_loss": 0.01055995626375079 }, { "action_query_batch_std": 0.469257453083992, "action_query_norm": 44.53114700317383, "action_relation_loss": 0.010762082412838936, "auxiliary_loss_weight": 1.0, "epoch": 4.808231992516371, "flow_matching_loss": 0.059296340122818945, "grad_norm": 0.13697196543216705, "h_stock_valid_norm": 96.24519195556641, "invalid_tail_samples": 23.6, "learning_rate": 9.603098345856354e-05, "loss": 0.0701, "positive_teacher_pairs": 26894.6, "query_h_norm_ratio": 0.46268978118896487, "relation_loss": 0.010762082412838936, "selected_pairs": 26894.6, "step": 5140, "student_distance_mean": 30.745322036743165, "teacher_distance_mean": 0.849615889787674, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.010762082412838936, "weighted_relation_loss": 0.010762082412838936 }, { "action_query_batch_std": 0.47177145183086394, "action_query_norm": 44.54129600524902, "action_relation_loss": 0.010296674538403749, "auxiliary_loss_weight": 1.0, "epoch": 4.817586529466792, "flow_matching_loss": 0.05805052220821381, "grad_norm": 0.1679845154285431, "h_stock_valid_norm": 96.69689178466797, "invalid_tail_samples": 24.2, "learning_rate": 9.600943500693725e-05, "loss": 0.0683, "positive_teacher_pairs": 26767.9, "query_h_norm_ratio": 0.46063134670257566, "relation_loss": 0.010296674538403749, "selected_pairs": 26767.9, "step": 5150, "student_distance_mean": 31.088643074035645, "teacher_distance_mean": 0.8628664433956146, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.010296674538403749, "weighted_relation_loss": 0.010296674538403749 }, { "action_query_batch_std": 0.4777324467897415, "action_query_norm": 44.542981719970705, "action_relation_loss": 0.010374738648533822, "auxiliary_loss_weight": 1.0, "epoch": 4.826941066417213, "flow_matching_loss": 0.058956443890929223, "grad_norm": 0.17407619953155518, "h_stock_valid_norm": 98.08067398071289, "invalid_tail_samples": 24.3, "learning_rate": 9.598783064950902e-05, "loss": 0.0693, "positive_teacher_pairs": 26736.7, "query_h_norm_ratio": 0.4541607141494751, "relation_loss": 0.010374738648533822, "selected_pairs": 26736.7, "step": 5160, "student_distance_mean": 31.379065132141115, "teacher_distance_mean": 0.866655296087265, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.010374738648533822, "weighted_relation_loss": 0.010374738648533822 }, { "action_query_batch_std": 0.46468949019908906, "action_query_norm": 44.52590065002441, "action_relation_loss": 0.010427276510745287, "auxiliary_loss_weight": 1.0, "epoch": 4.836295603367633, "flow_matching_loss": 0.057298829406499864, "grad_norm": 0.1650007665157318, "h_stock_valid_norm": 97.96951751708984, "invalid_tail_samples": 24.3, "learning_rate": 9.596617041253018e-05, "loss": 0.0677, "positive_teacher_pairs": 26747.3, "query_h_norm_ratio": 0.45449121594429015, "relation_loss": 0.010427276510745287, "selected_pairs": 26747.3, "step": 5170, "student_distance_mean": 30.493934631347656, "teacher_distance_mean": 0.8484009385108948, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.010427276510745287, "weighted_relation_loss": 0.010427276510745287 }, { "action_query_batch_std": 0.4687958717346191, "action_query_norm": 44.52809600830078, "action_relation_loss": 0.010655425861477852, "auxiliary_loss_weight": 1.0, "epoch": 4.845650140318054, "flow_matching_loss": 0.05816437415778637, "grad_norm": 0.13978244364261627, "h_stock_valid_norm": 97.35988922119141, "invalid_tail_samples": 23.7, "learning_rate": 9.594445432231996e-05, "loss": 0.0688, "positive_teacher_pairs": 26881.2, "query_h_norm_ratio": 0.4573604494333267, "relation_loss": 0.010655425861477852, "selected_pairs": 26881.2, "step": 5180, "student_distance_mean": 30.702563667297362, "teacher_distance_mean": 0.8520939767360687, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.010655425861477852, "weighted_relation_loss": 0.010655425861477852 }, { "action_query_batch_std": 0.46883051097393036, "action_query_norm": 44.524614334106445, "action_relation_loss": 0.010816155653446912, "auxiliary_loss_weight": 1.0, "epoch": 4.855004677268475, "flow_matching_loss": 0.059589442983269694, "grad_norm": 0.1765194535255432, "h_stock_valid_norm": 98.00332489013672, "invalid_tail_samples": 21.0, "learning_rate": 9.592268240526547e-05, "loss": 0.0704, "positive_teacher_pairs": 27504.2, "query_h_norm_ratio": 0.45433332920074465, "relation_loss": 0.010816155653446912, "selected_pairs": 27504.2, "step": 5190, "student_distance_mean": 30.669753646850587, "teacher_distance_mean": 0.8591581821441651, "valid_action_samples": 235.0, "weighted_auxiliary_loss": 0.010816155653446912, "weighted_relation_loss": 0.010816155653446912 }, { "action_query_batch_std": 0.47344416975975034, "action_query_norm": 44.533667373657224, "action_relation_loss": 0.010670022387057543, "auxiliary_loss_weight": 1.0, "epoch": 4.864359214218896, "flow_matching_loss": 0.058266342431306836, "grad_norm": 0.13722383975982666, "h_stock_valid_norm": 98.36186752319335, "invalid_tail_samples": 26.2, "learning_rate": 9.590085468782162e-05, "loss": 0.0689, "positive_teacher_pairs": 26300.9, "query_h_norm_ratio": 0.452759838104248, "relation_loss": 0.010670022387057543, "selected_pairs": 26300.9, "step": 5200, "student_distance_mean": 31.188782501220704, "teacher_distance_mean": 0.8556196630001068, "valid_action_samples": 229.8, "weighted_auxiliary_loss": 0.010670022387057543, "weighted_relation_loss": 0.010670022387057543 }, { "action_query_batch_std": 0.4778501927852631, "action_query_norm": 44.54062347412109, "action_relation_loss": 0.010777425300329924, "auxiliary_loss_weight": 1.0, "epoch": 4.873713751169317, "flow_matching_loss": 0.058803100138902664, "grad_norm": 0.12316308915615082, "h_stock_valid_norm": 97.10140838623047, "invalid_tail_samples": 22.8, "learning_rate": 9.587897119651116e-05, "loss": 0.0696, "positive_teacher_pairs": 27092.1, "query_h_norm_ratio": 0.45871747434139254, "relation_loss": 0.010777425300329924, "selected_pairs": 27092.1, "step": 5210, "student_distance_mean": 31.418117141723634, "teacher_distance_mean": 0.8626244604587555, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.010777425300329924, "weighted_relation_loss": 0.010777425300329924 }, { "action_query_batch_std": 0.47014871835708616, "action_query_norm": 44.53233642578125, "action_relation_loss": 0.010819801967591048, "auxiliary_loss_weight": 1.0, "epoch": 4.883068288119738, "flow_matching_loss": 0.05806494392454624, "grad_norm": 0.14445506036281586, "h_stock_valid_norm": 96.18160858154297, "invalid_tail_samples": 25.0, "learning_rate": 9.585703195792459e-05, "loss": 0.0689, "positive_teacher_pairs": 26572.1, "query_h_norm_ratio": 0.4630118548870087, "relation_loss": 0.010819801967591048, "selected_pairs": 26572.1, "step": 5220, "student_distance_mean": 30.85983810424805, "teacher_distance_mean": 0.8452275097370148, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.010819801967591048, "weighted_relation_loss": 0.010819801967591048 }, { "action_query_batch_std": 0.468090632557869, "action_query_norm": 44.52007713317871, "action_relation_loss": 0.01047374764457345, "auxiliary_loss_weight": 1.0, "epoch": 4.892422825070159, "flow_matching_loss": 0.05793922357261181, "grad_norm": 0.17665323615074158, "h_stock_valid_norm": 96.51542587280274, "invalid_tail_samples": 25.5, "learning_rate": 9.583503699872016e-05, "loss": 0.0684, "positive_teacher_pairs": 26461.9, "query_h_norm_ratio": 0.4612860858440399, "relation_loss": 0.01047374764457345, "selected_pairs": 26461.9, "step": 5230, "student_distance_mean": 30.76550750732422, "teacher_distance_mean": 0.8630922675132752, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.01047374764457345, "weighted_relation_loss": 0.01047374764457345 }, { "action_query_batch_std": 0.4663187265396118, "action_query_norm": 44.51611328125, "action_relation_loss": 0.010687540750950575, "auxiliary_loss_weight": 1.0, "epoch": 4.90177736202058, "flow_matching_loss": 0.0594515573233366, "grad_norm": 0.18697144091129303, "h_stock_valid_norm": 97.09613571166992, "invalid_tail_samples": 23.9, "learning_rate": 9.581298634562381e-05, "loss": 0.0701, "positive_teacher_pairs": 26825.0, "query_h_norm_ratio": 0.4584773153066635, "relation_loss": 0.010687540750950575, "selected_pairs": 26825.0, "step": 5240, "student_distance_mean": 30.69414710998535, "teacher_distance_mean": 0.8586979329586029, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.010687540750950575, "weighted_relation_loss": 0.010687540750950575 }, { "action_query_batch_std": 0.462951123714447, "action_query_norm": 44.512169647216794, "action_relation_loss": 0.010569591261446475, "auxiliary_loss_weight": 1.0, "epoch": 4.911131898971001, "flow_matching_loss": 0.05867917835712433, "grad_norm": 0.15067555010318756, "h_stock_valid_norm": 97.10260238647462, "invalid_tail_samples": 22.1, "learning_rate": 9.579088002542917e-05, "loss": 0.0692, "positive_teacher_pairs": 27242.4, "query_h_norm_ratio": 0.45840536057949066, "relation_loss": 0.010569591261446475, "selected_pairs": 27242.4, "step": 5250, "student_distance_mean": 30.469448852539063, "teacher_distance_mean": 0.8503828704357147, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.010569591261446475, "weighted_relation_loss": 0.010569591261446475 }, { "action_query_batch_std": 0.46916369795799256, "action_query_norm": 44.51854782104492, "action_relation_loss": 0.01064548445865512, "auxiliary_loss_weight": 1.0, "epoch": 4.920486435921422, "flow_matching_loss": 0.06018410734832287, "grad_norm": 0.12317422032356262, "h_stock_valid_norm": 97.67572250366212, "invalid_tail_samples": 23.7, "learning_rate": 9.57687180649975e-05, "loss": 0.0708, "positive_teacher_pairs": 26881.6, "query_h_norm_ratio": 0.4557800978422165, "relation_loss": 0.01064548445865512, "selected_pairs": 26881.6, "step": 5260, "student_distance_mean": 30.791304206848146, "teacher_distance_mean": 0.8583162486553192, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.01064548445865512, "weighted_relation_loss": 0.01064548445865512 }, { "action_query_batch_std": 0.47094165086746215, "action_query_norm": 44.51808319091797, "action_relation_loss": 0.010875755455344915, "auxiliary_loss_weight": 1.0, "epoch": 4.929840972871843, "flow_matching_loss": 0.05639662407338619, "grad_norm": 0.1637793481349945, "h_stock_valid_norm": 97.30905456542969, "invalid_tail_samples": 24.5, "learning_rate": 9.574650049125768e-05, "loss": 0.0673, "positive_teacher_pairs": 26687.0, "query_h_norm_ratio": 0.4574990004301071, "relation_loss": 0.010875755455344915, "selected_pairs": 26687.0, "step": 5270, "student_distance_mean": 30.843579483032226, "teacher_distance_mean": 0.8575884401798248, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.010875755455344915, "weighted_relation_loss": 0.010875755455344915 }, { "action_query_batch_std": 0.468611142039299, "action_query_norm": 44.51769485473633, "action_relation_loss": 0.010585291590541602, "auxiliary_loss_weight": 1.0, "epoch": 4.939195509822264, "flow_matching_loss": 0.0577006209641695, "grad_norm": 0.15810175240039825, "h_stock_valid_norm": 96.1660400390625, "invalid_tail_samples": 21.7, "learning_rate": 9.572422733120614e-05, "loss": 0.0683, "positive_teacher_pairs": 27336.7, "query_h_norm_ratio": 0.46294593513011933, "relation_loss": 0.010585291590541602, "selected_pairs": 27336.7, "step": 5280, "student_distance_mean": 30.78942928314209, "teacher_distance_mean": 0.8600590169429779, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.010585291590541602, "weighted_relation_loss": 0.010585291590541602 }, { "action_query_batch_std": 0.4707574248313904, "action_query_norm": 44.512294387817384, "action_relation_loss": 0.010733773838728667, "auxiliary_loss_weight": 1.0, "epoch": 4.948550046772684, "flow_matching_loss": 0.06194098591804505, "grad_norm": 0.14786523580551147, "h_stock_valid_norm": 96.99586715698243, "invalid_tail_samples": 24.0, "learning_rate": 9.570189861190689e-05, "loss": 0.0727, "positive_teacher_pairs": 26801.0, "query_h_norm_ratio": 0.4589333862066269, "relation_loss": 0.010733773838728667, "selected_pairs": 26801.0, "step": 5290, "student_distance_mean": 30.845726585388185, "teacher_distance_mean": 0.8572879016399384, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.010733773838728667, "weighted_relation_loss": 0.010733773838728667 }, { "action_query_batch_std": 0.46948912739753723, "action_query_norm": 44.51028594970703, "action_relation_loss": 0.010231702402234078, "auxiliary_loss_weight": 1.0, "epoch": 4.9579045837231055, "flow_matching_loss": 0.056610897183418274, "grad_norm": 0.10976507514715195, "h_stock_valid_norm": 99.25062866210938, "invalid_tail_samples": 25.8, "learning_rate": 9.56795143604914e-05, "loss": 0.0668, "positive_teacher_pairs": 26387.4, "query_h_norm_ratio": 0.4484895884990692, "relation_loss": 0.010231702402234078, "selected_pairs": 26387.4, "step": 5300, "student_distance_mean": 30.857221603393555, "teacher_distance_mean": 0.8592241823673248, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.010231702402234078, "weighted_relation_loss": 0.010231702402234078 }, { "action_query_batch_std": 0.46559666395187377, "action_query_norm": 44.507342147827146, "action_relation_loss": 0.010597234964370728, "auxiliary_loss_weight": 1.0, "epoch": 4.967259120673527, "flow_matching_loss": 0.05862019434571266, "grad_norm": 0.13214638829231262, "h_stock_valid_norm": 100.4261489868164, "invalid_tail_samples": 23.6, "learning_rate": 9.565707460415869e-05, "loss": 0.0692, "positive_teacher_pairs": 26897.7, "query_h_norm_ratio": 0.4431956589221954, "relation_loss": 0.010597234964370728, "selected_pairs": 26897.7, "step": 5310, "student_distance_mean": 30.421637535095215, "teacher_distance_mean": 0.8477039992809295, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.010597234964370728, "weighted_relation_loss": 0.010597234964370728 }, { "action_query_batch_std": 0.4609119057655334, "action_query_norm": 44.49583358764649, "action_relation_loss": 0.01023478815332055, "auxiliary_loss_weight": 1.0, "epoch": 4.976613657623948, "flow_matching_loss": 0.05627688057720661, "grad_norm": 0.15345819294452667, "h_stock_valid_norm": 98.71137390136718, "invalid_tail_samples": 23.8, "learning_rate": 9.563457937017515e-05, "loss": 0.0665, "positive_teacher_pairs": 26850.6, "query_h_norm_ratio": 0.4507847219705582, "relation_loss": 0.01023478815332055, "selected_pairs": 26850.6, "step": 5320, "student_distance_mean": 30.23900909423828, "teacher_distance_mean": 0.8510671377182006, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.01023478815332055, "weighted_relation_loss": 0.01023478815332055 }, { "action_query_batch_std": 0.46247434616088867, "action_query_norm": 44.499371719360354, "action_relation_loss": 0.010416782833635807, "auxiliary_loss_weight": 1.0, "epoch": 4.985968194574369, "flow_matching_loss": 0.05793861486017704, "grad_norm": 0.15064896643161774, "h_stock_valid_norm": 98.15128936767579, "invalid_tail_samples": 20.6, "learning_rate": 9.56120286858746e-05, "loss": 0.0684, "positive_teacher_pairs": 27596.7, "query_h_norm_ratio": 0.45338033735752103, "relation_loss": 0.010416782833635807, "selected_pairs": 27596.7, "step": 5330, "student_distance_mean": 30.291440391540526, "teacher_distance_mean": 0.863540095090866, "valid_action_samples": 235.4, "weighted_auxiliary_loss": 0.010416782833635807, "weighted_relation_loss": 0.010416782833635807 }, { "action_query_batch_std": 0.4603968232870102, "action_query_norm": 44.49518737792969, "action_relation_loss": 0.010812332574278116, "auxiliary_loss_weight": 1.0, "epoch": 4.99532273152479, "flow_matching_loss": 0.06053634658455849, "grad_norm": 0.16499066352844238, "h_stock_valid_norm": 97.9950798034668, "invalid_tail_samples": 22.9, "learning_rate": 9.558942257865829e-05, "loss": 0.0713, "positive_teacher_pairs": 27059.2, "query_h_norm_ratio": 0.4540602207183838, "relation_loss": 0.010812332574278116, "selected_pairs": 27059.2, "step": 5340, "student_distance_mean": 30.29606685638428, "teacher_distance_mean": 0.8540811717510224, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.010812332574278116, "weighted_relation_loss": 0.010812332574278116 }, { "action_query_batch_std": 0.4624186486005783, "action_query_norm": 44.49411582946777, "action_relation_loss": 0.010178569890558719, "auxiliary_loss_weight": 1.0, "epoch": 5.00467726847521, "flow_matching_loss": 0.05705821253359318, "grad_norm": 0.1787833422422409, "h_stock_valid_norm": 97.31760635375977, "invalid_tail_samples": 26.0, "learning_rate": 9.556676107599472e-05, "loss": 0.0672, "positive_teacher_pairs": 23362.0, "query_h_norm_ratio": 0.45720998346805575, "relation_loss": 0.010178569890558719, "selected_pairs": 23362.0, "step": 5350, "student_distance_mean": 30.506744956970216, "teacher_distance_mean": 0.8513019919395447, "valid_action_samples": 210.1, "weighted_auxiliary_loss": 0.010178569890558719, "weighted_relation_loss": 0.010178569890558719 }, { "action_query_batch_std": 0.466109561920166, "action_query_norm": 44.49307403564453, "action_relation_loss": 0.010010905843228102, "auxiliary_loss_weight": 1.0, "epoch": 5.014031805425631, "flow_matching_loss": 0.05881690829992294, "grad_norm": 0.1797187626361847, "h_stock_valid_norm": 98.02097625732422, "invalid_tail_samples": 24.3, "learning_rate": 9.554404420541978e-05, "loss": 0.0688, "positive_teacher_pairs": 26740.2, "query_h_norm_ratio": 0.4539165377616882, "relation_loss": 0.010010905843228102, "selected_pairs": 26740.2, "step": 5360, "student_distance_mean": 30.55073184967041, "teacher_distance_mean": 0.8578934133052826, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.010010905843228102, "weighted_relation_loss": 0.010010905843228102 }, { "action_query_batch_std": 0.4655102550983429, "action_query_norm": 44.49757766723633, "action_relation_loss": 0.01018579863011837, "auxiliary_loss_weight": 1.0, "epoch": 5.023386342376052, "flow_matching_loss": 0.056698080897331235, "grad_norm": 0.18831880390644073, "h_stock_valid_norm": 98.3624641418457, "invalid_tail_samples": 24.6, "learning_rate": 9.55212719945366e-05, "loss": 0.0669, "positive_teacher_pairs": 26661.4, "query_h_norm_ratio": 0.45238859951496124, "relation_loss": 0.01018579863011837, "selected_pairs": 26661.4, "step": 5370, "student_distance_mean": 30.61063289642334, "teacher_distance_mean": 0.856038236618042, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.01018579863011837, "weighted_relation_loss": 0.01018579863011837 }, { "action_query_batch_std": 0.46971548199653623, "action_query_norm": 44.499623489379886, "action_relation_loss": 0.010296604223549366, "auxiliary_loss_weight": 1.0, "epoch": 5.032740879326473, "flow_matching_loss": 0.05732854530215263, "grad_norm": 0.2268390655517578, "h_stock_valid_norm": 98.10992126464843, "invalid_tail_samples": 22.7, "learning_rate": 9.549844447101559e-05, "loss": 0.0676, "positive_teacher_pairs": 27112.7, "query_h_norm_ratio": 0.4535733938217163, "relation_loss": 0.010296604223549366, "selected_pairs": 27112.7, "step": 5380, "student_distance_mean": 30.95980739593506, "teacher_distance_mean": 0.8519276976585388, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.010296604223549366, "weighted_relation_loss": 0.010296604223549366 }, { "action_query_batch_std": 0.45987104177474974, "action_query_norm": 44.487037658691406, "action_relation_loss": 0.010015705600380898, "auxiliary_loss_weight": 1.0, "epoch": 5.0420954162768945, "flow_matching_loss": 0.05804821774363518, "grad_norm": 0.1721368432044983, "h_stock_valid_norm": 97.48740768432617, "invalid_tail_samples": 22.2, "learning_rate": 9.547556166259433e-05, "loss": 0.0681, "positive_teacher_pairs": 27224.7, "query_h_norm_ratio": 0.4563397467136383, "relation_loss": 0.010015705600380898, "selected_pairs": 27224.7, "step": 5390, "student_distance_mean": 30.267913818359375, "teacher_distance_mean": 0.8577889621257782, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.010015705600380898, "weighted_relation_loss": 0.010015705600380898 }, { "action_query_batch_std": 0.46920148730278016, "action_query_norm": 44.49984931945801, "action_relation_loss": 0.01035102317109704, "auxiliary_loss_weight": 1.0, "epoch": 5.051449953227316, "flow_matching_loss": 0.05641200989484787, "grad_norm": 0.20308993756771088, "h_stock_valid_norm": 97.89458999633788, "invalid_tail_samples": 25.3, "learning_rate": 9.545262359707756e-05, "loss": 0.0668, "positive_teacher_pairs": 26507.0, "query_h_norm_ratio": 0.4545732825994492, "relation_loss": 0.01035102317109704, "selected_pairs": 26507.0, "step": 5400, "student_distance_mean": 30.843988990783693, "teacher_distance_mean": 0.8597228944301605, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.01035102317109704, "weighted_relation_loss": 0.01035102317109704 }, { "action_query_batch_std": 0.47202526926994326, "action_query_norm": 44.496514892578126, "action_relation_loss": 0.010051693860441446, "auxiliary_loss_weight": 1.0, "epoch": 5.060804490177736, "flow_matching_loss": 0.05617568828165531, "grad_norm": 0.1907641589641571, "h_stock_valid_norm": 97.72307891845703, "invalid_tail_samples": 24.1, "learning_rate": 9.542963030233724e-05, "loss": 0.0662, "positive_teacher_pairs": 26779.8, "query_h_norm_ratio": 0.45533818006515503, "relation_loss": 0.010051693860441446, "selected_pairs": 26779.8, "step": 5410, "student_distance_mean": 30.891250801086425, "teacher_distance_mean": 0.8540614604949951, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.010051693860441446, "weighted_relation_loss": 0.010051693860441446 }, { "action_query_batch_std": 0.4607544541358948, "action_query_norm": 44.48362693786621, "action_relation_loss": 0.010367305018007755, "auxiliary_loss_weight": 1.0, "epoch": 5.070159027128157, "flow_matching_loss": 0.05648953542113304, "grad_norm": 0.22620831429958344, "h_stock_valid_norm": 96.80540161132812, "invalid_tail_samples": 25.0, "learning_rate": 9.540658180631237e-05, "loss": 0.0669, "positive_teacher_pairs": 26569.3, "query_h_norm_ratio": 0.4595257639884949, "relation_loss": 0.010367305018007755, "selected_pairs": 26569.3, "step": 5420, "student_distance_mean": 30.37175941467285, "teacher_distance_mean": 0.8501707792282105, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.010367305018007755, "weighted_relation_loss": 0.010367305018007755 }, { "action_query_batch_std": 0.4586956262588501, "action_query_norm": 44.48326950073242, "action_relation_loss": 0.009494176879525185, "auxiliary_loss_weight": 1.0, "epoch": 5.079513564078578, "flow_matching_loss": 0.05611078664660454, "grad_norm": 0.2758028209209442, "h_stock_valid_norm": 96.38125915527344, "invalid_tail_samples": 23.3, "learning_rate": 9.538347813700904e-05, "loss": 0.0656, "positive_teacher_pairs": 26971.9, "query_h_norm_ratio": 0.4615385830402374, "relation_loss": 0.009494176879525185, "selected_pairs": 26971.9, "step": 5430, "student_distance_mean": 30.07367534637451, "teacher_distance_mean": 0.8568255782127381, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.009494176879525185, "weighted_relation_loss": 0.009494176879525185 }, { "action_query_batch_std": 0.45493516623973845, "action_query_norm": 44.47109184265137, "action_relation_loss": 0.010777524020522834, "auxiliary_loss_weight": 1.0, "epoch": 5.088868101028999, "flow_matching_loss": 0.057774904742836954, "grad_norm": 0.23359715938568115, "h_stock_valid_norm": 96.375, "invalid_tail_samples": 24.8, "learning_rate": 9.536031932250036e-05, "loss": 0.0686, "positive_teacher_pairs": 26619.8, "query_h_norm_ratio": 0.4614449828863144, "relation_loss": 0.010777524020522834, "selected_pairs": 26619.8, "step": 5440, "student_distance_mean": 29.999864768981933, "teacher_distance_mean": 0.8475438714027405, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.010777524020522834, "weighted_relation_loss": 0.010777524020522834 }, { "action_query_batch_std": 0.4725250333547592, "action_query_norm": 44.48736381530762, "action_relation_loss": 0.01025816798210144, "auxiliary_loss_weight": 1.0, "epoch": 5.09822263797942, "flow_matching_loss": 0.056328079849481585, "grad_norm": 0.2647758722305298, "h_stock_valid_norm": 96.7108772277832, "invalid_tail_samples": 26.6, "learning_rate": 9.533710539092653e-05, "loss": 0.0666, "positive_teacher_pairs": 26205.6, "query_h_norm_ratio": 0.4600121796131134, "relation_loss": 0.01025816798210144, "selected_pairs": 26205.6, "step": 5450, "student_distance_mean": 31.15473041534424, "teacher_distance_mean": 0.8568397521972656, "valid_action_samples": 229.4, "weighted_auxiliary_loss": 0.01025816798210144, "weighted_relation_loss": 0.01025816798210144 }, { "action_query_batch_std": 0.45880578458309174, "action_query_norm": 44.47494239807129, "action_relation_loss": 0.010205160826444626, "auxiliary_loss_weight": 1.0, "epoch": 5.107577174929841, "flow_matching_loss": 0.056325193122029306, "grad_norm": 0.1516932100057602, "h_stock_valid_norm": 97.68159561157226, "invalid_tail_samples": 25.3, "learning_rate": 9.531383637049464e-05, "loss": 0.0665, "positive_teacher_pairs": 26509.4, "query_h_norm_ratio": 0.4553090661764145, "relation_loss": 0.010205160826444626, "selected_pairs": 26509.4, "step": 5460, "student_distance_mean": 30.19518165588379, "teacher_distance_mean": 0.857812124490738, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.010205160826444626, "weighted_relation_loss": 0.010205160826444626 }, { "action_query_batch_std": 0.4630785048007965, "action_query_norm": 44.47742614746094, "action_relation_loss": 0.009616729151457549, "auxiliary_loss_weight": 1.0, "epoch": 5.1169317118802615, "flow_matching_loss": 0.058741701394319536, "grad_norm": 0.15232516825199127, "h_stock_valid_norm": 97.73568344116211, "invalid_tail_samples": 24.7, "learning_rate": 9.529051228947875e-05, "loss": 0.0684, "positive_teacher_pairs": 26646.4, "query_h_norm_ratio": 0.45508241951465606, "relation_loss": 0.009616729151457549, "selected_pairs": 26646.4, "step": 5470, "student_distance_mean": 30.216324234008788, "teacher_distance_mean": 0.8524903059005737, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.009616729151457549, "weighted_relation_loss": 0.009616729151457549 }, { "action_query_batch_std": 0.4666549891233444, "action_query_norm": 44.48037757873535, "action_relation_loss": 0.009932750836014748, "auxiliary_loss_weight": 1.0, "epoch": 5.126286248830683, "flow_matching_loss": 0.05457545518875122, "grad_norm": 0.13202421367168427, "h_stock_valid_norm": 97.53422698974609, "invalid_tail_samples": 21.6, "learning_rate": 9.52671331762198e-05, "loss": 0.0645, "positive_teacher_pairs": 27361.6, "query_h_norm_ratio": 0.4560543805360794, "relation_loss": 0.009932750836014748, "selected_pairs": 27361.6, "step": 5480, "student_distance_mean": 30.593003273010254, "teacher_distance_mean": 0.8556136310100555, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.009932750836014748, "weighted_relation_loss": 0.009932750836014748 }, { "action_query_batch_std": 0.45772537887096404, "action_query_norm": 44.46580085754395, "action_relation_loss": 0.010217720828950404, "auxiliary_loss_weight": 1.0, "epoch": 5.135640785781104, "flow_matching_loss": 0.0572394959628582, "grad_norm": 0.15679073333740234, "h_stock_valid_norm": 97.92560272216797, "invalid_tail_samples": 26.1, "learning_rate": 9.524369905912565e-05, "loss": 0.0675, "positive_teacher_pairs": 26319.3, "query_h_norm_ratio": 0.45408074259757997, "relation_loss": 0.010217720828950404, "selected_pairs": 26319.3, "step": 5490, "student_distance_mean": 30.115767097473146, "teacher_distance_mean": 0.8472604572772979, "valid_action_samples": 229.9, "weighted_auxiliary_loss": 0.010217720828950404, "weighted_relation_loss": 0.010217720828950404 }, { "action_query_batch_std": 0.4623848468065262, "action_query_norm": 44.47999114990235, "action_relation_loss": 0.01034839153289795, "auxiliary_loss_weight": 1.0, "epoch": 5.144995322731525, "flow_matching_loss": 0.05465189516544342, "grad_norm": 0.13499678671360016, "h_stock_valid_norm": 97.64279098510742, "invalid_tail_samples": 23.5, "learning_rate": 9.522020996667092e-05, "loss": 0.065, "positive_teacher_pairs": 26922.7, "query_h_norm_ratio": 0.45554250180721284, "relation_loss": 0.01034839153289795, "selected_pairs": 26922.7, "step": 5500, "student_distance_mean": 30.51542224884033, "teacher_distance_mean": 0.8516034066677094, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.01034839153289795, "weighted_relation_loss": 0.01034839153289795 }, { "action_query_batch_std": 0.46003003120422364, "action_query_norm": 44.468010330200194, "action_relation_loss": 0.009918551798909903, "auxiliary_loss_weight": 1.0, "epoch": 5.154349859681946, "flow_matching_loss": 0.05585098564624787, "grad_norm": 0.11677186191082001, "h_stock_valid_norm": 97.5019302368164, "invalid_tail_samples": 21.8, "learning_rate": 9.519666592739709e-05, "loss": 0.0658, "positive_teacher_pairs": 27312.2, "query_h_norm_ratio": 0.45607649981975557, "relation_loss": 0.009918551798909903, "selected_pairs": 27312.2, "step": 5510, "student_distance_mean": 30.17954921722412, "teacher_distance_mean": 0.8508839786052704, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.009918551798909903, "weighted_relation_loss": 0.009918551798909903 }, { "action_query_batch_std": 0.4637344002723694, "action_query_norm": 44.47708854675293, "action_relation_loss": 0.009801881946623325, "auxiliary_loss_weight": 1.0, "epoch": 5.163704396632367, "flow_matching_loss": 0.05556888170540333, "grad_norm": 0.15205782651901245, "h_stock_valid_norm": 98.63709869384766, "invalid_tail_samples": 25.7, "learning_rate": 9.517306696991241e-05, "loss": 0.0654, "positive_teacher_pairs": 26408.9, "query_h_norm_ratio": 0.45093099772930145, "relation_loss": 0.009801881946623325, "selected_pairs": 26408.9, "step": 5520, "student_distance_mean": 30.39806785583496, "teacher_distance_mean": 0.8579248428344727, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.009801881946623325, "weighted_relation_loss": 0.009801881946623325 }, { "action_query_batch_std": 0.4601523786783218, "action_query_norm": 44.47241287231445, "action_relation_loss": 0.00968975517898798, "auxiliary_loss_weight": 1.0, "epoch": 5.173058933582787, "flow_matching_loss": 0.05748551115393639, "grad_norm": 0.1863618940114975, "h_stock_valid_norm": 99.0117805480957, "invalid_tail_samples": 24.6, "learning_rate": 9.51494131228918e-05, "loss": 0.0672, "positive_teacher_pairs": 26663.8, "query_h_norm_ratio": 0.44916502833366395, "relation_loss": 0.00968975517898798, "selected_pairs": 26663.8, "step": 5530, "student_distance_mean": 30.348663902282716, "teacher_distance_mean": 0.855718195438385, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.00968975517898798, "weighted_relation_loss": 0.00968975517898798 }, { "action_query_batch_std": 0.45831796526908875, "action_query_norm": 44.464629364013675, "action_relation_loss": 0.009933676198124885, "auxiliary_loss_weight": 1.0, "epoch": 5.182413470533208, "flow_matching_loss": 0.05704486072063446, "grad_norm": 0.13702456653118134, "h_stock_valid_norm": 98.0314208984375, "invalid_tail_samples": 22.6, "learning_rate": 9.512570441507695e-05, "loss": 0.067, "positive_teacher_pairs": 27129.1, "query_h_norm_ratio": 0.4535798400640488, "relation_loss": 0.009933676198124885, "selected_pairs": 27129.1, "step": 5540, "student_distance_mean": 30.04604263305664, "teacher_distance_mean": 0.8497236490249633, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.009933676198124885, "weighted_relation_loss": 0.009933676198124885 }, { "action_query_batch_std": 0.46388944387435915, "action_query_norm": 44.474311447143556, "action_relation_loss": 0.010135497152805328, "auxiliary_loss_weight": 1.0, "epoch": 5.191768007483629, "flow_matching_loss": 0.057414236664772036, "grad_norm": 0.17846597731113434, "h_stock_valid_norm": 97.42723236083984, "invalid_tail_samples": 25.1, "learning_rate": 9.510194087527615e-05, "loss": 0.0675, "positive_teacher_pairs": 26548.2, "query_h_norm_ratio": 0.4564937949180603, "relation_loss": 0.010135497152805328, "selected_pairs": 26548.2, "step": 5550, "student_distance_mean": 30.592297554016113, "teacher_distance_mean": 0.8557537257671356, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.010135497152805328, "weighted_relation_loss": 0.010135497152805328 }, { "action_query_batch_std": 0.46662903428077696, "action_query_norm": 44.47632522583008, "action_relation_loss": 0.010112702008336782, "auxiliary_loss_weight": 1.0, "epoch": 5.2011225444340505, "flow_matching_loss": 0.057743947952985764, "grad_norm": 0.16036531329154968, "h_stock_valid_norm": 96.90269241333007, "invalid_tail_samples": 20.7, "learning_rate": 9.507812253236435e-05, "loss": 0.0679, "positive_teacher_pairs": 27571.6, "query_h_norm_ratio": 0.45898381173610686, "relation_loss": 0.010112702008336782, "selected_pairs": 27571.6, "step": 5560, "student_distance_mean": 30.565406227111815, "teacher_distance_mean": 0.8554112195968628, "valid_action_samples": 235.3, "weighted_auxiliary_loss": 0.010112702008336782, "weighted_relation_loss": 0.010112702008336782 }, { "action_query_batch_std": 0.4667451918125153, "action_query_norm": 44.467427825927736, "action_relation_loss": 0.010349617619067431, "auxiliary_loss_weight": 1.0, "epoch": 5.210477081384472, "flow_matching_loss": 0.05744264051318169, "grad_norm": 0.17077533900737762, "h_stock_valid_norm": 97.40260696411133, "invalid_tail_samples": 25.2, "learning_rate": 9.505424941528309e-05, "loss": 0.0678, "positive_teacher_pairs": 26526.3, "query_h_norm_ratio": 0.45653477907180784, "relation_loss": 0.010349617619067431, "selected_pairs": 26526.3, "step": 5570, "student_distance_mean": 30.610702896118163, "teacher_distance_mean": 0.8516004681587219, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.010349617619067431, "weighted_relation_loss": 0.010349617619067431 }, { "action_query_batch_std": 0.4559825509786606, "action_query_norm": 44.45131645202637, "action_relation_loss": 0.010663763340562581, "auxiliary_loss_weight": 1.0, "epoch": 5.219831618334893, "flow_matching_loss": 0.05658529959619045, "grad_norm": 0.17997197806835175, "h_stock_valid_norm": 97.4094108581543, "invalid_tail_samples": 23.4, "learning_rate": 9.503032155304046e-05, "loss": 0.0672, "positive_teacher_pairs": 26946.0, "query_h_norm_ratio": 0.4563403159379959, "relation_loss": 0.010663763340562581, "selected_pairs": 26946.0, "step": 5580, "student_distance_mean": 29.99890193939209, "teacher_distance_mean": 0.8465550601482391, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.010663763340562581, "weighted_relation_loss": 0.010663763340562581 }, { "action_query_batch_std": 0.4614201545715332, "action_query_norm": 44.451694869995116, "action_relation_loss": 0.01028045816347003, "auxiliary_loss_weight": 1.0, "epoch": 5.229186155285314, "flow_matching_loss": 0.05852229334414005, "grad_norm": 0.2121015340089798, "h_stock_valid_norm": 97.81442489624024, "invalid_tail_samples": 22.4, "learning_rate": 9.500633897471106e-05, "loss": 0.0688, "positive_teacher_pairs": 27174.9, "query_h_norm_ratio": 0.4544524222612381, "relation_loss": 0.01028045816347003, "selected_pairs": 27174.9, "step": 5590, "student_distance_mean": 30.24936237335205, "teacher_distance_mean": 0.8582954406738281, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.01028045816347003, "weighted_relation_loss": 0.01028045816347003 }, { "action_query_batch_std": 0.46422176659107206, "action_query_norm": 44.46242561340332, "action_relation_loss": 0.01050627389922738, "auxiliary_loss_weight": 1.0, "epoch": 5.238540692235734, "flow_matching_loss": 0.05849032290279865, "grad_norm": 0.19582752883434296, "h_stock_valid_norm": 98.09600677490235, "invalid_tail_samples": 23.8, "learning_rate": 9.498230170943596e-05, "loss": 0.069, "positive_teacher_pairs": 26855.0, "query_h_norm_ratio": 0.45326103568077086, "relation_loss": 0.01050627389922738, "selected_pairs": 26855.0, "step": 5600, "student_distance_mean": 30.645285987854002, "teacher_distance_mean": 0.8573739290237427, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.01050627389922738, "weighted_relation_loss": 0.01050627389922738 }, { "action_query_batch_std": 0.4617850840091705, "action_query_norm": 44.45829277038574, "action_relation_loss": 0.009888693969696761, "auxiliary_loss_weight": 1.0, "epoch": 5.247895229186155, "flow_matching_loss": 0.05889240466058254, "grad_norm": 0.1980690360069275, "h_stock_valid_norm": 98.26953506469727, "invalid_tail_samples": 22.7, "learning_rate": 9.495820978642275e-05, "loss": 0.0688, "positive_teacher_pairs": 27106.6, "query_h_norm_ratio": 0.45242084860801696, "relation_loss": 0.009888693969696761, "selected_pairs": 27106.6, "step": 5610, "student_distance_mean": 30.41705780029297, "teacher_distance_mean": 0.8524515271186829, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.009888693969696761, "weighted_relation_loss": 0.009888693969696761 }, { "action_query_batch_std": 0.4674449384212494, "action_query_norm": 44.462676239013675, "action_relation_loss": 0.009547174908220768, "auxiliary_loss_weight": 1.0, "epoch": 5.257249766136576, "flow_matching_loss": 0.05532098487019539, "grad_norm": 0.20321601629257202, "h_stock_valid_norm": 98.16927108764648, "invalid_tail_samples": 23.7, "learning_rate": 9.493406323494535e-05, "loss": 0.0649, "positive_teacher_pairs": 26876.7, "query_h_norm_ratio": 0.45292515158653257, "relation_loss": 0.009547174908220768, "selected_pairs": 26876.7, "step": 5620, "student_distance_mean": 30.727289962768555, "teacher_distance_mean": 0.8634278893470764, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.009547174908220768, "weighted_relation_loss": 0.009547174908220768 }, { "action_query_batch_std": 0.46321935057640073, "action_query_norm": 44.453612899780275, "action_relation_loss": 0.010539350286126136, "auxiliary_loss_weight": 1.0, "epoch": 5.266604303086997, "flow_matching_loss": 0.05568384751677513, "grad_norm": 0.20078308880329132, "h_stock_valid_norm": 97.29437942504883, "invalid_tail_samples": 26.4, "learning_rate": 9.490986208434413e-05, "loss": 0.0662, "positive_teacher_pairs": 26261.9, "query_h_norm_ratio": 0.4569007635116577, "relation_loss": 0.010539350286126136, "selected_pairs": 26261.9, "step": 5630, "student_distance_mean": 30.654185104370118, "teacher_distance_mean": 0.8597780525684356, "valid_action_samples": 229.6, "weighted_auxiliary_loss": 0.010539350286126136, "weighted_relation_loss": 0.010539350286126136 }, { "action_query_batch_std": 0.46961563229560854, "action_query_norm": 44.46015739440918, "action_relation_loss": 0.009664115775376559, "auxiliary_loss_weight": 1.0, "epoch": 5.275958840037418, "flow_matching_loss": 0.05684331543743611, "grad_norm": 0.19611386954784393, "h_stock_valid_norm": 96.91186904907227, "invalid_tail_samples": 22.3, "learning_rate": 9.488560636402577e-05, "loss": 0.0665, "positive_teacher_pairs": 27202.2, "query_h_norm_ratio": 0.4587726265192032, "relation_loss": 0.009664115775376559, "selected_pairs": 27202.2, "step": 5640, "student_distance_mean": 30.828265762329103, "teacher_distance_mean": 0.8587603509426117, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.009664115775376559, "weighted_relation_loss": 0.009664115775376559 }, { "action_query_batch_std": 0.45870558321475985, "action_query_norm": 44.44692764282227, "action_relation_loss": 0.010662468057125807, "auxiliary_loss_weight": 1.0, "epoch": 5.285313376987839, "flow_matching_loss": 0.055469457432627677, "grad_norm": 0.1589549481868744, "h_stock_valid_norm": 96.83389053344726, "invalid_tail_samples": 22.4, "learning_rate": 9.486129610346321e-05, "loss": 0.0661, "positive_teacher_pairs": 27172.4, "query_h_norm_ratio": 0.45900379717350004, "relation_loss": 0.010662468057125807, "selected_pairs": 27172.4, "step": 5650, "student_distance_mean": 30.080289840698242, "teacher_distance_mean": 0.8472028136253357, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.010662468057125807, "weighted_relation_loss": 0.010662468057125807 }, { "action_query_batch_std": 0.46071145832538607, "action_query_norm": 44.4477783203125, "action_relation_loss": 0.010131543409079314, "auxiliary_loss_weight": 1.0, "epoch": 5.29466791393826, "flow_matching_loss": 0.05807409957051277, "grad_norm": 0.16800439357757568, "h_stock_valid_norm": 97.0482292175293, "invalid_tail_samples": 23.9, "learning_rate": 9.483693133219576e-05, "loss": 0.0682, "positive_teacher_pairs": 26824.9, "query_h_norm_ratio": 0.45801106095314026, "relation_loss": 0.010131543409079314, "selected_pairs": 26824.9, "step": 5660, "student_distance_mean": 30.207889556884766, "teacher_distance_mean": 0.8477981448173523, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.010131543409079314, "weighted_relation_loss": 0.010131543409079314 }, { "action_query_batch_std": 0.4695704519748688, "action_query_norm": 44.458303451538086, "action_relation_loss": 0.010258884262293577, "auxiliary_loss_weight": 1.0, "epoch": 5.304022450888681, "flow_matching_loss": 0.05873115137219429, "grad_norm": 0.16547974944114685, "h_stock_valid_norm": 98.67412185668945, "invalid_tail_samples": 25.5, "learning_rate": 9.481251207982888e-05, "loss": 0.069, "positive_teacher_pairs": 26458.3, "query_h_norm_ratio": 0.45056706070899966, "relation_loss": 0.010258884262293577, "selected_pairs": 26458.3, "step": 5670, "student_distance_mean": 30.905543899536134, "teacher_distance_mean": 0.854397988319397, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.010258884262293577, "weighted_relation_loss": 0.010258884262293577 }, { "action_query_batch_std": 0.4614900439977646, "action_query_norm": 44.44602966308594, "action_relation_loss": 0.009865005500614643, "auxiliary_loss_weight": 1.0, "epoch": 5.313376987839102, "flow_matching_loss": 0.056024659797549246, "grad_norm": 0.14838598668575287, "h_stock_valid_norm": 98.85812454223633, "invalid_tail_samples": 23.3, "learning_rate": 9.47880383760343e-05, "loss": 0.0659, "positive_teacher_pairs": 26971.7, "query_h_norm_ratio": 0.44959723949432373, "relation_loss": 0.009865005500614643, "selected_pairs": 26971.7, "step": 5680, "student_distance_mean": 30.379248046875, "teacher_distance_mean": 0.854418933391571, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.009865005500614643, "weighted_relation_loss": 0.009865005500614643 }, { "action_query_batch_std": 0.45787869691848754, "action_query_norm": 44.44284286499023, "action_relation_loss": 0.010103879403322935, "auxiliary_loss_weight": 1.0, "epoch": 5.322731524789523, "flow_matching_loss": 0.055026764050126076, "grad_norm": 0.14275801181793213, "h_stock_valid_norm": 98.22311935424804, "invalid_tail_samples": 23.1, "learning_rate": 9.476351025054983e-05, "loss": 0.0651, "positive_teacher_pairs": 27018.2, "query_h_norm_ratio": 0.4524759978055954, "relation_loss": 0.010103879403322935, "selected_pairs": 27018.2, "step": 5690, "student_distance_mean": 30.06444149017334, "teacher_distance_mean": 0.8476301014423371, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.010103879403322935, "weighted_relation_loss": 0.010103879403322935 }, { "action_query_batch_std": 0.47446260452270506, "action_query_norm": 44.46695518493652, "action_relation_loss": 0.010197317507117987, "auxiliary_loss_weight": 1.0, "epoch": 5.332086061739944, "flow_matching_loss": 0.05758887454867363, "grad_norm": 0.14005981385707855, "h_stock_valid_norm": 97.81685256958008, "invalid_tail_samples": 23.7, "learning_rate": 9.473892773317952e-05, "loss": 0.0678, "positive_teacher_pairs": 26873.0, "query_h_norm_ratio": 0.45460157096385956, "relation_loss": 0.010197317507117987, "selected_pairs": 26873.0, "step": 5700, "student_distance_mean": 31.150943946838378, "teacher_distance_mean": 0.8639989137649536, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.010197317507117987, "weighted_relation_loss": 0.010197317507117987 }, { "action_query_batch_std": 0.45746939480304716, "action_query_norm": 44.43068580627441, "action_relation_loss": 0.010447035171091556, "auxiliary_loss_weight": 1.0, "epoch": 5.341440598690365, "flow_matching_loss": 0.05494793392717838, "grad_norm": 0.16450324654579163, "h_stock_valid_norm": 96.70695266723632, "invalid_tail_samples": 26.3, "learning_rate": 9.471429085379338e-05, "loss": 0.0654, "positive_teacher_pairs": 26276.1, "query_h_norm_ratio": 0.45944463908672334, "relation_loss": 0.010447035171091556, "selected_pairs": 26276.1, "step": 5710, "student_distance_mean": 30.124466323852538, "teacher_distance_mean": 0.8409736752510071, "valid_action_samples": 229.7, "weighted_auxiliary_loss": 0.010447035171091556, "weighted_relation_loss": 0.010447035171091556 }, { "action_query_batch_std": 0.46417878568172455, "action_query_norm": 44.44221725463867, "action_relation_loss": 0.00970436930656433, "auxiliary_loss_weight": 1.0, "epoch": 5.3507951356407855, "flow_matching_loss": 0.05474642850458622, "grad_norm": 0.12987326085567474, "h_stock_valid_norm": 97.45935363769532, "invalid_tail_samples": 22.5, "learning_rate": 9.468959964232757e-05, "loss": 0.0645, "positive_teacher_pairs": 27154.9, "query_h_norm_ratio": 0.456025430560112, "relation_loss": 0.00970436930656433, "selected_pairs": 27154.9, "step": 5720, "student_distance_mean": 30.56943588256836, "teacher_distance_mean": 0.86240856051445, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.00970436930656433, "weighted_relation_loss": 0.00970436930656433 }, { "action_query_batch_std": 0.46095643043518064, "action_query_norm": 44.439216232299806, "action_relation_loss": 0.010550551302731036, "auxiliary_loss_weight": 1.0, "epoch": 5.360149672591207, "flow_matching_loss": 0.057208411395549774, "grad_norm": 0.16043561697006226, "h_stock_valid_norm": 98.30114364624023, "invalid_tail_samples": 25.1, "learning_rate": 9.466485412878425e-05, "loss": 0.0678, "positive_teacher_pairs": 26553.9, "query_h_norm_ratio": 0.4520761251449585, "relation_loss": 0.010550551302731036, "selected_pairs": 26553.9, "step": 5730, "student_distance_mean": 30.391420364379883, "teacher_distance_mean": 0.85621936917305, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.010550551302731036, "weighted_relation_loss": 0.010550551302731036 }, { "action_query_batch_std": 0.4659139782190323, "action_query_norm": 44.443824768066406, "action_relation_loss": 0.010489293374121189, "auxiliary_loss_weight": 1.0, "epoch": 5.369504209541628, "flow_matching_loss": 0.055446216464042665, "grad_norm": 0.1806381195783615, "h_stock_valid_norm": 98.24057006835938, "invalid_tail_samples": 24.0, "learning_rate": 9.464005434323154e-05, "loss": 0.0659, "positive_teacher_pairs": 26803.3, "query_h_norm_ratio": 0.452401003241539, "relation_loss": 0.010489293374121189, "selected_pairs": 26803.3, "step": 5740, "student_distance_mean": 30.457016372680663, "teacher_distance_mean": 0.8550743043422699, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.010489293374121189, "weighted_relation_loss": 0.010489293374121189 }, { "action_query_batch_std": 0.47198974192142484, "action_query_norm": 44.45279808044434, "action_relation_loss": 0.010851148702204227, "auxiliary_loss_weight": 1.0, "epoch": 5.378858746492049, "flow_matching_loss": 0.0572961263358593, "grad_norm": 0.15322798490524292, "h_stock_valid_norm": 98.16355209350586, "invalid_tail_samples": 22.9, "learning_rate": 9.461520031580352e-05, "loss": 0.0681, "positive_teacher_pairs": 27059.6, "query_h_norm_ratio": 0.4528502941131592, "relation_loss": 0.010851148702204227, "selected_pairs": 27059.6, "step": 5750, "student_distance_mean": 31.049225997924804, "teacher_distance_mean": 0.8533148527145386, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.010851148702204227, "weighted_relation_loss": 0.010851148702204227 }, { "action_query_batch_std": 0.47300895154476164, "action_query_norm": 44.45415077209473, "action_relation_loss": 0.009969782549887896, "auxiliary_loss_weight": 1.0, "epoch": 5.38821328344247, "flow_matching_loss": 0.05691568776965141, "grad_norm": 0.16113042831420898, "h_stock_valid_norm": 97.64050216674805, "invalid_tail_samples": 22.4, "learning_rate": 9.459029207670019e-05, "loss": 0.0669, "positive_teacher_pairs": 27181.1, "query_h_norm_ratio": 0.455286905169487, "relation_loss": 0.009969782549887896, "selected_pairs": 27181.1, "step": 5760, "student_distance_mean": 31.06012420654297, "teacher_distance_mean": 0.8608278632164001, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.009969782549887896, "weighted_relation_loss": 0.009969782549887896 }, { "action_query_batch_std": 0.4602161645889282, "action_query_norm": 44.432304763793944, "action_relation_loss": 0.009685267694294453, "auxiliary_loss_weight": 1.0, "epoch": 5.397567820392891, "flow_matching_loss": 0.057624992728233335, "grad_norm": 0.20415723323822021, "h_stock_valid_norm": 97.2189323425293, "invalid_tail_samples": 24.8, "learning_rate": 9.456532965618737e-05, "loss": 0.0673, "positive_teacher_pairs": 26613.9, "query_h_norm_ratio": 0.4570468544960022, "relation_loss": 0.009685267694294453, "selected_pairs": 26613.9, "step": 5770, "student_distance_mean": 30.284081649780273, "teacher_distance_mean": 0.8584268271923066, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.009685267694294453, "weighted_relation_loss": 0.009685267694294453 }, { "action_query_batch_std": 0.45905067026615143, "action_query_norm": 44.420373153686526, "action_relation_loss": 0.010402035992592573, "auxiliary_loss_weight": 1.0, "epoch": 5.406922357343311, "flow_matching_loss": 0.059287427365779875, "grad_norm": 0.17394444346427917, "h_stock_valid_norm": 96.95918045043945, "invalid_tail_samples": 22.0, "learning_rate": 9.454031308459681e-05, "loss": 0.0697, "positive_teacher_pairs": 27269.6, "query_h_norm_ratio": 0.45814719796180725, "relation_loss": 0.010402035992592573, "selected_pairs": 27269.6, "step": 5780, "student_distance_mean": 30.085239791870116, "teacher_distance_mean": 0.8550061762332917, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.010402035992592573, "weighted_relation_loss": 0.010402035992592573 }, { "action_query_batch_std": 0.4651230573654175, "action_query_norm": 44.4313247680664, "action_relation_loss": 0.010210509970784187, "auxiliary_loss_weight": 1.0, "epoch": 5.416276894293732, "flow_matching_loss": 0.05614817179739475, "grad_norm": 0.15981845557689667, "h_stock_valid_norm": 97.91874465942382, "invalid_tail_samples": 25.7, "learning_rate": 9.451524239232595e-05, "loss": 0.0664, "positive_teacher_pairs": 26415.6, "query_h_norm_ratio": 0.4537590891122818, "relation_loss": 0.010210509970784187, "selected_pairs": 26415.6, "step": 5790, "student_distance_mean": 30.595170783996583, "teacher_distance_mean": 0.857056725025177, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.010210509970784187, "weighted_relation_loss": 0.010210509970784187 }, { "action_query_batch_std": 0.45523581802845003, "action_query_norm": 44.409922409057614, "action_relation_loss": 0.00971279013901949, "auxiliary_loss_weight": 1.0, "epoch": 5.425631431244153, "flow_matching_loss": 0.05711888372898102, "grad_norm": 0.16253171861171722, "h_stock_valid_norm": 97.98268966674804, "invalid_tail_samples": 25.4, "learning_rate": 9.449011760983809e-05, "loss": 0.0668, "positive_teacher_pairs": 26490.2, "query_h_norm_ratio": 0.45324391722679136, "relation_loss": 0.00971279013901949, "selected_pairs": 26490.2, "step": 5800, "student_distance_mean": 30.042434692382812, "teacher_distance_mean": 0.8560605823993683, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.00971279013901949, "weighted_relation_loss": 0.00971279013901949 }, { "action_query_batch_std": 0.46223153471946715, "action_query_norm": 44.42335090637207, "action_relation_loss": 0.00989930909126997, "auxiliary_loss_weight": 1.0, "epoch": 5.4349859681945745, "flow_matching_loss": 0.05642121359705925, "grad_norm": 0.16943354904651642, "h_stock_valid_norm": 98.16489028930664, "invalid_tail_samples": 21.9, "learning_rate": 9.446493876766218e-05, "loss": 0.0663, "positive_teacher_pairs": 27287.8, "query_h_norm_ratio": 0.4525415688753128, "relation_loss": 0.00989930909126997, "selected_pairs": 27287.8, "step": 5810, "student_distance_mean": 30.309312629699708, "teacher_distance_mean": 0.86078240275383, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.00989930909126997, "weighted_relation_loss": 0.00989930909126997 }, { "action_query_batch_std": 0.46590551137924197, "action_query_norm": 44.42822074890137, "action_relation_loss": 0.009857076313346624, "auxiliary_loss_weight": 1.0, "epoch": 5.444340505144996, "flow_matching_loss": 0.05988284945487976, "grad_norm": 0.17071965336799622, "h_stock_valid_norm": 97.84404678344727, "invalid_tail_samples": 22.9, "learning_rate": 9.44397058963929e-05, "loss": 0.0697, "positive_teacher_pairs": 27059.5, "query_h_norm_ratio": 0.45407589077949523, "relation_loss": 0.009857076313346624, "selected_pairs": 27059.5, "step": 5820, "student_distance_mean": 30.603860282897948, "teacher_distance_mean": 0.8592698216438294, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.009857076313346624, "weighted_relation_loss": 0.009857076313346624 }, { "action_query_batch_std": 0.4658143579959869, "action_query_norm": 44.42831230163574, "action_relation_loss": 0.010277347918599845, "auxiliary_loss_weight": 1.0, "epoch": 5.453695042095417, "flow_matching_loss": 0.05551888905465603, "grad_norm": 0.17104381322860718, "h_stock_valid_norm": 97.3867088317871, "invalid_tail_samples": 24.9, "learning_rate": 9.441441902669056e-05, "loss": 0.0658, "positive_teacher_pairs": 26595.7, "query_h_norm_ratio": 0.4562119603157043, "relation_loss": 0.010277347918599845, "selected_pairs": 26595.7, "step": 5830, "student_distance_mean": 30.63106002807617, "teacher_distance_mean": 0.852252197265625, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.010277347918599845, "weighted_relation_loss": 0.010277347918599845 }, { "action_query_batch_std": 0.46761485636234285, "action_query_norm": 44.42727851867676, "action_relation_loss": 0.010146623663604259, "auxiliary_loss_weight": 1.0, "epoch": 5.463049579045837, "flow_matching_loss": 0.057515525817871095, "grad_norm": 0.11148476600646973, "h_stock_valid_norm": 96.78280563354492, "invalid_tail_samples": 23.1, "learning_rate": 9.43890781892811e-05, "loss": 0.0677, "positive_teacher_pairs": 27014.4, "query_h_norm_ratio": 0.45905018150806426, "relation_loss": 0.010146623663604259, "selected_pairs": 27014.4, "step": 5840, "student_distance_mean": 30.710929107666015, "teacher_distance_mean": 0.8576492011547089, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.010146623663604259, "weighted_relation_loss": 0.010146623663604259 }, { "action_query_batch_std": 0.4621096134185791, "action_query_norm": 44.41819610595703, "action_relation_loss": 0.010024525038897992, "auxiliary_loss_weight": 1.0, "epoch": 5.472404115996258, "flow_matching_loss": 0.05572235658764839, "grad_norm": 0.18359176814556122, "h_stock_valid_norm": 96.94707260131835, "invalid_tail_samples": 23.4, "learning_rate": 9.436368341495603e-05, "loss": 0.0657, "positive_teacher_pairs": 26949.8, "query_h_norm_ratio": 0.45818165242671965, "relation_loss": 0.010024525038897992, "selected_pairs": 26949.8, "step": 5850, "student_distance_mean": 30.42134666442871, "teacher_distance_mean": 0.8625922679901123, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.010024525038897992, "weighted_relation_loss": 0.010024525038897992 }, { "action_query_batch_std": 0.46028893887996675, "action_query_norm": 44.41684532165527, "action_relation_loss": 0.010288200806826353, "auxiliary_loss_weight": 1.0, "epoch": 5.481758652946679, "flow_matching_loss": 0.05661280006170273, "grad_norm": 0.16207651793956757, "h_stock_valid_norm": 97.71236190795898, "invalid_tail_samples": 21.7, "learning_rate": 9.43382347345724e-05, "loss": 0.0669, "positive_teacher_pairs": 27335.9, "query_h_norm_ratio": 0.4545745700597763, "relation_loss": 0.010288200806826353, "selected_pairs": 27335.9, "step": 5860, "student_distance_mean": 30.250422477722168, "teacher_distance_mean": 0.84439337849617, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.010288200806826353, "weighted_relation_loss": 0.010288200806826353 }, { "action_query_batch_std": 0.4501174807548523, "action_query_norm": 44.402897644042966, "action_relation_loss": 0.01025913804769516, "auxiliary_loss_weight": 1.0, "epoch": 5.4911131898971, "flow_matching_loss": 0.055977766215801236, "grad_norm": 0.10780028253793716, "h_stock_valid_norm": 97.14859542846679, "invalid_tail_samples": 23.4, "learning_rate": 9.431273217905273e-05, "loss": 0.0662, "positive_teacher_pairs": 26948.9, "query_h_norm_ratio": 0.4570683866739273, "relation_loss": 0.01025913804769516, "selected_pairs": 26948.9, "step": 5870, "student_distance_mean": 29.730620193481446, "teacher_distance_mean": 0.8482034087181092, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.01025913804769516, "weighted_relation_loss": 0.01025913804769516 }, { "action_query_batch_std": 0.46259030401706697, "action_query_norm": 44.41642951965332, "action_relation_loss": 0.009681705757975579, "auxiliary_loss_weight": 1.0, "epoch": 5.500467726847521, "flow_matching_loss": 0.05528463907539845, "grad_norm": 0.14801591634750366, "h_stock_valid_norm": 97.46987762451172, "invalid_tail_samples": 24.5, "learning_rate": 9.428717577938504e-05, "loss": 0.065, "positive_teacher_pairs": 26688.4, "query_h_norm_ratio": 0.4557032436132431, "relation_loss": 0.009681705757975579, "selected_pairs": 26688.4, "step": 5880, "student_distance_mean": 30.4281099319458, "teacher_distance_mean": 0.8569596529006958, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.009681705757975579, "weighted_relation_loss": 0.009681705757975579 }, { "action_query_batch_std": 0.4725989431142807, "action_query_norm": 44.42492256164551, "action_relation_loss": 0.009510473441332578, "auxiliary_loss_weight": 1.0, "epoch": 5.509822263797942, "flow_matching_loss": 0.05678310878574848, "grad_norm": 0.14036735892295837, "h_stock_valid_norm": 98.80630722045899, "invalid_tail_samples": 24.7, "learning_rate": 9.426156556662276e-05, "loss": 0.0663, "positive_teacher_pairs": 26641.6, "query_h_norm_ratio": 0.4496217042207718, "relation_loss": 0.009510473441332578, "selected_pairs": 26641.6, "step": 5890, "student_distance_mean": 31.064429092407227, "teacher_distance_mean": 0.8621391654014587, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.009510473441332578, "weighted_relation_loss": 0.009510473441332578 }, { "action_query_batch_std": 0.45610350370407104, "action_query_norm": 44.40373649597168, "action_relation_loss": 0.00928083686158061, "auxiliary_loss_weight": 1.0, "epoch": 5.519176800748363, "flow_matching_loss": 0.05652114674448967, "grad_norm": 0.14504118263721466, "h_stock_valid_norm": 98.30258407592774, "invalid_tail_samples": 23.8, "learning_rate": 9.423590157188474e-05, "loss": 0.0658, "positive_teacher_pairs": 26851.1, "query_h_norm_ratio": 0.4517204940319061, "relation_loss": 0.00928083686158061, "selected_pairs": 26851.1, "step": 5900, "student_distance_mean": 30.01916847229004, "teacher_distance_mean": 0.8449424505233765, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.00928083686158061, "weighted_relation_loss": 0.00928083686158061 }, { "action_query_batch_std": 0.4580643057823181, "action_query_norm": 44.40094413757324, "action_relation_loss": 0.009931937139481307, "auxiliary_loss_weight": 1.0, "epoch": 5.528531337698784, "flow_matching_loss": 0.05799199864268303, "grad_norm": 0.21096394956111908, "h_stock_valid_norm": 97.13454742431641, "invalid_tail_samples": 24.8, "learning_rate": 9.421018382635513e-05, "loss": 0.0679, "positive_teacher_pairs": 26630.4, "query_h_norm_ratio": 0.4571189761161804, "relation_loss": 0.009931937139481307, "selected_pairs": 26630.4, "step": 5910, "student_distance_mean": 30.211460304260253, "teacher_distance_mean": 0.8508593380451203, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.009931937139481307, "weighted_relation_loss": 0.009931937139481307 }, { "action_query_batch_std": 0.4682838559150696, "action_query_norm": 44.416053009033206, "action_relation_loss": 0.00926386248320341, "auxiliary_loss_weight": 1.0, "epoch": 5.537885874649205, "flow_matching_loss": 0.05699743926525116, "grad_norm": 0.1435352861881256, "h_stock_valid_norm": 97.40003051757813, "invalid_tail_samples": 24.4, "learning_rate": 9.418441236128343e-05, "loss": 0.0663, "positive_teacher_pairs": 26711.6, "query_h_norm_ratio": 0.4560258716344833, "relation_loss": 0.00926386248320341, "selected_pairs": 26711.6, "step": 5920, "student_distance_mean": 30.863034439086913, "teacher_distance_mean": 0.8722420156002044, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.00926386248320341, "weighted_relation_loss": 0.00926386248320341 }, { "action_query_batch_std": 0.4587642639875412, "action_query_norm": 44.40054626464844, "action_relation_loss": 0.009795720223337412, "auxiliary_loss_weight": 1.0, "epoch": 5.547240411599626, "flow_matching_loss": 0.054876609891653064, "grad_norm": 0.164826437830925, "h_stock_valid_norm": 97.47001571655274, "invalid_tail_samples": 20.0, "learning_rate": 9.41585872079844e-05, "loss": 0.0647, "positive_teacher_pairs": 27744.1, "query_h_norm_ratio": 0.45553444921970365, "relation_loss": 0.009795720223337412, "selected_pairs": 27744.1, "step": 5930, "student_distance_mean": 30.208484840393066, "teacher_distance_mean": 0.8573518812656402, "valid_action_samples": 236.0, "weighted_auxiliary_loss": 0.009795720223337412, "weighted_relation_loss": 0.009795720223337412 }, { "action_query_batch_std": 0.45338426530361176, "action_query_norm": 44.38927726745605, "action_relation_loss": 0.010067136771976948, "auxiliary_loss_weight": 1.0, "epoch": 5.556594948550047, "flow_matching_loss": 0.055327174812555314, "grad_norm": 0.13309234380722046, "h_stock_valid_norm": 97.84673919677735, "invalid_tail_samples": 24.3, "learning_rate": 9.413270839783802e-05, "loss": 0.0654, "positive_teacher_pairs": 26741.4, "query_h_norm_ratio": 0.45366383492946627, "relation_loss": 0.010067136771976948, "selected_pairs": 26741.4, "step": 5940, "student_distance_mean": 29.89870414733887, "teacher_distance_mean": 0.8511324286460876, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.010067136771976948, "weighted_relation_loss": 0.010067136771976948 }, { "action_query_batch_std": 0.45861105620861053, "action_query_norm": 44.40301628112793, "action_relation_loss": 0.009710448607802392, "auxiliary_loss_weight": 1.0, "epoch": 5.565949485500468, "flow_matching_loss": 0.05624349340796471, "grad_norm": 0.1522451788187027, "h_stock_valid_norm": 98.33356018066407, "invalid_tail_samples": 24.1, "learning_rate": 9.41067759622895e-05, "loss": 0.066, "positive_teacher_pairs": 26776.6, "query_h_norm_ratio": 0.451559841632843, "relation_loss": 0.009710448607802392, "selected_pairs": 26776.6, "step": 5950, "student_distance_mean": 30.245254898071288, "teacher_distance_mean": 0.8503491759300232, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.009710448607802392, "weighted_relation_loss": 0.009710448607802392 }, { "action_query_batch_std": 0.46321536004543307, "action_query_norm": 44.40262794494629, "action_relation_loss": 0.009812956489622594, "auxiliary_loss_weight": 1.0, "epoch": 5.575304022450888, "flow_matching_loss": 0.05572629980742931, "grad_norm": 0.2080535739660263, "h_stock_valid_norm": 97.57323150634765, "invalid_tail_samples": 25.2, "learning_rate": 9.408078993284917e-05, "loss": 0.0655, "positive_teacher_pairs": 26529.1, "query_h_norm_ratio": 0.45508659183979033, "relation_loss": 0.009812956489622594, "selected_pairs": 26529.1, "step": 5960, "student_distance_mean": 30.467256355285645, "teacher_distance_mean": 0.854499101638794, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.009812956489622594, "weighted_relation_loss": 0.009812956489622594 }, { "action_query_batch_std": 0.4522635519504547, "action_query_norm": 44.3835391998291, "action_relation_loss": 0.010113280359655618, "auxiliary_loss_weight": 1.0, "epoch": 5.584658559401309, "flow_matching_loss": 0.057617134600877765, "grad_norm": 0.1390523463487625, "h_stock_valid_norm": 96.16315612792968, "invalid_tail_samples": 24.7, "learning_rate": 9.405475034109254e-05, "loss": 0.0677, "positive_teacher_pairs": 26644.7, "query_h_norm_ratio": 0.4615590959787369, "relation_loss": 0.010113280359655618, "selected_pairs": 26644.7, "step": 5970, "student_distance_mean": 29.890667152404784, "teacher_distance_mean": 0.8532105088233948, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.010113280359655618, "weighted_relation_loss": 0.010113280359655618 }, { "action_query_batch_std": 0.4637233555316925, "action_query_norm": 44.39803581237793, "action_relation_loss": 0.009525015950202942, "auxiliary_loss_weight": 1.0, "epoch": 5.5940130963517305, "flow_matching_loss": 0.05537530966103077, "grad_norm": 0.19020560383796692, "h_stock_valid_norm": 95.47241592407227, "invalid_tail_samples": 26.2, "learning_rate": 9.402865721866015e-05, "loss": 0.0649, "positive_teacher_pairs": 26301.0, "query_h_norm_ratio": 0.46503997445106504, "relation_loss": 0.009525015950202942, "selected_pairs": 26301.0, "step": 5980, "student_distance_mean": 30.54818992614746, "teacher_distance_mean": 0.856737595796585, "valid_action_samples": 229.8, "weighted_auxiliary_loss": 0.009525015950202942, "weighted_relation_loss": 0.009525015950202942 }, { "action_query_batch_std": 0.469675350189209, "action_query_norm": 44.40114784240723, "action_relation_loss": 0.00949862003326416, "auxiliary_loss_weight": 1.0, "epoch": 5.603367633302152, "flow_matching_loss": 0.05509806536138058, "grad_norm": 0.12254655361175537, "h_stock_valid_norm": 97.09120407104493, "invalid_tail_samples": 24.0, "learning_rate": 9.400251059725762e-05, "loss": 0.0646, "positive_teacher_pairs": 26803.1, "query_h_norm_ratio": 0.4573262155056, "relation_loss": 0.00949862003326416, "selected_pairs": 26803.1, "step": 5990, "student_distance_mean": 30.855333137512208, "teacher_distance_mean": 0.8650400519371033, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.00949862003326416, "weighted_relation_loss": 0.00949862003326416 }, { "action_query_batch_std": 0.45354111194610597, "action_query_norm": 44.383988571166995, "action_relation_loss": 0.00966969970613718, "auxiliary_loss_weight": 1.0, "epoch": 5.612722170252573, "flow_matching_loss": 0.0564645629376173, "grad_norm": 0.16312046349048615, "h_stock_valid_norm": 97.69105072021485, "invalid_tail_samples": 23.5, "learning_rate": 9.397631050865554e-05, "loss": 0.0661, "positive_teacher_pairs": 26915.3, "query_h_norm_ratio": 0.45433710515499115, "relation_loss": 0.00966969970613718, "selected_pairs": 26915.3, "step": 6000, "student_distance_mean": 29.91804027557373, "teacher_distance_mean": 0.8534127831459045, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.00966969970613718, "weighted_relation_loss": 0.00966969970613718 }, { "action_query_batch_std": 0.4498323738574982, "action_query_norm": 44.37339820861816, "action_relation_loss": 0.009824927523732185, "auxiliary_loss_weight": 1.0, "epoch": 5.622076707202994, "flow_matching_loss": 0.05476266667246819, "grad_norm": 0.14432354271411896, "h_stock_valid_norm": 97.81100006103516, "invalid_tail_samples": 23.1, "learning_rate": 9.395005698468949e-05, "loss": 0.0646, "positive_teacher_pairs": 27026.6, "query_h_norm_ratio": 0.4536666214466095, "relation_loss": 0.009824927523732185, "selected_pairs": 27026.6, "step": 6010, "student_distance_mean": 29.687688636779786, "teacher_distance_mean": 0.8463877856731414, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.009824927523732185, "weighted_relation_loss": 0.009824927523732185 }, { "action_query_batch_std": 0.4553781390190125, "action_query_norm": 44.3751766204834, "action_relation_loss": 0.010238135978579522, "auxiliary_loss_weight": 1.0, "epoch": 5.631431244153415, "flow_matching_loss": 0.05504533052444458, "grad_norm": 0.19314324855804443, "h_stock_valid_norm": 96.22923431396484, "invalid_tail_samples": 22.3, "learning_rate": 9.392375005726e-05, "loss": 0.0653, "positive_teacher_pairs": 27200.2, "query_h_norm_ratio": 0.4611561566591263, "relation_loss": 0.010238135978579522, "selected_pairs": 27200.2, "step": 6020, "student_distance_mean": 29.904963111877443, "teacher_distance_mean": 0.8600810110569, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.010238135978579522, "weighted_relation_loss": 0.010238135978579522 }, { "action_query_batch_std": 0.4529807478189468, "action_query_norm": 44.37394065856934, "action_relation_loss": 0.009526697173714637, "auxiliary_loss_weight": 1.0, "epoch": 5.640785781103835, "flow_matching_loss": 0.05311926007270813, "grad_norm": 0.13627299666404724, "h_stock_valid_norm": 96.03200759887696, "invalid_tail_samples": 24.5, "learning_rate": 9.389738975833242e-05, "loss": 0.0626, "positive_teacher_pairs": 26696.7, "query_h_norm_ratio": 0.46207712292671205, "relation_loss": 0.009526697173714637, "selected_pairs": 26696.7, "step": 6030, "student_distance_mean": 29.786463737487793, "teacher_distance_mean": 0.850164270401001, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.009526697173714637, "weighted_relation_loss": 0.009526697173714637 }, { "action_query_batch_std": 0.4566999912261963, "action_query_norm": 44.379062271118165, "action_relation_loss": 0.01033007651567459, "auxiliary_loss_weight": 1.0, "epoch": 5.650140318054256, "flow_matching_loss": 0.055476054176688196, "grad_norm": 0.12786848843097687, "h_stock_valid_norm": 96.61761932373047, "invalid_tail_samples": 23.5, "learning_rate": 9.387097611993707e-05, "loss": 0.0658, "positive_teacher_pairs": 26919.0, "query_h_norm_ratio": 0.45932982861995697, "relation_loss": 0.01033007651567459, "selected_pairs": 26919.0, "step": 6040, "student_distance_mean": 29.903967666625977, "teacher_distance_mean": 0.8568325996398926, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.01033007651567459, "weighted_relation_loss": 0.01033007651567459 }, { "action_query_batch_std": 0.4587705433368683, "action_query_norm": 44.375949478149415, "action_relation_loss": 0.009854731056839228, "auxiliary_loss_weight": 1.0, "epoch": 5.659494855004677, "flow_matching_loss": 0.05635628402233124, "grad_norm": 0.10197443515062332, "h_stock_valid_norm": 97.28751983642579, "invalid_tail_samples": 23.1, "learning_rate": 9.384450917416894e-05, "loss": 0.0662, "positive_teacher_pairs": 27009.5, "query_h_norm_ratio": 0.45614399909973147, "relation_loss": 0.009854731056839228, "selected_pairs": 27009.5, "step": 6050, "student_distance_mean": 30.26084327697754, "teacher_distance_mean": 0.8578768312931061, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.009854731056839228, "weighted_relation_loss": 0.009854731056839228 }, { "action_query_batch_std": 0.45628006756305695, "action_query_norm": 44.37712364196777, "action_relation_loss": 0.009685199242085218, "auxiliary_loss_weight": 1.0, "epoch": 5.668849391955098, "flow_matching_loss": 0.056571245566010474, "grad_norm": 0.12213756144046783, "h_stock_valid_norm": 98.20686798095703, "invalid_tail_samples": 23.9, "learning_rate": 9.381798895318792e-05, "loss": 0.0663, "positive_teacher_pairs": 26828.1, "query_h_norm_ratio": 0.451879546046257, "relation_loss": 0.009685199242085218, "selected_pairs": 26828.1, "step": 6060, "student_distance_mean": 30.085576629638673, "teacher_distance_mean": 0.8656470656394959, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.009685199242085218, "weighted_relation_loss": 0.009685199242085218 }, { "action_query_batch_std": 0.46138680875301363, "action_query_norm": 44.38360176086426, "action_relation_loss": 0.009507138840854168, "auxiliary_loss_weight": 1.0, "epoch": 5.6782039289055195, "flow_matching_loss": 0.05344950184226036, "grad_norm": 0.1352711170911789, "h_stock_valid_norm": 97.50467681884766, "invalid_tail_samples": 22.2, "learning_rate": 9.379141548921853e-05, "loss": 0.063, "positive_teacher_pairs": 27220.6, "query_h_norm_ratio": 0.45520086884498595, "relation_loss": 0.009507138840854168, "selected_pairs": 27220.6, "step": 6070, "student_distance_mean": 30.236332130432128, "teacher_distance_mean": 0.851851636171341, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.009507138840854168, "weighted_relation_loss": 0.009507138840854168 }, { "action_query_batch_std": 0.44787871539592744, "action_query_norm": 44.36513214111328, "action_relation_loss": 0.009846639633178712, "auxiliary_loss_weight": 1.0, "epoch": 5.68755846585594, "flow_matching_loss": 0.05751098096370697, "grad_norm": 0.13760802149772644, "h_stock_valid_norm": 96.67490081787109, "invalid_tail_samples": 22.0, "learning_rate": 9.376478881455009e-05, "loss": 0.0674, "positive_teacher_pairs": 27269.6, "query_h_norm_ratio": 0.4589144766330719, "relation_loss": 0.009846639633178712, "selected_pairs": 27269.6, "step": 6080, "student_distance_mean": 29.494686317443847, "teacher_distance_mean": 0.8459052443504333, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.009846639633178712, "weighted_relation_loss": 0.009846639633178712 }, { "action_query_batch_std": 0.44998755753040315, "action_query_norm": 44.36122055053711, "action_relation_loss": 0.009441150911152362, "auxiliary_loss_weight": 1.0, "epoch": 5.696913002806361, "flow_matching_loss": 0.05463320203125477, "grad_norm": 0.1919383406639099, "h_stock_valid_norm": 97.54773406982422, "invalid_tail_samples": 21.7, "learning_rate": 9.373810896153647e-05, "loss": 0.0641, "positive_teacher_pairs": 27342.2, "query_h_norm_ratio": 0.45476830303668975, "relation_loss": 0.009441150911152362, "selected_pairs": 27342.2, "step": 6090, "student_distance_mean": 29.61108341217041, "teacher_distance_mean": 0.8596122324466705, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.009441150911152362, "weighted_relation_loss": 0.009441150911152362 }, { "action_query_batch_std": 0.46030148267745974, "action_query_norm": 44.37832336425781, "action_relation_loss": 0.009287714026868343, "auxiliary_loss_weight": 1.0, "epoch": 5.706267539756782, "flow_matching_loss": 0.056083124876022336, "grad_norm": 0.14063061773777008, "h_stock_valid_norm": 97.6355598449707, "invalid_tail_samples": 21.7, "learning_rate": 9.371137596259623e-05, "loss": 0.0654, "positive_teacher_pairs": 27346.2, "query_h_norm_ratio": 0.45453484654426574, "relation_loss": 0.009287714026868343, "selected_pairs": 27346.2, "step": 6100, "student_distance_mean": 30.131442832946778, "teacher_distance_mean": 0.8575326919555664, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.009287714026868343, "weighted_relation_loss": 0.009287714026868343 }, { "action_query_batch_std": 0.45786209106445314, "action_query_norm": 44.37336540222168, "action_relation_loss": 0.010028759296983481, "auxiliary_loss_weight": 1.0, "epoch": 5.715622076707203, "flow_matching_loss": 0.056398984789848325, "grad_norm": 0.15998320281505585, "h_stock_valid_norm": 97.6114631652832, "invalid_tail_samples": 26.3, "learning_rate": 9.368458985021248e-05, "loss": 0.0664, "positive_teacher_pairs": 26277.3, "query_h_norm_ratio": 0.45459275841712954, "relation_loss": 0.010028759296983481, "selected_pairs": 26277.3, "step": 6110, "student_distance_mean": 30.140233421325682, "teacher_distance_mean": 0.8567015826702118, "valid_action_samples": 229.7, "weighted_auxiliary_loss": 0.010028759296983481, "weighted_relation_loss": 0.010028759296983481 }, { "action_query_batch_std": 0.4560219973325729, "action_query_norm": 44.37617225646973, "action_relation_loss": 0.009682938177138566, "auxiliary_loss_weight": 1.0, "epoch": 5.724976613657624, "flow_matching_loss": 0.05857052505016327, "grad_norm": 0.1280076801776886, "h_stock_valid_norm": 97.25746841430664, "invalid_tail_samples": 24.6, "learning_rate": 9.365775065693287e-05, "loss": 0.0683, "positive_teacher_pairs": 26673.4, "query_h_norm_ratio": 0.4562770456075668, "relation_loss": 0.009682938177138566, "selected_pairs": 26673.4, "step": 6120, "student_distance_mean": 30.07155990600586, "teacher_distance_mean": 0.8517943441867828, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.009682938177138566, "weighted_relation_loss": 0.009682938177138566 }, { "action_query_batch_std": 0.45490917563438416, "action_query_norm": 44.37902717590332, "action_relation_loss": 0.009731645416468381, "auxiliary_loss_weight": 1.0, "epoch": 5.734331150608045, "flow_matching_loss": 0.05463410131633282, "grad_norm": 0.16940100491046906, "h_stock_valid_norm": 96.95821914672851, "invalid_tail_samples": 22.5, "learning_rate": 9.363085841536957e-05, "loss": 0.0644, "positive_teacher_pairs": 27148.0, "query_h_norm_ratio": 0.45771568417549136, "relation_loss": 0.009731645416468381, "selected_pairs": 27148.0, "step": 6130, "student_distance_mean": 30.041409492492676, "teacher_distance_mean": 0.8469519674777984, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.009731645416468381, "weighted_relation_loss": 0.009731645416468381 }, { "action_query_batch_std": 0.45238925516605377, "action_query_norm": 44.361468124389646, "action_relation_loss": 0.009876966569572687, "auxiliary_loss_weight": 1.0, "epoch": 5.743685687558466, "flow_matching_loss": 0.05522089898586273, "grad_norm": 0.15927527844905853, "h_stock_valid_norm": 96.2902000427246, "invalid_tail_samples": 23.1, "learning_rate": 9.360391315819917e-05, "loss": 0.0651, "positive_teacher_pairs": 27009.9, "query_h_norm_ratio": 0.46070760786533355, "relation_loss": 0.009876966569572687, "selected_pairs": 27009.9, "step": 6140, "student_distance_mean": 29.79252185821533, "teacher_distance_mean": 0.8613130033016205, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.009876966569572687, "weighted_relation_loss": 0.009876966569572687 }, { "action_query_batch_std": 0.4552599757909775, "action_query_norm": 44.36059036254883, "action_relation_loss": 0.009962904453277587, "auxiliary_loss_weight": 1.0, "epoch": 5.7530402245088865, "flow_matching_loss": 0.05656501576304436, "grad_norm": 0.16517892479896545, "h_stock_valid_norm": 95.77883987426758, "invalid_tail_samples": 22.7, "learning_rate": 9.357691491816269e-05, "loss": 0.0665, "positive_teacher_pairs": 27107.1, "query_h_norm_ratio": 0.46316383481025697, "relation_loss": 0.009962904453277587, "selected_pairs": 27107.1, "step": 6150, "student_distance_mean": 29.92039222717285, "teacher_distance_mean": 0.8570758700370789, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.009962904453277587, "weighted_relation_loss": 0.009962904453277587 }, { "action_query_batch_std": 0.46674723029136655, "action_query_norm": 44.371482849121094, "action_relation_loss": 0.009646778926253319, "auxiliary_loss_weight": 1.0, "epoch": 5.762394761459308, "flow_matching_loss": 0.0553899846971035, "grad_norm": 0.1305738091468811, "h_stock_valid_norm": 96.7128662109375, "invalid_tail_samples": 26.8, "learning_rate": 9.354986372806557e-05, "loss": 0.065, "positive_teacher_pairs": 26159.3, "query_h_norm_ratio": 0.4588070511817932, "relation_loss": 0.009646778926253319, "selected_pairs": 26159.3, "step": 6160, "student_distance_mean": 30.61823101043701, "teacher_distance_mean": 0.855550330877304, "valid_action_samples": 229.2, "weighted_auxiliary_loss": 0.009646778926253319, "weighted_relation_loss": 0.009646778926253319 }, { "action_query_batch_std": 0.4544188857078552, "action_query_norm": 44.35261192321777, "action_relation_loss": 0.0099305909126997, "auxiliary_loss_weight": 1.0, "epoch": 5.771749298409729, "flow_matching_loss": 0.05475315451622009, "grad_norm": 0.14708614349365234, "h_stock_valid_norm": 96.87188110351562, "invalid_tail_samples": 23.7, "learning_rate": 9.352275962077752e-05, "loss": 0.0647, "positive_teacher_pairs": 26877.3, "query_h_norm_ratio": 0.45785175263881683, "relation_loss": 0.0099305909126997, "selected_pairs": 26877.3, "step": 6170, "student_distance_mean": 29.949305152893068, "teacher_distance_mean": 0.8516030073165893, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0099305909126997, "weighted_relation_loss": 0.0099305909126997 }, { "action_query_batch_std": 0.4628007560968399, "action_query_norm": 44.368323516845706, "action_relation_loss": 0.009629882127046584, "auxiliary_loss_weight": 1.0, "epoch": 5.78110383536015, "flow_matching_loss": 0.055851930379867555, "grad_norm": 0.14266280829906464, "h_stock_valid_norm": 96.46642379760742, "invalid_tail_samples": 23.6, "learning_rate": 9.349560262923262e-05, "loss": 0.0655, "positive_teacher_pairs": 26895.0, "query_h_norm_ratio": 0.4599380254745483, "relation_loss": 0.009629882127046584, "selected_pairs": 26895.0, "step": 6180, "student_distance_mean": 30.43447036743164, "teacher_distance_mean": 0.8568536281585694, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.009629882127046584, "weighted_relation_loss": 0.009629882127046584 }, { "action_query_batch_std": 0.45935666263103486, "action_query_norm": 44.359423828125, "action_relation_loss": 0.009423177596181631, "auxiliary_loss_weight": 1.0, "epoch": 5.790458372310571, "flow_matching_loss": 0.053613365069031714, "grad_norm": 0.1711619794368744, "h_stock_valid_norm": 96.89087982177735, "invalid_tail_samples": 24.7, "learning_rate": 9.346839278642913e-05, "loss": 0.063, "positive_teacher_pairs": 26651.4, "query_h_norm_ratio": 0.4578316658735275, "relation_loss": 0.009423177596181631, "selected_pairs": 26651.4, "step": 6190, "student_distance_mean": 30.352076530456543, "teacher_distance_mean": 0.8606139898300171, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.009423177596181631, "weighted_relation_loss": 0.009423177596181631 }, { "action_query_batch_std": 0.4507600039243698, "action_query_norm": 44.34857521057129, "action_relation_loss": 0.009686880186200142, "auxiliary_loss_weight": 1.0, "epoch": 5.799812909260991, "flow_matching_loss": 0.05463266670703888, "grad_norm": 0.12668104469776154, "h_stock_valid_norm": 97.38855667114258, "invalid_tail_samples": 24.2, "learning_rate": 9.344113012542963e-05, "loss": 0.0643, "positive_teacher_pairs": 26765.2, "query_h_norm_ratio": 0.4553804576396942, "relation_loss": 0.009686880186200142, "selected_pairs": 26765.2, "step": 6200, "student_distance_mean": 29.736144256591796, "teacher_distance_mean": 0.8588486850261688, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.009686880186200142, "weighted_relation_loss": 0.009686880186200142 }, { "action_query_batch_std": 0.4584068536758423, "action_query_norm": 44.35734825134277, "action_relation_loss": 0.009499807190150023, "auxiliary_loss_weight": 1.0, "epoch": 5.809167446211412, "flow_matching_loss": 0.05678979121148586, "grad_norm": 0.1554381400346756, "h_stock_valid_norm": 97.03462677001953, "invalid_tail_samples": 21.6, "learning_rate": 9.341381467936079e-05, "loss": 0.0663, "positive_teacher_pairs": 27359.0, "query_h_norm_ratio": 0.4571322500705719, "relation_loss": 0.009499807190150023, "selected_pairs": 27359.0, "step": 6210, "student_distance_mean": 30.223221206665038, "teacher_distance_mean": 0.8604921877384186, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.009499807190150023, "weighted_relation_loss": 0.009499807190150023 }, { "action_query_batch_std": 0.4511774033308029, "action_query_norm": 44.346034622192384, "action_relation_loss": 0.009463789686560631, "auxiliary_loss_weight": 1.0, "epoch": 5.818521983161833, "flow_matching_loss": 0.05397530943155289, "grad_norm": 0.1673876792192459, "h_stock_valid_norm": 96.97356948852538, "invalid_tail_samples": 26.0, "learning_rate": 9.338644648141346e-05, "loss": 0.0634, "positive_teacher_pairs": 26343.6, "query_h_norm_ratio": 0.4573042899370193, "relation_loss": 0.009463789686560631, "selected_pairs": 26343.6, "step": 6220, "student_distance_mean": 29.55519504547119, "teacher_distance_mean": 0.8498220920562745, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.009463789686560631, "weighted_relation_loss": 0.009463789686560631 }, { "action_query_batch_std": 0.4500803917646408, "action_query_norm": 44.34593391418457, "action_relation_loss": 0.00919077666476369, "auxiliary_loss_weight": 1.0, "epoch": 5.827876520112254, "flow_matching_loss": 0.055557917803525925, "grad_norm": 0.1505383402109146, "h_stock_valid_norm": 96.63172912597656, "invalid_tail_samples": 21.7, "learning_rate": 9.335902556484257e-05, "loss": 0.0647, "positive_teacher_pairs": 27335.0, "query_h_norm_ratio": 0.45891753733158114, "relation_loss": 0.00919077666476369, "selected_pairs": 27335.0, "step": 6230, "student_distance_mean": 29.644734382629395, "teacher_distance_mean": 0.8549777746200562, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.00919077666476369, "weighted_relation_loss": 0.00919077666476369 }, { "action_query_batch_std": 0.45008144378662107, "action_query_norm": 44.34001693725586, "action_relation_loss": 0.009313150122761727, "auxiliary_loss_weight": 1.0, "epoch": 5.8372310570626755, "flow_matching_loss": 0.055862539634108546, "grad_norm": 0.13303305208683014, "h_stock_valid_norm": 96.76777420043945, "invalid_tail_samples": 24.9, "learning_rate": 9.333155196296712e-05, "loss": 0.0652, "positive_teacher_pairs": 26590.5, "query_h_norm_ratio": 0.45821460485458376, "relation_loss": 0.009313150122761727, "selected_pairs": 26590.5, "step": 6240, "student_distance_mean": 29.790196800231932, "teacher_distance_mean": 0.8518109023571014, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.009313150122761727, "weighted_relation_loss": 0.009313150122761727 }, { "action_query_batch_std": 0.44999452531337736, "action_query_norm": 44.341860961914065, "action_relation_loss": 0.010151688382029534, "auxiliary_loss_weight": 1.0, "epoch": 5.846585594013097, "flow_matching_loss": 0.0570238970220089, "grad_norm": 0.16184470057487488, "h_stock_valid_norm": 96.02557601928712, "invalid_tail_samples": 22.3, "learning_rate": 9.330402570917016e-05, "loss": 0.0672, "positive_teacher_pairs": 27206.4, "query_h_norm_ratio": 0.46177425384521487, "relation_loss": 0.010151688382029534, "selected_pairs": 27206.4, "step": 6250, "student_distance_mean": 29.57438850402832, "teacher_distance_mean": 0.850264173746109, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.010151688382029534, "weighted_relation_loss": 0.010151688382029534 }, { "action_query_batch_std": 0.4524629235267639, "action_query_norm": 44.33946533203125, "action_relation_loss": 0.009770381730049849, "auxiliary_loss_weight": 1.0, "epoch": 5.855940130963518, "flow_matching_loss": 0.05652053467929363, "grad_norm": 0.15192380547523499, "h_stock_valid_norm": 96.30883178710937, "invalid_tail_samples": 23.9, "learning_rate": 9.327644683689865e-05, "loss": 0.0663, "positive_teacher_pairs": 26826.8, "query_h_norm_ratio": 0.46039644479751585, "relation_loss": 0.009770381730049849, "selected_pairs": 26826.8, "step": 6260, "student_distance_mean": 29.835947227478027, "teacher_distance_mean": 0.8625324726104736, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.009770381730049849, "weighted_relation_loss": 0.009770381730049849 }, { "action_query_batch_std": 0.455686217546463, "action_query_norm": 44.34403915405274, "action_relation_loss": 0.009540364146232605, "auxiliary_loss_weight": 1.0, "epoch": 5.865294667913938, "flow_matching_loss": 0.05425838902592659, "grad_norm": 0.1343858689069748, "h_stock_valid_norm": 97.89571609497071, "invalid_tail_samples": 24.0, "learning_rate": 9.324881537966354e-05, "loss": 0.0638, "positive_teacher_pairs": 26804.9, "query_h_norm_ratio": 0.45298130214214327, "relation_loss": 0.009540364146232605, "selected_pairs": 26804.9, "step": 6270, "student_distance_mean": 29.97092475891113, "teacher_distance_mean": 0.8572137832641602, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.009540364146232605, "weighted_relation_loss": 0.009540364146232605 }, { "action_query_batch_std": 0.46035686135292053, "action_query_norm": 44.3517261505127, "action_relation_loss": 0.009722617082297802, "auxiliary_loss_weight": 1.0, "epoch": 5.874649204864359, "flow_matching_loss": 0.05525132641196251, "grad_norm": 0.13445474207401276, "h_stock_valid_norm": 98.80554885864258, "invalid_tail_samples": 23.6, "learning_rate": 9.322113137103964e-05, "loss": 0.065, "positive_teacher_pairs": 26894.4, "query_h_norm_ratio": 0.4488810896873474, "relation_loss": 0.009722617082297802, "selected_pairs": 26894.4, "step": 6280, "student_distance_mean": 30.34520320892334, "teacher_distance_mean": 0.8599928200244904, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.009722617082297802, "weighted_relation_loss": 0.009722617082297802 }, { "action_query_batch_std": 0.4460755825042725, "action_query_norm": 44.32951889038086, "action_relation_loss": 0.009678256139159203, "auxiliary_loss_weight": 1.0, "epoch": 5.88400374181478, "flow_matching_loss": 0.05569230765104294, "grad_norm": 0.14761881530284882, "h_stock_valid_norm": 97.59016571044921, "invalid_tail_samples": 23.2, "learning_rate": 9.319339484466564e-05, "loss": 0.0654, "positive_teacher_pairs": 26984.7, "query_h_norm_ratio": 0.4542544811964035, "relation_loss": 0.009678256139159203, "selected_pairs": 26984.7, "step": 6290, "student_distance_mean": 29.44514102935791, "teacher_distance_mean": 0.8506622731685638, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.009678256139159203, "weighted_relation_loss": 0.009678256139159203 }, { "action_query_batch_std": 0.4438843995332718, "action_query_norm": 44.32933044433594, "action_relation_loss": 0.009599783550947904, "auxiliary_loss_weight": 1.0, "epoch": 5.893358278765201, "flow_matching_loss": 0.05377415753901005, "grad_norm": 0.1342644840478897, "h_stock_valid_norm": 97.24955291748047, "invalid_tail_samples": 23.9, "learning_rate": 9.316560583424403e-05, "loss": 0.0634, "positive_teacher_pairs": 26828.0, "query_h_norm_ratio": 0.45583259463310244, "relation_loss": 0.009599783550947904, "selected_pairs": 26828.0, "step": 6300, "student_distance_mean": 29.297483062744142, "teacher_distance_mean": 0.8473630011081695, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.009599783550947904, "weighted_relation_loss": 0.009599783550947904 }, { "action_query_batch_std": 0.44461953043937685, "action_query_norm": 44.32155075073242, "action_relation_loss": 0.009689613990485669, "auxiliary_loss_weight": 1.0, "epoch": 5.902712815715622, "flow_matching_loss": 0.054285848140716554, "grad_norm": 0.18048393726348877, "h_stock_valid_norm": 96.67662048339844, "invalid_tail_samples": 22.4, "learning_rate": 9.313776437354108e-05, "loss": 0.064, "positive_teacher_pairs": 27181.5, "query_h_norm_ratio": 0.45845342576503756, "relation_loss": 0.009689613990485669, "selected_pairs": 27181.5, "step": 6310, "student_distance_mean": 29.2223482131958, "teacher_distance_mean": 0.8457733213901519, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.009689613990485669, "weighted_relation_loss": 0.009689613990485669 }, { "action_query_batch_std": 0.4502940833568573, "action_query_norm": 44.33115119934082, "action_relation_loss": 0.009447744581848383, "auxiliary_loss_weight": 1.0, "epoch": 5.9120673526660426, "flow_matching_loss": 0.053387632593512535, "grad_norm": 0.16083021461963654, "h_stock_valid_norm": 96.51690444946288, "invalid_tail_samples": 23.3, "learning_rate": 9.31098704963868e-05, "loss": 0.0628, "positive_teacher_pairs": 26965.1, "query_h_norm_ratio": 0.45931562781333923, "relation_loss": 0.009447744581848383, "selected_pairs": 26965.1, "step": 6320, "student_distance_mean": 29.64188175201416, "teacher_distance_mean": 0.8556046307086944, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.009447744581848383, "weighted_relation_loss": 0.009447744581848383 }, { "action_query_batch_std": 0.4508246511220932, "action_query_norm": 44.331173706054685, "action_relation_loss": 0.009372196160256863, "auxiliary_loss_weight": 1.0, "epoch": 5.921421889616464, "flow_matching_loss": 0.05290091931819916, "grad_norm": 0.15913791954517365, "h_stock_valid_norm": 95.75844497680664, "invalid_tail_samples": 23.6, "learning_rate": 9.308192423667485e-05, "loss": 0.0623, "positive_teacher_pairs": 26893.4, "query_h_norm_ratio": 0.462956377863884, "relation_loss": 0.009372196160256863, "selected_pairs": 26893.4, "step": 6330, "student_distance_mean": 29.83780689239502, "teacher_distance_mean": 0.8560031950473785, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.009372196160256863, "weighted_relation_loss": 0.009372196160256863 }, { "action_query_batch_std": 0.44747276306152345, "action_query_norm": 44.32316627502441, "action_relation_loss": 0.009510185662657022, "auxiliary_loss_weight": 1.0, "epoch": 5.930776426566885, "flow_matching_loss": 0.055963240563869476, "grad_norm": 0.12600113451480865, "h_stock_valid_norm": 95.45037231445312, "invalid_tail_samples": 22.2, "learning_rate": 9.305392562836262e-05, "loss": 0.0655, "positive_teacher_pairs": 27224.4, "query_h_norm_ratio": 0.4643625020980835, "relation_loss": 0.009510185662657022, "selected_pairs": 27224.4, "step": 6340, "student_distance_mean": 29.513971900939943, "teacher_distance_mean": 0.8605177998542786, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.009510185662657022, "weighted_relation_loss": 0.009510185662657022 }, { "action_query_batch_std": 0.45120433568954466, "action_query_norm": 44.32526321411133, "action_relation_loss": 0.009296325873583556, "auxiliary_loss_weight": 1.0, "epoch": 5.940130963517306, "flow_matching_loss": 0.05464393943548203, "grad_norm": 0.19822031259536743, "h_stock_valid_norm": 96.69876022338867, "invalid_tail_samples": 24.6, "learning_rate": 9.3025874705471e-05, "loss": 0.0639, "positive_teacher_pairs": 26664.6, "query_h_norm_ratio": 0.45838811099529264, "relation_loss": 0.009296325873583556, "selected_pairs": 26664.6, "step": 6350, "student_distance_mean": 29.746771621704102, "teacher_distance_mean": 0.8572543323040008, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.009296325873583556, "weighted_relation_loss": 0.009296325873583556 }, { "action_query_batch_std": 0.4482727348804474, "action_query_norm": 44.31970977783203, "action_relation_loss": 0.009036409854888915, "auxiliary_loss_weight": 1.0, "epoch": 5.949485500467727, "flow_matching_loss": 0.05309858806431293, "grad_norm": 0.15559571981430054, "h_stock_valid_norm": 97.00207595825195, "invalid_tail_samples": 26.0, "learning_rate": 9.299777150208457e-05, "loss": 0.0621, "positive_teacher_pairs": 26341.9, "query_h_norm_ratio": 0.4569013833999634, "relation_loss": 0.009036409854888915, "selected_pairs": 26341.9, "step": 6360, "student_distance_mean": 29.47408046722412, "teacher_distance_mean": 0.8503810644149781, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.009036409854888915, "weighted_relation_loss": 0.009036409854888915 }, { "action_query_batch_std": 0.4520481705665588, "action_query_norm": 44.31479682922363, "action_relation_loss": 0.009346061386168003, "auxiliary_loss_weight": 1.0, "epoch": 5.958840037418148, "flow_matching_loss": 0.05544129870831967, "grad_norm": 0.1521129161119461, "h_stock_valid_norm": 97.88331680297851, "invalid_tail_samples": 21.2, "learning_rate": 9.296961605235133e-05, "loss": 0.0648, "positive_teacher_pairs": 27452.1, "query_h_norm_ratio": 0.45273537933826447, "relation_loss": 0.009346061386168003, "selected_pairs": 27452.1, "step": 6370, "student_distance_mean": 29.7933931350708, "teacher_distance_mean": 0.8527152895927429, "valid_action_samples": 234.8, "weighted_auxiliary_loss": 0.009346061386168003, "weighted_relation_loss": 0.009346061386168003 }, { "action_query_batch_std": 0.4492044925689697, "action_query_norm": 44.31530838012695, "action_relation_loss": 0.009678217489272356, "auxiliary_loss_weight": 1.0, "epoch": 5.968194574368569, "flow_matching_loss": 0.05470740236341953, "grad_norm": 0.18281102180480957, "h_stock_valid_norm": 98.70950698852539, "invalid_tail_samples": 21.8, "learning_rate": 9.29414083904828e-05, "loss": 0.0644, "positive_teacher_pairs": 27312.7, "query_h_norm_ratio": 0.4489483952522278, "relation_loss": 0.009678217489272356, "selected_pairs": 27312.7, "step": 6380, "student_distance_mean": 29.675663566589357, "teacher_distance_mean": 0.8433324217796325, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.009678217489272356, "weighted_relation_loss": 0.009678217489272356 }, { "action_query_batch_std": 0.45179002583026884, "action_query_norm": 44.313046264648435, "action_relation_loss": 0.009034908656030894, "auxiliary_loss_weight": 1.0, "epoch": 5.977549111318989, "flow_matching_loss": 0.057301894202828406, "grad_norm": 0.1693127453327179, "h_stock_valid_norm": 99.10757446289062, "invalid_tail_samples": 24.0, "learning_rate": 9.291314855075397e-05, "loss": 0.0663, "positive_teacher_pairs": 26806.3, "query_h_norm_ratio": 0.44712608158588407, "relation_loss": 0.009034908656030894, "selected_pairs": 26806.3, "step": 6390, "student_distance_mean": 29.744729423522948, "teacher_distance_mean": 0.855410385131836, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.009034908656030894, "weighted_relation_loss": 0.009034908656030894 }, { "action_query_batch_std": 0.4599537789821625, "action_query_norm": 44.3301498413086, "action_relation_loss": 0.009421588387340307, "auxiliary_loss_weight": 1.0, "epoch": 5.9869036482694105, "flow_matching_loss": 0.056033405289053914, "grad_norm": 0.12881408631801605, "h_stock_valid_norm": 98.1771224975586, "invalid_tail_samples": 24.1, "learning_rate": 9.288483656750322e-05, "loss": 0.0655, "positive_teacher_pairs": 26798.4, "query_h_norm_ratio": 0.451537960767746, "relation_loss": 0.009421588387340307, "selected_pairs": 26798.4, "step": 6400, "student_distance_mean": 30.170096015930177, "teacher_distance_mean": 0.8618562161922455, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.009421588387340307, "weighted_relation_loss": 0.009421588387340307 }, { "action_query_batch_std": 0.4493618458509445, "action_query_norm": 44.31138305664062, "action_relation_loss": 0.009693940449506045, "auxiliary_loss_weight": 1.0, "epoch": 5.996258185219832, "flow_matching_loss": 0.05489300563931465, "grad_norm": 0.17674660682678223, "h_stock_valid_norm": 96.7187484741211, "invalid_tail_samples": 24.8, "learning_rate": 9.285647247513225e-05, "loss": 0.0646, "positive_teacher_pairs": 26619.8, "query_h_norm_ratio": 0.4581689566373825, "relation_loss": 0.009693940449506045, "selected_pairs": 26619.8, "step": 6410, "student_distance_mean": 29.551808738708495, "teacher_distance_mean": 0.8590123951435089, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.009693940449506045, "weighted_relation_loss": 0.009693940449506045 }, { "action_query_batch_std": 0.44089129865169524, "action_query_norm": 44.29500274658203, "action_relation_loss": 0.009345129504799843, "auxiliary_loss_weight": 1.0, "epoch": 6.005612722170253, "flow_matching_loss": 0.05356586165726185, "grad_norm": 0.1577019989490509, "h_stock_valid_norm": 95.7902000427246, "invalid_tail_samples": 23.4, "learning_rate": 9.282805630810614e-05, "loss": 0.0629, "positive_teacher_pairs": 23926.7, "query_h_norm_ratio": 0.46242385506629946, "relation_loss": 0.009345129504799843, "selected_pairs": 23926.7, "step": 6420, "student_distance_mean": 29.154207038879395, "teacher_distance_mean": 0.8479879677295685, "valid_action_samples": 212.7, "weighted_auxiliary_loss": 0.009345129504799843, "weighted_relation_loss": 0.009345129504799843 }, { "action_query_batch_std": 0.44068136215209963, "action_query_norm": 44.29694519042969, "action_relation_loss": 0.009865197539329528, "auxiliary_loss_weight": 1.0, "epoch": 6.014967259120674, "flow_matching_loss": 0.05441788174211979, "grad_norm": 0.16835245490074158, "h_stock_valid_norm": 96.28668670654297, "invalid_tail_samples": 24.5, "learning_rate": 9.279958810095317e-05, "loss": 0.0643, "positive_teacher_pairs": 26690.3, "query_h_norm_ratio": 0.4600584715604782, "relation_loss": 0.009865197539329528, "selected_pairs": 26690.3, "step": 6430, "student_distance_mean": 29.088146209716797, "teacher_distance_mean": 0.841916823387146, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.009865197539329528, "weighted_relation_loss": 0.009865197539329528 }, { "action_query_batch_std": 0.4454332321882248, "action_query_norm": 44.304602432250974, "action_relation_loss": 0.008969044545665383, "auxiliary_loss_weight": 1.0, "epoch": 6.024321796071095, "flow_matching_loss": 0.05352292135357857, "grad_norm": 0.17983143031597137, "h_stock_valid_norm": 97.38916854858398, "invalid_tail_samples": 24.3, "learning_rate": 9.277106788826494e-05, "loss": 0.0625, "positive_teacher_pairs": 26732.6, "query_h_norm_ratio": 0.4549351245164871, "relation_loss": 0.008969044545665383, "selected_pairs": 26732.6, "step": 6440, "student_distance_mean": 29.413277435302735, "teacher_distance_mean": 0.8517879605293274, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.008969044545665383, "weighted_relation_loss": 0.008969044545665383 }, { "action_query_batch_std": 0.44739130735397337, "action_query_norm": 44.31757278442383, "action_relation_loss": 0.009248221479356288, "auxiliary_loss_weight": 1.0, "epoch": 6.033676333021515, "flow_matching_loss": 0.05353090316057205, "grad_norm": 0.11858154088258743, "h_stock_valid_norm": 98.92691192626953, "invalid_tail_samples": 21.9, "learning_rate": 9.274249570469618e-05, "loss": 0.0628, "positive_teacher_pairs": 27291.4, "query_h_norm_ratio": 0.4479873329401016, "relation_loss": 0.009248221479356288, "selected_pairs": 27291.4, "step": 6450, "student_distance_mean": 29.54491271972656, "teacher_distance_mean": 0.8495012581348419, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.009248221479356288, "weighted_relation_loss": 0.009248221479356288 }, { "action_query_batch_std": 0.4490538626909256, "action_query_norm": 44.31227111816406, "action_relation_loss": 0.009153698943555355, "auxiliary_loss_weight": 1.0, "epoch": 6.043030869971936, "flow_matching_loss": 0.05626991391181946, "grad_norm": 0.17702873051166534, "h_stock_valid_norm": 98.77997970581055, "invalid_tail_samples": 22.5, "learning_rate": 9.271387158496476e-05, "loss": 0.0654, "positive_teacher_pairs": 27152.3, "query_h_norm_ratio": 0.4486000776290894, "relation_loss": 0.009153698943555355, "selected_pairs": 27152.3, "step": 6460, "student_distance_mean": 29.56557426452637, "teacher_distance_mean": 0.8569265902042389, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.009153698943555355, "weighted_relation_loss": 0.009153698943555355 }, { "action_query_batch_std": 0.4470068454742432, "action_query_norm": 44.30155029296875, "action_relation_loss": 0.009198356233537198, "auxiliary_loss_weight": 1.0, "epoch": 6.052385406922357, "flow_matching_loss": 0.053302351757884024, "grad_norm": 0.17696736752986908, "h_stock_valid_norm": 97.5861587524414, "invalid_tail_samples": 22.8, "learning_rate": 9.268519556385173e-05, "loss": 0.0625, "positive_teacher_pairs": 27086.6, "query_h_norm_ratio": 0.4539866387844086, "relation_loss": 0.009198356233537198, "selected_pairs": 27086.6, "step": 6470, "student_distance_mean": 29.301386260986327, "teacher_distance_mean": 0.8512375712394714, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.009198356233537198, "weighted_relation_loss": 0.009198356233537198 }, { "action_query_batch_std": 0.4417905569076538, "action_query_norm": 44.295884704589845, "action_relation_loss": 0.009125436935573817, "auxiliary_loss_weight": 1.0, "epoch": 6.061739943872778, "flow_matching_loss": 0.054224394634366034, "grad_norm": 0.12912380695343018, "h_stock_valid_norm": 96.60820388793945, "invalid_tail_samples": 22.8, "learning_rate": 9.265646767620113e-05, "loss": 0.0633, "positive_teacher_pairs": 27080.1, "query_h_norm_ratio": 0.45851689875125884, "relation_loss": 0.009125436935573817, "selected_pairs": 27080.1, "step": 6480, "student_distance_mean": 29.03719139099121, "teacher_distance_mean": 0.8514952301979065, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.009125436935573817, "weighted_relation_loss": 0.009125436935573817 }, { "action_query_batch_std": 0.44391669929027555, "action_query_norm": 44.30072288513183, "action_relation_loss": 0.009034386277198792, "auxiliary_loss_weight": 1.0, "epoch": 6.0710944808231995, "flow_matching_loss": 0.05337479822337628, "grad_norm": 0.18259704113006592, "h_stock_valid_norm": 96.25340118408204, "invalid_tail_samples": 23.2, "learning_rate": 9.262768795692006e-05, "loss": 0.0624, "positive_teacher_pairs": 26996.7, "query_h_norm_ratio": 0.46025561094284057, "relation_loss": 0.009034386277198792, "selected_pairs": 26996.7, "step": 6490, "student_distance_mean": 29.20440216064453, "teacher_distance_mean": 0.8598646581172943, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.009034386277198792, "weighted_relation_loss": 0.009034386277198792 }, { "action_query_batch_std": 0.44326700568199157, "action_query_norm": 44.302120208740234, "action_relation_loss": 0.009085557842627167, "auxiliary_loss_weight": 1.0, "epoch": 6.080449017773621, "flow_matching_loss": 0.053595545887947085, "grad_norm": 0.22618746757507324, "h_stock_valid_norm": 96.41011428833008, "invalid_tail_samples": 23.1, "learning_rate": 9.259885644097861e-05, "loss": 0.0627, "positive_teacher_pairs": 27008.8, "query_h_norm_ratio": 0.45952064394950864, "relation_loss": 0.009085557842627167, "selected_pairs": 27008.8, "step": 6500, "student_distance_mean": 29.37670307159424, "teacher_distance_mean": 0.8626942038536072, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.009085557842627167, "weighted_relation_loss": 0.009085557842627167 }, { "action_query_batch_std": 0.4386919528245926, "action_query_norm": 44.28744392395019, "action_relation_loss": 0.008821534737944604, "auxiliary_loss_weight": 1.0, "epoch": 6.089803554724041, "flow_matching_loss": 0.05388713106513023, "grad_norm": 0.22161643207073212, "h_stock_valid_norm": 96.87714157104492, "invalid_tail_samples": 25.2, "learning_rate": 9.256997316340976e-05, "loss": 0.0627, "positive_teacher_pairs": 26528.5, "query_h_norm_ratio": 0.45715562999248505, "relation_loss": 0.008821534737944604, "selected_pairs": 26528.5, "step": 6510, "student_distance_mean": 28.98535270690918, "teacher_distance_mean": 0.8552859127521515, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.008821534737944604, "weighted_relation_loss": 0.008821534737944604 }, { "action_query_batch_std": 0.433867883682251, "action_query_norm": 44.27996559143067, "action_relation_loss": 0.00876768296584487, "auxiliary_loss_weight": 1.0, "epoch": 6.099158091674462, "flow_matching_loss": 0.05201970748603344, "grad_norm": 0.13616028428077698, "h_stock_valid_norm": 98.13627624511719, "invalid_tail_samples": 25.3, "learning_rate": 9.254103815930943e-05, "loss": 0.0608, "positive_teacher_pairs": 26506.6, "query_h_norm_ratio": 0.45121638774871825, "relation_loss": 0.00876768296584487, "selected_pairs": 26506.6, "step": 6520, "student_distance_mean": 28.780602264404298, "teacher_distance_mean": 0.8472282290458679, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.00876768296584487, "weighted_relation_loss": 0.00876768296584487 }, { "action_query_batch_std": 0.444094580411911, "action_query_norm": 44.287496185302736, "action_relation_loss": 0.00869555319659412, "auxiliary_loss_weight": 1.0, "epoch": 6.108512628624883, "flow_matching_loss": 0.05167555771768093, "grad_norm": 0.13677889108657837, "h_stock_valid_norm": 98.22092132568359, "invalid_tail_samples": 24.8, "learning_rate": 9.251205146383636e-05, "loss": 0.0604, "positive_teacher_pairs": 26625.1, "query_h_norm_ratio": 0.4509012281894684, "relation_loss": 0.00869555319659412, "selected_pairs": 26625.1, "step": 6530, "student_distance_mean": 29.28966293334961, "teacher_distance_mean": 0.8602219820022583, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.00869555319659412, "weighted_relation_loss": 0.00869555319659412 }, { "action_query_batch_std": 0.4396430402994156, "action_query_norm": 44.28163566589355, "action_relation_loss": 0.00879757753573358, "auxiliary_loss_weight": 1.0, "epoch": 6.117867165575304, "flow_matching_loss": 0.053728736191987994, "grad_norm": 0.14784863591194153, "h_stock_valid_norm": 98.1902359008789, "invalid_tail_samples": 21.0, "learning_rate": 9.248301311221216e-05, "loss": 0.0625, "positive_teacher_pairs": 27504.8, "query_h_norm_ratio": 0.4509816110134125, "relation_loss": 0.00879757753573358, "selected_pairs": 27504.8, "step": 6540, "student_distance_mean": 28.989124870300294, "teacher_distance_mean": 0.8511854946613312, "valid_action_samples": 235.0, "weighted_auxiliary_loss": 0.00879757753573358, "weighted_relation_loss": 0.00879757753573358 }, { "action_query_batch_std": 0.44118720293045044, "action_query_norm": 44.289105606079104, "action_relation_loss": 0.008840575907379388, "auxiliary_loss_weight": 1.0, "epoch": 6.127221702525725, "flow_matching_loss": 0.05356688052415848, "grad_norm": 0.16541464626789093, "h_stock_valid_norm": 98.17381057739257, "invalid_tail_samples": 23.5, "learning_rate": 9.245392313972115e-05, "loss": 0.0624, "positive_teacher_pairs": 26917.4, "query_h_norm_ratio": 0.45113309323787687, "relation_loss": 0.008840575907379388, "selected_pairs": 26917.4, "step": 6550, "student_distance_mean": 29.096364974975586, "teacher_distance_mean": 0.8512877702713013, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.008840575907379388, "weighted_relation_loss": 0.008840575907379388 }, { "action_query_batch_std": 0.4322665959596634, "action_query_norm": 44.27258110046387, "action_relation_loss": 0.009481490310281514, "auxiliary_loss_weight": 1.0, "epoch": 6.136576239476146, "flow_matching_loss": 0.0530180498957634, "grad_norm": 0.12730672955513, "h_stock_valid_norm": 97.4210220336914, "invalid_tail_samples": 24.3, "learning_rate": 9.242478158171037e-05, "loss": 0.0625, "positive_teacher_pairs": 26735.5, "query_h_norm_ratio": 0.4544536620378494, "relation_loss": 0.009481490310281514, "selected_pairs": 26735.5, "step": 6560, "student_distance_mean": 28.577195739746095, "teacher_distance_mean": 0.8459981083869934, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.009481490310281514, "weighted_relation_loss": 0.009481490310281514 }, { "action_query_batch_std": 0.44469837546348573, "action_query_norm": 44.284904861450194, "action_relation_loss": 0.008729384792968631, "auxiliary_loss_weight": 1.0, "epoch": 6.1459307764265665, "flow_matching_loss": 0.05441866554319859, "grad_norm": 0.13375592231750488, "h_stock_valid_norm": 96.91442184448242, "invalid_tail_samples": 23.6, "learning_rate": 9.239558847358957e-05, "loss": 0.0631, "positive_teacher_pairs": 26903.7, "query_h_norm_ratio": 0.45695269107818604, "relation_loss": 0.008729384792968631, "selected_pairs": 26903.7, "step": 6570, "student_distance_mean": 29.32769012451172, "teacher_distance_mean": 0.8596959233283996, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.008729384792968631, "weighted_relation_loss": 0.008729384792968631 }, { "action_query_batch_std": 0.437423437833786, "action_query_norm": 44.27326202392578, "action_relation_loss": 0.009077069256454707, "auxiliary_loss_weight": 1.0, "epoch": 6.155285313376988, "flow_matching_loss": 0.05291253812611103, "grad_norm": 0.16614572703838348, "h_stock_valid_norm": 97.68408432006837, "invalid_tail_samples": 24.0, "learning_rate": 9.236634385083114e-05, "loss": 0.062, "positive_teacher_pairs": 26816.6, "query_h_norm_ratio": 0.4532407283782959, "relation_loss": 0.009077069256454707, "selected_pairs": 26816.6, "step": 6580, "student_distance_mean": 28.82962760925293, "teacher_distance_mean": 0.849156504869461, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.009077069256454707, "weighted_relation_loss": 0.009077069256454707 }, { "action_query_batch_std": 0.449979704618454, "action_query_norm": 44.292816162109375, "action_relation_loss": 0.008825626596808434, "auxiliary_loss_weight": 1.0, "epoch": 6.164639850327409, "flow_matching_loss": 0.05407427698373794, "grad_norm": 0.16739726066589355, "h_stock_valid_norm": 97.385205078125, "invalid_tail_samples": 21.9, "learning_rate": 9.233704774897005e-05, "loss": 0.0629, "positive_teacher_pairs": 27292.0, "query_h_norm_ratio": 0.45482778549194336, "relation_loss": 0.008825626596808434, "selected_pairs": 27292.0, "step": 6590, "student_distance_mean": 29.640609359741212, "teacher_distance_mean": 0.8634037733078003, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.008825626596808434, "weighted_relation_loss": 0.008825626596808434 }, { "action_query_batch_std": 0.437526148557663, "action_query_norm": 44.265322875976565, "action_relation_loss": 0.008950219955295324, "auxiliary_loss_weight": 1.0, "epoch": 6.17399438727783, "flow_matching_loss": 0.052157673984766006, "grad_norm": 0.15318897366523743, "h_stock_valid_norm": 97.25172653198243, "invalid_tail_samples": 24.1, "learning_rate": 9.230770020360382e-05, "loss": 0.0611, "positive_teacher_pairs": 26785.9, "query_h_norm_ratio": 0.4551661044359207, "relation_loss": 0.008950219955295324, "selected_pairs": 26785.9, "step": 6600, "student_distance_mean": 28.857127571105956, "teacher_distance_mean": 0.8507076501846313, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.008950219955295324, "weighted_relation_loss": 0.008950219955295324 }, { "action_query_batch_std": 0.4372692883014679, "action_query_norm": 44.26692504882813, "action_relation_loss": 0.009595932066440582, "auxiliary_loss_weight": 1.0, "epoch": 6.183348924228251, "flow_matching_loss": 0.052270345762372016, "grad_norm": 0.11262659728527069, "h_stock_valid_norm": 97.66726837158203, "invalid_tail_samples": 22.7, "learning_rate": 9.227830125039247e-05, "loss": 0.0619, "positive_teacher_pairs": 27116.3, "query_h_norm_ratio": 0.45325559079647065, "relation_loss": 0.009595932066440582, "selected_pairs": 27116.3, "step": 6610, "student_distance_mean": 28.843610763549805, "teacher_distance_mean": 0.8506549656391144, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.009595932066440582, "weighted_relation_loss": 0.009595932066440582 }, { "action_query_batch_std": 0.4437212198972702, "action_query_norm": 44.27828483581543, "action_relation_loss": 0.008766455482691527, "auxiliary_loss_weight": 1.0, "epoch": 6.192703461178672, "flow_matching_loss": 0.05037235356867313, "grad_norm": 0.10410986095666885, "h_stock_valid_norm": 98.54184494018554, "invalid_tail_samples": 23.6, "learning_rate": 9.224885092505853e-05, "loss": 0.0591, "positive_teacher_pairs": 26898.4, "query_h_norm_ratio": 0.4493390381336212, "relation_loss": 0.008766455482691527, "selected_pairs": 26898.4, "step": 6620, "student_distance_mean": 29.415042304992674, "teacher_distance_mean": 0.849870240688324, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.008766455482691527, "weighted_relation_loss": 0.008766455482691527 }, { "action_query_batch_std": 0.4523605018854141, "action_query_norm": 44.29473533630371, "action_relation_loss": 0.008765799133107067, "auxiliary_loss_weight": 1.0, "epoch": 6.202057998129092, "flow_matching_loss": 0.05398422293365002, "grad_norm": 0.14703547954559326, "h_stock_valid_norm": 98.25149688720703, "invalid_tail_samples": 24.5, "learning_rate": 9.221934926338691e-05, "loss": 0.0628, "positive_teacher_pairs": 26701.0, "query_h_norm_ratio": 0.4508359581232071, "relation_loss": 0.008765799133107067, "selected_pairs": 26701.0, "step": 6630, "student_distance_mean": 30.028085899353027, "teacher_distance_mean": 0.8683351933956146, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.008765799133107067, "weighted_relation_loss": 0.008765799133107067 }, { "action_query_batch_std": 0.4404929608106613, "action_query_norm": 44.27612457275391, "action_relation_loss": 0.008688420709222554, "auxiliary_loss_weight": 1.0, "epoch": 6.211412535079513, "flow_matching_loss": 0.05261509604752064, "grad_norm": 0.13641957938671112, "h_stock_valid_norm": 96.97928390502929, "invalid_tail_samples": 24.3, "learning_rate": 9.21897963012249e-05, "loss": 0.0613, "positive_teacher_pairs": 26737.8, "query_h_norm_ratio": 0.4565568506717682, "relation_loss": 0.008688420709222554, "selected_pairs": 26737.8, "step": 6640, "student_distance_mean": 29.21709442138672, "teacher_distance_mean": 0.8559660732746124, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.008688420709222554, "weighted_relation_loss": 0.008688420709222554 }, { "action_query_batch_std": 0.4377728670835495, "action_query_norm": 44.265200805664065, "action_relation_loss": 0.009078176971524955, "auxiliary_loss_weight": 1.0, "epoch": 6.220767072029934, "flow_matching_loss": 0.054487187415361404, "grad_norm": 0.10950438678264618, "h_stock_valid_norm": 96.41681060791015, "invalid_tail_samples": 26.3, "learning_rate": 9.216019207448217e-05, "loss": 0.0636, "positive_teacher_pairs": 26277.3, "query_h_norm_ratio": 0.4591147989034653, "relation_loss": 0.009078176971524955, "selected_pairs": 26277.3, "step": 6650, "student_distance_mean": 28.79334888458252, "teacher_distance_mean": 0.839885151386261, "valid_action_samples": 229.7, "weighted_auxiliary_loss": 0.009078176971524955, "weighted_relation_loss": 0.009078176971524955 }, { "action_query_batch_std": 0.44253145158290863, "action_query_norm": 44.2754264831543, "action_relation_loss": 0.008538389671593904, "auxiliary_loss_weight": 1.0, "epoch": 6.2301216089803555, "flow_matching_loss": 0.05130433887243271, "grad_norm": 0.14694878458976746, "h_stock_valid_norm": 96.65998611450195, "invalid_tail_samples": 23.0, "learning_rate": 9.21305366191306e-05, "loss": 0.0598, "positive_teacher_pairs": 27033.8, "query_h_norm_ratio": 0.45805882215499877, "relation_loss": 0.008538389671593904, "selected_pairs": 27033.8, "step": 6660, "student_distance_mean": 29.150013732910157, "teacher_distance_mean": 0.8467274844646454, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.008538389671593904, "weighted_relation_loss": 0.008538389671593904 }, { "action_query_batch_std": 0.4434982091188431, "action_query_norm": 44.27036590576172, "action_relation_loss": 0.008971612714231015, "auxiliary_loss_weight": 1.0, "epoch": 6.239476145930777, "flow_matching_loss": 0.055218834057450296, "grad_norm": 0.19357255101203918, "h_stock_valid_norm": 97.3760383605957, "invalid_tail_samples": 25.0, "learning_rate": 9.21008299712044e-05, "loss": 0.0642, "positive_teacher_pairs": 26571.6, "query_h_norm_ratio": 0.45464242696762086, "relation_loss": 0.008971612714231015, "selected_pairs": 26571.6, "step": 6670, "student_distance_mean": 29.275905036926268, "teacher_distance_mean": 0.8563144922256469, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.008971612714231015, "weighted_relation_loss": 0.008971612714231015 }, { "action_query_batch_std": 0.4423085987567902, "action_query_norm": 44.27137451171875, "action_relation_loss": 0.008946001529693604, "auxiliary_loss_weight": 1.0, "epoch": 6.248830682881198, "flow_matching_loss": 0.05235964730381966, "grad_norm": 0.12655094265937805, "h_stock_valid_norm": 98.69392166137695, "invalid_tail_samples": 24.1, "learning_rate": 9.207107216679993e-05, "loss": 0.0613, "positive_teacher_pairs": 26779.7, "query_h_norm_ratio": 0.4485768526792526, "relation_loss": 0.008946001529693604, "selected_pairs": 26779.7, "step": 6680, "student_distance_mean": 29.192632484436036, "teacher_distance_mean": 0.84547917842865, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.008946001529693604, "weighted_relation_loss": 0.008946001529693604 }, { "action_query_batch_std": 0.442666631937027, "action_query_norm": 44.26778907775879, "action_relation_loss": 0.0087840071413666, "auxiliary_loss_weight": 1.0, "epoch": 6.258185219831619, "flow_matching_loss": 0.05324157550930977, "grad_norm": 0.12746559083461761, "h_stock_valid_norm": 98.80434951782226, "invalid_tail_samples": 25.7, "learning_rate": 9.204126324207574e-05, "loss": 0.062, "positive_teacher_pairs": 26410.5, "query_h_norm_ratio": 0.44803925454616544, "relation_loss": 0.0087840071413666, "selected_pairs": 26410.5, "step": 6690, "student_distance_mean": 29.312471008300783, "teacher_distance_mean": 0.8483158469200134, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.0087840071413666, "weighted_relation_loss": 0.0087840071413666 }, { "action_query_batch_std": 0.4567137658596039, "action_query_norm": 44.28996658325195, "action_relation_loss": 0.008841872680932283, "auxiliary_loss_weight": 1.0, "epoch": 6.267539756782039, "flow_matching_loss": 0.05366474092006683, "grad_norm": 0.17215242981910706, "h_stock_valid_norm": 98.24026489257812, "invalid_tail_samples": 23.8, "learning_rate": 9.201140323325248e-05, "loss": 0.0625, "positive_teacher_pairs": 26851.0, "query_h_norm_ratio": 0.4508392572402954, "relation_loss": 0.008841872680932283, "selected_pairs": 26851.0, "step": 6700, "student_distance_mean": 30.151272583007813, "teacher_distance_mean": 0.8693130373954773, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.008841872680932283, "weighted_relation_loss": 0.008841872680932283 }, { "action_query_batch_std": 0.4498042553663254, "action_query_norm": 44.28241539001465, "action_relation_loss": 0.00906903725117445, "auxiliary_loss_weight": 1.0, "epoch": 6.27689429373246, "flow_matching_loss": 0.053287023305892946, "grad_norm": 0.2174975872039795, "h_stock_valid_norm": 97.41573562622071, "invalid_tail_samples": 24.5, "learning_rate": 9.198149217661287e-05, "loss": 0.0624, "positive_teacher_pairs": 26691.3, "query_h_norm_ratio": 0.45457992851734164, "relation_loss": 0.00906903725117445, "selected_pairs": 26691.3, "step": 6710, "student_distance_mean": 29.746109390258788, "teacher_distance_mean": 0.855083417892456, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.00906903725117445, "weighted_relation_loss": 0.00906903725117445 }, { "action_query_batch_std": 0.4431190103292465, "action_query_norm": 44.26788673400879, "action_relation_loss": 0.008859155513346196, "auxiliary_loss_weight": 1.0, "epoch": 6.286248830682881, "flow_matching_loss": 0.05270777009427548, "grad_norm": 0.1900254189968109, "h_stock_valid_norm": 96.68904647827148, "invalid_tail_samples": 22.7, "learning_rate": 9.195153010850167e-05, "loss": 0.0616, "positive_teacher_pairs": 27102.4, "query_h_norm_ratio": 0.45784045159816744, "relation_loss": 0.008859155513346196, "selected_pairs": 27102.4, "step": 6720, "student_distance_mean": 29.17789249420166, "teacher_distance_mean": 0.8574794054031372, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.008859155513346196, "weighted_relation_loss": 0.008859155513346196 }, { "action_query_batch_std": 0.4505601167678833, "action_query_norm": 44.277470397949216, "action_relation_loss": 0.00881953863427043, "auxiliary_loss_weight": 1.0, "epoch": 6.295603367633302, "flow_matching_loss": 0.05283698663115501, "grad_norm": 0.19523130357265472, "h_stock_valid_norm": 96.82881164550781, "invalid_tail_samples": 21.8, "learning_rate": 9.192151706532562e-05, "loss": 0.0617, "positive_teacher_pairs": 27313.7, "query_h_norm_ratio": 0.4572781980037689, "relation_loss": 0.00881953863427043, "selected_pairs": 27313.7, "step": 6730, "student_distance_mean": 29.785982131958008, "teacher_distance_mean": 0.8644701898097992, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.00881953863427043, "weighted_relation_loss": 0.00881953863427043 }, { "action_query_batch_std": 0.4481358706951141, "action_query_norm": 44.26958808898926, "action_relation_loss": 0.009029234759509563, "auxiliary_loss_weight": 1.0, "epoch": 6.304957904583723, "flow_matching_loss": 0.05127544105052948, "grad_norm": 0.20114199817180634, "h_stock_valid_norm": 97.19377746582032, "invalid_tail_samples": 22.4, "learning_rate": 9.189145308355337e-05, "loss": 0.0603, "positive_teacher_pairs": 27173.3, "query_h_norm_ratio": 0.4554807782173157, "relation_loss": 0.009029234759509563, "selected_pairs": 27173.3, "step": 6740, "student_distance_mean": 29.460418701171875, "teacher_distance_mean": 0.8457156419754028, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.009029234759509563, "weighted_relation_loss": 0.009029234759509563 }, { "action_query_batch_std": 0.44253367483615874, "action_query_norm": 44.259057235717776, "action_relation_loss": 0.008533418597653507, "auxiliary_loss_weight": 1.0, "epoch": 6.314312441534144, "flow_matching_loss": 0.05204342044889927, "grad_norm": 0.13493317365646362, "h_stock_valid_norm": 97.90139770507812, "invalid_tail_samples": 23.4, "learning_rate": 9.186133819971555e-05, "loss": 0.0606, "positive_teacher_pairs": 26939.5, "query_h_norm_ratio": 0.4520833283662796, "relation_loss": 0.008533418597653507, "selected_pairs": 26939.5, "step": 6750, "student_distance_mean": 29.330468940734864, "teacher_distance_mean": 0.8550687611103058, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.008533418597653507, "weighted_relation_loss": 0.008533418597653507 }, { "action_query_batch_std": 0.437457463145256, "action_query_norm": 44.25081253051758, "action_relation_loss": 0.008566580619663, "auxiliary_loss_weight": 1.0, "epoch": 6.323666978484565, "flow_matching_loss": 0.05260408222675324, "grad_norm": 0.10973859578371048, "h_stock_valid_norm": 98.91091461181641, "invalid_tail_samples": 24.4, "learning_rate": 9.183117245040455e-05, "loss": 0.0612, "positive_teacher_pairs": 26715.1, "query_h_norm_ratio": 0.4473870784044266, "relation_loss": 0.008566580619663, "selected_pairs": 26715.1, "step": 6760, "student_distance_mean": 28.863204956054688, "teacher_distance_mean": 0.8513049781322479, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.008566580619663, "weighted_relation_loss": 0.008566580619663 }, { "action_query_batch_std": 0.4420220792293549, "action_query_norm": 44.26460571289063, "action_relation_loss": 0.009175017196685075, "auxiliary_loss_weight": 1.0, "epoch": 6.333021515434986, "flow_matching_loss": 0.05399457067251205, "grad_norm": 0.1257781982421875, "h_stock_valid_norm": 99.21550064086914, "invalid_tail_samples": 22.9, "learning_rate": 9.180095587227458e-05, "loss": 0.0632, "positive_teacher_pairs": 27057.8, "query_h_norm_ratio": 0.44615405797958374, "relation_loss": 0.009175017196685075, "selected_pairs": 27057.8, "step": 6770, "student_distance_mean": 29.22618179321289, "teacher_distance_mean": 0.8549359261989593, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.009175017196685075, "weighted_relation_loss": 0.009175017196685075 }, { "action_query_batch_std": 0.4444139778614044, "action_query_norm": 44.2572998046875, "action_relation_loss": 0.008748041838407517, "auxiliary_loss_weight": 1.0, "epoch": 6.342376052385407, "flow_matching_loss": 0.05450657680630684, "grad_norm": 0.15427684783935547, "h_stock_valid_norm": 97.86286087036133, "invalid_tail_samples": 25.7, "learning_rate": 9.177068850204167e-05, "loss": 0.0633, "positive_teacher_pairs": 26408.9, "query_h_norm_ratio": 0.4522469699382782, "relation_loss": 0.008748041838407517, "selected_pairs": 26408.9, "step": 6780, "student_distance_mean": 29.422729110717775, "teacher_distance_mean": 0.854955130815506, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.008748041838407517, "weighted_relation_loss": 0.008748041838407517 }, { "action_query_batch_std": 0.44526179134845734, "action_query_norm": 44.26539649963379, "action_relation_loss": 0.008601219905540348, "auxiliary_loss_weight": 1.0, "epoch": 6.351730589335828, "flow_matching_loss": 0.05159456729888916, "grad_norm": 0.12918411195278168, "h_stock_valid_norm": 98.37557830810547, "invalid_tail_samples": 23.4, "learning_rate": 9.174037037648351e-05, "loss": 0.0602, "positive_teacher_pairs": 26945.2, "query_h_norm_ratio": 0.4499727338552475, "relation_loss": 0.008601219905540348, "selected_pairs": 26945.2, "step": 6790, "student_distance_mean": 29.443947982788085, "teacher_distance_mean": 0.8580003499984741, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.008601219905540348, "weighted_relation_loss": 0.008601219905540348 }, { "action_query_batch_std": 0.4365649580955505, "action_query_norm": 44.24614295959473, "action_relation_loss": 0.008516621123999358, "auxiliary_loss_weight": 1.0, "epoch": 6.361085126286249, "flow_matching_loss": 0.05099165365099907, "grad_norm": 0.1425229161977768, "h_stock_valid_norm": 98.37546463012696, "invalid_tail_samples": 24.4, "learning_rate": 9.171000153243947e-05, "loss": 0.0595, "positive_teacher_pairs": 26706.7, "query_h_norm_ratio": 0.4497712105512619, "relation_loss": 0.008516621123999358, "selected_pairs": 26706.7, "step": 6800, "student_distance_mean": 28.877797317504882, "teacher_distance_mean": 0.8530425488948822, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.008516621123999358, "weighted_relation_loss": 0.008516621123999358 }, { "action_query_batch_std": 0.4386147290468216, "action_query_norm": 44.24618644714356, "action_relation_loss": 0.009356401488184929, "auxiliary_loss_weight": 1.0, "epoch": 6.37043966323667, "flow_matching_loss": 0.05436481647193432, "grad_norm": 0.14358802139759064, "h_stock_valid_norm": 97.16958999633789, "invalid_tail_samples": 24.1, "learning_rate": 9.167958200681057e-05, "loss": 0.0637, "positive_teacher_pairs": 26779.7, "query_h_norm_ratio": 0.4553598940372467, "relation_loss": 0.009356401488184929, "selected_pairs": 26779.7, "step": 6810, "student_distance_mean": 28.824372482299804, "teacher_distance_mean": 0.8522985935211181, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.009356401488184929, "weighted_relation_loss": 0.009356401488184929 }, { "action_query_batch_std": 0.44643549919128417, "action_query_norm": 44.24988136291504, "action_relation_loss": 0.00874393773265183, "auxiliary_loss_weight": 1.0, "epoch": 6.37979420018709, "flow_matching_loss": 0.05403813868761063, "grad_norm": 0.17585420608520508, "h_stock_valid_norm": 97.73366088867188, "invalid_tail_samples": 23.7, "learning_rate": 9.164911183655943e-05, "loss": 0.0628, "positive_teacher_pairs": 26875.8, "query_h_norm_ratio": 0.45277959406375884, "relation_loss": 0.00874393773265183, "selected_pairs": 26875.8, "step": 6820, "student_distance_mean": 29.650488662719727, "teacher_distance_mean": 0.8600635349750518, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.00874393773265183, "weighted_relation_loss": 0.00874393773265183 }, { "action_query_batch_std": 0.4475900262594223, "action_query_norm": 44.254309844970706, "action_relation_loss": 0.008735425351187587, "auxiliary_loss_weight": 1.0, "epoch": 6.3891487371375115, "flow_matching_loss": 0.05125780031085014, "grad_norm": 0.1574002206325531, "h_stock_valid_norm": 98.84162826538086, "invalid_tail_samples": 21.2, "learning_rate": 9.161859105871013e-05, "loss": 0.06, "positive_teacher_pairs": 27458.2, "query_h_norm_ratio": 0.44773334860801695, "relation_loss": 0.008735425351187587, "selected_pairs": 27458.2, "step": 6830, "student_distance_mean": 29.628078842163085, "teacher_distance_mean": 0.8695252418518067, "valid_action_samples": 234.8, "weighted_auxiliary_loss": 0.008735425351187587, "weighted_relation_loss": 0.008735425351187587 }, { "action_query_batch_std": 0.4418612688779831, "action_query_norm": 44.24819984436035, "action_relation_loss": 0.008672963455319404, "auxiliary_loss_weight": 1.0, "epoch": 6.398503274087933, "flow_matching_loss": 0.051576196774840356, "grad_norm": 0.16251599788665771, "h_stock_valid_norm": 97.35794982910156, "invalid_tail_samples": 22.9, "learning_rate": 9.158801971034832e-05, "loss": 0.0602, "positive_teacher_pairs": 27055.6, "query_h_norm_ratio": 0.45449860394001007, "relation_loss": 0.008672963455319404, "selected_pairs": 27055.6, "step": 6840, "student_distance_mean": 29.289017105102538, "teacher_distance_mean": 0.8576358258724213, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.008672963455319404, "weighted_relation_loss": 0.008672963455319404 }, { "action_query_batch_std": 0.44874094128608705, "action_query_norm": 44.26075820922851, "action_relation_loss": 0.008744553383439779, "auxiliary_loss_weight": 1.0, "epoch": 6.407857811038354, "flow_matching_loss": 0.050693927332758904, "grad_norm": 0.11939522624015808, "h_stock_valid_norm": 96.58600006103515, "invalid_tail_samples": 25.1, "learning_rate": 9.155739782862107e-05, "loss": 0.0594, "positive_teacher_pairs": 26551.6, "query_h_norm_ratio": 0.45825617015361786, "relation_loss": 0.008744553383439779, "selected_pairs": 26551.6, "step": 6850, "student_distance_mean": 29.608242416381835, "teacher_distance_mean": 0.8486410975456238, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.008744553383439779, "weighted_relation_loss": 0.008744553383439779 }, { "action_query_batch_std": 0.44391530454158784, "action_query_norm": 44.23755950927735, "action_relation_loss": 0.00870600314810872, "auxiliary_loss_weight": 1.0, "epoch": 6.417212347988775, "flow_matching_loss": 0.05160349160432816, "grad_norm": 0.10990530252456665, "h_stock_valid_norm": 96.42538757324219, "invalid_tail_samples": 24.1, "learning_rate": 9.152672545073687e-05, "loss": 0.0603, "positive_teacher_pairs": 26784.5, "query_h_norm_ratio": 0.45877947509288786, "relation_loss": 0.00870600314810872, "selected_pairs": 26784.5, "step": 6860, "student_distance_mean": 29.30751132965088, "teacher_distance_mean": 0.8546960532665253, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.00870600314810872, "weighted_relation_loss": 0.00870600314810872 }, { "action_query_batch_std": 0.43649756014347074, "action_query_norm": 44.233263397216795, "action_relation_loss": 0.009348135534673929, "auxiliary_loss_weight": 1.0, "epoch": 6.426566884939196, "flow_matching_loss": 0.05384690575301647, "grad_norm": 0.14509646594524384, "h_stock_valid_norm": 96.52845916748046, "invalid_tail_samples": 25.1, "learning_rate": 9.149600261396551e-05, "loss": 0.0632, "positive_teacher_pairs": 26546.5, "query_h_norm_ratio": 0.4582437962293625, "relation_loss": 0.009348135534673929, "selected_pairs": 26546.5, "step": 6870, "student_distance_mean": 28.903252792358398, "teacher_distance_mean": 0.8486383199691773, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.009348135534673929, "weighted_relation_loss": 0.009348135534673929 }, { "action_query_batch_std": 0.44296315908432005, "action_query_norm": 44.24061508178711, "action_relation_loss": 0.009071934269741178, "auxiliary_loss_weight": 1.0, "epoch": 6.435921421889616, "flow_matching_loss": 0.049703953042626384, "grad_norm": 0.15774260461330414, "h_stock_valid_norm": 97.0033332824707, "invalid_tail_samples": 21.3, "learning_rate": 9.146522935563817e-05, "loss": 0.0588, "positive_teacher_pairs": 27434.6, "query_h_norm_ratio": 0.4560748666524887, "relation_loss": 0.009071934269741178, "selected_pairs": 27434.6, "step": 6880, "student_distance_mean": 29.131878280639647, "teacher_distance_mean": 0.8474416851997375, "valid_action_samples": 234.7, "weighted_auxiliary_loss": 0.009071934269741178, "weighted_relation_loss": 0.009071934269741178 }, { "action_query_batch_std": 0.44106880724430086, "action_query_norm": 44.233177947998044, "action_relation_loss": 0.00842552799731493, "auxiliary_loss_weight": 1.0, "epoch": 6.445275958840037, "flow_matching_loss": 0.05093399360775948, "grad_norm": 0.0957622304558754, "h_stock_valid_norm": 97.28865356445313, "invalid_tail_samples": 24.6, "learning_rate": 9.143440571314723e-05, "loss": 0.0594, "positive_teacher_pairs": 26661.8, "query_h_norm_ratio": 0.45466333627700806, "relation_loss": 0.00842552799731493, "selected_pairs": 26661.8, "step": 6890, "student_distance_mean": 29.17599582672119, "teacher_distance_mean": 0.8564040064811707, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.00842552799731493, "weighted_relation_loss": 0.00842552799731493 }, { "action_query_batch_std": 0.44068956673145293, "action_query_norm": 44.23021545410156, "action_relation_loss": 0.008667147811502218, "auxiliary_loss_weight": 1.0, "epoch": 6.454630495790458, "flow_matching_loss": 0.04969879724085331, "grad_norm": 0.13952909409999847, "h_stock_valid_norm": 96.49378967285156, "invalid_tail_samples": 24.4, "learning_rate": 9.140353172394636e-05, "loss": 0.0584, "positive_teacher_pairs": 26711.1, "query_h_norm_ratio": 0.4583763301372528, "relation_loss": 0.008667147811502218, "selected_pairs": 26711.1, "step": 6900, "student_distance_mean": 29.060432052612306, "teacher_distance_mean": 0.8574673056602478, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.008667147811502218, "weighted_relation_loss": 0.008667147811502218 }, { "action_query_batch_std": 0.4408844292163849, "action_query_norm": 44.23374786376953, "action_relation_loss": 0.008682109322398901, "auxiliary_loss_weight": 1.0, "epoch": 6.463985032740879, "flow_matching_loss": 0.05292470864951611, "grad_norm": 0.1314915418624878, "h_stock_valid_norm": 96.4317413330078, "invalid_tail_samples": 22.0, "learning_rate": 9.137260742555032e-05, "loss": 0.0616, "positive_teacher_pairs": 27269.6, "query_h_norm_ratio": 0.45870902836322786, "relation_loss": 0.008682109322398901, "selected_pairs": 27269.6, "step": 6910, "student_distance_mean": 29.221406936645508, "teacher_distance_mean": 0.8487402915954589, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.008682109322398901, "weighted_relation_loss": 0.008682109322398901 }, { "action_query_batch_std": 0.44990605413913726, "action_query_norm": 44.24423408508301, "action_relation_loss": 0.008886068128049374, "auxiliary_loss_weight": 1.0, "epoch": 6.4733395696913005, "flow_matching_loss": 0.05383641719818115, "grad_norm": 0.11760301887989044, "h_stock_valid_norm": 95.6635238647461, "invalid_tail_samples": 23.3, "learning_rate": 9.13416328555351e-05, "loss": 0.0627, "positive_teacher_pairs": 26964.6, "query_h_norm_ratio": 0.4625041335821152, "relation_loss": 0.008886068128049374, "selected_pairs": 26964.6, "step": 6920, "student_distance_mean": 29.763829612731932, "teacher_distance_mean": 0.8639849543571472, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.008886068128049374, "weighted_relation_loss": 0.008886068128049374 }, { "action_query_batch_std": 0.4406514555215836, "action_query_norm": 44.22418212890625, "action_relation_loss": 0.008640496898442507, "auxiliary_loss_weight": 1.0, "epoch": 6.482694106641722, "flow_matching_loss": 0.05070470049977303, "grad_norm": 0.12292206287384033, "h_stock_valid_norm": 96.48811569213868, "invalid_tail_samples": 25.7, "learning_rate": 9.131060805153769e-05, "loss": 0.0593, "positive_teacher_pairs": 26418.6, "query_h_norm_ratio": 0.45835670828819275, "relation_loss": 0.008640496898442507, "selected_pairs": 26418.6, "step": 6930, "student_distance_mean": 29.04921703338623, "teacher_distance_mean": 0.851640272140503, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.008640496898442507, "weighted_relation_loss": 0.008640496898442507 }, { "action_query_batch_std": 0.4379824548959732, "action_query_norm": 44.22017707824707, "action_relation_loss": 0.008656568126752973, "auxiliary_loss_weight": 1.0, "epoch": 6.492048643592142, "flow_matching_loss": 0.05284300334751606, "grad_norm": 0.10742802917957306, "h_stock_valid_norm": 97.47661972045898, "invalid_tail_samples": 26.4, "learning_rate": 9.127953305125618e-05, "loss": 0.0615, "positive_teacher_pairs": 26249.2, "query_h_norm_ratio": 0.4536513119935989, "relation_loss": 0.008656568126752973, "selected_pairs": 26249.2, "step": 6940, "student_distance_mean": 28.967234992980956, "teacher_distance_mean": 0.8458339810371399, "valid_action_samples": 229.6, "weighted_auxiliary_loss": 0.008656568126752973, "weighted_relation_loss": 0.008656568126752973 }, { "action_query_batch_std": 0.4381188124418259, "action_query_norm": 44.22311515808106, "action_relation_loss": 0.008419681107625365, "auxiliary_loss_weight": 1.0, "epoch": 6.501403180542563, "flow_matching_loss": 0.052573902904987334, "grad_norm": 0.15436045825481415, "h_stock_valid_norm": 96.89059066772461, "invalid_tail_samples": 24.7, "learning_rate": 9.124840789244958e-05, "loss": 0.061, "positive_teacher_pairs": 26640.2, "query_h_norm_ratio": 0.45642639994621276, "relation_loss": 0.008419681107625365, "selected_pairs": 26640.2, "step": 6950, "student_distance_mean": 29.015458488464354, "teacher_distance_mean": 0.853215891122818, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.008419681107625365, "weighted_relation_loss": 0.008419681107625365 }, { "action_query_batch_std": 0.43925362527370454, "action_query_norm": 44.225911712646486, "action_relation_loss": 0.008859189227223396, "auxiliary_loss_weight": 1.0, "epoch": 6.510757717492984, "flow_matching_loss": 0.05216008424758911, "grad_norm": 0.10617944598197937, "h_stock_valid_norm": 96.04967498779297, "invalid_tail_samples": 24.0, "learning_rate": 9.121723261293794e-05, "loss": 0.061, "positive_teacher_pairs": 26802.6, "query_h_norm_ratio": 0.46045048236846925, "relation_loss": 0.008859189227223396, "selected_pairs": 26802.6, "step": 6960, "student_distance_mean": 29.042463493347167, "teacher_distance_mean": 0.854384309053421, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.008859189227223396, "weighted_relation_loss": 0.008859189227223396 }, { "action_query_batch_std": 0.4419611841440201, "action_query_norm": 44.23112182617187, "action_relation_loss": 0.0085248498711735, "auxiliary_loss_weight": 1.0, "epoch": 6.520112254443405, "flow_matching_loss": 0.049695099145174025, "grad_norm": 0.1221766322851181, "h_stock_valid_norm": 96.31312789916993, "invalid_tail_samples": 22.7, "learning_rate": 9.118600725060214e-05, "loss": 0.0582, "positive_teacher_pairs": 27102.4, "query_h_norm_ratio": 0.4592470794916153, "relation_loss": 0.0085248498711735, "selected_pairs": 27102.4, "step": 6970, "student_distance_mean": 29.3161376953125, "teacher_distance_mean": 0.8533631980419158, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.0085248498711735, "weighted_relation_loss": 0.0085248498711735 }, { "action_query_batch_std": 0.44284839034080503, "action_query_norm": 44.227582931518555, "action_relation_loss": 0.008618235448375344, "auxiliary_loss_weight": 1.0, "epoch": 6.529466791393826, "flow_matching_loss": 0.05140262767672539, "grad_norm": 0.1583244651556015, "h_stock_valid_norm": 97.01598815917968, "invalid_tail_samples": 22.6, "learning_rate": 9.115473184338392e-05, "loss": 0.06, "positive_teacher_pairs": 27131.1, "query_h_norm_ratio": 0.4558833986520767, "relation_loss": 0.008618235448375344, "selected_pairs": 27131.1, "step": 6980, "student_distance_mean": 29.37299346923828, "teacher_distance_mean": 0.8609455466270447, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.008618235448375344, "weighted_relation_loss": 0.008618235448375344 }, { "action_query_batch_std": 0.44179455637931825, "action_query_norm": 44.22355003356934, "action_relation_loss": 0.008610341511666775, "auxiliary_loss_weight": 1.0, "epoch": 6.538821328344247, "flow_matching_loss": 0.05269462466239929, "grad_norm": 0.21702559292316437, "h_stock_valid_norm": 96.61185455322266, "invalid_tail_samples": 26.3, "learning_rate": 9.11234064292859e-05, "loss": 0.0613, "positive_teacher_pairs": 26278.2, "query_h_norm_ratio": 0.45775860249996186, "relation_loss": 0.008610341511666775, "selected_pairs": 26278.2, "step": 6990, "student_distance_mean": 29.278630256652832, "teacher_distance_mean": 0.8627460360527038, "valid_action_samples": 229.7, "weighted_auxiliary_loss": 0.008610341511666775, "weighted_relation_loss": 0.008610341511666775 }, { "action_query_batch_std": 0.4395809382200241, "action_query_norm": 44.21658134460449, "action_relation_loss": 0.008364163944497705, "auxiliary_loss_weight": 1.0, "epoch": 6.5481758652946676, "flow_matching_loss": 0.05260836072266102, "grad_norm": 0.22020678222179413, "h_stock_valid_norm": 95.69695587158203, "invalid_tail_samples": 23.3, "learning_rate": 9.109203104637137e-05, "loss": 0.061, "positive_teacher_pairs": 26967.1, "query_h_norm_ratio": 0.46205319166183473, "relation_loss": 0.008364163944497705, "selected_pairs": 26967.1, "step": 7000, "student_distance_mean": 29.010591888427733, "teacher_distance_mean": 0.8577425003051757, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.008364163944497705, "weighted_relation_loss": 0.008364163944497705 }, { "action_query_batch_std": 0.4412956088781357, "action_query_norm": 44.21586265563965, "action_relation_loss": 0.009346392378211022, "auxiliary_loss_weight": 1.0, "epoch": 6.557530402245089, "flow_matching_loss": 0.05428835898637772, "grad_norm": 0.19826306402683258, "h_stock_valid_norm": 96.54583892822265, "invalid_tail_samples": 22.8, "learning_rate": 9.10606057327644e-05, "loss": 0.0636, "positive_teacher_pairs": 27085.2, "query_h_norm_ratio": 0.45798684656620026, "relation_loss": 0.009346392378211022, "selected_pairs": 27085.2, "step": 7010, "student_distance_mean": 29.219304847717286, "teacher_distance_mean": 0.853103518486023, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.009346392378211022, "weighted_relation_loss": 0.009346392378211022 }, { "action_query_batch_std": 0.43896146714687345, "action_query_norm": 44.20886993408203, "action_relation_loss": 0.008775789476931094, "auxiliary_loss_weight": 1.0, "epoch": 6.56688493919551, "flow_matching_loss": 0.05228128507733345, "grad_norm": 0.16231323778629303, "h_stock_valid_norm": 97.64037399291992, "invalid_tail_samples": 25.0, "learning_rate": 9.10291305266497e-05, "loss": 0.0611, "positive_teacher_pairs": 26570.0, "query_h_norm_ratio": 0.4527783960103989, "relation_loss": 0.008775789476931094, "selected_pairs": 26570.0, "step": 7020, "student_distance_mean": 29.081136322021486, "teacher_distance_mean": 0.8486098945140839, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.008775789476931094, "weighted_relation_loss": 0.008775789476931094 }, { "action_query_batch_std": 0.4395421415567398, "action_query_norm": 44.215359115600585, "action_relation_loss": 0.008694610558450222, "auxiliary_loss_weight": 1.0, "epoch": 6.576239476145931, "flow_matching_loss": 0.05470748357474804, "grad_norm": 0.2701050937175751, "h_stock_valid_norm": 98.29678955078126, "invalid_tail_samples": 24.1, "learning_rate": 9.099760546627261e-05, "loss": 0.0634, "positive_teacher_pairs": 26781.5, "query_h_norm_ratio": 0.4498197019100189, "relation_loss": 0.008694610558450222, "selected_pairs": 26781.5, "step": 7030, "student_distance_mean": 29.17637825012207, "teacher_distance_mean": 0.8653688728809357, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.008694610558450222, "weighted_relation_loss": 0.008694610558450222 }, { "action_query_batch_std": 0.4450228691101074, "action_query_norm": 44.222334671020505, "action_relation_loss": 0.008441106416285038, "auxiliary_loss_weight": 1.0, "epoch": 6.585594013096352, "flow_matching_loss": 0.05428258031606674, "grad_norm": 0.1824967861175537, "h_stock_valid_norm": 97.54067687988281, "invalid_tail_samples": 24.8, "learning_rate": 9.096603058993907e-05, "loss": 0.0627, "positive_teacher_pairs": 26627.0, "query_h_norm_ratio": 0.45337872505187987, "relation_loss": 0.008441106416285038, "selected_pairs": 26627.0, "step": 7040, "student_distance_mean": 29.327387046813964, "teacher_distance_mean": 0.8645540356636048, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.008441106416285038, "weighted_relation_loss": 0.008441106416285038 }, { "action_query_batch_std": 0.4403833210468292, "action_query_norm": 44.21575088500977, "action_relation_loss": 0.009113406017422675, "auxiliary_loss_weight": 1.0, "epoch": 6.594948550046773, "flow_matching_loss": 0.053664276376366615, "grad_norm": 0.16252760589122772, "h_stock_valid_norm": 97.50662384033203, "invalid_tail_samples": 25.4, "learning_rate": 9.093440593601552e-05, "loss": 0.0628, "positive_teacher_pairs": 26485.3, "query_h_norm_ratio": 0.45346611738204956, "relation_loss": 0.009113406017422675, "selected_pairs": 26485.3, "step": 7050, "student_distance_mean": 29.189105987548828, "teacher_distance_mean": 0.853467607498169, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.009113406017422675, "weighted_relation_loss": 0.009113406017422675 }, { "action_query_batch_std": 0.4422205984592438, "action_query_norm": 44.21607894897461, "action_relation_loss": 0.008913565194234252, "auxiliary_loss_weight": 1.0, "epoch": 6.604303086997193, "flow_matching_loss": 0.05050086528062821, "grad_norm": 0.12688355147838593, "h_stock_valid_norm": 96.48232879638672, "invalid_tail_samples": 23.6, "learning_rate": 9.090273154292889e-05, "loss": 0.0594, "positive_teacher_pairs": 26897.0, "query_h_norm_ratio": 0.4583066403865814, "relation_loss": 0.008913565194234252, "selected_pairs": 26897.0, "step": 7060, "student_distance_mean": 29.355212020874024, "teacher_distance_mean": 0.8547001838684082, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.008913565194234252, "weighted_relation_loss": 0.008913565194234252 }, { "action_query_batch_std": 0.43688441812992096, "action_query_norm": 44.20667991638184, "action_relation_loss": 0.00878028110601008, "auxiliary_loss_weight": 1.0, "epoch": 6.613657623947614, "flow_matching_loss": 0.05355775617063045, "grad_norm": 0.16619345545768738, "h_stock_valid_norm": 94.75764999389648, "invalid_tail_samples": 23.5, "learning_rate": 9.087100744916656e-05, "loss": 0.0623, "positive_teacher_pairs": 26925.3, "query_h_norm_ratio": 0.46652652323246, "relation_loss": 0.00878028110601008, "selected_pairs": 26925.3, "step": 7070, "student_distance_mean": 28.811701583862305, "teacher_distance_mean": 0.8494760572910309, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.00878028110601008, "weighted_relation_loss": 0.00878028110601008 }, { "action_query_batch_std": 0.44023153781890867, "action_query_norm": 44.21115837097168, "action_relation_loss": 0.00917202839627862, "auxiliary_loss_weight": 1.0, "epoch": 6.6230121608980355, "flow_matching_loss": 0.05324503444135189, "grad_norm": 0.11618804186582565, "h_stock_valid_norm": 95.53150787353516, "invalid_tail_samples": 20.8, "learning_rate": 9.08392336932763e-05, "loss": 0.0624, "positive_teacher_pairs": 27554.9, "query_h_norm_ratio": 0.46279831528663634, "relation_loss": 0.00917202839627862, "selected_pairs": 27554.9, "step": 7080, "student_distance_mean": 29.106574058532715, "teacher_distance_mean": 0.8470839262008667, "valid_action_samples": 235.2, "weighted_auxiliary_loss": 0.00917202839627862, "weighted_relation_loss": 0.00917202839627862 }, { "action_query_batch_std": 0.4477941423654556, "action_query_norm": 44.21496810913086, "action_relation_loss": 0.00874933172017336, "auxiliary_loss_weight": 1.0, "epoch": 6.632366697848457, "flow_matching_loss": 0.051841671019792555, "grad_norm": 0.1327243447303772, "h_stock_valid_norm": 96.36996612548828, "invalid_tail_samples": 23.6, "learning_rate": 9.080741031386619e-05, "loss": 0.0606, "positive_teacher_pairs": 26898.2, "query_h_norm_ratio": 0.45881599485874175, "relation_loss": 0.00874933172017336, "selected_pairs": 26898.2, "step": 7090, "student_distance_mean": 29.526216125488283, "teacher_distance_mean": 0.8530238330364227, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.00874933172017336, "weighted_relation_loss": 0.00874933172017336 }, { "action_query_batch_std": 0.4495520681142807, "action_query_norm": 44.22331619262695, "action_relation_loss": 0.008660761825740337, "auxiliary_loss_weight": 1.0, "epoch": 6.641721234798878, "flow_matching_loss": 0.052873161435127256, "grad_norm": 0.1492944210767746, "h_stock_valid_norm": 97.76702880859375, "invalid_tail_samples": 24.5, "learning_rate": 9.077553734960468e-05, "loss": 0.0615, "positive_teacher_pairs": 26696.2, "query_h_norm_ratio": 0.4523352414369583, "relation_loss": 0.008660761825740337, "selected_pairs": 26696.2, "step": 7100, "student_distance_mean": 29.719826889038085, "teacher_distance_mean": 0.8603653967380523, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.008660761825740337, "weighted_relation_loss": 0.008660761825740337 }, { "action_query_batch_std": 0.44041421711444856, "action_query_norm": 44.21024169921875, "action_relation_loss": 0.00867093582637608, "auxiliary_loss_weight": 1.0, "epoch": 6.651075771749299, "flow_matching_loss": 0.04823221787810326, "grad_norm": 0.1265983134508133, "h_stock_valid_norm": 97.56317672729492, "invalid_tail_samples": 22.5, "learning_rate": 9.074361483922041e-05, "loss": 0.0569, "positive_teacher_pairs": 27149.6, "query_h_norm_ratio": 0.4531489938497543, "relation_loss": 0.00867093582637608, "selected_pairs": 27149.6, "step": 7110, "student_distance_mean": 29.192882347106934, "teacher_distance_mean": 0.8527377426624299, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.00867093582637608, "weighted_relation_loss": 0.00867093582637608 }, { "action_query_batch_std": 0.4431263953447342, "action_query_norm": 44.214561462402344, "action_relation_loss": 0.009035386936739087, "auxiliary_loss_weight": 1.0, "epoch": 6.66043030869972, "flow_matching_loss": 0.05097108483314514, "grad_norm": 0.14957892894744873, "h_stock_valid_norm": 97.40048294067383, "invalid_tail_samples": 23.6, "learning_rate": 9.071164282150224e-05, "loss": 0.06, "positive_teacher_pairs": 26895.7, "query_h_norm_ratio": 0.4539535820484161, "relation_loss": 0.009035386936739087, "selected_pairs": 26895.7, "step": 7120, "student_distance_mean": 29.298222732543945, "teacher_distance_mean": 0.8515543282032013, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.009035386936739087, "weighted_relation_loss": 0.009035386936739087 }, { "action_query_batch_std": 0.4403069466352463, "action_query_norm": 44.19898300170898, "action_relation_loss": 0.008753289189189672, "auxiliary_loss_weight": 1.0, "epoch": 6.66978484565014, "flow_matching_loss": 0.05126370079815388, "grad_norm": 0.14292430877685547, "h_stock_valid_norm": 96.9168197631836, "invalid_tail_samples": 24.7, "learning_rate": 9.067962133529919e-05, "loss": 0.06, "positive_teacher_pairs": 26642.1, "query_h_norm_ratio": 0.4560529291629791, "relation_loss": 0.008753289189189672, "selected_pairs": 26642.1, "step": 7130, "student_distance_mean": 28.96078567504883, "teacher_distance_mean": 0.8549824714660644, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.008753289189189672, "weighted_relation_loss": 0.008753289189189672 }, { "action_query_batch_std": 0.4396529346704483, "action_query_norm": 44.19223518371582, "action_relation_loss": 0.008521308656781912, "auxiliary_loss_weight": 1.0, "epoch": 6.679139382600561, "flow_matching_loss": 0.05087776333093643, "grad_norm": 0.11764844506978989, "h_stock_valid_norm": 96.75809631347656, "invalid_tail_samples": 23.5, "learning_rate": 9.064755041952036e-05, "loss": 0.0594, "positive_teacher_pairs": 26922.8, "query_h_norm_ratio": 0.45673137307167055, "relation_loss": 0.008521308656781912, "selected_pairs": 26922.8, "step": 7140, "student_distance_mean": 28.914690017700195, "teacher_distance_mean": 0.8526542007923126, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.008521308656781912, "weighted_relation_loss": 0.008521308656781912 }, { "action_query_batch_std": 0.43898730874061587, "action_query_norm": 44.19542274475098, "action_relation_loss": 0.00867573292925954, "auxiliary_loss_weight": 1.0, "epoch": 6.688493919550982, "flow_matching_loss": 0.05173314288258553, "grad_norm": 0.17218901216983795, "h_stock_valid_norm": 97.31585922241212, "invalid_tail_samples": 25.8, "learning_rate": 9.061543011313497e-05, "loss": 0.0604, "positive_teacher_pairs": 26389.7, "query_h_norm_ratio": 0.4541501492261887, "relation_loss": 0.00867573292925954, "selected_pairs": 26389.7, "step": 7150, "student_distance_mean": 29.112705802917482, "teacher_distance_mean": 0.8460339367389679, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.00867573292925954, "weighted_relation_loss": 0.00867573292925954 }, { "action_query_batch_std": 0.444243860244751, "action_query_norm": 44.20910377502442, "action_relation_loss": 0.00855292221531272, "auxiliary_loss_weight": 1.0, "epoch": 6.697848456501403, "flow_matching_loss": 0.0520255871117115, "grad_norm": 0.13473181426525116, "h_stock_valid_norm": 97.74615478515625, "invalid_tail_samples": 21.9, "learning_rate": 9.05832604551722e-05, "loss": 0.0606, "positive_teacher_pairs": 27289.1, "query_h_norm_ratio": 0.4522894859313965, "relation_loss": 0.00855292221531272, "selected_pairs": 27289.1, "step": 7160, "student_distance_mean": 29.38282413482666, "teacher_distance_mean": 0.8550559639930725, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.00855292221531272, "weighted_relation_loss": 0.00855292221531272 }, { "action_query_batch_std": 0.44329107403755186, "action_query_norm": 44.193006896972655, "action_relation_loss": 0.008259504707530141, "auxiliary_loss_weight": 1.0, "epoch": 6.7072029934518245, "flow_matching_loss": 0.04987519755959511, "grad_norm": 0.10841154307126999, "h_stock_valid_norm": 98.34363250732422, "invalid_tail_samples": 24.4, "learning_rate": 9.055104148472124e-05, "loss": 0.0581, "positive_teacher_pairs": 26709.2, "query_h_norm_ratio": 0.44937609434127807, "relation_loss": 0.008259504707530141, "selected_pairs": 26709.2, "step": 7170, "student_distance_mean": 29.279901695251464, "teacher_distance_mean": 0.8607962787151336, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.008259504707530141, "weighted_relation_loss": 0.008259504707530141 }, { "action_query_batch_std": 0.4441526889801025, "action_query_norm": 44.19748191833496, "action_relation_loss": 0.008675164962187409, "auxiliary_loss_weight": 1.0, "epoch": 6.716557530402245, "flow_matching_loss": 0.05242014154791832, "grad_norm": 0.1670106053352356, "h_stock_valid_norm": 97.8732666015625, "invalid_tail_samples": 23.3, "learning_rate": 9.051877324093114e-05, "loss": 0.0611, "positive_teacher_pairs": 26963.6, "query_h_norm_ratio": 0.4515895128250122, "relation_loss": 0.008675164962187409, "selected_pairs": 26963.6, "step": 7180, "student_distance_mean": 29.483790969848634, "teacher_distance_mean": 0.8587196946144104, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.008675164962187409, "weighted_relation_loss": 0.008675164962187409 }, { "action_query_batch_std": 0.4440714240074158, "action_query_norm": 44.19906349182129, "action_relation_loss": 0.00871074958704412, "auxiliary_loss_weight": 1.0, "epoch": 6.725912067352666, "flow_matching_loss": 0.05016368143260479, "grad_norm": 0.19184184074401855, "h_stock_valid_norm": 97.51814727783203, "invalid_tail_samples": 24.8, "learning_rate": 9.04864557630109e-05, "loss": 0.0589, "positive_teacher_pairs": 26618.7, "query_h_norm_ratio": 0.4532456696033478, "relation_loss": 0.00871074958704412, "selected_pairs": 26618.7, "step": 7190, "student_distance_mean": 29.550149154663085, "teacher_distance_mean": 0.8560801565647125, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.00871074958704412, "weighted_relation_loss": 0.00871074958704412 }, { "action_query_batch_std": 0.4456844002008438, "action_query_norm": 44.20073890686035, "action_relation_loss": 0.008473641239106655, "auxiliary_loss_weight": 1.0, "epoch": 6.735266604303087, "flow_matching_loss": 0.055013862624764445, "grad_norm": 0.13642318546772003, "h_stock_valid_norm": 96.5126350402832, "invalid_tail_samples": 23.2, "learning_rate": 9.045408909022928e-05, "loss": 0.0635, "positive_teacher_pairs": 27004.5, "query_h_norm_ratio": 0.45798390209674833, "relation_loss": 0.008473641239106655, "selected_pairs": 27004.5, "step": 7200, "student_distance_mean": 29.26423759460449, "teacher_distance_mean": 0.8516120970249176, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.008473641239106655, "weighted_relation_loss": 0.008473641239106655 }, { "action_query_batch_std": 0.4442174553871155, "action_query_norm": 44.197356414794925, "action_relation_loss": 0.008599287364631891, "auxiliary_loss_weight": 1.0, "epoch": 6.744621141253508, "flow_matching_loss": 0.05219379439949989, "grad_norm": 0.23608790338039398, "h_stock_valid_norm": 97.8097640991211, "invalid_tail_samples": 23.2, "learning_rate": 9.042167326191484e-05, "loss": 0.0608, "positive_teacher_pairs": 26989.9, "query_h_norm_ratio": 0.4518829256296158, "relation_loss": 0.008599287364631891, "selected_pairs": 26989.9, "step": 7210, "student_distance_mean": 29.34976272583008, "teacher_distance_mean": 0.868370521068573, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.008599287364631891, "weighted_relation_loss": 0.008599287364631891 }, { "action_query_batch_std": 0.43649911880493164, "action_query_norm": 44.18864097595215, "action_relation_loss": 0.00841552740894258, "auxiliary_loss_weight": 1.0, "epoch": 6.753975678203929, "flow_matching_loss": 0.05279930718243122, "grad_norm": 0.19169799983501434, "h_stock_valid_norm": 98.54966583251954, "invalid_tail_samples": 22.8, "learning_rate": 9.038920831745587e-05, "loss": 0.0612, "positive_teacher_pairs": 27083.9, "query_h_norm_ratio": 0.4483931750059128, "relation_loss": 0.00841552740894258, "selected_pairs": 27083.9, "step": 7220, "student_distance_mean": 28.89986400604248, "teacher_distance_mean": 0.8585586786270142, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.00841552740894258, "weighted_relation_loss": 0.00841552740894258 }, { "action_query_batch_std": 0.44807552397251127, "action_query_norm": 44.20150299072266, "action_relation_loss": 0.008012371882796288, "auxiliary_loss_weight": 1.0, "epoch": 6.76333021515435, "flow_matching_loss": 0.052678913623094556, "grad_norm": 0.13545222580432892, "h_stock_valid_norm": 98.36515197753906, "invalid_tail_samples": 23.9, "learning_rate": 9.035669429630036e-05, "loss": 0.0607, "positive_teacher_pairs": 26840.5, "query_h_norm_ratio": 0.4493707627058029, "relation_loss": 0.008012371882796288, "selected_pairs": 26840.5, "step": 7230, "student_distance_mean": 29.62383270263672, "teacher_distance_mean": 0.8658746004104614, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.008012371882796288, "weighted_relation_loss": 0.008012371882796288 }, { "action_query_batch_std": 0.4349328398704529, "action_query_norm": 44.17747840881348, "action_relation_loss": 0.00860048308968544, "auxiliary_loss_weight": 1.0, "epoch": 6.772684752104771, "flow_matching_loss": 0.05262295939028263, "grad_norm": 0.14825735986232758, "h_stock_valid_norm": 96.98480377197265, "invalid_tail_samples": 25.4, "learning_rate": 9.032413123795588e-05, "loss": 0.0612, "positive_teacher_pairs": 26490.1, "query_h_norm_ratio": 0.45551320910453796, "relation_loss": 0.00860048308968544, "selected_pairs": 26490.1, "step": 7240, "student_distance_mean": 28.78893051147461, "teacher_distance_mean": 0.8435587108135223, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.00860048308968544, "weighted_relation_loss": 0.00860048308968544 }, { "action_query_batch_std": 0.4403835266828537, "action_query_norm": 44.18132972717285, "action_relation_loss": 0.00806795763783157, "auxiliary_loss_weight": 1.0, "epoch": 6.7820392890551915, "flow_matching_loss": 0.05012371204793453, "grad_norm": 0.15300075709819794, "h_stock_valid_norm": 96.44356384277344, "invalid_tail_samples": 25.5, "learning_rate": 9.029151918198962e-05, "loss": 0.0582, "positive_teacher_pairs": 26466.0, "query_h_norm_ratio": 0.4581089287996292, "relation_loss": 0.00806795763783157, "selected_pairs": 26466.0, "step": 7250, "student_distance_mean": 29.000444221496583, "teacher_distance_mean": 0.8555651009082794, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.00806795763783157, "weighted_relation_loss": 0.00806795763783157 }, { "action_query_batch_std": 0.44137921929359436, "action_query_norm": 44.17427635192871, "action_relation_loss": 0.008453379664570094, "auxiliary_loss_weight": 1.0, "epoch": 6.791393826005613, "flow_matching_loss": 0.050535840913653374, "grad_norm": 0.1934881955385208, "h_stock_valid_norm": 96.59046783447266, "invalid_tail_samples": 24.7, "learning_rate": 9.025885816802833e-05, "loss": 0.059, "positive_teacher_pairs": 26639.9, "query_h_norm_ratio": 0.4573396533727646, "relation_loss": 0.008453379664570094, "selected_pairs": 26639.9, "step": 7260, "student_distance_mean": 29.17438907623291, "teacher_distance_mean": 0.8731890916824341, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.008453379664570094, "weighted_relation_loss": 0.008453379664570094 }, { "action_query_batch_std": 0.4390820562839508, "action_query_norm": 44.17417678833008, "action_relation_loss": 0.008814779808744788, "auxiliary_loss_weight": 1.0, "epoch": 6.800748362956034, "flow_matching_loss": 0.0526904046535492, "grad_norm": 0.16231106221675873, "h_stock_valid_norm": 96.31715545654296, "invalid_tail_samples": 23.9, "learning_rate": 9.02261482357582e-05, "loss": 0.0615, "positive_teacher_pairs": 26826.3, "query_h_norm_ratio": 0.45863622725009917, "relation_loss": 0.008814779808744788, "selected_pairs": 26826.3, "step": 7270, "student_distance_mean": 29.0660249710083, "teacher_distance_mean": 0.8575051426887512, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.008814779808744788, "weighted_relation_loss": 0.008814779808744788 }, { "action_query_batch_std": 0.4353328347206116, "action_query_norm": 44.17005996704101, "action_relation_loss": 0.008461070572957396, "auxiliary_loss_weight": 1.0, "epoch": 6.810102899906455, "flow_matching_loss": 0.05105659291148186, "grad_norm": 0.15421125292778015, "h_stock_valid_norm": 95.79933395385743, "invalid_tail_samples": 25.6, "learning_rate": 9.019338942492485e-05, "loss": 0.0595, "positive_teacher_pairs": 26438.1, "query_h_norm_ratio": 0.46107260286808016, "relation_loss": 0.008461070572957396, "selected_pairs": 26438.1, "step": 7280, "student_distance_mean": 28.885638809204103, "teacher_distance_mean": 0.8554852068424225, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.008461070572957396, "weighted_relation_loss": 0.008461070572957396 }, { "action_query_batch_std": 0.4346194326877594, "action_query_norm": 44.16378669738769, "action_relation_loss": 0.008328199991956354, "auxiliary_loss_weight": 1.0, "epoch": 6.819457436856876, "flow_matching_loss": 0.05283939465880394, "grad_norm": 0.1565053015947342, "h_stock_valid_norm": 95.74167709350586, "invalid_tail_samples": 22.6, "learning_rate": 9.01605817753334e-05, "loss": 0.0612, "positive_teacher_pairs": 27134.6, "query_h_norm_ratio": 0.4612903445959091, "relation_loss": 0.008328199991956354, "selected_pairs": 27134.6, "step": 7290, "student_distance_mean": 28.8101167678833, "teacher_distance_mean": 0.8571621119976044, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.008328199991956354, "weighted_relation_loss": 0.008328199991956354 }, { "action_query_batch_std": 0.44094646275043486, "action_query_norm": 44.17249069213867, "action_relation_loss": 0.008185478765517474, "auxiliary_loss_weight": 1.0, "epoch": 6.828811973807296, "flow_matching_loss": 0.05349581092596054, "grad_norm": 0.13473045825958252, "h_stock_valid_norm": 97.49799575805665, "invalid_tail_samples": 23.8, "learning_rate": 9.012772532684818e-05, "loss": 0.0617, "positive_teacher_pairs": 26850.7, "query_h_norm_ratio": 0.4530664384365082, "relation_loss": 0.008185478765517474, "selected_pairs": 26850.7, "step": 7300, "student_distance_mean": 29.140887832641603, "teacher_distance_mean": 0.8628462553024292, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.008185478765517474, "weighted_relation_loss": 0.008185478765517474 }, { "action_query_batch_std": 0.43693803548812865, "action_query_norm": 44.15802574157715, "action_relation_loss": 0.008544413838535547, "auxiliary_loss_weight": 1.0, "epoch": 6.838166510757717, "flow_matching_loss": 0.05344742499291897, "grad_norm": 0.17297491431236267, "h_stock_valid_norm": 97.58992462158203, "invalid_tail_samples": 24.3, "learning_rate": 9.00948201193929e-05, "loss": 0.062, "positive_teacher_pairs": 26733.4, "query_h_norm_ratio": 0.4524871438741684, "relation_loss": 0.008544413838535547, "selected_pairs": 26733.4, "step": 7310, "student_distance_mean": 28.867044830322264, "teacher_distance_mean": 0.8543272972106933, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.008544413838535547, "weighted_relation_loss": 0.008544413838535547 }, { "action_query_batch_std": 0.4334615796804428, "action_query_norm": 44.156056594848636, "action_relation_loss": 0.008433082513511181, "auxiliary_loss_weight": 1.0, "epoch": 6.847521047708138, "flow_matching_loss": 0.05297682918608189, "grad_norm": 0.11472944170236588, "h_stock_valid_norm": 98.16139907836914, "invalid_tail_samples": 23.9, "learning_rate": 9.006186619295047e-05, "loss": 0.0614, "positive_teacher_pairs": 26828.8, "query_h_norm_ratio": 0.4498389035463333, "relation_loss": 0.008433082513511181, "selected_pairs": 26828.8, "step": 7320, "student_distance_mean": 28.74657917022705, "teacher_distance_mean": 0.8523162484169007, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.008433082513511181, "weighted_relation_loss": 0.008433082513511181 }, { "action_query_batch_std": 0.4288680851459503, "action_query_norm": 44.14013671875, "action_relation_loss": 0.008844668045639992, "auxiliary_loss_weight": 1.0, "epoch": 6.856875584658559, "flow_matching_loss": 0.052962854504585266, "grad_norm": 0.16362856328487396, "h_stock_valid_norm": 97.42459869384766, "invalid_tail_samples": 20.7, "learning_rate": 9.002886358756305e-05, "loss": 0.0618, "positive_teacher_pairs": 27571.3, "query_h_norm_ratio": 0.4530769675970078, "relation_loss": 0.008844668045639992, "selected_pairs": 27571.3, "step": 7330, "student_distance_mean": 28.37291259765625, "teacher_distance_mean": 0.851145476102829, "valid_action_samples": 235.3, "weighted_auxiliary_loss": 0.008844668045639992, "weighted_relation_loss": 0.008844668045639992 }, { "action_query_batch_std": 0.4362403929233551, "action_query_norm": 44.16250305175781, "action_relation_loss": 0.008726124465465546, "auxiliary_loss_weight": 1.0, "epoch": 6.8662301216089805, "flow_matching_loss": 0.05263004563748837, "grad_norm": 0.14750133454799652, "h_stock_valid_norm": 97.0621109008789, "invalid_tail_samples": 22.9, "learning_rate": 8.999581234333188e-05, "loss": 0.0614, "positive_teacher_pairs": 27056.8, "query_h_norm_ratio": 0.4549941152334213, "relation_loss": 0.008726124465465546, "selected_pairs": 27056.8, "step": 7340, "student_distance_mean": 28.818189811706542, "teacher_distance_mean": 0.8561428844928741, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.008726124465465546, "weighted_relation_loss": 0.008726124465465546 }, { "action_query_batch_std": 0.441314822435379, "action_query_norm": 44.1675106048584, "action_relation_loss": 0.00819530845619738, "auxiliary_loss_weight": 1.0, "epoch": 6.875584658559402, "flow_matching_loss": 0.05017702616751194, "grad_norm": 0.17104731500148773, "h_stock_valid_norm": 97.54132995605468, "invalid_tail_samples": 24.0, "learning_rate": 8.996271250041734e-05, "loss": 0.0584, "positive_teacher_pairs": 26802.9, "query_h_norm_ratio": 0.4528115808963776, "relation_loss": 0.00819530845619738, "selected_pairs": 26802.9, "step": 7350, "student_distance_mean": 29.18293113708496, "teacher_distance_mean": 0.8626627922058105, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.00819530845619738, "weighted_relation_loss": 0.00819530845619738 }, { "action_query_batch_std": 0.44293877184391023, "action_query_norm": 44.16696319580078, "action_relation_loss": 0.008987723011523485, "auxiliary_loss_weight": 1.0, "epoch": 6.884939195509823, "flow_matching_loss": 0.05273823514580726, "grad_norm": 0.1517804116010666, "h_stock_valid_norm": 97.48389739990235, "invalid_tail_samples": 20.6, "learning_rate": 8.99295640990389e-05, "loss": 0.0617, "positive_teacher_pairs": 27599.3, "query_h_norm_ratio": 0.453074249625206, "relation_loss": 0.008987723011523485, "selected_pairs": 27599.3, "step": 7360, "student_distance_mean": 29.26665515899658, "teacher_distance_mean": 0.8593522787094117, "valid_action_samples": 235.4, "weighted_auxiliary_loss": 0.008987723011523485, "weighted_relation_loss": 0.008987723011523485 }, { "action_query_batch_std": 0.4452000766992569, "action_query_norm": 44.169752502441405, "action_relation_loss": 0.00862079942598939, "auxiliary_loss_weight": 1.0, "epoch": 6.894293732460243, "flow_matching_loss": 0.05291054099798202, "grad_norm": 0.15155866742134094, "h_stock_valid_norm": 96.95364456176758, "invalid_tail_samples": 21.7, "learning_rate": 8.989636717947494e-05, "loss": 0.0615, "positive_teacher_pairs": 27337.1, "query_h_norm_ratio": 0.45557873547077177, "relation_loss": 0.00862079942598939, "selected_pairs": 27337.1, "step": 7370, "student_distance_mean": 29.45073356628418, "teacher_distance_mean": 0.8672034978866577, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.00862079942598939, "weighted_relation_loss": 0.00862079942598939 }, { "action_query_batch_std": 0.4309679478406906, "action_query_norm": 44.14190254211426, "action_relation_loss": 0.008460921375080943, "auxiliary_loss_weight": 1.0, "epoch": 6.903648269410664, "flow_matching_loss": 0.0503770686686039, "grad_norm": 0.1332094520330429, "h_stock_valid_norm": 97.87970733642578, "invalid_tail_samples": 24.5, "learning_rate": 8.986312178206291e-05, "loss": 0.0588, "positive_teacher_pairs": 26689.2, "query_h_norm_ratio": 0.45099141299724577, "relation_loss": 0.008460921375080943, "selected_pairs": 26689.2, "step": 7380, "student_distance_mean": 28.534205055236818, "teacher_distance_mean": 0.8453955292701721, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.008460921375080943, "weighted_relation_loss": 0.008460921375080943 }, { "action_query_batch_std": 0.4283880203962326, "action_query_norm": 44.137223434448245, "action_relation_loss": 0.008834674069657922, "auxiliary_loss_weight": 1.0, "epoch": 6.913002806361085, "flow_matching_loss": 0.051387951150536536, "grad_norm": 0.1561374068260193, "h_stock_valid_norm": 98.85432434082031, "invalid_tail_samples": 26.5, "learning_rate": 8.982982794719904e-05, "loss": 0.0602, "positive_teacher_pairs": 26234.2, "query_h_norm_ratio": 0.4464918851852417, "relation_loss": 0.008834674069657922, "selected_pairs": 26234.2, "step": 7390, "student_distance_mean": 28.428202819824218, "teacher_distance_mean": 0.8474992156028748, "valid_action_samples": 229.5, "weighted_auxiliary_loss": 0.008834674069657922, "weighted_relation_loss": 0.008834674069657922 }, { "action_query_batch_std": 0.4379212588071823, "action_query_norm": 44.15916786193848, "action_relation_loss": 0.008182195015251637, "auxiliary_loss_weight": 1.0, "epoch": 6.922357343311506, "flow_matching_loss": 0.053545324876904485, "grad_norm": 0.1522766649723053, "h_stock_valid_norm": 98.70885925292968, "invalid_tail_samples": 21.4, "learning_rate": 8.979648571533852e-05, "loss": 0.0617, "positive_teacher_pairs": 27414.5, "query_h_norm_ratio": 0.4473766297101974, "relation_loss": 0.008182195015251637, "selected_pairs": 27414.5, "step": 7400, "student_distance_mean": 29.078770256042482, "teacher_distance_mean": 0.8621039688587189, "valid_action_samples": 234.6, "weighted_auxiliary_loss": 0.008182195015251637, "weighted_relation_loss": 0.008182195015251637 }, { "action_query_batch_std": 0.4346734881401062, "action_query_norm": 44.144558334350585, "action_relation_loss": 0.008303504390642046, "auxiliary_loss_weight": 1.0, "epoch": 6.931711880261927, "flow_matching_loss": 0.049214692786335945, "grad_norm": 0.12121692299842834, "h_stock_valid_norm": 97.87622680664063, "invalid_tail_samples": 23.4, "learning_rate": 8.976309512699528e-05, "loss": 0.0575, "positive_teacher_pairs": 26938.9, "query_h_norm_ratio": 0.45103061497211455, "relation_loss": 0.008303504390642046, "selected_pairs": 26938.9, "step": 7410, "student_distance_mean": 28.862138938903808, "teacher_distance_mean": 0.8527838170528412, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.008303504390642046, "weighted_relation_loss": 0.008303504390642046 }, { "action_query_batch_std": 0.4386875331401825, "action_query_norm": 44.15615119934082, "action_relation_loss": 0.008813885506242514, "auxiliary_loss_weight": 1.0, "epoch": 6.9410664172123475, "flow_matching_loss": 0.05151863619685173, "grad_norm": 0.16541215777397156, "h_stock_valid_norm": 96.6830062866211, "invalid_tail_samples": 24.4, "learning_rate": 8.972965622274205e-05, "loss": 0.0603, "positive_teacher_pairs": 26712.5, "query_h_norm_ratio": 0.4567244440317154, "relation_loss": 0.008813885506242514, "selected_pairs": 26712.5, "step": 7420, "student_distance_mean": 29.186228942871093, "teacher_distance_mean": 0.8595913290977478, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.008813885506242514, "weighted_relation_loss": 0.008813885506242514 }, { "action_query_batch_std": 0.4329139232635498, "action_query_norm": 44.13747291564941, "action_relation_loss": 0.008153799548745155, "auxiliary_loss_weight": 1.0, "epoch": 6.950420954162769, "flow_matching_loss": 0.05032750628888607, "grad_norm": 0.14921218156814575, "h_stock_valid_norm": 96.7430046081543, "invalid_tail_samples": 23.9, "learning_rate": 8.969616904321026e-05, "loss": 0.0585, "positive_teacher_pairs": 26823.7, "query_h_norm_ratio": 0.45624141693115233, "relation_loss": 0.008153799548745155, "selected_pairs": 26823.7, "step": 7430, "student_distance_mean": 28.608967971801757, "teacher_distance_mean": 0.853182464838028, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.008153799548745155, "weighted_relation_loss": 0.008153799548745155 }, { "action_query_batch_std": 0.425823250412941, "action_query_norm": 44.13098373413086, "action_relation_loss": 0.009034632612019778, "auxiliary_loss_weight": 1.0, "epoch": 6.95977549111319, "flow_matching_loss": 0.04973046071827412, "grad_norm": 0.14008526504039764, "h_stock_valid_norm": 97.73678131103516, "invalid_tail_samples": 24.4, "learning_rate": 8.966263362908998e-05, "loss": 0.0588, "positive_teacher_pairs": 26712.4, "query_h_norm_ratio": 0.4515332967042923, "relation_loss": 0.009034632612019778, "selected_pairs": 26712.4, "step": 7440, "student_distance_mean": 28.12914409637451, "teacher_distance_mean": 0.8470549046993255, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.009034632612019778, "weighted_relation_loss": 0.009034632612019778 }, { "action_query_batch_std": 0.42350941598415376, "action_query_norm": 44.12957611083984, "action_relation_loss": 0.008516955515369773, "auxiliary_loss_weight": 1.0, "epoch": 6.969130028063611, "flow_matching_loss": 0.052967633679509164, "grad_norm": 0.1257512867450714, "h_stock_valid_norm": 97.49144744873047, "invalid_tail_samples": 24.5, "learning_rate": 8.962905002112989e-05, "loss": 0.0615, "positive_teacher_pairs": 26691.8, "query_h_norm_ratio": 0.4526558041572571, "relation_loss": 0.008516955515369773, "selected_pairs": 26691.8, "step": 7450, "student_distance_mean": 28.17362117767334, "teacher_distance_mean": 0.8445034801959992, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.008516955515369773, "weighted_relation_loss": 0.008516955515369773 }, { "action_query_batch_std": 0.4277544140815735, "action_query_norm": 44.130378341674806, "action_relation_loss": 0.008340831147506833, "auxiliary_loss_weight": 1.0, "epoch": 6.978484565014032, "flow_matching_loss": 0.05083308406174183, "grad_norm": 0.09968865662813187, "h_stock_valid_norm": 98.7834487915039, "invalid_tail_samples": 24.3, "learning_rate": 8.959541826013724e-05, "loss": 0.0592, "positive_teacher_pairs": 26746.0, "query_h_norm_ratio": 0.44674440622329714, "relation_loss": 0.008340831147506833, "selected_pairs": 26746.0, "step": 7460, "student_distance_mean": 28.240957069396973, "teacher_distance_mean": 0.8456895530223847, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.008340831147506833, "weighted_relation_loss": 0.008340831147506833 }, { "action_query_batch_std": 0.4330342262983322, "action_query_norm": 44.14130058288574, "action_relation_loss": 0.008127935184165835, "auxiliary_loss_weight": 1.0, "epoch": 6.987839101964453, "flow_matching_loss": 0.04884027577936649, "grad_norm": 0.14349417388439178, "h_stock_valid_norm": 100.1117950439453, "invalid_tail_samples": 23.6, "learning_rate": 8.956173838697781e-05, "loss": 0.057, "positive_teacher_pairs": 26899.5, "query_h_norm_ratio": 0.44092499315738676, "relation_loss": 0.008127935184165835, "selected_pairs": 26899.5, "step": 7470, "student_distance_mean": 28.78705539703369, "teacher_distance_mean": 0.857307106256485, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.008127935184165835, "weighted_relation_loss": 0.008127935184165835 }, { "action_query_batch_std": 0.4391139030456543, "action_query_norm": 44.14263381958008, "action_relation_loss": 0.00828099506907165, "auxiliary_loss_weight": 1.0, "epoch": 6.997193638914874, "flow_matching_loss": 0.052058383077383044, "grad_norm": 0.12701468169689178, "h_stock_valid_norm": 99.19424285888672, "invalid_tail_samples": 25.2, "learning_rate": 8.952801044257581e-05, "loss": 0.0603, "positive_teacher_pairs": 26529.9, "query_h_norm_ratio": 0.44501557350158694, "relation_loss": 0.00828099506907165, "selected_pairs": 26529.9, "step": 7480, "student_distance_mean": 29.124262619018555, "teacher_distance_mean": 0.8587952494621277, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.00828099506907165, "weighted_relation_loss": 0.00828099506907165 }, { "action_query_batch_std": 0.4347840517759323, "action_query_norm": 44.132637405395506, "action_relation_loss": 0.00841062916442752, "auxiliary_loss_weight": 1.0, "epoch": 7.006548175865294, "flow_matching_loss": 0.05232340507209301, "grad_norm": 0.14586171507835388, "h_stock_valid_norm": 97.83281021118164, "invalid_tail_samples": 20.9, "learning_rate": 8.949423446791387e-05, "loss": 0.0607, "positive_teacher_pairs": 24532.8, "query_h_norm_ratio": 0.45111219584941864, "relation_loss": 0.00841062916442752, "selected_pairs": 24532.8, "step": 7490, "student_distance_mean": 28.73592643737793, "teacher_distance_mean": 0.8570819735527039, "valid_action_samples": 215.2, "weighted_auxiliary_loss": 0.00841062916442752, "weighted_relation_loss": 0.00841062916442752 }, { "action_query_batch_std": 0.4367103695869446, "action_query_norm": 44.140320205688475, "action_relation_loss": 0.007799294730648399, "auxiliary_loss_weight": 1.0, "epoch": 7.015902712815715, "flow_matching_loss": 0.048636849224567416, "grad_norm": 0.12313555181026459, "h_stock_valid_norm": 96.99043731689453, "invalid_tail_samples": 24.4, "learning_rate": 8.9460410504033e-05, "loss": 0.0564, "positive_teacher_pairs": 26719.0, "query_h_norm_ratio": 0.4551053047180176, "relation_loss": 0.007799294730648399, "selected_pairs": 26719.0, "step": 7500, "student_distance_mean": 28.899776268005372, "teacher_distance_mean": 0.856358277797699, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.007799294730648399, "weighted_relation_loss": 0.007799294730648399 }, { "action_query_batch_std": 0.43847929537296293, "action_query_norm": 44.14625511169434, "action_relation_loss": 0.007876633573323489, "auxiliary_loss_weight": 1.0, "epoch": 7.0252572497661365, "flow_matching_loss": 0.04881029948592186, "grad_norm": 0.10531182587146759, "h_stock_valid_norm": 96.63299942016602, "invalid_tail_samples": 22.9, "learning_rate": 8.942653859203248e-05, "loss": 0.0567, "positive_teacher_pairs": 27063.8, "query_h_norm_ratio": 0.45685330033302307, "relation_loss": 0.007876633573323489, "selected_pairs": 27063.8, "step": 7510, "student_distance_mean": 29.137535858154298, "teacher_distance_mean": 0.8593722403049469, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.007876633573323489, "weighted_relation_loss": 0.007876633573323489 }, { "action_query_batch_std": 0.4332710027694702, "action_query_norm": 44.13542022705078, "action_relation_loss": 0.007905677473172546, "auxiliary_loss_weight": 1.0, "epoch": 7.034611786716558, "flow_matching_loss": 0.04868492409586907, "grad_norm": 0.1476520597934723, "h_stock_valid_norm": 96.37669448852539, "invalid_tail_samples": 20.9, "learning_rate": 8.93926187730699e-05, "loss": 0.0566, "positive_teacher_pairs": 27530.2, "query_h_norm_ratio": 0.4579510509967804, "relation_loss": 0.007905677473172546, "selected_pairs": 27530.2, "step": 7520, "student_distance_mean": 28.694157218933107, "teacher_distance_mean": 0.8550886690616608, "valid_action_samples": 235.1, "weighted_auxiliary_loss": 0.007905677473172546, "weighted_relation_loss": 0.007905677473172546 }, { "action_query_batch_std": 0.43009486198425295, "action_query_norm": 44.121988677978514, "action_relation_loss": 0.008043897850438953, "auxiliary_loss_weight": 1.0, "epoch": 7.043966323666979, "flow_matching_loss": 0.05148736871778965, "grad_norm": 0.15279723703861237, "h_stock_valid_norm": 96.7673095703125, "invalid_tail_samples": 23.7, "learning_rate": 8.935865108836102e-05, "loss": 0.0595, "positive_teacher_pairs": 26868.9, "query_h_norm_ratio": 0.45596094727516173, "relation_loss": 0.008043897850438953, "selected_pairs": 26868.9, "step": 7530, "student_distance_mean": 28.530482292175293, "teacher_distance_mean": 0.8577612221240998, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.008043897850438953, "weighted_relation_loss": 0.008043897850438953 }, { "action_query_batch_std": 0.4304381042718887, "action_query_norm": 44.12126579284668, "action_relation_loss": 0.008193028811365365, "auxiliary_loss_weight": 1.0, "epoch": 7.0533208606174, "flow_matching_loss": 0.05241321250796318, "grad_norm": 0.18198832869529724, "h_stock_valid_norm": 97.34071807861328, "invalid_tail_samples": 22.9, "learning_rate": 8.932463557917981e-05, "loss": 0.0606, "positive_teacher_pairs": 27058.6, "query_h_norm_ratio": 0.4532685250043869, "relation_loss": 0.008193028811365365, "selected_pairs": 27058.6, "step": 7540, "student_distance_mean": 28.47421760559082, "teacher_distance_mean": 0.8548420250415802, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.008193028811365365, "weighted_relation_loss": 0.008193028811365365 }, { "action_query_batch_std": 0.4332943707704544, "action_query_norm": 44.12953681945801, "action_relation_loss": 0.008075301116332412, "auxiliary_loss_weight": 1.0, "epoch": 7.06267539756782, "flow_matching_loss": 0.04947250746190548, "grad_norm": 0.1526663601398468, "h_stock_valid_norm": 97.2102424621582, "invalid_tail_samples": 26.8, "learning_rate": 8.929057228685829e-05, "loss": 0.0575, "positive_teacher_pairs": 26162.2, "query_h_norm_ratio": 0.45396162271499635, "relation_loss": 0.008075301116332412, "selected_pairs": 26162.2, "step": 7550, "student_distance_mean": 28.7947847366333, "teacher_distance_mean": 0.8587847054004669, "valid_action_samples": 229.2, "weighted_auxiliary_loss": 0.008075301116332412, "weighted_relation_loss": 0.008075301116332412 }, { "action_query_batch_std": 0.4335036039352417, "action_query_norm": 44.129570388793944, "action_relation_loss": 0.007644564937800169, "auxiliary_loss_weight": 1.0, "epoch": 7.072029934518241, "flow_matching_loss": 0.04691052176058293, "grad_norm": 0.21431320905685425, "h_stock_valid_norm": 96.7514862060547, "invalid_tail_samples": 24.5, "learning_rate": 8.925646125278658e-05, "loss": 0.0546, "positive_teacher_pairs": 26683.5, "query_h_norm_ratio": 0.4561160236597061, "relation_loss": 0.007644564937800169, "selected_pairs": 26683.5, "step": 7560, "student_distance_mean": 28.835444450378418, "teacher_distance_mean": 0.8527034282684326, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.007644564937800169, "weighted_relation_loss": 0.007644564937800169 }, { "action_query_batch_std": 0.4378224521875381, "action_query_norm": 44.13126831054687, "action_relation_loss": 0.007843216741457581, "auxiliary_loss_weight": 1.0, "epoch": 7.081384471468662, "flow_matching_loss": 0.05212226435542107, "grad_norm": 0.11764055490493774, "h_stock_valid_norm": 96.86578140258788, "invalid_tail_samples": 23.8, "learning_rate": 8.92223025184128e-05, "loss": 0.06, "positive_teacher_pairs": 26848.8, "query_h_norm_ratio": 0.45559405982494355, "relation_loss": 0.007843216741457581, "selected_pairs": 26848.8, "step": 7570, "student_distance_mean": 29.041106986999512, "teacher_distance_mean": 0.8588057518005371, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.007843216741457581, "weighted_relation_loss": 0.007843216741457581 }, { "action_query_batch_std": 0.438396018743515, "action_query_norm": 44.12265205383301, "action_relation_loss": 0.0076701796613633634, "auxiliary_loss_weight": 1.0, "epoch": 7.090739008419083, "flow_matching_loss": 0.04867291301488876, "grad_norm": 0.11004704982042313, "h_stock_valid_norm": 97.48420104980468, "invalid_tail_samples": 25.0, "learning_rate": 8.918809612524303e-05, "loss": 0.0563, "positive_teacher_pairs": 26575.9, "query_h_norm_ratio": 0.4526176810264587, "relation_loss": 0.0076701796613633634, "selected_pairs": 26575.9, "step": 7580, "student_distance_mean": 29.156683921813965, "teacher_distance_mean": 0.8566790401935578, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.0076701796613633634, "weighted_relation_loss": 0.0076701796613633634 }, { "action_query_batch_std": 0.43607905209064485, "action_query_norm": 44.12245674133301, "action_relation_loss": 0.008135629910975694, "auxiliary_loss_weight": 1.0, "epoch": 7.100093545369504, "flow_matching_loss": 0.04865141585469246, "grad_norm": 0.14807899296283722, "h_stock_valid_norm": 97.63217468261719, "invalid_tail_samples": 25.7, "learning_rate": 8.91538421148413e-05, "loss": 0.0568, "positive_teacher_pairs": 26421.2, "query_h_norm_ratio": 0.4519317239522934, "relation_loss": 0.008135629910975694, "selected_pairs": 26421.2, "step": 7590, "student_distance_mean": 28.85023651123047, "teacher_distance_mean": 0.8504078447818756, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.008135629910975694, "weighted_relation_loss": 0.008135629910975694 }, { "action_query_batch_std": 0.4415286362171173, "action_query_norm": 44.13322830200195, "action_relation_loss": 0.008382557751610875, "auxiliary_loss_weight": 1.0, "epoch": 7.1094480823199255, "flow_matching_loss": 0.04912329725921154, "grad_norm": 0.09515794366598129, "h_stock_valid_norm": 97.5796142578125, "invalid_tail_samples": 24.0, "learning_rate": 8.91195405288294e-05, "loss": 0.0575, "positive_teacher_pairs": 26797.9, "query_h_norm_ratio": 0.4522823691368103, "relation_loss": 0.008382557751610875, "selected_pairs": 26797.9, "step": 7600, "student_distance_mean": 29.17276725769043, "teacher_distance_mean": 0.8709393799304962, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.008382557751610875, "weighted_relation_loss": 0.008382557751610875 }, { "action_query_batch_std": 0.4387216538190842, "action_query_norm": 44.127641677856445, "action_relation_loss": 0.008265334647148848, "auxiliary_loss_weight": 1.0, "epoch": 7.118802619270346, "flow_matching_loss": 0.05037583149969578, "grad_norm": 0.10193216800689697, "h_stock_valid_norm": 96.99755554199218, "invalid_tail_samples": 23.5, "learning_rate": 8.908519140888705e-05, "loss": 0.0586, "positive_teacher_pairs": 26929.9, "query_h_norm_ratio": 0.45493960082530976, "relation_loss": 0.008265334647148848, "selected_pairs": 26929.9, "step": 7610, "student_distance_mean": 29.081796073913573, "teacher_distance_mean": 0.8508171319961548, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.008265334647148848, "weighted_relation_loss": 0.008265334647148848 }, { "action_query_batch_std": 0.430875352025032, "action_query_norm": 44.11287879943848, "action_relation_loss": 0.007893224386498332, "auxiliary_loss_weight": 1.0, "epoch": 7.128157156220767, "flow_matching_loss": 0.04898877590894699, "grad_norm": 0.1381828784942627, "h_stock_valid_norm": 97.87546081542969, "invalid_tail_samples": 26.0, "learning_rate": 8.905079479675164e-05, "loss": 0.0569, "positive_teacher_pairs": 26339.0, "query_h_norm_ratio": 0.4507075667381287, "relation_loss": 0.007893224386498332, "selected_pairs": 26339.0, "step": 7620, "student_distance_mean": 28.601742362976076, "teacher_distance_mean": 0.8481608033180237, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.007893224386498332, "weighted_relation_loss": 0.007893224386498332 }, { "action_query_batch_std": 0.4337263762950897, "action_query_norm": 44.12110023498535, "action_relation_loss": 0.00803438234142959, "auxiliary_loss_weight": 1.0, "epoch": 7.137511693171188, "flow_matching_loss": 0.04751188531517982, "grad_norm": 0.15156756341457367, "h_stock_valid_norm": 97.62546081542969, "invalid_tail_samples": 22.8, "learning_rate": 8.901635073421831e-05, "loss": 0.0555, "positive_teacher_pairs": 27088.2, "query_h_norm_ratio": 0.45195107758045194, "relation_loss": 0.00803438234142959, "selected_pairs": 27088.2, "step": 7630, "student_distance_mean": 28.689328956604005, "teacher_distance_mean": 0.8598795354366302, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.00803438234142959, "weighted_relation_loss": 0.00803438234142959 }, { "action_query_batch_std": 0.43538332283496856, "action_query_norm": 44.1237075805664, "action_relation_loss": 0.007877619285136462, "auxiliary_loss_weight": 1.0, "epoch": 7.146866230121609, "flow_matching_loss": 0.04910760037600994, "grad_norm": 0.10990666598081589, "h_stock_valid_norm": 96.76364135742188, "invalid_tail_samples": 23.9, "learning_rate": 8.898185926313983e-05, "loss": 0.057, "positive_teacher_pairs": 26827.2, "query_h_norm_ratio": 0.4559985786676407, "relation_loss": 0.007877619285136462, "selected_pairs": 26827.2, "step": 7640, "student_distance_mean": 29.010419845581055, "teacher_distance_mean": 0.8600528359413147, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.007877619285136462, "weighted_relation_loss": 0.007877619285136462 }, { "action_query_batch_std": 0.4335306704044342, "action_query_norm": 44.11739730834961, "action_relation_loss": 0.007723823236301541, "auxiliary_loss_weight": 1.0, "epoch": 7.15622076707203, "flow_matching_loss": 0.0476244892925024, "grad_norm": 0.11697989702224731, "h_stock_valid_norm": 96.99431228637695, "invalid_tail_samples": 22.0, "learning_rate": 8.894732042542659e-05, "loss": 0.0553, "positive_teacher_pairs": 27271.9, "query_h_norm_ratio": 0.45485183894634246, "relation_loss": 0.007723823236301541, "selected_pairs": 27271.9, "step": 7650, "student_distance_mean": 28.638451385498048, "teacher_distance_mean": 0.8574818968772888, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.007723823236301541, "weighted_relation_loss": 0.007723823236301541 }, { "action_query_batch_std": 0.4323799580335617, "action_query_norm": 44.11108207702637, "action_relation_loss": 0.007887036725878715, "auxiliary_loss_weight": 1.0, "epoch": 7.165575304022451, "flow_matching_loss": 0.050549739971756935, "grad_norm": 0.12149971723556519, "h_stock_valid_norm": 97.66837844848632, "invalid_tail_samples": 23.4, "learning_rate": 8.891273426304654e-05, "loss": 0.0584, "positive_teacher_pairs": 26946.4, "query_h_norm_ratio": 0.4516490936279297, "relation_loss": 0.007887036725878715, "selected_pairs": 26946.4, "step": 7660, "student_distance_mean": 28.595350074768067, "teacher_distance_mean": 0.8527041554450989, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.007887036725878715, "weighted_relation_loss": 0.007887036725878715 }, { "action_query_batch_std": 0.4334577232599258, "action_query_norm": 44.11230697631836, "action_relation_loss": 0.007839092798531056, "auxiliary_loss_weight": 1.0, "epoch": 7.1749298409728715, "flow_matching_loss": 0.048204905912280084, "grad_norm": 0.15132136642932892, "h_stock_valid_norm": 96.80984573364258, "invalid_tail_samples": 24.5, "learning_rate": 8.887810081802515e-05, "loss": 0.056, "positive_teacher_pairs": 26694.4, "query_h_norm_ratio": 0.45566812455654143, "relation_loss": 0.007839092798531056, "selected_pairs": 26694.4, "step": 7670, "student_distance_mean": 28.775454902648924, "teacher_distance_mean": 0.8607877910137176, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.007839092798531056, "weighted_relation_loss": 0.007839092798531056 }, { "action_query_batch_std": 0.4253101259469986, "action_query_norm": 44.09513549804687, "action_relation_loss": 0.008021394396200776, "auxiliary_loss_weight": 1.0, "epoch": 7.1842843779232926, "flow_matching_loss": 0.04857560396194458, "grad_norm": 0.1629246473312378, "h_stock_valid_norm": 96.66489486694336, "invalid_tail_samples": 21.8, "learning_rate": 8.884342013244529e-05, "loss": 0.0566, "positive_teacher_pairs": 27314.0, "query_h_norm_ratio": 0.4561684012413025, "relation_loss": 0.008021394396200776, "selected_pairs": 27314.0, "step": 7680, "student_distance_mean": 28.223523330688476, "teacher_distance_mean": 0.8511075496673584, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.008021394396200776, "weighted_relation_loss": 0.008021394396200776 }, { "action_query_batch_std": 0.42864450216293337, "action_query_norm": 44.10158271789551, "action_relation_loss": 0.008002108801156283, "auxiliary_loss_weight": 1.0, "epoch": 7.193638914873714, "flow_matching_loss": 0.051811840012669565, "grad_norm": 0.17802739143371582, "h_stock_valid_norm": 96.7121452331543, "invalid_tail_samples": 23.6, "learning_rate": 8.880869224844725e-05, "loss": 0.0598, "positive_teacher_pairs": 26902.5, "query_h_norm_ratio": 0.45601141154766084, "relation_loss": 0.008002108801156283, "selected_pairs": 26902.5, "step": 7690, "student_distance_mean": 28.458311462402342, "teacher_distance_mean": 0.8519628703594208, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.008002108801156283, "weighted_relation_loss": 0.008002108801156283 }, { "action_query_batch_std": 0.4266175925731659, "action_query_norm": 44.085560989379886, "action_relation_loss": 0.008165821805596352, "auxiliary_loss_weight": 1.0, "epoch": 7.202993451824135, "flow_matching_loss": 0.049896720051765445, "grad_norm": 0.14638835191726685, "h_stock_valid_norm": 96.94295272827148, "invalid_tail_samples": 23.7, "learning_rate": 8.877391720822875e-05, "loss": 0.0581, "positive_teacher_pairs": 26876.9, "query_h_norm_ratio": 0.45476765036582945, "relation_loss": 0.008165821805596352, "selected_pairs": 26876.9, "step": 7700, "student_distance_mean": 28.237960815429688, "teacher_distance_mean": 0.8496497869491577, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.008165821805596352, "weighted_relation_loss": 0.008165821805596352 }, { "action_query_batch_std": 0.42876687049865725, "action_query_norm": 44.089155960083005, "action_relation_loss": 0.008080608118325472, "auxiliary_loss_weight": 1.0, "epoch": 7.212347988774556, "flow_matching_loss": 0.049904496595263484, "grad_norm": 0.1554315835237503, "h_stock_valid_norm": 98.09532470703125, "invalid_tail_samples": 23.8, "learning_rate": 8.873909505404468e-05, "loss": 0.058, "positive_teacher_pairs": 26846.2, "query_h_norm_ratio": 0.4494554340839386, "relation_loss": 0.008080608118325472, "selected_pairs": 26846.2, "step": 7710, "student_distance_mean": 28.336377143859863, "teacher_distance_mean": 0.8485854625701904, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.008080608118325472, "weighted_relation_loss": 0.008080608118325472 }, { "action_query_batch_std": 0.4311320424079895, "action_query_norm": 44.0950267791748, "action_relation_loss": 0.0077295079827308655, "auxiliary_loss_weight": 1.0, "epoch": 7.221702525724977, "flow_matching_loss": 0.04726284332573414, "grad_norm": 0.1318487972021103, "h_stock_valid_norm": 97.66045379638672, "invalid_tail_samples": 24.0, "learning_rate": 8.870422582820726e-05, "loss": 0.055, "positive_teacher_pairs": 26801.9, "query_h_norm_ratio": 0.45152067244052885, "relation_loss": 0.0077295079827308655, "selected_pairs": 26801.9, "step": 7720, "student_distance_mean": 28.47724552154541, "teacher_distance_mean": 0.8509435176849365, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0077295079827308655, "weighted_relation_loss": 0.0077295079827308655 }, { "action_query_batch_std": 0.43565390110015867, "action_query_norm": 44.099005126953124, "action_relation_loss": 0.00778433745726943, "auxiliary_loss_weight": 1.0, "epoch": 7.231057062675397, "flow_matching_loss": 0.0502527441829443, "grad_norm": 0.1837989091873169, "h_stock_valid_norm": 96.69836730957032, "invalid_tail_samples": 23.4, "learning_rate": 8.866930957308588e-05, "loss": 0.058, "positive_teacher_pairs": 26943.4, "query_h_norm_ratio": 0.4560542404651642, "relation_loss": 0.00778433745726943, "selected_pairs": 26943.4, "step": 7730, "student_distance_mean": 28.994941329956056, "teacher_distance_mean": 0.8618034958839417, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.00778433745726943, "weighted_relation_loss": 0.00778433745726943 }, { "action_query_batch_std": 0.4339591920375824, "action_query_norm": 44.09550743103027, "action_relation_loss": 0.007431101892143488, "auxiliary_loss_weight": 1.0, "epoch": 7.240411599625818, "flow_matching_loss": 0.04656772427260876, "grad_norm": 0.15951886773109436, "h_stock_valid_norm": 96.59734573364258, "invalid_tail_samples": 23.2, "learning_rate": 8.86343463311071e-05, "loss": 0.054, "positive_teacher_pairs": 26987.8, "query_h_norm_ratio": 0.45649510622024536, "relation_loss": 0.007431101892143488, "selected_pairs": 26987.8, "step": 7740, "student_distance_mean": 28.64826774597168, "teacher_distance_mean": 0.8617575526237488, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.007431101892143488, "weighted_relation_loss": 0.007431101892143488 }, { "action_query_batch_std": 0.4336211860179901, "action_query_norm": 44.10275764465332, "action_relation_loss": 0.008260813495144247, "auxiliary_loss_weight": 1.0, "epoch": 7.249766136576239, "flow_matching_loss": 0.0492363553494215, "grad_norm": 0.17548272013664246, "h_stock_valid_norm": 97.1036865234375, "invalid_tail_samples": 22.3, "learning_rate": 8.859933614475452e-05, "loss": 0.0575, "positive_teacher_pairs": 27200.3, "query_h_norm_ratio": 0.45419538021087646, "relation_loss": 0.008260813495144247, "selected_pairs": 27200.3, "step": 7750, "student_distance_mean": 28.630481338500978, "teacher_distance_mean": 0.8617521822452545, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.008260813495144247, "weighted_relation_loss": 0.008260813495144247 }, { "action_query_batch_std": 0.4251717567443848, "action_query_norm": 44.083744049072266, "action_relation_loss": 0.00796448439359665, "auxiliary_loss_weight": 1.0, "epoch": 7.2591206735266605, "flow_matching_loss": 0.049583807960152625, "grad_norm": 0.14716804027557373, "h_stock_valid_norm": 98.2431427001953, "invalid_tail_samples": 21.8, "learning_rate": 8.85642790565689e-05, "loss": 0.0575, "positive_teacher_pairs": 27312.9, "query_h_norm_ratio": 0.4487248778343201, "relation_loss": 0.00796448439359665, "selected_pairs": 27312.9, "step": 7760, "student_distance_mean": 28.28025074005127, "teacher_distance_mean": 0.8386616170406341, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.00796448439359665, "weighted_relation_loss": 0.00796448439359665 }, { "action_query_batch_std": 0.4180431395769119, "action_query_norm": 44.06364479064941, "action_relation_loss": 0.007836223999038338, "auxiliary_loss_weight": 1.0, "epoch": 7.268475210477082, "flow_matching_loss": 0.051042893156409266, "grad_norm": 0.12758398056030273, "h_stock_valid_norm": 97.77899398803712, "invalid_tail_samples": 20.8, "learning_rate": 8.852917510914782e-05, "loss": 0.0589, "positive_teacher_pairs": 27549.8, "query_h_norm_ratio": 0.4506488472223282, "relation_loss": 0.007836223999038338, "selected_pairs": 27549.8, "step": 7770, "student_distance_mean": 27.717968559265138, "teacher_distance_mean": 0.8384555280208588, "valid_action_samples": 235.2, "weighted_auxiliary_loss": 0.007836223999038338, "weighted_relation_loss": 0.007836223999038338 }, { "action_query_batch_std": 0.42721388041973113, "action_query_norm": 44.083465576171875, "action_relation_loss": 0.007939303340390325, "auxiliary_loss_weight": 1.0, "epoch": 7.277829747427503, "flow_matching_loss": 0.04993043802678585, "grad_norm": 0.12072066962718964, "h_stock_valid_norm": 96.7360824584961, "invalid_tail_samples": 22.7, "learning_rate": 8.84940243451459e-05, "loss": 0.0579, "positive_teacher_pairs": 27103.3, "query_h_norm_ratio": 0.45571265518665316, "relation_loss": 0.007939303340390325, "selected_pairs": 27103.3, "step": 7780, "student_distance_mean": 28.21179828643799, "teacher_distance_mean": 0.8538496315479278, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.007939303340390325, "weighted_relation_loss": 0.007939303340390325 }, { "action_query_batch_std": 0.4355536550283432, "action_query_norm": 44.092123413085936, "action_relation_loss": 0.008095852239057422, "auxiliary_loss_weight": 1.0, "epoch": 7.287184284377924, "flow_matching_loss": 0.05176020599901676, "grad_norm": 0.12196404486894608, "h_stock_valid_norm": 96.24624710083008, "invalid_tail_samples": 22.9, "learning_rate": 8.845882680727469e-05, "loss": 0.0599, "positive_teacher_pairs": 27064.9, "query_h_norm_ratio": 0.45812330543994906, "relation_loss": 0.008095852239057422, "selected_pairs": 27064.9, "step": 7790, "student_distance_mean": 28.941535186767577, "teacher_distance_mean": 0.8697809100151062, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.008095852239057422, "weighted_relation_loss": 0.008095852239057422 }, { "action_query_batch_std": 0.42345704436302184, "action_query_norm": 44.066292190551756, "action_relation_loss": 0.008024262217804789, "auxiliary_loss_weight": 1.0, "epoch": 7.296538821328344, "flow_matching_loss": 0.049895339831709865, "grad_norm": 0.15543580055236816, "h_stock_valid_norm": 96.6311752319336, "invalid_tail_samples": 24.6, "learning_rate": 8.842358253830246e-05, "loss": 0.0579, "positive_teacher_pairs": 26664.8, "query_h_norm_ratio": 0.4560320645570755, "relation_loss": 0.008024262217804789, "selected_pairs": 26664.8, "step": 7800, "student_distance_mean": 28.060860061645506, "teacher_distance_mean": 0.8543617367744446, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.008024262217804789, "weighted_relation_loss": 0.008024262217804789 }, { "action_query_batch_std": 0.42506236732006075, "action_query_norm": 44.064200973510744, "action_relation_loss": 0.008136632898822427, "auxiliary_loss_weight": 1.0, "epoch": 7.305893358278765, "flow_matching_loss": 0.05078279227018356, "grad_norm": 0.17196977138519287, "h_stock_valid_norm": 95.91879196166992, "invalid_tail_samples": 25.1, "learning_rate": 8.838829158105434e-05, "loss": 0.0589, "positive_teacher_pairs": 26546.3, "query_h_norm_ratio": 0.45939733982086184, "relation_loss": 0.008136632898822427, "selected_pairs": 26546.3, "step": 7810, "student_distance_mean": 28.147967720031737, "teacher_distance_mean": 0.8528271198272706, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.008136632898822427, "weighted_relation_loss": 0.008136632898822427 }, { "action_query_batch_std": 0.4285069555044174, "action_query_norm": 44.07096557617187, "action_relation_loss": 0.00774828651919961, "auxiliary_loss_weight": 1.0, "epoch": 7.315247895229186, "flow_matching_loss": 0.04735487923026085, "grad_norm": 0.14582014083862305, "h_stock_valid_norm": 97.73545684814454, "invalid_tail_samples": 25.0, "learning_rate": 8.835295397841217e-05, "loss": 0.0551, "positive_teacher_pairs": 26577.2, "query_h_norm_ratio": 0.45094879567623136, "relation_loss": 0.00774828651919961, "selected_pairs": 26577.2, "step": 7820, "student_distance_mean": 28.41762065887451, "teacher_distance_mean": 0.8550146818161011, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.00774828651919961, "weighted_relation_loss": 0.00774828651919961 }, { "action_query_batch_std": 0.43343760073184967, "action_query_norm": 44.08457374572754, "action_relation_loss": 0.007927614590153098, "auxiliary_loss_weight": 1.0, "epoch": 7.324602432179607, "flow_matching_loss": 0.04709854871034622, "grad_norm": 0.12104713916778564, "h_stock_valid_norm": 98.57700576782227, "invalid_tail_samples": 25.8, "learning_rate": 8.831756977331447e-05, "loss": 0.055, "positive_teacher_pairs": 26386.2, "query_h_norm_ratio": 0.44721212089061735, "relation_loss": 0.007927614590153098, "selected_pairs": 26386.2, "step": 7830, "student_distance_mean": 28.670578384399413, "teacher_distance_mean": 0.8520548164844512, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.007927614590153098, "weighted_relation_loss": 0.007927614590153098 }, { "action_query_batch_std": 0.43446349203586576, "action_query_norm": 44.07275466918945, "action_relation_loss": 0.007843274483457207, "auxiliary_loss_weight": 1.0, "epoch": 7.333956969130028, "flow_matching_loss": 0.05283229984343052, "grad_norm": 0.22083155810832977, "h_stock_valid_norm": 97.87069778442383, "invalid_tail_samples": 24.5, "learning_rate": 8.828213900875638e-05, "loss": 0.0607, "positive_teacher_pairs": 26689.0, "query_h_norm_ratio": 0.4503180295228958, "relation_loss": 0.007843274483457207, "selected_pairs": 26689.0, "step": 7840, "student_distance_mean": 28.791570091247557, "teacher_distance_mean": 0.8622426629066468, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.007843274483457207, "weighted_relation_loss": 0.007843274483457207 }, { "action_query_batch_std": 0.4301185667514801, "action_query_norm": 44.06818199157715, "action_relation_loss": 0.007944981334730983, "auxiliary_loss_weight": 1.0, "epoch": 7.343311506080449, "flow_matching_loss": 0.05002827458083629, "grad_norm": 0.1275738626718521, "h_stock_valid_norm": 97.58326034545898, "invalid_tail_samples": 24.2, "learning_rate": 8.824666172778964e-05, "loss": 0.058, "positive_teacher_pairs": 26765.9, "query_h_norm_ratio": 0.45160029232501986, "relation_loss": 0.007944981334730983, "selected_pairs": 26765.9, "step": 7850, "student_distance_mean": 28.406728744506836, "teacher_distance_mean": 0.8551561117172242, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.007944981334730983, "weighted_relation_loss": 0.007944981334730983 }, { "action_query_batch_std": 0.42871464490890504, "action_query_norm": 44.06652755737305, "action_relation_loss": 0.007883745385333896, "auxiliary_loss_weight": 1.0, "epoch": 7.35266604303087, "flow_matching_loss": 0.050895480811595915, "grad_norm": 0.13588717579841614, "h_stock_valid_norm": 98.04396362304688, "invalid_tail_samples": 23.8, "learning_rate": 8.821113797352245e-05, "loss": 0.0588, "positive_teacher_pairs": 26852.2, "query_h_norm_ratio": 0.44946223497390747, "relation_loss": 0.007883745385333896, "selected_pairs": 26852.2, "step": 7860, "student_distance_mean": 28.47870864868164, "teacher_distance_mean": 0.8552723348140716, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.007883745385333896, "weighted_relation_loss": 0.007883745385333896 }, { "action_query_batch_std": 0.4286540776491165, "action_query_norm": 44.0652515411377, "action_relation_loss": 0.008076582243666053, "auxiliary_loss_weight": 1.0, "epoch": 7.362020579981291, "flow_matching_loss": 0.04936905130743981, "grad_norm": 0.14688491821289062, "h_stock_valid_norm": 98.21607894897461, "invalid_tail_samples": 24.6, "learning_rate": 8.817556778911956e-05, "loss": 0.0574, "positive_teacher_pairs": 26671.0, "query_h_norm_ratio": 0.4486613094806671, "relation_loss": 0.008076582243666053, "selected_pairs": 26671.0, "step": 7870, "student_distance_mean": 28.4790828704834, "teacher_distance_mean": 0.8564915597438812, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.008076582243666053, "weighted_relation_loss": 0.008076582243666053 }, { "action_query_batch_std": 0.4258475065231323, "action_query_norm": 44.0680534362793, "action_relation_loss": 0.007465877896174788, "auxiliary_loss_weight": 1.0, "epoch": 7.371375116931712, "flow_matching_loss": 0.046393153443932536, "grad_norm": 0.15750126540660858, "h_stock_valid_norm": 99.05047607421875, "invalid_tail_samples": 24.2, "learning_rate": 8.81399512178021e-05, "loss": 0.0539, "positive_teacher_pairs": 26755.8, "query_h_norm_ratio": 0.44490925371646883, "relation_loss": 0.007465877896174788, "selected_pairs": 26755.8, "step": 7880, "student_distance_mean": 28.2560546875, "teacher_distance_mean": 0.8499222218990325, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.007465877896174788, "weighted_relation_loss": 0.007465877896174788 }, { "action_query_batch_std": 0.42902224957942964, "action_query_norm": 44.07440338134766, "action_relation_loss": 0.007921129371970892, "auxiliary_loss_weight": 1.0, "epoch": 7.380729653882133, "flow_matching_loss": 0.04749383181333542, "grad_norm": 0.13943913578987122, "h_stock_valid_norm": 98.46097793579102, "invalid_tail_samples": 25.3, "learning_rate": 8.810428830284752e-05, "loss": 0.0554, "positive_teacher_pairs": 26500.4, "query_h_norm_ratio": 0.4476432234048843, "relation_loss": 0.007921129371970892, "selected_pairs": 26500.4, "step": 7890, "student_distance_mean": 28.475897598266602, "teacher_distance_mean": 0.8555309116840363, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.007921129371970892, "weighted_relation_loss": 0.007921129371970892 }, { "action_query_batch_std": 0.4299160033464432, "action_query_norm": 44.07305335998535, "action_relation_loss": 0.00789542282000184, "auxiliary_loss_weight": 1.0, "epoch": 7.390084190832554, "flow_matching_loss": 0.04795755632221699, "grad_norm": 0.12066502869129181, "h_stock_valid_norm": 97.67577590942383, "invalid_tail_samples": 25.2, "learning_rate": 8.806857908758967e-05, "loss": 0.0559, "positive_teacher_pairs": 26536.6, "query_h_norm_ratio": 0.4512239247560501, "relation_loss": 0.00789542282000184, "selected_pairs": 26536.6, "step": 7900, "student_distance_mean": 28.418256187438963, "teacher_distance_mean": 0.8517780601978302, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.00789542282000184, "weighted_relation_loss": 0.00789542282000184 }, { "action_query_batch_std": 0.4276371330022812, "action_query_norm": 44.06443710327149, "action_relation_loss": 0.007599850697442889, "auxiliary_loss_weight": 1.0, "epoch": 7.399438727782975, "flow_matching_loss": 0.04773058705031872, "grad_norm": 0.11173338443040848, "h_stock_valid_norm": 97.62870025634766, "invalid_tail_samples": 25.1, "learning_rate": 8.80328236154186e-05, "loss": 0.0553, "positive_teacher_pairs": 26556.1, "query_h_norm_ratio": 0.4513497710227966, "relation_loss": 0.007599850697442889, "selected_pairs": 26556.1, "step": 7910, "student_distance_mean": 28.483184814453125, "teacher_distance_mean": 0.8528826892375946, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.007599850697442889, "weighted_relation_loss": 0.007599850697442889 }, { "action_query_batch_std": 0.42670516669750214, "action_query_norm": 44.055580139160156, "action_relation_loss": 0.00779494047164917, "auxiliary_loss_weight": 1.0, "epoch": 7.408793264733395, "flow_matching_loss": 0.048922672122716906, "grad_norm": 0.12149310857057571, "h_stock_valid_norm": 97.73736190795898, "invalid_tail_samples": 27.6, "learning_rate": 8.799702192978056e-05, "loss": 0.0567, "positive_teacher_pairs": 25996.9, "query_h_norm_ratio": 0.4507573783397675, "relation_loss": 0.00779494047164917, "selected_pairs": 25996.9, "step": 7920, "student_distance_mean": 28.180914878845215, "teacher_distance_mean": 0.8616521954536438, "valid_action_samples": 228.4, "weighted_auxiliary_loss": 0.00779494047164917, "weighted_relation_loss": 0.00779494047164917 }, { "action_query_batch_std": 0.42991114854812623, "action_query_norm": 44.056145095825194, "action_relation_loss": 0.008076891070231795, "auxiliary_loss_weight": 1.0, "epoch": 7.4181478016838165, "flow_matching_loss": 0.04815867953002453, "grad_norm": 0.12544234097003937, "h_stock_valid_norm": 97.6689697265625, "invalid_tail_samples": 24.4, "learning_rate": 8.7961174074178e-05, "loss": 0.0562, "positive_teacher_pairs": 26708.8, "query_h_norm_ratio": 0.4510804980993271, "relation_loss": 0.008076891070231795, "selected_pairs": 26708.8, "step": 7930, "student_distance_mean": 28.57270450592041, "teacher_distance_mean": 0.847359162569046, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.008076891070231795, "weighted_relation_loss": 0.008076891070231795 }, { "action_query_batch_std": 0.43116057813167574, "action_query_norm": 44.06350860595703, "action_relation_loss": 0.00784586500376463, "auxiliary_loss_weight": 1.0, "epoch": 7.427502338634238, "flow_matching_loss": 0.04656365439295769, "grad_norm": 0.14138519763946533, "h_stock_valid_norm": 97.83234024047852, "invalid_tail_samples": 24.3, "learning_rate": 8.792528009216942e-05, "loss": 0.0544, "positive_teacher_pairs": 26739.5, "query_h_norm_ratio": 0.4504032015800476, "relation_loss": 0.00784586500376463, "selected_pairs": 26739.5, "step": 7940, "student_distance_mean": 28.445284271240233, "teacher_distance_mean": 0.8463572025299072, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.00784586500376463, "weighted_relation_loss": 0.00784586500376463 }, { "action_query_batch_std": 0.4280575066804886, "action_query_norm": 44.05140151977539, "action_relation_loss": 0.007890864741057158, "auxiliary_loss_weight": 1.0, "epoch": 7.436856875584659, "flow_matching_loss": 0.04944423101842403, "grad_norm": 0.16519682109355927, "h_stock_valid_norm": 97.6106948852539, "invalid_tail_samples": 24.6, "learning_rate": 8.788934002736943e-05, "loss": 0.0573, "positive_teacher_pairs": 26670.3, "query_h_norm_ratio": 0.451303094625473, "relation_loss": 0.007890864741057158, "selected_pairs": 26670.3, "step": 7950, "student_distance_mean": 28.45250835418701, "teacher_distance_mean": 0.8533509850502015, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.007890864741057158, "weighted_relation_loss": 0.007890864741057158 }, { "action_query_batch_std": 0.4319839745759964, "action_query_norm": 44.06271896362305, "action_relation_loss": 0.008071517059579491, "auxiliary_loss_weight": 1.0, "epoch": 7.44621141253508, "flow_matching_loss": 0.0502660870552063, "grad_norm": 0.12003787606954575, "h_stock_valid_norm": 97.2046012878418, "invalid_tail_samples": 24.7, "learning_rate": 8.785335392344857e-05, "loss": 0.0583, "positive_teacher_pairs": 26644.4, "query_h_norm_ratio": 0.45330557227134705, "relation_loss": 0.008071517059579491, "selected_pairs": 26644.4, "step": 7960, "student_distance_mean": 28.50519790649414, "teacher_distance_mean": 0.8493892967700958, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.008071517059579491, "weighted_relation_loss": 0.008071517059579491 }, { "action_query_batch_std": 0.42808517813682556, "action_query_norm": 44.05615730285645, "action_relation_loss": 0.008104386925697326, "auxiliary_loss_weight": 1.0, "epoch": 7.4555659494855, "flow_matching_loss": 0.0497784037142992, "grad_norm": 0.1371244192123413, "h_stock_valid_norm": 97.87072143554687, "invalid_tail_samples": 24.1, "learning_rate": 8.781732182413336e-05, "loss": 0.0579, "positive_teacher_pairs": 26787.1, "query_h_norm_ratio": 0.4501479774713516, "relation_loss": 0.008104386925697326, "selected_pairs": 26787.1, "step": 7970, "student_distance_mean": 28.4625452041626, "teacher_distance_mean": 0.846110999584198, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.008104386925697326, "weighted_relation_loss": 0.008104386925697326 }, { "action_query_batch_std": 0.43188410103321073, "action_query_norm": 44.05945472717285, "action_relation_loss": 0.008085222728550435, "auxiliary_loss_weight": 1.0, "epoch": 7.464920486435921, "flow_matching_loss": 0.05054552927613258, "grad_norm": 0.13787010312080383, "h_stock_valid_norm": 97.48901290893555, "invalid_tail_samples": 26.3, "learning_rate": 8.778124377320618e-05, "loss": 0.0586, "positive_teacher_pairs": 26275.4, "query_h_norm_ratio": 0.45194695293903353, "relation_loss": 0.008085222728550435, "selected_pairs": 26275.4, "step": 7980, "student_distance_mean": 28.568597412109376, "teacher_distance_mean": 0.8540644109249115, "valid_action_samples": 229.7, "weighted_auxiliary_loss": 0.008085222728550435, "weighted_relation_loss": 0.008085222728550435 }, { "action_query_batch_std": 0.4377309799194336, "action_query_norm": 44.06265029907227, "action_relation_loss": 0.00782334003597498, "auxiliary_loss_weight": 1.0, "epoch": 7.474275023386342, "flow_matching_loss": 0.04880519881844521, "grad_norm": 0.12498936057090759, "h_stock_valid_norm": 98.26786727905274, "invalid_tail_samples": 23.2, "learning_rate": 8.774511981450529e-05, "loss": 0.0566, "positive_teacher_pairs": 26989.2, "query_h_norm_ratio": 0.4483991116285324, "relation_loss": 0.00782334003597498, "selected_pairs": 26989.2, "step": 7990, "student_distance_mean": 28.889323806762697, "teacher_distance_mean": 0.8646834194660187, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.00782334003597498, "weighted_relation_loss": 0.00782334003597498 }, { "action_query_batch_std": 0.4324367940425873, "action_query_norm": 44.05207633972168, "action_relation_loss": 0.008065864630043506, "auxiliary_loss_weight": 1.0, "epoch": 7.483629560336763, "flow_matching_loss": 0.05200971402227879, "grad_norm": 0.10871385782957077, "h_stock_valid_norm": 98.25606002807618, "invalid_tail_samples": 24.3, "learning_rate": 8.770894999192467e-05, "loss": 0.0601, "positive_teacher_pairs": 26742.7, "query_h_norm_ratio": 0.4483447641134262, "relation_loss": 0.008065864630043506, "selected_pairs": 26742.7, "step": 8000, "student_distance_mean": 28.63080997467041, "teacher_distance_mean": 0.8639601111412049, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.008065864630043506, "weighted_relation_loss": 0.008065864630043506 }, { "action_query_batch_std": 0.4343517035245895, "action_query_norm": 44.057580184936526, "action_relation_loss": 0.008222323097288608, "auxiliary_loss_weight": 1.0, "epoch": 7.492984097287184, "flow_matching_loss": 0.049227886646986005, "grad_norm": 0.13957427442073822, "h_stock_valid_norm": 97.9587158203125, "invalid_tail_samples": 23.3, "learning_rate": 8.767273434941412e-05, "loss": 0.0575, "positive_teacher_pairs": 26966.4, "query_h_norm_ratio": 0.4497607558965683, "relation_loss": 0.008222323097288608, "selected_pairs": 26966.4, "step": 8010, "student_distance_mean": 28.599139595031737, "teacher_distance_mean": 0.8618746221065521, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.008222323097288608, "weighted_relation_loss": 0.008222323097288608 }, { "action_query_batch_std": 0.4367122709751129, "action_query_norm": 44.06407699584961, "action_relation_loss": 0.008430072478950024, "auxiliary_loss_weight": 1.0, "epoch": 7.5023386342376055, "flow_matching_loss": 0.0514911700040102, "grad_norm": 0.13082022964954376, "h_stock_valid_norm": 98.8245460510254, "invalid_tail_samples": 24.3, "learning_rate": 8.7636472930979e-05, "loss": 0.0599, "positive_teacher_pairs": 26736.2, "query_h_norm_ratio": 0.4458902895450592, "relation_loss": 0.008430072478950024, "selected_pairs": 26736.2, "step": 8020, "student_distance_mean": 29.054520034790038, "teacher_distance_mean": 0.8548044621944427, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.008430072478950024, "weighted_relation_loss": 0.008430072478950024 }, { "action_query_batch_std": 0.432910281419754, "action_query_norm": 44.05283088684082, "action_relation_loss": 0.007623405661433935, "auxiliary_loss_weight": 1.0, "epoch": 7.511693171188027, "flow_matching_loss": 0.04659348428249359, "grad_norm": 0.1356101781129837, "h_stock_valid_norm": 98.18447875976562, "invalid_tail_samples": 22.8, "learning_rate": 8.76001657806804e-05, "loss": 0.0542, "positive_teacher_pairs": 27082.3, "query_h_norm_ratio": 0.44868754148483275, "relation_loss": 0.007623405661433935, "selected_pairs": 27082.3, "step": 8030, "student_distance_mean": 28.915715408325195, "teacher_distance_mean": 0.8633624374866485, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.007623405661433935, "weighted_relation_loss": 0.007623405661433935 }, { "action_query_batch_std": 0.4254444450139999, "action_query_norm": 44.039401626586915, "action_relation_loss": 0.008143804594874382, "auxiliary_loss_weight": 1.0, "epoch": 7.521047708138447, "flow_matching_loss": 0.048436645045876504, "grad_norm": 0.13189874589443207, "h_stock_valid_norm": 96.79920806884766, "invalid_tail_samples": 24.9, "learning_rate": 8.756381294263491e-05, "loss": 0.0566, "positive_teacher_pairs": 26593.9, "query_h_norm_ratio": 0.4549610257148743, "relation_loss": 0.008143804594874382, "selected_pairs": 26593.9, "step": 8040, "student_distance_mean": 28.139229774475098, "teacher_distance_mean": 0.8498658299446106, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.008143804594874382, "weighted_relation_loss": 0.008143804594874382 }, { "action_query_batch_std": 0.4305803716182709, "action_query_norm": 44.049377822875975, "action_relation_loss": 0.00805154494009912, "auxiliary_loss_weight": 1.0, "epoch": 7.530402245088868, "flow_matching_loss": 0.047983264178037645, "grad_norm": 0.1241263821721077, "h_stock_valid_norm": 96.51574172973633, "invalid_tail_samples": 23.2, "learning_rate": 8.752741446101464e-05, "loss": 0.056, "positive_teacher_pairs": 26991.3, "query_h_norm_ratio": 0.45640315413475036, "relation_loss": 0.00805154494009912, "selected_pairs": 26991.3, "step": 8050, "student_distance_mean": 28.556801986694335, "teacher_distance_mean": 0.8608804285526276, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.00805154494009912, "weighted_relation_loss": 0.00805154494009912 }, { "action_query_batch_std": 0.4313523262739182, "action_query_norm": 44.040015029907224, "action_relation_loss": 0.007748089963570237, "auxiliary_loss_weight": 1.0, "epoch": 7.539756782039289, "flow_matching_loss": 0.04874866604804993, "grad_norm": 0.1686355620622635, "h_stock_valid_norm": 96.67733306884766, "invalid_tail_samples": 21.2, "learning_rate": 8.749097038004722e-05, "loss": 0.0565, "positive_teacher_pairs": 27456.2, "query_h_norm_ratio": 0.4555389106273651, "relation_loss": 0.007748089963570237, "selected_pairs": 27456.2, "step": 8060, "student_distance_mean": 28.618613243103027, "teacher_distance_mean": 0.8588360607624054, "valid_action_samples": 234.8, "weighted_auxiliary_loss": 0.007748089963570237, "weighted_relation_loss": 0.007748089963570237 }, { "action_query_batch_std": 0.4331334501504898, "action_query_norm": 44.04793128967285, "action_relation_loss": 0.007639320474117995, "auxiliary_loss_weight": 1.0, "epoch": 7.54911131898971, "flow_matching_loss": 0.04858467429876327, "grad_norm": 0.14315804839134216, "h_stock_valid_norm": 96.88815612792969, "invalid_tail_samples": 24.0, "learning_rate": 8.745448074401561e-05, "loss": 0.0562, "positive_teacher_pairs": 26803.1, "query_h_norm_ratio": 0.45462973713874816, "relation_loss": 0.007639320474117995, "selected_pairs": 26803.1, "step": 8070, "student_distance_mean": 28.682634353637695, "teacher_distance_mean": 0.8577327787876129, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.007639320474117995, "weighted_relation_loss": 0.007639320474117995 }, { "action_query_batch_std": 0.43072444200515747, "action_query_norm": 44.046311950683595, "action_relation_loss": 0.007858684612438082, "auxiliary_loss_weight": 1.0, "epoch": 7.558465855940131, "flow_matching_loss": 0.04999744445085526, "grad_norm": 0.17809021472930908, "h_stock_valid_norm": 96.92450637817383, "invalid_tail_samples": 20.4, "learning_rate": 8.741794559725818e-05, "loss": 0.0579, "positive_teacher_pairs": 27639.3, "query_h_norm_ratio": 0.4544407606124878, "relation_loss": 0.007858684612438082, "selected_pairs": 27639.3, "step": 8080, "student_distance_mean": 28.645397758483888, "teacher_distance_mean": 0.8565585970878601, "valid_action_samples": 235.6, "weighted_auxiliary_loss": 0.007858684612438082, "weighted_relation_loss": 0.007858684612438082 }, { "action_query_batch_std": 0.43036467432975767, "action_query_norm": 44.037390518188474, "action_relation_loss": 0.008061423571780324, "auxiliary_loss_weight": 1.0, "epoch": 7.567820392890552, "flow_matching_loss": 0.04984950385987759, "grad_norm": 0.13149143755435944, "h_stock_valid_norm": 98.06483993530273, "invalid_tail_samples": 25.7, "learning_rate": 8.738136498416856e-05, "loss": 0.0579, "positive_teacher_pairs": 26410.0, "query_h_norm_ratio": 0.4490795314311981, "relation_loss": 0.008061423571780324, "selected_pairs": 26410.0, "step": 8090, "student_distance_mean": 28.60809917449951, "teacher_distance_mean": 0.8579094707965851, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.008061423571780324, "weighted_relation_loss": 0.008061423571780324 }, { "action_query_batch_std": 0.42952040731906893, "action_query_norm": 44.04198684692383, "action_relation_loss": 0.007967438222840429, "auxiliary_loss_weight": 1.0, "epoch": 7.5771749298409725, "flow_matching_loss": 0.04821065366268158, "grad_norm": 0.13860121369361877, "h_stock_valid_norm": 99.73555374145508, "invalid_tail_samples": 21.6, "learning_rate": 8.734473894919564e-05, "loss": 0.0562, "positive_teacher_pairs": 27361.5, "query_h_norm_ratio": 0.44159904718399046, "relation_loss": 0.007967438222840429, "selected_pairs": 27361.5, "step": 8100, "student_distance_mean": 28.464018058776855, "teacher_distance_mean": 0.8503364622592926, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.007967438222840429, "weighted_relation_loss": 0.007967438222840429 }, { "action_query_batch_std": 0.4232623755931854, "action_query_norm": 44.015943908691405, "action_relation_loss": 0.00762948147021234, "auxiliary_loss_weight": 1.0, "epoch": 7.586529466791394, "flow_matching_loss": 0.04849672988057137, "grad_norm": 0.1472035050392151, "h_stock_valid_norm": 99.47655487060547, "invalid_tail_samples": 26.5, "learning_rate": 8.730806753684353e-05, "loss": 0.0561, "positive_teacher_pairs": 26233.7, "query_h_norm_ratio": 0.4424818575382233, "relation_loss": 0.00762948147021234, "selected_pairs": 26233.7, "step": 8110, "student_distance_mean": 27.975395011901856, "teacher_distance_mean": 0.842658269405365, "valid_action_samples": 229.5, "weighted_auxiliary_loss": 0.00762948147021234, "weighted_relation_loss": 0.00762948147021234 }, { "action_query_batch_std": 0.4250349372625351, "action_query_norm": 44.021766662597656, "action_relation_loss": 0.007919201953336596, "auxiliary_loss_weight": 1.0, "epoch": 7.595884003741815, "flow_matching_loss": 0.049955977499485014, "grad_norm": 0.17510591447353363, "h_stock_valid_norm": 98.87943801879882, "invalid_tail_samples": 24.9, "learning_rate": 8.727135079167144e-05, "loss": 0.0579, "positive_teacher_pairs": 26593.6, "query_h_norm_ratio": 0.4452111005783081, "relation_loss": 0.007919201953336596, "selected_pairs": 26593.6, "step": 8120, "student_distance_mean": 28.189414405822752, "teacher_distance_mean": 0.8521535515785217, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.007919201953336596, "weighted_relation_loss": 0.007919201953336596 }, { "action_query_batch_std": 0.4282630175352097, "action_query_norm": 44.02682876586914, "action_relation_loss": 0.008071278268471361, "auxiliary_loss_weight": 1.0, "epoch": 7.605238540692236, "flow_matching_loss": 0.048348259553313254, "grad_norm": 0.14106886088848114, "h_stock_valid_norm": 98.83256759643555, "invalid_tail_samples": 21.8, "learning_rate": 8.723458875829368e-05, "loss": 0.0564, "positive_teacher_pairs": 27317.2, "query_h_norm_ratio": 0.44547312557697294, "relation_loss": 0.008071278268471361, "selected_pairs": 27317.2, "step": 8130, "student_distance_mean": 28.353531646728516, "teacher_distance_mean": 0.8486208081245422, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.008071278268471361, "weighted_relation_loss": 0.008071278268471361 }, { "action_query_batch_std": 0.4352621853351593, "action_query_norm": 44.03307952880859, "action_relation_loss": 0.007884502504020929, "auxiliary_loss_weight": 1.0, "epoch": 7.614593077642657, "flow_matching_loss": 0.04914357513189316, "grad_norm": 0.13511285185813904, "h_stock_valid_norm": 97.42145462036133, "invalid_tail_samples": 22.2, "learning_rate": 8.719778148137958e-05, "loss": 0.057, "positive_teacher_pairs": 27218.6, "query_h_norm_ratio": 0.4520096480846405, "relation_loss": 0.007884502504020929, "selected_pairs": 27218.6, "step": 8140, "student_distance_mean": 28.746331405639648, "teacher_distance_mean": 0.853823858499527, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.007884502504020929, "weighted_relation_loss": 0.007884502504020929 }, { "action_query_batch_std": 0.43020425736904144, "action_query_norm": 44.023797607421876, "action_relation_loss": 0.00751532856374979, "auxiliary_loss_weight": 1.0, "epoch": 7.623947614593078, "flow_matching_loss": 0.050651971623301505, "grad_norm": 0.17568674683570862, "h_stock_valid_norm": 96.28364562988281, "invalid_tail_samples": 21.7, "learning_rate": 8.716092900565346e-05, "loss": 0.0582, "positive_teacher_pairs": 27339.6, "query_h_norm_ratio": 0.4572371423244476, "relation_loss": 0.00751532856374979, "selected_pairs": 27339.6, "step": 8150, "student_distance_mean": 28.450103187561034, "teacher_distance_mean": 0.8594342589378356, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.00751532856374979, "weighted_relation_loss": 0.00751532856374979 }, { "action_query_batch_std": 0.4255453497171402, "action_query_norm": 44.01684379577637, "action_relation_loss": 0.007922840490937232, "auxiliary_loss_weight": 1.0, "epoch": 7.633302151543498, "flow_matching_loss": 0.0472901850938797, "grad_norm": 0.1906760185956955, "h_stock_valid_norm": 96.65470504760742, "invalid_tail_samples": 25.6, "learning_rate": 8.712403137589456e-05, "loss": 0.0552, "positive_teacher_pairs": 26443.3, "query_h_norm_ratio": 0.45540756583213804, "relation_loss": 0.007922840490937232, "selected_pairs": 26443.3, "step": 8160, "student_distance_mean": 28.209530448913576, "teacher_distance_mean": 0.8440684735774994, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.007922840490937232, "weighted_relation_loss": 0.007922840490937232 }, { "action_query_batch_std": 0.42777018845081327, "action_query_norm": 44.02592391967774, "action_relation_loss": 0.007562635373324156, "auxiliary_loss_weight": 1.0, "epoch": 7.642656688493919, "flow_matching_loss": 0.045820963382720944, "grad_norm": 0.12971746921539307, "h_stock_valid_norm": 97.02535095214844, "invalid_tail_samples": 24.9, "learning_rate": 8.708708863693697e-05, "loss": 0.0534, "positive_teacher_pairs": 26592.6, "query_h_norm_ratio": 0.4537610292434692, "relation_loss": 0.007562635373324156, "selected_pairs": 26592.6, "step": 8170, "student_distance_mean": 28.366193580627442, "teacher_distance_mean": 0.8503333389759063, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.007562635373324156, "weighted_relation_loss": 0.007562635373324156 }, { "action_query_batch_std": 0.43296835124492644, "action_query_norm": 44.03220825195312, "action_relation_loss": 0.007506817951798439, "auxiliary_loss_weight": 1.0, "epoch": 7.65201122544434, "flow_matching_loss": 0.04626196809113026, "grad_norm": 0.16591913998126984, "h_stock_valid_norm": 97.50201644897462, "invalid_tail_samples": 24.8, "learning_rate": 8.70501008336696e-05, "loss": 0.0538, "positive_teacher_pairs": 26625.7, "query_h_norm_ratio": 0.45161049664020536, "relation_loss": 0.007506817951798439, "selected_pairs": 26625.7, "step": 8180, "student_distance_mean": 28.821630477905273, "teacher_distance_mean": 0.8682703733444214, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.007506817951798439, "weighted_relation_loss": 0.007506817951798439 }, { "action_query_batch_std": 0.4288283109664917, "action_query_norm": 44.01708908081055, "action_relation_loss": 0.007889734301716089, "auxiliary_loss_weight": 1.0, "epoch": 7.6613657623947615, "flow_matching_loss": 0.04704994894564152, "grad_norm": 0.12006941437721252, "h_stock_valid_norm": 97.74892196655273, "invalid_tail_samples": 24.5, "learning_rate": 8.701306801103611e-05, "loss": 0.0549, "positive_teacher_pairs": 26687.9, "query_h_norm_ratio": 0.4503095746040344, "relation_loss": 0.007889734301716089, "selected_pairs": 26687.9, "step": 8190, "student_distance_mean": 28.488816833496095, "teacher_distance_mean": 0.8569098889827729, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.007889734301716089, "weighted_relation_loss": 0.007889734301716089 }, { "action_query_batch_std": 0.4285422474145889, "action_query_norm": 44.01868858337402, "action_relation_loss": 0.007792112370952964, "auxiliary_loss_weight": 1.0, "epoch": 7.670720299345183, "flow_matching_loss": 0.05030185766518116, "grad_norm": 0.17416079342365265, "h_stock_valid_norm": 97.23787841796874, "invalid_tail_samples": 24.2, "learning_rate": 8.697599021403489e-05, "loss": 0.0581, "positive_teacher_pairs": 26757.4, "query_h_norm_ratio": 0.45269259810447693, "relation_loss": 0.007792112370952964, "selected_pairs": 26757.4, "step": 8200, "student_distance_mean": 28.445238876342774, "teacher_distance_mean": 0.8611616313457489, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.007792112370952964, "weighted_relation_loss": 0.007792112370952964 }, { "action_query_batch_std": 0.4257931798696518, "action_query_norm": 44.012088012695315, "action_relation_loss": 0.007580767851322889, "auxiliary_loss_weight": 1.0, "epoch": 7.680074836295604, "flow_matching_loss": 0.048674411699175836, "grad_norm": 0.18427976965904236, "h_stock_valid_norm": 97.12867584228516, "invalid_tail_samples": 23.8, "learning_rate": 8.693886748771896e-05, "loss": 0.0563, "positive_teacher_pairs": 26844.6, "query_h_norm_ratio": 0.45313394665718076, "relation_loss": 0.007580767851322889, "selected_pairs": 26844.6, "step": 8210, "student_distance_mean": 28.33196144104004, "teacher_distance_mean": 0.84745472073555, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.007580767851322889, "weighted_relation_loss": 0.007580767851322889 }, { "action_query_batch_std": 0.4270163387060165, "action_query_norm": 44.00828590393066, "action_relation_loss": 0.0078091217204928395, "auxiliary_loss_weight": 1.0, "epoch": 7.689429373246024, "flow_matching_loss": 0.04552707932889462, "grad_norm": 0.08977701514959335, "h_stock_valid_norm": 97.05286254882813, "invalid_tail_samples": 24.5, "learning_rate": 8.690169987719593e-05, "loss": 0.0533, "positive_teacher_pairs": 26694.2, "query_h_norm_ratio": 0.4534525662660599, "relation_loss": 0.0078091217204928395, "selected_pairs": 26694.2, "step": 8220, "student_distance_mean": 28.329614639282227, "teacher_distance_mean": 0.8469603776931762, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.0078091217204928395, "weighted_relation_loss": 0.0078091217204928395 }, { "action_query_batch_std": 0.43146146833896637, "action_query_norm": 44.01851692199707, "action_relation_loss": 0.007952545676380396, "auxiliary_loss_weight": 1.0, "epoch": 7.698783910196445, "flow_matching_loss": 0.0493313118815422, "grad_norm": 0.14051923155784607, "h_stock_valid_norm": 97.24282760620117, "invalid_tail_samples": 21.4, "learning_rate": 8.686448742762791e-05, "loss": 0.0573, "positive_teacher_pairs": 27404.6, "query_h_norm_ratio": 0.4526707321405411, "relation_loss": 0.007952545676380396, "selected_pairs": 27404.6, "step": 8230, "student_distance_mean": 28.552868461608888, "teacher_distance_mean": 0.8488977253437042, "valid_action_samples": 234.6, "weighted_auxiliary_loss": 0.007952545676380396, "weighted_relation_loss": 0.007952545676380396 }, { "action_query_batch_std": 0.4242718040943146, "action_query_norm": 44.01430473327637, "action_relation_loss": 0.007697345549240708, "auxiliary_loss_weight": 1.0, "epoch": 7.708138447146866, "flow_matching_loss": 0.04589716829359532, "grad_norm": 0.1309722661972046, "h_stock_valid_norm": 96.73686447143555, "invalid_tail_samples": 24.9, "learning_rate": 8.682723018423161e-05, "loss": 0.0536, "positive_teacher_pairs": 26593.1, "query_h_norm_ratio": 0.4549908936023712, "relation_loss": 0.007697345549240708, "selected_pairs": 26593.1, "step": 8240, "student_distance_mean": 28.26511421203613, "teacher_distance_mean": 0.8615715384483338, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.007697345549240708, "weighted_relation_loss": 0.007697345549240708 }, { "action_query_batch_std": 0.4332836985588074, "action_query_norm": 44.02153091430664, "action_relation_loss": 0.0074513737577945, "auxiliary_loss_weight": 1.0, "epoch": 7.717492984097287, "flow_matching_loss": 0.045576220378279686, "grad_norm": 0.14622004330158234, "h_stock_valid_norm": 96.60058364868163, "invalid_tail_samples": 23.8, "learning_rate": 8.678992819227804e-05, "loss": 0.053, "positive_teacher_pairs": 26852.4, "query_h_norm_ratio": 0.45571787357330323, "relation_loss": 0.0074513737577945, "selected_pairs": 26852.4, "step": 8250, "student_distance_mean": 28.83572425842285, "teacher_distance_mean": 0.8652250468730927, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.0074513737577945, "weighted_relation_loss": 0.0074513737577945 }, { "action_query_batch_std": 0.4318415492773056, "action_query_norm": 44.016373825073245, "action_relation_loss": 0.007649579597637057, "auxiliary_loss_weight": 1.0, "epoch": 7.726847521047708, "flow_matching_loss": 0.04766024425625801, "grad_norm": 0.16256998479366302, "h_stock_valid_norm": 96.22388763427735, "invalid_tail_samples": 24.6, "learning_rate": 8.675258149709265e-05, "loss": 0.0553, "positive_teacher_pairs": 26673.4, "query_h_norm_ratio": 0.4574431896209717, "relation_loss": 0.007649579597637057, "selected_pairs": 26673.4, "step": 8260, "student_distance_mean": 28.567394828796388, "teacher_distance_mean": 0.849784541130066, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.007649579597637057, "weighted_relation_loss": 0.007649579597637057 }, { "action_query_batch_std": 0.42702820897102356, "action_query_norm": 44.001701736450194, "action_relation_loss": 0.007348482217639685, "auxiliary_loss_weight": 1.0, "epoch": 7.736202057998129, "flow_matching_loss": 0.04590571895241737, "grad_norm": 0.12362806499004364, "h_stock_valid_norm": 97.31272506713867, "invalid_tail_samples": 24.8, "learning_rate": 8.67151901440552e-05, "loss": 0.0533, "positive_teacher_pairs": 26626.7, "query_h_norm_ratio": 0.4521714150905609, "relation_loss": 0.007348482217639685, "selected_pairs": 26626.7, "step": 8270, "student_distance_mean": 28.38247470855713, "teacher_distance_mean": 0.8546716570854187, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.007348482217639685, "weighted_relation_loss": 0.007348482217639685 }, { "action_query_batch_std": 0.41621835231781007, "action_query_norm": 43.97964172363281, "action_relation_loss": 0.007771969167515635, "auxiliary_loss_weight": 1.0, "epoch": 7.74555659494855, "flow_matching_loss": 0.04856429435312748, "grad_norm": 0.1529977172613144, "h_stock_valid_norm": 96.95318603515625, "invalid_tail_samples": 22.0, "learning_rate": 8.667775417859971e-05, "loss": 0.0563, "positive_teacher_pairs": 27274.3, "query_h_norm_ratio": 0.4536209672689438, "relation_loss": 0.007771969167515635, "selected_pairs": 27274.3, "step": 8280, "student_distance_mean": 27.76463680267334, "teacher_distance_mean": 0.8463737189769744, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.007771969167515635, "weighted_relation_loss": 0.007771969167515635 }, { "action_query_batch_std": 0.42885218262672425, "action_query_norm": 43.991603469848634, "action_relation_loss": 0.007503838278353214, "auxiliary_loss_weight": 1.0, "epoch": 7.754911131898971, "flow_matching_loss": 0.04482811763882637, "grad_norm": 0.13715891540050507, "h_stock_valid_norm": 96.63525085449218, "invalid_tail_samples": 22.4, "learning_rate": 8.664027364621441e-05, "loss": 0.0523, "positive_teacher_pairs": 27181.9, "query_h_norm_ratio": 0.45523732602596284, "relation_loss": 0.007503838278353214, "selected_pairs": 27181.9, "step": 8290, "student_distance_mean": 28.231509399414062, "teacher_distance_mean": 0.8445720732212066, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.007503838278353214, "weighted_relation_loss": 0.007503838278353214 }, { "action_query_batch_std": 0.4280654489994049, "action_query_norm": 43.98907623291016, "action_relation_loss": 0.007607677113264799, "auxiliary_loss_weight": 1.0, "epoch": 7.764265668849392, "flow_matching_loss": 0.045528825372457504, "grad_norm": 0.15106922388076782, "h_stock_valid_norm": 96.96095657348633, "invalid_tail_samples": 21.4, "learning_rate": 8.660274859244168e-05, "loss": 0.0531, "positive_teacher_pairs": 27406.4, "query_h_norm_ratio": 0.4536824882030487, "relation_loss": 0.007607677113264799, "selected_pairs": 27406.4, "step": 8300, "student_distance_mean": 28.39564781188965, "teacher_distance_mean": 0.8584744453430175, "valid_action_samples": 234.6, "weighted_auxiliary_loss": 0.007607677113264799, "weighted_relation_loss": 0.007607677113264799 }, { "action_query_batch_std": 0.42289417088031767, "action_query_norm": 43.98852043151855, "action_relation_loss": 0.007574607618153095, "auxiliary_loss_weight": 1.0, "epoch": 7.773620205799813, "flow_matching_loss": 0.04673423431813717, "grad_norm": 0.16602493822574615, "h_stock_valid_norm": 98.015283203125, "invalid_tail_samples": 22.8, "learning_rate": 8.656517906287799e-05, "loss": 0.0543, "positive_teacher_pairs": 27082.1, "query_h_norm_ratio": 0.44880571961402893, "relation_loss": 0.007574607618153095, "selected_pairs": 27082.1, "step": 8310, "student_distance_mean": 28.073580169677733, "teacher_distance_mean": 0.8580892503261566, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.007574607618153095, "weighted_relation_loss": 0.007574607618153095 }, { "action_query_batch_std": 0.4226212531328201, "action_query_norm": 43.98795700073242, "action_relation_loss": 0.007412860216572881, "auxiliary_loss_weight": 1.0, "epoch": 7.782974742750234, "flow_matching_loss": 0.047965288534760474, "grad_norm": 0.15595078468322754, "h_stock_valid_norm": 98.29523468017578, "invalid_tail_samples": 22.4, "learning_rate": 8.652756510317387e-05, "loss": 0.0554, "positive_teacher_pairs": 27179.3, "query_h_norm_ratio": 0.4475112438201904, "relation_loss": 0.007412860216572881, "selected_pairs": 27179.3, "step": 8320, "student_distance_mean": 28.082425689697267, "teacher_distance_mean": 0.854671961069107, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.007412860216572881, "weighted_relation_loss": 0.007412860216572881 }, { "action_query_batch_std": 0.42596550583839415, "action_query_norm": 43.98702812194824, "action_relation_loss": 0.007696632901206613, "auxiliary_loss_weight": 1.0, "epoch": 7.792329279700655, "flow_matching_loss": 0.04512205123901367, "grad_norm": 0.11576660722494125, "h_stock_valid_norm": 97.12140579223633, "invalid_tail_samples": 23.1, "learning_rate": 8.648990675903382e-05, "loss": 0.0528, "positive_teacher_pairs": 27013.8, "query_h_norm_ratio": 0.4529211014509201, "relation_loss": 0.007696632901206613, "selected_pairs": 27013.8, "step": 8330, "student_distance_mean": 28.316817474365234, "teacher_distance_mean": 0.855246502161026, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.007696632901206613, "weighted_relation_loss": 0.007696632901206613 }, { "action_query_batch_std": 0.4281898856163025, "action_query_norm": 43.98663597106933, "action_relation_loss": 0.007746043149381876, "auxiliary_loss_weight": 1.0, "epoch": 7.801683816651076, "flow_matching_loss": 0.047424912452697754, "grad_norm": 0.1536085456609726, "h_stock_valid_norm": 95.43145751953125, "invalid_tail_samples": 22.4, "learning_rate": 8.64522040762163e-05, "loss": 0.0552, "positive_teacher_pairs": 27175.6, "query_h_norm_ratio": 0.4609294980764389, "relation_loss": 0.007746043149381876, "selected_pairs": 27175.6, "step": 8340, "student_distance_mean": 28.52908115386963, "teacher_distance_mean": 0.8550694584846497, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.007746043149381876, "weighted_relation_loss": 0.007746043149381876 }, { "action_query_batch_std": 0.429101699590683, "action_query_norm": 43.99142951965332, "action_relation_loss": 0.007792110089212656, "auxiliary_loss_weight": 1.0, "epoch": 7.8110383536014965, "flow_matching_loss": 0.04649077653884888, "grad_norm": 0.13191872835159302, "h_stock_valid_norm": 96.82771377563476, "invalid_tail_samples": 25.4, "learning_rate": 8.64144571005336e-05, "loss": 0.0543, "positive_teacher_pairs": 26490.7, "query_h_norm_ratio": 0.454364025592804, "relation_loss": 0.007792110089212656, "selected_pairs": 26490.7, "step": 8350, "student_distance_mean": 28.503062057495118, "teacher_distance_mean": 0.8580354869365692, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.007792110089212656, "weighted_relation_loss": 0.007792110089212656 }, { "action_query_batch_std": 0.4269571155309677, "action_query_norm": 43.98963241577148, "action_relation_loss": 0.0077474603429436685, "auxiliary_loss_weight": 1.0, "epoch": 7.8203928905519176, "flow_matching_loss": 0.047159531712532045, "grad_norm": 0.15741096436977386, "h_stock_valid_norm": 99.35511703491211, "invalid_tail_samples": 25.3, "learning_rate": 8.637666587785184e-05, "loss": 0.0549, "positive_teacher_pairs": 26507.8, "query_h_norm_ratio": 0.4427631378173828, "relation_loss": 0.0077474603429436685, "selected_pairs": 26507.8, "step": 8360, "student_distance_mean": 28.226550674438478, "teacher_distance_mean": 0.8529709875583649, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.0077474603429436685, "weighted_relation_loss": 0.0077474603429436685 }, { "action_query_batch_std": 0.4302740603685379, "action_query_norm": 43.98711891174317, "action_relation_loss": 0.00730907991528511, "auxiliary_loss_weight": 1.0, "epoch": 7.829747427502339, "flow_matching_loss": 0.049688930809497836, "grad_norm": 0.15134063363075256, "h_stock_valid_norm": 99.44907836914062, "invalid_tail_samples": 23.7, "learning_rate": 8.633883045409096e-05, "loss": 0.057, "positive_teacher_pairs": 26873.5, "query_h_norm_ratio": 0.44231240153312684, "relation_loss": 0.00730907991528511, "selected_pairs": 26873.5, "step": 8370, "student_distance_mean": 28.43421287536621, "teacher_distance_mean": 0.856433767080307, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.00730907991528511, "weighted_relation_loss": 0.00730907991528511 }, { "action_query_batch_std": 0.42592826783657073, "action_query_norm": 43.98338317871094, "action_relation_loss": 0.007750063855201006, "auxiliary_loss_weight": 1.0, "epoch": 7.83910196445276, "flow_matching_loss": 0.047866794466972354, "grad_norm": 0.12580032646656036, "h_stock_valid_norm": 98.5145767211914, "invalid_tail_samples": 24.1, "learning_rate": 8.630095087522457e-05, "loss": 0.0556, "positive_teacher_pairs": 26778.5, "query_h_norm_ratio": 0.4464700520038605, "relation_loss": 0.007750063855201006, "selected_pairs": 26778.5, "step": 8380, "student_distance_mean": 28.309836006164552, "teacher_distance_mean": 0.8558541357517242, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.007750063855201006, "weighted_relation_loss": 0.007750063855201006 }, { "action_query_batch_std": 0.426469099521637, "action_query_norm": 43.97665939331055, "action_relation_loss": 0.007726712618023157, "auxiliary_loss_weight": 1.0, "epoch": 7.848456501403181, "flow_matching_loss": 0.050018896162509915, "grad_norm": 0.1435718536376953, "h_stock_valid_norm": 96.91215438842774, "invalid_tail_samples": 26.4, "learning_rate": 8.62630271872799e-05, "loss": 0.0577, "positive_teacher_pairs": 26247.1, "query_h_norm_ratio": 0.4537999629974365, "relation_loss": 0.007726712618023157, "selected_pairs": 26247.1, "step": 8390, "student_distance_mean": 28.304340744018553, "teacher_distance_mean": 0.8562076389789581, "valid_action_samples": 229.6, "weighted_auxiliary_loss": 0.007726712618023157, "weighted_relation_loss": 0.007726712618023157 }, { "action_query_batch_std": 0.4239307552576065, "action_query_norm": 43.974619674682614, "action_relation_loss": 0.007474426459521055, "auxiliary_loss_weight": 1.0, "epoch": 7.857811038353601, "flow_matching_loss": 0.0462461706250906, "grad_norm": 0.1352839320898056, "h_stock_valid_norm": 95.68838043212891, "invalid_tail_samples": 23.4, "learning_rate": 8.62250594363378e-05, "loss": 0.0537, "positive_teacher_pairs": 26954.1, "query_h_norm_ratio": 0.4595639169216156, "relation_loss": 0.007474426459521055, "selected_pairs": 26954.1, "step": 8400, "student_distance_mean": 28.124852561950682, "teacher_distance_mean": 0.8546788930892945, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.007474426459521055, "weighted_relation_loss": 0.007474426459521055 }, { "action_query_batch_std": 0.42263291478157045, "action_query_norm": 43.96986961364746, "action_relation_loss": 0.007402658276259899, "auxiliary_loss_weight": 1.0, "epoch": 7.867165575304022, "flow_matching_loss": 0.046580780297517776, "grad_norm": 0.09298589825630188, "h_stock_valid_norm": 95.80672607421874, "invalid_tail_samples": 25.6, "learning_rate": 8.61870476685327e-05, "loss": 0.054, "positive_teacher_pairs": 26431.7, "query_h_norm_ratio": 0.4589566469192505, "relation_loss": 0.007402658276259899, "selected_pairs": 26431.7, "step": 8410, "student_distance_mean": 28.128762817382814, "teacher_distance_mean": 0.8629074573516846, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.007402658276259899, "weighted_relation_loss": 0.007402658276259899 }, { "action_query_batch_std": 0.42753663659095764, "action_query_norm": 43.97956733703613, "action_relation_loss": 0.007007147278636694, "auxiliary_loss_weight": 1.0, "epoch": 7.876520112254443, "flow_matching_loss": 0.04596398212015629, "grad_norm": 0.14035481214523315, "h_stock_valid_norm": 97.055126953125, "invalid_tail_samples": 22.6, "learning_rate": 8.614899193005248e-05, "loss": 0.053, "positive_teacher_pairs": 27131.2, "query_h_norm_ratio": 0.4531461328268051, "relation_loss": 0.007007147278636694, "selected_pairs": 27131.2, "step": 8420, "student_distance_mean": 28.39459800720215, "teacher_distance_mean": 0.8633869886398315, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.007007147278636694, "weighted_relation_loss": 0.007007147278636694 }, { "action_query_batch_std": 0.4238526225090027, "action_query_norm": 43.96579360961914, "action_relation_loss": 0.0073253751732409, "auxiliary_loss_weight": 1.0, "epoch": 7.885874649204864, "flow_matching_loss": 0.047242185473442076, "grad_norm": 0.12715783715248108, "h_stock_valid_norm": 98.16782684326172, "invalid_tail_samples": 22.8, "learning_rate": 8.611089226713842e-05, "loss": 0.0546, "positive_teacher_pairs": 27084.8, "query_h_norm_ratio": 0.44786760210990906, "relation_loss": 0.0073253751732409, "selected_pairs": 27084.8, "step": 8430, "student_distance_mean": 27.97263870239258, "teacher_distance_mean": 0.853873860836029, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0073253751732409, "weighted_relation_loss": 0.0073253751732409 }, { "action_query_batch_std": 0.4258542239665985, "action_query_norm": 43.9783374786377, "action_relation_loss": 0.007625005627050996, "auxiliary_loss_weight": 1.0, "epoch": 7.8952291861552855, "flow_matching_loss": 0.045503328740596774, "grad_norm": 0.15886454284191132, "h_stock_valid_norm": 98.20935745239258, "invalid_tail_samples": 23.1, "learning_rate": 8.607274872608521e-05, "loss": 0.0531, "positive_teacher_pairs": 27010.7, "query_h_norm_ratio": 0.4478039354085922, "relation_loss": 0.007625005627050996, "selected_pairs": 27010.7, "step": 8440, "student_distance_mean": 28.226957702636717, "teacher_distance_mean": 0.8569356560707092, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.007625005627050996, "weighted_relation_loss": 0.007625005627050996 }, { "action_query_batch_std": 0.4243734300136566, "action_query_norm": 43.97398071289062, "action_relation_loss": 0.00723569500260055, "auxiliary_loss_weight": 1.0, "epoch": 7.904583723105707, "flow_matching_loss": 0.04600502103567124, "grad_norm": 0.12267281860113144, "h_stock_valid_norm": 97.2572410583496, "invalid_tail_samples": 24.0, "learning_rate": 8.603456135324088e-05, "loss": 0.0532, "positive_teacher_pairs": 26807.3, "query_h_norm_ratio": 0.45214673280715945, "relation_loss": 0.00723569500260055, "selected_pairs": 26807.3, "step": 8450, "student_distance_mean": 28.15826873779297, "teacher_distance_mean": 0.849487566947937, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.00723569500260055, "weighted_relation_loss": 0.00723569500260055 }, { "action_query_batch_std": 0.4157583326101303, "action_query_norm": 43.95969734191895, "action_relation_loss": 0.0075571052730083466, "auxiliary_loss_weight": 1.0, "epoch": 7.913938260056128, "flow_matching_loss": 0.04580897204577923, "grad_norm": 0.1267099827528, "h_stock_valid_norm": 96.5091552734375, "invalid_tail_samples": 25.1, "learning_rate": 8.599633019500665e-05, "loss": 0.0534, "positive_teacher_pairs": 26547.9, "query_h_norm_ratio": 0.45550259947776794, "relation_loss": 0.0075571052730083466, "selected_pairs": 26547.9, "step": 8460, "student_distance_mean": 27.663361930847167, "teacher_distance_mean": 0.8437596499919892, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.0075571052730083466, "weighted_relation_loss": 0.0075571052730083466 }, { "action_query_batch_std": 0.41521849036216735, "action_query_norm": 43.947044372558594, "action_relation_loss": 0.007277318555861711, "auxiliary_loss_weight": 1.0, "epoch": 7.923292797006548, "flow_matching_loss": 0.04744480215013027, "grad_norm": 0.11089879274368286, "h_stock_valid_norm": 96.83582916259766, "invalid_tail_samples": 20.9, "learning_rate": 8.595805529783702e-05, "loss": 0.0547, "positive_teacher_pairs": 27523.1, "query_h_norm_ratio": 0.45383664071559904, "relation_loss": 0.007277318555861711, "selected_pairs": 27523.1, "step": 8470, "student_distance_mean": 27.561239624023436, "teacher_distance_mean": 0.8487771928310395, "valid_action_samples": 235.1, "weighted_auxiliary_loss": 0.007277318555861711, "weighted_relation_loss": 0.007277318555861711 }, { "action_query_batch_std": 0.4230006754398346, "action_query_norm": 43.9656681060791, "action_relation_loss": 0.007297933148220181, "auxiliary_loss_weight": 1.0, "epoch": 7.932647333956969, "flow_matching_loss": 0.048602069914340976, "grad_norm": 0.12216314673423767, "h_stock_valid_norm": 96.16336593627929, "invalid_tail_samples": 23.7, "learning_rate": 8.591973670823958e-05, "loss": 0.0559, "positive_teacher_pairs": 26875.1, "query_h_norm_ratio": 0.45722258985042574, "relation_loss": 0.007297933148220181, "selected_pairs": 26875.1, "step": 8480, "student_distance_mean": 27.988363838195802, "teacher_distance_mean": 0.8533796668052673, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.007297933148220181, "weighted_relation_loss": 0.007297933148220181 }, { "action_query_batch_std": 0.42354666292667387, "action_query_norm": 43.963528060913085, "action_relation_loss": 0.007542255148291588, "auxiliary_loss_weight": 1.0, "epoch": 7.94200187090739, "flow_matching_loss": 0.04673025272786617, "grad_norm": 0.10668029636144638, "h_stock_valid_norm": 95.08496704101563, "invalid_tail_samples": 22.0, "learning_rate": 8.588137447277503e-05, "loss": 0.0543, "positive_teacher_pairs": 27265.4, "query_h_norm_ratio": 0.4623686134815216, "relation_loss": 0.007542255148291588, "selected_pairs": 27265.4, "step": 8490, "student_distance_mean": 28.26146697998047, "teacher_distance_mean": 0.8520666539669037, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.007542255148291588, "weighted_relation_loss": 0.007542255148291588 }, { "action_query_batch_std": 0.41982183754444125, "action_query_norm": 43.9501449584961, "action_relation_loss": 0.007526654517278075, "auxiliary_loss_weight": 1.0, "epoch": 7.951356407857811, "flow_matching_loss": 0.04790439903736114, "grad_norm": 0.13052426278591156, "h_stock_valid_norm": 97.2033447265625, "invalid_tail_samples": 25.6, "learning_rate": 8.584296863805709e-05, "loss": 0.0554, "positive_teacher_pairs": 26437.1, "query_h_norm_ratio": 0.4521683603525162, "relation_loss": 0.007526654517278075, "selected_pairs": 26437.1, "step": 8500, "student_distance_mean": 28.018465423583983, "teacher_distance_mean": 0.8640937507152557, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.007526654517278075, "weighted_relation_loss": 0.007526654517278075 }, { "action_query_batch_std": 0.42009073197841645, "action_query_norm": 43.947077941894534, "action_relation_loss": 0.007661324040964246, "auxiliary_loss_weight": 1.0, "epoch": 7.960710944808232, "flow_matching_loss": 0.046523669734597206, "grad_norm": 0.12837959825992584, "h_stock_valid_norm": 98.81184997558594, "invalid_tail_samples": 22.3, "learning_rate": 8.580451925075248e-05, "loss": 0.0542, "positive_teacher_pairs": 27197.1, "query_h_norm_ratio": 0.44476069808006286, "relation_loss": 0.007661324040964246, "selected_pairs": 27197.1, "step": 8510, "student_distance_mean": 27.747192573547363, "teacher_distance_mean": 0.8637963175773621, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.007661324040964246, "weighted_relation_loss": 0.007661324040964246 }, { "action_query_batch_std": 0.4220236212015152, "action_query_norm": 43.95615463256836, "action_relation_loss": 0.0075988687574863436, "auxiliary_loss_weight": 1.0, "epoch": 7.9700654817586525, "flow_matching_loss": 0.04876883327960968, "grad_norm": 0.12357847392559052, "h_stock_valid_norm": 98.99312820434571, "invalid_tail_samples": 24.1, "learning_rate": 8.576602635758085e-05, "loss": 0.0564, "positive_teacher_pairs": 26778.9, "query_h_norm_ratio": 0.44403440356254575, "relation_loss": 0.0075988687574863436, "selected_pairs": 26778.9, "step": 8520, "student_distance_mean": 27.993226623535158, "teacher_distance_mean": 0.8484537422657012, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.0075988687574863436, "weighted_relation_loss": 0.0075988687574863436 }, { "action_query_batch_std": 0.421994686126709, "action_query_norm": 43.95356369018555, "action_relation_loss": 0.007098163850605488, "auxiliary_loss_weight": 1.0, "epoch": 7.979420018709074, "flow_matching_loss": 0.046895507350564004, "grad_norm": 0.14316560328006744, "h_stock_valid_norm": 98.31989364624023, "invalid_tail_samples": 23.3, "learning_rate": 8.572749000531469e-05, "loss": 0.054, "positive_teacher_pairs": 26967.7, "query_h_norm_ratio": 0.4470578581094742, "relation_loss": 0.007098163850605488, "selected_pairs": 26967.7, "step": 8530, "student_distance_mean": 27.97937889099121, "teacher_distance_mean": 0.8490293800830842, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.007098163850605488, "weighted_relation_loss": 0.007098163850605488 }, { "action_query_batch_std": 0.42013837695121764, "action_query_norm": 43.942940139770506, "action_relation_loss": 0.007781144138425589, "auxiliary_loss_weight": 1.0, "epoch": 7.988774555659495, "flow_matching_loss": 0.04764540269970894, "grad_norm": 0.10698860138654709, "h_stock_valid_norm": 97.02477416992187, "invalid_tail_samples": 23.5, "learning_rate": 8.568891024077926e-05, "loss": 0.0554, "positive_teacher_pairs": 26921.0, "query_h_norm_ratio": 0.4529289036989212, "relation_loss": 0.007781144138425589, "selected_pairs": 26921.0, "step": 8540, "student_distance_mean": 27.968743896484376, "teacher_distance_mean": 0.8548388659954071, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.007781144138425589, "weighted_relation_loss": 0.007781144138425589 }, { "action_query_batch_std": 0.4238926380872726, "action_query_norm": 43.955112075805665, "action_relation_loss": 0.007192614162340761, "auxiliary_loss_weight": 1.0, "epoch": 7.998129092609916, "flow_matching_loss": 0.047683994844555856, "grad_norm": 0.13875488936901093, "h_stock_valid_norm": 96.26467666625976, "invalid_tail_samples": 21.6, "learning_rate": 8.565028711085265e-05, "loss": 0.0549, "positive_teacher_pairs": 27362.5, "query_h_norm_ratio": 0.4566106915473938, "relation_loss": 0.007192614162340761, "selected_pairs": 27362.5, "step": 8550, "student_distance_mean": 28.16718292236328, "teacher_distance_mean": 0.8515759885311127, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.007192614162340761, "weighted_relation_loss": 0.007192614162340761 }, { "action_query_batch_std": 0.42348997890949247, "action_query_norm": 43.94782905578613, "action_relation_loss": 0.006908567855134606, "auxiliary_loss_weight": 1.0, "epoch": 8.007483629560337, "flow_matching_loss": 0.04590841792523861, "grad_norm": 0.1362297534942627, "h_stock_valid_norm": 96.70370788574219, "invalid_tail_samples": 21.2, "learning_rate": 8.561162066246561e-05, "loss": 0.0528, "positive_teacher_pairs": 24460.0, "query_h_norm_ratio": 0.4544671833515167, "relation_loss": 0.006908567855134606, "selected_pairs": 24460.0, "step": 8560, "student_distance_mean": 28.088581466674803, "teacher_distance_mean": 0.8518855214118958, "valid_action_samples": 214.9, "weighted_auxiliary_loss": 0.006908567855134606, "weighted_relation_loss": 0.006908567855134606 }, { "action_query_batch_std": 0.4291206419467926, "action_query_norm": 43.9570255279541, "action_relation_loss": 0.007722982997074723, "auxiliary_loss_weight": 1.0, "epoch": 8.016838166510757, "flow_matching_loss": 0.047304991632699966, "grad_norm": 0.11695721745491028, "h_stock_valid_norm": 98.08285675048828, "invalid_tail_samples": 22.6, "learning_rate": 8.557291094260152e-05, "loss": 0.055, "positive_teacher_pairs": 27131.2, "query_h_norm_ratio": 0.44816834330558775, "relation_loss": 0.007722982997074723, "selected_pairs": 27131.2, "step": 8570, "student_distance_mean": 28.507128524780274, "teacher_distance_mean": 0.8629788517951965, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.007722982997074723, "weighted_relation_loss": 0.007722982997074723 }, { "action_query_batch_std": 0.42601925134658813, "action_query_norm": 43.956763076782224, "action_relation_loss": 0.007714546704664827, "auxiliary_loss_weight": 1.0, "epoch": 8.026192703461179, "flow_matching_loss": 0.04563991017639637, "grad_norm": 0.19080717861652374, "h_stock_valid_norm": 98.6210205078125, "invalid_tail_samples": 23.6, "learning_rate": 8.553415799829629e-05, "loss": 0.0534, "positive_teacher_pairs": 26905.3, "query_h_norm_ratio": 0.44571994841098783, "relation_loss": 0.007714546704664827, "selected_pairs": 26905.3, "step": 8580, "student_distance_mean": 28.413923454284667, "teacher_distance_mean": 0.8549827337265015, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.007714546704664827, "weighted_relation_loss": 0.007714546704664827 }, { "action_query_batch_std": 0.42336366772651673, "action_query_norm": 43.94032669067383, "action_relation_loss": 0.0071874796878546475, "auxiliary_loss_weight": 1.0, "epoch": 8.0355472404116, "flow_matching_loss": 0.04865385554730892, "grad_norm": 0.1939125806093216, "h_stock_valid_norm": 97.5484603881836, "invalid_tail_samples": 26.7, "learning_rate": 8.549536187663847e-05, "loss": 0.0558, "positive_teacher_pairs": 26179.7, "query_h_norm_ratio": 0.4504532188177109, "relation_loss": 0.0071874796878546475, "selected_pairs": 26179.7, "step": 8590, "student_distance_mean": 28.127886962890624, "teacher_distance_mean": 0.84943807721138, "valid_action_samples": 229.3, "weighted_auxiliary_loss": 0.0071874796878546475, "weighted_relation_loss": 0.0071874796878546475 }, { "action_query_batch_std": 0.41924806237220763, "action_query_norm": 43.93180694580078, "action_relation_loss": 0.007180757075548172, "auxiliary_loss_weight": 1.0, "epoch": 8.044901777362021, "flow_matching_loss": 0.04712548963725567, "grad_norm": 0.13399650156497955, "h_stock_valid_norm": 97.32887496948243, "invalid_tail_samples": 22.5, "learning_rate": 8.545652262476897e-05, "loss": 0.0543, "positive_teacher_pairs": 27154.8, "query_h_norm_ratio": 0.451384562253952, "relation_loss": 0.007180757075548172, "selected_pairs": 27154.8, "step": 8600, "student_distance_mean": 27.769563102722167, "teacher_distance_mean": 0.8434096276760101, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.007180757075548172, "weighted_relation_loss": 0.007180757075548172 }, { "action_query_batch_std": 0.42201185822486875, "action_query_norm": 43.94203681945801, "action_relation_loss": 0.007100494066253305, "auxiliary_loss_weight": 1.0, "epoch": 8.054256314312441, "flow_matching_loss": 0.045868707820773125, "grad_norm": 0.10537111014127731, "h_stock_valid_norm": 96.9633056640625, "invalid_tail_samples": 21.7, "learning_rate": 8.541764028988115e-05, "loss": 0.053, "positive_teacher_pairs": 27336.8, "query_h_norm_ratio": 0.45318941175937655, "relation_loss": 0.007100494066253305, "selected_pairs": 27336.8, "step": 8610, "student_distance_mean": 28.040625190734865, "teacher_distance_mean": 0.8477138936519623, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.007100494066253305, "weighted_relation_loss": 0.007100494066253305 }, { "action_query_batch_std": 0.4123802185058594, "action_query_norm": 43.916630554199216, "action_relation_loss": 0.007305454229936004, "auxiliary_loss_weight": 1.0, "epoch": 8.063610851262862, "flow_matching_loss": 0.04513353556394577, "grad_norm": 0.11943161487579346, "h_stock_valid_norm": 96.78743743896484, "invalid_tail_samples": 22.2, "learning_rate": 8.537871491922071e-05, "loss": 0.0524, "positive_teacher_pairs": 27225.2, "query_h_norm_ratio": 0.4537474036216736, "relation_loss": 0.007305454229936004, "selected_pairs": 27225.2, "step": 8620, "student_distance_mean": 27.401344871520998, "teacher_distance_mean": 0.843720281124115, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.007305454229936004, "weighted_relation_loss": 0.007305454229936004 }, { "action_query_batch_std": 0.4216314673423767, "action_query_norm": 43.93425025939941, "action_relation_loss": 0.007019047020003199, "auxiliary_loss_weight": 1.0, "epoch": 8.072965388213284, "flow_matching_loss": 0.046373509988188746, "grad_norm": 0.11469542235136032, "h_stock_valid_norm": 97.58631057739258, "invalid_tail_samples": 23.1, "learning_rate": 8.533974656008566e-05, "loss": 0.0534, "positive_teacher_pairs": 27011.4, "query_h_norm_ratio": 0.4502187818288803, "relation_loss": 0.007019047020003199, "selected_pairs": 27011.4, "step": 8630, "student_distance_mean": 28.091682815551756, "teacher_distance_mean": 0.8588936805725098, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.007019047020003199, "weighted_relation_loss": 0.007019047020003199 }, { "action_query_batch_std": 0.4234235048294067, "action_query_norm": 43.92993431091308, "action_relation_loss": 0.007034252537414432, "auxiliary_loss_weight": 1.0, "epoch": 8.082319925163704, "flow_matching_loss": 0.048586010187864306, "grad_norm": 0.1312694102525711, "h_stock_valid_norm": 98.93394088745117, "invalid_tail_samples": 23.7, "learning_rate": 8.530073525982621e-05, "loss": 0.0556, "positive_teacher_pairs": 26873.3, "query_h_norm_ratio": 0.44403491020202634, "relation_loss": 0.007034252537414432, "selected_pairs": 26873.3, "step": 8640, "student_distance_mean": 28.141394233703615, "teacher_distance_mean": 0.8544857263565063, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.007034252537414432, "weighted_relation_loss": 0.007034252537414432 }, { "action_query_batch_std": 0.41908576488494875, "action_query_norm": 43.92261848449707, "action_relation_loss": 0.006773356348276138, "auxiliary_loss_weight": 1.0, "epoch": 8.091674462114126, "flow_matching_loss": 0.0457873173058033, "grad_norm": 0.11499934643507004, "h_stock_valid_norm": 98.21416625976562, "invalid_tail_samples": 25.7, "learning_rate": 8.526168106584476e-05, "loss": 0.0526, "positive_teacher_pairs": 26410.9, "query_h_norm_ratio": 0.44722412526607513, "relation_loss": 0.006773356348276138, "selected_pairs": 26410.9, "step": 8650, "student_distance_mean": 27.840539741516114, "teacher_distance_mean": 0.8467743217945098, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.006773356348276138, "weighted_relation_loss": 0.006773356348276138 }, { "action_query_batch_std": 0.42278982102870943, "action_query_norm": 43.9349063873291, "action_relation_loss": 0.006929404754191637, "auxiliary_loss_weight": 1.0, "epoch": 8.101028999064546, "flow_matching_loss": 0.04609042592346668, "grad_norm": 0.15012235939502716, "h_stock_valid_norm": 96.43500061035157, "invalid_tail_samples": 26.5, "learning_rate": 8.522258402559586e-05, "loss": 0.053, "positive_teacher_pairs": 26229.1, "query_h_norm_ratio": 0.4556113541126251, "relation_loss": 0.006929404754191637, "selected_pairs": 26229.1, "step": 8660, "student_distance_mean": 28.049662017822264, "teacher_distance_mean": 0.8539003133773804, "valid_action_samples": 229.5, "weighted_auxiliary_loss": 0.006929404754191637, "weighted_relation_loss": 0.006929404754191637 }, { "action_query_batch_std": 0.42506853938102723, "action_query_norm": 43.931037521362306, "action_relation_loss": 0.006968844449147582, "auxiliary_loss_weight": 1.0, "epoch": 8.110383536014968, "flow_matching_loss": 0.045113234966993335, "grad_norm": 0.10631553828716278, "h_stock_valid_norm": 95.60526809692382, "invalid_tail_samples": 24.3, "learning_rate": 8.518344418658613e-05, "loss": 0.0521, "positive_teacher_pairs": 26738.3, "query_h_norm_ratio": 0.45950846970081327, "relation_loss": 0.006968844449147582, "selected_pairs": 26738.3, "step": 8670, "student_distance_mean": 28.273645973205568, "teacher_distance_mean": 0.8648101568222046, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.006968844449147582, "weighted_relation_loss": 0.006968844449147582 }, { "action_query_batch_std": 0.4191784143447876, "action_query_norm": 43.9197883605957, "action_relation_loss": 0.007150169275701046, "auxiliary_loss_weight": 1.0, "epoch": 8.119738072965388, "flow_matching_loss": 0.042525756359100345, "grad_norm": 0.14525383710861206, "h_stock_valid_norm": 96.17382049560547, "invalid_tail_samples": 22.9, "learning_rate": 8.51442615963741e-05, "loss": 0.0497, "positive_teacher_pairs": 27067.9, "query_h_norm_ratio": 0.4566741347312927, "relation_loss": 0.007150169275701046, "selected_pairs": 27067.9, "step": 8680, "student_distance_mean": 27.769123840332032, "teacher_distance_mean": 0.8526050269603729, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.007150169275701046, "weighted_relation_loss": 0.007150169275701046 }, { "action_query_batch_std": 0.4205889642238617, "action_query_norm": 43.9195972442627, "action_relation_loss": 0.006836267141625285, "auxiliary_loss_weight": 1.0, "epoch": 8.129092609915809, "flow_matching_loss": 0.04451309479773045, "grad_norm": 0.10569857805967331, "h_stock_valid_norm": 97.43444213867187, "invalid_tail_samples": 22.0, "learning_rate": 8.510503630257034e-05, "loss": 0.0513, "positive_teacher_pairs": 27263.8, "query_h_norm_ratio": 0.45077510476112365, "relation_loss": 0.006836267141625285, "selected_pairs": 27263.8, "step": 8690, "student_distance_mean": 28.028731536865234, "teacher_distance_mean": 0.8489628374576569, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.006836267141625285, "weighted_relation_loss": 0.006836267141625285 }, { "action_query_batch_std": 0.4269349277019501, "action_query_norm": 43.93198089599609, "action_relation_loss": 0.00687260264530778, "auxiliary_loss_weight": 1.0, "epoch": 8.13844714686623, "flow_matching_loss": 0.045883318036794664, "grad_norm": 0.15078219771385193, "h_stock_valid_norm": 97.82791900634766, "invalid_tail_samples": 22.4, "learning_rate": 8.50657683528373e-05, "loss": 0.0528, "positive_teacher_pairs": 27174.1, "query_h_norm_ratio": 0.4490806609392166, "relation_loss": 0.00687260264530778, "selected_pairs": 27174.1, "step": 8700, "student_distance_mean": 28.31458511352539, "teacher_distance_mean": 0.8669259250164032, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.00687260264530778, "weighted_relation_loss": 0.00687260264530778 }, { "action_query_batch_std": 0.4277936011552811, "action_query_norm": 43.93000106811523, "action_relation_loss": 0.007253555441275239, "auxiliary_loss_weight": 1.0, "epoch": 8.14780168381665, "flow_matching_loss": 0.0480208620429039, "grad_norm": 0.1560758501291275, "h_stock_valid_norm": 97.65871353149414, "invalid_tail_samples": 22.9, "learning_rate": 8.502645779488922e-05, "loss": 0.0553, "positive_teacher_pairs": 27053.9, "query_h_norm_ratio": 0.4498364806175232, "relation_loss": 0.007253555441275239, "selected_pairs": 27053.9, "step": 8710, "student_distance_mean": 28.401187896728516, "teacher_distance_mean": 0.8687021851539611, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.007253555441275239, "weighted_relation_loss": 0.007253555441275239 }, { "action_query_batch_std": 0.4212217181921005, "action_query_norm": 43.91743698120117, "action_relation_loss": 0.007075955299660564, "auxiliary_loss_weight": 1.0, "epoch": 8.157156220767073, "flow_matching_loss": 0.0478284765034914, "grad_norm": 0.1506224125623703, "h_stock_valid_norm": 97.52448043823242, "invalid_tail_samples": 24.5, "learning_rate": 8.498710467649213e-05, "loss": 0.0549, "positive_teacher_pairs": 26684.5, "query_h_norm_ratio": 0.4503260225057602, "relation_loss": 0.007075955299660564, "selected_pairs": 26684.5, "step": 8720, "student_distance_mean": 27.958683967590332, "teacher_distance_mean": 0.8560765027999878, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.007075955299660564, "weighted_relation_loss": 0.007075955299660564 }, { "action_query_batch_std": 0.42106653451919557, "action_query_norm": 43.91418991088867, "action_relation_loss": 0.007459052745252848, "auxiliary_loss_weight": 1.0, "epoch": 8.166510757717493, "flow_matching_loss": 0.04665656313300133, "grad_norm": 0.12586797773838043, "h_stock_valid_norm": 97.0181983947754, "invalid_tail_samples": 22.4, "learning_rate": 8.494770904546381e-05, "loss": 0.0541, "positive_teacher_pairs": 27179.5, "query_h_norm_ratio": 0.45264374315738676, "relation_loss": 0.007459052745252848, "selected_pairs": 27179.5, "step": 8730, "student_distance_mean": 27.8693603515625, "teacher_distance_mean": 0.8550914883613586, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.007459052745252848, "weighted_relation_loss": 0.007459052745252848 }, { "action_query_batch_std": 0.4156854510307312, "action_query_norm": 43.90176086425781, "action_relation_loss": 0.00708808396011591, "auxiliary_loss_weight": 1.0, "epoch": 8.175865294667913, "flow_matching_loss": 0.04668034724891186, "grad_norm": 0.1318303793668747, "h_stock_valid_norm": 97.00935287475586, "invalid_tail_samples": 24.7, "learning_rate": 8.490827094967363e-05, "loss": 0.0538, "positive_teacher_pairs": 26640.7, "query_h_norm_ratio": 0.4525542020797729, "relation_loss": 0.00708808396011591, "selected_pairs": 26640.7, "step": 8740, "student_distance_mean": 27.61294231414795, "teacher_distance_mean": 0.8538088619709014, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.00708808396011591, "weighted_relation_loss": 0.00708808396011591 }, { "action_query_batch_std": 0.4351051151752472, "action_query_norm": 43.9469409942627, "action_relation_loss": 0.0067407948896288875, "auxiliary_loss_weight": 1.0, "epoch": 8.185219831618335, "flow_matching_loss": 0.045781269669532776, "grad_norm": 0.12068509310483932, "h_stock_valid_norm": 96.72054977416992, "invalid_tail_samples": 23.5, "learning_rate": 8.486879043704263e-05, "loss": 0.0525, "positive_teacher_pairs": 26914.1, "query_h_norm_ratio": 0.4543731361627579, "relation_loss": 0.0067407948896288875, "selected_pairs": 26914.1, "step": 8750, "student_distance_mean": 28.83966236114502, "teacher_distance_mean": 0.8800650715827942, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0067407948896288875, "weighted_relation_loss": 0.0067407948896288875 }, { "action_query_batch_std": 0.4252243012189865, "action_query_norm": 43.91037139892578, "action_relation_loss": 0.006938811251893639, "auxiliary_loss_weight": 1.0, "epoch": 8.194574368568755, "flow_matching_loss": 0.04664055109024048, "grad_norm": 0.13820792734622955, "h_stock_valid_norm": 97.61003875732422, "invalid_tail_samples": 24.8, "learning_rate": 8.482926755554332e-05, "loss": 0.0536, "positive_teacher_pairs": 26615.2, "query_h_norm_ratio": 0.44985887706279754, "relation_loss": 0.006938811251893639, "selected_pairs": 26615.2, "step": 8760, "student_distance_mean": 28.173834228515624, "teacher_distance_mean": 0.8555474162101746, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.006938811251893639, "weighted_relation_loss": 0.006938811251893639 }, { "action_query_batch_std": 0.411721533536911, "action_query_norm": 43.88929901123047, "action_relation_loss": 0.007159694703295827, "auxiliary_loss_weight": 1.0, "epoch": 8.203928905519177, "flow_matching_loss": 0.046215930953621864, "grad_norm": 0.12319021672010422, "h_stock_valid_norm": 97.93996810913086, "invalid_tail_samples": 24.2, "learning_rate": 8.478970235319975e-05, "loss": 0.0534, "positive_teacher_pairs": 26764.3, "query_h_norm_ratio": 0.4481289625167847, "relation_loss": 0.007159694703295827, "selected_pairs": 26764.3, "step": 8770, "student_distance_mean": 27.22636432647705, "teacher_distance_mean": 0.836435729265213, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.007159694703295827, "weighted_relation_loss": 0.007159694703295827 }, { "action_query_batch_std": 0.41872560381889345, "action_query_norm": 43.91015853881836, "action_relation_loss": 0.006952118640765548, "auxiliary_loss_weight": 1.0, "epoch": 8.213283442469598, "flow_matching_loss": 0.04361160509288311, "grad_norm": 0.118682362139225, "h_stock_valid_norm": 98.79817810058594, "invalid_tail_samples": 24.8, "learning_rate": 8.475009487808737e-05, "loss": 0.0506, "positive_teacher_pairs": 26619.6, "query_h_norm_ratio": 0.4444511830806732, "relation_loss": 0.006952118640765548, "selected_pairs": 26619.6, "step": 8780, "student_distance_mean": 27.931583595275878, "teacher_distance_mean": 0.8552746415138245, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.006952118640765548, "weighted_relation_loss": 0.006952118640765548 }, { "action_query_batch_std": 0.41660635471343993, "action_query_norm": 43.902377700805665, "action_relation_loss": 0.007239822018891573, "auxiliary_loss_weight": 1.0, "epoch": 8.22263797942002, "flow_matching_loss": 0.044477829709649086, "grad_norm": 0.1412964016199112, "h_stock_valid_norm": 98.89350280761718, "invalid_tail_samples": 23.0, "learning_rate": 8.471044517833298e-05, "loss": 0.0517, "positive_teacher_pairs": 27043.0, "query_h_norm_ratio": 0.4439403086900711, "relation_loss": 0.007239822018891573, "selected_pairs": 27043.0, "step": 8790, "student_distance_mean": 27.621064949035645, "teacher_distance_mean": 0.8426782727241516, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.007239822018891573, "weighted_relation_loss": 0.007239822018891573 }, { "action_query_batch_std": 0.4161278009414673, "action_query_norm": 43.889519119262694, "action_relation_loss": 0.007204625755548477, "auxiliary_loss_weight": 1.0, "epoch": 8.23199251637044, "flow_matching_loss": 0.0435048907995224, "grad_norm": 0.1045118123292923, "h_stock_valid_norm": 97.88548049926757, "invalid_tail_samples": 23.7, "learning_rate": 8.467075330211474e-05, "loss": 0.0507, "positive_teacher_pairs": 26878.7, "query_h_norm_ratio": 0.44838384687900545, "relation_loss": 0.007204625755548477, "selected_pairs": 26878.7, "step": 8800, "student_distance_mean": 27.57810115814209, "teacher_distance_mean": 0.8576909244060517, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.007204625755548477, "weighted_relation_loss": 0.007204625755548477 }, { "action_query_batch_std": 0.4171852707862854, "action_query_norm": 43.89381332397461, "action_relation_loss": 0.007282237196341157, "auxiliary_loss_weight": 1.0, "epoch": 8.24134705332086, "flow_matching_loss": 0.04532815255224705, "grad_norm": 0.12229806929826736, "h_stock_valid_norm": 97.43988494873047, "invalid_tail_samples": 22.7, "learning_rate": 8.463101929766198e-05, "loss": 0.0526, "positive_teacher_pairs": 27102.2, "query_h_norm_ratio": 0.4504745423793793, "relation_loss": 0.007282237196341157, "selected_pairs": 27102.2, "step": 8810, "student_distance_mean": 27.608507347106933, "teacher_distance_mean": 0.8528629004955292, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.007282237196341157, "weighted_relation_loss": 0.007282237196341157 }, { "action_query_batch_std": 0.4185037583112717, "action_query_norm": 43.89755706787109, "action_relation_loss": 0.007056148536503315, "auxiliary_loss_weight": 1.0, "epoch": 8.250701590271282, "flow_matching_loss": 0.04649025611579418, "grad_norm": 0.112484872341156, "h_stock_valid_norm": 96.87101440429687, "invalid_tail_samples": 25.6, "learning_rate": 8.459124321325528e-05, "loss": 0.0535, "positive_teacher_pairs": 26433.8, "query_h_norm_ratio": 0.4531586438417435, "relation_loss": 0.007056148536503315, "selected_pairs": 26433.8, "step": 8820, "student_distance_mean": 27.88565158843994, "teacher_distance_mean": 0.8579978287220001, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.007056148536503315, "weighted_relation_loss": 0.007056148536503315 }, { "action_query_batch_std": 0.4176113188266754, "action_query_norm": 43.89223670959473, "action_relation_loss": 0.006915962602943182, "auxiliary_loss_weight": 1.0, "epoch": 8.260056127221702, "flow_matching_loss": 0.046006011217832564, "grad_norm": 0.11399848014116287, "h_stock_valid_norm": 96.35373458862304, "invalid_tail_samples": 23.3, "learning_rate": 8.455142509722634e-05, "loss": 0.0529, "positive_teacher_pairs": 26970.5, "query_h_norm_ratio": 0.45553478598594666, "relation_loss": 0.006915962602943182, "selected_pairs": 26970.5, "step": 8830, "student_distance_mean": 27.84008159637451, "teacher_distance_mean": 0.8579325318336487, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.006915962602943182, "weighted_relation_loss": 0.006915962602943182 }, { "action_query_batch_std": 0.42243653535842896, "action_query_norm": 43.90356674194336, "action_relation_loss": 0.0070041110273450615, "auxiliary_loss_weight": 1.0, "epoch": 8.269410664172124, "flow_matching_loss": 0.04540826342999935, "grad_norm": 0.19621285796165466, "h_stock_valid_norm": 96.78793106079101, "invalid_tail_samples": 23.9, "learning_rate": 8.451156499795792e-05, "loss": 0.0524, "positive_teacher_pairs": 26829.3, "query_h_norm_ratio": 0.45360914766788485, "relation_loss": 0.0070041110273450615, "selected_pairs": 26829.3, "step": 8840, "student_distance_mean": 27.94754066467285, "teacher_distance_mean": 0.8635756433010101, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0070041110273450615, "weighted_relation_loss": 0.0070041110273450615 }, { "action_query_batch_std": 0.4160458117723465, "action_query_norm": 43.89172897338867, "action_relation_loss": 0.007231745636090636, "auxiliary_loss_weight": 1.0, "epoch": 8.278765201122544, "flow_matching_loss": 0.04638017863035202, "grad_norm": 0.1424795538187027, "h_stock_valid_norm": 97.82511672973632, "invalid_tail_samples": 26.0, "learning_rate": 8.447166296388381e-05, "loss": 0.0536, "positive_teacher_pairs": 26342.9, "query_h_norm_ratio": 0.4486831396818161, "relation_loss": 0.007231745636090636, "selected_pairs": 26342.9, "step": 8850, "student_distance_mean": 27.780608558654784, "teacher_distance_mean": 0.8567080676555634, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.007231745636090636, "weighted_relation_loss": 0.007231745636090636 }, { "action_query_batch_std": 0.4183528870344162, "action_query_norm": 43.88261833190918, "action_relation_loss": 0.007374684046953917, "auxiliary_loss_weight": 1.0, "epoch": 8.288119738072965, "flow_matching_loss": 0.04792109467089176, "grad_norm": 0.12616151571273804, "h_stock_valid_norm": 97.2877296447754, "invalid_tail_samples": 21.6, "learning_rate": 8.443171904348872e-05, "loss": 0.0553, "positive_teacher_pairs": 27356.5, "query_h_norm_ratio": 0.4510636508464813, "relation_loss": 0.007374684046953917, "selected_pairs": 27356.5, "step": 8860, "student_distance_mean": 27.775785827636717, "teacher_distance_mean": 0.8495571970939636, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.007374684046953917, "weighted_relation_loss": 0.007374684046953917 }, { "action_query_batch_std": 0.42049930691719056, "action_query_norm": 43.8871883392334, "action_relation_loss": 0.006957215908914805, "auxiliary_loss_weight": 1.0, "epoch": 8.297474275023387, "flow_matching_loss": 0.04594536423683167, "grad_norm": 0.1448177844285965, "h_stock_valid_norm": 97.08489379882812, "invalid_tail_samples": 22.3, "learning_rate": 8.43917332853083e-05, "loss": 0.0529, "positive_teacher_pairs": 27200.2, "query_h_norm_ratio": 0.45206101834774015, "relation_loss": 0.006957215908914805, "selected_pairs": 27200.2, "step": 8870, "student_distance_mean": 27.84167308807373, "teacher_distance_mean": 0.8558946967124939, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.006957215908914805, "weighted_relation_loss": 0.006957215908914805 }, { "action_query_batch_std": 0.41972306072711946, "action_query_norm": 43.89923095703125, "action_relation_loss": 0.006930726300925017, "auxiliary_loss_weight": 1.0, "epoch": 8.306828811973807, "flow_matching_loss": 0.04373471811413765, "grad_norm": 0.13485394418239594, "h_stock_valid_norm": 97.88751678466797, "invalid_tail_samples": 24.0, "learning_rate": 8.435170573792901e-05, "loss": 0.0507, "positive_teacher_pairs": 26805.0, "query_h_norm_ratio": 0.44846988916397096, "relation_loss": 0.006930726300925017, "selected_pairs": 26805.0, "step": 8880, "student_distance_mean": 27.830104255676268, "teacher_distance_mean": 0.8562002539634704, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.006930726300925017, "weighted_relation_loss": 0.006930726300925017 }, { "action_query_batch_std": 0.41267602145671844, "action_query_norm": 43.8775390625, "action_relation_loss": 0.007104457914829254, "auxiliary_loss_weight": 1.0, "epoch": 8.316183348924229, "flow_matching_loss": 0.04631451815366745, "grad_norm": 0.12582489848136902, "h_stock_valid_norm": 98.24256057739258, "invalid_tail_samples": 22.6, "learning_rate": 8.431163644998808e-05, "loss": 0.0534, "positive_teacher_pairs": 27124.4, "query_h_norm_ratio": 0.4466305375099182, "relation_loss": 0.007104457914829254, "selected_pairs": 27124.4, "step": 8890, "student_distance_mean": 27.429419708251952, "teacher_distance_mean": 0.8497036218643188, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.007104457914829254, "weighted_relation_loss": 0.007104457914829254 }, { "action_query_batch_std": 0.4178241968154907, "action_query_norm": 43.88898277282715, "action_relation_loss": 0.0071935686748474835, "auxiliary_loss_weight": 1.0, "epoch": 8.325537885874649, "flow_matching_loss": 0.04569524228572845, "grad_norm": 0.13658227026462555, "h_stock_valid_norm": 97.28395233154296, "invalid_tail_samples": 23.7, "learning_rate": 8.42715254701735e-05, "loss": 0.0529, "positive_teacher_pairs": 26869.0, "query_h_norm_ratio": 0.45115831196308137, "relation_loss": 0.0071935686748474835, "selected_pairs": 26869.0, "step": 8900, "student_distance_mean": 27.560445022583007, "teacher_distance_mean": 0.85209139585495, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0071935686748474835, "weighted_relation_loss": 0.0071935686748474835 }, { "action_query_batch_std": 0.42320042848587036, "action_query_norm": 43.89022026062012, "action_relation_loss": 0.007080347836017608, "auxiliary_loss_weight": 1.0, "epoch": 8.334892422825071, "flow_matching_loss": 0.04749860353767872, "grad_norm": 0.14671286940574646, "h_stock_valid_norm": 96.55368347167969, "invalid_tail_samples": 21.8, "learning_rate": 8.42313728472239e-05, "loss": 0.0546, "positive_teacher_pairs": 27316.6, "query_h_norm_ratio": 0.45456973314285276, "relation_loss": 0.007080347836017608, "selected_pairs": 27316.6, "step": 8910, "student_distance_mean": 28.056501579284667, "teacher_distance_mean": 0.8652068138122558, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.007080347836017608, "weighted_relation_loss": 0.007080347836017608 }, { "action_query_batch_std": 0.4159750998020172, "action_query_norm": 43.87538070678711, "action_relation_loss": 0.0073629400692880155, "auxiliary_loss_weight": 1.0, "epoch": 8.344246959775491, "flow_matching_loss": 0.04629280008375645, "grad_norm": 0.15828070044517517, "h_stock_valid_norm": 96.8961166381836, "invalid_tail_samples": 23.6, "learning_rate": 8.419117862992844e-05, "loss": 0.0537, "positive_teacher_pairs": 26898.3, "query_h_norm_ratio": 0.45281524658203126, "relation_loss": 0.0073629400692880155, "selected_pairs": 26898.3, "step": 8920, "student_distance_mean": 27.54950885772705, "teacher_distance_mean": 0.8532455027103424, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0073629400692880155, "weighted_relation_loss": 0.0073629400692880155 }, { "action_query_batch_std": 0.41954638063907623, "action_query_norm": 43.88972969055176, "action_relation_loss": 0.007116616144776345, "auxiliary_loss_weight": 1.0, "epoch": 8.353601496725911, "flow_matching_loss": 0.04525823928415775, "grad_norm": 0.16367053985595703, "h_stock_valid_norm": 97.36239395141601, "invalid_tail_samples": 25.4, "learning_rate": 8.415094286712694e-05, "loss": 0.0524, "positive_teacher_pairs": 26485.4, "query_h_norm_ratio": 0.45079152286052704, "relation_loss": 0.007116616144776345, "selected_pairs": 26485.4, "step": 8930, "student_distance_mean": 27.905140495300294, "teacher_distance_mean": 0.8579631745815277, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.007116616144776345, "weighted_relation_loss": 0.007116616144776345 }, { "action_query_batch_std": 0.42058715522289275, "action_query_norm": 43.89367027282715, "action_relation_loss": 0.0069723965134471655, "auxiliary_loss_weight": 1.0, "epoch": 8.362956033676333, "flow_matching_loss": 0.043621654808521274, "grad_norm": 0.13437819480895996, "h_stock_valid_norm": 97.65973205566407, "invalid_tail_samples": 24.2, "learning_rate": 8.411066560770965e-05, "loss": 0.0506, "positive_teacher_pairs": 26767.9, "query_h_norm_ratio": 0.4494582086801529, "relation_loss": 0.0069723965134471655, "selected_pairs": 26767.9, "step": 8940, "student_distance_mean": 28.044933128356934, "teacher_distance_mean": 0.8607928276062011, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0069723965134471655, "weighted_relation_loss": 0.0069723965134471655 }, { "action_query_batch_std": 0.4180634945631027, "action_query_norm": 43.882733535766604, "action_relation_loss": 0.006872535916045308, "auxiliary_loss_weight": 1.0, "epoch": 8.372310570626754, "flow_matching_loss": 0.04461361020803452, "grad_norm": 0.12797822058200836, "h_stock_valid_norm": 97.87904891967773, "invalid_tail_samples": 25.4, "learning_rate": 8.407034690061721e-05, "loss": 0.0515, "positive_teacher_pairs": 26492.7, "query_h_norm_ratio": 0.4483386754989624, "relation_loss": 0.006872535916045308, "selected_pairs": 26492.7, "step": 8950, "student_distance_mean": 27.793812561035157, "teacher_distance_mean": 0.858334481716156, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.006872535916045308, "weighted_relation_loss": 0.006872535916045308 }, { "action_query_batch_std": 0.4104821801185608, "action_query_norm": 43.86969566345215, "action_relation_loss": 0.007369797211140394, "auxiliary_loss_weight": 1.0, "epoch": 8.381665107577176, "flow_matching_loss": 0.04501472003757954, "grad_norm": 0.09943342208862305, "h_stock_valid_norm": 97.32910995483398, "invalid_tail_samples": 20.6, "learning_rate": 8.402998679484067e-05, "loss": 0.0524, "positive_teacher_pairs": 27612.4, "query_h_norm_ratio": 0.4507427304983139, "relation_loss": 0.007369797211140394, "selected_pairs": 27612.4, "step": 8960, "student_distance_mean": 27.25452709197998, "teacher_distance_mean": 0.8451368391513825, "valid_action_samples": 235.4, "weighted_auxiliary_loss": 0.007369797211140394, "weighted_relation_loss": 0.007369797211140394 }, { "action_query_batch_std": 0.412656182050705, "action_query_norm": 43.865051651000975, "action_relation_loss": 0.007018161844462157, "auxiliary_loss_weight": 1.0, "epoch": 8.391019644527596, "flow_matching_loss": 0.043654027953743936, "grad_norm": 0.11020374298095703, "h_stock_valid_norm": 97.37557830810547, "invalid_tail_samples": 23.8, "learning_rate": 8.398958533942135e-05, "loss": 0.0507, "positive_teacher_pairs": 26857.1, "query_h_norm_ratio": 0.4504767656326294, "relation_loss": 0.007018161844462157, "selected_pairs": 26857.1, "step": 8970, "student_distance_mean": 27.384510612487794, "teacher_distance_mean": 0.8501461029052735, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.007018161844462157, "weighted_relation_loss": 0.007018161844462157 }, { "action_query_batch_std": 0.41720463037490846, "action_query_norm": 43.878013610839844, "action_relation_loss": 0.006840241327881813, "auxiliary_loss_weight": 1.0, "epoch": 8.400374181478018, "flow_matching_loss": 0.04345819056034088, "grad_norm": 0.10741280764341354, "h_stock_valid_norm": 97.58636245727538, "invalid_tail_samples": 26.6, "learning_rate": 8.394914258345083e-05, "loss": 0.0503, "positive_teacher_pairs": 26212.4, "query_h_norm_ratio": 0.44963842928409575, "relation_loss": 0.006840241327881813, "selected_pairs": 26212.4, "step": 8980, "student_distance_mean": 27.724877548217773, "teacher_distance_mean": 0.8493151783943176, "valid_action_samples": 229.4, "weighted_auxiliary_loss": 0.006840241327881813, "weighted_relation_loss": 0.006840241327881813 }, { "action_query_batch_std": 0.4181339621543884, "action_query_norm": 43.88251647949219, "action_relation_loss": 0.007040696404874325, "auxiliary_loss_weight": 1.0, "epoch": 8.409728718428438, "flow_matching_loss": 0.04480618052184582, "grad_norm": 0.11430953443050385, "h_stock_valid_norm": 97.61528625488282, "invalid_tail_samples": 24.5, "learning_rate": 8.390865857607089e-05, "loss": 0.0518, "positive_teacher_pairs": 26691.9, "query_h_norm_ratio": 0.4495487570762634, "relation_loss": 0.007040696404874325, "selected_pairs": 26691.9, "step": 8990, "student_distance_mean": 27.917364501953124, "teacher_distance_mean": 0.8573441565036773, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.007040696404874325, "weighted_relation_loss": 0.007040696404874325 }, { "action_query_batch_std": 0.4160723388195038, "action_query_norm": 43.871364974975585, "action_relation_loss": 0.006977333361282945, "auxiliary_loss_weight": 1.0, "epoch": 8.419083255378858, "flow_matching_loss": 0.04735618755221367, "grad_norm": 0.11871238797903061, "h_stock_valid_norm": 97.51914672851562, "invalid_tail_samples": 24.9, "learning_rate": 8.386813336647339e-05, "loss": 0.0543, "positive_teacher_pairs": 26603.5, "query_h_norm_ratio": 0.44987890124320984, "relation_loss": 0.006977333361282945, "selected_pairs": 26603.5, "step": 9000, "student_distance_mean": 27.56922836303711, "teacher_distance_mean": 0.8536613285541534, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.006977333361282945, "weighted_relation_loss": 0.006977333361282945 }, { "action_query_batch_std": 0.4125144243240356, "action_query_norm": 43.8609561920166, "action_relation_loss": 0.0067899477202445265, "auxiliary_loss_weight": 1.0, "epoch": 8.42843779232928, "flow_matching_loss": 0.04534907564520836, "grad_norm": 0.1360165774822235, "h_stock_valid_norm": 97.2429443359375, "invalid_tail_samples": 24.7, "learning_rate": 8.38275670039003e-05, "loss": 0.0521, "positive_teacher_pairs": 26645.4, "query_h_norm_ratio": 0.4510488897562027, "relation_loss": 0.0067899477202445265, "selected_pairs": 26645.4, "step": 9010, "student_distance_mean": 27.351578521728516, "teacher_distance_mean": 0.8508257865905762, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.0067899477202445265, "weighted_relation_loss": 0.0067899477202445265 }, { "action_query_batch_std": 0.41386868953704836, "action_query_norm": 43.85934181213379, "action_relation_loss": 0.00671639977954328, "auxiliary_loss_weight": 1.0, "epoch": 8.4377923292797, "flow_matching_loss": 0.044404400140047075, "grad_norm": 0.1295713186264038, "h_stock_valid_norm": 96.68522262573242, "invalid_tail_samples": 24.1, "learning_rate": 8.378695953764356e-05, "loss": 0.0511, "positive_teacher_pairs": 26778.5, "query_h_norm_ratio": 0.453633588552475, "relation_loss": 0.00671639977954328, "selected_pairs": 26778.5, "step": 9020, "student_distance_mean": 27.480048370361327, "teacher_distance_mean": 0.8536748230457306, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.00671639977954328, "weighted_relation_loss": 0.00671639977954328 }, { "action_query_batch_std": 0.4178889811038971, "action_query_norm": 43.866091918945315, "action_relation_loss": 0.0068694828543812035, "auxiliary_loss_weight": 1.0, "epoch": 8.447146866230122, "flow_matching_loss": 0.0446570910513401, "grad_norm": 0.14106936752796173, "h_stock_valid_norm": 97.29557342529297, "invalid_tail_samples": 27.2, "learning_rate": 8.374631101704509e-05, "loss": 0.0515, "positive_teacher_pairs": 26071.9, "query_h_norm_ratio": 0.4508617162704468, "relation_loss": 0.0068694828543812035, "selected_pairs": 26071.9, "step": 9030, "student_distance_mean": 27.804838180541992, "teacher_distance_mean": 0.8642367660999298, "valid_action_samples": 228.8, "weighted_auxiliary_loss": 0.0068694828543812035, "weighted_relation_loss": 0.0068694828543812035 }, { "action_query_batch_std": 0.41159883737564085, "action_query_norm": 43.847465133666994, "action_relation_loss": 0.007153515564277768, "auxiliary_loss_weight": 1.0, "epoch": 8.456501403180543, "flow_matching_loss": 0.044596743583679196, "grad_norm": 0.2078017145395279, "h_stock_valid_norm": 97.74654769897461, "invalid_tail_samples": 24.6, "learning_rate": 8.370562149149665e-05, "loss": 0.0518, "positive_teacher_pairs": 26664.1, "query_h_norm_ratio": 0.4485902369022369, "relation_loss": 0.007153515564277768, "selected_pairs": 26664.1, "step": 9040, "student_distance_mean": 27.3637638092041, "teacher_distance_mean": 0.8568119704723358, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.007153515564277768, "weighted_relation_loss": 0.007153515564277768 }, { "action_query_batch_std": 0.41113002598285675, "action_query_norm": 43.846181106567386, "action_relation_loss": 0.0069810108747333285, "auxiliary_loss_weight": 1.0, "epoch": 8.465855940130963, "flow_matching_loss": 0.04489595629274845, "grad_norm": 0.16730694472789764, "h_stock_valid_norm": 98.39652862548829, "invalid_tail_samples": 23.5, "learning_rate": 8.366489101043989e-05, "loss": 0.0519, "positive_teacher_pairs": 26919.4, "query_h_norm_ratio": 0.4456131845712662, "relation_loss": 0.0069810108747333285, "selected_pairs": 26919.4, "step": 9050, "student_distance_mean": 27.39779052734375, "teacher_distance_mean": 0.8533543348312378, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0069810108747333285, "weighted_relation_loss": 0.0069810108747333285 }, { "action_query_batch_std": 0.4210167437791824, "action_query_norm": 43.86803283691406, "action_relation_loss": 0.006769807264208794, "auxiliary_loss_weight": 1.0, "epoch": 8.475210477081385, "flow_matching_loss": 0.04479452706873417, "grad_norm": 0.14452001452445984, "h_stock_valid_norm": 98.48345184326172, "invalid_tail_samples": 25.0, "learning_rate": 8.362411962336614e-05, "loss": 0.0516, "positive_teacher_pairs": 26577.9, "query_h_norm_ratio": 0.4454420506954193, "relation_loss": 0.006769807264208794, "selected_pairs": 26577.9, "step": 9060, "student_distance_mean": 28.090895080566405, "teacher_distance_mean": 0.8750076413154602, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.006769807264208794, "weighted_relation_loss": 0.006769807264208794 }, { "action_query_batch_std": 0.40855253040790557, "action_query_norm": 43.836158752441406, "action_relation_loss": 0.007205093884840608, "auxiliary_loss_weight": 1.0, "epoch": 8.484565014031805, "flow_matching_loss": 0.04884595237672329, "grad_norm": 0.1536255031824112, "h_stock_valid_norm": 97.79092941284179, "invalid_tail_samples": 25.0, "learning_rate": 8.358330737981651e-05, "loss": 0.0561, "positive_teacher_pairs": 26577.8, "query_h_norm_ratio": 0.44826812744140626, "relation_loss": 0.007205093884840608, "selected_pairs": 26577.8, "step": 9070, "student_distance_mean": 27.223252487182616, "teacher_distance_mean": 0.8519914329051972, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.007205093884840608, "weighted_relation_loss": 0.007205093884840608 }, { "action_query_batch_std": 0.41144677996635437, "action_query_norm": 43.84132347106934, "action_relation_loss": 0.006975344708189368, "auxiliary_loss_weight": 1.0, "epoch": 8.493919550982227, "flow_matching_loss": 0.04906584620475769, "grad_norm": 0.13465608656406403, "h_stock_valid_norm": 98.30850067138672, "invalid_tail_samples": 22.6, "learning_rate": 8.35424543293817e-05, "loss": 0.056, "positive_teacher_pairs": 27126.9, "query_h_norm_ratio": 0.44596792161464693, "relation_loss": 0.006975344708189368, "selected_pairs": 27126.9, "step": 9080, "student_distance_mean": 27.345273780822755, "teacher_distance_mean": 0.8450584411621094, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.006975344708189368, "weighted_relation_loss": 0.006975344708189368 }, { "action_query_batch_std": 0.4151453673839569, "action_query_norm": 43.857187271118164, "action_relation_loss": 0.0066034491173923016, "auxiliary_loss_weight": 1.0, "epoch": 8.503274087932647, "flow_matching_loss": 0.04550344683229923, "grad_norm": 0.18870443105697632, "h_stock_valid_norm": 99.08850326538087, "invalid_tail_samples": 23.9, "learning_rate": 8.350156052170206e-05, "loss": 0.0521, "positive_teacher_pairs": 26829.3, "query_h_norm_ratio": 0.4426100134849548, "relation_loss": 0.0066034491173923016, "selected_pairs": 26829.3, "step": 9090, "student_distance_mean": 27.785671615600585, "teacher_distance_mean": 0.8609326958656311, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0066034491173923016, "weighted_relation_loss": 0.0066034491173923016 }, { "action_query_batch_std": 0.41796556413173674, "action_query_norm": 43.852918243408205, "action_relation_loss": 0.006918365322053433, "auxiliary_loss_weight": 1.0, "epoch": 8.512628624883067, "flow_matching_loss": 0.04666164182126522, "grad_norm": 0.14117293059825897, "h_stock_valid_norm": 99.06907806396484, "invalid_tail_samples": 21.9, "learning_rate": 8.346062600646738e-05, "loss": 0.0536, "positive_teacher_pairs": 27296.8, "query_h_norm_ratio": 0.44265501499176024, "relation_loss": 0.006918365322053433, "selected_pairs": 27296.8, "step": 9100, "student_distance_mean": 27.6788631439209, "teacher_distance_mean": 0.8626000165939331, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.006918365322053433, "weighted_relation_loss": 0.006918365322053433 }, { "action_query_batch_std": 0.41860414743423463, "action_query_norm": 43.84898338317871, "action_relation_loss": 0.007036965200677514, "auxiliary_loss_weight": 1.0, "epoch": 8.52198316183349, "flow_matching_loss": 0.04951459541916847, "grad_norm": 0.1792784035205841, "h_stock_valid_norm": 97.19214324951172, "invalid_tail_samples": 23.6, "learning_rate": 8.341965083341697e-05, "loss": 0.0566, "positive_teacher_pairs": 26893.0, "query_h_norm_ratio": 0.4511714369058609, "relation_loss": 0.007036965200677514, "selected_pairs": 26893.0, "step": 9110, "student_distance_mean": 27.696491241455078, "teacher_distance_mean": 0.8504085063934326, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.007036965200677514, "weighted_relation_loss": 0.007036965200677514 }, { "action_query_batch_std": 0.4167448878288269, "action_query_norm": 43.84844284057617, "action_relation_loss": 0.0068429382517933846, "auxiliary_loss_weight": 1.0, "epoch": 8.53133769878391, "flow_matching_loss": 0.04431203417479992, "grad_norm": 0.1407782882452011, "h_stock_valid_norm": 96.87025604248046, "invalid_tail_samples": 25.4, "learning_rate": 8.337863505233953e-05, "loss": 0.0512, "positive_teacher_pairs": 26481.3, "query_h_norm_ratio": 0.4526563614606857, "relation_loss": 0.0068429382517933846, "selected_pairs": 26481.3, "step": 9120, "student_distance_mean": 27.610541152954102, "teacher_distance_mean": 0.8544484734535217, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.0068429382517933846, "weighted_relation_loss": 0.0068429382517933846 }, { "action_query_batch_std": 0.41493788063526155, "action_query_norm": 43.83956069946289, "action_relation_loss": 0.006740539008751512, "auxiliary_loss_weight": 1.0, "epoch": 8.540692235734332, "flow_matching_loss": 0.044400861114263536, "grad_norm": 0.15022794902324677, "h_stock_valid_norm": 97.23373947143554, "invalid_tail_samples": 24.5, "learning_rate": 8.33375787130731e-05, "loss": 0.0511, "positive_teacher_pairs": 26686.3, "query_h_norm_ratio": 0.450872528553009, "relation_loss": 0.006740539008751512, "selected_pairs": 26686.3, "step": 9130, "student_distance_mean": 27.570371246337892, "teacher_distance_mean": 0.8587462544441223, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.006740539008751512, "weighted_relation_loss": 0.006740539008751512 }, { "action_query_batch_std": 0.4201876163482666, "action_query_norm": 43.856594467163085, "action_relation_loss": 0.007263009017333388, "auxiliary_loss_weight": 1.0, "epoch": 8.550046772684752, "flow_matching_loss": 0.046661775931715964, "grad_norm": 0.1233576163649559, "h_stock_valid_norm": 98.05047836303712, "invalid_tail_samples": 24.8, "learning_rate": 8.3296481865505e-05, "loss": 0.0539, "positive_teacher_pairs": 26624.9, "query_h_norm_ratio": 0.4472931981086731, "relation_loss": 0.007263009017333388, "selected_pairs": 26624.9, "step": 9140, "student_distance_mean": 27.967891502380372, "teacher_distance_mean": 0.8522750616073609, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.007263009017333388, "weighted_relation_loss": 0.007263009017333388 }, { "action_query_batch_std": 0.41631239354610444, "action_query_norm": 43.85129318237305, "action_relation_loss": 0.0066599954385310415, "auxiliary_loss_weight": 1.0, "epoch": 8.559401309635174, "flow_matching_loss": 0.0432076096534729, "grad_norm": 0.1662677824497223, "h_stock_valid_norm": 98.65189590454102, "invalid_tail_samples": 22.7, "learning_rate": 8.325534455957181e-05, "loss": 0.0499, "positive_teacher_pairs": 27106.1, "query_h_norm_ratio": 0.4445102632045746, "relation_loss": 0.0066599954385310415, "selected_pairs": 27106.1, "step": 9150, "student_distance_mean": 27.582911872863768, "teacher_distance_mean": 0.8575829267501831, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.0066599954385310415, "weighted_relation_loss": 0.0066599954385310415 }, { "action_query_batch_std": 0.4125862181186676, "action_query_norm": 43.834646987915036, "action_relation_loss": 0.006879009446129203, "auxiliary_loss_weight": 1.0, "epoch": 8.568755846585594, "flow_matching_loss": 0.04423500746488571, "grad_norm": 0.15915873646736145, "h_stock_valid_norm": 97.78634262084961, "invalid_tail_samples": 22.8, "learning_rate": 8.321416684525917e-05, "loss": 0.0511, "positive_teacher_pairs": 27087.5, "query_h_norm_ratio": 0.44827722012996674, "relation_loss": 0.006879009446129203, "selected_pairs": 27087.5, "step": 9160, "student_distance_mean": 27.457914543151855, "teacher_distance_mean": 0.8577404677867889, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.006879009446129203, "weighted_relation_loss": 0.006879009446129203 }, { "action_query_batch_std": 0.41636512279510496, "action_query_norm": 43.8410758972168, "action_relation_loss": 0.0064380333293229345, "auxiliary_loss_weight": 1.0, "epoch": 8.578110383536014, "flow_matching_loss": 0.047319105640053746, "grad_norm": 0.1731821596622467, "h_stock_valid_norm": 97.0224624633789, "invalid_tail_samples": 22.3, "learning_rate": 8.317294877260193e-05, "loss": 0.0538, "positive_teacher_pairs": 27199.0, "query_h_norm_ratio": 0.45187492966651915, "relation_loss": 0.0064380333293229345, "selected_pairs": 27199.0, "step": 9170, "student_distance_mean": 27.653591918945313, "teacher_distance_mean": 0.8592587888240815, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.0064380333293229345, "weighted_relation_loss": 0.0064380333293229345 }, { "action_query_batch_std": 0.4158812344074249, "action_query_norm": 43.84077949523926, "action_relation_loss": 0.006582329142838716, "auxiliary_loss_weight": 1.0, "epoch": 8.587464920486436, "flow_matching_loss": 0.042994480580091476, "grad_norm": 0.12305797636508942, "h_stock_valid_norm": 97.31711959838867, "invalid_tail_samples": 21.1, "learning_rate": 8.313169039168394e-05, "loss": 0.0496, "positive_teacher_pairs": 27482.4, "query_h_norm_ratio": 0.45050026178359986, "relation_loss": 0.006582329142838716, "selected_pairs": 27482.4, "step": 9180, "student_distance_mean": 27.680141639709472, "teacher_distance_mean": 0.8564399898052215, "valid_action_samples": 234.9, "weighted_auxiliary_loss": 0.006582329142838716, "weighted_relation_loss": 0.006582329142838716 }, { "action_query_batch_std": 0.4151363879442215, "action_query_norm": 43.83142738342285, "action_relation_loss": 0.006491822330281139, "auxiliary_loss_weight": 1.0, "epoch": 8.596819457436856, "flow_matching_loss": 0.047266003862023356, "grad_norm": 0.13320258259773254, "h_stock_valid_norm": 97.0239860534668, "invalid_tail_samples": 24.3, "learning_rate": 8.3090391752638e-05, "loss": 0.0538, "positive_teacher_pairs": 26741.5, "query_h_norm_ratio": 0.45176618695259096, "relation_loss": 0.006491822330281139, "selected_pairs": 26741.5, "step": 9190, "student_distance_mean": 27.648482704162596, "teacher_distance_mean": 0.8654028534889221, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.006491822330281139, "weighted_relation_loss": 0.006491822330281139 }, { "action_query_batch_std": 0.411237844824791, "action_query_norm": 43.82454605102539, "action_relation_loss": 0.007067151879891753, "auxiliary_loss_weight": 1.0, "epoch": 8.606173994387278, "flow_matching_loss": 0.04406767450273037, "grad_norm": 0.1460668444633484, "h_stock_valid_norm": 96.747314453125, "invalid_tail_samples": 22.0, "learning_rate": 8.304905290564586e-05, "loss": 0.0511, "positive_teacher_pairs": 27266.2, "query_h_norm_ratio": 0.4529818415641785, "relation_loss": 0.007067151879891753, "selected_pairs": 27266.2, "step": 9200, "student_distance_mean": 27.35224304199219, "teacher_distance_mean": 0.8390914857387543, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.007067151879891753, "weighted_relation_loss": 0.007067151879891753 }, { "action_query_batch_std": 0.41597189009189606, "action_query_norm": 43.83089027404785, "action_relation_loss": 0.006809269031509757, "auxiliary_loss_weight": 1.0, "epoch": 8.615528531337699, "flow_matching_loss": 0.04325110837817192, "grad_norm": 0.23685766756534576, "h_stock_valid_norm": 97.25578308105469, "invalid_tail_samples": 19.1, "learning_rate": 8.300767390093813e-05, "loss": 0.0501, "positive_teacher_pairs": 27952.5, "query_h_norm_ratio": 0.45068033039569855, "relation_loss": 0.006809269031509757, "selected_pairs": 27952.5, "step": 9210, "student_distance_mean": 27.557299423217774, "teacher_distance_mean": 0.8545582175254822, "valid_action_samples": 236.9, "weighted_auxiliary_loss": 0.006809269031509757, "weighted_relation_loss": 0.006809269031509757 }, { "action_query_batch_std": 0.41007161140441895, "action_query_norm": 43.811102294921874, "action_relation_loss": 0.0069769237656146284, "auxiliary_loss_weight": 1.0, "epoch": 8.62488306828812, "flow_matching_loss": 0.044563673064112665, "grad_norm": 0.19252564013004303, "h_stock_valid_norm": 96.73966827392579, "invalid_tail_samples": 24.4, "learning_rate": 8.296625478879417e-05, "loss": 0.0515, "positive_teacher_pairs": 26711.9, "query_h_norm_ratio": 0.4528827786445618, "relation_loss": 0.0069769237656146284, "selected_pairs": 26711.9, "step": 9220, "student_distance_mean": 27.153449058532715, "teacher_distance_mean": 0.846791785955429, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.0069769237656146284, "weighted_relation_loss": 0.0069769237656146284 }, { "action_query_batch_std": 0.41910321116447447, "action_query_norm": 43.84667739868164, "action_relation_loss": 0.006982256891205907, "auxiliary_loss_weight": 1.0, "epoch": 8.63423760523854, "flow_matching_loss": 0.04482609145343304, "grad_norm": 0.16216018795967102, "h_stock_valid_norm": 96.6762924194336, "invalid_tail_samples": 22.3, "learning_rate": 8.292479561954214e-05, "loss": 0.0518, "positive_teacher_pairs": 27202.2, "query_h_norm_ratio": 0.4535456568002701, "relation_loss": 0.006982256891205907, "selected_pairs": 27202.2, "step": 9230, "student_distance_mean": 27.7441125869751, "teacher_distance_mean": 0.85308056473732, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.006982256891205907, "weighted_relation_loss": 0.006982256891205907 }, { "action_query_batch_std": 0.41708724796772, "action_query_norm": 43.840559005737305, "action_relation_loss": 0.006823012232780456, "auxiliary_loss_weight": 1.0, "epoch": 8.643592142188961, "flow_matching_loss": 0.04406600221991539, "grad_norm": 0.10459553450345993, "h_stock_valid_norm": 97.16410293579102, "invalid_tail_samples": 23.8, "learning_rate": 8.288329644355883e-05, "loss": 0.0509, "positive_teacher_pairs": 26848.0, "query_h_norm_ratio": 0.451206237077713, "relation_loss": 0.006823012232780456, "selected_pairs": 26848.0, "step": 9240, "student_distance_mean": 27.597332572937013, "teacher_distance_mean": 0.8500030636787415, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.006823012232780456, "weighted_relation_loss": 0.006823012232780456 }, { "action_query_batch_std": 0.41466244459152224, "action_query_norm": 43.831145477294925, "action_relation_loss": 0.006747239222750068, "auxiliary_loss_weight": 1.0, "epoch": 8.652946679139383, "flow_matching_loss": 0.0450581356883049, "grad_norm": 0.11290202289819717, "h_stock_valid_norm": 96.88598098754883, "invalid_tail_samples": 22.5, "learning_rate": 8.284175731126965e-05, "loss": 0.0518, "positive_teacher_pairs": 27155.9, "query_h_norm_ratio": 0.4524026393890381, "relation_loss": 0.006747239222750068, "selected_pairs": 27155.9, "step": 9250, "student_distance_mean": 27.641706466674805, "teacher_distance_mean": 0.8554554581642151, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.006747239222750068, "weighted_relation_loss": 0.006747239222750068 }, { "action_query_batch_std": 0.414641398191452, "action_query_norm": 43.82602653503418, "action_relation_loss": 0.006538986740633845, "auxiliary_loss_weight": 1.0, "epoch": 8.662301216089803, "flow_matching_loss": 0.04415214322507381, "grad_norm": 0.151033416390419, "h_stock_valid_norm": 96.92360458374023, "invalid_tail_samples": 23.7, "learning_rate": 8.280017827314854e-05, "loss": 0.0507, "positive_teacher_pairs": 26880.4, "query_h_norm_ratio": 0.4521759212017059, "relation_loss": 0.006538986740633845, "selected_pairs": 26880.4, "step": 9260, "student_distance_mean": 27.634297370910645, "teacher_distance_mean": 0.8544388234615325, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.006538986740633845, "weighted_relation_loss": 0.006538986740633845 }, { "action_query_batch_std": 0.4148677259683609, "action_query_norm": 43.82186088562012, "action_relation_loss": 0.006756503973156214, "auxiliary_loss_weight": 1.0, "epoch": 8.671655753040225, "flow_matching_loss": 0.04796503074467182, "grad_norm": 0.1747182160615921, "h_stock_valid_norm": 97.18084564208985, "invalid_tail_samples": 23.2, "learning_rate": 8.2758559379718e-05, "loss": 0.0547, "positive_teacher_pairs": 26986.5, "query_h_norm_ratio": 0.45093564689159393, "relation_loss": 0.006756503973156214, "selected_pairs": 26986.5, "step": 9270, "student_distance_mean": 27.453397750854492, "teacher_distance_mean": 0.8508757412433624, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.006756503973156214, "weighted_relation_loss": 0.006756503973156214 }, { "action_query_batch_std": 0.4183506786823273, "action_query_norm": 43.821261978149415, "action_relation_loss": 0.006720964377745986, "auxiliary_loss_weight": 1.0, "epoch": 8.681010289990645, "flow_matching_loss": 0.04569237120449543, "grad_norm": 0.14029067754745483, "h_stock_valid_norm": 97.81346130371094, "invalid_tail_samples": 23.7, "learning_rate": 8.271690068154887e-05, "loss": 0.0524, "positive_teacher_pairs": 26872.2, "query_h_norm_ratio": 0.44801182150840757, "relation_loss": 0.006720964377745986, "selected_pairs": 26872.2, "step": 9280, "student_distance_mean": 27.78600196838379, "teacher_distance_mean": 0.8620408058166504, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.006720964377745986, "weighted_relation_loss": 0.006720964377745986 }, { "action_query_batch_std": 0.41611326634883883, "action_query_norm": 43.81821136474609, "action_relation_loss": 0.006858883379027248, "auxiliary_loss_weight": 1.0, "epoch": 8.690364826941066, "flow_matching_loss": 0.04377685859799385, "grad_norm": 0.15403077006340027, "h_stock_valid_norm": 97.45025024414062, "invalid_tail_samples": 21.9, "learning_rate": 8.26752022292604e-05, "loss": 0.0506, "positive_teacher_pairs": 27291.2, "query_h_norm_ratio": 0.44965237081050874, "relation_loss": 0.006858883379027248, "selected_pairs": 27291.2, "step": 9290, "student_distance_mean": 27.624691009521484, "teacher_distance_mean": 0.8552644968032836, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.006858883379027248, "weighted_relation_loss": 0.006858883379027248 }, { "action_query_batch_std": 0.4181284993886948, "action_query_norm": 43.82995491027832, "action_relation_loss": 0.006847690138965845, "auxiliary_loss_weight": 1.0, "epoch": 8.699719363891488, "flow_matching_loss": 0.04424487538635731, "grad_norm": 0.11801118403673172, "h_stock_valid_norm": 98.02811126708984, "invalid_tail_samples": 25.1, "learning_rate": 8.263346407352018e-05, "loss": 0.0511, "positive_teacher_pairs": 26551.2, "query_h_norm_ratio": 0.4471242755651474, "relation_loss": 0.006847690138965845, "selected_pairs": 26551.2, "step": 9300, "student_distance_mean": 27.74499340057373, "teacher_distance_mean": 0.8556943356990814, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.006847690138965845, "weighted_relation_loss": 0.006847690138965845 }, { "action_query_batch_std": 0.41333244144916537, "action_query_norm": 43.81872634887695, "action_relation_loss": 0.006751716183498502, "auxiliary_loss_weight": 1.0, "epoch": 8.709073900841908, "flow_matching_loss": 0.04601556994020939, "grad_norm": 0.13163794577121735, "h_stock_valid_norm": 97.98049468994141, "invalid_tail_samples": 21.9, "learning_rate": 8.259168626504395e-05, "loss": 0.0528, "positive_teacher_pairs": 27293.3, "query_h_norm_ratio": 0.44722504913806915, "relation_loss": 0.006751716183498502, "selected_pairs": 27293.3, "step": 9310, "student_distance_mean": 27.455596733093262, "teacher_distance_mean": 0.8483156025409698, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.006751716183498502, "weighted_relation_loss": 0.006751716183498502 }, { "action_query_batch_std": 0.41665681898593904, "action_query_norm": 43.81883506774902, "action_relation_loss": 0.006280075293034315, "auxiliary_loss_weight": 1.0, "epoch": 8.71842843779233, "flow_matching_loss": 0.0448486540466547, "grad_norm": 0.12028935551643372, "h_stock_valid_norm": 96.97459869384765, "invalid_tail_samples": 24.6, "learning_rate": 8.254986885459572e-05, "loss": 0.0511, "positive_teacher_pairs": 26667.1, "query_h_norm_ratio": 0.45186265408992765, "relation_loss": 0.006280075293034315, "selected_pairs": 26667.1, "step": 9320, "student_distance_mean": 27.613594436645506, "teacher_distance_mean": 0.8559191942214965, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.006280075293034315, "weighted_relation_loss": 0.006280075293034315 }, { "action_query_batch_std": 0.41540138721466063, "action_query_norm": 43.82491836547852, "action_relation_loss": 0.006693276995792985, "auxiliary_loss_weight": 1.0, "epoch": 8.72778297474275, "flow_matching_loss": 0.04491581097245216, "grad_norm": 0.12810955941677094, "h_stock_valid_norm": 97.36254577636718, "invalid_tail_samples": 24.1, "learning_rate": 8.250801189298757e-05, "loss": 0.0516, "positive_teacher_pairs": 26792.7, "query_h_norm_ratio": 0.45012386739253996, "relation_loss": 0.006693276995792985, "selected_pairs": 26792.7, "step": 9330, "student_distance_mean": 27.570647621154784, "teacher_distance_mean": 0.8536652147769928, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.006693276995792985, "weighted_relation_loss": 0.006693276995792985 }, { "action_query_batch_std": 0.4185864984989166, "action_query_norm": 43.82639999389649, "action_relation_loss": 0.006821421626955271, "auxiliary_loss_weight": 1.0, "epoch": 8.737137511693172, "flow_matching_loss": 0.04409266859292984, "grad_norm": 0.17507033050060272, "h_stock_valid_norm": 97.3416732788086, "invalid_tail_samples": 26.2, "learning_rate": 8.246611543107967e-05, "loss": 0.0509, "positive_teacher_pairs": 26315.6, "query_h_norm_ratio": 0.45023883879184723, "relation_loss": 0.006821421626955271, "selected_pairs": 26315.6, "step": 9340, "student_distance_mean": 27.94123954772949, "teacher_distance_mean": 0.8641900658607483, "valid_action_samples": 229.8, "weighted_auxiliary_loss": 0.006821421626955271, "weighted_relation_loss": 0.006821421626955271 }, { "action_query_batch_std": 0.4121039718389511, "action_query_norm": 43.80749588012695, "action_relation_loss": 0.006661097845062613, "auxiliary_loss_weight": 1.0, "epoch": 8.746492048643592, "flow_matching_loss": 0.04422585852444172, "grad_norm": 0.1504031866788864, "h_stock_valid_norm": 97.30049362182618, "invalid_tail_samples": 23.8, "learning_rate": 8.242417951978018e-05, "loss": 0.0509, "positive_teacher_pairs": 26851.8, "query_h_norm_ratio": 0.45023624300956727, "relation_loss": 0.006661097845062613, "selected_pairs": 26851.8, "step": 9350, "student_distance_mean": 27.408666610717773, "teacher_distance_mean": 0.847886073589325, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.006661097845062613, "weighted_relation_loss": 0.006661097845062613 }, { "action_query_batch_std": 0.41747669577598573, "action_query_norm": 43.81907958984375, "action_relation_loss": 0.006550814770162105, "auxiliary_loss_weight": 1.0, "epoch": 8.755846585594012, "flow_matching_loss": 0.04478264674544334, "grad_norm": 0.15198449790477753, "h_stock_valid_norm": 98.26199951171876, "invalid_tail_samples": 25.7, "learning_rate": 8.238220421004517e-05, "loss": 0.0513, "positive_teacher_pairs": 26414.5, "query_h_norm_ratio": 0.44594680666923525, "relation_loss": 0.006550814770162105, "selected_pairs": 26414.5, "step": 9360, "student_distance_mean": 27.825495529174805, "teacher_distance_mean": 0.8575779855251312, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.006550814770162105, "weighted_relation_loss": 0.006550814770162105 }, { "action_query_batch_std": 0.4105788469314575, "action_query_norm": 43.807141876220705, "action_relation_loss": 0.006855682609602809, "auxiliary_loss_weight": 1.0, "epoch": 8.765201122544434, "flow_matching_loss": 0.04648066125810146, "grad_norm": 0.15347732603549957, "h_stock_valid_norm": 98.1555046081543, "invalid_tail_samples": 22.8, "learning_rate": 8.234018955287859e-05, "loss": 0.0533, "positive_teacher_pairs": 27082.6, "query_h_norm_ratio": 0.44630596935749056, "relation_loss": 0.006855682609602809, "selected_pairs": 27082.6, "step": 9370, "student_distance_mean": 27.349742126464843, "teacher_distance_mean": 0.845087069272995, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.006855682609602809, "weighted_relation_loss": 0.006855682609602809 }, { "action_query_batch_std": 0.41116792857646944, "action_query_norm": 43.79433479309082, "action_relation_loss": 0.006841523991897702, "auxiliary_loss_weight": 1.0, "epoch": 8.774555659494855, "flow_matching_loss": 0.044623110070824624, "grad_norm": 0.19438262283802032, "h_stock_valid_norm": 97.84526977539062, "invalid_tail_samples": 22.2, "learning_rate": 8.229813559933224e-05, "loss": 0.0515, "positive_teacher_pairs": 27225.4, "query_h_norm_ratio": 0.4475896120071411, "relation_loss": 0.006841523991897702, "selected_pairs": 27225.4, "step": 9380, "student_distance_mean": 27.477862930297853, "teacher_distance_mean": 0.8554318130016327, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.006841523991897702, "weighted_relation_loss": 0.006841523991897702 }, { "action_query_batch_std": 0.4164917588233948, "action_query_norm": 43.80765724182129, "action_relation_loss": 0.00668094758875668, "auxiliary_loss_weight": 1.0, "epoch": 8.783910196445277, "flow_matching_loss": 0.04858676008880138, "grad_norm": 0.18695087730884552, "h_stock_valid_norm": 97.7941650390625, "invalid_tail_samples": 25.7, "learning_rate": 8.22560424005056e-05, "loss": 0.0553, "positive_teacher_pairs": 26422.0, "query_h_norm_ratio": 0.44796126782894136, "relation_loss": 0.00668094758875668, "selected_pairs": 26422.0, "step": 9390, "student_distance_mean": 27.703461837768554, "teacher_distance_mean": 0.858987295627594, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.00668094758875668, "weighted_relation_loss": 0.00668094758875668 }, { "action_query_batch_std": 0.4165519028902054, "action_query_norm": 43.808590698242185, "action_relation_loss": 0.006932881474494934, "auxiliary_loss_weight": 1.0, "epoch": 8.793264733395697, "flow_matching_loss": 0.043631714582443235, "grad_norm": 0.18778102099895477, "h_stock_valid_norm": 97.90099868774413, "invalid_tail_samples": 22.1, "learning_rate": 8.22139100075459e-05, "loss": 0.0506, "positive_teacher_pairs": 27243.0, "query_h_norm_ratio": 0.44748042821884154, "relation_loss": 0.006932881474494934, "selected_pairs": 27243.0, "step": 9400, "student_distance_mean": 27.788149452209474, "teacher_distance_mean": 0.8569692969322205, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.006932881474494934, "weighted_relation_loss": 0.006932881474494934 }, { "action_query_batch_std": 0.4099120706319809, "action_query_norm": 43.792636489868165, "action_relation_loss": 0.006908598402515054, "auxiliary_loss_weight": 1.0, "epoch": 8.802619270346117, "flow_matching_loss": 0.04650494903326034, "grad_norm": 0.15757015347480774, "h_stock_valid_norm": 97.68261413574218, "invalid_tail_samples": 25.1, "learning_rate": 8.217173847164799e-05, "loss": 0.0534, "positive_teacher_pairs": 26548.0, "query_h_norm_ratio": 0.44832201302051544, "relation_loss": 0.006908598402515054, "selected_pairs": 26548.0, "step": 9410, "student_distance_mean": 27.184478569030762, "teacher_distance_mean": 0.8524632453918457, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.006908598402515054, "weighted_relation_loss": 0.006908598402515054 }, { "action_query_batch_std": 0.4113775283098221, "action_query_norm": 43.78576583862305, "action_relation_loss": 0.006478962674736977, "auxiliary_loss_weight": 1.0, "epoch": 8.811973807296539, "flow_matching_loss": 0.043730982765555385, "grad_norm": 0.13848133385181427, "h_stock_valid_norm": 97.76626129150391, "invalid_tail_samples": 26.7, "learning_rate": 8.212952784405422e-05, "loss": 0.0502, "positive_teacher_pairs": 26180.6, "query_h_norm_ratio": 0.44786505997180937, "relation_loss": 0.006478962674736977, "selected_pairs": 26180.6, "step": 9420, "student_distance_mean": 27.392044067382812, "teacher_distance_mean": 0.8604609131813049, "valid_action_samples": 229.3, "weighted_auxiliary_loss": 0.006478962674736977, "weighted_relation_loss": 0.006478962674736977 }, { "action_query_batch_std": 0.4100773990154266, "action_query_norm": 43.7808162689209, "action_relation_loss": 0.006941298069432378, "auxiliary_loss_weight": 1.0, "epoch": 8.82132834424696, "flow_matching_loss": 0.044346295297145844, "grad_norm": 0.1564919352531433, "h_stock_valid_norm": 97.25473327636719, "invalid_tail_samples": 25.4, "learning_rate": 8.208727817605451e-05, "loss": 0.0513, "positive_teacher_pairs": 26478.8, "query_h_norm_ratio": 0.450169038772583, "relation_loss": 0.006941298069432378, "selected_pairs": 26478.8, "step": 9430, "student_distance_mean": 27.31537780761719, "teacher_distance_mean": 0.8485219478607178, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.006941298069432378, "weighted_relation_loss": 0.006941298069432378 }, { "action_query_batch_std": 0.41328610181808473, "action_query_norm": 43.79443016052246, "action_relation_loss": 0.006617309479042888, "auxiliary_loss_weight": 1.0, "epoch": 8.830682881197381, "flow_matching_loss": 0.045112811774015424, "grad_norm": 0.14159202575683594, "h_stock_valid_norm": 97.07307586669921, "invalid_tail_samples": 25.7, "learning_rate": 8.204498951898618e-05, "loss": 0.0517, "positive_teacher_pairs": 26415.1, "query_h_norm_ratio": 0.45115049183368683, "relation_loss": 0.006617309479042888, "selected_pairs": 26415.1, "step": 9440, "student_distance_mean": 27.515417289733886, "teacher_distance_mean": 0.8543251752853394, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.006617309479042888, "weighted_relation_loss": 0.006617309479042888 }, { "action_query_batch_std": 0.41167467534542085, "action_query_norm": 43.790283584594725, "action_relation_loss": 0.006878915382549167, "auxiliary_loss_weight": 1.0, "epoch": 8.840037418147801, "flow_matching_loss": 0.044040121138095856, "grad_norm": 0.12264656275510788, "h_stock_valid_norm": 97.14928512573242, "invalid_tail_samples": 25.7, "learning_rate": 8.200266192423395e-05, "loss": 0.0509, "positive_teacher_pairs": 26411.2, "query_h_norm_ratio": 0.45075660943984985, "relation_loss": 0.006878915382549167, "selected_pairs": 26411.2, "step": 9450, "student_distance_mean": 27.370631980895997, "teacher_distance_mean": 0.8563586354255677, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.006878915382549167, "weighted_relation_loss": 0.006878915382549167 }, { "action_query_batch_std": 0.4096493452787399, "action_query_norm": 43.78660011291504, "action_relation_loss": 0.006928741838783026, "auxiliary_loss_weight": 1.0, "epoch": 8.849391955098223, "flow_matching_loss": 0.045308321714401245, "grad_norm": 0.14592139422893524, "h_stock_valid_norm": 97.0854377746582, "invalid_tail_samples": 22.8, "learning_rate": 8.196029544322981e-05, "loss": 0.0522, "positive_teacher_pairs": 27088.9, "query_h_norm_ratio": 0.45101449489593504, "relation_loss": 0.006928741838783026, "selected_pairs": 27088.9, "step": 9460, "student_distance_mean": 27.245824241638182, "teacher_distance_mean": 0.860787284374237, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.006928741838783026, "weighted_relation_loss": 0.006928741838783026 }, { "action_query_batch_std": 0.4097634255886078, "action_query_norm": 43.77159576416015, "action_relation_loss": 0.007048167986795306, "auxiliary_loss_weight": 1.0, "epoch": 8.858746492048644, "flow_matching_loss": 0.04558665342628956, "grad_norm": 0.14291943609714508, "h_stock_valid_norm": 96.98802490234375, "invalid_tail_samples": 23.1, "learning_rate": 8.191789012745305e-05, "loss": 0.0526, "positive_teacher_pairs": 27009.4, "query_h_norm_ratio": 0.4513133347034454, "relation_loss": 0.007048167986795306, "selected_pairs": 27009.4, "step": 9470, "student_distance_mean": 27.21296787261963, "teacher_distance_mean": 0.849185562133789, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.007048167986795306, "weighted_relation_loss": 0.007048167986795306 }, { "action_query_batch_std": 0.4058157175779343, "action_query_norm": 43.77057991027832, "action_relation_loss": 0.006538587622344494, "auxiliary_loss_weight": 1.0, "epoch": 8.868101028999064, "flow_matching_loss": 0.04382181316614151, "grad_norm": 0.16799664497375488, "h_stock_valid_norm": 97.3169662475586, "invalid_tail_samples": 21.4, "learning_rate": 8.187544602843014e-05, "loss": 0.0504, "positive_teacher_pairs": 27410.5, "query_h_norm_ratio": 0.44977677464485166, "relation_loss": 0.006538587622344494, "selected_pairs": 27410.5, "step": 9480, "student_distance_mean": 26.977783012390137, "teacher_distance_mean": 0.8500980257987976, "valid_action_samples": 234.6, "weighted_auxiliary_loss": 0.006538587622344494, "weighted_relation_loss": 0.006538587622344494 }, { "action_query_batch_std": 0.4074021100997925, "action_query_norm": 43.767416381835936, "action_relation_loss": 0.006628699554130435, "auxiliary_loss_weight": 1.0, "epoch": 8.877455565949486, "flow_matching_loss": 0.04498414658010006, "grad_norm": 0.16952621936798096, "h_stock_valid_norm": 98.6097511291504, "invalid_tail_samples": 23.8, "learning_rate": 8.183296319773466e-05, "loss": 0.0516, "positive_teacher_pairs": 26856.2, "query_h_norm_ratio": 0.4438697785139084, "relation_loss": 0.006628699554130435, "selected_pairs": 26856.2, "step": 9490, "student_distance_mean": 26.954374694824217, "teacher_distance_mean": 0.8592406749725342, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.006628699554130435, "weighted_relation_loss": 0.006628699554130435 }, { "action_query_batch_std": 0.41354718506336213, "action_query_norm": 43.78543243408203, "action_relation_loss": 0.006798798404633999, "auxiliary_loss_weight": 1.0, "epoch": 8.886810102899906, "flow_matching_loss": 0.04331250824034214, "grad_norm": 0.13245652616024017, "h_stock_valid_norm": 99.76839065551758, "invalid_tail_samples": 21.2, "learning_rate": 8.179044168698721e-05, "loss": 0.0501, "positive_teacher_pairs": 27456.7, "query_h_norm_ratio": 0.43887331485748293, "relation_loss": 0.006798798404633999, "selected_pairs": 27456.7, "step": 9500, "student_distance_mean": 27.513676261901857, "teacher_distance_mean": 0.8601311206817627, "valid_action_samples": 234.8, "weighted_auxiliary_loss": 0.006798798404633999, "weighted_relation_loss": 0.006798798404633999 }, { "action_query_batch_std": 0.4128148347139359, "action_query_norm": 43.782100677490234, "action_relation_loss": 0.0068293468095362185, "auxiliary_loss_weight": 1.0, "epoch": 8.896164639850328, "flow_matching_loss": 0.04120820760726929, "grad_norm": 0.12905842065811157, "h_stock_valid_norm": 99.49588394165039, "invalid_tail_samples": 24.5, "learning_rate": 8.174788154785548e-05, "loss": 0.048, "positive_teacher_pairs": 26688.8, "query_h_norm_ratio": 0.44004566967487335, "relation_loss": 0.0068293468095362185, "selected_pairs": 26688.8, "step": 9510, "student_distance_mean": 27.502738761901856, "teacher_distance_mean": 0.847318708896637, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.0068293468095362185, "weighted_relation_loss": 0.0068293468095362185 }, { "action_query_batch_std": 0.4123550742864609, "action_query_norm": 43.77639198303223, "action_relation_loss": 0.006342108361423016, "auxiliary_loss_weight": 1.0, "epoch": 8.905519176800748, "flow_matching_loss": 0.042892501875758174, "grad_norm": 0.10089806467294693, "h_stock_valid_norm": 98.40437393188476, "invalid_tail_samples": 24.2, "learning_rate": 8.170528283205403e-05, "loss": 0.0492, "positive_teacher_pairs": 26759.9, "query_h_norm_ratio": 0.4448688864707947, "relation_loss": 0.006342108361423016, "selected_pairs": 26759.9, "step": 9520, "student_distance_mean": 27.31769428253174, "teacher_distance_mean": 0.8535420715808868, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.006342108361423016, "weighted_relation_loss": 0.006342108361423016 }, { "action_query_batch_std": 0.4138423502445221, "action_query_norm": 43.78129959106445, "action_relation_loss": 0.006609952123835683, "auxiliary_loss_weight": 1.0, "epoch": 8.91487371375117, "flow_matching_loss": 0.04351613074541092, "grad_norm": 0.12091429531574249, "h_stock_valid_norm": 98.25045166015624, "invalid_tail_samples": 24.4, "learning_rate": 8.166264559134435e-05, "loss": 0.0501, "positive_teacher_pairs": 26708.5, "query_h_norm_ratio": 0.4456106603145599, "relation_loss": 0.006609952123835683, "selected_pairs": 26708.5, "step": 9530, "student_distance_mean": 27.458945274353027, "teacher_distance_mean": 0.8594070732593536, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.006609952123835683, "weighted_relation_loss": 0.006609952123835683 }, { "action_query_batch_std": 0.4140898138284683, "action_query_norm": 43.77146415710449, "action_relation_loss": 0.006243875063955784, "auxiliary_loss_weight": 1.0, "epoch": 8.92422825070159, "flow_matching_loss": 0.043038759008049966, "grad_norm": 0.10619425028562546, "h_stock_valid_norm": 99.09958190917969, "invalid_tail_samples": 23.3, "learning_rate": 8.161996987753467e-05, "loss": 0.0493, "positive_teacher_pairs": 26968.2, "query_h_norm_ratio": 0.44170214533805846, "relation_loss": 0.006243875063955784, "selected_pairs": 26968.2, "step": 9540, "student_distance_mean": 27.481653785705568, "teacher_distance_mean": 0.8582861006259919, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.006243875063955784, "weighted_relation_loss": 0.006243875063955784 }, { "action_query_batch_std": 0.4107528567314148, "action_query_norm": 43.75379257202148, "action_relation_loss": 0.006739122839644551, "auxiliary_loss_weight": 1.0, "epoch": 8.93358278765201, "flow_matching_loss": 0.04472208209335804, "grad_norm": 0.13241559267044067, "h_stock_valid_norm": 99.24439086914063, "invalid_tail_samples": 25.9, "learning_rate": 8.157725574248e-05, "loss": 0.0515, "positive_teacher_pairs": 26371.3, "query_h_norm_ratio": 0.4408714234828949, "relation_loss": 0.006739122839644551, "selected_pairs": 26371.3, "step": 9550, "student_distance_mean": 27.29177188873291, "teacher_distance_mean": 0.8556404113769531, "valid_action_samples": 230.1, "weighted_auxiliary_loss": 0.006739122839644551, "weighted_relation_loss": 0.006739122839644551 }, { "action_query_batch_std": 0.41416856050491335, "action_query_norm": 43.76611404418945, "action_relation_loss": 0.006820881040766835, "auxiliary_loss_weight": 1.0, "epoch": 8.942937324602433, "flow_matching_loss": 0.0437344241887331, "grad_norm": 0.1468942016363144, "h_stock_valid_norm": 98.48986206054687, "invalid_tail_samples": 25.1, "learning_rate": 8.153450323808209e-05, "loss": 0.0506, "positive_teacher_pairs": 26551.3, "query_h_norm_ratio": 0.4443775027990341, "relation_loss": 0.006820881040766835, "selected_pairs": 26551.3, "step": 9560, "student_distance_mean": 27.56168727874756, "teacher_distance_mean": 0.8579295158386231, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.006820881040766835, "weighted_relation_loss": 0.006820881040766835 }, { "action_query_batch_std": 0.4113119810819626, "action_query_norm": 43.76968231201172, "action_relation_loss": 0.006737554771825671, "auxiliary_loss_weight": 1.0, "epoch": 8.952291861552853, "flow_matching_loss": 0.04232647605240345, "grad_norm": 0.1605735868215561, "h_stock_valid_norm": 98.27714691162109, "invalid_tail_samples": 23.9, "learning_rate": 8.149171241628923e-05, "loss": 0.0491, "positive_teacher_pairs": 26832.9, "query_h_norm_ratio": 0.4453745990991592, "relation_loss": 0.006737554771825671, "selected_pairs": 26832.9, "step": 9570, "student_distance_mean": 27.41331615447998, "teacher_distance_mean": 0.8480618178844452, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.006737554771825671, "weighted_relation_loss": 0.006737554771825671 }, { "action_query_batch_std": 0.4166644632816315, "action_query_norm": 43.7689395904541, "action_relation_loss": 0.006436594342812896, "auxiliary_loss_weight": 1.0, "epoch": 8.961646398503275, "flow_matching_loss": 0.04490119554102421, "grad_norm": 0.15984036028385162, "h_stock_valid_norm": 97.73498306274413, "invalid_tail_samples": 24.4, "learning_rate": 8.144888332909631e-05, "loss": 0.0513, "positive_teacher_pairs": 26706.4, "query_h_norm_ratio": 0.4478389769792557, "relation_loss": 0.006436594342812896, "selected_pairs": 26706.4, "step": 9580, "student_distance_mean": 27.633431434631348, "teacher_distance_mean": 0.8566411852836608, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.006436594342812896, "weighted_relation_loss": 0.006436594342812896 }, { "action_query_batch_std": 0.41210649311542513, "action_query_norm": 43.76444511413574, "action_relation_loss": 0.006709659984335303, "auxiliary_loss_weight": 1.0, "epoch": 8.971000935453695, "flow_matching_loss": 0.043578508868813516, "grad_norm": 0.17893129587173462, "h_stock_valid_norm": 97.92195205688476, "invalid_tail_samples": 21.9, "learning_rate": 8.14060160285447e-05, "loss": 0.0503, "positive_teacher_pairs": 27293.5, "query_h_norm_ratio": 0.446934112906456, "relation_loss": 0.006709659984335303, "selected_pairs": 27293.5, "step": 9590, "student_distance_mean": 27.323781776428223, "teacher_distance_mean": 0.8483127593994141, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.006709659984335303, "weighted_relation_loss": 0.006709659984335303 }, { "action_query_batch_std": 0.40600988268852234, "action_query_norm": 43.73651313781738, "action_relation_loss": 0.006791098788380623, "auxiliary_loss_weight": 1.0, "epoch": 8.980355472404115, "flow_matching_loss": 0.04383592568337917, "grad_norm": 0.14267383515834808, "h_stock_valid_norm": 98.04434432983399, "invalid_tail_samples": 23.0, "learning_rate": 8.136311056672223e-05, "loss": 0.0506, "positive_teacher_pairs": 27040.8, "query_h_norm_ratio": 0.4460992753505707, "relation_loss": 0.006791098788380623, "selected_pairs": 27040.8, "step": 9600, "student_distance_mean": 26.982030296325682, "teacher_distance_mean": 0.8440395653247833, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.006791098788380623, "weighted_relation_loss": 0.006791098788380623 }, { "action_query_batch_std": 0.41445266604423525, "action_query_norm": 43.76182327270508, "action_relation_loss": 0.007037349138408899, "auxiliary_loss_weight": 1.0, "epoch": 8.989710009354537, "flow_matching_loss": 0.04229952208697796, "grad_norm": 0.08761968463659286, "h_stock_valid_norm": 98.58602447509766, "invalid_tail_samples": 23.4, "learning_rate": 8.132016699576308e-05, "loss": 0.0493, "positive_teacher_pairs": 26944.2, "query_h_norm_ratio": 0.44390375912189484, "relation_loss": 0.007037349138408899, "selected_pairs": 26944.2, "step": 9610, "student_distance_mean": 27.482684326171874, "teacher_distance_mean": 0.8556291282176971, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.007037349138408899, "weighted_relation_loss": 0.007037349138408899 }, { "action_query_batch_std": 0.41234889924526213, "action_query_norm": 43.762142944335935, "action_relation_loss": 0.006562242656946183, "auxiliary_loss_weight": 1.0, "epoch": 8.999064546304957, "flow_matching_loss": 0.04595545306801796, "grad_norm": 0.1267533153295517, "h_stock_valid_norm": 97.53206634521484, "invalid_tail_samples": 25.7, "learning_rate": 8.127718536784771e-05, "loss": 0.0525, "positive_teacher_pairs": 26407.7, "query_h_norm_ratio": 0.44870067238807676, "relation_loss": 0.006562242656946183, "selected_pairs": 26407.7, "step": 9620, "student_distance_mean": 27.414274978637696, "teacher_distance_mean": 0.8562273681163788, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.006562242656946183, "weighted_relation_loss": 0.006562242656946183 }, { "action_query_batch_std": 0.40733048915863035, "action_query_norm": 43.7471565246582, "action_relation_loss": 0.006142041506245732, "auxiliary_loss_weight": 1.0, "epoch": 9.00841908325538, "flow_matching_loss": 0.04358980134129524, "grad_norm": 0.11327292025089264, "h_stock_valid_norm": 97.6576530456543, "invalid_tail_samples": 20.0, "learning_rate": 8.12341657352029e-05, "loss": 0.0497, "positive_teacher_pairs": 24759.8, "query_h_norm_ratio": 0.4479673981666565, "relation_loss": 0.006142041506245732, "selected_pairs": 24759.8, "step": 9630, "student_distance_mean": 27.14452362060547, "teacher_distance_mean": 0.8503988027572632, "valid_action_samples": 216.1, "weighted_auxiliary_loss": 0.006142041506245732, "weighted_relation_loss": 0.006142041506245732 }, { "action_query_batch_std": 0.4122011184692383, "action_query_norm": 43.75107116699219, "action_relation_loss": 0.006276788143441081, "auxiliary_loss_weight": 1.0, "epoch": 9.0177736202058, "flow_matching_loss": 0.042181844264268874, "grad_norm": 0.1041979044675827, "h_stock_valid_norm": 98.56256637573242, "invalid_tail_samples": 24.5, "learning_rate": 8.119110815010151e-05, "loss": 0.0485, "positive_teacher_pairs": 26692.2, "query_h_norm_ratio": 0.44389387369155886, "relation_loss": 0.006276788143441081, "selected_pairs": 26692.2, "step": 9640, "student_distance_mean": 27.444321060180663, "teacher_distance_mean": 0.853518408536911, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.006276788143441081, "weighted_relation_loss": 0.006276788143441081 }, { "action_query_batch_std": 0.41720038950443267, "action_query_norm": 43.76147232055664, "action_relation_loss": 0.006098431115970015, "auxiliary_loss_weight": 1.0, "epoch": 9.027128157156222, "flow_matching_loss": 0.04332579560577869, "grad_norm": 0.13577616214752197, "h_stock_valid_norm": 98.01544799804688, "invalid_tail_samples": 23.7, "learning_rate": 8.114801266486261e-05, "loss": 0.0494, "positive_teacher_pairs": 26873.4, "query_h_norm_ratio": 0.4464817613363266, "relation_loss": 0.006098431115970015, "selected_pairs": 26873.4, "step": 9650, "student_distance_mean": 27.655187606811523, "teacher_distance_mean": 0.8578909158706665, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.006098431115970015, "weighted_relation_loss": 0.006098431115970015 }, { "action_query_batch_std": 0.41082937121391294, "action_query_norm": 43.75075759887695, "action_relation_loss": 0.006728369556367397, "auxiliary_loss_weight": 1.0, "epoch": 9.036482694106642, "flow_matching_loss": 0.04398267231881618, "grad_norm": 0.11549156904220581, "h_stock_valid_norm": 97.11425323486328, "invalid_tail_samples": 23.7, "learning_rate": 8.110487933185122e-05, "loss": 0.0507, "positive_teacher_pairs": 26883.5, "query_h_norm_ratio": 0.45051189661026003, "relation_loss": 0.006728369556367397, "selected_pairs": 26883.5, "step": 9660, "student_distance_mean": 27.279931259155273, "teacher_distance_mean": 0.8559792697429657, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.006728369556367397, "weighted_relation_loss": 0.006728369556367397 }, { "action_query_batch_std": 0.4097182422876358, "action_query_norm": 43.750572204589844, "action_relation_loss": 0.006391653046011925, "auxiliary_loss_weight": 1.0, "epoch": 9.045837231057062, "flow_matching_loss": 0.04177981801331043, "grad_norm": 0.12010468542575836, "h_stock_valid_norm": 97.38479919433594, "invalid_tail_samples": 23.8, "learning_rate": 8.106170820347847e-05, "loss": 0.0482, "positive_teacher_pairs": 26850.6, "query_h_norm_ratio": 0.4492573320865631, "relation_loss": 0.006391653046011925, "selected_pairs": 26850.6, "step": 9670, "student_distance_mean": 27.12587547302246, "teacher_distance_mean": 0.849178946018219, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.006391653046011925, "weighted_relation_loss": 0.006391653046011925 }, { "action_query_batch_std": 0.4158382713794708, "action_query_norm": 43.75578269958496, "action_relation_loss": 0.006022986536845565, "auxiliary_loss_weight": 1.0, "epoch": 9.055191768007484, "flow_matching_loss": 0.0410142756998539, "grad_norm": 0.14762525260448456, "h_stock_valid_norm": 98.39460220336915, "invalid_tail_samples": 23.0, "learning_rate": 8.101849933220132e-05, "loss": 0.047, "positive_teacher_pairs": 27031.8, "query_h_norm_ratio": 0.44469998478889466, "relation_loss": 0.006022986536845565, "selected_pairs": 27031.8, "step": 9680, "student_distance_mean": 27.658311462402345, "teacher_distance_mean": 0.8557874321937561, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.006022986536845565, "weighted_relation_loss": 0.006022986536845565 }, { "action_query_batch_std": 0.4166691780090332, "action_query_norm": 43.75702247619629, "action_relation_loss": 0.0063837046269327406, "auxiliary_loss_weight": 1.0, "epoch": 9.064546304957904, "flow_matching_loss": 0.04288597479462623, "grad_norm": 0.16528411209583282, "h_stock_valid_norm": 98.8978157043457, "invalid_tail_samples": 21.3, "learning_rate": 8.097525277052264e-05, "loss": 0.0493, "positive_teacher_pairs": 27428.1, "query_h_norm_ratio": 0.4424491286277771, "relation_loss": 0.0063837046269327406, "selected_pairs": 27428.1, "step": 9690, "student_distance_mean": 27.684058952331544, "teacher_distance_mean": 0.8606919765472412, "valid_action_samples": 234.7, "weighted_auxiliary_loss": 0.0063837046269327406, "weighted_relation_loss": 0.0063837046269327406 }, { "action_query_batch_std": 0.41154694855213164, "action_query_norm": 43.74074516296387, "action_relation_loss": 0.006492310017347336, "auxiliary_loss_weight": 1.0, "epoch": 9.073900841908326, "flow_matching_loss": 0.04383802078664303, "grad_norm": 0.12457481771707535, "h_stock_valid_norm": 99.68286819458008, "invalid_tail_samples": 23.0, "learning_rate": 8.093196857099106e-05, "loss": 0.0503, "positive_teacher_pairs": 27039.1, "query_h_norm_ratio": 0.4388004750013351, "relation_loss": 0.006492310017347336, "selected_pairs": 27039.1, "step": 9700, "student_distance_mean": 27.388664627075194, "teacher_distance_mean": 0.8559840500354767, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.006492310017347336, "weighted_relation_loss": 0.006492310017347336 }, { "action_query_batch_std": 0.41126593947410583, "action_query_norm": 43.74372177124023, "action_relation_loss": 0.0064406702760607, "auxiliary_loss_weight": 1.0, "epoch": 9.083255378858746, "flow_matching_loss": 0.04107342436909676, "grad_norm": 0.10632678121328354, "h_stock_valid_norm": 99.29809265136718, "invalid_tail_samples": 22.8, "learning_rate": 8.088864678620096e-05, "loss": 0.0475, "positive_teacher_pairs": 27078.4, "query_h_norm_ratio": 0.44053504765033724, "relation_loss": 0.0064406702760607, "selected_pairs": 27078.4, "step": 9710, "student_distance_mean": 27.35912094116211, "teacher_distance_mean": 0.8510213673114777, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0064406702760607, "weighted_relation_loss": 0.0064406702760607 }, { "action_query_batch_std": 0.4129501819610596, "action_query_norm": 43.73633728027344, "action_relation_loss": 0.006346471887081861, "auxiliary_loss_weight": 1.0, "epoch": 9.092609915809167, "flow_matching_loss": 0.04348317794501781, "grad_norm": 0.1165349930524826, "h_stock_valid_norm": 98.57222747802734, "invalid_tail_samples": 24.6, "learning_rate": 8.084528746879243e-05, "loss": 0.0498, "positive_teacher_pairs": 26664.5, "query_h_norm_ratio": 0.44370352029800414, "relation_loss": 0.006346471887081861, "selected_pairs": 26664.5, "step": 9720, "student_distance_mean": 27.405942916870117, "teacher_distance_mean": 0.8535687625408173, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.006346471887081861, "weighted_relation_loss": 0.006346471887081861 }, { "action_query_batch_std": 0.416101348400116, "action_query_norm": 43.75420036315918, "action_relation_loss": 0.006178586930036545, "auxiliary_loss_weight": 1.0, "epoch": 9.101964452759589, "flow_matching_loss": 0.04157295897603035, "grad_norm": 0.10997242480516434, "h_stock_valid_norm": 98.54168167114258, "invalid_tail_samples": 22.1, "learning_rate": 8.080189067145108e-05, "loss": 0.0478, "positive_teacher_pairs": 27248.0, "query_h_norm_ratio": 0.4440201550722122, "relation_loss": 0.006178586930036545, "selected_pairs": 27248.0, "step": 9730, "student_distance_mean": 27.574499320983886, "teacher_distance_mean": 0.8639096915721893, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.006178586930036545, "weighted_relation_loss": 0.006178586930036545 }, { "action_query_batch_std": 0.40805347859859464, "action_query_norm": 43.730393981933595, "action_relation_loss": 0.006477950233966112, "auxiliary_loss_weight": 1.0, "epoch": 9.111318989710009, "flow_matching_loss": 0.04366462789475918, "grad_norm": 0.14132611453533173, "h_stock_valid_norm": 98.04456634521485, "invalid_tail_samples": 23.2, "learning_rate": 8.075845644690813e-05, "loss": 0.0501, "positive_teacher_pairs": 26988.2, "query_h_norm_ratio": 0.44603207111358645, "relation_loss": 0.006477950233966112, "selected_pairs": 26988.2, "step": 9740, "student_distance_mean": 27.107929611206053, "teacher_distance_mean": 0.8465313851833344, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.006477950233966112, "weighted_relation_loss": 0.006477950233966112 }, { "action_query_batch_std": 0.4103537768125534, "action_query_norm": 43.7315860748291, "action_relation_loss": 0.00599568672478199, "auxiliary_loss_weight": 1.0, "epoch": 9.12067352666043, "flow_matching_loss": 0.04131508991122246, "grad_norm": 0.11268521845340729, "h_stock_valid_norm": 98.119384765625, "invalid_tail_samples": 25.5, "learning_rate": 8.07149848479403e-05, "loss": 0.0473, "positive_teacher_pairs": 26454.8, "query_h_norm_ratio": 0.4457051634788513, "relation_loss": 0.00599568672478199, "selected_pairs": 26454.8, "step": 9750, "student_distance_mean": 27.40929584503174, "teacher_distance_mean": 0.8530336201190949, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.00599568672478199, "weighted_relation_loss": 0.00599568672478199 }, { "action_query_batch_std": 0.41066834032535554, "action_query_norm": 43.72464294433594, "action_relation_loss": 0.006412297207862139, "auxiliary_loss_weight": 1.0, "epoch": 9.130028063610851, "flow_matching_loss": 0.04354771301150322, "grad_norm": 0.15014176070690155, "h_stock_valid_norm": 97.59890823364258, "invalid_tail_samples": 22.9, "learning_rate": 8.067147592736962e-05, "loss": 0.05, "positive_teacher_pairs": 27063.0, "query_h_norm_ratio": 0.44801058769226076, "relation_loss": 0.006412297207862139, "selected_pairs": 27063.0, "step": 9760, "student_distance_mean": 27.32064437866211, "teacher_distance_mean": 0.8509238004684448, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.006412297207862139, "weighted_relation_loss": 0.006412297207862139 }, { "action_query_batch_std": 0.4139649301767349, "action_query_norm": 43.73290328979492, "action_relation_loss": 0.006315688556060195, "auxiliary_loss_weight": 1.0, "epoch": 9.139382600561273, "flow_matching_loss": 0.041209737211465834, "grad_norm": 0.11289586126804352, "h_stock_valid_norm": 97.72986068725587, "invalid_tail_samples": 25.5, "learning_rate": 8.062792973806357e-05, "loss": 0.0475, "positive_teacher_pairs": 26458.3, "query_h_norm_ratio": 0.4474932670593262, "relation_loss": 0.006315688556060195, "selected_pairs": 26458.3, "step": 9770, "student_distance_mean": 27.544468879699707, "teacher_distance_mean": 0.8586795508861542, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.006315688556060195, "weighted_relation_loss": 0.006315688556060195 }, { "action_query_batch_std": 0.41432434916496275, "action_query_norm": 43.73242034912109, "action_relation_loss": 0.006333761010318994, "auxiliary_loss_weight": 1.0, "epoch": 9.148737137511693, "flow_matching_loss": 0.0412579745054245, "grad_norm": 0.1355791836977005, "h_stock_valid_norm": 98.02211837768554, "invalid_tail_samples": 24.3, "learning_rate": 8.058434633293485e-05, "loss": 0.0476, "positive_teacher_pairs": 26735.5, "query_h_norm_ratio": 0.4461503952741623, "relation_loss": 0.006333761010318994, "selected_pairs": 26735.5, "step": 9780, "student_distance_mean": 27.63404941558838, "teacher_distance_mean": 0.8601351320743561, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.006333761010318994, "weighted_relation_loss": 0.006333761010318994 }, { "action_query_batch_std": 0.4115309208631516, "action_query_norm": 43.7244197845459, "action_relation_loss": 0.0064100987743586305, "auxiliary_loss_weight": 1.0, "epoch": 9.158091674462113, "flow_matching_loss": 0.041729750111699104, "grad_norm": 0.12764276564121246, "h_stock_valid_norm": 98.04760360717773, "invalid_tail_samples": 25.3, "learning_rate": 8.054072576494143e-05, "loss": 0.0481, "positive_teacher_pairs": 26499.6, "query_h_norm_ratio": 0.4459558963775635, "relation_loss": 0.0064100987743586305, "selected_pairs": 26499.6, "step": 9790, "student_distance_mean": 27.275227546691895, "teacher_distance_mean": 0.8533718585968018, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.0064100987743586305, "weighted_relation_loss": 0.0064100987743586305 }, { "action_query_batch_std": 0.4108523279428482, "action_query_norm": 43.725023651123045, "action_relation_loss": 0.006261580809950829, "auxiliary_loss_weight": 1.0, "epoch": 9.167446211412535, "flow_matching_loss": 0.04332497529685497, "grad_norm": 0.1309632509946823, "h_stock_valid_norm": 98.2116928100586, "invalid_tail_samples": 23.1, "learning_rate": 8.04970680870864e-05, "loss": 0.0496, "positive_teacher_pairs": 27030.0, "query_h_norm_ratio": 0.4452157974243164, "relation_loss": 0.006261580809950829, "selected_pairs": 27030.0, "step": 9800, "student_distance_mean": 27.32003059387207, "teacher_distance_mean": 0.8572708010673523, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.006261580809950829, "weighted_relation_loss": 0.006261580809950829 }, { "action_query_batch_std": 0.405502462387085, "action_query_norm": 43.71147117614746, "action_relation_loss": 0.006575066084042192, "auxiliary_loss_weight": 1.0, "epoch": 9.176800748362956, "flow_matching_loss": 0.04262648038566112, "grad_norm": 0.13128620386123657, "h_stock_valid_norm": 97.73867797851562, "invalid_tail_samples": 24.0, "learning_rate": 8.045337335241793e-05, "loss": 0.0492, "positive_teacher_pairs": 26800.4, "query_h_norm_ratio": 0.4472298800945282, "relation_loss": 0.006575066084042192, "selected_pairs": 26800.4, "step": 9810, "student_distance_mean": 26.914121437072755, "teacher_distance_mean": 0.8466021120548248, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.006575066084042192, "weighted_relation_loss": 0.006575066084042192 }, { "action_query_batch_std": 0.4109055757522583, "action_query_norm": 43.71658706665039, "action_relation_loss": 0.006576800998300314, "auxiliary_loss_weight": 1.0, "epoch": 9.186155285313378, "flow_matching_loss": 0.04276511557400227, "grad_norm": 0.1467253714799881, "h_stock_valid_norm": 97.26030578613282, "invalid_tail_samples": 23.2, "learning_rate": 8.040964161402932e-05, "loss": 0.0493, "positive_teacher_pairs": 26989.0, "query_h_norm_ratio": 0.44948320388793944, "relation_loss": 0.006576800998300314, "selected_pairs": 26989.0, "step": 9820, "student_distance_mean": 27.283828353881837, "teacher_distance_mean": 0.8527725577354431, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.006576800998300314, "weighted_relation_loss": 0.006576800998300314 }, { "action_query_batch_std": 0.4093040615320206, "action_query_norm": 43.714605712890624, "action_relation_loss": 0.006382745131850243, "auxiliary_loss_weight": 1.0, "epoch": 9.195509822263798, "flow_matching_loss": 0.04235457070171833, "grad_norm": 0.15338991582393646, "h_stock_valid_norm": 97.3637321472168, "invalid_tail_samples": 22.4, "learning_rate": 8.036587292505869e-05, "loss": 0.0487, "positive_teacher_pairs": 27173.4, "query_h_norm_ratio": 0.4489850282669067, "relation_loss": 0.006382745131850243, "selected_pairs": 27173.4, "step": 9830, "student_distance_mean": 27.149531745910643, "teacher_distance_mean": 0.846016275882721, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.006382745131850243, "weighted_relation_loss": 0.006382745131850243 }, { "action_query_batch_std": 0.40857090055942535, "action_query_norm": 43.71787796020508, "action_relation_loss": 0.006154344882816076, "auxiliary_loss_weight": 1.0, "epoch": 9.204864359214218, "flow_matching_loss": 0.043176133558154105, "grad_norm": 0.1336180418729782, "h_stock_valid_norm": 97.5422264099121, "invalid_tail_samples": 23.1, "learning_rate": 8.032206733868912e-05, "loss": 0.0493, "positive_teacher_pairs": 27010.4, "query_h_norm_ratio": 0.4481989413499832, "relation_loss": 0.006154344882816076, "selected_pairs": 27010.4, "step": 9840, "student_distance_mean": 27.148822402954103, "teacher_distance_mean": 0.846471506357193, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.006154344882816076, "weighted_relation_loss": 0.006154344882816076 }, { "action_query_batch_std": 0.40583436787128446, "action_query_norm": 43.707952880859374, "action_relation_loss": 0.00645698462612927, "auxiliary_loss_weight": 1.0, "epoch": 9.21421889616464, "flow_matching_loss": 0.04279773272573948, "grad_norm": 0.146414116024971, "h_stock_valid_norm": 97.82526473999023, "invalid_tail_samples": 24.9, "learning_rate": 8.027822490814858e-05, "loss": 0.0493, "positive_teacher_pairs": 26600.0, "query_h_norm_ratio": 0.4467981219291687, "relation_loss": 0.00645698462612927, "selected_pairs": 26600.0, "step": 9850, "student_distance_mean": 27.068870735168456, "teacher_distance_mean": 0.8485131978988647, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.00645698462612927, "weighted_relation_loss": 0.00645698462612927 }, { "action_query_batch_std": 0.40875016152858734, "action_query_norm": 43.71453437805176, "action_relation_loss": 0.006380832195281983, "auxiliary_loss_weight": 1.0, "epoch": 9.22357343311506, "flow_matching_loss": 0.04430273175239563, "grad_norm": 0.1611575335264206, "h_stock_valid_norm": 98.6059700012207, "invalid_tail_samples": 23.0, "learning_rate": 8.023434568670972e-05, "loss": 0.0507, "positive_teacher_pairs": 27033.0, "query_h_norm_ratio": 0.44333437383174895, "relation_loss": 0.006380832195281983, "selected_pairs": 27033.0, "step": 9860, "student_distance_mean": 27.175897789001464, "teacher_distance_mean": 0.8528063893318176, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.006380832195281983, "weighted_relation_loss": 0.006380832195281983 }, { "action_query_batch_std": 0.4135339707136154, "action_query_norm": 43.71826248168945, "action_relation_loss": 0.006509368307888508, "auxiliary_loss_weight": 1.0, "epoch": 9.232927970065482, "flow_matching_loss": 0.04421707913279534, "grad_norm": 0.14389668405056, "h_stock_valid_norm": 98.2126564025879, "invalid_tail_samples": 22.9, "learning_rate": 8.019042972768992e-05, "loss": 0.0507, "positive_teacher_pairs": 27059.4, "query_h_norm_ratio": 0.4451466351747513, "relation_loss": 0.006509368307888508, "selected_pairs": 27059.4, "step": 9870, "student_distance_mean": 27.643983459472658, "teacher_distance_mean": 0.866274493932724, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.006509368307888508, "weighted_relation_loss": 0.006509368307888508 }, { "action_query_batch_std": 0.40696955621242525, "action_query_norm": 43.70193367004394, "action_relation_loss": 0.006509123276919127, "auxiliary_loss_weight": 1.0, "epoch": 9.242282507015902, "flow_matching_loss": 0.04083598181605339, "grad_norm": 0.15560869872570038, "h_stock_valid_norm": 97.64670028686524, "invalid_tail_samples": 22.6, "learning_rate": 8.014647708445124e-05, "loss": 0.0473, "positive_teacher_pairs": 27130.3, "query_h_norm_ratio": 0.4475625425577164, "relation_loss": 0.006509123276919127, "selected_pairs": 27130.3, "step": 9880, "student_distance_mean": 26.907972717285155, "teacher_distance_mean": 0.8426767706871032, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.006509123276919127, "weighted_relation_loss": 0.006509123276919127 }, { "action_query_batch_std": 0.41536334455013274, "action_query_norm": 43.71986198425293, "action_relation_loss": 0.006266840826719999, "auxiliary_loss_weight": 1.0, "epoch": 9.251637043966324, "flow_matching_loss": 0.04085164070129395, "grad_norm": 0.13200393319129944, "h_stock_valid_norm": 98.18675231933594, "invalid_tail_samples": 24.3, "learning_rate": 8.010248781040027e-05, "loss": 0.0471, "positive_teacher_pairs": 26738.0, "query_h_norm_ratio": 0.44527918100357056, "relation_loss": 0.006266840826719999, "selected_pairs": 26738.0, "step": 9890, "student_distance_mean": 27.486834907531737, "teacher_distance_mean": 0.8584299087524414, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.006266840826719999, "weighted_relation_loss": 0.006266840826719999 }, { "action_query_batch_std": 0.40481250286102294, "action_query_norm": 43.68788146972656, "action_relation_loss": 0.006418243050575256, "auxiliary_loss_weight": 1.0, "epoch": 9.260991580916745, "flow_matching_loss": 0.042689231038093564, "grad_norm": 0.09652238339185715, "h_stock_valid_norm": 98.20542068481446, "invalid_tail_samples": 25.8, "learning_rate": 8.005846195898814e-05, "loss": 0.0491, "positive_teacher_pairs": 26387.5, "query_h_norm_ratio": 0.4448646128177643, "relation_loss": 0.006418243050575256, "selected_pairs": 26387.5, "step": 9900, "student_distance_mean": 27.01586856842041, "teacher_distance_mean": 0.8450894773006439, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.006418243050575256, "weighted_relation_loss": 0.006418243050575256 }, { "action_query_batch_std": 0.40444457828998565, "action_query_norm": 43.69422378540039, "action_relation_loss": 0.006176332384347916, "auxiliary_loss_weight": 1.0, "epoch": 9.270346117867165, "flow_matching_loss": 0.04005963802337646, "grad_norm": 0.12390632927417755, "h_stock_valid_norm": 97.14479751586914, "invalid_tail_samples": 21.6, "learning_rate": 8.00143995837104e-05, "loss": 0.0462, "positive_teacher_pairs": 27361.5, "query_h_norm_ratio": 0.44979654252529144, "relation_loss": 0.006176332384347916, "selected_pairs": 27361.5, "step": 9910, "student_distance_mean": 26.9236047744751, "teacher_distance_mean": 0.851405656337738, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.006176332384347916, "weighted_relation_loss": 0.006176332384347916 }, { "action_query_batch_std": 0.407366207242012, "action_query_norm": 43.70577392578125, "action_relation_loss": 0.006299178162589669, "auxiliary_loss_weight": 1.0, "epoch": 9.279700654817587, "flow_matching_loss": 0.04217899888753891, "grad_norm": 0.15887132287025452, "h_stock_valid_norm": 96.70309982299804, "invalid_tail_samples": 21.5, "learning_rate": 7.997030073810698e-05, "loss": 0.0485, "positive_teacher_pairs": 27387.0, "query_h_norm_ratio": 0.4519603461027145, "relation_loss": 0.006299178162589669, "selected_pairs": 27387.0, "step": 9920, "student_distance_mean": 27.135367774963377, "teacher_distance_mean": 0.8527666747570037, "valid_action_samples": 234.5, "weighted_auxiliary_loss": 0.006299178162589669, "weighted_relation_loss": 0.006299178162589669 }, { "action_query_batch_std": 0.4103169798851013, "action_query_norm": 43.69969787597656, "action_relation_loss": 0.006111278664320707, "auxiliary_loss_weight": 1.0, "epoch": 9.289055191768007, "flow_matching_loss": 0.043930934742093086, "grad_norm": 0.15520355105400085, "h_stock_valid_norm": 97.38507919311523, "invalid_tail_samples": 25.7, "learning_rate": 7.992616547576217e-05, "loss": 0.05, "positive_teacher_pairs": 26413.0, "query_h_norm_ratio": 0.4487401843070984, "relation_loss": 0.006111278664320707, "selected_pairs": 26413.0, "step": 9930, "student_distance_mean": 27.42834339141846, "teacher_distance_mean": 0.8601338505744934, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.006111278664320707, "weighted_relation_loss": 0.006111278664320707 }, { "action_query_batch_std": 0.41694411635398865, "action_query_norm": 43.72177581787109, "action_relation_loss": 0.006012868322432041, "auxiliary_loss_weight": 1.0, "epoch": 9.298409728718429, "flow_matching_loss": 0.0417089868336916, "grad_norm": 0.08605649322271347, "h_stock_valid_norm": 98.45235443115234, "invalid_tail_samples": 23.3, "learning_rate": 7.988199385030445e-05, "loss": 0.0477, "positive_teacher_pairs": 26960.3, "query_h_norm_ratio": 0.44410121738910674, "relation_loss": 0.006012868322432041, "selected_pairs": 26960.3, "step": 9940, "student_distance_mean": 27.700617027282714, "teacher_distance_mean": 0.8676073133945466, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.006012868322432041, "weighted_relation_loss": 0.006012868322432041 }, { "action_query_batch_std": 0.4058087825775146, "action_query_norm": 43.6860710144043, "action_relation_loss": 0.006158540537580848, "auxiliary_loss_weight": 1.0, "epoch": 9.30776426566885, "flow_matching_loss": 0.04086344353854656, "grad_norm": 0.1336379200220108, "h_stock_valid_norm": 99.16725006103516, "invalid_tail_samples": 24.0, "learning_rate": 7.98377859154065e-05, "loss": 0.047, "positive_teacher_pairs": 26821.6, "query_h_norm_ratio": 0.44053137898445127, "relation_loss": 0.006158540537580848, "selected_pairs": 26821.6, "step": 9950, "student_distance_mean": 27.008912086486816, "teacher_distance_mean": 0.8541478514671326, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.006158540537580848, "weighted_relation_loss": 0.006158540537580848 }, { "action_query_batch_std": 0.40849547684192655, "action_query_norm": 43.69305000305176, "action_relation_loss": 0.006232244987040758, "auxiliary_loss_weight": 1.0, "epoch": 9.31711880261927, "flow_matching_loss": 0.04293464384973049, "grad_norm": 0.11866407096385956, "h_stock_valid_norm": 99.47249298095703, "invalid_tail_samples": 23.5, "learning_rate": 7.979354172478516e-05, "loss": 0.0492, "positive_teacher_pairs": 26922.8, "query_h_norm_ratio": 0.4392498642206192, "relation_loss": 0.006232244987040758, "selected_pairs": 26922.8, "step": 9960, "student_distance_mean": 27.215798950195314, "teacher_distance_mean": 0.8559262037277222, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.006232244987040758, "weighted_relation_loss": 0.006232244987040758 }, { "action_query_batch_std": 0.4039095401763916, "action_query_norm": 43.680443572998044, "action_relation_loss": 0.006250527175143361, "auxiliary_loss_weight": 1.0, "epoch": 9.326473339569691, "flow_matching_loss": 0.04357996098697185, "grad_norm": 0.1431552618741989, "h_stock_valid_norm": 98.97580413818359, "invalid_tail_samples": 24.0, "learning_rate": 7.974926133220127e-05, "loss": 0.0498, "positive_teacher_pairs": 26801.1, "query_h_norm_ratio": 0.4413307338953018, "relation_loss": 0.006250527175143361, "selected_pairs": 26801.1, "step": 9970, "student_distance_mean": 26.97277069091797, "teacher_distance_mean": 0.850598955154419, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.006250527175143361, "weighted_relation_loss": 0.006250527175143361 }, { "action_query_batch_std": 0.407455375790596, "action_query_norm": 43.6724349975586, "action_relation_loss": 0.006416732771322131, "auxiliary_loss_weight": 1.0, "epoch": 9.335827876520112, "flow_matching_loss": 0.04404903464019298, "grad_norm": 0.10961129516363144, "h_stock_valid_norm": 98.41303100585938, "invalid_tail_samples": 23.2, "learning_rate": 7.970494479145967e-05, "loss": 0.0505, "positive_teacher_pairs": 26986.7, "query_h_norm_ratio": 0.44377354681491854, "relation_loss": 0.006416732771322131, "selected_pairs": 26986.7, "step": 9980, "student_distance_mean": 26.951102256774902, "teacher_distance_mean": 0.8517721593379974, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.006416732771322131, "weighted_relation_loss": 0.006416732771322131 }, { "action_query_batch_std": 0.4104610443115234, "action_query_norm": 43.695263671875, "action_relation_loss": 0.006397949531674385, "auxiliary_loss_weight": 1.0, "epoch": 9.345182413470534, "flow_matching_loss": 0.04253679364919662, "grad_norm": 0.1478220820426941, "h_stock_valid_norm": 97.68032608032226, "invalid_tail_samples": 23.1, "learning_rate": 7.966059215640919e-05, "loss": 0.0489, "positive_teacher_pairs": 27013.6, "query_h_norm_ratio": 0.4473386287689209, "relation_loss": 0.006397949531674385, "selected_pairs": 27013.6, "step": 9990, "student_distance_mean": 27.24705638885498, "teacher_distance_mean": 0.856253319978714, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.006397949531674385, "weighted_relation_loss": 0.006397949531674385 }, { "action_query_batch_std": 0.41009676158428193, "action_query_norm": 43.691419219970705, "action_relation_loss": 0.006494758976623416, "auxiliary_loss_weight": 1.0, "epoch": 9.354536950420954, "flow_matching_loss": 0.040817943215370175, "grad_norm": 0.14481067657470703, "h_stock_valid_norm": 96.81069488525391, "invalid_tail_samples": 25.6, "learning_rate": 7.961620348094241e-05, "loss": 0.0473, "positive_teacher_pairs": 26443.5, "query_h_norm_ratio": 0.45131114721298216, "relation_loss": 0.006494758976623416, "selected_pairs": 26443.5, "step": 10000, "student_distance_mean": 27.298096656799316, "teacher_distance_mean": 0.8542515516281128, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.006494758976623416, "weighted_relation_loss": 0.006494758976623416 }, { "action_query_batch_std": 0.4052854150533676, "action_query_norm": 43.676760864257815, "action_relation_loss": 0.006526212161406875, "auxiliary_loss_weight": 1.0, "epoch": 9.363891487371376, "flow_matching_loss": 0.044513695687055585, "grad_norm": 0.1350618153810501, "h_stock_valid_norm": 97.2825553894043, "invalid_tail_samples": 27.7, "learning_rate": 7.957177881899577e-05, "loss": 0.051, "positive_teacher_pairs": 25962.7, "query_h_norm_ratio": 0.4489875465631485, "relation_loss": 0.006526212161406875, "selected_pairs": 25962.7, "step": 10010, "student_distance_mean": 27.009145736694336, "teacher_distance_mean": 0.8496267616748809, "valid_action_samples": 228.3, "weighted_auxiliary_loss": 0.006526212161406875, "weighted_relation_loss": 0.006526212161406875 }, { "action_query_batch_std": 0.4060157358646393, "action_query_norm": 43.67468109130859, "action_relation_loss": 0.006079970905557275, "auxiliary_loss_weight": 1.0, "epoch": 9.373246024321796, "flow_matching_loss": 0.042182520404458045, "grad_norm": 0.134678915143013, "h_stock_valid_norm": 97.95097732543945, "invalid_tail_samples": 22.9, "learning_rate": 7.952731822454944e-05, "loss": 0.0483, "positive_teacher_pairs": 27070.1, "query_h_norm_ratio": 0.4458881616592407, "relation_loss": 0.006079970905557275, "selected_pairs": 27070.1, "step": 10020, "student_distance_mean": 27.035466384887695, "teacher_distance_mean": 0.8517366468906402, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.006079970905557275, "weighted_relation_loss": 0.006079970905557275 }, { "action_query_batch_std": 0.4043109863996506, "action_query_norm": 43.67064170837402, "action_relation_loss": 0.006525780726224184, "auxiliary_loss_weight": 1.0, "epoch": 9.382600561272216, "flow_matching_loss": 0.043661387637257576, "grad_norm": 0.10446137934923172, "h_stock_valid_norm": 97.21977844238282, "invalid_tail_samples": 23.5, "learning_rate": 7.948282175162722e-05, "loss": 0.0502, "positive_teacher_pairs": 26922.1, "query_h_norm_ratio": 0.4492014229297638, "relation_loss": 0.006525780726224184, "selected_pairs": 26922.1, "step": 10030, "student_distance_mean": 26.875993156433104, "teacher_distance_mean": 0.8492736339569091, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.006525780726224184, "weighted_relation_loss": 0.006525780726224184 }, { "action_query_batch_std": 0.4128132492303848, "action_query_norm": 43.68736228942871, "action_relation_loss": 0.006219198927283287, "auxiliary_loss_weight": 1.0, "epoch": 9.391955098222638, "flow_matching_loss": 0.04170876294374466, "grad_norm": 0.15058112144470215, "h_stock_valid_norm": 96.52272262573243, "invalid_tail_samples": 24.1, "learning_rate": 7.943828945429652e-05, "loss": 0.0479, "positive_teacher_pairs": 26778.7, "query_h_norm_ratio": 0.4526148498058319, "relation_loss": 0.006219198927283287, "selected_pairs": 26778.7, "step": 10040, "student_distance_mean": 27.4289400100708, "teacher_distance_mean": 0.8608789682388306, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.006219198927283287, "weighted_relation_loss": 0.006219198927283287 }, { "action_query_batch_std": 0.4169128119945526, "action_query_norm": 43.696533584594725, "action_relation_loss": 0.006021379539743066, "auxiliary_loss_weight": 1.0, "epoch": 9.401309635173059, "flow_matching_loss": 0.042602111026644705, "grad_norm": 0.14518161118030548, "h_stock_valid_norm": 96.56991653442383, "invalid_tail_samples": 24.9, "learning_rate": 7.939372138666827e-05, "loss": 0.0486, "positive_teacher_pairs": 26604.3, "query_h_norm_ratio": 0.45249042510986326, "relation_loss": 0.006021379539743066, "selected_pairs": 26604.3, "step": 10050, "student_distance_mean": 27.637470245361328, "teacher_distance_mean": 0.8692049324512482, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.006021379539743066, "weighted_relation_loss": 0.006021379539743066 }, { "action_query_batch_std": 0.402793949842453, "action_query_norm": 43.66643867492676, "action_relation_loss": 0.0060554014518857, "auxiliary_loss_weight": 1.0, "epoch": 9.41066417212348, "flow_matching_loss": 0.039789159595966336, "grad_norm": 0.15544581413269043, "h_stock_valid_norm": 96.33700027465821, "invalid_tail_samples": 24.2, "learning_rate": 7.934911760289692e-05, "loss": 0.0458, "positive_teacher_pairs": 26763.5, "query_h_norm_ratio": 0.4532698571681976, "relation_loss": 0.0060554014518857, "selected_pairs": 26763.5, "step": 10060, "student_distance_mean": 26.84954967498779, "teacher_distance_mean": 0.8455536544322968, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0060554014518857, "weighted_relation_loss": 0.0060554014518857 }, { "action_query_batch_std": 0.399492210149765, "action_query_norm": 43.65553283691406, "action_relation_loss": 0.006514738220721484, "auxiliary_loss_weight": 1.0, "epoch": 9.4200187090739, "flow_matching_loss": 0.044028590247035024, "grad_norm": 0.09480752795934677, "h_stock_valid_norm": 95.67248992919922, "invalid_tail_samples": 23.2, "learning_rate": 7.930447815718022e-05, "loss": 0.0505, "positive_teacher_pairs": 26992.9, "query_h_norm_ratio": 0.4563076883554459, "relation_loss": 0.006514738220721484, "selected_pairs": 26992.9, "step": 10070, "student_distance_mean": 26.5881290435791, "teacher_distance_mean": 0.8410319685935974, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.006514738220721484, "weighted_relation_loss": 0.006514738220721484 }, { "action_query_batch_std": 0.40071686506271365, "action_query_norm": 43.662527847290036, "action_relation_loss": 0.006218844512477517, "auxiliary_loss_weight": 1.0, "epoch": 9.429373246024323, "flow_matching_loss": 0.04015232101082802, "grad_norm": 0.10785079747438431, "h_stock_valid_norm": 95.59054031372071, "invalid_tail_samples": 23.2, "learning_rate": 7.925980310375934e-05, "loss": 0.0464, "positive_teacher_pairs": 26988.3, "query_h_norm_ratio": 0.4567705005407333, "relation_loss": 0.006218844512477517, "selected_pairs": 26988.3, "step": 10080, "student_distance_mean": 26.646912002563475, "teacher_distance_mean": 0.8425539791584015, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.006218844512477517, "weighted_relation_loss": 0.006218844512477517 }, { "action_query_batch_std": 0.4077584624290466, "action_query_norm": 43.66832275390625, "action_relation_loss": 0.00591970207169652, "auxiliary_loss_weight": 1.0, "epoch": 9.438727782974743, "flow_matching_loss": 0.042431625351309774, "grad_norm": 0.125077024102211, "h_stock_valid_norm": 96.30759353637696, "invalid_tail_samples": 23.5, "learning_rate": 7.921509249691865e-05, "loss": 0.0484, "positive_teacher_pairs": 26924.7, "query_h_norm_ratio": 0.4534309506416321, "relation_loss": 0.00591970207169652, "selected_pairs": 26924.7, "step": 10090, "student_distance_mean": 27.13316535949707, "teacher_distance_mean": 0.853213119506836, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.00591970207169652, "weighted_relation_loss": 0.00591970207169652 }, { "action_query_batch_std": 0.4129357486963272, "action_query_norm": 43.681298828125, "action_relation_loss": 0.006226462218910456, "auxiliary_loss_weight": 1.0, "epoch": 9.448082319925163, "flow_matching_loss": 0.0419250912964344, "grad_norm": 0.17564772069454193, "h_stock_valid_norm": 97.28717956542968, "invalid_tail_samples": 24.2, "learning_rate": 7.917034639098579e-05, "loss": 0.0482, "positive_teacher_pairs": 26757.3, "query_h_norm_ratio": 0.448996490240097, "relation_loss": 0.006226462218910456, "selected_pairs": 26757.3, "step": 10100, "student_distance_mean": 27.528849601745605, "teacher_distance_mean": 0.8606637954711914, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.006226462218910456, "weighted_relation_loss": 0.006226462218910456 }, { "action_query_batch_std": 0.40429978370666503, "action_query_norm": 43.66260261535645, "action_relation_loss": 0.006251838430762291, "auxiliary_loss_weight": 1.0, "epoch": 9.457436856875585, "flow_matching_loss": 0.042455215379595755, "grad_norm": 0.15483014285564423, "h_stock_valid_norm": 96.97556762695312, "invalid_tail_samples": 23.4, "learning_rate": 7.912556484033146e-05, "loss": 0.0487, "positive_teacher_pairs": 26947.2, "query_h_norm_ratio": 0.45024805665016177, "relation_loss": 0.006251838430762291, "selected_pairs": 26947.2, "step": 10110, "student_distance_mean": 26.950588417053222, "teacher_distance_mean": 0.8518133878707885, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.006251838430762291, "weighted_relation_loss": 0.006251838430762291 }, { "action_query_batch_std": 0.40935524702072146, "action_query_norm": 43.6655689239502, "action_relation_loss": 0.006358454143628478, "auxiliary_loss_weight": 1.0, "epoch": 9.466791393826005, "flow_matching_loss": 0.042232298851013185, "grad_norm": 0.16139987111091614, "h_stock_valid_norm": 97.09113540649415, "invalid_tail_samples": 25.6, "learning_rate": 7.908074789936952e-05, "loss": 0.0486, "positive_teacher_pairs": 26439.1, "query_h_norm_ratio": 0.44974193871021273, "relation_loss": 0.006358454143628478, "selected_pairs": 26439.1, "step": 10120, "student_distance_mean": 27.3036958694458, "teacher_distance_mean": 0.8648438572883606, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.006358454143628478, "weighted_relation_loss": 0.006358454143628478 }, { "action_query_batch_std": 0.41209739446640015, "action_query_norm": 43.68334197998047, "action_relation_loss": 0.006141552748158574, "auxiliary_loss_weight": 1.0, "epoch": 9.476145930776427, "flow_matching_loss": 0.041717828065156934, "grad_norm": 0.12135615944862366, "h_stock_valid_norm": 96.99209976196289, "invalid_tail_samples": 22.7, "learning_rate": 7.903589562255673e-05, "loss": 0.0479, "positive_teacher_pairs": 27100.8, "query_h_norm_ratio": 0.45038955509662626, "relation_loss": 0.006141552748158574, "selected_pairs": 27100.8, "step": 10130, "student_distance_mean": 27.49800052642822, "teacher_distance_mean": 0.8635322093963623, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.006141552748158574, "weighted_relation_loss": 0.006141552748158574 }, { "action_query_batch_std": 0.402214840054512, "action_query_norm": 43.64986724853516, "action_relation_loss": 0.006171608064323664, "auxiliary_loss_weight": 1.0, "epoch": 9.485500467726848, "flow_matching_loss": 0.040922819450497624, "grad_norm": 0.11088274419307709, "h_stock_valid_norm": 96.53931121826172, "invalid_tail_samples": 24.9, "learning_rate": 7.899100806439285e-05, "loss": 0.0471, "positive_teacher_pairs": 26595.2, "query_h_norm_ratio": 0.4521485060453415, "relation_loss": 0.006171608064323664, "selected_pairs": 26595.2, "step": 10140, "student_distance_mean": 26.7326078414917, "teacher_distance_mean": 0.855384373664856, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.006171608064323664, "weighted_relation_loss": 0.006171608064323664 }, { "action_query_batch_std": 0.40332110822200773, "action_query_norm": 43.64330520629883, "action_relation_loss": 0.006232768436893821, "auxiliary_loss_weight": 1.0, "epoch": 9.494855004677268, "flow_matching_loss": 0.04160154424607754, "grad_norm": 0.12870635092258453, "h_stock_valid_norm": 97.32907409667969, "invalid_tail_samples": 25.1, "learning_rate": 7.894608527942049e-05, "loss": 0.0478, "positive_teacher_pairs": 26553.8, "query_h_norm_ratio": 0.4484186828136444, "relation_loss": 0.006232768436893821, "selected_pairs": 26553.8, "step": 10150, "student_distance_mean": 26.830391502380373, "teacher_distance_mean": 0.8540072202682495, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.006232768436893821, "weighted_relation_loss": 0.006232768436893821 }, { "action_query_batch_std": 0.40767752528190615, "action_query_norm": 43.662986755371094, "action_relation_loss": 0.0061228168196976185, "auxiliary_loss_weight": 1.0, "epoch": 9.50420954162769, "flow_matching_loss": 0.04030931517481804, "grad_norm": 0.11600583046674728, "h_stock_valid_norm": 97.26862182617188, "invalid_tail_samples": 23.2, "learning_rate": 7.89011273222251e-05, "loss": 0.0464, "positive_teacher_pairs": 26991.3, "query_h_norm_ratio": 0.4488956779241562, "relation_loss": 0.0061228168196976185, "selected_pairs": 26991.3, "step": 10160, "student_distance_mean": 27.185954093933105, "teacher_distance_mean": 0.8537363827228546, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0061228168196976185, "weighted_relation_loss": 0.0061228168196976185 }, { "action_query_batch_std": 0.404280886054039, "action_query_norm": 43.646952056884764, "action_relation_loss": 0.00641453037969768, "auxiliary_loss_weight": 1.0, "epoch": 9.51356407857811, "flow_matching_loss": 0.04278205074369908, "grad_norm": 0.13379453122615814, "h_stock_valid_norm": 96.92952499389648, "invalid_tail_samples": 25.1, "learning_rate": 7.885613424743482e-05, "loss": 0.0492, "positive_teacher_pairs": 26551.2, "query_h_norm_ratio": 0.45029974579811094, "relation_loss": 0.00641453037969768, "selected_pairs": 26551.2, "step": 10170, "student_distance_mean": 27.017692947387694, "teacher_distance_mean": 0.8575649619102478, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.00641453037969768, "weighted_relation_loss": 0.00641453037969768 }, { "action_query_batch_std": 0.40744548141956327, "action_query_norm": 43.64334907531738, "action_relation_loss": 0.006099441647529602, "auxiliary_loss_weight": 1.0, "epoch": 9.522918615528532, "flow_matching_loss": 0.04427533484995365, "grad_norm": 0.14026996493339539, "h_stock_valid_norm": 96.59446487426757, "invalid_tail_samples": 23.0, "learning_rate": 7.881110610972044e-05, "loss": 0.0504, "positive_teacher_pairs": 27037.7, "query_h_norm_ratio": 0.4518245130777359, "relation_loss": 0.006099441647529602, "selected_pairs": 27037.7, "step": 10180, "student_distance_mean": 27.099408531188963, "teacher_distance_mean": 0.8598715007305145, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.006099441647529602, "weighted_relation_loss": 0.006099441647529602 }, { "action_query_batch_std": 0.4064873993396759, "action_query_norm": 43.640255737304685, "action_relation_loss": 0.0060572423040866855, "auxiliary_loss_weight": 1.0, "epoch": 9.532273152478952, "flow_matching_loss": 0.04233303554356098, "grad_norm": 0.11848988384008408, "h_stock_valid_norm": 96.87214050292968, "invalid_tail_samples": 23.8, "learning_rate": 7.876604296379544e-05, "loss": 0.0484, "positive_teacher_pairs": 26849.8, "query_h_norm_ratio": 0.4504995375871658, "relation_loss": 0.0060572423040866855, "selected_pairs": 26849.8, "step": 10190, "student_distance_mean": 27.12912311553955, "teacher_distance_mean": 0.854699432849884, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.0060572423040866855, "weighted_relation_loss": 0.0060572423040866855 }, { "action_query_batch_std": 0.40660094022750853, "action_query_norm": 43.64720840454102, "action_relation_loss": 0.005849885568022728, "auxiliary_loss_weight": 1.0, "epoch": 9.541627689429372, "flow_matching_loss": 0.042503968626260755, "grad_norm": 0.11751335859298706, "h_stock_valid_norm": 97.83625259399415, "invalid_tail_samples": 24.3, "learning_rate": 7.872094486441579e-05, "loss": 0.0484, "positive_teacher_pairs": 26728.3, "query_h_norm_ratio": 0.44613032042980194, "relation_loss": 0.005849885568022728, "selected_pairs": 26728.3, "step": 10200, "student_distance_mean": 27.00868148803711, "teacher_distance_mean": 0.8531465291976928, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.005849885568022728, "weighted_relation_loss": 0.005849885568022728 }, { "action_query_batch_std": 0.41184745728969574, "action_query_norm": 43.66269226074219, "action_relation_loss": 0.005877809459343552, "auxiliary_loss_weight": 1.0, "epoch": 9.550982226379794, "flow_matching_loss": 0.04101603850722313, "grad_norm": 0.12978872656822205, "h_stock_valid_norm": 98.46839599609375, "invalid_tail_samples": 21.8, "learning_rate": 7.867581186637991e-05, "loss": 0.0469, "positive_teacher_pairs": 27325.5, "query_h_norm_ratio": 0.4434224456548691, "relation_loss": 0.005877809459343552, "selected_pairs": 27325.5, "step": 10210, "student_distance_mean": 27.45389766693115, "teacher_distance_mean": 0.8588705003261566, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.005877809459343552, "weighted_relation_loss": 0.005877809459343552 }, { "action_query_batch_std": 0.40926340520381926, "action_query_norm": 43.6490665435791, "action_relation_loss": 0.005991742759943008, "auxiliary_loss_weight": 1.0, "epoch": 9.560336763330215, "flow_matching_loss": 0.041297518834471705, "grad_norm": 0.16060204803943634, "h_stock_valid_norm": 98.17326507568359, "invalid_tail_samples": 23.7, "learning_rate": 7.863064402452866e-05, "loss": 0.0473, "positive_teacher_pairs": 26875.3, "query_h_norm_ratio": 0.4446286976337433, "relation_loss": 0.005991742759943008, "selected_pairs": 26875.3, "step": 10220, "student_distance_mean": 27.301057052612304, "teacher_distance_mean": 0.8585340321063996, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.005991742759943008, "weighted_relation_loss": 0.005991742759943008 }, { "action_query_batch_std": 0.4028813183307648, "action_query_norm": 43.626433563232425, "action_relation_loss": 0.006278185453265905, "auxiliary_loss_weight": 1.0, "epoch": 9.569691300280637, "flow_matching_loss": 0.04173264428973198, "grad_norm": 0.10867665708065033, "h_stock_valid_norm": 97.22257843017579, "invalid_tail_samples": 25.4, "learning_rate": 7.858544139374524e-05, "loss": 0.048, "positive_teacher_pairs": 26479.4, "query_h_norm_ratio": 0.4487322449684143, "relation_loss": 0.006278185453265905, "selected_pairs": 26479.4, "step": 10230, "student_distance_mean": 26.832011795043947, "teacher_distance_mean": 0.8458316802978516, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.006278185453265905, "weighted_relation_loss": 0.006278185453265905 }, { "action_query_batch_std": 0.4074635297060013, "action_query_norm": 43.640692138671874, "action_relation_loss": 0.006022618012502789, "auxiliary_loss_weight": 1.0, "epoch": 9.579045837231057, "flow_matching_loss": 0.041691244766116145, "grad_norm": 0.14004337787628174, "h_stock_valid_norm": 97.4255615234375, "invalid_tail_samples": 21.7, "learning_rate": 7.854020402895508e-05, "loss": 0.0477, "positive_teacher_pairs": 27347.9, "query_h_norm_ratio": 0.44794151186943054, "relation_loss": 0.006022618012502789, "selected_pairs": 27347.9, "step": 10240, "student_distance_mean": 27.234357643127442, "teacher_distance_mean": 0.8548470497131347, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.006022618012502789, "weighted_relation_loss": 0.006022618012502789 }, { "action_query_batch_std": 0.40805950462818147, "action_query_norm": 43.633527755737305, "action_relation_loss": 0.005981814162805676, "auxiliary_loss_weight": 1.0, "epoch": 9.588400374181479, "flow_matching_loss": 0.04198864139616489, "grad_norm": 0.10819756984710693, "h_stock_valid_norm": 97.7919677734375, "invalid_tail_samples": 26.5, "learning_rate": 7.849493198512587e-05, "loss": 0.048, "positive_teacher_pairs": 26225.9, "query_h_norm_ratio": 0.4461918145418167, "relation_loss": 0.005981814162805676, "selected_pairs": 26225.9, "step": 10250, "student_distance_mean": 27.18052520751953, "teacher_distance_mean": 0.8583498656749725, "valid_action_samples": 229.5, "weighted_auxiliary_loss": 0.005981814162805676, "weighted_relation_loss": 0.005981814162805676 }, { "action_query_batch_std": 0.4089296877384186, "action_query_norm": 43.63932800292969, "action_relation_loss": 0.006043322617188096, "auxiliary_loss_weight": 1.0, "epoch": 9.597754911131899, "flow_matching_loss": 0.041297723352909085, "grad_norm": 0.11906194686889648, "h_stock_valid_norm": 97.77762298583984, "invalid_tail_samples": 25.7, "learning_rate": 7.84496253172674e-05, "loss": 0.0473, "positive_teacher_pairs": 26416.1, "query_h_norm_ratio": 0.446318057179451, "relation_loss": 0.006043322617188096, "selected_pairs": 26416.1, "step": 10260, "student_distance_mean": 27.18561725616455, "teacher_distance_mean": 0.8655443251132965, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.006043322617188096, "weighted_relation_loss": 0.006043322617188096 }, { "action_query_batch_std": 0.4098807811737061, "action_query_norm": 43.64414978027344, "action_relation_loss": 0.006145062856376171, "auxiliary_loss_weight": 1.0, "epoch": 9.60710944808232, "flow_matching_loss": 0.041114726290106776, "grad_norm": 0.143958181142807, "h_stock_valid_norm": 98.220556640625, "invalid_tail_samples": 23.5, "learning_rate": 7.840428408043155e-05, "loss": 0.0473, "positive_teacher_pairs": 26923.1, "query_h_norm_ratio": 0.44435121715068815, "relation_loss": 0.006145062856376171, "selected_pairs": 26923.1, "step": 10270, "student_distance_mean": 27.309267616271974, "teacher_distance_mean": 0.8572563052177429, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.006145062856376171, "weighted_relation_loss": 0.006145062856376171 }, { "action_query_batch_std": 0.40465123355388644, "action_query_norm": 43.62499847412109, "action_relation_loss": 0.006242505041882396, "auxiliary_loss_weight": 1.0, "epoch": 9.616463985032741, "flow_matching_loss": 0.04105767793953419, "grad_norm": 0.1314546912908554, "h_stock_valid_norm": 97.6490577697754, "invalid_tail_samples": 24.4, "learning_rate": 7.835890832971218e-05, "loss": 0.0473, "positive_teacher_pairs": 26710.8, "query_h_norm_ratio": 0.44675748646259306, "relation_loss": 0.006242505041882396, "selected_pairs": 26710.8, "step": 10280, "student_distance_mean": 27.031550025939943, "teacher_distance_mean": 0.8528891623020172, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.006242505041882396, "weighted_relation_loss": 0.006242505041882396 }, { "action_query_batch_std": 0.402260622382164, "action_query_norm": 43.61493339538574, "action_relation_loss": 0.005807118210941553, "auxiliary_loss_weight": 1.0, "epoch": 9.625818521983161, "flow_matching_loss": 0.04176720902323723, "grad_norm": 0.10742603242397308, "h_stock_valid_norm": 97.1992416381836, "invalid_tail_samples": 22.2, "learning_rate": 7.831349812024512e-05, "loss": 0.0476, "positive_teacher_pairs": 27224.6, "query_h_norm_ratio": 0.4487204343080521, "relation_loss": 0.005807118210941553, "selected_pairs": 27224.6, "step": 10290, "student_distance_mean": 26.755244636535643, "teacher_distance_mean": 0.8492472290992736, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.005807118210941553, "weighted_relation_loss": 0.005807118210941553 }, { "action_query_batch_std": 0.401741036772728, "action_query_norm": 43.61916084289551, "action_relation_loss": 0.006027586525306106, "auxiliary_loss_weight": 1.0, "epoch": 9.635173058933583, "flow_matching_loss": 0.040382211282849315, "grad_norm": 0.13724474608898163, "h_stock_valid_norm": 96.77870864868164, "invalid_tail_samples": 22.6, "learning_rate": 7.826805350720807e-05, "loss": 0.0464, "positive_teacher_pairs": 27132.2, "query_h_norm_ratio": 0.4507111251354218, "relation_loss": 0.006027586525306106, "selected_pairs": 27132.2, "step": 10300, "student_distance_mean": 26.830511856079102, "teacher_distance_mean": 0.8519443392753601, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.006027586525306106, "weighted_relation_loss": 0.006027586525306106 }, { "action_query_batch_std": 0.40342182815074923, "action_query_norm": 43.62202339172363, "action_relation_loss": 0.00597200496122241, "auxiliary_loss_weight": 1.0, "epoch": 9.644527595884004, "flow_matching_loss": 0.04459145329892635, "grad_norm": 0.16516269743442535, "h_stock_valid_norm": 96.6453125, "invalid_tail_samples": 22.0, "learning_rate": 7.822257454582049e-05, "loss": 0.0506, "positive_teacher_pairs": 27266.0, "query_h_norm_ratio": 0.45136556327342986, "relation_loss": 0.00597200496122241, "selected_pairs": 27266.0, "step": 10310, "student_distance_mean": 26.86818199157715, "teacher_distance_mean": 0.8531257927417755, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.00597200496122241, "weighted_relation_loss": 0.00597200496122241 }, { "action_query_batch_std": 0.4078166902065277, "action_query_norm": 43.63020133972168, "action_relation_loss": 0.006266231229528785, "auxiliary_loss_weight": 1.0, "epoch": 9.653882132834426, "flow_matching_loss": 0.04081722311675549, "grad_norm": 0.1651764214038849, "h_stock_valid_norm": 97.18257446289063, "invalid_tail_samples": 26.2, "learning_rate": 7.817706129134363e-05, "loss": 0.0471, "positive_teacher_pairs": 26299.1, "query_h_norm_ratio": 0.4489539176225662, "relation_loss": 0.006266231229528785, "selected_pairs": 26299.1, "step": 10320, "student_distance_mean": 27.240763854980468, "teacher_distance_mean": 0.8612894892692566, "valid_action_samples": 229.8, "weighted_auxiliary_loss": 0.006266231229528785, "weighted_relation_loss": 0.006266231229528785 }, { "action_query_batch_std": 0.4006460815668106, "action_query_norm": 43.59994621276856, "action_relation_loss": 0.006284525245428085, "auxiliary_loss_weight": 1.0, "epoch": 9.663236669784846, "flow_matching_loss": 0.0430476538836956, "grad_norm": 0.15216976404190063, "h_stock_valid_norm": 96.79775848388672, "invalid_tail_samples": 22.1, "learning_rate": 7.813151379908036e-05, "loss": 0.0493, "positive_teacher_pairs": 27251.1, "query_h_norm_ratio": 0.4504265129566193, "relation_loss": 0.006284525245428085, "selected_pairs": 27251.1, "step": 10330, "student_distance_mean": 26.721153450012206, "teacher_distance_mean": 0.8490405976772308, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.006284525245428085, "weighted_relation_loss": 0.006284525245428085 }, { "action_query_batch_std": 0.41125038266181946, "action_query_norm": 43.63215103149414, "action_relation_loss": 0.006107264617457986, "auxiliary_loss_weight": 1.0, "epoch": 9.672591206735266, "flow_matching_loss": 0.04177122339606285, "grad_norm": 0.14901907742023468, "h_stock_valid_norm": 97.1705207824707, "invalid_tail_samples": 21.6, "learning_rate": 7.808593212437523e-05, "loss": 0.0479, "positive_teacher_pairs": 27365.9, "query_h_norm_ratio": 0.44903269708156585, "relation_loss": 0.006107264617457986, "selected_pairs": 27365.9, "step": 10340, "student_distance_mean": 27.15101013183594, "teacher_distance_mean": 0.8576920211315155, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.006107264617457986, "weighted_relation_loss": 0.006107264617457986 }, { "action_query_batch_std": 0.4090162605047226, "action_query_norm": 43.61574516296387, "action_relation_loss": 0.006039553368464112, "auxiliary_loss_weight": 1.0, "epoch": 9.681945743685688, "flow_matching_loss": 0.04021826758980751, "grad_norm": 0.1186525970697403, "h_stock_valid_norm": 97.28572387695313, "invalid_tail_samples": 28.4, "learning_rate": 7.804031632261421e-05, "loss": 0.0463, "positive_teacher_pairs": 25797.4, "query_h_norm_ratio": 0.44832966327667234, "relation_loss": 0.006039553368464112, "selected_pairs": 25797.4, "step": 10350, "student_distance_mean": 27.2938138961792, "teacher_distance_mean": 0.8592258214950561, "valid_action_samples": 227.6, "weighted_auxiliary_loss": 0.006039553368464112, "weighted_relation_loss": 0.006039553368464112 }, { "action_query_batch_std": 0.41325363516807556, "action_query_norm": 43.640276718139646, "action_relation_loss": 0.0060120907612144945, "auxiliary_loss_weight": 1.0, "epoch": 9.691300280636108, "flow_matching_loss": 0.04404298290610313, "grad_norm": 0.10856545716524124, "h_stock_valid_norm": 96.37141799926758, "invalid_tail_samples": 23.2, "learning_rate": 7.799466644922484e-05, "loss": 0.0501, "positive_teacher_pairs": 26994.8, "query_h_norm_ratio": 0.45283800959587095, "relation_loss": 0.0060120907612144945, "selected_pairs": 26994.8, "step": 10360, "student_distance_mean": 27.64930419921875, "teacher_distance_mean": 0.8661458551883697, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0060120907612144945, "weighted_relation_loss": 0.0060120907612144945 }, { "action_query_batch_std": 0.40836712419986726, "action_query_norm": 43.62252311706543, "action_relation_loss": 0.00591668370179832, "auxiliary_loss_weight": 1.0, "epoch": 9.70065481758653, "flow_matching_loss": 0.04206013567745685, "grad_norm": 0.14127011597156525, "h_stock_valid_norm": 96.53309860229493, "invalid_tail_samples": 24.8, "learning_rate": 7.794898255967602e-05, "loss": 0.048, "positive_teacher_pairs": 26622.7, "query_h_norm_ratio": 0.45190538465976715, "relation_loss": 0.00591668370179832, "selected_pairs": 26622.7, "step": 10370, "student_distance_mean": 27.407375717163085, "teacher_distance_mean": 0.8588145256042481, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.00591668370179832, "weighted_relation_loss": 0.00591668370179832 }, { "action_query_batch_std": 0.4052063703536987, "action_query_norm": 43.60356101989746, "action_relation_loss": 0.006149513088166714, "auxiliary_loss_weight": 1.0, "epoch": 9.71000935453695, "flow_matching_loss": 0.043121831864118575, "grad_norm": 0.12516701221466064, "h_stock_valid_norm": 97.64632263183594, "invalid_tail_samples": 22.4, "learning_rate": 7.790326470947795e-05, "loss": 0.0493, "positive_teacher_pairs": 27182.3, "query_h_norm_ratio": 0.44655503928661344, "relation_loss": 0.006149513088166714, "selected_pairs": 27182.3, "step": 10380, "student_distance_mean": 26.932056999206544, "teacher_distance_mean": 0.856687593460083, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.006149513088166714, "weighted_relation_loss": 0.006149513088166714 }, { "action_query_batch_std": 0.40281087160110474, "action_query_norm": 43.60473899841308, "action_relation_loss": 0.00610327860340476, "auxiliary_loss_weight": 1.0, "epoch": 9.71936389148737, "flow_matching_loss": 0.04222394526004791, "grad_norm": 0.12573754787445068, "h_stock_valid_norm": 98.27823333740234, "invalid_tail_samples": 20.2, "learning_rate": 7.785751295418217e-05, "loss": 0.0483, "positive_teacher_pairs": 27687.7, "query_h_norm_ratio": 0.4436940997838974, "relation_loss": 0.00610327860340476, "selected_pairs": 27687.7, "step": 10390, "student_distance_mean": 26.771534729003907, "teacher_distance_mean": 0.8506497025489808, "valid_action_samples": 235.8, "weighted_auxiliary_loss": 0.00610327860340476, "weighted_relation_loss": 0.00610327860340476 }, { "action_query_batch_std": 0.40840153992176054, "action_query_norm": 43.61158714294434, "action_relation_loss": 0.00645540482364595, "auxiliary_loss_weight": 1.0, "epoch": 9.728718428437793, "flow_matching_loss": 0.041976680234074595, "grad_norm": 0.15583497285842896, "h_stock_valid_norm": 97.51755752563477, "invalid_tail_samples": 24.4, "learning_rate": 7.781172734938136e-05, "loss": 0.0484, "positive_teacher_pairs": 26716.3, "query_h_norm_ratio": 0.44722375869750974, "relation_loss": 0.00645540482364595, "selected_pairs": 26716.3, "step": 10400, "student_distance_mean": 27.063683128356935, "teacher_distance_mean": 0.8530598104000091, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.00645540482364595, "weighted_relation_loss": 0.00645540482364595 }, { "action_query_batch_std": 0.4116141557693481, "action_query_norm": 43.62570037841797, "action_relation_loss": 0.005830793315544725, "auxiliary_loss_weight": 1.0, "epoch": 9.738072965388213, "flow_matching_loss": 0.04028042182326317, "grad_norm": 0.13864043354988098, "h_stock_valid_norm": 97.32256393432617, "invalid_tail_samples": 23.4, "learning_rate": 7.776590795070933e-05, "loss": 0.0461, "positive_teacher_pairs": 26946.6, "query_h_norm_ratio": 0.44826107919216157, "relation_loss": 0.005830793315544725, "selected_pairs": 26946.6, "step": 10410, "student_distance_mean": 27.36889934539795, "teacher_distance_mean": 0.8541316211223602, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.005830793315544725, "weighted_relation_loss": 0.005830793315544725 }, { "action_query_batch_std": 0.4103162348270416, "action_query_norm": 43.61433906555176, "action_relation_loss": 0.005963114276528359, "auxiliary_loss_weight": 1.0, "epoch": 9.747427502338635, "flow_matching_loss": 0.04113717600703239, "grad_norm": 0.14145392179489136, "h_stock_valid_norm": 97.5094596862793, "invalid_tail_samples": 23.7, "learning_rate": 7.772005481384099e-05, "loss": 0.0471, "positive_teacher_pairs": 26877.7, "query_h_norm_ratio": 0.4472850918769836, "relation_loss": 0.005963114276528359, "selected_pairs": 26877.7, "step": 10420, "student_distance_mean": 27.19495849609375, "teacher_distance_mean": 0.8629486858844757, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.005963114276528359, "weighted_relation_loss": 0.005963114276528359 }, { "action_query_batch_std": 0.40429469347000124, "action_query_norm": 43.60053901672363, "action_relation_loss": 0.006330866692587733, "auxiliary_loss_weight": 1.0, "epoch": 9.756782039289055, "flow_matching_loss": 0.04114146195352077, "grad_norm": 0.14195866882801056, "h_stock_valid_norm": 97.25129623413086, "invalid_tail_samples": 24.1, "learning_rate": 7.767416799449223e-05, "loss": 0.0475, "positive_teacher_pairs": 26782.8, "query_h_norm_ratio": 0.4483297556638718, "relation_loss": 0.006330866692587733, "selected_pairs": 26782.8, "step": 10430, "student_distance_mean": 26.84813537597656, "teacher_distance_mean": 0.8598274290561676, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.006330866692587733, "weighted_relation_loss": 0.006330866692587733 }, { "action_query_batch_std": 0.40210804641246795, "action_query_norm": 43.58887557983398, "action_relation_loss": 0.006249895738437772, "auxiliary_loss_weight": 1.0, "epoch": 9.766136576239477, "flow_matching_loss": 0.041943779960274694, "grad_norm": 0.14782114326953888, "h_stock_valid_norm": 97.29592742919922, "invalid_tail_samples": 22.3, "learning_rate": 7.762824754841984e-05, "loss": 0.0482, "positive_teacher_pairs": 27200.9, "query_h_norm_ratio": 0.4480051636695862, "relation_loss": 0.006249895738437772, "selected_pairs": 27200.9, "step": 10440, "student_distance_mean": 26.65776824951172, "teacher_distance_mean": 0.8484436392784118, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.006249895738437772, "weighted_relation_loss": 0.006249895738437772 }, { "action_query_batch_std": 0.4050355076789856, "action_query_norm": 43.57986564636231, "action_relation_loss": 0.005875431001186371, "auxiliary_loss_weight": 1.0, "epoch": 9.775491113189897, "flow_matching_loss": 0.04237595573067665, "grad_norm": 0.1507841944694519, "h_stock_valid_norm": 97.52685317993163, "invalid_tail_samples": 22.5, "learning_rate": 7.758229353142152e-05, "loss": 0.0483, "positive_teacher_pairs": 27150.5, "query_h_norm_ratio": 0.4468515545129776, "relation_loss": 0.005875431001186371, "selected_pairs": 27150.5, "step": 10450, "student_distance_mean": 26.82289352416992, "teacher_distance_mean": 0.8582114398479461, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.005875431001186371, "weighted_relation_loss": 0.005875431001186371 }, { "action_query_batch_std": 0.4072532594203949, "action_query_norm": 43.5973201751709, "action_relation_loss": 0.006304466258734464, "auxiliary_loss_weight": 1.0, "epoch": 9.784845650140317, "flow_matching_loss": 0.04085662141442299, "grad_norm": 0.17225268483161926, "h_stock_valid_norm": 98.18717880249024, "invalid_tail_samples": 24.6, "learning_rate": 7.753630599933572e-05, "loss": 0.0472, "positive_teacher_pairs": 26671.7, "query_h_norm_ratio": 0.44403534233570097, "relation_loss": 0.006304466258734464, "selected_pairs": 26671.7, "step": 10460, "student_distance_mean": 27.103122520446778, "teacher_distance_mean": 0.8551178574562073, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.006304466258734464, "weighted_relation_loss": 0.006304466258734464 }, { "action_query_batch_std": 0.40650850236415864, "action_query_norm": 43.60128479003906, "action_relation_loss": 0.0060158440377563235, "auxiliary_loss_weight": 1.0, "epoch": 9.79420018709074, "flow_matching_loss": 0.04238296151161194, "grad_norm": 0.11567968875169754, "h_stock_valid_norm": 97.89195175170899, "invalid_tail_samples": 21.5, "learning_rate": 7.749028500804161e-05, "loss": 0.0484, "positive_teacher_pairs": 27389.4, "query_h_norm_ratio": 0.445408096909523, "relation_loss": 0.0060158440377563235, "selected_pairs": 27389.4, "step": 10470, "student_distance_mean": 27.090055847167967, "teacher_distance_mean": 0.8557397902011872, "valid_action_samples": 234.5, "weighted_auxiliary_loss": 0.0060158440377563235, "weighted_relation_loss": 0.0060158440377563235 }, { "action_query_batch_std": 0.4103729784488678, "action_query_norm": 43.5937198638916, "action_relation_loss": 0.005745603516697883, "auxiliary_loss_weight": 1.0, "epoch": 9.80355472404116, "flow_matching_loss": 0.042312169820070265, "grad_norm": 0.1332351267337799, "h_stock_valid_norm": 97.1809066772461, "invalid_tail_samples": 22.4, "learning_rate": 7.744423061345906e-05, "loss": 0.0481, "positive_teacher_pairs": 27174.5, "query_h_norm_ratio": 0.4485906660556793, "relation_loss": 0.005745603516697883, "selected_pairs": 27174.5, "step": 10480, "student_distance_mean": 27.255622100830077, "teacher_distance_mean": 0.8634011030197144, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.005745603516697883, "weighted_relation_loss": 0.005745603516697883 }, { "action_query_batch_std": 0.40598202049732207, "action_query_norm": 43.58270492553711, "action_relation_loss": 0.006077315332368017, "auxiliary_loss_weight": 1.0, "epoch": 9.812909260991582, "flow_matching_loss": 0.04114428162574768, "grad_norm": 0.1277613490819931, "h_stock_valid_norm": 96.75662078857422, "invalid_tail_samples": 23.7, "learning_rate": 7.73981428715485e-05, "loss": 0.0472, "positive_teacher_pairs": 26873.1, "query_h_norm_ratio": 0.45044015645980834, "relation_loss": 0.006077315332368017, "selected_pairs": 26873.1, "step": 10490, "student_distance_mean": 26.983981323242187, "teacher_distance_mean": 0.8587723076343536, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.006077315332368017, "weighted_relation_loss": 0.006077315332368017 }, { "action_query_batch_std": 0.4077274203300476, "action_query_norm": 43.593279647827146, "action_relation_loss": 0.006006378028541803, "auxiliary_loss_weight": 1.0, "epoch": 9.822263797942002, "flow_matching_loss": 0.0424052145332098, "grad_norm": 0.15006639063358307, "h_stock_valid_norm": 97.08090896606446, "invalid_tail_samples": 21.6, "learning_rate": 7.735202183831085e-05, "loss": 0.0484, "positive_teacher_pairs": 27359.2, "query_h_norm_ratio": 0.44904405176639556, "relation_loss": 0.006006378028541803, "selected_pairs": 27359.2, "step": 10500, "student_distance_mean": 27.194240951538085, "teacher_distance_mean": 0.8621573328971863, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.006006378028541803, "weighted_relation_loss": 0.006006378028541803 }, { "action_query_batch_std": 0.40439220070838927, "action_query_norm": 43.57762489318848, "action_relation_loss": 0.0060967457946389915, "auxiliary_loss_weight": 1.0, "epoch": 9.831618334892422, "flow_matching_loss": 0.04092314653098583, "grad_norm": 0.16384568810462952, "h_stock_valid_norm": 97.10746231079102, "invalid_tail_samples": 24.5, "learning_rate": 7.730586756978757e-05, "loss": 0.047, "positive_teacher_pairs": 26695.9, "query_h_norm_ratio": 0.4487603366374969, "relation_loss": 0.0060967457946389915, "selected_pairs": 26695.9, "step": 10510, "student_distance_mean": 26.904608726501465, "teacher_distance_mean": 0.8522963941097259, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.0060967457946389915, "weighted_relation_loss": 0.0060967457946389915 }, { "action_query_batch_std": 0.4036260724067688, "action_query_norm": 43.579647827148435, "action_relation_loss": 0.005844427365809679, "auxiliary_loss_weight": 1.0, "epoch": 9.840972871842844, "flow_matching_loss": 0.040186213329434395, "grad_norm": 0.11794731020927429, "h_stock_valid_norm": 97.401318359375, "invalid_tail_samples": 22.2, "learning_rate": 7.72596801220604e-05, "loss": 0.046, "positive_teacher_pairs": 27227.3, "query_h_norm_ratio": 0.44742527306079866, "relation_loss": 0.005844427365809679, "selected_pairs": 27227.3, "step": 10520, "student_distance_mean": 26.88065357208252, "teacher_distance_mean": 0.850090378522873, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.005844427365809679, "weighted_relation_loss": 0.005844427365809679 }, { "action_query_batch_std": 0.40352822542190553, "action_query_norm": 43.58179626464844, "action_relation_loss": 0.006226208433508873, "auxiliary_loss_weight": 1.0, "epoch": 9.850327408793264, "flow_matching_loss": 0.041688636690378186, "grad_norm": 0.1442973017692566, "h_stock_valid_norm": 97.61147079467773, "invalid_tail_samples": 21.8, "learning_rate": 7.721345955125147e-05, "loss": 0.0479, "positive_teacher_pairs": 27309.7, "query_h_norm_ratio": 0.4464850664138794, "relation_loss": 0.006226208433508873, "selected_pairs": 27309.7, "step": 10530, "student_distance_mean": 26.894816589355468, "teacher_distance_mean": 0.8480269312858582, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.006226208433508873, "weighted_relation_loss": 0.006226208433508873 }, { "action_query_batch_std": 0.40515044927597044, "action_query_norm": 43.58236122131348, "action_relation_loss": 0.005708340881392359, "auxiliary_loss_weight": 1.0, "epoch": 9.859681945743686, "flow_matching_loss": 0.03857061602175236, "grad_norm": 0.09367487579584122, "h_stock_valid_norm": 97.13129348754883, "invalid_tail_samples": 24.8, "learning_rate": 7.71672059135231e-05, "loss": 0.0443, "positive_teacher_pairs": 26618.8, "query_h_norm_ratio": 0.44869895577430724, "relation_loss": 0.005708340881392359, "selected_pairs": 26618.8, "step": 10540, "student_distance_mean": 26.90813217163086, "teacher_distance_mean": 0.8570847153663635, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.005708340881392359, "weighted_relation_loss": 0.005708340881392359 }, { "action_query_batch_std": 0.4030830949544907, "action_query_norm": 43.574523544311525, "action_relation_loss": 0.00592774017713964, "auxiliary_loss_weight": 1.0, "epoch": 9.869036482694106, "flow_matching_loss": 0.042915310710668564, "grad_norm": 0.13401217758655548, "h_stock_valid_norm": 96.6454246520996, "invalid_tail_samples": 22.3, "learning_rate": 7.712091926507787e-05, "loss": 0.0488, "positive_teacher_pairs": 27201.6, "query_h_norm_ratio": 0.4508729875087738, "relation_loss": 0.00592774017713964, "selected_pairs": 27201.6, "step": 10550, "student_distance_mean": 26.827637672424316, "teacher_distance_mean": 0.8613663196563721, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.00592774017713964, "weighted_relation_loss": 0.00592774017713964 }, { "action_query_batch_std": 0.4121095687150955, "action_query_norm": 43.59930305480957, "action_relation_loss": 0.005753371911123395, "auxiliary_loss_weight": 1.0, "epoch": 9.878391019644528, "flow_matching_loss": 0.03949131295084953, "grad_norm": 0.10932410508394241, "h_stock_valid_norm": 96.29352188110352, "invalid_tail_samples": 24.3, "learning_rate": 7.70745996621584e-05, "loss": 0.0452, "positive_teacher_pairs": 26745.2, "query_h_norm_ratio": 0.4527783513069153, "relation_loss": 0.005753371911123395, "selected_pairs": 26745.2, "step": 10560, "student_distance_mean": 27.4434663772583, "teacher_distance_mean": 0.8613176703453064, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.005753371911123395, "weighted_relation_loss": 0.005753371911123395 }, { "action_query_batch_std": 0.4066144168376923, "action_query_norm": 43.58503684997559, "action_relation_loss": 0.005700116278603673, "auxiliary_loss_weight": 1.0, "epoch": 9.887745556594949, "flow_matching_loss": 0.040528320521116254, "grad_norm": 0.11890073865652084, "h_stock_valid_norm": 95.84504776000976, "invalid_tail_samples": 24.8, "learning_rate": 7.702824716104735e-05, "loss": 0.0462, "positive_teacher_pairs": 26614.4, "query_h_norm_ratio": 0.45474628210067747, "relation_loss": 0.005700116278603673, "selected_pairs": 26614.4, "step": 10570, "student_distance_mean": 27.13018379211426, "teacher_distance_mean": 0.8562812626361846, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.005700116278603673, "weighted_relation_loss": 0.005700116278603673 }, { "action_query_batch_std": 0.3995077431201935, "action_query_norm": 43.5622802734375, "action_relation_loss": 0.00590536049567163, "auxiliary_loss_weight": 1.0, "epoch": 9.897100093545369, "flow_matching_loss": 0.041659441962838176, "grad_norm": 0.11064911633729935, "h_stock_valid_norm": 95.9150619506836, "invalid_tail_samples": 26.2, "learning_rate": 7.698186181806743e-05, "loss": 0.0476, "positive_teacher_pairs": 26298.9, "query_h_norm_ratio": 0.4541794449090958, "relation_loss": 0.00590536049567163, "selected_pairs": 26298.9, "step": 10580, "student_distance_mean": 26.572826194763184, "teacher_distance_mean": 0.8501322150230408, "valid_action_samples": 229.8, "weighted_auxiliary_loss": 0.00590536049567163, "weighted_relation_loss": 0.00590536049567163 }, { "action_query_batch_std": 0.40114885866641997, "action_query_norm": 43.56043586730957, "action_relation_loss": 0.005952455569058657, "auxiliary_loss_weight": 1.0, "epoch": 9.90645463049579, "flow_matching_loss": 0.041327406838536265, "grad_norm": 0.11555805802345276, "h_stock_valid_norm": 96.54740295410156, "invalid_tail_samples": 25.1, "learning_rate": 7.693544368958116e-05, "loss": 0.0473, "positive_teacher_pairs": 26553.1, "query_h_norm_ratio": 0.4511972159147263, "relation_loss": 0.005952455569058657, "selected_pairs": 26553.1, "step": 10590, "student_distance_mean": 26.69262065887451, "teacher_distance_mean": 0.8433753788471222, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.005952455569058657, "weighted_relation_loss": 0.005952455569058657 }, { "action_query_batch_std": 0.403649365901947, "action_query_norm": 43.565324783325195, "action_relation_loss": 0.005907151382416487, "auxiliary_loss_weight": 1.0, "epoch": 9.915809167446211, "flow_matching_loss": 0.041871244087815285, "grad_norm": 0.08484932035207748, "h_stock_valid_norm": 97.35021057128907, "invalid_tail_samples": 23.5, "learning_rate": 7.688899283199096e-05, "loss": 0.0478, "positive_teacher_pairs": 26923.4, "query_h_norm_ratio": 0.4475159883499146, "relation_loss": 0.005907151382416487, "selected_pairs": 26923.4, "step": 10600, "student_distance_mean": 26.926121139526366, "teacher_distance_mean": 0.8498095512390137, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.005907151382416487, "weighted_relation_loss": 0.005907151382416487 }, { "action_query_batch_std": 0.40472870469093325, "action_query_norm": 43.57400131225586, "action_relation_loss": 0.005966102052479982, "auxiliary_loss_weight": 1.0, "epoch": 9.925163704396633, "flow_matching_loss": 0.040659941360354425, "grad_norm": 0.1202586218714714, "h_stock_valid_norm": 97.14934616088867, "invalid_tail_samples": 26.0, "learning_rate": 7.684250930173901e-05, "loss": 0.0466, "positive_teacher_pairs": 26340.3, "query_h_norm_ratio": 0.4485302984714508, "relation_loss": 0.005966102052479982, "selected_pairs": 26340.3, "step": 10610, "student_distance_mean": 26.888482093811035, "teacher_distance_mean": 0.8576667428016662, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.005966102052479982, "weighted_relation_loss": 0.005966102052479982 }, { "action_query_batch_std": 0.4094879150390625, "action_query_norm": 43.58210220336914, "action_relation_loss": 0.006107937032356858, "auxiliary_loss_weight": 1.0, "epoch": 9.934518241347053, "flow_matching_loss": 0.042317334190011026, "grad_norm": 0.10348672419786453, "h_stock_valid_norm": 96.67322387695313, "invalid_tail_samples": 24.2, "learning_rate": 7.679599315530718e-05, "loss": 0.0484, "positive_teacher_pairs": 26771.3, "query_h_norm_ratio": 0.45082598030567167, "relation_loss": 0.006107937032356858, "selected_pairs": 26771.3, "step": 10620, "student_distance_mean": 27.32444038391113, "teacher_distance_mean": 0.8624542355537415, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.006107937032356858, "weighted_relation_loss": 0.006107937032356858 }, { "action_query_batch_std": 0.39748758673667905, "action_query_norm": 43.54385643005371, "action_relation_loss": 0.00590200605802238, "auxiliary_loss_weight": 1.0, "epoch": 9.943872778297475, "flow_matching_loss": 0.042569208145141604, "grad_norm": 0.10139279067516327, "h_stock_valid_norm": 96.43005294799805, "invalid_tail_samples": 26.0, "learning_rate": 7.674944444921695e-05, "loss": 0.0485, "positive_teacher_pairs": 26344.7, "query_h_norm_ratio": 0.4515654414892197, "relation_loss": 0.00590200605802238, "selected_pairs": 26344.7, "step": 10630, "student_distance_mean": 26.473980522155763, "teacher_distance_mean": 0.8465651869773865, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.00590200605802238, "weighted_relation_loss": 0.00590200605802238 }, { "action_query_batch_std": 0.40822865068912506, "action_query_norm": 43.56692657470703, "action_relation_loss": 0.00591787276789546, "auxiliary_loss_weight": 1.0, "epoch": 9.953227315247895, "flow_matching_loss": 0.039725810289382935, "grad_norm": 0.09466899186372757, "h_stock_valid_norm": 96.45812149047852, "invalid_tail_samples": 22.6, "learning_rate": 7.670286324002944e-05, "loss": 0.0456, "positive_teacher_pairs": 27124.6, "query_h_norm_ratio": 0.4516762673854828, "relation_loss": 0.00591787276789546, "selected_pairs": 27124.6, "step": 10640, "student_distance_mean": 26.98082447052002, "teacher_distance_mean": 0.8613380253314972, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.00591787276789546, "weighted_relation_loss": 0.00591787276789546 }, { "action_query_batch_std": 0.408795228600502, "action_query_norm": 43.568202590942384, "action_relation_loss": 0.00607836926355958, "auxiliary_loss_weight": 1.0, "epoch": 9.962581852198316, "flow_matching_loss": 0.04175392538309097, "grad_norm": 0.12339288741350174, "h_stock_valid_norm": 97.31854400634765, "invalid_tail_samples": 23.8, "learning_rate": 7.665624958434514e-05, "loss": 0.0478, "positive_teacher_pairs": 26850.8, "query_h_norm_ratio": 0.4476909816265106, "relation_loss": 0.00607836926355958, "selected_pairs": 26850.8, "step": 10650, "student_distance_mean": 27.16490535736084, "teacher_distance_mean": 0.8540648639202117, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.00607836926355958, "weighted_relation_loss": 0.00607836926355958 }, { "action_query_batch_std": 0.41131198704242705, "action_query_norm": 43.5728157043457, "action_relation_loss": 0.006143347918987274, "auxiliary_loss_weight": 1.0, "epoch": 9.971936389148738, "flow_matching_loss": 0.04164177142083645, "grad_norm": 0.1211351752281189, "h_stock_valid_norm": 97.89333648681641, "invalid_tail_samples": 22.9, "learning_rate": 7.66096035388041e-05, "loss": 0.0478, "positive_teacher_pairs": 27058.9, "query_h_norm_ratio": 0.44510733485221865, "relation_loss": 0.006143347918987274, "selected_pairs": 27058.9, "step": 10660, "student_distance_mean": 27.34041748046875, "teacher_distance_mean": 0.856555312871933, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.006143347918987274, "weighted_relation_loss": 0.006143347918987274 }, { "action_query_batch_std": 0.40488463044166567, "action_query_norm": 43.55143852233887, "action_relation_loss": 0.006105252262204886, "auxiliary_loss_weight": 1.0, "epoch": 9.981290926099158, "flow_matching_loss": 0.04045262597501278, "grad_norm": 0.11152675747871399, "h_stock_valid_norm": 98.39048614501954, "invalid_tail_samples": 27.7, "learning_rate": 7.656292516008563e-05, "loss": 0.0466, "positive_teacher_pairs": 25962.6, "query_h_norm_ratio": 0.4426431179046631, "relation_loss": 0.006105252262204886, "selected_pairs": 25962.6, "step": 10670, "student_distance_mean": 26.892790603637696, "teacher_distance_mean": 0.8555333554744721, "valid_action_samples": 228.3, "weighted_auxiliary_loss": 0.006105252262204886, "weighted_relation_loss": 0.006105252262204886 }, { "action_query_batch_std": 0.40153337717056276, "action_query_norm": 43.545101165771484, "action_relation_loss": 0.006024407688528299, "auxiliary_loss_weight": 1.0, "epoch": 9.99064546304958, "flow_matching_loss": 0.04111199527978897, "grad_norm": 0.1056644544005394, "h_stock_valid_norm": 97.50865631103515, "invalid_tail_samples": 22.7, "learning_rate": 7.651621450490837e-05, "loss": 0.0471, "positive_teacher_pairs": 27103.3, "query_h_norm_ratio": 0.44658643901348116, "relation_loss": 0.006024407688528299, "selected_pairs": 27103.3, "step": 10680, "student_distance_mean": 26.634421730041502, "teacher_distance_mean": 0.8528829038143158, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.006024407688528299, "weighted_relation_loss": 0.006024407688528299 }, { "action_query_batch_std": 0.40876721441745756, "action_query_norm": 43.55040817260742, "action_relation_loss": 0.005865624267607927, "auxiliary_loss_weight": 1.0, "epoch": 10.0, "flow_matching_loss": 0.040656565129756926, "grad_norm": 0.23379887640476227, "h_stock_valid_norm": 96.28896713256836, "invalid_tail_samples": 25.6, "learning_rate": 7.646947163003017e-05, "loss": 0.0465, "positive_teacher_pairs": 23529.8, "query_h_norm_ratio": 0.4522939145565033, "relation_loss": 0.005865624267607927, "selected_pairs": 23529.8, "step": 10690, "student_distance_mean": 27.20517578125, "teacher_distance_mean": 0.8557106494903565, "valid_action_samples": 210.5, "weighted_auxiliary_loss": 0.005865624267607927, "weighted_relation_loss": 0.005865624267607927 }, { "action_query_batch_std": 0.4061440348625183, "action_query_norm": 43.54532661437988, "action_relation_loss": 0.00537753775715828, "auxiliary_loss_weight": 1.0, "epoch": 10.00935453695042, "flow_matching_loss": 0.03704854045063257, "grad_norm": 0.13412857055664062, "h_stock_valid_norm": 96.40266189575195, "invalid_tail_samples": 22.6, "learning_rate": 7.642269659224803e-05, "loss": 0.0424, "positive_teacher_pairs": 27135.3, "query_h_norm_ratio": 0.45171003639698026, "relation_loss": 0.00537753775715828, "selected_pairs": 27135.3, "step": 10700, "student_distance_mean": 27.06438617706299, "teacher_distance_mean": 0.8576485335826873, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.00537753775715828, "weighted_relation_loss": 0.00537753775715828 }, { "action_query_batch_std": 0.4032337337732315, "action_query_norm": 43.53965110778809, "action_relation_loss": 0.005824546050280333, "auxiliary_loss_weight": 1.0, "epoch": 10.018709073900842, "flow_matching_loss": 0.03888855297118425, "grad_norm": 0.16560089588165283, "h_stock_valid_norm": 97.32679824829101, "invalid_tail_samples": 23.5, "learning_rate": 7.637588944839803e-05, "loss": 0.0447, "positive_teacher_pairs": 26921.8, "query_h_norm_ratio": 0.44735963344573976, "relation_loss": 0.005824546050280333, "selected_pairs": 26921.8, "step": 10710, "student_distance_mean": 26.792201805114747, "teacher_distance_mean": 0.850073766708374, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.005824546050280333, "weighted_relation_loss": 0.005824546050280333 }, { "action_query_batch_std": 0.40414975881576537, "action_query_norm": 43.53401527404785, "action_relation_loss": 0.0055385168176144365, "auxiliary_loss_weight": 1.0, "epoch": 10.028063610851262, "flow_matching_loss": 0.03817136362195015, "grad_norm": 0.14917708933353424, "h_stock_valid_norm": 97.65830307006836, "invalid_tail_samples": 27.3, "learning_rate": 7.632905025535528e-05, "loss": 0.0437, "positive_teacher_pairs": 26046.4, "query_h_norm_ratio": 0.44578298926353455, "relation_loss": 0.0055385168176144365, "selected_pairs": 26046.4, "step": 10720, "student_distance_mean": 26.85548515319824, "teacher_distance_mean": 0.8498138427734375, "valid_action_samples": 228.7, "weighted_auxiliary_loss": 0.0055385168176144365, "weighted_relation_loss": 0.0055385168176144365 }, { "action_query_batch_std": 0.4022328943014145, "action_query_norm": 43.526845169067386, "action_relation_loss": 0.005881230952218175, "auxiliary_loss_weight": 1.0, "epoch": 10.037418147801684, "flow_matching_loss": 0.03907719776034355, "grad_norm": 0.169084832072258, "h_stock_valid_norm": 97.34890518188476, "invalid_tail_samples": 23.8, "learning_rate": 7.628217907003378e-05, "loss": 0.045, "positive_teacher_pairs": 26847.7, "query_h_norm_ratio": 0.447125232219696, "relation_loss": 0.005881230952218175, "selected_pairs": 26847.7, "step": 10730, "student_distance_mean": 26.858416175842287, "teacher_distance_mean": 0.8556819379329681, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.005881230952218175, "weighted_relation_loss": 0.005881230952218175 }, { "action_query_batch_std": 0.4021587997674942, "action_query_norm": 43.53818969726562, "action_relation_loss": 0.005782137531787157, "auxiliary_loss_weight": 1.0, "epoch": 10.046772684752105, "flow_matching_loss": 0.04077157452702522, "grad_norm": 0.11742933839559555, "h_stock_valid_norm": 97.51297912597656, "invalid_tail_samples": 24.1, "learning_rate": 7.623527594938649e-05, "loss": 0.0466, "positive_teacher_pairs": 26786.3, "query_h_norm_ratio": 0.4464900255203247, "relation_loss": 0.005782137531787157, "selected_pairs": 26786.3, "step": 10740, "student_distance_mean": 26.71593532562256, "teacher_distance_mean": 0.8522308528423309, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.005782137531787157, "weighted_relation_loss": 0.005782137531787157 }, { "action_query_batch_std": 0.4018250614404678, "action_query_norm": 43.52995338439941, "action_relation_loss": 0.005604417156428098, "auxiliary_loss_weight": 1.0, "epoch": 10.056127221702527, "flow_matching_loss": 0.03846249096095562, "grad_norm": 0.1313321739435196, "h_stock_valid_norm": 97.30597305297852, "invalid_tail_samples": 23.6, "learning_rate": 7.618834095040509e-05, "loss": 0.0441, "positive_teacher_pairs": 26896.0, "query_h_norm_ratio": 0.4473555564880371, "relation_loss": 0.005604417156428098, "selected_pairs": 26896.0, "step": 10750, "student_distance_mean": 26.835369300842284, "teacher_distance_mean": 0.8515509784221649, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.005604417156428098, "weighted_relation_loss": 0.005604417156428098 }, { "action_query_batch_std": 0.3994269073009491, "action_query_norm": 43.524749755859375, "action_relation_loss": 0.0055759594775736335, "auxiliary_loss_weight": 1.0, "epoch": 10.065481758652947, "flow_matching_loss": 0.03808034285902977, "grad_norm": 0.1388663798570633, "h_stock_valid_norm": 97.3152229309082, "invalid_tail_samples": 21.2, "learning_rate": 7.614137413012e-05, "loss": 0.0437, "positive_teacher_pairs": 27458.3, "query_h_norm_ratio": 0.4472593992948532, "relation_loss": 0.0055759594775736335, "selected_pairs": 27458.3, "step": 10760, "student_distance_mean": 26.57678985595703, "teacher_distance_mean": 0.8458512544631958, "valid_action_samples": 234.8, "weighted_auxiliary_loss": 0.0055759594775736335, "weighted_relation_loss": 0.0055759594775736335 }, { "action_query_batch_std": 0.4095829755067825, "action_query_norm": 43.54943733215332, "action_relation_loss": 0.0057081521023064855, "auxiliary_loss_weight": 1.0, "epoch": 10.074836295603367, "flow_matching_loss": 0.04220686890184879, "grad_norm": 0.08720701187849045, "h_stock_valid_norm": 96.7833137512207, "invalid_tail_samples": 24.7, "learning_rate": 7.609437554560042e-05, "loss": 0.0479, "positive_teacher_pairs": 26650.3, "query_h_norm_ratio": 0.449971878528595, "relation_loss": 0.0057081521023064855, "selected_pairs": 26650.3, "step": 10770, "student_distance_mean": 27.185256958007812, "teacher_distance_mean": 0.8649433672428131, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.0057081521023064855, "weighted_relation_loss": 0.0057081521023064855 }, { "action_query_batch_std": 0.4029574304819107, "action_query_norm": 43.53190574645996, "action_relation_loss": 0.005695111351087689, "auxiliary_loss_weight": 1.0, "epoch": 10.084190832553789, "flow_matching_loss": 0.03988732434809208, "grad_norm": 0.1118173897266388, "h_stock_valid_norm": 97.02987136840821, "invalid_tail_samples": 24.9, "learning_rate": 7.604734525395398e-05, "loss": 0.0456, "positive_teacher_pairs": 26591.3, "query_h_norm_ratio": 0.4486504107713699, "relation_loss": 0.005695111351087689, "selected_pairs": 26591.3, "step": 10780, "student_distance_mean": 26.80887393951416, "teacher_distance_mean": 0.8512816071510315, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.005695111351087689, "weighted_relation_loss": 0.005695111351087689 }, { "action_query_batch_std": 0.4054546445608139, "action_query_norm": 43.54066009521485, "action_relation_loss": 0.00594143969938159, "auxiliary_loss_weight": 1.0, "epoch": 10.09354536950421, "flow_matching_loss": 0.03906295970082283, "grad_norm": 0.10500112175941467, "h_stock_valid_norm": 97.61150665283203, "invalid_tail_samples": 23.7, "learning_rate": 7.600028331232699e-05, "loss": 0.045, "positive_teacher_pairs": 26884.9, "query_h_norm_ratio": 0.44606299698352814, "relation_loss": 0.00594143969938159, "selected_pairs": 26884.9, "step": 10790, "student_distance_mean": 27.037656593322755, "teacher_distance_mean": 0.8588655471801758, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.00594143969938159, "weighted_relation_loss": 0.00594143969938159 }, { "action_query_batch_std": 0.4010607123374939, "action_query_norm": 43.53119049072266, "action_relation_loss": 0.005639960011467338, "auxiliary_loss_weight": 1.0, "epoch": 10.102899906454631, "flow_matching_loss": 0.04125418588519096, "grad_norm": 0.0989316925406456, "h_stock_valid_norm": 97.83460922241211, "invalid_tail_samples": 22.7, "learning_rate": 7.595318977790408e-05, "loss": 0.0469, "positive_teacher_pairs": 27106.9, "query_h_norm_ratio": 0.44495993554592134, "relation_loss": 0.005639960011467338, "selected_pairs": 27106.9, "step": 10800, "student_distance_mean": 26.699501991271973, "teacher_distance_mean": 0.8443946719169617, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.005639960011467338, "weighted_relation_loss": 0.005639960011467338 }, { "action_query_batch_std": 0.39792959988117216, "action_query_norm": 43.51302642822266, "action_relation_loss": 0.005697776004672051, "auxiliary_loss_weight": 1.0, "epoch": 10.112254443405051, "flow_matching_loss": 0.0386283740401268, "grad_norm": 0.12481214106082916, "h_stock_valid_norm": 96.99397277832031, "invalid_tail_samples": 23.3, "learning_rate": 7.590606470790836e-05, "loss": 0.0443, "positive_teacher_pairs": 26969.6, "query_h_norm_ratio": 0.4486210227012634, "relation_loss": 0.005697776004672051, "selected_pairs": 26969.6, "step": 10810, "student_distance_mean": 26.574737358093262, "teacher_distance_mean": 0.8534494161605835, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.005697776004672051, "weighted_relation_loss": 0.005697776004672051 }, { "action_query_batch_std": 0.4011968106031418, "action_query_norm": 43.51928367614746, "action_relation_loss": 0.005414991127327085, "auxiliary_loss_weight": 1.0, "epoch": 10.121608980355472, "flow_matching_loss": 0.04045886918902397, "grad_norm": 0.1848316788673401, "h_stock_valid_norm": 97.08987808227539, "invalid_tail_samples": 23.0, "learning_rate": 7.585890815960125e-05, "loss": 0.0459, "positive_teacher_pairs": 27032.6, "query_h_norm_ratio": 0.4482421845197678, "relation_loss": 0.005414991127327085, "selected_pairs": 27032.6, "step": 10820, "student_distance_mean": 26.71781063079834, "teacher_distance_mean": 0.8601637005805969, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.005414991127327085, "weighted_relation_loss": 0.005414991127327085 }, { "action_query_batch_std": 0.39736473858356475, "action_query_norm": 43.514509201049805, "action_relation_loss": 0.005752569297328591, "auxiliary_loss_weight": 1.0, "epoch": 10.130963517305894, "flow_matching_loss": 0.03814453221857548, "grad_norm": 0.13278736174106598, "h_stock_valid_norm": 97.0834342956543, "invalid_tail_samples": 22.6, "learning_rate": 7.581172019028238e-05, "loss": 0.0439, "positive_teacher_pairs": 27123.2, "query_h_norm_ratio": 0.44821885228157043, "relation_loss": 0.005752569297328591, "selected_pairs": 27123.2, "step": 10830, "student_distance_mean": 26.53275089263916, "teacher_distance_mean": 0.8467944622039795, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.005752569297328591, "weighted_relation_loss": 0.005752569297328591 }, { "action_query_batch_std": 0.3977074891328812, "action_query_norm": 43.50521583557129, "action_relation_loss": 0.0058311271946877245, "auxiliary_loss_weight": 1.0, "epoch": 10.140318054256314, "flow_matching_loss": 0.04126705080270767, "grad_norm": 0.10102858394384384, "h_stock_valid_norm": 96.5131217956543, "invalid_tail_samples": 22.5, "learning_rate": 7.576450085728959e-05, "loss": 0.0471, "positive_teacher_pairs": 27161.6, "query_h_norm_ratio": 0.45077290534973147, "relation_loss": 0.0058311271946877245, "selected_pairs": 27161.6, "step": 10840, "student_distance_mean": 26.447687339782714, "teacher_distance_mean": 0.8473447620868683, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.0058311271946877245, "weighted_relation_loss": 0.0058311271946877245 }, { "action_query_batch_std": 0.40475685298442843, "action_query_norm": 43.518731689453126, "action_relation_loss": 0.005448401439934969, "auxiliary_loss_weight": 1.0, "epoch": 10.149672591206736, "flow_matching_loss": 0.03866420239210129, "grad_norm": 0.11909805983304977, "h_stock_valid_norm": 97.39655990600586, "invalid_tail_samples": 23.1, "learning_rate": 7.571725021799885e-05, "loss": 0.0441, "positive_teacher_pairs": 27010.4, "query_h_norm_ratio": 0.4468234747648239, "relation_loss": 0.005448401439934969, "selected_pairs": 27010.4, "step": 10850, "student_distance_mean": 26.962746238708498, "teacher_distance_mean": 0.8574159979820252, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.005448401439934969, "weighted_relation_loss": 0.005448401439934969 }, { "action_query_batch_std": 0.40190168023109435, "action_query_norm": 43.51083641052246, "action_relation_loss": 0.005727176740765572, "auxiliary_loss_weight": 1.0, "epoch": 10.159027128157156, "flow_matching_loss": 0.03917972445487976, "grad_norm": 0.14158621430397034, "h_stock_valid_norm": 97.70439224243164, "invalid_tail_samples": 24.6, "learning_rate": 7.566996832982409e-05, "loss": 0.0449, "positive_teacher_pairs": 26663.3, "query_h_norm_ratio": 0.44533281326293944, "relation_loss": 0.005727176740765572, "selected_pairs": 26663.3, "step": 10860, "student_distance_mean": 26.83717498779297, "teacher_distance_mean": 0.8552477717399597, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.005727176740765572, "weighted_relation_loss": 0.005727176740765572 }, { "action_query_batch_std": 0.4025778353214264, "action_query_norm": 43.503099822998045, "action_relation_loss": 0.005651610996574163, "auxiliary_loss_weight": 1.0, "epoch": 10.168381665107578, "flow_matching_loss": 0.036273615807294844, "grad_norm": 0.11954070627689362, "h_stock_valid_norm": 98.68658142089843, "invalid_tail_samples": 23.5, "learning_rate": 7.56226552502173e-05, "loss": 0.0419, "positive_teacher_pairs": 26916.8, "query_h_norm_ratio": 0.4408253312110901, "relation_loss": 0.005651610996574163, "selected_pairs": 26916.8, "step": 10870, "student_distance_mean": 26.762240982055665, "teacher_distance_mean": 0.8495739459991455, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.005651610996574163, "weighted_relation_loss": 0.005651610996574163 }, { "action_query_batch_std": 0.40143853724002837, "action_query_norm": 43.49663963317871, "action_relation_loss": 0.005371365696191788, "auxiliary_loss_weight": 1.0, "epoch": 10.177736202057998, "flow_matching_loss": 0.03847011737525463, "grad_norm": 0.12288455665111542, "h_stock_valid_norm": 99.19411163330078, "invalid_tail_samples": 24.2, "learning_rate": 7.557531103666833e-05, "loss": 0.0438, "positive_teacher_pairs": 26753.4, "query_h_norm_ratio": 0.43850513696670534, "relation_loss": 0.005371365696191788, "selected_pairs": 26753.4, "step": 10880, "student_distance_mean": 26.690612602233887, "teacher_distance_mean": 0.8533388555049897, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.005371365696191788, "weighted_relation_loss": 0.005371365696191788 }, { "action_query_batch_std": 0.4038134515285492, "action_query_norm": 43.51443176269531, "action_relation_loss": 0.005371458875015378, "auxiliary_loss_weight": 1.0, "epoch": 10.187090739008418, "flow_matching_loss": 0.039632995054125784, "grad_norm": 0.13957059383392334, "h_stock_valid_norm": 98.5924903869629, "invalid_tail_samples": 22.6, "learning_rate": 7.552793574670485e-05, "loss": 0.045, "positive_teacher_pairs": 27129.9, "query_h_norm_ratio": 0.4413612335920334, "relation_loss": 0.005371458875015378, "selected_pairs": 27129.9, "step": 10890, "student_distance_mean": 26.90852584838867, "teacher_distance_mean": 0.8630773186683655, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.005371458875015378, "weighted_relation_loss": 0.005371458875015378 }, { "action_query_batch_std": 0.4081374049186707, "action_query_norm": 43.523787307739255, "action_relation_loss": 0.005494784750044346, "auxiliary_loss_weight": 1.0, "epoch": 10.19644527595884, "flow_matching_loss": 0.04142856374382973, "grad_norm": 0.1439865082502365, "h_stock_valid_norm": 98.27024307250977, "invalid_tail_samples": 22.3, "learning_rate": 7.54805294378923e-05, "loss": 0.0469, "positive_teacher_pairs": 27207.3, "query_h_norm_ratio": 0.44290159046649935, "relation_loss": 0.005494784750044346, "selected_pairs": 27207.3, "step": 10900, "student_distance_mean": 27.055902862548827, "teacher_distance_mean": 0.8599816262722015, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.005494784750044346, "weighted_relation_loss": 0.005494784750044346 }, { "action_query_batch_std": 0.397214537858963, "action_query_norm": 43.49200859069824, "action_relation_loss": 0.005606845812872052, "auxiliary_loss_weight": 1.0, "epoch": 10.20579981290926, "flow_matching_loss": 0.04192771315574646, "grad_norm": 0.15060432255268097, "h_stock_valid_norm": 98.66356887817383, "invalid_tail_samples": 21.5, "learning_rate": 7.543309216783384e-05, "loss": 0.0475, "positive_teacher_pairs": 27387.4, "query_h_norm_ratio": 0.44081607460975647, "relation_loss": 0.005606845812872052, "selected_pairs": 27387.4, "step": 10910, "student_distance_mean": 26.35836582183838, "teacher_distance_mean": 0.8438433468341827, "valid_action_samples": 234.5, "weighted_auxiliary_loss": 0.005606845812872052, "weighted_relation_loss": 0.005606845812872052 }, { "action_query_batch_std": 0.4028579145669937, "action_query_norm": 43.510603713989255, "action_relation_loss": 0.005317165097221732, "auxiliary_loss_weight": 1.0, "epoch": 10.215154349859683, "flow_matching_loss": 0.03870058357715607, "grad_norm": 0.14082810282707214, "h_stock_valid_norm": 99.06065063476562, "invalid_tail_samples": 25.0, "learning_rate": 7.53856239941702e-05, "loss": 0.044, "positive_teacher_pairs": 26578.0, "query_h_norm_ratio": 0.43923535346984866, "relation_loss": 0.005317165097221732, "selected_pairs": 26578.0, "step": 10920, "student_distance_mean": 26.935949516296386, "teacher_distance_mean": 0.865744686126709, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.005317165097221732, "weighted_relation_loss": 0.005317165097221732 }, { "action_query_batch_std": 0.4027653932571411, "action_query_norm": 43.50189056396484, "action_relation_loss": 0.005437653930857778, "auxiliary_loss_weight": 1.0, "epoch": 10.224508886810103, "flow_matching_loss": 0.03999660052359104, "grad_norm": 0.11410997062921524, "h_stock_valid_norm": 98.22679138183594, "invalid_tail_samples": 24.2, "learning_rate": 7.533812497457972e-05, "loss": 0.0454, "positive_teacher_pairs": 26759.7, "query_h_norm_ratio": 0.44288156628608705, "relation_loss": 0.005437653930857778, "selected_pairs": 26759.7, "step": 10930, "student_distance_mean": 26.77728385925293, "teacher_distance_mean": 0.8549629211425781, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.005437653930857778, "weighted_relation_loss": 0.005437653930857778 }, { "action_query_batch_std": 0.3997485816478729, "action_query_norm": 43.48128318786621, "action_relation_loss": 0.005474500311538577, "auxiliary_loss_weight": 1.0, "epoch": 10.233863423760523, "flow_matching_loss": 0.03940924741327763, "grad_norm": 0.09933727234601974, "h_stock_valid_norm": 96.45329360961914, "invalid_tail_samples": 23.0, "learning_rate": 7.529059516677814e-05, "loss": 0.0449, "positive_teacher_pairs": 27034.5, "query_h_norm_ratio": 0.4508209556341171, "relation_loss": 0.005474500311538577, "selected_pairs": 27034.5, "step": 10940, "student_distance_mean": 26.59802703857422, "teacher_distance_mean": 0.8459855616092682, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.005474500311538577, "weighted_relation_loss": 0.005474500311538577 }, { "action_query_batch_std": 0.40236601531505584, "action_query_norm": 43.48918991088867, "action_relation_loss": 0.005541802197694778, "auxiliary_loss_weight": 1.0, "epoch": 10.243217960710945, "flow_matching_loss": 0.040527719631791116, "grad_norm": 0.11603418737649918, "h_stock_valid_norm": 96.2376609802246, "invalid_tail_samples": 22.6, "learning_rate": 7.524303462851872e-05, "loss": 0.0461, "positive_teacher_pairs": 27127.5, "query_h_norm_ratio": 0.4519076615571976, "relation_loss": 0.005541802197694778, "selected_pairs": 27127.5, "step": 10950, "student_distance_mean": 26.836058044433592, "teacher_distance_mean": 0.8582009077072144, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.005541802197694778, "weighted_relation_loss": 0.005541802197694778 }, { "action_query_batch_std": 0.4047881096601486, "action_query_norm": 43.49819450378418, "action_relation_loss": 0.0055863774381577965, "auxiliary_loss_weight": 1.0, "epoch": 10.252572497661365, "flow_matching_loss": 0.03988020420074463, "grad_norm": 0.12462899088859558, "h_stock_valid_norm": 97.51371536254882, "invalid_tail_samples": 23.2, "learning_rate": 7.519544341759192e-05, "loss": 0.0455, "positive_teacher_pairs": 27010.5, "query_h_norm_ratio": 0.4460760891437531, "relation_loss": 0.0055863774381577965, "selected_pairs": 27010.5, "step": 10960, "student_distance_mean": 26.9051664352417, "teacher_distance_mean": 0.8612121105194092, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0055863774381577965, "weighted_relation_loss": 0.0055863774381577965 }, { "action_query_batch_std": 0.39626764357089994, "action_query_norm": 43.468404388427736, "action_relation_loss": 0.0055439996533095835, "auxiliary_loss_weight": 1.0, "epoch": 10.261927034611787, "flow_matching_loss": 0.040490259602665904, "grad_norm": 0.14016544818878174, "h_stock_valid_norm": 97.51148681640625, "invalid_tail_samples": 25.3, "learning_rate": 7.514782159182562e-05, "loss": 0.046, "positive_teacher_pairs": 26504.1, "query_h_norm_ratio": 0.44577980041503906, "relation_loss": 0.0055439996533095835, "selected_pairs": 26504.1, "step": 10970, "student_distance_mean": 26.36146354675293, "teacher_distance_mean": 0.8485355913639069, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.0055439996533095835, "weighted_relation_loss": 0.0055439996533095835 }, { "action_query_batch_std": 0.3991474449634552, "action_query_norm": 43.47933807373047, "action_relation_loss": 0.005407763458788395, "auxiliary_loss_weight": 1.0, "epoch": 10.271281571562207, "flow_matching_loss": 0.03983690664172172, "grad_norm": 0.14417128264904022, "h_stock_valid_norm": 97.39322814941406, "invalid_tail_samples": 23.0, "learning_rate": 7.510016920908481e-05, "loss": 0.0452, "positive_teacher_pairs": 27034.4, "query_h_norm_ratio": 0.4464351862668991, "relation_loss": 0.005407763458788395, "selected_pairs": 27034.4, "step": 10980, "student_distance_mean": 26.626302337646486, "teacher_distance_mean": 0.848150759935379, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.005407763458788395, "weighted_relation_loss": 0.005407763458788395 }, { "action_query_batch_std": 0.4021621495485306, "action_query_norm": 43.487862777709964, "action_relation_loss": 0.005332903843373061, "auxiliary_loss_weight": 1.0, "epoch": 10.28063610851263, "flow_matching_loss": 0.038835467956960204, "grad_norm": 0.10520128160715103, "h_stock_valid_norm": 98.25595703125, "invalid_tail_samples": 26.4, "learning_rate": 7.505248632727158e-05, "loss": 0.0442, "positive_teacher_pairs": 26257.4, "query_h_norm_ratio": 0.44260563850402834, "relation_loss": 0.005332903843373061, "selected_pairs": 26257.4, "step": 10990, "student_distance_mean": 26.86888732910156, "teacher_distance_mean": 0.8582810640335083, "valid_action_samples": 229.6, "weighted_auxiliary_loss": 0.005332903843373061, "weighted_relation_loss": 0.005332903843373061 }, { "action_query_batch_std": 0.3983783423900604, "action_query_norm": 43.4716121673584, "action_relation_loss": 0.00564521593041718, "auxiliary_loss_weight": 1.0, "epoch": 10.28999064546305, "flow_matching_loss": 0.0408014066517353, "grad_norm": 0.13335701823234558, "h_stock_valid_norm": 99.02645263671874, "invalid_tail_samples": 27.1, "learning_rate": 7.50047730043252e-05, "loss": 0.0464, "positive_teacher_pairs": 26094.0, "query_h_norm_ratio": 0.4389949142932892, "relation_loss": 0.00564521593041718, "selected_pairs": 26094.0, "step": 11000, "student_distance_mean": 26.51783332824707, "teacher_distance_mean": 0.8524700999259949, "valid_action_samples": 228.9, "weighted_auxiliary_loss": 0.00564521593041718, "weighted_relation_loss": 0.00564521593041718 }, { "action_query_batch_std": 0.40079616010189056, "action_query_norm": 43.48108406066895, "action_relation_loss": 0.005546468868851661, "auxiliary_loss_weight": 1.0, "epoch": 10.29934518241347, "flow_matching_loss": 0.03909631296992302, "grad_norm": 0.13202618062496185, "h_stock_valid_norm": 97.93042221069337, "invalid_tail_samples": 25.0, "learning_rate": 7.495702929822183e-05, "loss": 0.0446, "positive_teacher_pairs": 26578.5, "query_h_norm_ratio": 0.44401590824127196, "relation_loss": 0.005546468868851661, "selected_pairs": 26578.5, "step": 11010, "student_distance_mean": 26.692982482910157, "teacher_distance_mean": 0.8577611565589904, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.005546468868851661, "weighted_relation_loss": 0.005546468868851661 }, { "action_query_batch_std": 0.4012141823768616, "action_query_norm": 43.4895076751709, "action_relation_loss": 0.005678082350641489, "auxiliary_loss_weight": 1.0, "epoch": 10.308699719363892, "flow_matching_loss": 0.036723121628165246, "grad_norm": 0.13811716437339783, "h_stock_valid_norm": 97.5587989807129, "invalid_tail_samples": 23.1, "learning_rate": 7.490925526697455e-05, "loss": 0.0424, "positive_teacher_pairs": 27011.2, "query_h_norm_ratio": 0.44578289687633516, "relation_loss": 0.005678082350641489, "selected_pairs": 27011.2, "step": 11020, "student_distance_mean": 26.64244728088379, "teacher_distance_mean": 0.853117561340332, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.005678082350641489, "weighted_relation_loss": 0.005678082350641489 }, { "action_query_batch_std": 0.3995800673961639, "action_query_norm": 43.4742992401123, "action_relation_loss": 0.005493230139836669, "auxiliary_loss_weight": 1.0, "epoch": 10.318054256314312, "flow_matching_loss": 0.04156782291829586, "grad_norm": 0.16858841478824615, "h_stock_valid_norm": 97.42541580200195, "invalid_tail_samples": 23.0, "learning_rate": 7.486145096863334e-05, "loss": 0.0471, "positive_teacher_pairs": 27032.0, "query_h_norm_ratio": 0.4462360322475433, "relation_loss": 0.005493230139836669, "selected_pairs": 27032.0, "step": 11030, "student_distance_mean": 26.57394504547119, "teacher_distance_mean": 0.8492246210575104, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.005493230139836669, "weighted_relation_loss": 0.005493230139836669 }, { "action_query_batch_std": 0.39873857200145724, "action_query_norm": 43.47280158996582, "action_relation_loss": 0.0056062770076096054, "auxiliary_loss_weight": 1.0, "epoch": 10.327408793264734, "flow_matching_loss": 0.041188498586416246, "grad_norm": 0.12613677978515625, "h_stock_valid_norm": 97.85935668945312, "invalid_tail_samples": 24.6, "learning_rate": 7.481361646128491e-05, "loss": 0.0468, "positive_teacher_pairs": 26665.8, "query_h_norm_ratio": 0.44424614906311033, "relation_loss": 0.0056062770076096054, "selected_pairs": 26665.8, "step": 11040, "student_distance_mean": 26.608185005187988, "teacher_distance_mean": 0.8562390983104706, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0056062770076096054, "weighted_relation_loss": 0.0056062770076096054 }, { "action_query_batch_std": 0.4035892397165298, "action_query_norm": 43.486810302734376, "action_relation_loss": 0.005600893497467041, "auxiliary_loss_weight": 1.0, "epoch": 10.336763330215154, "flow_matching_loss": 0.04208526015281677, "grad_norm": 0.10210476815700531, "h_stock_valid_norm": 97.35859069824218, "invalid_tail_samples": 23.1, "learning_rate": 7.476575180305271e-05, "loss": 0.0477, "positive_teacher_pairs": 27012.6, "query_h_norm_ratio": 0.4466689497232437, "relation_loss": 0.005600893497467041, "selected_pairs": 27012.6, "step": 11050, "student_distance_mean": 26.863460731506347, "teacher_distance_mean": 0.8572866916656494, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.005600893497467041, "weighted_relation_loss": 0.005600893497467041 }, { "action_query_batch_std": 0.39878080785274506, "action_query_norm": 43.46014633178711, "action_relation_loss": 0.005647797184064984, "auxiliary_loss_weight": 1.0, "epoch": 10.346117867165574, "flow_matching_loss": 0.03891260512173176, "grad_norm": 0.13034282624721527, "h_stock_valid_norm": 96.02498931884766, "invalid_tail_samples": 24.6, "learning_rate": 7.471785705209682e-05, "loss": 0.0446, "positive_teacher_pairs": 26667.4, "query_h_norm_ratio": 0.4526042193174362, "relation_loss": 0.005647797184064984, "selected_pairs": 26667.4, "step": 11060, "student_distance_mean": 26.511771774291994, "teacher_distance_mean": 0.8599551498889924, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.005647797184064984, "weighted_relation_loss": 0.005647797184064984 }, { "action_query_batch_std": 0.3889357656240463, "action_query_norm": 43.4447322845459, "action_relation_loss": 0.005662374431267381, "auxiliary_loss_weight": 1.0, "epoch": 10.355472404115996, "flow_matching_loss": 0.041246752440929416, "grad_norm": 0.13440407812595367, "h_stock_valid_norm": 96.96752166748047, "invalid_tail_samples": 23.6, "learning_rate": 7.466993226661387e-05, "loss": 0.0469, "positive_teacher_pairs": 26899.9, "query_h_norm_ratio": 0.4480528563261032, "relation_loss": 0.005662374431267381, "selected_pairs": 26899.9, "step": 11070, "student_distance_mean": 25.91212406158447, "teacher_distance_mean": 0.8388134479522705, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.005662374431267381, "weighted_relation_loss": 0.005662374431267381 }, { "action_query_batch_std": 0.39946673810482025, "action_query_norm": 43.47286605834961, "action_relation_loss": 0.00550599074922502, "auxiliary_loss_weight": 1.0, "epoch": 10.364826941066417, "flow_matching_loss": 0.04072929583489895, "grad_norm": 0.1343105584383011, "h_stock_valid_norm": 98.5252586364746, "invalid_tail_samples": 22.2, "learning_rate": 7.462197750483699e-05, "loss": 0.0462, "positive_teacher_pairs": 27222.4, "query_h_norm_ratio": 0.44123904705047606, "relation_loss": 0.00550599074922502, "selected_pairs": 27222.4, "step": 11080, "student_distance_mean": 26.650877952575684, "teacher_distance_mean": 0.8602357745170593, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.00550599074922502, "weighted_relation_loss": 0.00550599074922502 }, { "action_query_batch_std": 0.3989076018333435, "action_query_norm": 43.453582763671875, "action_relation_loss": 0.005545354913920164, "auxiliary_loss_weight": 1.0, "epoch": 10.374181478016839, "flow_matching_loss": 0.038376460783183575, "grad_norm": 0.1818622648715973, "h_stock_valid_norm": 97.46293640136719, "invalid_tail_samples": 23.2, "learning_rate": 7.457399282503574e-05, "loss": 0.0439, "positive_teacher_pairs": 27004.6, "query_h_norm_ratio": 0.4458646297454834, "relation_loss": 0.005545354913920164, "selected_pairs": 27004.6, "step": 11090, "student_distance_mean": 26.531440353393556, "teacher_distance_mean": 0.8552614986896515, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.005545354913920164, "weighted_relation_loss": 0.005545354913920164 }, { "action_query_batch_std": 0.40185407102108, "action_query_norm": 43.462269973754886, "action_relation_loss": 0.005498913861811161, "auxiliary_loss_weight": 1.0, "epoch": 10.383536014967259, "flow_matching_loss": 0.04107633493840694, "grad_norm": 0.14268824458122253, "h_stock_valid_norm": 95.97706756591796, "invalid_tail_samples": 21.9, "learning_rate": 7.452597828551604e-05, "loss": 0.0466, "positive_teacher_pairs": 27295.1, "query_h_norm_ratio": 0.45284813046455386, "relation_loss": 0.005498913861811161, "selected_pairs": 27295.1, "step": 11100, "student_distance_mean": 26.699041175842286, "teacher_distance_mean": 0.8580511569976806, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.005498913861811161, "weighted_relation_loss": 0.005498913861811161 }, { "action_query_batch_std": 0.4017152011394501, "action_query_norm": 43.47845306396484, "action_relation_loss": 0.005631649540737272, "auxiliary_loss_weight": 1.0, "epoch": 10.39289055191768, "flow_matching_loss": 0.038430586084723474, "grad_norm": 0.11795979738235474, "h_stock_valid_norm": 96.53008499145508, "invalid_tail_samples": 24.6, "learning_rate": 7.447793394462006e-05, "loss": 0.0441, "positive_teacher_pairs": 26667.7, "query_h_norm_ratio": 0.4504228442907333, "relation_loss": 0.005631649540737272, "selected_pairs": 26667.7, "step": 11110, "student_distance_mean": 26.746212005615234, "teacher_distance_mean": 0.8554830193519593, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.005631649540737272, "weighted_relation_loss": 0.005631649540737272 }, { "action_query_batch_std": 0.3912429749965668, "action_query_norm": 43.4380126953125, "action_relation_loss": 0.005966619029641152, "auxiliary_loss_weight": 1.0, "epoch": 10.402245088868101, "flow_matching_loss": 0.04073215276002884, "grad_norm": 0.10672017931938171, "h_stock_valid_norm": 98.04125137329102, "invalid_tail_samples": 22.1, "learning_rate": 7.442985986072624e-05, "loss": 0.0467, "positive_teacher_pairs": 27247.6, "query_h_norm_ratio": 0.4430652499198914, "relation_loss": 0.005966619029641152, "selected_pairs": 27247.6, "step": 11120, "student_distance_mean": 26.055989265441895, "teacher_distance_mean": 0.8485770404338837, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.005966619029641152, "weighted_relation_loss": 0.005966619029641152 }, { "action_query_batch_std": 0.39656278789043425, "action_query_norm": 43.45179443359375, "action_relation_loss": 0.005628225859254599, "auxiliary_loss_weight": 1.0, "epoch": 10.411599625818521, "flow_matching_loss": 0.03843233026564121, "grad_norm": 0.12618058919906616, "h_stock_valid_norm": 98.07267227172852, "invalid_tail_samples": 27.2, "learning_rate": 7.438175609224908e-05, "loss": 0.0441, "positive_teacher_pairs": 26073.2, "query_h_norm_ratio": 0.4430595189332962, "relation_loss": 0.005628225859254599, "selected_pairs": 26073.2, "step": 11130, "student_distance_mean": 26.33118667602539, "teacher_distance_mean": 0.8497159421443939, "valid_action_samples": 228.8, "weighted_auxiliary_loss": 0.005628225859254599, "weighted_relation_loss": 0.005628225859254599 }, { "action_query_batch_std": 0.39984543323516847, "action_query_norm": 43.45788078308105, "action_relation_loss": 0.005609385296702385, "auxiliary_loss_weight": 1.0, "epoch": 10.420954162768943, "flow_matching_loss": 0.041105829551815985, "grad_norm": 0.10199961066246033, "h_stock_valid_norm": 97.86776199340821, "invalid_tail_samples": 24.2, "learning_rate": 7.433362269763924e-05, "loss": 0.0467, "positive_teacher_pairs": 26759.0, "query_h_norm_ratio": 0.44405058920383456, "relation_loss": 0.005609385296702385, "selected_pairs": 26759.0, "step": 11140, "student_distance_mean": 26.709869384765625, "teacher_distance_mean": 0.8593740284442901, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.005609385296702385, "weighted_relation_loss": 0.005609385296702385 }, { "action_query_batch_std": 0.3976908653974533, "action_query_norm": 43.451886367797854, "action_relation_loss": 0.005626597022637725, "auxiliary_loss_weight": 1.0, "epoch": 10.430308699719363, "flow_matching_loss": 0.042587728798389436, "grad_norm": 0.12636448442935944, "h_stock_valid_norm": 97.81168212890626, "invalid_tail_samples": 23.4, "learning_rate": 7.428545973538329e-05, "loss": 0.0482, "positive_teacher_pairs": 26951.3, "query_h_norm_ratio": 0.4442457675933838, "relation_loss": 0.005626597022637725, "selected_pairs": 26951.3, "step": 11150, "student_distance_mean": 26.50030517578125, "teacher_distance_mean": 0.8539914846420288, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.005626597022637725, "weighted_relation_loss": 0.005626597022637725 }, { "action_query_batch_std": 0.3974191039800644, "action_query_norm": 43.449372100830075, "action_relation_loss": 0.005654814606532455, "auxiliary_loss_weight": 1.0, "epoch": 10.439663236669785, "flow_matching_loss": 0.03863570913672447, "grad_norm": 0.09954041987657547, "h_stock_valid_norm": 98.74540939331055, "invalid_tail_samples": 24.5, "learning_rate": 7.42372672640038e-05, "loss": 0.0443, "positive_teacher_pairs": 26686.2, "query_h_norm_ratio": 0.44001854956150055, "relation_loss": 0.005654814606532455, "selected_pairs": 26686.2, "step": 11160, "student_distance_mean": 26.37539920806885, "teacher_distance_mean": 0.8515841007232666, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.005654814606532455, "weighted_relation_loss": 0.005654814606532455 }, { "action_query_batch_std": 0.40088979005813596, "action_query_norm": 43.46713790893555, "action_relation_loss": 0.0054344477131962774, "auxiliary_loss_weight": 1.0, "epoch": 10.449017773620206, "flow_matching_loss": 0.03798250369727611, "grad_norm": 0.14837944507598877, "h_stock_valid_norm": 98.80022430419922, "invalid_tail_samples": 23.3, "learning_rate": 7.418904534205917e-05, "loss": 0.0434, "positive_teacher_pairs": 26969.3, "query_h_norm_ratio": 0.4399518042802811, "relation_loss": 0.0054344477131962774, "selected_pairs": 26969.3, "step": 11170, "student_distance_mean": 26.65992488861084, "teacher_distance_mean": 0.8621431946754455, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0054344477131962774, "weighted_relation_loss": 0.0054344477131962774 }, { "action_query_batch_std": 0.3949012517929077, "action_query_norm": 43.43818244934082, "action_relation_loss": 0.0057740201707929375, "auxiliary_loss_weight": 1.0, "epoch": 10.458372310570628, "flow_matching_loss": 0.04108920991420746, "grad_norm": 0.12356904149055481, "h_stock_valid_norm": 98.78751220703126, "invalid_tail_samples": 26.1, "learning_rate": 7.414079402814356e-05, "loss": 0.0469, "positive_teacher_pairs": 26328.1, "query_h_norm_ratio": 0.43971874117851256, "relation_loss": 0.0057740201707929375, "selected_pairs": 26328.1, "step": 11180, "student_distance_mean": 26.40140857696533, "teacher_distance_mean": 0.8522380232810974, "valid_action_samples": 229.9, "weighted_auxiliary_loss": 0.0057740201707929375, "weighted_relation_loss": 0.0057740201707929375 }, { "action_query_batch_std": 0.4016359359025955, "action_query_norm": 43.451713180541994, "action_relation_loss": 0.00588544113561511, "auxiliary_loss_weight": 1.0, "epoch": 10.467726847521048, "flow_matching_loss": 0.04251212552189827, "grad_norm": 0.11775295436382294, "h_stock_valid_norm": 98.48682861328125, "invalid_tail_samples": 24.5, "learning_rate": 7.409251338088687e-05, "loss": 0.0484, "positive_teacher_pairs": 26691.4, "query_h_norm_ratio": 0.4411988347768784, "relation_loss": 0.00588544113561511, "selected_pairs": 26691.4, "step": 11190, "student_distance_mean": 26.643288803100585, "teacher_distance_mean": 0.8577737033367157, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.00588544113561511, "weighted_relation_loss": 0.00588544113561511 }, { "action_query_batch_std": 0.3993257761001587, "action_query_norm": 43.440617370605466, "action_relation_loss": 0.005578956566751003, "auxiliary_loss_weight": 1.0, "epoch": 10.477081384471468, "flow_matching_loss": 0.039115699008107185, "grad_norm": 0.14572732150554657, "h_stock_valid_norm": 98.07104187011718, "invalid_tail_samples": 23.4, "learning_rate": 7.404420345895467e-05, "loss": 0.0447, "positive_teacher_pairs": 26949.8, "query_h_norm_ratio": 0.44295373260974885, "relation_loss": 0.005578956566751003, "selected_pairs": 26949.8, "step": 11200, "student_distance_mean": 26.645465469360353, "teacher_distance_mean": 0.8533223688602447, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.005578956566751003, "weighted_relation_loss": 0.005578956566751003 }, { "action_query_batch_std": 0.3972890883684158, "action_query_norm": 43.43025703430176, "action_relation_loss": 0.006043131370097399, "auxiliary_loss_weight": 1.0, "epoch": 10.48643592142189, "flow_matching_loss": 0.04031968005001545, "grad_norm": 0.11914799362421036, "h_stock_valid_norm": 97.79324035644531, "invalid_tail_samples": 24.9, "learning_rate": 7.399586432104804e-05, "loss": 0.0464, "positive_teacher_pairs": 26594.2, "query_h_norm_ratio": 0.44410858154296873, "relation_loss": 0.006043131370097399, "selected_pairs": 26594.2, "step": 11210, "student_distance_mean": 26.435490989685057, "teacher_distance_mean": 0.8539423048496246, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.006043131370097399, "weighted_relation_loss": 0.006043131370097399 }, { "action_query_batch_std": 0.4024594098329544, "action_query_norm": 43.45586585998535, "action_relation_loss": 0.005444720387458801, "auxiliary_loss_weight": 1.0, "epoch": 10.49579045837231, "flow_matching_loss": 0.038792827352881434, "grad_norm": 0.11447182297706604, "h_stock_valid_norm": 98.34508666992187, "invalid_tail_samples": 22.0, "learning_rate": 7.394749602590358e-05, "loss": 0.0442, "positive_teacher_pairs": 27272.6, "query_h_norm_ratio": 0.4418741941452026, "relation_loss": 0.005444720387458801, "selected_pairs": 27272.6, "step": 11220, "student_distance_mean": 26.757485008239748, "teacher_distance_mean": 0.8540492653846741, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.005444720387458801, "weighted_relation_loss": 0.005444720387458801 }, { "action_query_batch_std": 0.40306131541728973, "action_query_norm": 43.44824638366699, "action_relation_loss": 0.005609378824010492, "auxiliary_loss_weight": 1.0, "epoch": 10.505144995322732, "flow_matching_loss": 0.03842054232954979, "grad_norm": 0.13039253652095795, "h_stock_valid_norm": 98.4769790649414, "invalid_tail_samples": 22.0, "learning_rate": 7.389909863229336e-05, "loss": 0.044, "positive_teacher_pairs": 27263.8, "query_h_norm_ratio": 0.44120272994041443, "relation_loss": 0.005609378824010492, "selected_pairs": 27263.8, "step": 11230, "student_distance_mean": 26.884928703308105, "teacher_distance_mean": 0.8640173971652985, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.005609378824010492, "weighted_relation_loss": 0.005609378824010492 }, { "action_query_batch_std": 0.3950970947742462, "action_query_norm": 43.42394104003906, "action_relation_loss": 0.005481587583199143, "auxiliary_loss_weight": 1.0, "epoch": 10.514499532273152, "flow_matching_loss": 0.03930031582713127, "grad_norm": 0.10858806222677231, "h_stock_valid_norm": 98.67640228271485, "invalid_tail_samples": 22.0, "learning_rate": 7.385067219902477e-05, "loss": 0.0448, "positive_teacher_pairs": 27270.3, "query_h_norm_ratio": 0.4400713235139847, "relation_loss": 0.005481587583199143, "selected_pairs": 27270.3, "step": 11240, "student_distance_mean": 26.32529010772705, "teacher_distance_mean": 0.847406131029129, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.005481587583199143, "weighted_relation_loss": 0.005481587583199143 }, { "action_query_batch_std": 0.3976445943117142, "action_query_norm": 43.43174781799316, "action_relation_loss": 0.005745384003967046, "auxiliary_loss_weight": 1.0, "epoch": 10.523854069223573, "flow_matching_loss": 0.037809405103325845, "grad_norm": 0.16466999053955078, "h_stock_valid_norm": 99.14763641357422, "invalid_tail_samples": 22.9, "learning_rate": 7.380221678494049e-05, "loss": 0.0436, "positive_teacher_pairs": 27061.9, "query_h_norm_ratio": 0.4380535423755646, "relation_loss": 0.005745384003967046, "selected_pairs": 27061.9, "step": 11250, "student_distance_mean": 26.54374580383301, "teacher_distance_mean": 0.855303817987442, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.005745384003967046, "weighted_relation_loss": 0.005745384003967046 }, { "action_query_batch_std": 0.3957475334405899, "action_query_norm": 43.417779541015626, "action_relation_loss": 0.0054720448795706035, "auxiliary_loss_weight": 1.0, "epoch": 10.533208606173995, "flow_matching_loss": 0.03942074477672577, "grad_norm": 0.1201554611325264, "h_stock_valid_norm": 98.5764289855957, "invalid_tail_samples": 25.0, "learning_rate": 7.37537324489184e-05, "loss": 0.0449, "positive_teacher_pairs": 26575.1, "query_h_norm_ratio": 0.44045327603816986, "relation_loss": 0.0054720448795706035, "selected_pairs": 26575.1, "step": 11260, "student_distance_mean": 26.30845489501953, "teacher_distance_mean": 0.8489171624183655, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.0054720448795706035, "weighted_relation_loss": 0.0054720448795706035 }, { "action_query_batch_std": 0.3949801534414291, "action_query_norm": 43.41209831237793, "action_relation_loss": 0.0056192063260823485, "auxiliary_loss_weight": 1.0, "epoch": 10.542563143124415, "flow_matching_loss": 0.03941589929163456, "grad_norm": 0.13334135711193085, "h_stock_valid_norm": 97.66920700073243, "invalid_tail_samples": 26.5, "learning_rate": 7.370521924987155e-05, "loss": 0.045, "positive_teacher_pairs": 26226.8, "query_h_norm_ratio": 0.44449091851711275, "relation_loss": 0.0056192063260823485, "selected_pairs": 26226.8, "step": 11270, "student_distance_mean": 26.36070327758789, "teacher_distance_mean": 0.8482461750507355, "valid_action_samples": 229.5, "weighted_auxiliary_loss": 0.0056192063260823485, "weighted_relation_loss": 0.0056192063260823485 }, { "action_query_batch_std": 0.4064858973026276, "action_query_norm": 43.450317764282225, "action_relation_loss": 0.005525414692237973, "auxiliary_loss_weight": 1.0, "epoch": 10.551917680074837, "flow_matching_loss": 0.04084364138543606, "grad_norm": 0.13975855708122253, "h_stock_valid_norm": 97.39785385131836, "invalid_tail_samples": 24.6, "learning_rate": 7.365667724674806e-05, "loss": 0.0464, "positive_teacher_pairs": 26668.4, "query_h_norm_ratio": 0.4461142897605896, "relation_loss": 0.005525414692237973, "selected_pairs": 26668.4, "step": 11280, "student_distance_mean": 27.061362075805665, "teacher_distance_mean": 0.8651190161705017, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.005525414692237973, "weighted_relation_loss": 0.005525414692237973 }, { "action_query_batch_std": 0.40100550949573516, "action_query_norm": 43.429574966430664, "action_relation_loss": 0.005470419442281127, "auxiliary_loss_weight": 1.0, "epoch": 10.561272217025257, "flow_matching_loss": 0.039723947644233704, "grad_norm": 0.17285460233688354, "h_stock_valid_norm": 97.09806213378906, "invalid_tail_samples": 24.6, "learning_rate": 7.360810649853105e-05, "loss": 0.0452, "positive_teacher_pairs": 26665.5, "query_h_norm_ratio": 0.44727965295314787, "relation_loss": 0.005470419442281127, "selected_pairs": 26665.5, "step": 11290, "student_distance_mean": 26.719965553283693, "teacher_distance_mean": 0.8588155686855317, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.005470419442281127, "weighted_relation_loss": 0.005470419442281127 }, { "action_query_batch_std": 0.39577949941158297, "action_query_norm": 43.40710182189942, "action_relation_loss": 0.005406502820551396, "auxiliary_loss_weight": 1.0, "epoch": 10.570626753975677, "flow_matching_loss": 0.03797499425709248, "grad_norm": 0.11854871362447739, "h_stock_valid_norm": 97.48455200195312, "invalid_tail_samples": 24.3, "learning_rate": 7.355950706423853e-05, "loss": 0.0434, "positive_teacher_pairs": 26735.5, "query_h_norm_ratio": 0.44527637362480166, "relation_loss": 0.005406502820551396, "selected_pairs": 26735.5, "step": 11300, "student_distance_mean": 26.35177688598633, "teacher_distance_mean": 0.853323882818222, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.005406502820551396, "weighted_relation_loss": 0.005406502820551396 }, { "action_query_batch_std": 0.3951857715845108, "action_query_norm": 43.41529655456543, "action_relation_loss": 0.005742869852110743, "auxiliary_loss_weight": 1.0, "epoch": 10.5799812909261, "flow_matching_loss": 0.03840591926127672, "grad_norm": 0.09535308182239532, "h_stock_valid_norm": 98.0067741394043, "invalid_tail_samples": 23.6, "learning_rate": 7.351087900292342e-05, "loss": 0.0441, "positive_teacher_pairs": 26895.8, "query_h_norm_ratio": 0.44298538863658904, "relation_loss": 0.005742869852110743, "selected_pairs": 26895.8, "step": 11310, "student_distance_mean": 26.317312240600586, "teacher_distance_mean": 0.850238835811615, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.005742869852110743, "weighted_relation_loss": 0.005742869852110743 }, { "action_query_batch_std": 0.3982147812843323, "action_query_norm": 43.417538452148435, "action_relation_loss": 0.005403858330100775, "auxiliary_loss_weight": 1.0, "epoch": 10.58933582787652, "flow_matching_loss": 0.036948786303400996, "grad_norm": 0.11359504610300064, "h_stock_valid_norm": 97.91726684570312, "invalid_tail_samples": 24.2, "learning_rate": 7.346222237367339e-05, "loss": 0.0424, "positive_teacher_pairs": 26762.2, "query_h_norm_ratio": 0.4434149295091629, "relation_loss": 0.005403858330100775, "selected_pairs": 26762.2, "step": 11320, "student_distance_mean": 26.457823181152342, "teacher_distance_mean": 0.8522630512714386, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.005403858330100775, "weighted_relation_loss": 0.005403858330100775 }, { "action_query_batch_std": 0.397231787443161, "action_query_norm": 43.41801986694336, "action_relation_loss": 0.005435870261862874, "auxiliary_loss_weight": 1.0, "epoch": 10.598690364826941, "flow_matching_loss": 0.03907175734639168, "grad_norm": 0.10510862618684769, "h_stock_valid_norm": 97.84904251098632, "invalid_tail_samples": 22.0, "learning_rate": 7.341353723561081e-05, "loss": 0.0445, "positive_teacher_pairs": 27264.6, "query_h_norm_ratio": 0.4437298893928528, "relation_loss": 0.005435870261862874, "selected_pairs": 27264.6, "step": 11330, "student_distance_mean": 26.435701179504395, "teacher_distance_mean": 0.8512579798698425, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.005435870261862874, "weighted_relation_loss": 0.005435870261862874 }, { "action_query_batch_std": 0.3957409828901291, "action_query_norm": 43.40039596557617, "action_relation_loss": 0.00559621793217957, "auxiliary_loss_weight": 1.0, "epoch": 10.608044901777362, "flow_matching_loss": 0.038909298554062846, "grad_norm": 0.12127543985843658, "h_stock_valid_norm": 97.62198867797852, "invalid_tail_samples": 23.3, "learning_rate": 7.336482364789277e-05, "loss": 0.0445, "positive_teacher_pairs": 26961.9, "query_h_norm_ratio": 0.44458308815956116, "relation_loss": 0.00559621793217957, "selected_pairs": 26961.9, "step": 11340, "student_distance_mean": 26.484485054016112, "teacher_distance_mean": 0.856107485294342, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.00559621793217957, "weighted_relation_loss": 0.00559621793217957 }, { "action_query_batch_std": 0.39983078837394714, "action_query_norm": 43.41231918334961, "action_relation_loss": 0.0053129266947507855, "auxiliary_loss_weight": 1.0, "epoch": 10.617399438727784, "flow_matching_loss": 0.03888633940368891, "grad_norm": 0.11149301379919052, "h_stock_valid_norm": 97.40747146606445, "invalid_tail_samples": 25.6, "learning_rate": 7.331608166971082e-05, "loss": 0.0442, "positive_teacher_pairs": 26433.9, "query_h_norm_ratio": 0.4456817924976349, "relation_loss": 0.0053129266947507855, "selected_pairs": 26433.9, "step": 11350, "student_distance_mean": 26.68557205200195, "teacher_distance_mean": 0.8584909200668335, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.0053129266947507855, "weighted_relation_loss": 0.0053129266947507855 }, { "action_query_batch_std": 0.3938766986131668, "action_query_norm": 43.4004711151123, "action_relation_loss": 0.005344880046322942, "auxiliary_loss_weight": 1.0, "epoch": 10.626753975678204, "flow_matching_loss": 0.03855610340833664, "grad_norm": 0.1014646589756012, "h_stock_valid_norm": 96.58154373168945, "invalid_tail_samples": 24.3, "learning_rate": 7.326731136029108e-05, "loss": 0.0439, "positive_teacher_pairs": 26737.2, "query_h_norm_ratio": 0.44936929941177367, "relation_loss": 0.005344880046322942, "selected_pairs": 26737.2, "step": 11360, "student_distance_mean": 26.276711845397948, "teacher_distance_mean": 0.8467535376548767, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.005344880046322942, "weighted_relation_loss": 0.005344880046322942 }, { "action_query_batch_std": 0.39451958537101744, "action_query_norm": 43.39851684570313, "action_relation_loss": 0.0055167937185615305, "auxiliary_loss_weight": 1.0, "epoch": 10.636108512628624, "flow_matching_loss": 0.039585322886705396, "grad_norm": 0.15469036996364594, "h_stock_valid_norm": 97.39295654296875, "invalid_tail_samples": 24.1, "learning_rate": 7.321851277889408e-05, "loss": 0.0451, "positive_teacher_pairs": 26780.4, "query_h_norm_ratio": 0.4456084817647934, "relation_loss": 0.0055167937185615305, "selected_pairs": 26780.4, "step": 11370, "student_distance_mean": 26.263662910461427, "teacher_distance_mean": 0.85236074924469, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.0055167937185615305, "weighted_relation_loss": 0.0055167937185615305 }, { "action_query_batch_std": 0.3929506540298462, "action_query_norm": 43.388740158081056, "action_relation_loss": 0.005624583922326565, "auxiliary_loss_weight": 1.0, "epoch": 10.645463049579046, "flow_matching_loss": 0.03955766707658768, "grad_norm": 0.12930931150913239, "h_stock_valid_norm": 98.08514556884765, "invalid_tail_samples": 23.5, "learning_rate": 7.316968598481469e-05, "loss": 0.0452, "positive_teacher_pairs": 26923.5, "query_h_norm_ratio": 0.44236798882484435, "relation_loss": 0.005624583922326565, "selected_pairs": 26923.5, "step": 11380, "student_distance_mean": 26.09217414855957, "teacher_distance_mean": 0.8464615225791932, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.005624583922326565, "weighted_relation_loss": 0.005624583922326565 }, { "action_query_batch_std": 0.39520834684371947, "action_query_norm": 43.39359703063965, "action_relation_loss": 0.00535825495608151, "auxiliary_loss_weight": 1.0, "epoch": 10.654817586529466, "flow_matching_loss": 0.039563381485641, "grad_norm": 0.12110721319913864, "h_stock_valid_norm": 97.20785751342774, "invalid_tail_samples": 23.3, "learning_rate": 7.312083103738206e-05, "loss": 0.0449, "positive_teacher_pairs": 26967.1, "query_h_norm_ratio": 0.4464077323675156, "relation_loss": 0.00535825495608151, "selected_pairs": 26967.1, "step": 11390, "student_distance_mean": 26.285673141479492, "teacher_distance_mean": 0.8588544011116028, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.00535825495608151, "weighted_relation_loss": 0.00535825495608151 }, { "action_query_batch_std": 0.3948898732662201, "action_query_norm": 43.38780174255371, "action_relation_loss": 0.005666306475177407, "auxiliary_loss_weight": 1.0, "epoch": 10.664172123479888, "flow_matching_loss": 0.04040917716920376, "grad_norm": 0.1195027083158493, "h_stock_valid_norm": 97.20913391113281, "invalid_tail_samples": 25.4, "learning_rate": 7.307194799595958e-05, "loss": 0.0461, "positive_teacher_pairs": 26484.3, "query_h_norm_ratio": 0.44634685218334197, "relation_loss": 0.005666306475177407, "selected_pairs": 26484.3, "step": 11400, "student_distance_mean": 26.257622909545898, "teacher_distance_mean": 0.8608473777770996, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.005666306475177407, "weighted_relation_loss": 0.005666306475177407 }, { "action_query_batch_std": 0.40112208425998686, "action_query_norm": 43.40962677001953, "action_relation_loss": 0.0053189839236438274, "auxiliary_loss_weight": 1.0, "epoch": 10.673526660430309, "flow_matching_loss": 0.037363117560744286, "grad_norm": 0.13891556859016418, "h_stock_valid_norm": 97.77227630615235, "invalid_tail_samples": 25.3, "learning_rate": 7.302303691994473e-05, "loss": 0.0427, "positive_teacher_pairs": 26506.0, "query_h_norm_ratio": 0.44399007260799406, "relation_loss": 0.0053189839236438274, "selected_pairs": 26506.0, "step": 11410, "student_distance_mean": 26.700860214233398, "teacher_distance_mean": 0.8692938268184662, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.0053189839236438274, "weighted_relation_loss": 0.0053189839236438274 }, { "action_query_batch_std": 0.3914316713809967, "action_query_norm": 43.378458404541014, "action_relation_loss": 0.005183294368907809, "auxiliary_loss_weight": 1.0, "epoch": 10.68288119738073, "flow_matching_loss": 0.03837498985230923, "grad_norm": 0.13877524435520172, "h_stock_valid_norm": 97.45549774169922, "invalid_tail_samples": 25.6, "learning_rate": 7.29740978687691e-05, "loss": 0.0436, "positive_teacher_pairs": 26430.6, "query_h_norm_ratio": 0.4451185017824173, "relation_loss": 0.005183294368907809, "selected_pairs": 26430.6, "step": 11420, "student_distance_mean": 26.185778427124024, "teacher_distance_mean": 0.8578297555446625, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.005183294368907809, "weighted_relation_loss": 0.005183294368907809 }, { "action_query_batch_std": 0.3934828996658325, "action_query_norm": 43.38559150695801, "action_relation_loss": 0.005620965315029025, "auxiliary_loss_weight": 1.0, "epoch": 10.69223573433115, "flow_matching_loss": 0.03619625810533762, "grad_norm": 0.11119335144758224, "h_stock_valid_norm": 97.24398574829101, "invalid_tail_samples": 24.6, "learning_rate": 7.292513090189825e-05, "loss": 0.0418, "positive_teacher_pairs": 26664.2, "query_h_norm_ratio": 0.44615519642829893, "relation_loss": 0.005620965315029025, "selected_pairs": 26664.2, "step": 11430, "student_distance_mean": 26.205932235717775, "teacher_distance_mean": 0.8540283203125, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.005620965315029025, "weighted_relation_loss": 0.005620965315029025 }, { "action_query_batch_std": 0.3944386124610901, "action_query_norm": 43.37530784606933, "action_relation_loss": 0.005533705232664943, "auxiliary_loss_weight": 1.0, "epoch": 10.701590271281571, "flow_matching_loss": 0.03784457817673683, "grad_norm": 0.1367662400007248, "h_stock_valid_norm": 97.29236068725587, "invalid_tail_samples": 22.9, "learning_rate": 7.287613607883163e-05, "loss": 0.0434, "positive_teacher_pairs": 27060.1, "query_h_norm_ratio": 0.44582839906215666, "relation_loss": 0.005533705232664943, "selected_pairs": 27060.1, "step": 11440, "student_distance_mean": 26.282774353027342, "teacher_distance_mean": 0.8544480800628662, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.005533705232664943, "weighted_relation_loss": 0.005533705232664943 }, { "action_query_batch_std": 0.40113445222377775, "action_query_norm": 43.393463134765625, "action_relation_loss": 0.005712818028405309, "auxiliary_loss_weight": 1.0, "epoch": 10.710944808231993, "flow_matching_loss": 0.037330925837159155, "grad_norm": 0.10021620988845825, "h_stock_valid_norm": 97.44545516967773, "invalid_tail_samples": 21.4, "learning_rate": 7.282711345910263e-05, "loss": 0.043, "positive_teacher_pairs": 27407.9, "query_h_norm_ratio": 0.44531471729278566, "relation_loss": 0.005712818028405309, "selected_pairs": 27407.9, "step": 11450, "student_distance_mean": 26.54774627685547, "teacher_distance_mean": 0.8588090658187866, "valid_action_samples": 234.6, "weighted_auxiliary_loss": 0.005712818028405309, "weighted_relation_loss": 0.005712818028405309 }, { "action_query_batch_std": 0.39250077605247496, "action_query_norm": 43.378308868408205, "action_relation_loss": 0.005407335748896003, "auxiliary_loss_weight": 1.0, "epoch": 10.720299345182413, "flow_matching_loss": 0.03856344483792782, "grad_norm": 0.1566353589296341, "h_stock_valid_norm": 97.55082855224609, "invalid_tail_samples": 23.1, "learning_rate": 7.27780631022783e-05, "loss": 0.044, "positive_teacher_pairs": 27029.1, "query_h_norm_ratio": 0.4446804732084274, "relation_loss": 0.005407335748896003, "selected_pairs": 27029.1, "step": 11460, "student_distance_mean": 26.174481010437013, "teacher_distance_mean": 0.852228581905365, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.005407335748896003, "weighted_relation_loss": 0.005407335748896003 }, { "action_query_batch_std": 0.3937743782997131, "action_query_norm": 43.3690990447998, "action_relation_loss": 0.005343320919200778, "auxiliary_loss_weight": 1.0, "epoch": 10.729653882132835, "flow_matching_loss": 0.035520962253212926, "grad_norm": 0.13851694762706757, "h_stock_valid_norm": 97.59963912963867, "invalid_tail_samples": 24.1, "learning_rate": 7.272898506795948e-05, "loss": 0.0409, "positive_teacher_pairs": 26784.8, "query_h_norm_ratio": 0.44436080753803253, "relation_loss": 0.005343320919200778, "selected_pairs": 26784.8, "step": 11470, "student_distance_mean": 26.096435737609863, "teacher_distance_mean": 0.8464912354946137, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.005343320919200778, "weighted_relation_loss": 0.005343320919200778 }, { "action_query_batch_std": 0.4005725860595703, "action_query_norm": 43.389608001708986, "action_relation_loss": 0.005372336506843567, "auxiliary_loss_weight": 1.0, "epoch": 10.739008419083255, "flow_matching_loss": 0.03693309649825096, "grad_norm": 0.10480175167322159, "h_stock_valid_norm": 98.0125, "invalid_tail_samples": 24.6, "learning_rate": 7.267987941578058e-05, "loss": 0.0423, "positive_teacher_pairs": 26668.7, "query_h_norm_ratio": 0.4426958441734314, "relation_loss": 0.005372336506843567, "selected_pairs": 26668.7, "step": 11480, "student_distance_mean": 26.6458438873291, "teacher_distance_mean": 0.8543910682201385, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.005372336506843567, "weighted_relation_loss": 0.005372336506843567 }, { "action_query_batch_std": 0.3972699522972107, "action_query_norm": 43.3855484008789, "action_relation_loss": 0.005330456327646971, "auxiliary_loss_weight": 1.0, "epoch": 10.748362956033676, "flow_matching_loss": 0.039320912770926954, "grad_norm": 0.13176625967025757, "h_stock_valid_norm": 97.49301452636719, "invalid_tail_samples": 22.2, "learning_rate": 7.263074620540962e-05, "loss": 0.0447, "positive_teacher_pairs": 27226.3, "query_h_norm_ratio": 0.4450137346982956, "relation_loss": 0.005330456327646971, "selected_pairs": 27226.3, "step": 11490, "student_distance_mean": 26.514300918579103, "teacher_distance_mean": 0.8648564755916596, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.005330456327646971, "weighted_relation_loss": 0.005330456327646971 }, { "action_query_batch_std": 0.3982286751270294, "action_query_norm": 43.390214920043945, "action_relation_loss": 0.005445822514593602, "auxiliary_loss_weight": 1.0, "epoch": 10.757717492984098, "flow_matching_loss": 0.037696986272931096, "grad_norm": 0.15663301944732666, "h_stock_valid_norm": 97.85044021606446, "invalid_tail_samples": 24.3, "learning_rate": 7.25815854965481e-05, "loss": 0.0431, "positive_teacher_pairs": 26736.3, "query_h_norm_ratio": 0.4434385269880295, "relation_loss": 0.005445822514593602, "selected_pairs": 26736.3, "step": 11500, "student_distance_mean": 26.532129096984864, "teacher_distance_mean": 0.8544734239578247, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.005445822514593602, "weighted_relation_loss": 0.005445822514593602 }, { "action_query_batch_std": 0.39486391842365265, "action_query_norm": 43.36747093200684, "action_relation_loss": 0.0054876433685421945, "auxiliary_loss_weight": 1.0, "epoch": 10.767072029934518, "flow_matching_loss": 0.03853655271232128, "grad_norm": 0.10974443703889847, "h_stock_valid_norm": 97.64218521118164, "invalid_tail_samples": 23.9, "learning_rate": 7.253239734893089e-05, "loss": 0.044, "positive_teacher_pairs": 26833.8, "query_h_norm_ratio": 0.44415052235126495, "relation_loss": 0.0054876433685421945, "selected_pairs": 26833.8, "step": 11510, "student_distance_mean": 26.32802963256836, "teacher_distance_mean": 0.847986352443695, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0054876433685421945, "weighted_relation_loss": 0.0054876433685421945 }, { "action_query_batch_std": 0.397415891289711, "action_query_norm": 43.38536262512207, "action_relation_loss": 0.005304489145055413, "auxiliary_loss_weight": 1.0, "epoch": 10.77642656688494, "flow_matching_loss": 0.03882186748087406, "grad_norm": 0.1116744875907898, "h_stock_valid_norm": 97.92800827026367, "invalid_tail_samples": 25.6, "learning_rate": 7.248318182232623e-05, "loss": 0.0441, "positive_teacher_pairs": 26438.2, "query_h_norm_ratio": 0.44303747117519376, "relation_loss": 0.005304489145055413, "selected_pairs": 26438.2, "step": 11520, "student_distance_mean": 26.495722579956055, "teacher_distance_mean": 0.859623658657074, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.005304489145055413, "weighted_relation_loss": 0.005304489145055413 }, { "action_query_batch_std": 0.4044923484325409, "action_query_norm": 43.39791412353516, "action_relation_loss": 0.005154945375397802, "auxiliary_loss_weight": 1.0, "epoch": 10.78578110383536, "flow_matching_loss": 0.03829097300767899, "grad_norm": 0.10175664722919464, "h_stock_valid_norm": 97.7290657043457, "invalid_tail_samples": 23.7, "learning_rate": 7.243393897653565e-05, "loss": 0.0434, "positive_teacher_pairs": 26876.3, "query_h_norm_ratio": 0.44407233595848083, "relation_loss": 0.005154945375397802, "selected_pairs": 26876.3, "step": 11530, "student_distance_mean": 26.927593421936034, "teacher_distance_mean": 0.8685523629188537, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.005154945375397802, "weighted_relation_loss": 0.005154945375397802 }, { "action_query_batch_std": 0.3951113820075989, "action_query_norm": 43.37297668457031, "action_relation_loss": 0.005295793060213327, "auxiliary_loss_weight": 1.0, "epoch": 10.795135640785782, "flow_matching_loss": 0.03753584250807762, "grad_norm": 0.11581915616989136, "h_stock_valid_norm": 96.76932525634766, "invalid_tail_samples": 21.1, "learning_rate": 7.23846688713938e-05, "loss": 0.0428, "positive_teacher_pairs": 27482.0, "query_h_norm_ratio": 0.44821334779262545, "relation_loss": 0.005295793060213327, "selected_pairs": 27482.0, "step": 11540, "student_distance_mean": 26.317764663696288, "teacher_distance_mean": 0.8504108428955078, "valid_action_samples": 234.9, "weighted_auxiliary_loss": 0.005295793060213327, "weighted_relation_loss": 0.005295793060213327 }, { "action_query_batch_std": 0.39630702435970305, "action_query_norm": 43.37300567626953, "action_relation_loss": 0.005253634648397565, "auxiliary_loss_weight": 1.0, "epoch": 10.804490177736202, "flow_matching_loss": 0.03856731802225113, "grad_norm": 0.10914041101932526, "h_stock_valid_norm": 96.70830383300782, "invalid_tail_samples": 22.4, "learning_rate": 7.233537156676854e-05, "loss": 0.0438, "positive_teacher_pairs": 27172.1, "query_h_norm_ratio": 0.44849691689014437, "relation_loss": 0.005253634648397565, "selected_pairs": 27172.1, "step": 11550, "student_distance_mean": 26.19786319732666, "teacher_distance_mean": 0.850616317987442, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.005253634648397565, "weighted_relation_loss": 0.005253634648397565 }, { "action_query_batch_std": 0.39401452243328094, "action_query_norm": 43.36951751708985, "action_relation_loss": 0.005452852696180344, "auxiliary_loss_weight": 1.0, "epoch": 10.813844714686622, "flow_matching_loss": 0.0378058772534132, "grad_norm": 0.11577805131673813, "h_stock_valid_norm": 96.73747482299805, "invalid_tail_samples": 25.7, "learning_rate": 7.228604712256076e-05, "loss": 0.0433, "positive_teacher_pairs": 26418.3, "query_h_norm_ratio": 0.4483247876167297, "relation_loss": 0.005452852696180344, "selected_pairs": 26418.3, "step": 11560, "student_distance_mean": 26.357403182983397, "teacher_distance_mean": 0.8511880815029145, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.005452852696180344, "weighted_relation_loss": 0.005452852696180344 }, { "action_query_batch_std": 0.39936298727989195, "action_query_norm": 43.37478942871094, "action_relation_loss": 0.005335966683924198, "auxiliary_loss_weight": 1.0, "epoch": 10.823199251637044, "flow_matching_loss": 0.03746623247861862, "grad_norm": 0.08953700214624405, "h_stock_valid_norm": 96.4037254333496, "invalid_tail_samples": 23.6, "learning_rate": 7.223669559870426e-05, "loss": 0.0428, "positive_teacher_pairs": 26900.5, "query_h_norm_ratio": 0.4499324053525925, "relation_loss": 0.005335966683924198, "selected_pairs": 26900.5, "step": 11570, "student_distance_mean": 26.410520172119142, "teacher_distance_mean": 0.8606429159641266, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.005335966683924198, "weighted_relation_loss": 0.005335966683924198 }, { "action_query_batch_std": 0.3934097796678543, "action_query_norm": 43.357137298583986, "action_relation_loss": 0.00550535349175334, "auxiliary_loss_weight": 1.0, "epoch": 10.832553788587465, "flow_matching_loss": 0.03793460391461849, "grad_norm": 0.0989905372262001, "h_stock_valid_norm": 96.3583984375, "invalid_tail_samples": 24.3, "learning_rate": 7.218731705516585e-05, "loss": 0.0434, "positive_teacher_pairs": 26733.7, "query_h_norm_ratio": 0.4499613970518112, "relation_loss": 0.00550535349175334, "selected_pairs": 26733.7, "step": 11580, "student_distance_mean": 26.118821716308595, "teacher_distance_mean": 0.8507877707481384, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.00550535349175334, "weighted_relation_loss": 0.00550535349175334 }, { "action_query_batch_std": 0.3994679987430573, "action_query_norm": 43.37953605651855, "action_relation_loss": 0.005134207662194967, "auxiliary_loss_weight": 1.0, "epoch": 10.841908325537887, "flow_matching_loss": 0.037846092507243155, "grad_norm": 0.11969675123691559, "h_stock_valid_norm": 96.41016006469727, "invalid_tail_samples": 23.2, "learning_rate": 7.21379115519451e-05, "loss": 0.043, "positive_teacher_pairs": 26987.5, "query_h_norm_ratio": 0.4499505192041397, "relation_loss": 0.005134207662194967, "selected_pairs": 26987.5, "step": 11590, "student_distance_mean": 26.611955451965333, "teacher_distance_mean": 0.861273729801178, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.005134207662194967, "weighted_relation_loss": 0.005134207662194967 }, { "action_query_batch_std": 0.3970337510108948, "action_query_norm": 43.37481575012207, "action_relation_loss": 0.005446944106370211, "auxiliary_loss_weight": 1.0, "epoch": 10.851262862488307, "flow_matching_loss": 0.038362330943346026, "grad_norm": 0.12598532438278198, "h_stock_valid_norm": 96.92995910644531, "invalid_tail_samples": 21.9, "learning_rate": 7.20884791490743e-05, "loss": 0.0438, "positive_teacher_pairs": 27298.1, "query_h_norm_ratio": 0.44749996066093445, "relation_loss": 0.005446944106370211, "selected_pairs": 27298.1, "step": 11600, "student_distance_mean": 26.54110469818115, "teacher_distance_mean": 0.8628146529197693, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.005446944106370211, "weighted_relation_loss": 0.005446944106370211 }, { "action_query_batch_std": 0.39089569747447966, "action_query_norm": 43.35073585510254, "action_relation_loss": 0.005451801093295216, "auxiliary_loss_weight": 1.0, "epoch": 10.860617399438727, "flow_matching_loss": 0.03870668224990368, "grad_norm": 0.1336631178855896, "h_stock_valid_norm": 97.93713684082032, "invalid_tail_samples": 23.6, "learning_rate": 7.203901990661857e-05, "loss": 0.0442, "positive_teacher_pairs": 26891.0, "query_h_norm_ratio": 0.44264284074306487, "relation_loss": 0.005451801093295216, "selected_pairs": 26891.0, "step": 11610, "student_distance_mean": 26.079194831848145, "teacher_distance_mean": 0.8529490411281586, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.005451801093295216, "weighted_relation_loss": 0.005451801093295216 }, { "action_query_batch_std": 0.3946472704410553, "action_query_norm": 43.35773887634277, "action_relation_loss": 0.00529144643805921, "auxiliary_loss_weight": 1.0, "epoch": 10.869971936389149, "flow_matching_loss": 0.037245315685868266, "grad_norm": 0.14054147899150848, "h_stock_valid_norm": 98.37749404907227, "invalid_tail_samples": 24.3, "learning_rate": 7.198953388467549e-05, "loss": 0.0425, "positive_teacher_pairs": 26734.3, "query_h_norm_ratio": 0.4407316744327545, "relation_loss": 0.00529144643805921, "selected_pairs": 26734.3, "step": 11620, "student_distance_mean": 26.32527084350586, "teacher_distance_mean": 0.8574946641921997, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.00529144643805921, "weighted_relation_loss": 0.00529144643805921 }, { "action_query_batch_std": 0.39740959405899046, "action_query_norm": 43.35948867797852, "action_relation_loss": 0.005304268095642328, "auxiliary_loss_weight": 1.0, "epoch": 10.87932647333957, "flow_matching_loss": 0.04019889123737812, "grad_norm": 0.10633699595928192, "h_stock_valid_norm": 97.91376419067383, "invalid_tail_samples": 23.1, "learning_rate": 7.194002114337526e-05, "loss": 0.0455, "positive_teacher_pairs": 27008.5, "query_h_norm_ratio": 0.4428375571966171, "relation_loss": 0.005304268095642328, "selected_pairs": 27008.5, "step": 11630, "student_distance_mean": 26.387920951843263, "teacher_distance_mean": 0.8608181118965149, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.005304268095642328, "weighted_relation_loss": 0.005304268095642328 }, { "action_query_batch_std": 0.3961388021707535, "action_query_norm": 43.35915870666504, "action_relation_loss": 0.005553642194718123, "auxiliary_loss_weight": 1.0, "epoch": 10.888681010289991, "flow_matching_loss": 0.03814212828874588, "grad_norm": 0.12802089750766754, "h_stock_valid_norm": 97.24991455078126, "invalid_tail_samples": 23.8, "learning_rate": 7.189048174288054e-05, "loss": 0.0437, "positive_teacher_pairs": 26854.2, "query_h_norm_ratio": 0.4458577811717987, "relation_loss": 0.005553642194718123, "selected_pairs": 26854.2, "step": 11640, "student_distance_mean": 26.32182788848877, "teacher_distance_mean": 0.8548666894435882, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.005553642194718123, "weighted_relation_loss": 0.005553642194718123 }, { "action_query_batch_std": 0.39392470121383666, "action_query_norm": 43.355831909179685, "action_relation_loss": 0.005673520406708122, "auxiliary_loss_weight": 1.0, "epoch": 10.898035547240411, "flow_matching_loss": 0.03942546434700489, "grad_norm": 0.08394467830657959, "h_stock_valid_norm": 97.32002182006836, "invalid_tail_samples": 26.2, "learning_rate": 7.184091574338636e-05, "loss": 0.0451, "positive_teacher_pairs": 26297.4, "query_h_norm_ratio": 0.44549948573112486, "relation_loss": 0.005673520406708122, "selected_pairs": 26297.4, "step": 11650, "student_distance_mean": 26.22248363494873, "teacher_distance_mean": 0.8543736100196838, "valid_action_samples": 229.8, "weighted_auxiliary_loss": 0.005673520406708122, "weighted_relation_loss": 0.005673520406708122 }, { "action_query_batch_std": 0.39625310301780703, "action_query_norm": 43.3597957611084, "action_relation_loss": 0.005439593736082315, "auxiliary_loss_weight": 1.0, "epoch": 10.907390084190833, "flow_matching_loss": 0.03741797581315041, "grad_norm": 0.1354467123746872, "h_stock_valid_norm": 97.51900177001953, "invalid_tail_samples": 24.9, "learning_rate": 7.179132320512009e-05, "loss": 0.0429, "positive_teacher_pairs": 26598.3, "query_h_norm_ratio": 0.44463412165641786, "relation_loss": 0.005439593736082315, "selected_pairs": 26598.3, "step": 11660, "student_distance_mean": 26.474971961975097, "teacher_distance_mean": 0.8550334513187409, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.005439593736082315, "weighted_relation_loss": 0.005439593736082315 }, { "action_query_batch_std": 0.3959159940481186, "action_query_norm": 43.3543399810791, "action_relation_loss": 0.005339613230898976, "auxiliary_loss_weight": 1.0, "epoch": 10.916744621141254, "flow_matching_loss": 0.03705797865986824, "grad_norm": 0.12573325634002686, "h_stock_valid_norm": 97.71460418701172, "invalid_tail_samples": 21.8, "learning_rate": 7.174170418834134e-05, "loss": 0.0424, "positive_teacher_pairs": 27315.0, "query_h_norm_ratio": 0.4436886668205261, "relation_loss": 0.005339613230898976, "selected_pairs": 27315.0, "step": 11670, "student_distance_mean": 26.356549644470213, "teacher_distance_mean": 0.8480920016765594, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.005339613230898976, "weighted_relation_loss": 0.005339613230898976 }, { "action_query_batch_std": 0.39148551821708677, "action_query_norm": 43.33482475280762, "action_relation_loss": 0.0050859999842941764, "auxiliary_loss_weight": 1.0, "epoch": 10.926099158091674, "flow_matching_loss": 0.03891835734248161, "grad_norm": 0.12806111574172974, "h_stock_valid_norm": 97.10193481445313, "invalid_tail_samples": 21.5, "learning_rate": 7.169205875334189e-05, "loss": 0.044, "positive_teacher_pairs": 27383.0, "query_h_norm_ratio": 0.44629454612731934, "relation_loss": 0.0050859999842941764, "selected_pairs": 27383.0, "step": 11680, "student_distance_mean": 26.02122554779053, "teacher_distance_mean": 0.8554121732711792, "valid_action_samples": 234.5, "weighted_auxiliary_loss": 0.0050859999842941764, "weighted_relation_loss": 0.0050859999842941764 }, { "action_query_batch_std": 0.39392242431640623, "action_query_norm": 43.34520950317383, "action_relation_loss": 0.005213543632999062, "auxiliary_loss_weight": 1.0, "epoch": 10.935453695042096, "flow_matching_loss": 0.03683587536215782, "grad_norm": 0.13297410309314728, "h_stock_valid_norm": 96.67772750854492, "invalid_tail_samples": 23.0, "learning_rate": 7.164238696044562e-05, "loss": 0.042, "positive_teacher_pairs": 27036.3, "query_h_norm_ratio": 0.4483515053987503, "relation_loss": 0.005213543632999062, "selected_pairs": 27036.3, "step": 11690, "student_distance_mean": 26.157705116271973, "teacher_distance_mean": 0.8590748608112335, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.005213543632999062, "weighted_relation_loss": 0.005213543632999062 }, { "action_query_batch_std": 0.39196884334087373, "action_query_norm": 43.33218498229981, "action_relation_loss": 0.005131010664626956, "auxiliary_loss_weight": 1.0, "epoch": 10.944808231992516, "flow_matching_loss": 0.03682214096188545, "grad_norm": 0.10351303964853287, "h_stock_valid_norm": 97.03767929077148, "invalid_tail_samples": 26.0, "learning_rate": 7.159268887000846e-05, "loss": 0.042, "positive_teacher_pairs": 26338.3, "query_h_norm_ratio": 0.4465607166290283, "relation_loss": 0.005131010664626956, "selected_pairs": 26338.3, "step": 11700, "student_distance_mean": 26.234356307983397, "teacher_distance_mean": 0.8590348958969116, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.005131010664626956, "weighted_relation_loss": 0.005131010664626956 }, { "action_query_batch_std": 0.39484746754169464, "action_query_norm": 43.34145965576172, "action_relation_loss": 0.005250862101092935, "auxiliary_loss_weight": 1.0, "epoch": 10.954162768942938, "flow_matching_loss": 0.040012812986969945, "grad_norm": 0.14872398972511292, "h_stock_valid_norm": 98.24918670654297, "invalid_tail_samples": 21.9, "learning_rate": 7.154296454241827e-05, "loss": 0.0453, "positive_teacher_pairs": 27289.7, "query_h_norm_ratio": 0.441150838136673, "relation_loss": 0.005250862101092935, "selected_pairs": 27289.7, "step": 11710, "student_distance_mean": 26.37118453979492, "teacher_distance_mean": 0.8570830762386322, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.005250862101092935, "weighted_relation_loss": 0.005250862101092935 }, { "action_query_batch_std": 0.39435208439826963, "action_query_norm": 43.32897033691406, "action_relation_loss": 0.005122712906450033, "auxiliary_loss_weight": 1.0, "epoch": 10.963517305893358, "flow_matching_loss": 0.036429771780967714, "grad_norm": 0.1533401906490326, "h_stock_valid_norm": 99.20276412963867, "invalid_tail_samples": 22.3, "learning_rate": 7.149321403809479e-05, "loss": 0.0416, "positive_teacher_pairs": 27196.9, "query_h_norm_ratio": 0.4367742300033569, "relation_loss": 0.005122712906450033, "selected_pairs": 27196.9, "step": 11720, "student_distance_mean": 26.093544006347656, "teacher_distance_mean": 0.8533395886421203, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.005122712906450033, "weighted_relation_loss": 0.005122712906450033 }, { "action_query_batch_std": 0.3929480344057083, "action_query_norm": 43.32135238647461, "action_relation_loss": 0.0052759750746190544, "auxiliary_loss_weight": 1.0, "epoch": 10.97287184284378, "flow_matching_loss": 0.03762905262410641, "grad_norm": 0.12885552644729614, "h_stock_valid_norm": 99.21853408813476, "invalid_tail_samples": 22.7, "learning_rate": 7.144343741748956e-05, "loss": 0.0429, "positive_teacher_pairs": 27101.6, "query_h_norm_ratio": 0.4366271734237671, "relation_loss": 0.0052759750746190544, "selected_pairs": 27101.6, "step": 11730, "student_distance_mean": 26.061008262634278, "teacher_distance_mean": 0.8548927664756775, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.0052759750746190544, "weighted_relation_loss": 0.0052759750746190544 }, { "action_query_batch_std": 0.39575866758823397, "action_query_norm": 43.32905578613281, "action_relation_loss": 0.005597927374765277, "auxiliary_loss_weight": 1.0, "epoch": 10.9822263797942, "flow_matching_loss": 0.039270567893981936, "grad_norm": 0.09251406788825989, "h_stock_valid_norm": 98.51119842529297, "invalid_tail_samples": 26.9, "learning_rate": 7.139363474108589e-05, "loss": 0.0449, "positive_teacher_pairs": 26139.4, "query_h_norm_ratio": 0.4398433566093445, "relation_loss": 0.005597927374765277, "selected_pairs": 26139.4, "step": 11740, "student_distance_mean": 26.356848335266115, "teacher_distance_mean": 0.8564966440200805, "valid_action_samples": 229.1, "weighted_auxiliary_loss": 0.005597927374765277, "weighted_relation_loss": 0.005597927374765277 }, { "action_query_batch_std": 0.3937501072883606, "action_query_norm": 43.31826820373535, "action_relation_loss": 0.005252562463283539, "auxiliary_loss_weight": 1.0, "epoch": 10.99158091674462, "flow_matching_loss": 0.03832867406308651, "grad_norm": 0.1540326625108719, "h_stock_valid_norm": 97.9691390991211, "invalid_tail_samples": 24.5, "learning_rate": 7.134380606939874e-05, "loss": 0.0436, "positive_teacher_pairs": 26686.4, "query_h_norm_ratio": 0.4421675235033035, "relation_loss": 0.005252562463283539, "selected_pairs": 26686.4, "step": 11750, "student_distance_mean": 26.193461990356447, "teacher_distance_mean": 0.8528771162033081, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.005252562463283539, "weighted_relation_loss": 0.005252562463283539 }, { "action_query_batch_std": 0.39541733264923096, "action_query_norm": 43.32230224609375, "action_relation_loss": 0.0054823501966893675, "auxiliary_loss_weight": 1.0, "epoch": 11.000935453695043, "flow_matching_loss": 0.03933380246162414, "grad_norm": 0.12655167281627655, "h_stock_valid_norm": 97.69266052246094, "invalid_tail_samples": 20.7, "learning_rate": 7.12939514629746e-05, "loss": 0.0448, "positive_teacher_pairs": 24618.5, "query_h_norm_ratio": 0.4434614539146423, "relation_loss": 0.0054823501966893675, "selected_pairs": 24618.5, "step": 11760, "student_distance_mean": 26.305195999145507, "teacher_distance_mean": 0.85646271109581, "valid_action_samples": 215.4, "weighted_auxiliary_loss": 0.0054823501966893675, "weighted_relation_loss": 0.0054823501966893675 }, { "action_query_batch_std": 0.39475283920764925, "action_query_norm": 43.32142372131348, "action_relation_loss": 0.005232586292549968, "auxiliary_loss_weight": 1.0, "epoch": 11.010289990645463, "flow_matching_loss": 0.03573279976844788, "grad_norm": 0.12739650905132294, "h_stock_valid_norm": 98.23633422851563, "invalid_tail_samples": 25.0, "learning_rate": 7.124407098239155e-05, "loss": 0.041, "positive_teacher_pairs": 26585.4, "query_h_norm_ratio": 0.44099524021148684, "relation_loss": 0.005232586292549968, "selected_pairs": 26585.4, "step": 11770, "student_distance_mean": 26.298497581481932, "teacher_distance_mean": 0.8616881668567657, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.005232586292549968, "weighted_relation_loss": 0.005232586292549968 }, { "action_query_batch_std": 0.39695592820644376, "action_query_norm": 43.32275619506836, "action_relation_loss": 0.005063410010188818, "auxiliary_loss_weight": 1.0, "epoch": 11.019644527595885, "flow_matching_loss": 0.03722209297120571, "grad_norm": 0.14023789763450623, "h_stock_valid_norm": 98.45308685302734, "invalid_tail_samples": 25.4, "learning_rate": 7.119416468825908e-05, "loss": 0.0423, "positive_teacher_pairs": 26483.4, "query_h_norm_ratio": 0.4400365173816681, "relation_loss": 0.005063410010188818, "selected_pairs": 26483.4, "step": 11780, "student_distance_mean": 26.3856990814209, "teacher_distance_mean": 0.8644467175006867, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.005063410010188818, "weighted_relation_loss": 0.005063410010188818 }, { "action_query_batch_std": 0.39754767119884493, "action_query_norm": 43.32714767456055, "action_relation_loss": 0.0051406282931566235, "auxiliary_loss_weight": 1.0, "epoch": 11.028999064546305, "flow_matching_loss": 0.037131094932556154, "grad_norm": 0.09976471960544586, "h_stock_valid_norm": 98.07760009765624, "invalid_tail_samples": 25.6, "learning_rate": 7.114423264121804e-05, "loss": 0.0423, "positive_teacher_pairs": 26434.3, "query_h_norm_ratio": 0.4417726993560791, "relation_loss": 0.0051406282931566235, "selected_pairs": 26434.3, "step": 11790, "student_distance_mean": 26.462367057800293, "teacher_distance_mean": 0.861061441898346, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.0051406282931566235, "weighted_relation_loss": 0.0051406282931566235 }, { "action_query_batch_std": 0.3993500292301178, "action_query_norm": 43.342505645751956, "action_relation_loss": 0.004953748267143965, "auxiliary_loss_weight": 1.0, "epoch": 11.038353601496725, "flow_matching_loss": 0.03752595074474811, "grad_norm": 0.11979164928197861, "h_stock_valid_norm": 97.34227981567383, "invalid_tail_samples": 23.3, "learning_rate": 7.109427490194056e-05, "loss": 0.0425, "positive_teacher_pairs": 26965.4, "query_h_norm_ratio": 0.44526101648807526, "relation_loss": 0.004953748267143965, "selected_pairs": 26965.4, "step": 11800, "student_distance_mean": 26.558272743225096, "teacher_distance_mean": 0.8571049630641937, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.004953748267143965, "weighted_relation_loss": 0.004953748267143965 }, { "action_query_batch_std": 0.3912256181240082, "action_query_norm": 43.30975875854492, "action_relation_loss": 0.005113888857886195, "auxiliary_loss_weight": 1.0, "epoch": 11.047708138447147, "flow_matching_loss": 0.038395054265856744, "grad_norm": 0.15267595648765564, "h_stock_valid_norm": 97.4833480834961, "invalid_tail_samples": 23.1, "learning_rate": 7.104429153113001e-05, "loss": 0.0435, "positive_teacher_pairs": 27017.2, "query_h_norm_ratio": 0.4442893356084824, "relation_loss": 0.005113888857886195, "selected_pairs": 27017.2, "step": 11810, "student_distance_mean": 26.14146556854248, "teacher_distance_mean": 0.8491233348846435, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.005113888857886195, "weighted_relation_loss": 0.005113888857886195 }, { "action_query_batch_std": 0.39039104878902436, "action_query_norm": 43.28659896850586, "action_relation_loss": 0.00500251823104918, "auxiliary_loss_weight": 1.0, "epoch": 11.057062675397567, "flow_matching_loss": 0.03801536709070206, "grad_norm": 0.14819154143333435, "h_stock_valid_norm": 98.67163848876953, "invalid_tail_samples": 25.6, "learning_rate": 7.099428258952092e-05, "loss": 0.043, "positive_teacher_pairs": 26448.5, "query_h_norm_ratio": 0.43869668543338775, "relation_loss": 0.00500251823104918, "selected_pairs": 26448.5, "step": 11820, "student_distance_mean": 25.881286430358887, "teacher_distance_mean": 0.8499236583709717, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.00500251823104918, "weighted_relation_loss": 0.00500251823104918 }, { "action_query_batch_std": 0.395557102560997, "action_query_norm": 43.31456298828125, "action_relation_loss": 0.005174690065905452, "auxiliary_loss_weight": 1.0, "epoch": 11.06641721234799, "flow_matching_loss": 0.03643084652721882, "grad_norm": 0.13721388578414917, "h_stock_valid_norm": 99.0665885925293, "invalid_tail_samples": 21.8, "learning_rate": 7.094424813787883e-05, "loss": 0.0416, "positive_teacher_pairs": 27315.3, "query_h_norm_ratio": 0.43723191022872926, "relation_loss": 0.005174690065905452, "selected_pairs": 27315.3, "step": 11830, "student_distance_mean": 26.478437423706055, "teacher_distance_mean": 0.8595586359500885, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.005174690065905452, "weighted_relation_loss": 0.005174690065905452 }, { "action_query_batch_std": 0.39001242220401766, "action_query_norm": 43.28893280029297, "action_relation_loss": 0.005115184234455228, "auxiliary_loss_weight": 1.0, "epoch": 11.07577174929841, "flow_matching_loss": 0.03665050212293863, "grad_norm": 0.14469829201698303, "h_stock_valid_norm": 98.13437576293946, "invalid_tail_samples": 22.7, "learning_rate": 7.089418823700034e-05, "loss": 0.0418, "positive_teacher_pairs": 27105.6, "query_h_norm_ratio": 0.44113147258758545, "relation_loss": 0.005115184234455228, "selected_pairs": 27105.6, "step": 11840, "student_distance_mean": 25.911308097839356, "teacher_distance_mean": 0.8474994778633118, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.005115184234455228, "weighted_relation_loss": 0.005115184234455228 }, { "action_query_batch_std": 0.3904522806406021, "action_query_norm": 43.2980899810791, "action_relation_loss": 0.005063606891781092, "auxiliary_loss_weight": 1.0, "epoch": 11.085126286248832, "flow_matching_loss": 0.036715658567845824, "grad_norm": 0.10989801585674286, "h_stock_valid_norm": 97.43192291259766, "invalid_tail_samples": 23.9, "learning_rate": 7.084410294771298e-05, "loss": 0.0418, "positive_teacher_pairs": 26826.0, "query_h_norm_ratio": 0.4443957805633545, "relation_loss": 0.005063606891781092, "selected_pairs": 26826.0, "step": 11850, "student_distance_mean": 25.8668493270874, "teacher_distance_mean": 0.8460217475891113, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.005063606891781092, "weighted_relation_loss": 0.005063606891781092 }, { "action_query_batch_std": 0.39820168912410736, "action_query_norm": 43.32034606933594, "action_relation_loss": 0.0048901497852057215, "auxiliary_loss_weight": 1.0, "epoch": 11.094480823199252, "flow_matching_loss": 0.03590697795152664, "grad_norm": 0.1292329579591751, "h_stock_valid_norm": 97.50313873291016, "invalid_tail_samples": 23.0, "learning_rate": 7.079399233087504e-05, "loss": 0.0408, "positive_teacher_pairs": 27038.3, "query_h_norm_ratio": 0.4443041354417801, "relation_loss": 0.0048901497852057215, "selected_pairs": 27038.3, "step": 11860, "student_distance_mean": 26.58576374053955, "teacher_distance_mean": 0.8613465607166291, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.0048901497852057215, "weighted_relation_loss": 0.0048901497852057215 }, { "action_query_batch_std": 0.3971074253320694, "action_query_norm": 43.30570983886719, "action_relation_loss": 0.005276500619947911, "auxiliary_loss_weight": 1.0, "epoch": 11.103835360149672, "flow_matching_loss": 0.03784380294382572, "grad_norm": 0.11187582463026047, "h_stock_valid_norm": 97.3828956604004, "invalid_tail_samples": 23.3, "learning_rate": 7.074385644737568e-05, "loss": 0.0431, "positive_teacher_pairs": 26963.6, "query_h_norm_ratio": 0.4446964621543884, "relation_loss": 0.005276500619947911, "selected_pairs": 26963.6, "step": 11870, "student_distance_mean": 26.31156063079834, "teacher_distance_mean": 0.8582494497299195, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.005276500619947911, "weighted_relation_loss": 0.005276500619947911 }, { "action_query_batch_std": 0.3916697114706039, "action_query_norm": 43.287713623046876, "action_relation_loss": 0.004953307844698429, "auxiliary_loss_weight": 1.0, "epoch": 11.113189897100094, "flow_matching_loss": 0.03605248816311359, "grad_norm": 0.11928297579288483, "h_stock_valid_norm": 97.84237442016601, "invalid_tail_samples": 20.0, "learning_rate": 7.069369535813473e-05, "loss": 0.041, "positive_teacher_pairs": 27737.2, "query_h_norm_ratio": 0.44243095219135287, "relation_loss": 0.004953307844698429, "selected_pairs": 27737.2, "step": 11880, "student_distance_mean": 26.02848014831543, "teacher_distance_mean": 0.8514590561389923, "valid_action_samples": 236.0, "weighted_auxiliary_loss": 0.004953307844698429, "weighted_relation_loss": 0.004953307844698429 }, { "action_query_batch_std": 0.3947626709938049, "action_query_norm": 43.30787582397461, "action_relation_loss": 0.004895878070965409, "auxiliary_loss_weight": 1.0, "epoch": 11.122544434050514, "flow_matching_loss": 0.0367103947326541, "grad_norm": 0.09790302813053131, "h_stock_valid_norm": 97.95752487182617, "invalid_tail_samples": 24.8, "learning_rate": 7.06435091241026e-05, "loss": 0.0416, "positive_teacher_pairs": 26622.0, "query_h_norm_ratio": 0.4421109020709991, "relation_loss": 0.004895878070965409, "selected_pairs": 26622.0, "step": 11890, "student_distance_mean": 26.36038475036621, "teacher_distance_mean": 0.8585293114185333, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.004895878070965409, "weighted_relation_loss": 0.004895878070965409 }, { "action_query_batch_std": 0.3955798089504242, "action_query_norm": 43.28981094360351, "action_relation_loss": 0.00516556496731937, "auxiliary_loss_weight": 1.0, "epoch": 11.131898971000936, "flow_matching_loss": 0.03837300725281238, "grad_norm": 0.11459191143512726, "h_stock_valid_norm": 97.49153594970703, "invalid_tail_samples": 25.6, "learning_rate": 7.059329780626034e-05, "loss": 0.0435, "positive_teacher_pairs": 26446.0, "query_h_norm_ratio": 0.44404386878013613, "relation_loss": 0.00516556496731937, "selected_pairs": 26446.0, "step": 11900, "student_distance_mean": 26.319147300720214, "teacher_distance_mean": 0.8582212150096893, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.00516556496731937, "weighted_relation_loss": 0.00516556496731937 }, { "action_query_batch_std": 0.3970104902982712, "action_query_norm": 43.30522117614746, "action_relation_loss": 0.004992022551596165, "auxiliary_loss_weight": 1.0, "epoch": 11.141253507951356, "flow_matching_loss": 0.037521634623408316, "grad_norm": 0.11887358874082565, "h_stock_valid_norm": 97.91681747436523, "invalid_tail_samples": 26.6, "learning_rate": 7.054306146561944e-05, "loss": 0.0425, "positive_teacher_pairs": 26214.8, "query_h_norm_ratio": 0.4422706991434097, "relation_loss": 0.004992022551596165, "selected_pairs": 26214.8, "step": 11910, "student_distance_mean": 26.556788063049318, "teacher_distance_mean": 0.8596799552440644, "valid_action_samples": 229.4, "weighted_auxiliary_loss": 0.004992022551596165, "weighted_relation_loss": 0.004992022551596165 }, { "action_query_batch_std": 0.40027720630168917, "action_query_norm": 43.31602439880371, "action_relation_loss": 0.004947463888674975, "auxiliary_loss_weight": 1.0, "epoch": 11.150608044901777, "flow_matching_loss": 0.03791380636394024, "grad_norm": 0.1204686164855957, "h_stock_valid_norm": 98.65142669677735, "invalid_tail_samples": 24.2, "learning_rate": 7.049280016322178e-05, "loss": 0.0429, "positive_teacher_pairs": 26755.9, "query_h_norm_ratio": 0.43908547461032865, "relation_loss": 0.004947463888674975, "selected_pairs": 26755.9, "step": 11920, "student_distance_mean": 26.54510440826416, "teacher_distance_mean": 0.864751011133194, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.004947463888674975, "weighted_relation_loss": 0.004947463888674975 }, { "action_query_batch_std": 0.3938003957271576, "action_query_norm": 43.29311943054199, "action_relation_loss": 0.0048976581078022715, "auxiliary_loss_weight": 1.0, "epoch": 11.159962581852199, "flow_matching_loss": 0.03498994559049606, "grad_norm": 0.10953320562839508, "h_stock_valid_norm": 98.46726837158204, "invalid_tail_samples": 23.1, "learning_rate": 7.044251396013957e-05, "loss": 0.0399, "positive_teacher_pairs": 27012.8, "query_h_norm_ratio": 0.4396780848503113, "relation_loss": 0.0048976581078022715, "selected_pairs": 27012.8, "step": 11930, "student_distance_mean": 26.308676719665527, "teacher_distance_mean": 0.8578653573989868, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0048976581078022715, "weighted_relation_loss": 0.0048976581078022715 }, { "action_query_batch_std": 0.39596163630485537, "action_query_norm": 43.29406814575195, "action_relation_loss": 0.005090203974395991, "auxiliary_loss_weight": 1.0, "epoch": 11.169317118802619, "flow_matching_loss": 0.03588472083210945, "grad_norm": 0.12451260536909103, "h_stock_valid_norm": 98.37560729980468, "invalid_tail_samples": 24.0, "learning_rate": 7.039220291747528e-05, "loss": 0.041, "positive_teacher_pairs": 26807.0, "query_h_norm_ratio": 0.4400927066802979, "relation_loss": 0.005090203974395991, "selected_pairs": 26807.0, "step": 11940, "student_distance_mean": 26.300724220275878, "teacher_distance_mean": 0.8619182348251343, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.005090203974395991, "weighted_relation_loss": 0.005090203974395991 }, { "action_query_batch_std": 0.3912541300058365, "action_query_norm": 43.27351379394531, "action_relation_loss": 0.004998782090842724, "auxiliary_loss_weight": 1.0, "epoch": 11.17867165575304, "flow_matching_loss": 0.03624804839491844, "grad_norm": 0.09845209866762161, "h_stock_valid_norm": 98.37691497802734, "invalid_tail_samples": 26.9, "learning_rate": 7.034186709636159e-05, "loss": 0.0412, "positive_teacher_pairs": 26144.8, "query_h_norm_ratio": 0.4398778140544891, "relation_loss": 0.004998782090842724, "selected_pairs": 26144.8, "step": 11950, "student_distance_mean": 26.20755252838135, "teacher_distance_mean": 0.8542828261852264, "valid_action_samples": 229.1, "weighted_auxiliary_loss": 0.004998782090842724, "weighted_relation_loss": 0.004998782090842724 }, { "action_query_batch_std": 0.3903429746627808, "action_query_norm": 43.260843658447264, "action_relation_loss": 0.0051628212910145525, "auxiliary_loss_weight": 1.0, "epoch": 11.188026192703461, "flow_matching_loss": 0.03731740601360798, "grad_norm": 0.1054418683052063, "h_stock_valid_norm": 98.25718536376954, "invalid_tail_samples": 24.1, "learning_rate": 7.029150655796129e-05, "loss": 0.0425, "positive_teacher_pairs": 26782.3, "query_h_norm_ratio": 0.4402838796377182, "relation_loss": 0.0051628212910145525, "selected_pairs": 26782.3, "step": 11960, "student_distance_mean": 26.11296501159668, "teacher_distance_mean": 0.8489801406860351, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.0051628212910145525, "weighted_relation_loss": 0.0051628212910145525 }, { "action_query_batch_std": 0.3958775222301483, "action_query_norm": 43.287784576416016, "action_relation_loss": 0.0049330254551023245, "auxiliary_loss_weight": 1.0, "epoch": 11.197380729653883, "flow_matching_loss": 0.035624073818325996, "grad_norm": 0.13854897022247314, "h_stock_valid_norm": 98.2381576538086, "invalid_tail_samples": 24.6, "learning_rate": 7.024112136346712e-05, "loss": 0.0406, "positive_teacher_pairs": 26667.8, "query_h_norm_ratio": 0.4406464844942093, "relation_loss": 0.0049330254551023245, "selected_pairs": 26667.8, "step": 11970, "student_distance_mean": 26.385720825195314, "teacher_distance_mean": 0.8655943691730499, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0049330254551023245, "weighted_relation_loss": 0.0049330254551023245 }, { "action_query_batch_std": 0.39268221855163576, "action_query_norm": 43.275396728515624, "action_relation_loss": 0.005266670370474458, "auxiliary_loss_weight": 1.0, "epoch": 11.206735266604303, "flow_matching_loss": 0.038199570029973984, "grad_norm": 0.13102993369102478, "h_stock_valid_norm": 97.6479248046875, "invalid_tail_samples": 23.3, "learning_rate": 7.01907115741019e-05, "loss": 0.0435, "positive_teacher_pairs": 26966.5, "query_h_norm_ratio": 0.4431808054447174, "relation_loss": 0.005266670370474458, "selected_pairs": 26966.5, "step": 11980, "student_distance_mean": 26.121292495727538, "teacher_distance_mean": 0.856056410074234, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.005266670370474458, "weighted_relation_loss": 0.005266670370474458 }, { "action_query_batch_std": 0.39074126780033114, "action_query_norm": 43.27534408569336, "action_relation_loss": 0.005225788475945592, "auxiliary_loss_weight": 1.0, "epoch": 11.216089803554723, "flow_matching_loss": 0.03830321803689003, "grad_norm": 0.122207872569561, "h_stock_valid_norm": 97.92716979980469, "invalid_tail_samples": 24.5, "learning_rate": 7.014027725111825e-05, "loss": 0.0435, "positive_teacher_pairs": 26689.1, "query_h_norm_ratio": 0.4419177144765854, "relation_loss": 0.005225788475945592, "selected_pairs": 26689.1, "step": 11990, "student_distance_mean": 25.95803871154785, "teacher_distance_mean": 0.8444814503192901, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.005225788475945592, "weighted_relation_loss": 0.005225788475945592 }, { "action_query_batch_std": 0.39495979249477386, "action_query_norm": 43.266770935058595, "action_relation_loss": 0.0050074461381882426, "auxiliary_loss_weight": 1.0, "epoch": 11.225444340505145, "flow_matching_loss": 0.037850698456168175, "grad_norm": 0.13373208045959473, "h_stock_valid_norm": 98.31688842773437, "invalid_tail_samples": 24.8, "learning_rate": 7.008981845579864e-05, "loss": 0.0429, "positive_teacher_pairs": 26622.4, "query_h_norm_ratio": 0.4400783538818359, "relation_loss": 0.0050074461381882426, "selected_pairs": 26622.4, "step": 12000, "student_distance_mean": 26.33807506561279, "teacher_distance_mean": 0.8568101048469543, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0050074461381882426, "weighted_relation_loss": 0.0050074461381882426 }, { "action_query_batch_std": 0.39201649129390714, "action_query_norm": 43.26553497314453, "action_relation_loss": 0.00501189767383039, "auxiliary_loss_weight": 1.0, "epoch": 11.234798877455566, "flow_matching_loss": 0.03495824187994003, "grad_norm": 0.13734543323516846, "h_stock_valid_norm": 98.56323623657227, "invalid_tail_samples": 24.2, "learning_rate": 7.003933524945528e-05, "loss": 0.04, "positive_teacher_pairs": 26753.4, "query_h_norm_ratio": 0.43896839320659636, "relation_loss": 0.00501189767383039, "selected_pairs": 26753.4, "step": 12010, "student_distance_mean": 26.121831130981445, "teacher_distance_mean": 0.849613219499588, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.00501189767383039, "weighted_relation_loss": 0.00501189767383039 }, { "action_query_batch_std": 0.4019458472728729, "action_query_norm": 43.29221458435059, "action_relation_loss": 0.005141291441395879, "auxiliary_loss_weight": 1.0, "epoch": 11.244153414405988, "flow_matching_loss": 0.03556951731443405, "grad_norm": 0.12249351292848587, "h_stock_valid_norm": 98.53129119873047, "invalid_tail_samples": 25.9, "learning_rate": 6.998882769342998e-05, "loss": 0.0407, "positive_teacher_pairs": 26365.0, "query_h_norm_ratio": 0.4393802464008331, "relation_loss": 0.005141291441395879, "selected_pairs": 26365.0, "step": 12020, "student_distance_mean": 26.832532119750976, "teacher_distance_mean": 0.8713494837284088, "valid_action_samples": 230.1, "weighted_auxiliary_loss": 0.005141291441395879, "weighted_relation_loss": 0.005141291441395879 }, { "action_query_batch_std": 0.3926795691251755, "action_query_norm": 43.27454833984375, "action_relation_loss": 0.005128890089690685, "auxiliary_loss_weight": 1.0, "epoch": 11.253507951356408, "flow_matching_loss": 0.03515053391456604, "grad_norm": 0.10405939817428589, "h_stock_valid_norm": 97.78085098266601, "invalid_tail_samples": 21.8, "learning_rate": 6.993829584909423e-05, "loss": 0.0403, "positive_teacher_pairs": 27320.1, "query_h_norm_ratio": 0.44257002472877505, "relation_loss": 0.005128890089690685, "selected_pairs": 27320.1, "step": 12030, "student_distance_mean": 26.2465087890625, "teacher_distance_mean": 0.851344245672226, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.005128890089690685, "weighted_relation_loss": 0.005128890089690685 }, { "action_query_batch_std": 0.39108688235282896, "action_query_norm": 43.25433692932129, "action_relation_loss": 0.0052017497830092905, "auxiliary_loss_weight": 1.0, "epoch": 11.262862488306828, "flow_matching_loss": 0.036447730660438535, "grad_norm": 0.08882968872785568, "h_stock_valid_norm": 97.78771133422852, "invalid_tail_samples": 24.6, "learning_rate": 6.988773977784895e-05, "loss": 0.0416, "positive_teacher_pairs": 26660.9, "query_h_norm_ratio": 0.4423313826322556, "relation_loss": 0.0052017497830092905, "selected_pairs": 26660.9, "step": 12040, "student_distance_mean": 26.119876289367674, "teacher_distance_mean": 0.8502229750156403, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0052017497830092905, "weighted_relation_loss": 0.0052017497830092905 }, { "action_query_batch_std": 0.39609489738941195, "action_query_norm": 43.26284904479981, "action_relation_loss": 0.005053097847849131, "auxiliary_loss_weight": 1.0, "epoch": 11.27221702525725, "flow_matching_loss": 0.03752260766923428, "grad_norm": 0.10238988697528839, "h_stock_valid_norm": 98.3206687927246, "invalid_tail_samples": 23.7, "learning_rate": 6.983715954112454e-05, "loss": 0.0426, "positive_teacher_pairs": 26876.1, "query_h_norm_ratio": 0.44002423286437986, "relation_loss": 0.005053097847849131, "selected_pairs": 26876.1, "step": 12050, "student_distance_mean": 26.3425350189209, "teacher_distance_mean": 0.856883031129837, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.005053097847849131, "weighted_relation_loss": 0.005053097847849131 }, { "action_query_batch_std": 0.39391595125198364, "action_query_norm": 43.25994529724121, "action_relation_loss": 0.004868713533505797, "auxiliary_loss_weight": 1.0, "epoch": 11.28157156220767, "flow_matching_loss": 0.034682847931981085, "grad_norm": 0.13884924352169037, "h_stock_valid_norm": 98.01582489013671, "invalid_tail_samples": 22.9, "learning_rate": 6.978655520038079e-05, "loss": 0.0396, "positive_teacher_pairs": 27069.4, "query_h_norm_ratio": 0.4413621872663498, "relation_loss": 0.004868713533505797, "selected_pairs": 27069.4, "step": 12060, "student_distance_mean": 26.175421905517577, "teacher_distance_mean": 0.8537349283695221, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.004868713533505797, "weighted_relation_loss": 0.004868713533505797 }, { "action_query_batch_std": 0.39154103994369505, "action_query_norm": 43.25664291381836, "action_relation_loss": 0.005052685225382447, "auxiliary_loss_weight": 1.0, "epoch": 11.290926099158092, "flow_matching_loss": 0.03453033175319433, "grad_norm": 0.11279004067182541, "h_stock_valid_norm": 98.64677810668945, "invalid_tail_samples": 22.8, "learning_rate": 6.97359268171067e-05, "loss": 0.0396, "positive_teacher_pairs": 27086.9, "query_h_norm_ratio": 0.43850276470184324, "relation_loss": 0.005052685225382447, "selected_pairs": 27086.9, "step": 12070, "student_distance_mean": 26.08594379425049, "teacher_distance_mean": 0.8534065186977386, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.005052685225382447, "weighted_relation_loss": 0.005052685225382447 }, { "action_query_batch_std": 0.3928090810775757, "action_query_norm": 43.24965057373047, "action_relation_loss": 0.004967618174850941, "auxiliary_loss_weight": 1.0, "epoch": 11.300280636108512, "flow_matching_loss": 0.03723468780517578, "grad_norm": 0.12096048146486282, "h_stock_valid_norm": 99.41700820922851, "invalid_tail_samples": 23.7, "learning_rate": 6.968527445282056e-05, "loss": 0.0422, "positive_teacher_pairs": 26880.7, "query_h_norm_ratio": 0.43503697514533995, "relation_loss": 0.004967618174850941, "selected_pairs": 26880.7, "step": 12080, "student_distance_mean": 26.171921157836913, "teacher_distance_mean": 0.8522169291973114, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.004967618174850941, "weighted_relation_loss": 0.004967618174850941 }, { "action_query_batch_std": 0.3995010942220688, "action_query_norm": 43.286637496948245, "action_relation_loss": 0.004908141680061817, "auxiliary_loss_weight": 1.0, "epoch": 11.309635173058934, "flow_matching_loss": 0.037307660467922686, "grad_norm": 0.1419667750597, "h_stock_valid_norm": 99.6223045349121, "invalid_tail_samples": 21.8, "learning_rate": 6.963459816906977e-05, "loss": 0.0422, "positive_teacher_pairs": 27314.1, "query_h_norm_ratio": 0.4345096230506897, "relation_loss": 0.004908141680061817, "selected_pairs": 27314.1, "step": 12090, "student_distance_mean": 26.621150779724122, "teacher_distance_mean": 0.8632580935955048, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.004908141680061817, "weighted_relation_loss": 0.004908141680061817 }, { "action_query_batch_std": 0.39796222746372223, "action_query_norm": 43.28226737976074, "action_relation_loss": 0.005165234860032797, "auxiliary_loss_weight": 1.0, "epoch": 11.318989710009355, "flow_matching_loss": 0.03598622437566519, "grad_norm": 0.12335299700498581, "h_stock_valid_norm": 99.21156005859375, "invalid_tail_samples": 22.1, "learning_rate": 6.958389802743077e-05, "loss": 0.0412, "positive_teacher_pairs": 27246.4, "query_h_norm_ratio": 0.4362644344568253, "relation_loss": 0.005165234860032797, "selected_pairs": 27246.4, "step": 12100, "student_distance_mean": 26.484374046325684, "teacher_distance_mean": 0.8585791885852814, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.005165234860032797, "weighted_relation_loss": 0.005165234860032797 }, { "action_query_batch_std": 0.3977943956851959, "action_query_norm": 43.26085929870605, "action_relation_loss": 0.005048148613423109, "auxiliary_loss_weight": 1.0, "epoch": 11.328344246959775, "flow_matching_loss": 0.03554386477917433, "grad_norm": 0.1387982815504074, "h_stock_valid_norm": 98.68876647949219, "invalid_tail_samples": 22.4, "learning_rate": 6.953317408950903e-05, "loss": 0.0406, "positive_teacher_pairs": 27183.5, "query_h_norm_ratio": 0.4383591920137405, "relation_loss": 0.005048148613423109, "selected_pairs": 27183.5, "step": 12110, "student_distance_mean": 26.460780525207518, "teacher_distance_mean": 0.8591339409351348, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.005048148613423109, "weighted_relation_loss": 0.005048148613423109 }, { "action_query_batch_std": 0.3964278489351273, "action_query_norm": 43.26216125488281, "action_relation_loss": 0.004826748883351684, "auxiliary_loss_weight": 1.0, "epoch": 11.337698783910197, "flow_matching_loss": 0.035959886573255065, "grad_norm": 0.1028980016708374, "h_stock_valid_norm": 98.49436416625977, "invalid_tail_samples": 24.7, "learning_rate": 6.94824264169389e-05, "loss": 0.0408, "positive_teacher_pairs": 26641.9, "query_h_norm_ratio": 0.4392379641532898, "relation_loss": 0.004826748883351684, "selected_pairs": 26641.9, "step": 12120, "student_distance_mean": 26.47251377105713, "teacher_distance_mean": 0.8639210283756256, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.004826748883351684, "weighted_relation_loss": 0.004826748883351684 }, { "action_query_batch_std": 0.3902143746614456, "action_query_norm": 43.23656158447265, "action_relation_loss": 0.00513441557995975, "auxiliary_loss_weight": 1.0, "epoch": 11.347053320860617, "flow_matching_loss": 0.036689494550228116, "grad_norm": 0.11962411552667618, "h_stock_valid_norm": 98.52844848632813, "invalid_tail_samples": 23.1, "learning_rate": 6.94316550713836e-05, "loss": 0.0418, "positive_teacher_pairs": 27012.4, "query_h_norm_ratio": 0.43882502019405367, "relation_loss": 0.00513441557995975, "selected_pairs": 27012.4, "step": 12130, "student_distance_mean": 25.957309913635253, "teacher_distance_mean": 0.850759357213974, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.00513441557995975, "weighted_relation_loss": 0.00513441557995975 }, { "action_query_batch_std": 0.3885468155145645, "action_query_norm": 43.2287353515625, "action_relation_loss": 0.00478592119179666, "auxiliary_loss_weight": 1.0, "epoch": 11.356407857811039, "flow_matching_loss": 0.03766095563769341, "grad_norm": 0.11844255775213242, "h_stock_valid_norm": 98.38014297485351, "invalid_tail_samples": 29.0, "learning_rate": 6.938086011453513e-05, "loss": 0.0424, "positive_teacher_pairs": 25660.6, "query_h_norm_ratio": 0.4394106298685074, "relation_loss": 0.00478592119179666, "selected_pairs": 25660.6, "step": 12140, "student_distance_mean": 25.91597957611084, "teacher_distance_mean": 0.8510256111621857, "valid_action_samples": 227.0, "weighted_auxiliary_loss": 0.00478592119179666, "weighted_relation_loss": 0.00478592119179666 }, { "action_query_batch_std": 0.39566839337348936, "action_query_norm": 43.25392646789551, "action_relation_loss": 0.004823703272268176, "auxiliary_loss_weight": 1.0, "epoch": 11.36576239476146, "flow_matching_loss": 0.03699925988912582, "grad_norm": 0.13293109834194183, "h_stock_valid_norm": 97.45060195922852, "invalid_tail_samples": 23.4, "learning_rate": 6.93300416081141e-05, "loss": 0.0418, "positive_teacher_pairs": 26953.9, "query_h_norm_ratio": 0.44385949373245237, "relation_loss": 0.004823703272268176, "selected_pairs": 26953.9, "step": 12150, "student_distance_mean": 26.41044502258301, "teacher_distance_mean": 0.8636250019073486, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.004823703272268176, "weighted_relation_loss": 0.004823703272268176 }, { "action_query_batch_std": 0.39356083869934083, "action_query_norm": 43.24648590087891, "action_relation_loss": 0.005089247692376375, "auxiliary_loss_weight": 1.0, "epoch": 11.37511693171188, "flow_matching_loss": 0.037284331396222115, "grad_norm": 0.117668017745018, "h_stock_valid_norm": 97.40893096923828, "invalid_tail_samples": 26.3, "learning_rate": 6.927919961386984e-05, "loss": 0.0424, "positive_teacher_pairs": 26287.6, "query_h_norm_ratio": 0.44397581815719606, "relation_loss": 0.005089247692376375, "selected_pairs": 26287.6, "step": 12160, "student_distance_mean": 26.152441215515136, "teacher_distance_mean": 0.8609374344348908, "valid_action_samples": 229.7, "weighted_auxiliary_loss": 0.005089247692376375, "weighted_relation_loss": 0.005089247692376375 }, { "action_query_batch_std": 0.3863066405057907, "action_query_norm": 43.21664047241211, "action_relation_loss": 0.004865253809839487, "auxiliary_loss_weight": 1.0, "epoch": 11.384471468662301, "flow_matching_loss": 0.03766367733478546, "grad_norm": 0.11265858262777328, "h_stock_valid_norm": 98.409912109375, "invalid_tail_samples": 23.5, "learning_rate": 6.922833419358013e-05, "loss": 0.0425, "positive_teacher_pairs": 26914.2, "query_h_norm_ratio": 0.43915637731552126, "relation_loss": 0.004865253809839487, "selected_pairs": 26914.2, "step": 12170, "student_distance_mean": 25.571881675720213, "teacher_distance_mean": 0.8442794978618622, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.004865253809839487, "weighted_relation_loss": 0.004865253809839487 }, { "action_query_batch_std": 0.388028210401535, "action_query_norm": 43.22294158935547, "action_relation_loss": 0.004820586834102869, "auxiliary_loss_weight": 1.0, "epoch": 11.393826005612722, "flow_matching_loss": 0.03404917679727078, "grad_norm": 0.11180293560028076, "h_stock_valid_norm": 98.66128692626953, "invalid_tail_samples": 24.1, "learning_rate": 6.917744540905124e-05, "loss": 0.0389, "positive_teacher_pairs": 26782.5, "query_h_norm_ratio": 0.43809674978256224, "relation_loss": 0.004820586834102869, "selected_pairs": 26782.5, "step": 12180, "student_distance_mean": 25.865150451660156, "teacher_distance_mean": 0.8494931817054748, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.004820586834102869, "weighted_relation_loss": 0.004820586834102869 }, { "action_query_batch_std": 0.3967994451522827, "action_query_norm": 43.23941154479981, "action_relation_loss": 0.004709007358178497, "auxiliary_loss_weight": 1.0, "epoch": 11.403180542563144, "flow_matching_loss": 0.03727144598960876, "grad_norm": 0.10183194279670715, "h_stock_valid_norm": 98.66813125610352, "invalid_tail_samples": 23.9, "learning_rate": 6.912653332211787e-05, "loss": 0.042, "positive_teacher_pairs": 26827.0, "query_h_norm_ratio": 0.4382350414991379, "relation_loss": 0.004709007358178497, "selected_pairs": 26827.0, "step": 12190, "student_distance_mean": 26.39738883972168, "teacher_distance_mean": 0.8645116329193115, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.004709007358178497, "weighted_relation_loss": 0.004709007358178497 }, { "action_query_batch_std": 0.3946790397167206, "action_query_norm": 43.23581428527832, "action_relation_loss": 0.004747529048472643, "auxiliary_loss_weight": 1.0, "epoch": 11.412535079513564, "flow_matching_loss": 0.038000718131661414, "grad_norm": 0.15511275827884674, "h_stock_valid_norm": 98.0624382019043, "invalid_tail_samples": 20.2, "learning_rate": 6.9075597994643e-05, "loss": 0.0427, "positive_teacher_pairs": 27693.7, "query_h_norm_ratio": 0.44090413451194765, "relation_loss": 0.004747529048472643, "selected_pairs": 27693.7, "step": 12200, "student_distance_mean": 26.323147583007813, "teacher_distance_mean": 0.8612628638744354, "valid_action_samples": 235.8, "weighted_auxiliary_loss": 0.004747529048472643, "weighted_relation_loss": 0.004747529048472643 }, { "action_query_batch_std": 0.3913245052099228, "action_query_norm": 43.217190170288085, "action_relation_loss": 0.005004731379449368, "auxiliary_loss_weight": 1.0, "epoch": 11.421889616463986, "flow_matching_loss": 0.03847192190587521, "grad_norm": 0.11314640939235687, "h_stock_valid_norm": 97.95198211669921, "invalid_tail_samples": 24.6, "learning_rate": 6.902463948851787e-05, "loss": 0.0435, "positive_teacher_pairs": 26669.6, "query_h_norm_ratio": 0.44121178388595583, "relation_loss": 0.005004731379449368, "selected_pairs": 26669.6, "step": 12210, "student_distance_mean": 26.02598171234131, "teacher_distance_mean": 0.8561084032058716, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.005004731379449368, "weighted_relation_loss": 0.005004731379449368 }, { "action_query_batch_std": 0.3886971205472946, "action_query_norm": 43.221825790405276, "action_relation_loss": 0.004766782512888312, "auxiliary_loss_weight": 1.0, "epoch": 11.431244153414406, "flow_matching_loss": 0.03489334937185049, "grad_norm": 0.09353353083133698, "h_stock_valid_norm": 98.186181640625, "invalid_tail_samples": 24.1, "learning_rate": 6.897365786566184e-05, "loss": 0.0397, "positive_teacher_pairs": 26777.7, "query_h_norm_ratio": 0.44020640552043916, "relation_loss": 0.004766782512888312, "selected_pairs": 26777.7, "step": 12220, "student_distance_mean": 25.88567409515381, "teacher_distance_mean": 0.8530638813972473, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.004766782512888312, "weighted_relation_loss": 0.004766782512888312 }, { "action_query_batch_std": 0.390503454208374, "action_query_norm": 43.219702911376956, "action_relation_loss": 0.004803014406934381, "auxiliary_loss_weight": 1.0, "epoch": 11.440598690364826, "flow_matching_loss": 0.03459474295377731, "grad_norm": 0.11325564235448837, "h_stock_valid_norm": 97.2181999206543, "invalid_tail_samples": 22.6, "learning_rate": 6.892265318802242e-05, "loss": 0.0394, "positive_teacher_pairs": 27125.6, "query_h_norm_ratio": 0.444565212726593, "relation_loss": 0.004803014406934381, "selected_pairs": 27125.6, "step": 12230, "student_distance_mean": 26.02288684844971, "teacher_distance_mean": 0.858221036195755, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.004803014406934381, "weighted_relation_loss": 0.004803014406934381 }, { "action_query_batch_std": 0.3832142263650894, "action_query_norm": 43.19272575378418, "action_relation_loss": 0.005078418273478746, "auxiliary_loss_weight": 1.0, "epoch": 11.449953227315248, "flow_matching_loss": 0.034655149281024936, "grad_norm": 0.09376522898674011, "h_stock_valid_norm": 98.15504302978516, "invalid_tail_samples": 26.6, "learning_rate": 6.887162551757507e-05, "loss": 0.0397, "positive_teacher_pairs": 26224.0, "query_h_norm_ratio": 0.4400550574064255, "relation_loss": 0.005078418273478746, "selected_pairs": 26224.0, "step": 12240, "student_distance_mean": 25.485936546325682, "teacher_distance_mean": 0.8462480425834655, "valid_action_samples": 229.4, "weighted_auxiliary_loss": 0.005078418273478746, "weighted_relation_loss": 0.005078418273478746 }, { "action_query_batch_std": 0.3868696212768555, "action_query_norm": 43.210737228393555, "action_relation_loss": 0.004969890275970101, "auxiliary_loss_weight": 1.0, "epoch": 11.459307764265668, "flow_matching_loss": 0.03407703097909689, "grad_norm": 0.08744029700756073, "h_stock_valid_norm": 98.91918106079102, "invalid_tail_samples": 24.4, "learning_rate": 6.882057491632326e-05, "loss": 0.039, "positive_teacher_pairs": 26712.1, "query_h_norm_ratio": 0.4368308842182159, "relation_loss": 0.004969890275970101, "selected_pairs": 26712.1, "step": 12250, "student_distance_mean": 25.83360481262207, "teacher_distance_mean": 0.8552780032157898, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.004969890275970101, "weighted_relation_loss": 0.004969890275970101 }, { "action_query_batch_std": 0.3889527887105942, "action_query_norm": 43.2156421661377, "action_relation_loss": 0.0049963119905442, "auxiliary_loss_weight": 1.0, "epoch": 11.46866230121609, "flow_matching_loss": 0.037296558544039723, "grad_norm": 0.10713019967079163, "h_stock_valid_norm": 98.86332626342774, "invalid_tail_samples": 22.6, "learning_rate": 6.876950144629824e-05, "loss": 0.0423, "positive_teacher_pairs": 27131.5, "query_h_norm_ratio": 0.4371315032243729, "relation_loss": 0.0049963119905442, "selected_pairs": 27131.5, "step": 12260, "student_distance_mean": 25.929247093200683, "teacher_distance_mean": 0.8607246398925781, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.0049963119905442, "weighted_relation_loss": 0.0049963119905442 }, { "action_query_batch_std": 0.38730633854866026, "action_query_norm": 43.1997127532959, "action_relation_loss": 0.004748828988522291, "auxiliary_loss_weight": 1.0, "epoch": 11.47801683816651, "flow_matching_loss": 0.03636624477803707, "grad_norm": 0.12845376133918762, "h_stock_valid_norm": 97.93523864746093, "invalid_tail_samples": 21.7, "learning_rate": 6.87184051695591e-05, "loss": 0.0411, "positive_teacher_pairs": 27336.5, "query_h_norm_ratio": 0.44111362397670745, "relation_loss": 0.004748828988522291, "selected_pairs": 27336.5, "step": 12270, "student_distance_mean": 25.76647491455078, "teacher_distance_mean": 0.8535094738006592, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.004748828988522291, "weighted_relation_loss": 0.004748828988522291 }, { "action_query_batch_std": 0.3874271124601364, "action_query_norm": 43.19747428894043, "action_relation_loss": 0.0050609071739017965, "auxiliary_loss_weight": 1.0, "epoch": 11.487371375116933, "flow_matching_loss": 0.03662220984697342, "grad_norm": 0.10149404406547546, "h_stock_valid_norm": 97.75097885131837, "invalid_tail_samples": 23.6, "learning_rate": 6.866728614819268e-05, "loss": 0.0417, "positive_teacher_pairs": 26895.2, "query_h_norm_ratio": 0.44191745221614837, "relation_loss": 0.0050609071739017965, "selected_pairs": 26895.2, "step": 12280, "student_distance_mean": 25.888685035705567, "teacher_distance_mean": 0.8515496909618377, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0050609071739017965, "weighted_relation_loss": 0.0050609071739017965 }, { "action_query_batch_std": 0.3874475181102753, "action_query_norm": 43.1928768157959, "action_relation_loss": 0.004902410274371505, "auxiliary_loss_weight": 1.0, "epoch": 11.496725912067353, "flow_matching_loss": 0.0363305764272809, "grad_norm": 0.1424245983362198, "h_stock_valid_norm": 98.24378204345703, "invalid_tail_samples": 22.7, "learning_rate": 6.861614444431337e-05, "loss": 0.0412, "positive_teacher_pairs": 27101.7, "query_h_norm_ratio": 0.43965342938899993, "relation_loss": 0.004902410274371505, "selected_pairs": 27101.7, "step": 12290, "student_distance_mean": 25.948368644714357, "teacher_distance_mean": 0.8566925942897796, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.004902410274371505, "weighted_relation_loss": 0.004902410274371505 }, { "action_query_batch_std": 0.3908392310142517, "action_query_norm": 43.2146800994873, "action_relation_loss": 0.004845360480248928, "auxiliary_loss_weight": 1.0, "epoch": 11.506080449017773, "flow_matching_loss": 0.03545353189110756, "grad_norm": 0.13942256569862366, "h_stock_valid_norm": 98.5016357421875, "invalid_tail_samples": 22.5, "learning_rate": 6.856498012006318e-05, "loss": 0.0403, "positive_teacher_pairs": 27151.1, "query_h_norm_ratio": 0.43872477412223815, "relation_loss": 0.004845360480248928, "selected_pairs": 27151.1, "step": 12300, "student_distance_mean": 26.047673988342286, "teacher_distance_mean": 0.8550793647766113, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.004845360480248928, "weighted_relation_loss": 0.004845360480248928 }, { "action_query_batch_std": 0.3880732834339142, "action_query_norm": 43.19618721008301, "action_relation_loss": 0.004874918097630143, "auxiliary_loss_weight": 1.0, "epoch": 11.515434985968195, "flow_matching_loss": 0.03662467747926712, "grad_norm": 0.13667376339435577, "h_stock_valid_norm": 97.78208618164062, "invalid_tail_samples": 21.9, "learning_rate": 6.851379323761157e-05, "loss": 0.0415, "positive_teacher_pairs": 27295.4, "query_h_norm_ratio": 0.44176715314388276, "relation_loss": 0.004874918097630143, "selected_pairs": 27295.4, "step": 12310, "student_distance_mean": 25.747113037109376, "teacher_distance_mean": 0.8521512746810913, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.004874918097630143, "weighted_relation_loss": 0.004874918097630143 }, { "action_query_batch_std": 0.38737650215625763, "action_query_norm": 43.192101669311526, "action_relation_loss": 0.004982928326353431, "auxiliary_loss_weight": 1.0, "epoch": 11.524789522918615, "flow_matching_loss": 0.03529445193707943, "grad_norm": 0.1353573501110077, "h_stock_valid_norm": 97.94796905517578, "invalid_tail_samples": 22.1, "learning_rate": 6.846258385915545e-05, "loss": 0.0403, "positive_teacher_pairs": 27245.4, "query_h_norm_ratio": 0.4409737318754196, "relation_loss": 0.004982928326353431, "selected_pairs": 27245.4, "step": 12320, "student_distance_mean": 25.775188636779784, "teacher_distance_mean": 0.8608643233776092, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.004982928326353431, "weighted_relation_loss": 0.004982928326353431 }, { "action_query_batch_std": 0.39835159182548524, "action_query_norm": 43.228376388549805, "action_relation_loss": 0.0049856768921017645, "auxiliary_loss_weight": 1.0, "epoch": 11.534144059869037, "flow_matching_loss": 0.037060846015810965, "grad_norm": 0.12042859941720963, "h_stock_valid_norm": 98.65183944702149, "invalid_tail_samples": 24.7, "learning_rate": 6.841135204691902e-05, "loss": 0.042, "positive_teacher_pairs": 26643.9, "query_h_norm_ratio": 0.43819558024406435, "relation_loss": 0.0049856768921017645, "selected_pairs": 26643.9, "step": 12330, "student_distance_mean": 26.537847328186036, "teacher_distance_mean": 0.866787600517273, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.0049856768921017645, "weighted_relation_loss": 0.0049856768921017645 }, { "action_query_batch_std": 0.3886413395404816, "action_query_norm": 43.18959083557129, "action_relation_loss": 0.004813375370576978, "auxiliary_loss_weight": 1.0, "epoch": 11.543498596819457, "flow_matching_loss": 0.03432031534612179, "grad_norm": 0.1253133863210678, "h_stock_valid_norm": 98.78429107666015, "invalid_tail_samples": 25.5, "learning_rate": 6.836009786315377e-05, "loss": 0.0391, "positive_teacher_pairs": 26457.6, "query_h_norm_ratio": 0.43721458315849304, "relation_loss": 0.004813375370576978, "selected_pairs": 26457.6, "step": 12340, "student_distance_mean": 25.924137687683107, "teacher_distance_mean": 0.8514745652675628, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.004813375370576978, "weighted_relation_loss": 0.004813375370576978 }, { "action_query_batch_std": 0.39097069203853607, "action_query_norm": 43.19344139099121, "action_relation_loss": 0.004773106565698982, "auxiliary_loss_weight": 1.0, "epoch": 11.552853133769878, "flow_matching_loss": 0.03687068037688732, "grad_norm": 0.11154551059007645, "h_stock_valid_norm": 97.67199172973633, "invalid_tail_samples": 23.5, "learning_rate": 6.830882137013839e-05, "loss": 0.0416, "positive_teacher_pairs": 26918.0, "query_h_norm_ratio": 0.4422420382499695, "relation_loss": 0.004773106565698982, "selected_pairs": 26918.0, "step": 12350, "student_distance_mean": 26.06060791015625, "teacher_distance_mean": 0.8668803215026856, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.004773106565698982, "weighted_relation_loss": 0.004773106565698982 }, { "action_query_batch_std": 0.3877862632274628, "action_query_norm": 43.19368476867676, "action_relation_loss": 0.004853325011208653, "auxiliary_loss_weight": 1.0, "epoch": 11.5622076707203, "flow_matching_loss": 0.03513121996074915, "grad_norm": 0.11012646555900574, "h_stock_valid_norm": 97.26293411254883, "invalid_tail_samples": 24.6, "learning_rate": 6.825752263017863e-05, "loss": 0.04, "positive_teacher_pairs": 26665.1, "query_h_norm_ratio": 0.4440945237874985, "relation_loss": 0.004853325011208653, "selected_pairs": 26665.1, "step": 12360, "student_distance_mean": 25.80409507751465, "teacher_distance_mean": 0.8502260863780975, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.004853325011208653, "weighted_relation_loss": 0.004853325011208653 }, { "action_query_batch_std": 0.38914522230625154, "action_query_norm": 43.187782287597656, "action_relation_loss": 0.004662699531763792, "auxiliary_loss_weight": 1.0, "epoch": 11.57156220767072, "flow_matching_loss": 0.03577819205820561, "grad_norm": 0.11385368555784225, "h_stock_valid_norm": 97.35119400024413, "invalid_tail_samples": 24.1, "learning_rate": 6.820620170560731e-05, "loss": 0.0404, "positive_teacher_pairs": 26782.0, "query_h_norm_ratio": 0.4436326950788498, "relation_loss": 0.004662699531763792, "selected_pairs": 26782.0, "step": 12370, "student_distance_mean": 25.931839179992675, "teacher_distance_mean": 0.8571113288402558, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.004662699531763792, "weighted_relation_loss": 0.004662699531763792 }, { "action_query_batch_std": 0.3856846570968628, "action_query_norm": 43.16583366394043, "action_relation_loss": 0.00488476431928575, "auxiliary_loss_weight": 1.0, "epoch": 11.580916744621142, "flow_matching_loss": 0.03494501765817404, "grad_norm": 0.12739089131355286, "h_stock_valid_norm": 97.44319915771484, "invalid_tail_samples": 21.9, "learning_rate": 6.815485865878418e-05, "loss": 0.0398, "positive_teacher_pairs": 27293.4, "query_h_norm_ratio": 0.44298777282238005, "relation_loss": 0.00488476431928575, "selected_pairs": 27293.4, "step": 12380, "student_distance_mean": 25.67938804626465, "teacher_distance_mean": 0.8525603771209717, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.00488476431928575, "weighted_relation_loss": 0.00488476431928575 }, { "action_query_batch_std": 0.38703511357307435, "action_query_norm": 43.17501029968262, "action_relation_loss": 0.004883430339396, "auxiliary_loss_weight": 1.0, "epoch": 11.590271281571562, "flow_matching_loss": 0.03336926251649856, "grad_norm": 0.11579976230859756, "h_stock_valid_norm": 97.59675674438476, "invalid_tail_samples": 23.5, "learning_rate": 6.810349355209588e-05, "loss": 0.0383, "positive_teacher_pairs": 26920.8, "query_h_norm_ratio": 0.442384272813797, "relation_loss": 0.004883430339396, "selected_pairs": 26920.8, "step": 12390, "student_distance_mean": 25.738611793518068, "teacher_distance_mean": 0.8506368637084961, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.004883430339396, "weighted_relation_loss": 0.004883430339396 }, { "action_query_batch_std": 0.3898759543895721, "action_query_norm": 43.18751602172851, "action_relation_loss": 0.004810015857219696, "auxiliary_loss_weight": 1.0, "epoch": 11.599625818521982, "flow_matching_loss": 0.03676989674568176, "grad_norm": 0.10494931042194366, "h_stock_valid_norm": 97.43874435424804, "invalid_tail_samples": 21.6, "learning_rate": 6.805210644795588e-05, "loss": 0.0416, "positive_teacher_pairs": 27360.9, "query_h_norm_ratio": 0.44323583841323855, "relation_loss": 0.004810015857219696, "selected_pairs": 27360.9, "step": 12400, "student_distance_mean": 26.01726722717285, "teacher_distance_mean": 0.8543310225009918, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.004810015857219696, "weighted_relation_loss": 0.004810015857219696 }, { "action_query_batch_std": 0.38900744915008545, "action_query_norm": 43.18329849243164, "action_relation_loss": 0.004705598531290889, "auxiliary_loss_weight": 1.0, "epoch": 11.608980355472404, "flow_matching_loss": 0.03567432556301355, "grad_norm": 0.09587412327528, "h_stock_valid_norm": 97.3144920349121, "invalid_tail_samples": 20.5, "learning_rate": 6.800069740880433e-05, "loss": 0.0404, "positive_teacher_pairs": 27626.9, "query_h_norm_ratio": 0.4437572717666626, "relation_loss": 0.004705598531290889, "selected_pairs": 27626.9, "step": 12410, "student_distance_mean": 25.919590568542482, "teacher_distance_mean": 0.8532103717327117, "valid_action_samples": 235.5, "weighted_auxiliary_loss": 0.004705598531290889, "weighted_relation_loss": 0.004705598531290889 }, { "action_query_batch_std": 0.3836304247379303, "action_query_norm": 43.159786987304685, "action_relation_loss": 0.005075827101245522, "auxiliary_loss_weight": 1.0, "epoch": 11.618334892422824, "flow_matching_loss": 0.03590586371719837, "grad_norm": 0.17414139211177826, "h_stock_valid_norm": 97.8381362915039, "invalid_tail_samples": 25.0, "learning_rate": 6.794926649710807e-05, "loss": 0.041, "positive_teacher_pairs": 26575.5, "query_h_norm_ratio": 0.4411431759595871, "relation_loss": 0.005075827101245522, "selected_pairs": 26575.5, "step": 12420, "student_distance_mean": 25.47805233001709, "teacher_distance_mean": 0.8489383459091187, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.005075827101245522, "weighted_relation_loss": 0.005075827101245522 }, { "action_query_batch_std": 0.3890911877155304, "action_query_norm": 43.172562789916995, "action_relation_loss": 0.005100289499387145, "auxiliary_loss_weight": 1.0, "epoch": 11.627689429373246, "flow_matching_loss": 0.03516851682215929, "grad_norm": 0.1259092539548874, "h_stock_valid_norm": 98.4355972290039, "invalid_tail_samples": 23.6, "learning_rate": 6.789781377536052e-05, "loss": 0.0403, "positive_teacher_pairs": 26898.8, "query_h_norm_ratio": 0.43858826756477354, "relation_loss": 0.005100289499387145, "selected_pairs": 26898.8, "step": 12430, "student_distance_mean": 25.91706790924072, "teacher_distance_mean": 0.8564731478691101, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.005100289499387145, "weighted_relation_loss": 0.005100289499387145 }, { "action_query_batch_std": 0.39068078994750977, "action_query_norm": 43.17847023010254, "action_relation_loss": 0.004855873947963119, "auxiliary_loss_weight": 1.0, "epoch": 11.637043966323667, "flow_matching_loss": 0.03668820634484291, "grad_norm": 0.11099249124526978, "h_stock_valid_norm": 98.31669387817382, "invalid_tail_samples": 23.2, "learning_rate": 6.784633930608158e-05, "loss": 0.0415, "positive_teacher_pairs": 26990.0, "query_h_norm_ratio": 0.43917875587940214, "relation_loss": 0.004855873947963119, "selected_pairs": 26990.0, "step": 12440, "student_distance_mean": 26.014722442626955, "teacher_distance_mean": 0.8504588544368744, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.004855873947963119, "weighted_relation_loss": 0.004855873947963119 }, { "action_query_batch_std": 0.3848626524209976, "action_query_norm": 43.15357093811035, "action_relation_loss": 0.005555765656754375, "auxiliary_loss_weight": 1.0, "epoch": 11.646398503274089, "flow_matching_loss": 0.03682552352547645, "grad_norm": 0.11625462025403976, "h_stock_valid_norm": 97.77876281738281, "invalid_tail_samples": 27.0, "learning_rate": 6.779484315181759e-05, "loss": 0.0424, "positive_teacher_pairs": 26112.4, "query_h_norm_ratio": 0.4413447052240372, "relation_loss": 0.005555765656754375, "selected_pairs": 26112.4, "step": 12450, "student_distance_mean": 25.553354835510255, "teacher_distance_mean": 0.8444285988807678, "valid_action_samples": 229.0, "weighted_auxiliary_loss": 0.005555765656754375, "weighted_relation_loss": 0.005555765656754375 }, { "action_query_batch_std": 0.389121475815773, "action_query_norm": 43.163828659057614, "action_relation_loss": 0.005011129844933748, "auxiliary_loss_weight": 1.0, "epoch": 11.655753040224509, "flow_matching_loss": 0.03605103753507137, "grad_norm": 0.10771086066961288, "h_stock_valid_norm": 97.47791442871093, "invalid_tail_samples": 23.0, "learning_rate": 6.774332537514122e-05, "loss": 0.0411, "positive_teacher_pairs": 27047.1, "query_h_norm_ratio": 0.44281065464019775, "relation_loss": 0.005011129844933748, "selected_pairs": 27047.1, "step": 12460, "student_distance_mean": 25.75515193939209, "teacher_distance_mean": 0.8564913392066955, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.005011129844933748, "weighted_relation_loss": 0.005011129844933748 }, { "action_query_batch_std": 0.3844337075948715, "action_query_norm": 43.143608474731444, "action_relation_loss": 0.004898809920996427, "auxiliary_loss_weight": 1.0, "epoch": 11.665107577174929, "flow_matching_loss": 0.03604909144341946, "grad_norm": 0.10678597539663315, "h_stock_valid_norm": 97.13795318603516, "invalid_tail_samples": 25.8, "learning_rate": 6.769178603865143e-05, "loss": 0.0409, "positive_teacher_pairs": 26392.8, "query_h_norm_ratio": 0.44415405988693235, "relation_loss": 0.004898809920996427, "selected_pairs": 26392.8, "step": 12470, "student_distance_mean": 25.530629348754882, "teacher_distance_mean": 0.8426762104034424, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.004898809920996427, "weighted_relation_loss": 0.004898809920996427 }, { "action_query_batch_std": 0.38709868788719176, "action_query_norm": 43.154323959350585, "action_relation_loss": 0.004936201684176922, "auxiliary_loss_weight": 1.0, "epoch": 11.674462114125351, "flow_matching_loss": 0.036996080353856084, "grad_norm": 0.10442667454481125, "h_stock_valid_norm": 96.68854064941407, "invalid_tail_samples": 22.1, "learning_rate": 6.764022520497337e-05, "loss": 0.0419, "positive_teacher_pairs": 27253.1, "query_h_norm_ratio": 0.4463287204504013, "relation_loss": 0.004936201684176922, "selected_pairs": 27253.1, "step": 12480, "student_distance_mean": 25.796585464477538, "teacher_distance_mean": 0.8486266553401947, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.004936201684176922, "weighted_relation_loss": 0.004936201684176922 }, { "action_query_batch_std": 0.38855124413967135, "action_query_norm": 43.15898246765137, "action_relation_loss": 0.005076670972630382, "auxiliary_loss_weight": 1.0, "epoch": 11.683816651075771, "flow_matching_loss": 0.036908704414963724, "grad_norm": 0.11656897515058517, "h_stock_valid_norm": 96.11629257202148, "invalid_tail_samples": 25.8, "learning_rate": 6.758864293675833e-05, "loss": 0.042, "positive_teacher_pairs": 26385.2, "query_h_norm_ratio": 0.4490300536155701, "relation_loss": 0.005076670972630382, "selected_pairs": 26385.2, "step": 12490, "student_distance_mean": 25.903744316101076, "teacher_distance_mean": 0.8500442504882812, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.005076670972630382, "weighted_relation_loss": 0.005076670972630382 }, { "action_query_batch_std": 0.38986354172229765, "action_query_norm": 43.15625915527344, "action_relation_loss": 0.004813744965940714, "auxiliary_loss_weight": 1.0, "epoch": 11.693171188026193, "flow_matching_loss": 0.03643207997083664, "grad_norm": 0.14705613255500793, "h_stock_valid_norm": 96.86329650878906, "invalid_tail_samples": 23.7, "learning_rate": 6.753703929668362e-05, "loss": 0.0412, "positive_teacher_pairs": 26874.4, "query_h_norm_ratio": 0.445542111992836, "relation_loss": 0.004813744965940714, "selected_pairs": 26874.4, "step": 12500, "student_distance_mean": 25.885469818115233, "teacher_distance_mean": 0.8551168203353882, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.004813744965940714, "weighted_relation_loss": 0.004813744965940714 }, { "action_query_batch_std": 0.3897085964679718, "action_query_norm": 43.156167602539064, "action_relation_loss": 0.004813571181148291, "auxiliary_loss_weight": 1.0, "epoch": 11.702525724976613, "flow_matching_loss": 0.03452309183776379, "grad_norm": 0.10810815542936325, "h_stock_valid_norm": 97.35102462768555, "invalid_tail_samples": 24.1, "learning_rate": 6.748541434745253e-05, "loss": 0.0393, "positive_teacher_pairs": 26785.2, "query_h_norm_ratio": 0.44330733418464663, "relation_loss": 0.004813571181148291, "selected_pairs": 26785.2, "step": 12510, "student_distance_mean": 25.769840431213378, "teacher_distance_mean": 0.8509969055652619, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.004813571181148291, "weighted_relation_loss": 0.004813571181148291 }, { "action_query_batch_std": 0.3918161004781723, "action_query_norm": 43.16356353759765, "action_relation_loss": 0.0047151186969131235, "auxiliary_loss_weight": 1.0, "epoch": 11.711880261927035, "flow_matching_loss": 0.035388358123600486, "grad_norm": 0.10244794934988022, "h_stock_valid_norm": 97.40381164550782, "invalid_tail_samples": 21.9, "learning_rate": 6.743376815179424e-05, "loss": 0.0401, "positive_teacher_pairs": 27300.0, "query_h_norm_ratio": 0.44314214289188386, "relation_loss": 0.0047151186969131235, "selected_pairs": 27300.0, "step": 12520, "student_distance_mean": 26.089097213745116, "teacher_distance_mean": 0.8494042336940766, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.0047151186969131235, "weighted_relation_loss": 0.0047151186969131235 }, { "action_query_batch_std": 0.38929826617240904, "action_query_norm": 43.15934371948242, "action_relation_loss": 0.004932105774059892, "auxiliary_loss_weight": 1.0, "epoch": 11.721234798877456, "flow_matching_loss": 0.037514643743634224, "grad_norm": 0.13085462152957916, "h_stock_valid_norm": 97.281103515625, "invalid_tail_samples": 20.3, "learning_rate": 6.738210077246376e-05, "loss": 0.0424, "positive_teacher_pairs": 27669.9, "query_h_norm_ratio": 0.44365967214107516, "relation_loss": 0.004932105774059892, "selected_pairs": 27669.9, "step": 12530, "student_distance_mean": 25.85884952545166, "teacher_distance_mean": 0.8494055509567261, "valid_action_samples": 235.7, "weighted_auxiliary_loss": 0.004932105774059892, "weighted_relation_loss": 0.004932105774059892 }, { "action_query_batch_std": 0.3921744763851166, "action_query_norm": 43.16047744750976, "action_relation_loss": 0.004793598875403404, "auxiliary_loss_weight": 1.0, "epoch": 11.730589335827876, "flow_matching_loss": 0.03627433329820633, "grad_norm": 0.12028191238641739, "h_stock_valid_norm": 97.80946197509766, "invalid_tail_samples": 26.0, "learning_rate": 6.733041227224181e-05, "loss": 0.0411, "positive_teacher_pairs": 26340.6, "query_h_norm_ratio": 0.4412823557853699, "relation_loss": 0.004793598875403404, "selected_pairs": 26340.6, "step": 12540, "student_distance_mean": 26.15982303619385, "teacher_distance_mean": 0.8600144147872925, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.004793598875403404, "weighted_relation_loss": 0.004793598875403404 }, { "action_query_batch_std": 0.39422036707401276, "action_query_norm": 43.168196487426755, "action_relation_loss": 0.004673920013010502, "auxiliary_loss_weight": 1.0, "epoch": 11.739943872778298, "flow_matching_loss": 0.03597562499344349, "grad_norm": 0.10928499698638916, "h_stock_valid_norm": 98.983447265625, "invalid_tail_samples": 20.9, "learning_rate": 6.72787027139348e-05, "loss": 0.0406, "positive_teacher_pairs": 27527.7, "query_h_norm_ratio": 0.43611789047718047, "relation_loss": 0.004673920013010502, "selected_pairs": 27527.7, "step": 12550, "student_distance_mean": 26.177703857421875, "teacher_distance_mean": 0.8598371744155884, "valid_action_samples": 235.1, "weighted_auxiliary_loss": 0.004673920013010502, "weighted_relation_loss": 0.004673920013010502 }, { "action_query_batch_std": 0.38718817234039304, "action_query_norm": 43.12747573852539, "action_relation_loss": 0.004841738566756249, "auxiliary_loss_weight": 1.0, "epoch": 11.749298409728718, "flow_matching_loss": 0.035319932363927366, "grad_norm": 0.12923529744148254, "h_stock_valid_norm": 98.44679794311523, "invalid_tail_samples": 26.0, "learning_rate": 6.72269721603747e-05, "loss": 0.0402, "positive_teacher_pairs": 26340.6, "query_h_norm_ratio": 0.43809067606925967, "relation_loss": 0.004841738566756249, "selected_pairs": 26340.6, "step": 12560, "student_distance_mean": 25.784235191345214, "teacher_distance_mean": 0.8561491966247559, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.004841738566756249, "weighted_relation_loss": 0.004841738566756249 }, { "action_query_batch_std": 0.3885307818651199, "action_query_norm": 43.140198135375975, "action_relation_loss": 0.0048566179815679785, "auxiliary_loss_weight": 1.0, "epoch": 11.75865294667914, "flow_matching_loss": 0.03271820954978466, "grad_norm": 0.12022505700588226, "h_stock_valid_norm": 97.57799072265625, "invalid_tail_samples": 22.9, "learning_rate": 6.717522067441904e-05, "loss": 0.0376, "positive_teacher_pairs": 27059.0, "query_h_norm_ratio": 0.4421120911836624, "relation_loss": 0.0048566179815679785, "selected_pairs": 27059.0, "step": 12570, "student_distance_mean": 25.854004287719725, "teacher_distance_mean": 0.8545519232749939, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.0048566179815679785, "weighted_relation_loss": 0.0048566179815679785 }, { "action_query_batch_std": 0.39409770667552946, "action_query_norm": 43.15835304260254, "action_relation_loss": 0.005000242963433266, "auxiliary_loss_weight": 1.0, "epoch": 11.76800748362956, "flow_matching_loss": 0.035603438317775724, "grad_norm": 0.11752024292945862, "h_stock_valid_norm": 97.52516479492188, "invalid_tail_samples": 22.3, "learning_rate": 6.712344831895074e-05, "loss": 0.0406, "positive_teacher_pairs": 27197.7, "query_h_norm_ratio": 0.4425387501716614, "relation_loss": 0.005000242963433266, "selected_pairs": 27197.7, "step": 12580, "student_distance_mean": 26.22073745727539, "teacher_distance_mean": 0.8543322265148163, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.005000242963433266, "weighted_relation_loss": 0.005000242963433266 }, { "action_query_batch_std": 0.3959300607442856, "action_query_norm": 43.15124588012695, "action_relation_loss": 0.0047385191544890405, "auxiliary_loss_weight": 1.0, "epoch": 11.77736202057998, "flow_matching_loss": 0.03560601193457842, "grad_norm": 0.08736510574817657, "h_stock_valid_norm": 97.3834098815918, "invalid_tail_samples": 24.3, "learning_rate": 6.707165515687811e-05, "loss": 0.0403, "positive_teacher_pairs": 26733.8, "query_h_norm_ratio": 0.4431088387966156, "relation_loss": 0.0047385191544890405, "selected_pairs": 26733.8, "step": 12590, "student_distance_mean": 26.318320655822752, "teacher_distance_mean": 0.869545578956604, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0047385191544890405, "weighted_relation_loss": 0.0047385191544890405 }, { "action_query_batch_std": 0.38813886046409607, "action_query_norm": 43.12968978881836, "action_relation_loss": 0.0047956667840480804, "auxiliary_loss_weight": 1.0, "epoch": 11.786716557530402, "flow_matching_loss": 0.03292504902929068, "grad_norm": 0.13628286123275757, "h_stock_valid_norm": 97.55255661010742, "invalid_tail_samples": 23.2, "learning_rate": 6.70198412511347e-05, "loss": 0.0377, "positive_teacher_pairs": 26995.4, "query_h_norm_ratio": 0.4421203911304474, "relation_loss": 0.0047956667840480804, "selected_pairs": 26995.4, "step": 12600, "student_distance_mean": 25.826380920410156, "teacher_distance_mean": 0.8521739065647125, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0047956667840480804, "weighted_relation_loss": 0.0047956667840480804 }, { "action_query_batch_std": 0.3860958516597748, "action_query_norm": 43.1182243347168, "action_relation_loss": 0.0047200356610119345, "auxiliary_loss_weight": 1.0, "epoch": 11.796071094480823, "flow_matching_loss": 0.036023267358541486, "grad_norm": 0.141715869307518, "h_stock_valid_norm": 97.10979080200195, "invalid_tail_samples": 25.1, "learning_rate": 6.69680066646793e-05, "loss": 0.0407, "positive_teacher_pairs": 26547.1, "query_h_norm_ratio": 0.4440243989229202, "relation_loss": 0.0047200356610119345, "selected_pairs": 26547.1, "step": 12610, "student_distance_mean": 25.665165519714357, "teacher_distance_mean": 0.8456077456474305, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.0047200356610119345, "weighted_relation_loss": 0.0047200356610119345 }, { "action_query_batch_std": 0.3852545231580734, "action_query_norm": 43.10961837768555, "action_relation_loss": 0.0051979562267661095, "auxiliary_loss_weight": 1.0, "epoch": 11.805425631431245, "flow_matching_loss": 0.03532188143581152, "grad_norm": 0.1052018404006958, "h_stock_valid_norm": 97.0485450744629, "invalid_tail_samples": 22.1, "learning_rate": 6.691615146049583e-05, "loss": 0.0405, "positive_teacher_pairs": 27256.1, "query_h_norm_ratio": 0.4442120373249054, "relation_loss": 0.0051979562267661095, "selected_pairs": 27256.1, "step": 12620, "student_distance_mean": 25.651333618164063, "teacher_distance_mean": 0.8447196364402771, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.0051979562267661095, "weighted_relation_loss": 0.0051979562267661095 }, { "action_query_batch_std": 0.3920631974935532, "action_query_norm": 43.131574630737305, "action_relation_loss": 0.004874042375013233, "auxiliary_loss_weight": 1.0, "epoch": 11.814780168381665, "flow_matching_loss": 0.03686222527176142, "grad_norm": 0.10982178151607513, "h_stock_valid_norm": 97.5042495727539, "invalid_tail_samples": 25.1, "learning_rate": 6.686427570159324e-05, "loss": 0.0417, "positive_teacher_pairs": 26552.8, "query_h_norm_ratio": 0.4423582911491394, "relation_loss": 0.004874042375013233, "selected_pairs": 26552.8, "step": 12630, "student_distance_mean": 26.083205795288087, "teacher_distance_mean": 0.8558188796043396, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.004874042375013233, "weighted_relation_loss": 0.004874042375013233 }, { "action_query_batch_std": 0.39099459946155546, "action_query_norm": 43.137102127075195, "action_relation_loss": 0.0048155120573937895, "auxiliary_loss_weight": 1.0, "epoch": 11.824134705332087, "flow_matching_loss": 0.034847603738307954, "grad_norm": 0.158603698015213, "h_stock_valid_norm": 97.99680709838867, "invalid_tail_samples": 23.2, "learning_rate": 6.681237945100548e-05, "loss": 0.0397, "positive_teacher_pairs": 26994.9, "query_h_norm_ratio": 0.44019280970096586, "relation_loss": 0.0048155120573937895, "selected_pairs": 26994.9, "step": 12640, "student_distance_mean": 26.124226379394532, "teacher_distance_mean": 0.8528707265853882, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0048155120573937895, "weighted_relation_loss": 0.0048155120573937895 }, { "action_query_batch_std": 0.38440240919589996, "action_query_norm": 43.10652046203613, "action_relation_loss": 0.004955045273527503, "auxiliary_loss_weight": 1.0, "epoch": 11.833489242282507, "flow_matching_loss": 0.036119967326521875, "grad_norm": 0.14312361180782318, "h_stock_valid_norm": 98.48640365600586, "invalid_tail_samples": 24.0, "learning_rate": 6.676046277179139e-05, "loss": 0.0411, "positive_teacher_pairs": 26810.6, "query_h_norm_ratio": 0.43769248127937316, "relation_loss": 0.004955045273527503, "selected_pairs": 26810.6, "step": 12650, "student_distance_mean": 25.561709785461424, "teacher_distance_mean": 0.8394081294536591, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.004955045273527503, "weighted_relation_loss": 0.004955045273527503 }, { "action_query_batch_std": 0.3915784448385239, "action_query_norm": 43.13160095214844, "action_relation_loss": 0.004976786067709326, "auxiliary_loss_weight": 1.0, "epoch": 11.842843779232927, "flow_matching_loss": 0.03765041008591652, "grad_norm": 0.15406984090805054, "h_stock_valid_norm": 98.99320068359376, "invalid_tail_samples": 22.5, "learning_rate": 6.670852572703462e-05, "loss": 0.0426, "positive_teacher_pairs": 27151.7, "query_h_norm_ratio": 0.4357051491737366, "relation_loss": 0.004976786067709326, "selected_pairs": 27151.7, "step": 12660, "student_distance_mean": 25.90116481781006, "teacher_distance_mean": 0.8494193375110626, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.004976786067709326, "weighted_relation_loss": 0.004976786067709326 }, { "action_query_batch_std": 0.38981625735759734, "action_query_norm": 43.11791839599609, "action_relation_loss": 0.0049773703794926405, "auxiliary_loss_weight": 1.0, "epoch": 11.85219831618335, "flow_matching_loss": 0.037895596399903295, "grad_norm": 0.13214142620563507, "h_stock_valid_norm": 98.39393157958985, "invalid_tail_samples": 26.1, "learning_rate": 6.665656837984359e-05, "loss": 0.0429, "positive_teacher_pairs": 26317.5, "query_h_norm_ratio": 0.43821996748447417, "relation_loss": 0.0049773703794926405, "selected_pairs": 26317.5, "step": 12670, "student_distance_mean": 26.026344299316406, "teacher_distance_mean": 0.8551294147968292, "valid_action_samples": 229.9, "weighted_auxiliary_loss": 0.0049773703794926405, "weighted_relation_loss": 0.0049773703794926405 }, { "action_query_batch_std": 0.3841795831918716, "action_query_norm": 43.1010326385498, "action_relation_loss": 0.004940007021650672, "auxiliary_loss_weight": 1.0, "epoch": 11.86155285313377, "flow_matching_loss": 0.03530110828578472, "grad_norm": 0.11819635331630707, "h_stock_valid_norm": 97.91302032470703, "invalid_tail_samples": 24.6, "learning_rate": 6.660459079335135e-05, "loss": 0.0402, "positive_teacher_pairs": 26664.8, "query_h_norm_ratio": 0.4402011692523956, "relation_loss": 0.004940007021650672, "selected_pairs": 26664.8, "step": 12680, "student_distance_mean": 25.701562690734864, "teacher_distance_mean": 0.8449822902679444, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.004940007021650672, "weighted_relation_loss": 0.004940007021650672 }, { "action_query_batch_std": 0.38578910529613497, "action_query_norm": 43.11127471923828, "action_relation_loss": 0.004907558811828494, "auxiliary_loss_weight": 1.0, "epoch": 11.870907390084191, "flow_matching_loss": 0.03506213035434484, "grad_norm": 0.11208745837211609, "h_stock_valid_norm": 98.01110153198242, "invalid_tail_samples": 23.2, "learning_rate": 6.655259303071558e-05, "loss": 0.04, "positive_teacher_pairs": 26989.2, "query_h_norm_ratio": 0.4398625761270523, "relation_loss": 0.004907558811828494, "selected_pairs": 26989.2, "step": 12690, "student_distance_mean": 25.738972091674803, "teacher_distance_mean": 0.8401512026786804, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.004907558811828494, "weighted_relation_loss": 0.004907558811828494 }, { "action_query_batch_std": 0.39500809609889986, "action_query_norm": 43.134179306030276, "action_relation_loss": 0.0047579821664839985, "auxiliary_loss_weight": 1.0, "epoch": 11.880261927034612, "flow_matching_loss": 0.035664252191782, "grad_norm": 0.13184206187725067, "h_stock_valid_norm": 98.39558944702148, "invalid_tail_samples": 22.1, "learning_rate": 6.650057515511848e-05, "loss": 0.0404, "positive_teacher_pairs": 27255.2, "query_h_norm_ratio": 0.4383854061365128, "relation_loss": 0.0047579821664839985, "selected_pairs": 27255.2, "step": 12700, "student_distance_mean": 26.369264221191408, "teacher_distance_mean": 0.8681148290634155, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.0047579821664839985, "weighted_relation_loss": 0.0047579821664839985 }, { "action_query_batch_std": 0.38342928886413574, "action_query_norm": 43.08749008178711, "action_relation_loss": 0.004983611777424813, "auxiliary_loss_weight": 1.0, "epoch": 11.889616463985032, "flow_matching_loss": 0.03763079084455967, "grad_norm": 0.11840737611055374, "h_stock_valid_norm": 99.17396545410156, "invalid_tail_samples": 23.7, "learning_rate": 6.644853722976667e-05, "loss": 0.0426, "positive_teacher_pairs": 26874.4, "query_h_norm_ratio": 0.4344662308692932, "relation_loss": 0.004983611777424813, "selected_pairs": 26874.4, "step": 12710, "student_distance_mean": 25.37904644012451, "teacher_distance_mean": 0.8405336320400238, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.004983611777424813, "weighted_relation_loss": 0.004983611777424813 }, { "action_query_batch_std": 0.38946017920970916, "action_query_norm": 43.114186477661136, "action_relation_loss": 0.0048932964913547036, "auxiliary_loss_weight": 1.0, "epoch": 11.898971000935454, "flow_matching_loss": 0.03529320601373911, "grad_norm": 0.11341077089309692, "h_stock_valid_norm": 98.29655227661132, "invalid_tail_samples": 23.6, "learning_rate": 6.639647931789113e-05, "loss": 0.0402, "positive_teacher_pairs": 26895.6, "query_h_norm_ratio": 0.4386164307594299, "relation_loss": 0.0048932964913547036, "selected_pairs": 26895.6, "step": 12720, "student_distance_mean": 26.03762283325195, "teacher_distance_mean": 0.8578393399715424, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0048932964913547036, "weighted_relation_loss": 0.0048932964913547036 }, { "action_query_batch_std": 0.38923807442188263, "action_query_norm": 43.10767021179199, "action_relation_loss": 0.004912177985534072, "auxiliary_loss_weight": 1.0, "epoch": 11.908325537885874, "flow_matching_loss": 0.036116881668567656, "grad_norm": 0.10121864080429077, "h_stock_valid_norm": 98.45832595825195, "invalid_tail_samples": 22.7, "learning_rate": 6.634440148274713e-05, "loss": 0.041, "positive_teacher_pairs": 27104.5, "query_h_norm_ratio": 0.4378317266702652, "relation_loss": 0.004912177985534072, "selected_pairs": 27104.5, "step": 12730, "student_distance_mean": 25.84898109436035, "teacher_distance_mean": 0.8491608560085296, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.004912177985534072, "weighted_relation_loss": 0.004912177985534072 }, { "action_query_batch_std": 0.3924959063529968, "action_query_norm": 43.12055358886719, "action_relation_loss": 0.004790364298969507, "auxiliary_loss_weight": 1.0, "epoch": 11.917680074836296, "flow_matching_loss": 0.03618344981223345, "grad_norm": 0.10651486366987228, "h_stock_valid_norm": 99.28376083374023, "invalid_tail_samples": 23.8, "learning_rate": 6.629230378761415e-05, "loss": 0.041, "positive_teacher_pairs": 26848.5, "query_h_norm_ratio": 0.43432196974754333, "relation_loss": 0.004790364298969507, "selected_pairs": 26848.5, "step": 12740, "student_distance_mean": 26.0219388961792, "teacher_distance_mean": 0.8555347263813019, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.004790364298969507, "weighted_relation_loss": 0.004790364298969507 }, { "action_query_batch_std": 0.39285233318805696, "action_query_norm": 43.11502647399902, "action_relation_loss": 0.004831867991015315, "auxiliary_loss_weight": 1.0, "epoch": 11.927034611786716, "flow_matching_loss": 0.03418030608445406, "grad_norm": 0.08830320835113525, "h_stock_valid_norm": 98.89865188598633, "invalid_tail_samples": 25.0, "learning_rate": 6.624018629579581e-05, "loss": 0.039, "positive_teacher_pairs": 26568.8, "query_h_norm_ratio": 0.43596426844596864, "relation_loss": 0.004831867991015315, "selected_pairs": 26568.8, "step": 12750, "student_distance_mean": 26.066128540039063, "teacher_distance_mean": 0.8539229691028595, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.004831867991015315, "weighted_relation_loss": 0.004831867991015315 }, { "action_query_batch_std": 0.3970440536737442, "action_query_norm": 43.11936645507812, "action_relation_loss": 0.004772882582619787, "auxiliary_loss_weight": 1.0, "epoch": 11.936389148737138, "flow_matching_loss": 0.038384553790092465, "grad_norm": 0.12057249993085861, "h_stock_valid_norm": 96.89178009033203, "invalid_tail_samples": 23.2, "learning_rate": 6.618804907061976e-05, "loss": 0.0432, "positive_teacher_pairs": 26992.3, "query_h_norm_ratio": 0.4450359046459198, "relation_loss": 0.004772882582619787, "selected_pairs": 26992.3, "step": 12760, "student_distance_mean": 26.36066303253174, "teacher_distance_mean": 0.8688903987407685, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.004772882582619787, "weighted_relation_loss": 0.004772882582619787 }, { "action_query_batch_std": 0.3887550175189972, "action_query_norm": 43.08517990112305, "action_relation_loss": 0.004895453853532672, "auxiliary_loss_weight": 1.0, "epoch": 11.945743685687559, "flow_matching_loss": 0.03442481625825167, "grad_norm": 0.13737602531909943, "h_stock_valid_norm": 96.07852554321289, "invalid_tail_samples": 24.4, "learning_rate": 6.613589217543766e-05, "loss": 0.0393, "positive_teacher_pairs": 26709.7, "query_h_norm_ratio": 0.4484410762786865, "relation_loss": 0.004895453853532672, "selected_pairs": 26709.7, "step": 12770, "student_distance_mean": 25.84168109893799, "teacher_distance_mean": 0.8574809849262237, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.004895453853532672, "weighted_relation_loss": 0.004895453853532672 }, { "action_query_batch_std": 0.3875212430953979, "action_query_norm": 43.08170509338379, "action_relation_loss": 0.004816579818725586, "auxiliary_loss_weight": 1.0, "epoch": 11.955098222637979, "flow_matching_loss": 0.03408526387065649, "grad_norm": 0.10738559067249298, "h_stock_valid_norm": 97.05473861694335, "invalid_tail_samples": 25.4, "learning_rate": 6.608371567362504e-05, "loss": 0.0389, "positive_teacher_pairs": 26477.0, "query_h_norm_ratio": 0.4439032465219498, "relation_loss": 0.004816579818725586, "selected_pairs": 26477.0, "step": 12780, "student_distance_mean": 25.75792064666748, "teacher_distance_mean": 0.8557636618614197, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.004816579818725586, "weighted_relation_loss": 0.004816579818725586 }, { "action_query_batch_std": 0.3895437479019165, "action_query_norm": 43.102149200439456, "action_relation_loss": 0.004813782451674342, "auxiliary_loss_weight": 1.0, "epoch": 11.9644527595884, "flow_matching_loss": 0.035474493727087976, "grad_norm": 0.1348114162683487, "h_stock_valid_norm": 98.56656341552734, "invalid_tail_samples": 25.2, "learning_rate": 6.60315196285813e-05, "loss": 0.0403, "positive_teacher_pairs": 26526.1, "query_h_norm_ratio": 0.43729929327964784, "relation_loss": 0.004813782451674342, "selected_pairs": 26526.1, "step": 12790, "student_distance_mean": 25.94536762237549, "teacher_distance_mean": 0.8512098848819732, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.004813782451674342, "weighted_relation_loss": 0.004813782451674342 }, { "action_query_batch_std": 0.38910619020462034, "action_query_norm": 43.09660453796387, "action_relation_loss": 0.0047226157039403915, "auxiliary_loss_weight": 1.0, "epoch": 11.973807296538821, "flow_matching_loss": 0.03571509122848511, "grad_norm": 0.12972965836524963, "h_stock_valid_norm": 98.34891281127929, "invalid_tail_samples": 26.7, "learning_rate": 6.597930410372954e-05, "loss": 0.0404, "positive_teacher_pairs": 26178.8, "query_h_norm_ratio": 0.43820412158966066, "relation_loss": 0.0047226157039403915, "selected_pairs": 26178.8, "step": 12800, "student_distance_mean": 25.958534240722656, "teacher_distance_mean": 0.8484682381153107, "valid_action_samples": 229.3, "weighted_auxiliary_loss": 0.0047226157039403915, "weighted_relation_loss": 0.0047226157039403915 }, { "action_query_batch_std": 0.3899178057909012, "action_query_norm": 43.086927032470705, "action_relation_loss": 0.0048918696120381355, "auxiliary_loss_weight": 1.0, "epoch": 11.983161833489243, "flow_matching_loss": 0.03532699588686228, "grad_norm": 0.11342179030179977, "h_stock_valid_norm": 98.13753356933594, "invalid_tail_samples": 24.9, "learning_rate": 6.592706916251653e-05, "loss": 0.0402, "positive_teacher_pairs": 26595.4, "query_h_norm_ratio": 0.4390505880117416, "relation_loss": 0.0048918696120381355, "selected_pairs": 26595.4, "step": 12810, "student_distance_mean": 25.81594581604004, "teacher_distance_mean": 0.8555446863174438, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.0048918696120381355, "weighted_relation_loss": 0.0048918696120381355 }, { "action_query_batch_std": 0.3953600287437439, "action_query_norm": 43.108120346069335, "action_relation_loss": 0.004778676992282271, "auxiliary_loss_weight": 1.0, "epoch": 11.992516370439663, "flow_matching_loss": 0.03597608916461468, "grad_norm": 0.10902908444404602, "h_stock_valid_norm": 98.09876861572266, "invalid_tail_samples": 20.6, "learning_rate": 6.587481486841267e-05, "loss": 0.0408, "positive_teacher_pairs": 27595.8, "query_h_norm_ratio": 0.4394394397735596, "relation_loss": 0.004778676992282271, "selected_pairs": 27595.8, "step": 12820, "student_distance_mean": 26.206142807006835, "teacher_distance_mean": 0.8645118772983551, "valid_action_samples": 235.4, "weighted_auxiliary_loss": 0.004778676992282271, "weighted_relation_loss": 0.004778676992282271 }, { "action_query_batch_std": 0.3927658021450043, "action_query_norm": 43.09030609130859, "action_relation_loss": 0.004903903976082802, "auxiliary_loss_weight": 1.0, "epoch": 12.001870907390083, "flow_matching_loss": 0.03568384163081646, "grad_norm": 0.13303802907466888, "h_stock_valid_norm": 98.33267440795899, "invalid_tail_samples": 21.0, "learning_rate": 6.582254128491184e-05, "loss": 0.0406, "positive_teacher_pairs": 24547.5, "query_h_norm_ratio": 0.43821717202663424, "relation_loss": 0.004903903976082802, "selected_pairs": 24547.5, "step": 12830, "student_distance_mean": 26.236202049255372, "teacher_distance_mean": 0.862897390127182, "valid_action_samples": 215.1, "weighted_auxiliary_loss": 0.004903903976082802, "weighted_relation_loss": 0.004903903976082802 }, { "action_query_batch_std": 0.3914261102676392, "action_query_norm": 43.08996429443359, "action_relation_loss": 0.004632934415712953, "auxiliary_loss_weight": 1.0, "epoch": 12.011225444340505, "flow_matching_loss": 0.033304892294108865, "grad_norm": 0.11303124576807022, "h_stock_valid_norm": 98.24591751098633, "invalid_tail_samples": 23.7, "learning_rate": 6.577024847553139e-05, "loss": 0.0379, "positive_teacher_pairs": 26880.0, "query_h_norm_ratio": 0.43860510885715487, "relation_loss": 0.004632934415712953, "selected_pairs": 26880.0, "step": 12840, "student_distance_mean": 26.07547664642334, "teacher_distance_mean": 0.8522614657878875, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.004632934415712953, "weighted_relation_loss": 0.004632934415712953 }, { "action_query_batch_std": 0.38763823807239534, "action_query_norm": 43.082113647460936, "action_relation_loss": 0.004640293354168534, "auxiliary_loss_weight": 1.0, "epoch": 12.020579981290926, "flow_matching_loss": 0.03323731180280447, "grad_norm": 0.14708532392978668, "h_stock_valid_norm": 97.99544067382813, "invalid_tail_samples": 22.2, "learning_rate": 6.571793650381201e-05, "loss": 0.0379, "positive_teacher_pairs": 27223.7, "query_h_norm_ratio": 0.43963616490364077, "relation_loss": 0.004640293354168534, "selected_pairs": 27223.7, "step": 12850, "student_distance_mean": 25.905486488342284, "teacher_distance_mean": 0.8572782814502716, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.004640293354168534, "weighted_relation_loss": 0.004640293354168534 }, { "action_query_batch_std": 0.38574332892894747, "action_query_norm": 43.05234565734863, "action_relation_loss": 0.004705397551879287, "auxiliary_loss_weight": 1.0, "epoch": 12.029934518241348, "flow_matching_loss": 0.03625137247145176, "grad_norm": 0.16089023649692535, "h_stock_valid_norm": 97.71552276611328, "invalid_tail_samples": 24.0, "learning_rate": 6.566560543331766e-05, "loss": 0.041, "positive_teacher_pairs": 26802.0, "query_h_norm_ratio": 0.440592086315155, "relation_loss": 0.004705397551879287, "selected_pairs": 26802.0, "step": 12860, "student_distance_mean": 25.707371330261232, "teacher_distance_mean": 0.8496082186698913, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.004705397551879287, "weighted_relation_loss": 0.004705397551879287 }, { "action_query_batch_std": 0.39597031772136687, "action_query_norm": 43.10544090270996, "action_relation_loss": 0.004465520335361362, "auxiliary_loss_weight": 1.0, "epoch": 12.039289055191768, "flow_matching_loss": 0.0335993517190218, "grad_norm": 0.11001808941364288, "h_stock_valid_norm": 98.05013961791992, "invalid_tail_samples": 23.7, "learning_rate": 6.561325532763554e-05, "loss": 0.0381, "positive_teacher_pairs": 26877.0, "query_h_norm_ratio": 0.4396324634552002, "relation_loss": 0.004465520335361362, "selected_pairs": 26877.0, "step": 12870, "student_distance_mean": 26.18362216949463, "teacher_distance_mean": 0.8593826591968536, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.004465520335361362, "weighted_relation_loss": 0.004465520335361362 }, { "action_query_batch_std": 0.39015225768089296, "action_query_norm": 43.07391014099121, "action_relation_loss": 0.004424053779803217, "auxiliary_loss_weight": 1.0, "epoch": 12.04864359214219, "flow_matching_loss": 0.03451375123113394, "grad_norm": 0.11747758090496063, "h_stock_valid_norm": 97.34886779785157, "invalid_tail_samples": 23.5, "learning_rate": 6.556088625037597e-05, "loss": 0.0389, "positive_teacher_pairs": 26921.9, "query_h_norm_ratio": 0.44247927069664, "relation_loss": 0.004424053779803217, "selected_pairs": 26921.9, "step": 12880, "student_distance_mean": 26.009869956970213, "teacher_distance_mean": 0.8600747942924499, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.004424053779803217, "weighted_relation_loss": 0.004424053779803217 }, { "action_query_batch_std": 0.38840130567550657, "action_query_norm": 43.06902084350586, "action_relation_loss": 0.004523078235797584, "auxiliary_loss_weight": 1.0, "epoch": 12.05799812909261, "flow_matching_loss": 0.032945392467081544, "grad_norm": 0.13291926681995392, "h_stock_valid_norm": 96.82344131469726, "invalid_tail_samples": 24.5, "learning_rate": 6.55084982651723e-05, "loss": 0.0375, "positive_teacher_pairs": 26688.2, "query_h_norm_ratio": 0.4448220133781433, "relation_loss": 0.004523078235797584, "selected_pairs": 26688.2, "step": 12890, "student_distance_mean": 25.802050399780274, "teacher_distance_mean": 0.8572936415672302, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.004523078235797584, "weighted_relation_loss": 0.004523078235797584 }, { "action_query_batch_std": 0.3860392361879349, "action_query_norm": 43.06435203552246, "action_relation_loss": 0.004588244296610355, "auxiliary_loss_weight": 1.0, "epoch": 12.06735266604303, "flow_matching_loss": 0.034005548991262916, "grad_norm": 0.10793916136026382, "h_stock_valid_norm": 96.7775161743164, "invalid_tail_samples": 22.2, "learning_rate": 6.54560914356809e-05, "loss": 0.0386, "positive_teacher_pairs": 27220.9, "query_h_norm_ratio": 0.44498770236968993, "relation_loss": 0.004588244296610355, "selected_pairs": 27220.9, "step": 12900, "student_distance_mean": 25.777581024169923, "teacher_distance_mean": 0.8473742187023163, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.004588244296610355, "weighted_relation_loss": 0.004588244296610355 }, { "action_query_batch_std": 0.38919552564620974, "action_query_norm": 43.062042236328125, "action_relation_loss": 0.0045366010162979364, "auxiliary_loss_weight": 1.0, "epoch": 12.076707202993452, "flow_matching_loss": 0.03343885485082865, "grad_norm": 0.13418525457382202, "h_stock_valid_norm": 98.36283950805664, "invalid_tail_samples": 25.4, "learning_rate": 6.540366582558097e-05, "loss": 0.038, "positive_teacher_pairs": 26476.0, "query_h_norm_ratio": 0.43779906034469607, "relation_loss": 0.0045366010162979364, "selected_pairs": 26476.0, "step": 12910, "student_distance_mean": 25.961476516723632, "teacher_distance_mean": 0.8546046793460846, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.0045366010162979364, "weighted_relation_loss": 0.0045366010162979364 }, { "action_query_batch_std": 0.38654270470142366, "action_query_norm": 43.05124435424805, "action_relation_loss": 0.004793914826586842, "auxiliary_loss_weight": 1.0, "epoch": 12.086061739943872, "flow_matching_loss": 0.037527145072817805, "grad_norm": 0.16148799657821655, "h_stock_valid_norm": 98.92303466796875, "invalid_tail_samples": 25.0, "learning_rate": 6.53512214985746e-05, "loss": 0.0423, "positive_teacher_pairs": 26573.0, "query_h_norm_ratio": 0.43520056903362275, "relation_loss": 0.004793914826586842, "selected_pairs": 26573.0, "step": 12920, "student_distance_mean": 25.744994354248046, "teacher_distance_mean": 0.8514582991600037, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.004793914826586842, "weighted_relation_loss": 0.004793914826586842 }, { "action_query_batch_std": 0.38772954046726227, "action_query_norm": 43.059675979614255, "action_relation_loss": 0.004371252050623298, "auxiliary_loss_weight": 1.0, "epoch": 12.095416276894294, "flow_matching_loss": 0.03407405782490969, "grad_norm": 0.1430204063653946, "h_stock_valid_norm": 98.39852371215821, "invalid_tail_samples": 20.6, "learning_rate": 6.529875851838658e-05, "loss": 0.0384, "positive_teacher_pairs": 27602.7, "query_h_norm_ratio": 0.4376080632209778, "relation_loss": 0.004371252050623298, "selected_pairs": 27602.7, "step": 12930, "student_distance_mean": 25.8487340927124, "teacher_distance_mean": 0.8590914368629455, "valid_action_samples": 235.4, "weighted_auxiliary_loss": 0.004371252050623298, "weighted_relation_loss": 0.004371252050623298 }, { "action_query_batch_std": 0.391165092587471, "action_query_norm": 43.063427734375, "action_relation_loss": 0.004513913998380303, "auxiliary_loss_weight": 1.0, "epoch": 12.104770813844715, "flow_matching_loss": 0.03538392428308725, "grad_norm": 0.13891209661960602, "h_stock_valid_norm": 97.90703964233398, "invalid_tail_samples": 21.3, "learning_rate": 6.52462769487644e-05, "loss": 0.0399, "positive_teacher_pairs": 27436.1, "query_h_norm_ratio": 0.4398435831069946, "relation_loss": 0.004513913998380303, "selected_pairs": 27436.1, "step": 12940, "student_distance_mean": 26.049435424804688, "teacher_distance_mean": 0.8584594368934632, "valid_action_samples": 234.7, "weighted_auxiliary_loss": 0.004513913998380303, "weighted_relation_loss": 0.004513913998380303 }, { "action_query_batch_std": 0.3925072580575943, "action_query_norm": 43.07596969604492, "action_relation_loss": 0.00450907894410193, "auxiliary_loss_weight": 1.0, "epoch": 12.114125350795135, "flow_matching_loss": 0.032759391330182554, "grad_norm": 0.12446650117635727, "h_stock_valid_norm": 97.2540657043457, "invalid_tail_samples": 21.7, "learning_rate": 6.519377685347807e-05, "loss": 0.0373, "positive_teacher_pairs": 27340.1, "query_h_norm_ratio": 0.4429262697696686, "relation_loss": 0.00450907894410193, "selected_pairs": 27340.1, "step": 12950, "student_distance_mean": 26.18620147705078, "teacher_distance_mean": 0.8601427674293518, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.00450907894410193, "weighted_relation_loss": 0.00450907894410193 }, { "action_query_batch_std": 0.3839141815900803, "action_query_norm": 43.030907821655276, "action_relation_loss": 0.004887546133249998, "auxiliary_loss_weight": 1.0, "epoch": 12.123479887745557, "flow_matching_loss": 0.032861160859465596, "grad_norm": 0.10435204952955246, "h_stock_valid_norm": 97.52993087768554, "invalid_tail_samples": 26.4, "learning_rate": 6.514125829632021e-05, "loss": 0.0377, "positive_teacher_pairs": 26253.3, "query_h_norm_ratio": 0.44121108651161195, "relation_loss": 0.004887546133249998, "selected_pairs": 26253.3, "step": 12960, "student_distance_mean": 25.50841236114502, "teacher_distance_mean": 0.8406302034854889, "valid_action_samples": 229.6, "weighted_auxiliary_loss": 0.004887546133249998, "weighted_relation_loss": 0.004887546133249998 }, { "action_query_batch_std": 0.39087808430194854, "action_query_norm": 43.0548641204834, "action_relation_loss": 0.0043486255221068856, "auxiliary_loss_weight": 1.0, "epoch": 12.132834424695977, "flow_matching_loss": 0.03335586115717888, "grad_norm": 0.1255587935447693, "h_stock_valid_norm": 98.17084121704102, "invalid_tail_samples": 24.3, "learning_rate": 6.508872134110577e-05, "loss": 0.0377, "positive_teacher_pairs": 26734.1, "query_h_norm_ratio": 0.4385747253894806, "relation_loss": 0.0043486255221068856, "selected_pairs": 26734.1, "step": 12970, "student_distance_mean": 25.85351676940918, "teacher_distance_mean": 0.8559429943561554, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0043486255221068856, "weighted_relation_loss": 0.0043486255221068856 }, { "action_query_batch_std": 0.3792172521352768, "action_query_norm": 43.00577011108398, "action_relation_loss": 0.004445897461846471, "auxiliary_loss_weight": 1.0, "epoch": 12.142188961646399, "flow_matching_loss": 0.034247572720050815, "grad_norm": 0.13777199387550354, "h_stock_valid_norm": 98.15150833129883, "invalid_tail_samples": 22.0, "learning_rate": 6.503616605167213e-05, "loss": 0.0387, "positive_teacher_pairs": 27276.7, "query_h_norm_ratio": 0.4381611704826355, "relation_loss": 0.004445897461846471, "selected_pairs": 27276.7, "step": 12980, "student_distance_mean": 25.21569538116455, "teacher_distance_mean": 0.8398965895175934, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.004445897461846471, "weighted_relation_loss": 0.004445897461846471 }, { "action_query_batch_std": 0.3913216024637222, "action_query_norm": 43.04832038879395, "action_relation_loss": 0.0045460777590051295, "auxiliary_loss_weight": 1.0, "epoch": 12.15154349859682, "flow_matching_loss": 0.03291612397879362, "grad_norm": 0.08958608657121658, "h_stock_valid_norm": 98.15847396850586, "invalid_tail_samples": 23.3, "learning_rate": 6.498359249187893e-05, "loss": 0.0375, "positive_teacher_pairs": 26964.9, "query_h_norm_ratio": 0.43856562077999117, "relation_loss": 0.0045460777590051295, "selected_pairs": 26964.9, "step": 12990, "student_distance_mean": 26.062273597717287, "teacher_distance_mean": 0.8635129392147064, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0045460777590051295, "weighted_relation_loss": 0.0045460777590051295 }, { "action_query_batch_std": 0.38660354912281036, "action_query_norm": 43.03868789672852, "action_relation_loss": 0.004461273737251759, "auxiliary_loss_weight": 1.0, "epoch": 12.160898035547241, "flow_matching_loss": 0.0330227468162775, "grad_norm": 0.10549329221248627, "h_stock_valid_norm": 97.8126121520996, "invalid_tail_samples": 23.0, "learning_rate": 6.493100072560799e-05, "loss": 0.0375, "positive_teacher_pairs": 27036.2, "query_h_norm_ratio": 0.44001637399196625, "relation_loss": 0.004461273737251759, "selected_pairs": 27036.2, "step": 13000, "student_distance_mean": 25.757325744628908, "teacher_distance_mean": 0.8504546046257019, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.004461273737251759, "weighted_relation_loss": 0.004461273737251759 }, { "action_query_batch_std": 0.3803598076105118, "action_query_norm": 43.0117488861084, "action_relation_loss": 0.004756215959787369, "auxiliary_loss_weight": 1.0, "epoch": 12.170252572497661, "flow_matching_loss": 0.032740050181746486, "grad_norm": 0.08833510428667068, "h_stock_valid_norm": 97.96546325683593, "invalid_tail_samples": 21.8, "learning_rate": 6.487839081676327e-05, "loss": 0.0375, "positive_teacher_pairs": 27311.5, "query_h_norm_ratio": 0.4390546590089798, "relation_loss": 0.004756215959787369, "selected_pairs": 27311.5, "step": 13010, "student_distance_mean": 25.33536376953125, "teacher_distance_mean": 0.8400427341461182, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.004756215959787369, "weighted_relation_loss": 0.004756215959787369 }, { "action_query_batch_std": 0.38572847843170166, "action_query_norm": 43.03151245117188, "action_relation_loss": 0.004663897585123778, "auxiliary_loss_weight": 1.0, "epoch": 12.179607109448082, "flow_matching_loss": 0.03300885893404484, "grad_norm": 0.11390700191259384, "h_stock_valid_norm": 98.04907608032227, "invalid_tail_samples": 25.4, "learning_rate": 6.482576282927076e-05, "loss": 0.0377, "positive_teacher_pairs": 26485.3, "query_h_norm_ratio": 0.4388818234205246, "relation_loss": 0.004663897585123778, "selected_pairs": 26485.3, "step": 13020, "student_distance_mean": 25.69640693664551, "teacher_distance_mean": 0.8485021829605103, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.004663897585123778, "weighted_relation_loss": 0.004663897585123778 }, { "action_query_batch_std": 0.3846651613712311, "action_query_norm": 43.01998519897461, "action_relation_loss": 0.004340130882337689, "auxiliary_loss_weight": 1.0, "epoch": 12.188961646398504, "flow_matching_loss": 0.03220382798463106, "grad_norm": 0.1154744103550911, "h_stock_valid_norm": 97.01491241455078, "invalid_tail_samples": 24.1, "learning_rate": 6.477311682707845e-05, "loss": 0.0365, "positive_teacher_pairs": 26778.8, "query_h_norm_ratio": 0.44344071447849276, "relation_loss": 0.004340130882337689, "selected_pairs": 26778.8, "step": 13030, "student_distance_mean": 25.679644203186037, "teacher_distance_mean": 0.8520699143409729, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.004340130882337689, "weighted_relation_loss": 0.004340130882337689 }, { "action_query_batch_std": 0.38441345691680906, "action_query_norm": 43.00221328735351, "action_relation_loss": 0.004305492760613561, "auxiliary_loss_weight": 1.0, "epoch": 12.198316183348924, "flow_matching_loss": 0.0340916445478797, "grad_norm": 0.11642374098300934, "h_stock_valid_norm": 96.95690612792968, "invalid_tail_samples": 24.2, "learning_rate": 6.472045287415616e-05, "loss": 0.0384, "positive_teacher_pairs": 26755.5, "query_h_norm_ratio": 0.4435215026140213, "relation_loss": 0.004305492760613561, "selected_pairs": 26755.5, "step": 13040, "student_distance_mean": 25.620769500732422, "teacher_distance_mean": 0.851539534330368, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.004305492760613561, "weighted_relation_loss": 0.004305492760613561 }, { "action_query_batch_std": 0.38695296347141267, "action_query_norm": 43.02407035827637, "action_relation_loss": 0.004349979246035219, "auxiliary_loss_weight": 1.0, "epoch": 12.207670720299346, "flow_matching_loss": 0.03197932131588459, "grad_norm": 0.15327124297618866, "h_stock_valid_norm": 97.39481811523437, "invalid_tail_samples": 22.3, "learning_rate": 6.466777103449558e-05, "loss": 0.0363, "positive_teacher_pairs": 27207.5, "query_h_norm_ratio": 0.44175481498241426, "relation_loss": 0.004349979246035219, "selected_pairs": 27207.5, "step": 13050, "student_distance_mean": 25.62776279449463, "teacher_distance_mean": 0.8498904824256897, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.004349979246035219, "weighted_relation_loss": 0.004349979246035219 }, { "action_query_batch_std": 0.3912080556154251, "action_query_norm": 43.0430549621582, "action_relation_loss": 0.004577582236379385, "auxiliary_loss_weight": 1.0, "epoch": 12.217025257249766, "flow_matching_loss": 0.03301437012851238, "grad_norm": 0.13155899941921234, "h_stock_valid_norm": 97.98351287841797, "invalid_tail_samples": 22.4, "learning_rate": 6.461507137211012e-05, "loss": 0.0376, "positive_teacher_pairs": 27175.2, "query_h_norm_ratio": 0.4392917811870575, "relation_loss": 0.004577582236379385, "selected_pairs": 27175.2, "step": 13060, "student_distance_mean": 26.008709335327147, "teacher_distance_mean": 0.8623003304004669, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.004577582236379385, "weighted_relation_loss": 0.004577582236379385 }, { "action_query_batch_std": 0.390797883272171, "action_query_norm": 43.03801307678223, "action_relation_loss": 0.0043219010112807155, "auxiliary_loss_weight": 1.0, "epoch": 12.226379794200188, "flow_matching_loss": 0.03370568137615919, "grad_norm": 0.1330965906381607, "h_stock_valid_norm": 98.13870849609376, "invalid_tail_samples": 22.1, "learning_rate": 6.456235395103483e-05, "loss": 0.038, "positive_teacher_pairs": 27244.8, "query_h_norm_ratio": 0.43854392766952516, "relation_loss": 0.0043219010112807155, "selected_pairs": 27244.8, "step": 13070, "student_distance_mean": 25.908281135559083, "teacher_distance_mean": 0.8652443170547486, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.0043219010112807155, "weighted_relation_loss": 0.0043219010112807155 }, { "action_query_batch_std": 0.38103427588939665, "action_query_norm": 42.99397315979004, "action_relation_loss": 0.004437827970832586, "auxiliary_loss_weight": 1.0, "epoch": 12.235734331150608, "flow_matching_loss": 0.03257111310958862, "grad_norm": 0.11763652414083481, "h_stock_valid_norm": 98.58574295043945, "invalid_tail_samples": 24.7, "learning_rate": 6.450961883532634e-05, "loss": 0.037, "positive_teacher_pairs": 26650.8, "query_h_norm_ratio": 0.4361120820045471, "relation_loss": 0.004437827970832586, "selected_pairs": 26650.8, "step": 13080, "student_distance_mean": 25.400679779052734, "teacher_distance_mean": 0.8446080625057221, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.004437827970832586, "weighted_relation_loss": 0.004437827970832586 }, { "action_query_batch_std": 0.3871916264295578, "action_query_norm": 43.00908584594727, "action_relation_loss": 0.0044966421090066435, "auxiliary_loss_weight": 1.0, "epoch": 12.245088868101028, "flow_matching_loss": 0.03406145162880421, "grad_norm": 0.1487172394990921, "h_stock_valid_norm": 98.61822128295898, "invalid_tail_samples": 26.1, "learning_rate": 6.445686608906283e-05, "loss": 0.0386, "positive_teacher_pairs": 26325.9, "query_h_norm_ratio": 0.43612011671066286, "relation_loss": 0.0044966421090066435, "selected_pairs": 26325.9, "step": 13090, "student_distance_mean": 25.927468681335448, "teacher_distance_mean": 0.8583576202392578, "valid_action_samples": 229.9, "weighted_auxiliary_loss": 0.0044966421090066435, "weighted_relation_loss": 0.0044966421090066435 }, { "action_query_batch_std": 0.38057086169719695, "action_query_norm": 42.995185470581056, "action_relation_loss": 0.004541440587490797, "auxiliary_loss_weight": 1.0, "epoch": 12.25444340505145, "flow_matching_loss": 0.034050907380878924, "grad_norm": 0.1357424408197403, "h_stock_valid_norm": 98.09894104003907, "invalid_tail_samples": 23.0, "learning_rate": 6.44040957763438e-05, "loss": 0.0386, "positive_teacher_pairs": 27033.9, "query_h_norm_ratio": 0.43828721940517423, "relation_loss": 0.004541440587490797, "selected_pairs": 27033.9, "step": 13100, "student_distance_mean": 25.262907028198242, "teacher_distance_mean": 0.8408303737640381, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.004541440587490797, "weighted_relation_loss": 0.004541440587490797 }, { "action_query_batch_std": 0.3830608129501343, "action_query_norm": 43.01238174438477, "action_relation_loss": 0.004573693964630365, "auxiliary_loss_weight": 1.0, "epoch": 12.26379794200187, "flow_matching_loss": 0.035525650903582576, "grad_norm": 0.1776445508003235, "h_stock_valid_norm": 97.2274673461914, "invalid_tail_samples": 25.6, "learning_rate": 6.435130796129018e-05, "loss": 0.0401, "positive_teacher_pairs": 26436.6, "query_h_norm_ratio": 0.4424062520265579, "relation_loss": 0.004573693964630365, "selected_pairs": 26436.6, "step": 13110, "student_distance_mean": 25.630516624450685, "teacher_distance_mean": 0.8560683727264404, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.004573693964630365, "weighted_relation_loss": 0.004573693964630365 }, { "action_query_batch_std": 0.38805329501628877, "action_query_norm": 43.02774505615234, "action_relation_loss": 0.004458918632008135, "auxiliary_loss_weight": 1.0, "epoch": 12.273152478952293, "flow_matching_loss": 0.03572888020426035, "grad_norm": 0.11633066833019257, "h_stock_valid_norm": 97.1144416809082, "invalid_tail_samples": 25.3, "learning_rate": 6.429850270804416e-05, "loss": 0.0402, "positive_teacher_pairs": 26513.1, "query_h_norm_ratio": 0.4430682212114334, "relation_loss": 0.004458918632008135, "selected_pairs": 26513.1, "step": 13120, "student_distance_mean": 25.889844512939455, "teacher_distance_mean": 0.8559604167938233, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.004458918632008135, "weighted_relation_loss": 0.004458918632008135 }, { "action_query_batch_std": 0.39110131859779357, "action_query_norm": 43.027306365966794, "action_relation_loss": 0.0043465138878673315, "auxiliary_loss_weight": 1.0, "epoch": 12.282507015902713, "flow_matching_loss": 0.0349451769143343, "grad_norm": 0.11656657606363297, "h_stock_valid_norm": 97.96557159423828, "invalid_tail_samples": 22.7, "learning_rate": 6.424568008076909e-05, "loss": 0.0393, "positive_teacher_pairs": 27102.7, "query_h_norm_ratio": 0.43921553492546084, "relation_loss": 0.0043465138878673315, "selected_pairs": 27102.7, "step": 13130, "student_distance_mean": 26.031383895874022, "teacher_distance_mean": 0.8612931966781616, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.0043465138878673315, "weighted_relation_loss": 0.0043465138878673315 }, { "action_query_batch_std": 0.3880890399217606, "action_query_norm": 43.01159591674805, "action_relation_loss": 0.0043630422558635475, "auxiliary_loss_weight": 1.0, "epoch": 12.291861552853133, "flow_matching_loss": 0.0327279219403863, "grad_norm": 0.13050112128257751, "h_stock_valid_norm": 98.3382682800293, "invalid_tail_samples": 24.1, "learning_rate": 6.419284014364943e-05, "loss": 0.0371, "positive_teacher_pairs": 26779.5, "query_h_norm_ratio": 0.43738765716552735, "relation_loss": 0.0043630422558635475, "selected_pairs": 26779.5, "step": 13140, "student_distance_mean": 25.75140495300293, "teacher_distance_mean": 0.8564020574092865, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.0043630422558635475, "weighted_relation_loss": 0.0043630422558635475 }, { "action_query_batch_std": 0.3911836683750153, "action_query_norm": 43.022307586669925, "action_relation_loss": 0.004523788904771208, "auxiliary_loss_weight": 1.0, "epoch": 12.301216089803555, "flow_matching_loss": 0.03378591798245907, "grad_norm": 0.11085306853055954, "h_stock_valid_norm": 98.08989028930664, "invalid_tail_samples": 24.2, "learning_rate": 6.41399829608907e-05, "loss": 0.0383, "positive_teacher_pairs": 26763.6, "query_h_norm_ratio": 0.43860720098018646, "relation_loss": 0.004523788904771208, "selected_pairs": 26763.6, "step": 13150, "student_distance_mean": 25.99953269958496, "teacher_distance_mean": 0.8663534820079803, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.004523788904771208, "weighted_relation_loss": 0.004523788904771208 }, { "action_query_batch_std": 0.3891300082206726, "action_query_norm": 43.01082572937012, "action_relation_loss": 0.004536872962489724, "auxiliary_loss_weight": 1.0, "epoch": 12.310570626753975, "flow_matching_loss": 0.03439366910606623, "grad_norm": 0.1098749190568924, "h_stock_valid_norm": 98.46726150512696, "invalid_tail_samples": 21.5, "learning_rate": 6.408710859671938e-05, "loss": 0.0389, "positive_teacher_pairs": 27382.1, "query_h_norm_ratio": 0.4368066281080246, "relation_loss": 0.004536872962489724, "selected_pairs": 27382.1, "step": 13160, "student_distance_mean": 25.94047451019287, "teacher_distance_mean": 0.8547034144401551, "valid_action_samples": 234.5, "weighted_auxiliary_loss": 0.004536872962489724, "weighted_relation_loss": 0.004536872962489724 }, { "action_query_batch_std": 0.3927482932806015, "action_query_norm": 43.02109909057617, "action_relation_loss": 0.0046305210329592224, "auxiliary_loss_weight": 1.0, "epoch": 12.319925163704397, "flow_matching_loss": 0.03547908905893564, "grad_norm": 0.12499572336673737, "h_stock_valid_norm": 98.1554786682129, "invalid_tail_samples": 23.0, "learning_rate": 6.403421711538278e-05, "loss": 0.0401, "positive_teacher_pairs": 27035.4, "query_h_norm_ratio": 0.438297364115715, "relation_loss": 0.0046305210329592224, "selected_pairs": 27035.4, "step": 13170, "student_distance_mean": 26.030504608154295, "teacher_distance_mean": 0.8515196740627289, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.0046305210329592224, "weighted_relation_loss": 0.0046305210329592224 }, { "action_query_batch_std": 0.38722616732120513, "action_query_norm": 43.00313758850098, "action_relation_loss": 0.004525921819731593, "auxiliary_loss_weight": 1.0, "epoch": 12.329279700654817, "flow_matching_loss": 0.03718099892139435, "grad_norm": 0.1123390942811966, "h_stock_valid_norm": 98.14929428100587, "invalid_tail_samples": 23.5, "learning_rate": 6.398130858114903e-05, "loss": 0.0417, "positive_teacher_pairs": 26919.8, "query_h_norm_ratio": 0.4381419986486435, "relation_loss": 0.004525921819731593, "selected_pairs": 26919.8, "step": 13180, "student_distance_mean": 25.88489360809326, "teacher_distance_mean": 0.8583630204200745, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.004525921819731593, "weighted_relation_loss": 0.004525921819731593 }, { "action_query_batch_std": 0.3911367803812027, "action_query_norm": 43.01832580566406, "action_relation_loss": 0.00456056222319603, "auxiliary_loss_weight": 1.0, "epoch": 12.33863423760524, "flow_matching_loss": 0.0340559670701623, "grad_norm": 0.10407084226608276, "h_stock_valid_norm": 97.70042877197265, "invalid_tail_samples": 23.9, "learning_rate": 6.392838305830701e-05, "loss": 0.0386, "positive_teacher_pairs": 26835.9, "query_h_norm_ratio": 0.44031154215335844, "relation_loss": 0.00456056222319603, "selected_pairs": 26835.9, "step": 13190, "student_distance_mean": 26.015539360046386, "teacher_distance_mean": 0.8657506465911865, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.00456056222319603, "weighted_relation_loss": 0.00456056222319603 }, { "action_query_batch_std": 0.38674943447113036, "action_query_norm": 42.99322319030762, "action_relation_loss": 0.0047344652935862545, "auxiliary_loss_weight": 1.0, "epoch": 12.34798877455566, "flow_matching_loss": 0.03331939335912466, "grad_norm": 0.11455553770065308, "h_stock_valid_norm": 97.6848258972168, "invalid_tail_samples": 23.6, "learning_rate": 6.387544061116621e-05, "loss": 0.0381, "positive_teacher_pairs": 26901.6, "query_h_norm_ratio": 0.4401254773139954, "relation_loss": 0.0047344652935862545, "selected_pairs": 26901.6, "step": 13200, "student_distance_mean": 25.71343078613281, "teacher_distance_mean": 0.8476172685623169, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0047344652935862545, "weighted_relation_loss": 0.0047344652935862545 }, { "action_query_batch_std": 0.3826545476913452, "action_query_norm": 42.96904182434082, "action_relation_loss": 0.004422352695837617, "auxiliary_loss_weight": 1.0, "epoch": 12.35734331150608, "flow_matching_loss": 0.03256053663790226, "grad_norm": 0.12375988811254501, "h_stock_valid_norm": 97.53464126586914, "invalid_tail_samples": 24.1, "learning_rate": 6.382248130405671e-05, "loss": 0.037, "positive_teacher_pairs": 26781.2, "query_h_norm_ratio": 0.4405532658100128, "relation_loss": 0.004422352695837617, "selected_pairs": 26781.2, "step": 13210, "student_distance_mean": 25.575059127807616, "teacher_distance_mean": 0.8472536385059357, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.004422352695837617, "weighted_relation_loss": 0.004422352695837617 }, { "action_query_batch_std": 0.3856045871973038, "action_query_norm": 42.97628479003906, "action_relation_loss": 0.00463278426323086, "auxiliary_loss_weight": 1.0, "epoch": 12.366697848456502, "flow_matching_loss": 0.03335020057857037, "grad_norm": 0.11164511740207672, "h_stock_valid_norm": 97.45890579223632, "invalid_tail_samples": 27.3, "learning_rate": 6.376950520132905e-05, "loss": 0.038, "positive_teacher_pairs": 26045.0, "query_h_norm_ratio": 0.44097378849983215, "relation_loss": 0.00463278426323086, "selected_pairs": 26045.0, "step": 13220, "student_distance_mean": 25.63389663696289, "teacher_distance_mean": 0.8525663673877716, "valid_action_samples": 228.7, "weighted_auxiliary_loss": 0.00463278426323086, "weighted_relation_loss": 0.00463278426323086 }, { "action_query_batch_std": 0.38868297934532164, "action_query_norm": 42.987925338745114, "action_relation_loss": 0.0043122201226651665, "auxiliary_loss_weight": 1.0, "epoch": 12.376052385406922, "flow_matching_loss": 0.03318491019308567, "grad_norm": 0.10902968049049377, "h_stock_valid_norm": 97.13631591796874, "invalid_tail_samples": 21.3, "learning_rate": 6.371651236735418e-05, "loss": 0.0375, "positive_teacher_pairs": 27433.1, "query_h_norm_ratio": 0.442556431889534, "relation_loss": 0.0043122201226651665, "selected_pairs": 27433.1, "step": 13230, "student_distance_mean": 25.944349479675292, "teacher_distance_mean": 0.8561501860618591, "valid_action_samples": 234.7, "weighted_auxiliary_loss": 0.0043122201226651665, "weighted_relation_loss": 0.0043122201226651665 }, { "action_query_batch_std": 0.393282887339592, "action_query_norm": 42.99527931213379, "action_relation_loss": 0.004235824034549296, "auxiliary_loss_weight": 1.0, "epoch": 12.385406922357344, "flow_matching_loss": 0.0325489591807127, "grad_norm": 0.10520252585411072, "h_stock_valid_norm": 97.26089935302734, "invalid_tail_samples": 27.0, "learning_rate": 6.366350286652341e-05, "loss": 0.0368, "positive_teacher_pairs": 26117.2, "query_h_norm_ratio": 0.44206740856170657, "relation_loss": 0.004235824034549296, "selected_pairs": 26117.2, "step": 13240, "student_distance_mean": 26.003007316589354, "teacher_distance_mean": 0.8596866190433502, "valid_action_samples": 229.0, "weighted_auxiliary_loss": 0.004235824034549296, "weighted_relation_loss": 0.004235824034549296 }, { "action_query_batch_std": 0.3908356994390488, "action_query_norm": 42.99690933227539, "action_relation_loss": 0.004588130209594965, "auxiliary_loss_weight": 1.0, "epoch": 12.394761459307764, "flow_matching_loss": 0.034267901070415975, "grad_norm": 0.10083898901939392, "h_stock_valid_norm": 97.48456573486328, "invalid_tail_samples": 24.6, "learning_rate": 6.361047676324827e-05, "loss": 0.0389, "positive_teacher_pairs": 26666.4, "query_h_norm_ratio": 0.44106648564338685, "relation_loss": 0.004588130209594965, "selected_pairs": 26666.4, "step": 13250, "student_distance_mean": 25.969461822509764, "teacher_distance_mean": 0.8610926687717437, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.004588130209594965, "weighted_relation_loss": 0.004588130209594965 }, { "action_query_batch_std": 0.38900211453437805, "action_query_norm": 42.96649932861328, "action_relation_loss": 0.004475840833038092, "auxiliary_loss_weight": 1.0, "epoch": 12.404115996258184, "flow_matching_loss": 0.03212092891335487, "grad_norm": 0.12292687594890594, "h_stock_valid_norm": 97.72400207519532, "invalid_tail_samples": 25.5, "learning_rate": 6.355743412196047e-05, "loss": 0.0366, "positive_teacher_pairs": 26467.0, "query_h_norm_ratio": 0.43967601358890535, "relation_loss": 0.004475840833038092, "selected_pairs": 26467.0, "step": 13260, "student_distance_mean": 25.923002433776855, "teacher_distance_mean": 0.8642558217048645, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.004475840833038092, "weighted_relation_loss": 0.004475840833038092 }, { "action_query_batch_std": 0.3858731657266617, "action_query_norm": 42.96665573120117, "action_relation_loss": 0.004400137066841126, "auxiliary_loss_weight": 1.0, "epoch": 12.413470533208606, "flow_matching_loss": 0.03377783428877592, "grad_norm": 0.10993053764104843, "h_stock_valid_norm": 97.69271774291992, "invalid_tail_samples": 25.1, "learning_rate": 6.350437500711184e-05, "loss": 0.0382, "positive_teacher_pairs": 26553.9, "query_h_norm_ratio": 0.43982061743736267, "relation_loss": 0.004400137066841126, "selected_pairs": 26553.9, "step": 13270, "student_distance_mean": 25.663371658325197, "teacher_distance_mean": 0.8589188873767852, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.004400137066841126, "weighted_relation_loss": 0.004400137066841126 }, { "action_query_batch_std": 0.3836019843816757, "action_query_norm": 42.95604972839355, "action_relation_loss": 0.00468595540151, "auxiliary_loss_weight": 1.0, "epoch": 12.422825070159027, "flow_matching_loss": 0.03205263800919056, "grad_norm": 0.09471907466650009, "h_stock_valid_norm": 97.45218505859376, "invalid_tail_samples": 23.0, "learning_rate": 6.345129948317418e-05, "loss": 0.0367, "positive_teacher_pairs": 27041.1, "query_h_norm_ratio": 0.4407923072576523, "relation_loss": 0.00468595540151, "selected_pairs": 27041.1, "step": 13280, "student_distance_mean": 25.40033302307129, "teacher_distance_mean": 0.852505213022232, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.00468595540151, "weighted_relation_loss": 0.00468595540151 }, { "action_query_batch_std": 0.3907670140266418, "action_query_norm": 42.986202239990234, "action_relation_loss": 0.0044198079034686085, "auxiliary_loss_weight": 1.0, "epoch": 12.432179607109449, "flow_matching_loss": 0.032668995670974255, "grad_norm": 0.1099792867898941, "h_stock_valid_norm": 97.98518829345703, "invalid_tail_samples": 25.1, "learning_rate": 6.33982076146393e-05, "loss": 0.0371, "positive_teacher_pairs": 26554.9, "query_h_norm_ratio": 0.43870455026626587, "relation_loss": 0.0044198079034686085, "selected_pairs": 26554.9, "step": 13290, "student_distance_mean": 26.08322696685791, "teacher_distance_mean": 0.8592599868774414, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.0044198079034686085, "weighted_relation_loss": 0.0044198079034686085 }, { "action_query_batch_std": 0.38849411606788636, "action_query_norm": 42.967716979980466, "action_relation_loss": 0.004405098967254162, "auxiliary_loss_weight": 1.0, "epoch": 12.441534144059869, "flow_matching_loss": 0.0329485023394227, "grad_norm": 0.10513227432966232, "h_stock_valid_norm": 98.12916946411133, "invalid_tail_samples": 23.0, "learning_rate": 6.334509946601879e-05, "loss": 0.0374, "positive_teacher_pairs": 27034.5, "query_h_norm_ratio": 0.4378725677728653, "relation_loss": 0.004405098967254162, "selected_pairs": 27034.5, "step": 13300, "student_distance_mean": 25.7216459274292, "teacher_distance_mean": 0.8551376640796662, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.004405098967254162, "weighted_relation_loss": 0.004405098967254162 }, { "action_query_batch_std": 0.38309510946273806, "action_query_norm": 42.943318939208986, "action_relation_loss": 0.004467064514756203, "auxiliary_loss_weight": 1.0, "epoch": 12.45088868101029, "flow_matching_loss": 0.03396035600453615, "grad_norm": 0.10643676668405533, "h_stock_valid_norm": 97.69378433227538, "invalid_tail_samples": 24.5, "learning_rate": 6.329197510184406e-05, "loss": 0.0384, "positive_teacher_pairs": 26698.5, "query_h_norm_ratio": 0.439578241109848, "relation_loss": 0.004467064514756203, "selected_pairs": 26698.5, "step": 13310, "student_distance_mean": 25.4277042388916, "teacher_distance_mean": 0.8459551870822907, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.004467064514756203, "weighted_relation_loss": 0.004467064514756203 }, { "action_query_batch_std": 0.38889231979846955, "action_query_norm": 42.974788665771484, "action_relation_loss": 0.004375076410360635, "auxiliary_loss_weight": 1.0, "epoch": 12.460243217960711, "flow_matching_loss": 0.034895900078117846, "grad_norm": 0.10022526979446411, "h_stock_valid_norm": 96.86330947875976, "invalid_tail_samples": 25.6, "learning_rate": 6.323883458666624e-05, "loss": 0.0393, "positive_teacher_pairs": 26439.3, "query_h_norm_ratio": 0.44367403388023374, "relation_loss": 0.004375076410360635, "selected_pairs": 26439.3, "step": 13320, "student_distance_mean": 25.893926048278807, "teacher_distance_mean": 0.8561292827129364, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.004375076410360635, "weighted_relation_loss": 0.004375076410360635 }, { "action_query_batch_std": 0.38682118952274325, "action_query_norm": 42.97469635009766, "action_relation_loss": 0.004359534103423357, "auxiliary_loss_weight": 1.0, "epoch": 12.469597754911131, "flow_matching_loss": 0.032985628582537174, "grad_norm": 0.09055539965629578, "h_stock_valid_norm": 96.82872161865234, "invalid_tail_samples": 24.5, "learning_rate": 6.318567798505605e-05, "loss": 0.0373, "positive_teacher_pairs": 26685.4, "query_h_norm_ratio": 0.4438256651163101, "relation_loss": 0.004359534103423357, "selected_pairs": 26685.4, "step": 13330, "student_distance_mean": 25.738562202453615, "teacher_distance_mean": 0.8550348818302155, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.004359534103423357, "weighted_relation_loss": 0.004359534103423357 }, { "action_query_batch_std": 0.39314462542533873, "action_query_norm": 42.980991744995116, "action_relation_loss": 0.00449895157944411, "auxiliary_loss_weight": 1.0, "epoch": 12.478952291861553, "flow_matching_loss": 0.03560729045420885, "grad_norm": 0.13003228604793549, "h_stock_valid_norm": 97.93388900756835, "invalid_tail_samples": 24.8, "learning_rate": 6.313250536160378e-05, "loss": 0.0401, "positive_teacher_pairs": 26621.0, "query_h_norm_ratio": 0.4388866305351257, "relation_loss": 0.00449895157944411, "selected_pairs": 26621.0, "step": 13340, "student_distance_mean": 26.01904354095459, "teacher_distance_mean": 0.8640237271785736, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.00449895157944411, "weighted_relation_loss": 0.00449895157944411 }, { "action_query_batch_std": 0.3874568849802017, "action_query_norm": 42.96033401489258, "action_relation_loss": 0.004248652164824307, "auxiliary_loss_weight": 1.0, "epoch": 12.488306828811973, "flow_matching_loss": 0.03452477604150772, "grad_norm": 0.1240900382399559, "h_stock_valid_norm": 98.39599838256837, "invalid_tail_samples": 22.4, "learning_rate": 6.307931678091917e-05, "loss": 0.0388, "positive_teacher_pairs": 27183.3, "query_h_norm_ratio": 0.4366099268198013, "relation_loss": 0.004248652164824307, "selected_pairs": 27183.3, "step": 13350, "student_distance_mean": 25.812343788146972, "teacher_distance_mean": 0.859494811296463, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.004248652164824307, "weighted_relation_loss": 0.004248652164824307 }, { "action_query_batch_std": 0.3780455976724625, "action_query_norm": 42.92089424133301, "action_relation_loss": 0.004530009557493031, "auxiliary_loss_weight": 1.0, "epoch": 12.497661365762395, "flow_matching_loss": 0.03291382379829884, "grad_norm": 0.10464265197515488, "h_stock_valid_norm": 98.10551071166992, "invalid_tail_samples": 23.7, "learning_rate": 6.302611230763138e-05, "loss": 0.0374, "positive_teacher_pairs": 26871.9, "query_h_norm_ratio": 0.43750016391277313, "relation_loss": 0.004530009557493031, "selected_pairs": 26871.9, "step": 13360, "student_distance_mean": 25.236062812805176, "teacher_distance_mean": 0.8424903929233551, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.004530009557493031, "weighted_relation_loss": 0.004530009557493031 }, { "action_query_batch_std": 0.38296292424201966, "action_query_norm": 42.953857421875, "action_relation_loss": 0.0043505854671821, "auxiliary_loss_weight": 1.0, "epoch": 12.507015902712816, "flow_matching_loss": 0.03323595654219389, "grad_norm": 0.11069197207689285, "h_stock_valid_norm": 97.93322677612305, "invalid_tail_samples": 23.4, "learning_rate": 6.297289200638887e-05, "loss": 0.0376, "positive_teacher_pairs": 26944.6, "query_h_norm_ratio": 0.4386082351207733, "relation_loss": 0.0043505854671821, "selected_pairs": 26944.6, "step": 13370, "student_distance_mean": 25.57488269805908, "teacher_distance_mean": 0.8555254220962525, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.0043505854671821, "weighted_relation_loss": 0.0043505854671821 }, { "action_query_batch_std": 0.38620065748691557, "action_query_norm": 42.956189727783205, "action_relation_loss": 0.004479770339094103, "auxiliary_loss_weight": 1.0, "epoch": 12.516370439663238, "flow_matching_loss": 0.032406662590801716, "grad_norm": 0.11232072860002518, "h_stock_valid_norm": 97.79031219482422, "invalid_tail_samples": 21.6, "learning_rate": 6.29196559418593e-05, "loss": 0.0369, "positive_teacher_pairs": 27368.6, "query_h_norm_ratio": 0.439270481467247, "relation_loss": 0.004479770339094103, "selected_pairs": 27368.6, "step": 13380, "student_distance_mean": 25.820515632629395, "teacher_distance_mean": 0.855071097612381, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.004479770339094103, "weighted_relation_loss": 0.004479770339094103 }, { "action_query_batch_std": 0.38298891186714173, "action_query_norm": 42.935736083984374, "action_relation_loss": 0.0045884082093834875, "auxiliary_loss_weight": 1.0, "epoch": 12.525724976613658, "flow_matching_loss": 0.033396968990564345, "grad_norm": 0.11690757423639297, "h_stock_valid_norm": 97.66751251220703, "invalid_tail_samples": 24.2, "learning_rate": 6.286640417872951e-05, "loss": 0.038, "positive_teacher_pairs": 26754.9, "query_h_norm_ratio": 0.43961432874202727, "relation_loss": 0.0045884082093834875, "selected_pairs": 26754.9, "step": 13390, "student_distance_mean": 25.56835060119629, "teacher_distance_mean": 0.848039311170578, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0045884082093834875, "weighted_relation_loss": 0.0045884082093834875 }, { "action_query_batch_std": 0.38638463616371155, "action_query_norm": 42.947684860229494, "action_relation_loss": 0.004503429494798183, "auxiliary_loss_weight": 1.0, "epoch": 12.535079513564078, "flow_matching_loss": 0.03352229371666908, "grad_norm": 0.14091016352176666, "h_stock_valid_norm": 97.02054367065429, "invalid_tail_samples": 23.3, "learning_rate": 6.281313678170542e-05, "loss": 0.038, "positive_teacher_pairs": 26960.9, "query_h_norm_ratio": 0.44267250001430514, "relation_loss": 0.004503429494798183, "selected_pairs": 26960.9, "step": 13400, "student_distance_mean": 25.64460849761963, "teacher_distance_mean": 0.8513788700103759, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.004503429494798183, "weighted_relation_loss": 0.004503429494798183 }, { "action_query_batch_std": 0.38765900433063505, "action_query_norm": 42.943128204345705, "action_relation_loss": 0.004424836626276374, "auxiliary_loss_weight": 1.0, "epoch": 12.5444340505145, "flow_matching_loss": 0.03503690250217915, "grad_norm": 0.14972878992557526, "h_stock_valid_norm": 97.08434982299805, "invalid_tail_samples": 22.7, "learning_rate": 6.275985381551194e-05, "loss": 0.0395, "positive_teacher_pairs": 27107.3, "query_h_norm_ratio": 0.44233474135398865, "relation_loss": 0.004424836626276374, "selected_pairs": 27107.3, "step": 13410, "student_distance_mean": 25.728470611572266, "teacher_distance_mean": 0.8592681586742401, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.004424836626276374, "weighted_relation_loss": 0.004424836626276374 }, { "action_query_batch_std": 0.38490705788135526, "action_query_norm": 42.93362541198731, "action_relation_loss": 0.004409138695336878, "auxiliary_loss_weight": 1.0, "epoch": 12.55378858746492, "flow_matching_loss": 0.032989143021404745, "grad_norm": 0.1437787562608719, "h_stock_valid_norm": 96.74861450195313, "invalid_tail_samples": 23.6, "learning_rate": 6.270655534489292e-05, "loss": 0.0374, "positive_teacher_pairs": 26902.8, "query_h_norm_ratio": 0.4437690615653992, "relation_loss": 0.004409138695336878, "selected_pairs": 26902.8, "step": 13420, "student_distance_mean": 25.63631076812744, "teacher_distance_mean": 0.8535465657711029, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.004409138695336878, "weighted_relation_loss": 0.004409138695336878 }, { "action_query_batch_std": 0.3838429540395737, "action_query_norm": 42.943246078491214, "action_relation_loss": 0.004645770322531462, "auxiliary_loss_weight": 1.0, "epoch": 12.563143124415342, "flow_matching_loss": 0.035042164102196696, "grad_norm": 0.12630553543567657, "h_stock_valid_norm": 96.7281364440918, "invalid_tail_samples": 21.5, "learning_rate": 6.265324143461098e-05, "loss": 0.0397, "positive_teacher_pairs": 27383.8, "query_h_norm_ratio": 0.4439625471830368, "relation_loss": 0.004645770322531462, "selected_pairs": 27383.8, "step": 13430, "student_distance_mean": 25.573924255371093, "teacher_distance_mean": 0.8558097302913665, "valid_action_samples": 234.5, "weighted_auxiliary_loss": 0.004645770322531462, "weighted_relation_loss": 0.004645770322531462 }, { "action_query_batch_std": 0.3853984475135803, "action_query_norm": 42.92519645690918, "action_relation_loss": 0.004371100012212992, "auxiliary_loss_weight": 1.0, "epoch": 12.572497661365762, "flow_matching_loss": 0.033795030787587166, "grad_norm": 0.11958993226289749, "h_stock_valid_norm": 97.49907836914062, "invalid_tail_samples": 24.6, "learning_rate": 6.259991214944758e-05, "loss": 0.0382, "positive_teacher_pairs": 26664.5, "query_h_norm_ratio": 0.4402684956789017, "relation_loss": 0.004371100012212992, "selected_pairs": 26664.5, "step": 13440, "student_distance_mean": 25.62693862915039, "teacher_distance_mean": 0.8584349989891052, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.004371100012212992, "weighted_relation_loss": 0.004371100012212992 }, { "action_query_batch_std": 0.38077654838562014, "action_query_norm": 42.91150016784668, "action_relation_loss": 0.004845098033547402, "auxiliary_loss_weight": 1.0, "epoch": 12.581852198316183, "flow_matching_loss": 0.03314705453813076, "grad_norm": 0.14142979681491852, "h_stock_valid_norm": 97.82489700317383, "invalid_tail_samples": 24.5, "learning_rate": 6.254656755420283e-05, "loss": 0.038, "positive_teacher_pairs": 26691.5, "query_h_norm_ratio": 0.43865928053855896, "relation_loss": 0.004845098033547402, "selected_pairs": 26691.5, "step": 13450, "student_distance_mean": 25.281015396118164, "teacher_distance_mean": 0.8460691034793854, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.004845098033547402, "weighted_relation_loss": 0.004845098033547402 }, { "action_query_batch_std": 0.3879021376371384, "action_query_norm": 42.93889389038086, "action_relation_loss": 0.0044189922511577604, "auxiliary_loss_weight": 1.0, "epoch": 12.591206735266605, "flow_matching_loss": 0.034366970881819725, "grad_norm": 0.11948257684707642, "h_stock_valid_norm": 97.58707580566406, "invalid_tail_samples": 23.3, "learning_rate": 6.249320771369545e-05, "loss": 0.0388, "positive_teacher_pairs": 26973.5, "query_h_norm_ratio": 0.440012189745903, "relation_loss": 0.0044189922511577604, "selected_pairs": 26973.5, "step": 13460, "student_distance_mean": 25.708088302612303, "teacher_distance_mean": 0.8615334749221801, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0044189922511577604, "weighted_relation_loss": 0.0044189922511577604 }, { "action_query_batch_std": 0.38945446312427523, "action_query_norm": 42.93208274841309, "action_relation_loss": 0.004329662700183689, "auxiliary_loss_weight": 1.0, "epoch": 12.600561272217025, "flow_matching_loss": 0.03310008905827999, "grad_norm": 0.12236495316028595, "h_stock_valid_norm": 97.57565155029297, "invalid_tail_samples": 26.8, "learning_rate": 6.243983269276263e-05, "loss": 0.0374, "positive_teacher_pairs": 26165.8, "query_h_norm_ratio": 0.43998901844024657, "relation_loss": 0.004329662700183689, "selected_pairs": 26165.8, "step": 13470, "student_distance_mean": 25.943479919433592, "teacher_distance_mean": 0.8636618852615356, "valid_action_samples": 229.2, "weighted_auxiliary_loss": 0.004329662700183689, "weighted_relation_loss": 0.004329662700183689 }, { "action_query_batch_std": 0.3848234087228775, "action_query_norm": 42.91211624145508, "action_relation_loss": 0.004523379076272249, "auxiliary_loss_weight": 1.0, "epoch": 12.609915809167447, "flow_matching_loss": 0.03457635883241892, "grad_norm": 0.10470407456159592, "h_stock_valid_norm": 97.82453308105468, "invalid_tail_samples": 24.9, "learning_rate": 6.238644255626012e-05, "loss": 0.0391, "positive_teacher_pairs": 26592.1, "query_h_norm_ratio": 0.43867045640945435, "relation_loss": 0.004523379076272249, "selected_pairs": 26592.1, "step": 13480, "student_distance_mean": 25.53254337310791, "teacher_distance_mean": 0.8511119842529297, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.004523379076272249, "weighted_relation_loss": 0.004523379076272249 }, { "action_query_batch_std": 0.3856538563966751, "action_query_norm": 42.918741607666014, "action_relation_loss": 0.004324200330302119, "auxiliary_loss_weight": 1.0, "epoch": 12.619270346117867, "flow_matching_loss": 0.03462781347334385, "grad_norm": 0.12439552694559097, "h_stock_valid_norm": 97.56714553833008, "invalid_tail_samples": 22.9, "learning_rate": 6.233303736906193e-05, "loss": 0.039, "positive_teacher_pairs": 27061.4, "query_h_norm_ratio": 0.439895886182785, "relation_loss": 0.004324200330302119, "selected_pairs": 27061.4, "step": 13490, "student_distance_mean": 25.550766944885254, "teacher_distance_mean": 0.8544594764709472, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.004324200330302119, "weighted_relation_loss": 0.004324200330302119 }, { "action_query_batch_std": 0.3776727855205536, "action_query_norm": 42.893483352661136, "action_relation_loss": 0.004581791907548904, "auxiliary_loss_weight": 1.0, "epoch": 12.628624883068287, "flow_matching_loss": 0.034767828322947024, "grad_norm": 0.14442144334316254, "h_stock_valid_norm": 97.05257720947266, "invalid_tail_samples": 22.4, "learning_rate": 6.227961719606039e-05, "loss": 0.0393, "positive_teacher_pairs": 27171.5, "query_h_norm_ratio": 0.4419646352529526, "relation_loss": 0.004581791907548904, "selected_pairs": 27171.5, "step": 13500, "student_distance_mean": 25.286033058166502, "teacher_distance_mean": 0.8488042652606964, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.004581791907548904, "weighted_relation_loss": 0.004581791907548904 }, { "action_query_batch_std": 0.3840842604637146, "action_query_norm": 42.9171329498291, "action_relation_loss": 0.004639260889962316, "auxiliary_loss_weight": 1.0, "epoch": 12.63797942001871, "flow_matching_loss": 0.035385407879948615, "grad_norm": 0.12397748231887817, "h_stock_valid_norm": 97.52848739624024, "invalid_tail_samples": 25.1, "learning_rate": 6.222618210216608e-05, "loss": 0.04, "positive_teacher_pairs": 26555.0, "query_h_norm_ratio": 0.4400540918111801, "relation_loss": 0.004639260889962316, "selected_pairs": 26555.0, "step": 13510, "student_distance_mean": 25.602913856506348, "teacher_distance_mean": 0.8607168555259704, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.004639260889962316, "weighted_relation_loss": 0.004639260889962316 }, { "action_query_batch_std": 0.387912729382515, "action_query_norm": 42.93383369445801, "action_relation_loss": 0.004245844436809421, "auxiliary_loss_weight": 1.0, "epoch": 12.64733395696913, "flow_matching_loss": 0.03295196164399385, "grad_norm": 0.09406086802482605, "h_stock_valid_norm": 98.10119857788087, "invalid_tail_samples": 24.0, "learning_rate": 6.217273215230767e-05, "loss": 0.0372, "positive_teacher_pairs": 26808.8, "query_h_norm_ratio": 0.4376536995172501, "relation_loss": 0.004245844436809421, "selected_pairs": 26808.8, "step": 13520, "student_distance_mean": 25.85923194885254, "teacher_distance_mean": 0.8677144885063172, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.004245844436809421, "weighted_relation_loss": 0.004245844436809421 }, { "action_query_batch_std": 0.38415142595767976, "action_query_norm": 42.91267204284668, "action_relation_loss": 0.004499532142654061, "auxiliary_loss_weight": 1.0, "epoch": 12.656688493919551, "flow_matching_loss": 0.033077636547386643, "grad_norm": 0.11463518440723419, "h_stock_valid_norm": 98.00830154418945, "invalid_tail_samples": 22.6, "learning_rate": 6.211926741143188e-05, "loss": 0.0376, "positive_teacher_pairs": 27130.9, "query_h_norm_ratio": 0.43784962594509125, "relation_loss": 0.004499532142654061, "selected_pairs": 27130.9, "step": 13530, "student_distance_mean": 25.464859580993654, "teacher_distance_mean": 0.8526810586452485, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.004499532142654061, "weighted_relation_loss": 0.004499532142654061 }, { "action_query_batch_std": 0.38576348721981046, "action_query_norm": 42.910820388793944, "action_relation_loss": 0.004485007794573903, "auxiliary_loss_weight": 1.0, "epoch": 12.666043030869972, "flow_matching_loss": 0.03440592009574175, "grad_norm": 0.12464963644742966, "h_stock_valid_norm": 97.92037506103516, "invalid_tail_samples": 23.2, "learning_rate": 6.20657879445034e-05, "loss": 0.0389, "positive_teacher_pairs": 26985.8, "query_h_norm_ratio": 0.43822515308856963, "relation_loss": 0.004485007794573903, "selected_pairs": 26985.8, "step": 13540, "student_distance_mean": 25.734481430053712, "teacher_distance_mean": 0.8644776582717896, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.004485007794573903, "weighted_relation_loss": 0.004485007794573903 }, { "action_query_batch_std": 0.376139834523201, "action_query_norm": 42.87168312072754, "action_relation_loss": 0.004331628582440317, "auxiliary_loss_weight": 1.0, "epoch": 12.675397567820394, "flow_matching_loss": 0.03359673358500004, "grad_norm": 0.12730106711387634, "h_stock_valid_norm": 98.0699562072754, "invalid_tail_samples": 24.0, "learning_rate": 6.201229381650485e-05, "loss": 0.0379, "positive_teacher_pairs": 26808.9, "query_h_norm_ratio": 0.4371562868356705, "relation_loss": 0.004331628582440317, "selected_pairs": 26808.9, "step": 13550, "student_distance_mean": 25.102888107299805, "teacher_distance_mean": 0.8409919083118439, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.004331628582440317, "weighted_relation_loss": 0.004331628582440317 }, { "action_query_batch_std": 0.38658730685710907, "action_query_norm": 42.9072265625, "action_relation_loss": 0.004202657542191446, "auxiliary_loss_weight": 1.0, "epoch": 12.684752104770814, "flow_matching_loss": 0.032292125001549724, "grad_norm": 0.12095431238412857, "h_stock_valid_norm": 98.04512405395508, "invalid_tail_samples": 23.2, "learning_rate": 6.195878509243661e-05, "loss": 0.0365, "positive_teacher_pairs": 26989.8, "query_h_norm_ratio": 0.4376292616128922, "relation_loss": 0.004202657542191446, "selected_pairs": 26989.8, "step": 13560, "student_distance_mean": 25.58802261352539, "teacher_distance_mean": 0.8592975199222564, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.004202657542191446, "weighted_relation_loss": 0.004202657542191446 }, { "action_query_batch_std": 0.3857176035642624, "action_query_norm": 42.901855087280275, "action_relation_loss": 0.004530850425362587, "auxiliary_loss_weight": 1.0, "epoch": 12.694106641721234, "flow_matching_loss": 0.03551481943577528, "grad_norm": 0.1225956380367279, "h_stock_valid_norm": 97.73855285644531, "invalid_tail_samples": 23.0, "learning_rate": 6.190526183731685e-05, "loss": 0.04, "positive_teacher_pairs": 27036.0, "query_h_norm_ratio": 0.4389469176530838, "relation_loss": 0.004530850425362587, "selected_pairs": 27036.0, "step": 13570, "student_distance_mean": 25.704624366760253, "teacher_distance_mean": 0.8591034293174744, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.004530850425362587, "weighted_relation_loss": 0.004530850425362587 }, { "action_query_batch_std": 0.3793456703424454, "action_query_norm": 42.879541015625, "action_relation_loss": 0.004447926068678498, "auxiliary_loss_weight": 1.0, "epoch": 12.703461178671656, "flow_matching_loss": 0.032628596760332584, "grad_norm": 0.09646161645650864, "h_stock_valid_norm": 97.46525497436524, "invalid_tail_samples": 22.3, "learning_rate": 6.185172411618138e-05, "loss": 0.0371, "positive_teacher_pairs": 27200.5, "query_h_norm_ratio": 0.4399529337882996, "relation_loss": 0.004447926068678498, "selected_pairs": 27200.5, "step": 13580, "student_distance_mean": 25.10926971435547, "teacher_distance_mean": 0.8422351717948914, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.004447926068678498, "weighted_relation_loss": 0.004447926068678498 }, { "action_query_batch_std": 0.3847436308860779, "action_query_norm": 42.89809989929199, "action_relation_loss": 0.004512772336602211, "auxiliary_loss_weight": 1.0, "epoch": 12.712815715622076, "flow_matching_loss": 0.032550984993577003, "grad_norm": 0.10113260895013809, "h_stock_valid_norm": 97.28374938964843, "invalid_tail_samples": 24.6, "learning_rate": 6.179817199408355e-05, "loss": 0.0371, "positive_teacher_pairs": 26666.7, "query_h_norm_ratio": 0.440962952375412, "relation_loss": 0.004512772336602211, "selected_pairs": 26666.7, "step": 13590, "student_distance_mean": 25.70287170410156, "teacher_distance_mean": 0.8635909795761109, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.004512772336602211, "weighted_relation_loss": 0.004512772336602211 }, { "action_query_batch_std": 0.3759575605392456, "action_query_norm": 42.861825180053714, "action_relation_loss": 0.004584990069270134, "auxiliary_loss_weight": 1.0, "epoch": 12.722170252572498, "flow_matching_loss": 0.03481077626347542, "grad_norm": 0.11002442985773087, "h_stock_valid_norm": 96.54838638305664, "invalid_tail_samples": 24.1, "learning_rate": 6.174460553609426e-05, "loss": 0.0394, "positive_teacher_pairs": 26779.6, "query_h_norm_ratio": 0.4439501821994781, "relation_loss": 0.004584990069270134, "selected_pairs": 26779.6, "step": 13600, "student_distance_mean": 25.263327407836915, "teacher_distance_mean": 0.8450697064399719, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.004584990069270134, "weighted_relation_loss": 0.004584990069270134 }, { "action_query_batch_std": 0.38447371423244475, "action_query_norm": 42.90027008056641, "action_relation_loss": 0.0043005113489925865, "auxiliary_loss_weight": 1.0, "epoch": 12.731524789522918, "flow_matching_loss": 0.032344466634094717, "grad_norm": 0.1283971220254898, "h_stock_valid_norm": 96.97162017822265, "invalid_tail_samples": 21.7, "learning_rate": 6.16910248073018e-05, "loss": 0.0366, "positive_teacher_pairs": 27351.9, "query_h_norm_ratio": 0.4424070239067078, "relation_loss": 0.0043005113489925865, "selected_pairs": 27351.9, "step": 13610, "student_distance_mean": 25.56002712249756, "teacher_distance_mean": 0.852106124162674, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.0043005113489925865, "weighted_relation_loss": 0.0043005113489925865 }, { "action_query_batch_std": 0.3781412333250046, "action_query_norm": 42.86783981323242, "action_relation_loss": 0.0043269374640658494, "auxiliary_loss_weight": 1.0, "epoch": 12.74087932647334, "flow_matching_loss": 0.03307845517992973, "grad_norm": 0.11947763711214066, "h_stock_valid_norm": 97.6743881225586, "invalid_tail_samples": 22.8, "learning_rate": 6.16374298728118e-05, "loss": 0.0374, "positive_teacher_pairs": 27082.4, "query_h_norm_ratio": 0.4388860762119293, "relation_loss": 0.0043269374640658494, "selected_pairs": 27082.4, "step": 13620, "student_distance_mean": 25.113819122314453, "teacher_distance_mean": 0.8486816942691803, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0043269374640658494, "weighted_relation_loss": 0.0043269374640658494 }, { "action_query_batch_std": 0.38356355428695676, "action_query_norm": 42.88403129577637, "action_relation_loss": 0.004448277689516544, "auxiliary_loss_weight": 1.0, "epoch": 12.75023386342376, "flow_matching_loss": 0.034869834035635, "grad_norm": 0.11103982478380203, "h_stock_valid_norm": 97.74959869384766, "invalid_tail_samples": 24.4, "learning_rate": 6.158382079774716e-05, "loss": 0.0393, "positive_teacher_pairs": 26715.2, "query_h_norm_ratio": 0.4387227714061737, "relation_loss": 0.004448277689516544, "selected_pairs": 26715.2, "step": 13630, "student_distance_mean": 25.534104919433595, "teacher_distance_mean": 0.852534294128418, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.004448277689516544, "weighted_relation_loss": 0.004448277689516544 }, { "action_query_batch_std": 0.383871927857399, "action_query_norm": 42.88931579589844, "action_relation_loss": 0.004312377399764955, "auxiliary_loss_weight": 1.0, "epoch": 12.75958840037418, "flow_matching_loss": 0.03208737354725599, "grad_norm": 0.09100951254367828, "h_stock_valid_norm": 97.95874633789063, "invalid_tail_samples": 24.1, "learning_rate": 6.153019764724799e-05, "loss": 0.0364, "positive_teacher_pairs": 26780.5, "query_h_norm_ratio": 0.4378328263759613, "relation_loss": 0.004312377399764955, "selected_pairs": 26780.5, "step": 13640, "student_distance_mean": 25.49989433288574, "teacher_distance_mean": 0.8497792065143586, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.004312377399764955, "weighted_relation_loss": 0.004312377399764955 }, { "action_query_batch_std": 0.3866390585899353, "action_query_norm": 42.896583557128906, "action_relation_loss": 0.004304970242083072, "auxiliary_loss_weight": 1.0, "epoch": 12.768942937324603, "flow_matching_loss": 0.03266190607100725, "grad_norm": 0.13612563908100128, "h_stock_valid_norm": 97.95749435424804, "invalid_tail_samples": 22.5, "learning_rate": 6.147656048647144e-05, "loss": 0.037, "positive_teacher_pairs": 27152.0, "query_h_norm_ratio": 0.43791103959083555, "relation_loss": 0.004304970242083072, "selected_pairs": 27152.0, "step": 13650, "student_distance_mean": 25.68922290802002, "teacher_distance_mean": 0.8614619374275208, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.004304970242083072, "weighted_relation_loss": 0.004304970242083072 }, { "action_query_batch_std": 0.3846693396568298, "action_query_norm": 42.88062438964844, "action_relation_loss": 0.0046358815860003235, "auxiliary_loss_weight": 1.0, "epoch": 12.778297474275023, "flow_matching_loss": 0.03364855982363224, "grad_norm": 0.14185389876365662, "h_stock_valid_norm": 97.63799667358398, "invalid_tail_samples": 24.6, "learning_rate": 6.142290938059173e-05, "loss": 0.0383, "positive_teacher_pairs": 26666.9, "query_h_norm_ratio": 0.4391808420419693, "relation_loss": 0.0046358815860003235, "selected_pairs": 26666.9, "step": 13660, "student_distance_mean": 25.566114044189455, "teacher_distance_mean": 0.8615171134471893, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0046358815860003235, "weighted_relation_loss": 0.0046358815860003235 }, { "action_query_batch_std": 0.3804801285266876, "action_query_norm": 42.86127281188965, "action_relation_loss": 0.004236296215094626, "auxiliary_loss_weight": 1.0, "epoch": 12.787652011225445, "flow_matching_loss": 0.03335653077811003, "grad_norm": 0.1271250694990158, "h_stock_valid_norm": 97.49902877807617, "invalid_tail_samples": 25.2, "learning_rate": 6.136924439480001e-05, "loss": 0.0376, "positive_teacher_pairs": 26531.1, "query_h_norm_ratio": 0.43961456418037415, "relation_loss": 0.004236296215094626, "selected_pairs": 26531.1, "step": 13670, "student_distance_mean": 25.383771324157713, "teacher_distance_mean": 0.8486636221408844, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.004236296215094626, "weighted_relation_loss": 0.004236296215094626 }, { "action_query_batch_std": 0.38141991198062897, "action_query_norm": 42.87075080871582, "action_relation_loss": 0.004432589653879404, "auxiliary_loss_weight": 1.0, "epoch": 12.797006548175865, "flow_matching_loss": 0.03294353745877743, "grad_norm": 0.1205068826675415, "h_stock_valid_norm": 97.20081329345703, "invalid_tail_samples": 24.6, "learning_rate": 6.13155655943043e-05, "loss": 0.0374, "positive_teacher_pairs": 26679.4, "query_h_norm_ratio": 0.4410557597875595, "relation_loss": 0.004432589653879404, "selected_pairs": 26679.4, "step": 13680, "student_distance_mean": 25.37530517578125, "teacher_distance_mean": 0.8429974853992462, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.004432589653879404, "weighted_relation_loss": 0.004432589653879404 }, { "action_query_batch_std": 0.3829523175954819, "action_query_norm": 42.86612777709961, "action_relation_loss": 0.004181233001872897, "auxiliary_loss_weight": 1.0, "epoch": 12.806361085126285, "flow_matching_loss": 0.03143247589468956, "grad_norm": 0.09970524907112122, "h_stock_valid_norm": 97.38197631835938, "invalid_tail_samples": 23.6, "learning_rate": 6.126187304432941e-05, "loss": 0.0356, "positive_teacher_pairs": 26899.8, "query_h_norm_ratio": 0.44018911719322207, "relation_loss": 0.004181233001872897, "selected_pairs": 26899.8, "step": 13690, "student_distance_mean": 25.477152252197264, "teacher_distance_mean": 0.8521052122116088, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.004181233001872897, "weighted_relation_loss": 0.004181233001872897 }, { "action_query_batch_std": 0.390162056684494, "action_query_norm": 42.878954315185545, "action_relation_loss": 0.00423410814255476, "auxiliary_loss_weight": 1.0, "epoch": 12.815715622076707, "flow_matching_loss": 0.03465699795633555, "grad_norm": 0.12359575927257538, "h_stock_valid_norm": 97.95830993652343, "invalid_tail_samples": 23.7, "learning_rate": 6.120816681011684e-05, "loss": 0.0389, "positive_teacher_pairs": 26870.5, "query_h_norm_ratio": 0.4377288997173309, "relation_loss": 0.00423410814255476, "selected_pairs": 26870.5, "step": 13700, "student_distance_mean": 25.905462074279786, "teacher_distance_mean": 0.8689496517181396, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.00423410814255476, "weighted_relation_loss": 0.00423410814255476 }, { "action_query_batch_std": 0.3781547486782074, "action_query_norm": 42.83450775146484, "action_relation_loss": 0.004247993137687445, "auxiliary_loss_weight": 1.0, "epoch": 12.825070159027128, "flow_matching_loss": 0.03257289454340935, "grad_norm": 0.0970306247472763, "h_stock_valid_norm": 97.98866271972656, "invalid_tail_samples": 24.3, "learning_rate": 6.115444695692474e-05, "loss": 0.0368, "positive_teacher_pairs": 26735.2, "query_h_norm_ratio": 0.43714614808559416, "relation_loss": 0.004247993137687445, "selected_pairs": 26735.2, "step": 13710, "student_distance_mean": 25.208770561218262, "teacher_distance_mean": 0.8471210360527038, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.004247993137687445, "weighted_relation_loss": 0.004247993137687445 }, { "action_query_batch_std": 0.38240003287792207, "action_query_norm": 42.85670127868652, "action_relation_loss": 0.004352928651496768, "auxiliary_loss_weight": 1.0, "epoch": 12.83442469597755, "flow_matching_loss": 0.03455248679965735, "grad_norm": 0.10543236136436462, "h_stock_valid_norm": 98.30841827392578, "invalid_tail_samples": 22.4, "learning_rate": 6.110071355002779e-05, "loss": 0.0389, "positive_teacher_pairs": 27173.6, "query_h_norm_ratio": 0.43594665825366974, "relation_loss": 0.004352928651496768, "selected_pairs": 27173.6, "step": 13720, "student_distance_mean": 25.47682476043701, "teacher_distance_mean": 0.8563750088214874, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.004352928651496768, "weighted_relation_loss": 0.004352928651496768 }, { "action_query_batch_std": 0.3863616168498993, "action_query_norm": 42.86952857971191, "action_relation_loss": 0.004620464262552559, "auxiliary_loss_weight": 1.0, "epoch": 12.84377923292797, "flow_matching_loss": 0.03382963929325342, "grad_norm": 0.10757213085889816, "h_stock_valid_norm": 98.11010360717773, "invalid_tail_samples": 21.8, "learning_rate": 6.104696665471714e-05, "loss": 0.0385, "positive_teacher_pairs": 27318.0, "query_h_norm_ratio": 0.4369614362716675, "relation_loss": 0.004620464262552559, "selected_pairs": 27318.0, "step": 13730, "student_distance_mean": 25.606081008911133, "teacher_distance_mean": 0.858522641658783, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.004620464262552559, "weighted_relation_loss": 0.004620464262552559 }, { "action_query_batch_std": 0.3843374937772751, "action_query_norm": 42.8636417388916, "action_relation_loss": 0.00445950860157609, "auxiliary_loss_weight": 1.0, "epoch": 12.853133769878392, "flow_matching_loss": 0.034167818166315554, "grad_norm": 0.09725341200828552, "h_stock_valid_norm": 98.8794662475586, "invalid_tail_samples": 24.6, "learning_rate": 6.099320633630036e-05, "loss": 0.0386, "positive_teacher_pairs": 26666.7, "query_h_norm_ratio": 0.4334961801767349, "relation_loss": 0.00445950860157609, "selected_pairs": 26666.7, "step": 13740, "student_distance_mean": 25.54770908355713, "teacher_distance_mean": 0.8556840240955352, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.00445950860157609, "weighted_relation_loss": 0.00445950860157609 }, { "action_query_batch_std": 0.3848859041929245, "action_query_norm": 42.86045532226562, "action_relation_loss": 0.004500194918364286, "auxiliary_loss_weight": 1.0, "epoch": 12.862488306828812, "flow_matching_loss": 0.032742413505911824, "grad_norm": 0.10533922910690308, "h_stock_valid_norm": 98.8098159790039, "invalid_tail_samples": 23.5, "learning_rate": 6.093943266010128e-05, "loss": 0.0372, "positive_teacher_pairs": 26918.8, "query_h_norm_ratio": 0.4337719649076462, "relation_loss": 0.004500194918364286, "selected_pairs": 26918.8, "step": 13750, "student_distance_mean": 25.710360527038574, "teacher_distance_mean": 0.8598865926265716, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.004500194918364286, "weighted_relation_loss": 0.004500194918364286 }, { "action_query_batch_std": 0.38314709067344666, "action_query_norm": 42.86137771606445, "action_relation_loss": 0.00430068310815841, "auxiliary_loss_weight": 1.0, "epoch": 12.871842843779232, "flow_matching_loss": 0.03200148344039917, "grad_norm": 0.09639216214418411, "h_stock_valid_norm": 98.65741195678712, "invalid_tail_samples": 24.2, "learning_rate": 6.088564569146e-05, "loss": 0.0363, "positive_teacher_pairs": 26756.2, "query_h_norm_ratio": 0.43444951474666593, "relation_loss": 0.00430068310815841, "selected_pairs": 26756.2, "step": 13760, "student_distance_mean": 25.57596492767334, "teacher_distance_mean": 0.8562843859195709, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.00430068310815841, "weighted_relation_loss": 0.00430068310815841 }, { "action_query_batch_std": 0.38381128311157225, "action_query_norm": 42.86020774841309, "action_relation_loss": 0.00437639735173434, "auxiliary_loss_weight": 1.0, "epoch": 12.881197380729654, "flow_matching_loss": 0.03416660465300083, "grad_norm": 0.1156512200832367, "h_stock_valid_norm": 98.14150314331054, "invalid_tail_samples": 24.7, "learning_rate": 6.083184549573274e-05, "loss": 0.0385, "positive_teacher_pairs": 26640.2, "query_h_norm_ratio": 0.43671947717666626, "relation_loss": 0.00437639735173434, "selected_pairs": 26640.2, "step": 13770, "student_distance_mean": 25.504975891113283, "teacher_distance_mean": 0.8583155751228333, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.00437639735173434, "weighted_relation_loss": 0.00437639735173434 }, { "action_query_batch_std": 0.38096716105937956, "action_query_norm": 42.836585235595706, "action_relation_loss": 0.004380984976887703, "auxiliary_loss_weight": 1.0, "epoch": 12.890551917680074, "flow_matching_loss": 0.03323866184800863, "grad_norm": 0.10195530951023102, "h_stock_valid_norm": 97.56330718994141, "invalid_tail_samples": 24.1, "learning_rate": 6.077803213829184e-05, "loss": 0.0376, "positive_teacher_pairs": 26778.2, "query_h_norm_ratio": 0.4390679866075516, "relation_loss": 0.004380984976887703, "selected_pairs": 26778.2, "step": 13780, "student_distance_mean": 25.396373558044434, "teacher_distance_mean": 0.860277658700943, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.004380984976887703, "weighted_relation_loss": 0.004380984976887703 }, { "action_query_batch_std": 0.3782562047243118, "action_query_norm": 42.82138671875, "action_relation_loss": 0.00449431985616684, "auxiliary_loss_weight": 1.0, "epoch": 12.899906454630496, "flow_matching_loss": 0.033893265388906, "grad_norm": 0.14252521097660065, "h_stock_valid_norm": 97.08406448364258, "invalid_tail_samples": 24.0, "learning_rate": 6.0724205684525594e-05, "loss": 0.0384, "positive_teacher_pairs": 26803.8, "query_h_norm_ratio": 0.44107796549797057, "relation_loss": 0.00449431985616684, "selected_pairs": 26803.8, "step": 13790, "student_distance_mean": 25.100705337524413, "teacher_distance_mean": 0.8471764326095581, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.00449431985616684, "weighted_relation_loss": 0.00449431985616684 }, { "action_query_batch_std": 0.38218564391136167, "action_query_norm": 42.83312454223633, "action_relation_loss": 0.004451752407476306, "auxiliary_loss_weight": 1.0, "epoch": 12.909260991580917, "flow_matching_loss": 0.03028068710118532, "grad_norm": 0.12019399553537369, "h_stock_valid_norm": 97.98285293579102, "invalid_tail_samples": 25.7, "learning_rate": 6.0670366199838215e-05, "loss": 0.0347, "positive_teacher_pairs": 26410.9, "query_h_norm_ratio": 0.4371523976325989, "relation_loss": 0.004451752407476306, "selected_pairs": 26410.9, "step": 13800, "student_distance_mean": 25.41598129272461, "teacher_distance_mean": 0.8551220417022705, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.004451752407476306, "weighted_relation_loss": 0.004451752407476306 }, { "action_query_batch_std": 0.3802265405654907, "action_query_norm": 42.82779235839844, "action_relation_loss": 0.004239039309322834, "auxiliary_loss_weight": 1.0, "epoch": 12.918615528531337, "flow_matching_loss": 0.0348316615447402, "grad_norm": 0.12478228658437729, "h_stock_valid_norm": 98.26446533203125, "invalid_tail_samples": 22.4, "learning_rate": 6.061651374964974e-05, "loss": 0.0391, "positive_teacher_pairs": 27181.3, "query_h_norm_ratio": 0.43584645688533785, "relation_loss": 0.004239039309322834, "selected_pairs": 27181.3, "step": 13810, "student_distance_mean": 25.265884399414062, "teacher_distance_mean": 0.8506572365760803, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.004239039309322834, "weighted_relation_loss": 0.004239039309322834 }, { "action_query_batch_std": 0.38307978212833405, "action_query_norm": 42.829307556152344, "action_relation_loss": 0.0043103916104882956, "auxiliary_loss_weight": 1.0, "epoch": 12.927970065481759, "flow_matching_loss": 0.03203777130693197, "grad_norm": 0.12826859951019287, "h_stock_valid_norm": 98.30426483154297, "invalid_tail_samples": 25.5, "learning_rate": 6.0562648399396004e-05, "loss": 0.0363, "positive_teacher_pairs": 26455.7, "query_h_norm_ratio": 0.4356852859258652, "relation_loss": 0.0043103916104882956, "selected_pairs": 26455.7, "step": 13820, "student_distance_mean": 25.468237495422365, "teacher_distance_mean": 0.855028235912323, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.0043103916104882956, "weighted_relation_loss": 0.0043103916104882956 }, { "action_query_batch_std": 0.3768830090761185, "action_query_norm": 42.802124404907225, "action_relation_loss": 0.004190773260779679, "auxiliary_loss_weight": 1.0, "epoch": 12.937324602432179, "flow_matching_loss": 0.03310348317027092, "grad_norm": 0.10232819616794586, "h_stock_valid_norm": 98.4213966369629, "invalid_tail_samples": 24.6, "learning_rate": 6.050877021452845e-05, "loss": 0.0373, "positive_teacher_pairs": 26668.8, "query_h_norm_ratio": 0.43489229381084443, "relation_loss": 0.004190773260779679, "selected_pairs": 26668.8, "step": 13830, "student_distance_mean": 25.13729190826416, "teacher_distance_mean": 0.8463753223419189, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.004190773260779679, "weighted_relation_loss": 0.004190773260779679 }, { "action_query_batch_std": 0.3842443495988846, "action_query_norm": 42.8337646484375, "action_relation_loss": 0.004488215269520879, "auxiliary_loss_weight": 1.0, "epoch": 12.946679139382601, "flow_matching_loss": 0.033060939982533455, "grad_norm": 0.11447609961032867, "h_stock_valid_norm": 98.2484634399414, "invalid_tail_samples": 26.4, "learning_rate": 6.04548792605142e-05, "loss": 0.0375, "positive_teacher_pairs": 26260.4, "query_h_norm_ratio": 0.43597880005836487, "relation_loss": 0.004488215269520879, "selected_pairs": 26260.4, "step": 13840, "student_distance_mean": 25.531402397155762, "teacher_distance_mean": 0.8557541906833649, "valid_action_samples": 229.6, "weighted_auxiliary_loss": 0.004488215269520879, "weighted_relation_loss": 0.004488215269520879 }, { "action_query_batch_std": 0.38802794814109803, "action_query_norm": 42.85242042541504, "action_relation_loss": 0.004249884281307459, "auxiliary_loss_weight": 1.0, "epoch": 12.956033676333021, "flow_matching_loss": 0.03243545722216368, "grad_norm": 0.09448640048503876, "h_stock_valid_norm": 97.46012573242187, "invalid_tail_samples": 22.2, "learning_rate": 6.04009756028358e-05, "loss": 0.0367, "positive_teacher_pairs": 27220.0, "query_h_norm_ratio": 0.4396972328424454, "relation_loss": 0.004249884281307459, "selected_pairs": 27220.0, "step": 13850, "student_distance_mean": 25.732538986206055, "teacher_distance_mean": 0.8620552659034729, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.004249884281307459, "weighted_relation_loss": 0.004249884281307459 }, { "action_query_batch_std": 0.3853968381881714, "action_query_norm": 42.832115173339844, "action_relation_loss": 0.004324481659568846, "auxiliary_loss_weight": 1.0, "epoch": 12.965388213283443, "flow_matching_loss": 0.034078439511358735, "grad_norm": 0.10464924573898315, "h_stock_valid_norm": 97.92128524780273, "invalid_tail_samples": 25.3, "learning_rate": 6.0347059306991294e-05, "loss": 0.0384, "positive_teacher_pairs": 26502.8, "query_h_norm_ratio": 0.4374198317527771, "relation_loss": 0.004324481659568846, "selected_pairs": 26502.8, "step": 13860, "student_distance_mean": 25.76369514465332, "teacher_distance_mean": 0.8638887107372284, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.004324481659568846, "weighted_relation_loss": 0.004324481659568846 }, { "action_query_batch_std": 0.381464746594429, "action_query_norm": 42.829674911499026, "action_relation_loss": 0.0042780309449881315, "auxiliary_loss_weight": 1.0, "epoch": 12.974742750233863, "flow_matching_loss": 0.03246240895241499, "grad_norm": 0.11533666402101517, "h_stock_valid_norm": 98.1376235961914, "invalid_tail_samples": 21.9, "learning_rate": 6.029313043849407e-05, "loss": 0.0367, "positive_teacher_pairs": 27290.1, "query_h_norm_ratio": 0.43642825484275816, "relation_loss": 0.0042780309449881315, "selected_pairs": 27290.1, "step": 13870, "student_distance_mean": 25.404516410827636, "teacher_distance_mean": 0.8541031181812286, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.0042780309449881315, "weighted_relation_loss": 0.0042780309449881315 }, { "action_query_batch_std": 0.38057767152786254, "action_query_norm": 42.811133193969724, "action_relation_loss": 0.004355580219998956, "auxiliary_loss_weight": 1.0, "epoch": 12.984097287184284, "flow_matching_loss": 0.031625812873244286, "grad_norm": 0.15295575559139252, "h_stock_valid_norm": 97.6474723815918, "invalid_tail_samples": 24.3, "learning_rate": 6.023918906287279e-05, "loss": 0.036, "positive_teacher_pairs": 26736.5, "query_h_norm_ratio": 0.4384272187948227, "relation_loss": 0.004355580219998956, "selected_pairs": 26736.5, "step": 13880, "student_distance_mean": 25.271393013000488, "teacher_distance_mean": 0.8522013068199158, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.004355580219998956, "weighted_relation_loss": 0.004355580219998956 }, { "action_query_batch_std": 0.3846351355314255, "action_query_norm": 42.817527770996094, "action_relation_loss": 0.004200878157280386, "auxiliary_loss_weight": 1.0, "epoch": 12.993451824134706, "flow_matching_loss": 0.032107621990144254, "grad_norm": 0.11809571087360382, "h_stock_valid_norm": 96.79698333740234, "invalid_tail_samples": 22.7, "learning_rate": 6.01852352456713e-05, "loss": 0.0363, "positive_teacher_pairs": 27106.3, "query_h_norm_ratio": 0.4423441499471664, "relation_loss": 0.004200878157280386, "selected_pairs": 27106.3, "step": 13890, "student_distance_mean": 25.633599090576173, "teacher_distance_mean": 0.8675262153148651, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.004200878157280386, "weighted_relation_loss": 0.004200878157280386 }, { "action_query_batch_std": 0.3799960970878601, "action_query_norm": 42.80333786010742, "action_relation_loss": 0.004139935318380594, "auxiliary_loss_weight": 1.0, "epoch": 13.002806361085126, "flow_matching_loss": 0.03179317843168974, "grad_norm": 0.14950096607208252, "h_stock_valid_norm": 96.86601486206055, "invalid_tail_samples": 22.2, "learning_rate": 6.013126905244858e-05, "loss": 0.0359, "positive_teacher_pairs": 24235.0, "query_h_norm_ratio": 0.44188560247421266, "relation_loss": 0.004139935318380594, "selected_pairs": 24235.0, "step": 13900, "student_distance_mean": 25.28439598083496, "teacher_distance_mean": 0.8519642889499665, "valid_action_samples": 213.9, "weighted_auxiliary_loss": 0.004139935318380594, "weighted_relation_loss": 0.004139935318380594 }, { "action_query_batch_std": 0.38272006809711456, "action_query_norm": 42.812394332885745, "action_relation_loss": 0.004235674790106714, "auxiliary_loss_weight": 1.0, "epoch": 13.012160898035548, "flow_matching_loss": 0.033464810065925124, "grad_norm": 0.13650640845298767, "h_stock_valid_norm": 97.09598159790039, "invalid_tail_samples": 23.3, "learning_rate": 6.007729054877864e-05, "loss": 0.0377, "positive_teacher_pairs": 26963.8, "query_h_norm_ratio": 0.44092977643013, "relation_loss": 0.004235674790106714, "selected_pairs": 26963.8, "step": 13910, "student_distance_mean": 25.48650703430176, "teacher_distance_mean": 0.8599145531654357, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.004235674790106714, "weighted_relation_loss": 0.004235674790106714 }, { "action_query_batch_std": 0.3868546485900879, "action_query_norm": 42.83275527954102, "action_relation_loss": 0.004246284253895283, "auxiliary_loss_weight": 1.0, "epoch": 13.021515434985968, "flow_matching_loss": 0.034617511741817, "grad_norm": 0.10587436705827713, "h_stock_valid_norm": 96.91873474121094, "invalid_tail_samples": 21.3, "learning_rate": 6.0023299800250466e-05, "loss": 0.0389, "positive_teacher_pairs": 27438.0, "query_h_norm_ratio": 0.4419477194547653, "relation_loss": 0.004246284253895283, "selected_pairs": 27438.0, "step": 13920, "student_distance_mean": 25.569794273376466, "teacher_distance_mean": 0.8572829246520997, "valid_action_samples": 234.7, "weighted_auxiliary_loss": 0.004246284253895283, "weighted_relation_loss": 0.004246284253895283 }, { "action_query_batch_std": 0.3848778009414673, "action_query_norm": 42.82086868286133, "action_relation_loss": 0.0040225841803476214, "auxiliary_loss_weight": 1.0, "epoch": 13.030869971936388, "flow_matching_loss": 0.032760356552898884, "grad_norm": 0.1307702362537384, "h_stock_valid_norm": 97.42843093872071, "invalid_tail_samples": 20.3, "learning_rate": 5.9969296872467894e-05, "loss": 0.0368, "positive_teacher_pairs": 27668.2, "query_h_norm_ratio": 0.43952047526836396, "relation_loss": 0.0040225841803476214, "selected_pairs": 27668.2, "step": 13930, "student_distance_mean": 25.65617256164551, "teacher_distance_mean": 0.8580231130123138, "valid_action_samples": 235.7, "weighted_auxiliary_loss": 0.0040225841803476214, "weighted_relation_loss": 0.0040225841803476214 }, { "action_query_batch_std": 0.3827452152967453, "action_query_norm": 42.80761032104492, "action_relation_loss": 0.004008765215985477, "auxiliary_loss_weight": 1.0, "epoch": 13.04022450888681, "flow_matching_loss": 0.032314978539943695, "grad_norm": 0.13401073217391968, "h_stock_valid_norm": 97.94767456054687, "invalid_tail_samples": 22.6, "learning_rate": 5.9915281831049585e-05, "loss": 0.0363, "positive_teacher_pairs": 27129.6, "query_h_norm_ratio": 0.43705074191093446, "relation_loss": 0.004008765215985477, "selected_pairs": 27129.6, "step": 13940, "student_distance_mean": 25.495705795288085, "teacher_distance_mean": 0.8497498333454132, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.004008765215985477, "weighted_relation_loss": 0.004008765215985477 }, { "action_query_batch_std": 0.3803970217704773, "action_query_norm": 42.79438667297363, "action_relation_loss": 0.00414782150182873, "auxiliary_loss_weight": 1.0, "epoch": 13.04957904583723, "flow_matching_loss": 0.03409364074468613, "grad_norm": 0.11368585377931595, "h_stock_valid_norm": 98.51945495605469, "invalid_tail_samples": 22.5, "learning_rate": 5.98612547416289e-05, "loss": 0.0382, "positive_teacher_pairs": 27150.1, "query_h_norm_ratio": 0.4343768239021301, "relation_loss": 0.00414782150182873, "selected_pairs": 27150.1, "step": 13950, "student_distance_mean": 25.272950172424316, "teacher_distance_mean": 0.8522293031215668, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.00414782150182873, "weighted_relation_loss": 0.00414782150182873 }, { "action_query_batch_std": 0.37807280719280245, "action_query_norm": 42.79259490966797, "action_relation_loss": 0.004333947249688208, "auxiliary_loss_weight": 1.0, "epoch": 13.058933582787652, "flow_matching_loss": 0.032155930437147616, "grad_norm": 0.12975087761878967, "h_stock_valid_norm": 98.75348052978515, "invalid_tail_samples": 23.4, "learning_rate": 5.9807215669853855e-05, "loss": 0.0365, "positive_teacher_pairs": 26945.5, "query_h_norm_ratio": 0.43332905173301695, "relation_loss": 0.004333947249688208, "selected_pairs": 26945.5, "step": 13960, "student_distance_mean": 25.221990203857423, "teacher_distance_mean": 0.8515672624111176, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.004333947249688208, "weighted_relation_loss": 0.004333947249688208 }, { "action_query_batch_std": 0.3850203573703766, "action_query_norm": 42.818972778320315, "action_relation_loss": 0.004200907051563263, "auxiliary_loss_weight": 1.0, "epoch": 13.068288119738073, "flow_matching_loss": 0.03206219617277384, "grad_norm": 0.14702191948890686, "h_stock_valid_norm": 98.24392395019531, "invalid_tail_samples": 22.6, "learning_rate": 5.9753164681387e-05, "loss": 0.0363, "positive_teacher_pairs": 27126.6, "query_h_norm_ratio": 0.4358494967222214, "relation_loss": 0.004200907051563263, "selected_pairs": 27126.6, "step": 13970, "student_distance_mean": 25.621056938171385, "teacher_distance_mean": 0.85916708111763, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.004200907051563263, "weighted_relation_loss": 0.004200907051563263 }, { "action_query_batch_std": 0.38649747967720033, "action_query_norm": 42.82124137878418, "action_relation_loss": 0.004427014873363078, "auxiliary_loss_weight": 1.0, "epoch": 13.077642656688495, "flow_matching_loss": 0.0332539351657033, "grad_norm": 0.0917983204126358, "h_stock_valid_norm": 97.68650665283204, "invalid_tail_samples": 24.4, "learning_rate": 5.969910184190539e-05, "loss": 0.0377, "positive_teacher_pairs": 26726.3, "query_h_norm_ratio": 0.43835954964160917, "relation_loss": 0.004427014873363078, "selected_pairs": 26726.3, "step": 13980, "student_distance_mean": 25.76392879486084, "teacher_distance_mean": 0.8616910994052887, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.004427014873363078, "weighted_relation_loss": 0.004427014873363078 }, { "action_query_batch_std": 0.38266201615333556, "action_query_norm": 42.80489234924316, "action_relation_loss": 0.0040668938774615524, "auxiliary_loss_weight": 1.0, "epoch": 13.086997193638915, "flow_matching_loss": 0.03187273293733597, "grad_norm": 0.12219680100679398, "h_stock_valid_norm": 98.10760040283203, "invalid_tail_samples": 25.7, "learning_rate": 5.9645027217100477e-05, "loss": 0.0359, "positive_teacher_pairs": 26406.5, "query_h_norm_ratio": 0.4363080471754074, "relation_loss": 0.0040668938774615524, "selected_pairs": 26406.5, "step": 13990, "student_distance_mean": 25.474846839904785, "teacher_distance_mean": 0.8538379490375518, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.0040668938774615524, "weighted_relation_loss": 0.0040668938774615524 }, { "action_query_batch_std": 0.3811198651790619, "action_query_norm": 42.79435005187988, "action_relation_loss": 0.00422023213468492, "auxiliary_loss_weight": 1.0, "epoch": 13.096351730589335, "flow_matching_loss": 0.03273336682468653, "grad_norm": 0.11613141000270844, "h_stock_valid_norm": 98.18367004394531, "invalid_tail_samples": 23.2, "learning_rate": 5.959094087267804e-05, "loss": 0.037, "positive_teacher_pairs": 26987.7, "query_h_norm_ratio": 0.4358653277158737, "relation_loss": 0.00422023213468492, "selected_pairs": 26987.7, "step": 14000, "student_distance_mean": 25.424061393737794, "teacher_distance_mean": 0.8550365090370178, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.00422023213468492, "weighted_relation_loss": 0.00422023213468492 }, { "action_query_batch_std": 0.3817324280738831, "action_query_norm": 42.78629341125488, "action_relation_loss": 0.00393673584330827, "auxiliary_loss_weight": 1.0, "epoch": 13.105706267539757, "flow_matching_loss": 0.032003282196819784, "grad_norm": 0.10953201353549957, "h_stock_valid_norm": 97.73670806884766, "invalid_tail_samples": 26.5, "learning_rate": 5.9536842874358065e-05, "loss": 0.0359, "positive_teacher_pairs": 26228.4, "query_h_norm_ratio": 0.4377748370170593, "relation_loss": 0.00393673584330827, "selected_pairs": 26228.4, "step": 14010, "student_distance_mean": 25.535710525512695, "teacher_distance_mean": 0.8603272318840027, "valid_action_samples": 229.5, "weighted_auxiliary_loss": 0.00393673584330827, "weighted_relation_loss": 0.00393673584330827 }, { "action_query_batch_std": 0.38090287148952484, "action_query_norm": 42.78321876525879, "action_relation_loss": 0.004036115342751145, "auxiliary_loss_weight": 1.0, "epoch": 13.115060804490177, "flow_matching_loss": 0.03299188055098057, "grad_norm": 0.10821781307458878, "h_stock_valid_norm": 97.49703674316406, "invalid_tail_samples": 22.5, "learning_rate": 5.9482733287874734e-05, "loss": 0.037, "positive_teacher_pairs": 27153.3, "query_h_norm_ratio": 0.43882031440734864, "relation_loss": 0.004036115342751145, "selected_pairs": 27153.3, "step": 14020, "student_distance_mean": 25.325497817993163, "teacher_distance_mean": 0.8541046977043152, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.004036115342751145, "weighted_relation_loss": 0.004036115342751145 }, { "action_query_batch_std": 0.3777468532323837, "action_query_norm": 42.76594924926758, "action_relation_loss": 0.004237015848048031, "auxiliary_loss_weight": 1.0, "epoch": 13.1244153414406, "flow_matching_loss": 0.032707509398460385, "grad_norm": 0.10805992037057877, "h_stock_valid_norm": 97.7596923828125, "invalid_tail_samples": 23.3, "learning_rate": 5.942861217897631e-05, "loss": 0.0369, "positive_teacher_pairs": 26967.4, "query_h_norm_ratio": 0.4374676674604416, "relation_loss": 0.004237015848048031, "selected_pairs": 26967.4, "step": 14030, "student_distance_mean": 25.231593132019043, "teacher_distance_mean": 0.8553227722644806, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.004237015848048031, "weighted_relation_loss": 0.004237015848048031 }, { "action_query_batch_std": 0.38104006052017214, "action_query_norm": 42.77674179077148, "action_relation_loss": 0.004431136045604944, "auxiliary_loss_weight": 1.0, "epoch": 13.13376987839102, "flow_matching_loss": 0.03294124156236648, "grad_norm": 0.11913934350013733, "h_stock_valid_norm": 98.30612182617188, "invalid_tail_samples": 25.2, "learning_rate": 5.9374479613425e-05, "loss": 0.0374, "positive_teacher_pairs": 26530.9, "query_h_norm_ratio": 0.4351411938667297, "relation_loss": 0.004431136045604944, "selected_pairs": 26530.9, "step": 14040, "student_distance_mean": 25.353912544250488, "teacher_distance_mean": 0.858187985420227, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.004431136045604944, "weighted_relation_loss": 0.004431136045604944 }, { "action_query_batch_std": 0.38223282992839813, "action_query_norm": 42.789088821411134, "action_relation_loss": 0.004035785794258118, "auxiliary_loss_weight": 1.0, "epoch": 13.14312441534144, "flow_matching_loss": 0.03314325623214245, "grad_norm": 0.13522009551525116, "h_stock_valid_norm": 99.00991668701172, "invalid_tail_samples": 27.3, "learning_rate": 5.932033565699704e-05, "loss": 0.0372, "positive_teacher_pairs": 26044.5, "query_h_norm_ratio": 0.43217220306396487, "relation_loss": 0.004035785794258118, "selected_pairs": 26044.5, "step": 14050, "student_distance_mean": 25.493194580078125, "teacher_distance_mean": 0.8578296601772308, "valid_action_samples": 228.7, "weighted_auxiliary_loss": 0.004035785794258118, "weighted_relation_loss": 0.004035785794258118 }, { "action_query_batch_std": 0.38559211790561676, "action_query_norm": 42.790456771850586, "action_relation_loss": 0.004072371846996247, "auxiliary_loss_weight": 1.0, "epoch": 13.152478952291862, "flow_matching_loss": 0.03233886230736971, "grad_norm": 0.15359032154083252, "h_stock_valid_norm": 99.02014236450195, "invalid_tail_samples": 26.1, "learning_rate": 5.926618037548237e-05, "loss": 0.0364, "positive_teacher_pairs": 26323.2, "query_h_norm_ratio": 0.4321424633264542, "relation_loss": 0.004072371846996247, "selected_pairs": 26323.2, "step": 14060, "student_distance_mean": 25.563468742370606, "teacher_distance_mean": 0.8634540498256683, "valid_action_samples": 229.9, "weighted_auxiliary_loss": 0.004072371846996247, "weighted_relation_loss": 0.004072371846996247 }, { "action_query_batch_std": 0.3768066942691803, "action_query_norm": 42.75435218811035, "action_relation_loss": 0.004026155872270465, "auxiliary_loss_weight": 1.0, "epoch": 13.161833489242282, "flow_matching_loss": 0.03286741450428963, "grad_norm": 0.12555235624313354, "h_stock_valid_norm": 98.21523361206054, "invalid_tail_samples": 25.4, "learning_rate": 5.9212013834684824e-05, "loss": 0.0369, "positive_teacher_pairs": 26480.9, "query_h_norm_ratio": 0.43531774282455443, "relation_loss": 0.004026155872270465, "selected_pairs": 26480.9, "step": 14070, "student_distance_mean": 25.01300754547119, "teacher_distance_mean": 0.8470171868801117, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.004026155872270465, "weighted_relation_loss": 0.004026155872270465 }, { "action_query_batch_std": 0.37603531777858734, "action_query_norm": 42.76179428100586, "action_relation_loss": 0.004312229598872364, "auxiliary_loss_weight": 1.0, "epoch": 13.171188026192704, "flow_matching_loss": 0.03280347529798746, "grad_norm": 0.09593292325735092, "h_stock_valid_norm": 97.37412567138672, "invalid_tail_samples": 23.4, "learning_rate": 5.9157836100421824e-05, "loss": 0.0371, "positive_teacher_pairs": 26952.2, "query_h_norm_ratio": 0.4391545295715332, "relation_loss": 0.004312229598872364, "selected_pairs": 26952.2, "step": 14080, "student_distance_mean": 25.0602819442749, "teacher_distance_mean": 0.845092260837555, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.004312229598872364, "weighted_relation_loss": 0.004312229598872364 }, { "action_query_batch_std": 0.386503142118454, "action_query_norm": 42.79654884338379, "action_relation_loss": 0.004099552659317851, "auxiliary_loss_weight": 1.0, "epoch": 13.180542563143124, "flow_matching_loss": 0.03426348064094782, "grad_norm": 0.13383078575134277, "h_stock_valid_norm": 96.36313400268554, "invalid_tail_samples": 23.6, "learning_rate": 5.910364723852444e-05, "loss": 0.0384, "positive_teacher_pairs": 26897.0, "query_h_norm_ratio": 0.44412451088428495, "relation_loss": 0.004099552659317851, "selected_pairs": 26897.0, "step": 14090, "student_distance_mean": 25.624645042419434, "teacher_distance_mean": 0.8552297234535218, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.004099552659317851, "weighted_relation_loss": 0.004099552659317851 }, { "action_query_batch_std": 0.3813787639141083, "action_query_norm": 42.76907501220703, "action_relation_loss": 0.004003221984021366, "auxiliary_loss_weight": 1.0, "epoch": 13.189897100093546, "flow_matching_loss": 0.0332915335893631, "grad_norm": 0.1054699569940567, "h_stock_valid_norm": 96.10514831542969, "invalid_tail_samples": 25.2, "learning_rate": 5.904944731483723e-05, "loss": 0.0373, "positive_teacher_pairs": 26528.1, "query_h_norm_ratio": 0.44502730667591095, "relation_loss": 0.004003221984021366, "selected_pairs": 26528.1, "step": 14100, "student_distance_mean": 25.27428436279297, "teacher_distance_mean": 0.8526037573814392, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.004003221984021366, "weighted_relation_loss": 0.004003221984021366 }, { "action_query_batch_std": 0.37868200838565824, "action_query_norm": 42.75496826171875, "action_relation_loss": 0.004257587413303554, "auxiliary_loss_weight": 1.0, "epoch": 13.199251637043966, "flow_matching_loss": 0.03333237320184708, "grad_norm": 0.10687543451786041, "h_stock_valid_norm": 96.91015625, "invalid_tail_samples": 24.5, "learning_rate": 5.899523639521825e-05, "loss": 0.0376, "positive_teacher_pairs": 26693.0, "query_h_norm_ratio": 0.44118438065052035, "relation_loss": 0.004257587413303554, "selected_pairs": 26693.0, "step": 14110, "student_distance_mean": 25.10465431213379, "teacher_distance_mean": 0.8532336533069611, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.004257587413303554, "weighted_relation_loss": 0.004257587413303554 }, { "action_query_batch_std": 0.38077756464481355, "action_query_norm": 42.76925392150879, "action_relation_loss": 0.0041658304864540694, "auxiliary_loss_weight": 1.0, "epoch": 13.208606173994387, "flow_matching_loss": 0.03245426006615162, "grad_norm": 0.10679878294467926, "h_stock_valid_norm": 97.59395904541016, "invalid_tail_samples": 26.2, "learning_rate": 5.894101454553883e-05, "loss": 0.0366, "positive_teacher_pairs": 26299.5, "query_h_norm_ratio": 0.4382497161626816, "relation_loss": 0.0041658304864540694, "selected_pairs": 26299.5, "step": 14120, "student_distance_mean": 25.459918594360353, "teacher_distance_mean": 0.8592589855194092, "valid_action_samples": 229.8, "weighted_auxiliary_loss": 0.0041658304864540694, "weighted_relation_loss": 0.0041658304864540694 }, { "action_query_batch_std": 0.3838575303554535, "action_query_norm": 42.77010498046875, "action_relation_loss": 0.0040885205147787925, "auxiliary_loss_weight": 1.0, "epoch": 13.217960710944809, "flow_matching_loss": 0.03223901204764843, "grad_norm": 0.10472135245800018, "h_stock_valid_norm": 98.05609893798828, "invalid_tail_samples": 25.3, "learning_rate": 5.888678183168368e-05, "loss": 0.0363, "positive_teacher_pairs": 26503.4, "query_h_norm_ratio": 0.4361818015575409, "relation_loss": 0.0040885205147787925, "selected_pairs": 26503.4, "step": 14130, "student_distance_mean": 25.577071571350096, "teacher_distance_mean": 0.8589671432971955, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.0040885205147787925, "weighted_relation_loss": 0.0040885205147787925 }, { "action_query_batch_std": 0.38337860107421873, "action_query_norm": 42.754859161376956, "action_relation_loss": 0.004118054127320647, "auxiliary_loss_weight": 1.0, "epoch": 13.227315247895229, "flow_matching_loss": 0.031033811159431934, "grad_norm": 0.10442625731229782, "h_stock_valid_norm": 97.98768768310546, "invalid_tail_samples": 21.4, "learning_rate": 5.883253831955061e-05, "loss": 0.0352, "positive_teacher_pairs": 27409.9, "query_h_norm_ratio": 0.4363295018672943, "relation_loss": 0.004118054127320647, "selected_pairs": 27409.9, "step": 14140, "student_distance_mean": 25.421866607666015, "teacher_distance_mean": 0.8579809427261352, "valid_action_samples": 234.6, "weighted_auxiliary_loss": 0.004118054127320647, "weighted_relation_loss": 0.004118054127320647 }, { "action_query_batch_std": 0.3779803991317749, "action_query_norm": 42.7338623046875, "action_relation_loss": 0.003966820542700589, "auxiliary_loss_weight": 1.0, "epoch": 13.23666978484565, "flow_matching_loss": 0.03197895269840956, "grad_norm": 0.11208344995975494, "h_stock_valid_norm": 98.36881866455079, "invalid_tail_samples": 23.2, "learning_rate": 5.8778284075050625e-05, "loss": 0.0359, "positive_teacher_pairs": 26997.3, "query_h_norm_ratio": 0.4344289392232895, "relation_loss": 0.003966820542700589, "selected_pairs": 26997.3, "step": 14150, "student_distance_mean": 25.171656990051268, "teacher_distance_mean": 0.8586224734783172, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.003966820542700589, "weighted_relation_loss": 0.003966820542700589 }, { "action_query_batch_std": 0.3776886761188507, "action_query_norm": 42.7395736694336, "action_relation_loss": 0.004470288706943393, "auxiliary_loss_weight": 1.0, "epoch": 13.246024321796071, "flow_matching_loss": 0.03274149931967259, "grad_norm": 0.10639866441488266, "h_stock_valid_norm": 97.78124694824218, "invalid_tail_samples": 23.0, "learning_rate": 5.872401916410777e-05, "loss": 0.0372, "positive_teacher_pairs": 27043.7, "query_h_norm_ratio": 0.43709692656993865, "relation_loss": 0.004470288706943393, "selected_pairs": 27043.7, "step": 14160, "student_distance_mean": 25.049954986572267, "teacher_distance_mean": 0.8471593856811523, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.004470288706943393, "weighted_relation_loss": 0.004470288706943393 }, { "action_query_batch_std": 0.38502673208713534, "action_query_norm": 42.76173858642578, "action_relation_loss": 0.004009977495297789, "auxiliary_loss_weight": 1.0, "epoch": 13.255378858746493, "flow_matching_loss": 0.0316594410687685, "grad_norm": 0.1384436935186386, "h_stock_valid_norm": 97.99805068969727, "invalid_tail_samples": 22.0, "learning_rate": 5.8669743652659014e-05, "loss": 0.0357, "positive_teacher_pairs": 27269.7, "query_h_norm_ratio": 0.43636255860328677, "relation_loss": 0.004009977495297789, "selected_pairs": 27269.7, "step": 14170, "student_distance_mean": 25.634110260009766, "teacher_distance_mean": 0.8600100994110107, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.004009977495297789, "weighted_relation_loss": 0.004009977495297789 }, { "action_query_batch_std": 0.38096067905426023, "action_query_norm": 42.73626556396484, "action_relation_loss": 0.004017475433647633, "auxiliary_loss_weight": 1.0, "epoch": 13.264733395696913, "flow_matching_loss": 0.03140897229313851, "grad_norm": 0.14213702082633972, "h_stock_valid_norm": 98.42823791503906, "invalid_tail_samples": 24.0, "learning_rate": 5.86154576066542e-05, "loss": 0.0354, "positive_teacher_pairs": 26804.7, "query_h_norm_ratio": 0.4341930478811264, "relation_loss": 0.004017475433647633, "selected_pairs": 26804.7, "step": 14180, "student_distance_mean": 25.289954948425294, "teacher_distance_mean": 0.8556435346603394, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.004017475433647633, "weighted_relation_loss": 0.004017475433647633 }, { "action_query_batch_std": 0.3793018013238907, "action_query_norm": 42.71913795471191, "action_relation_loss": 0.00394107149913907, "auxiliary_loss_weight": 1.0, "epoch": 13.274087932647333, "flow_matching_loss": 0.029117189534008502, "grad_norm": 0.11626610904932022, "h_stock_valid_norm": 98.6286506652832, "invalid_tail_samples": 23.6, "learning_rate": 5.856116109205602e-05, "loss": 0.0331, "positive_teacher_pairs": 26897.6, "query_h_norm_ratio": 0.4331334620714188, "relation_loss": 0.00394107149913907, "selected_pairs": 26897.6, "step": 14190, "student_distance_mean": 25.097984313964844, "teacher_distance_mean": 0.8520578563213348, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.00394107149913907, "weighted_relation_loss": 0.00394107149913907 }, { "action_query_batch_std": 0.37503733932971955, "action_query_norm": 42.71057205200195, "action_relation_loss": 0.004146958515048027, "auxiliary_loss_weight": 1.0, "epoch": 13.283442469597755, "flow_matching_loss": 0.03134654480963946, "grad_norm": 0.12446996569633484, "h_stock_valid_norm": 98.00945205688477, "invalid_tail_samples": 23.1, "learning_rate": 5.850685417483983e-05, "loss": 0.0355, "positive_teacher_pairs": 27012.3, "query_h_norm_ratio": 0.4357862055301666, "relation_loss": 0.004146958515048027, "selected_pairs": 27012.3, "step": 14200, "student_distance_mean": 24.987438011169434, "teacher_distance_mean": 0.8457768499851227, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.004146958515048027, "weighted_relation_loss": 0.004146958515048027 }, { "action_query_batch_std": 0.38091819882392886, "action_query_norm": 42.74099617004394, "action_relation_loss": 0.004003863222897053, "auxiliary_loss_weight": 1.0, "epoch": 13.292797006548176, "flow_matching_loss": 0.030778749287128447, "grad_norm": 0.11883891373872757, "h_stock_valid_norm": 97.58223190307618, "invalid_tail_samples": 25.7, "learning_rate": 5.8452536920993684e-05, "loss": 0.0348, "positive_teacher_pairs": 26422.8, "query_h_norm_ratio": 0.4380041569471359, "relation_loss": 0.004003863222897053, "selected_pairs": 26422.8, "step": 14210, "student_distance_mean": 25.24767951965332, "teacher_distance_mean": 0.8572965562343597, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.004003863222897053, "weighted_relation_loss": 0.004003863222897053 }, { "action_query_batch_std": 0.3801877349615097, "action_query_norm": 42.74489860534668, "action_relation_loss": 0.00420987259130925, "auxiliary_loss_weight": 1.0, "epoch": 13.302151543498598, "flow_matching_loss": 0.0322278393432498, "grad_norm": 0.08719993382692337, "h_stock_valid_norm": 97.89405670166016, "invalid_tail_samples": 24.4, "learning_rate": 5.839820939651817e-05, "loss": 0.0364, "positive_teacher_pairs": 26709.5, "query_h_norm_ratio": 0.43664684891700745, "relation_loss": 0.00420987259130925, "selected_pairs": 26709.5, "step": 14220, "student_distance_mean": 25.229261207580567, "teacher_distance_mean": 0.852701872587204, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.00420987259130925, "weighted_relation_loss": 0.00420987259130925 }, { "action_query_batch_std": 0.37766164243221284, "action_query_norm": 42.73088111877441, "action_relation_loss": 0.003979831538163126, "auxiliary_loss_weight": 1.0, "epoch": 13.311506080449018, "flow_matching_loss": 0.032467514649033545, "grad_norm": 0.12443391978740692, "h_stock_valid_norm": 97.80407943725587, "invalid_tail_samples": 24.5, "learning_rate": 5.834387166742632e-05, "loss": 0.0364, "positive_teacher_pairs": 26697.4, "query_h_norm_ratio": 0.4369064956903458, "relation_loss": 0.003979831538163126, "selected_pairs": 26697.4, "step": 14230, "student_distance_mean": 25.12683982849121, "teacher_distance_mean": 0.850729787349701, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.003979831538163126, "weighted_relation_loss": 0.003979831538163126 }, { "action_query_batch_std": 0.37981181442737577, "action_query_norm": 42.72498893737793, "action_relation_loss": 0.003998309979215265, "auxiliary_loss_weight": 1.0, "epoch": 13.320860617399438, "flow_matching_loss": 0.030016250722110272, "grad_norm": 0.10045865178108215, "h_stock_valid_norm": 97.8248046875, "invalid_tail_samples": 24.7, "learning_rate": 5.828952379974364e-05, "loss": 0.034, "positive_teacher_pairs": 26657.5, "query_h_norm_ratio": 0.43675399422645567, "relation_loss": 0.003998309979215265, "selected_pairs": 26657.5, "step": 14240, "student_distance_mean": 25.30625686645508, "teacher_distance_mean": 0.8542163848876954, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.003998309979215265, "weighted_relation_loss": 0.003998309979215265 }, { "action_query_batch_std": 0.3819379866123199, "action_query_norm": 42.73861846923828, "action_relation_loss": 0.004075005208142102, "auxiliary_loss_weight": 1.0, "epoch": 13.33021515434986, "flow_matching_loss": 0.030907531082630158, "grad_norm": 0.10905834287405014, "h_stock_valid_norm": 98.00029525756835, "invalid_tail_samples": 23.0, "learning_rate": 5.8235165859507864e-05, "loss": 0.035, "positive_teacher_pairs": 27042.5, "query_h_norm_ratio": 0.4361088275909424, "relation_loss": 0.004075005208142102, "selected_pairs": 27042.5, "step": 14250, "student_distance_mean": 25.405790901184083, "teacher_distance_mean": 0.8556453645229339, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.004075005208142102, "weighted_relation_loss": 0.004075005208142102 }, { "action_query_batch_std": 0.3855930596590042, "action_query_norm": 42.73585586547851, "action_relation_loss": 0.0041948717553168535, "auxiliary_loss_weight": 1.0, "epoch": 13.33956969130028, "flow_matching_loss": 0.031395955197513106, "grad_norm": 0.10628332197666168, "h_stock_valid_norm": 97.70016403198242, "invalid_tail_samples": 24.4, "learning_rate": 5.818079791276907e-05, "loss": 0.0356, "positive_teacher_pairs": 26709.1, "query_h_norm_ratio": 0.43742395341396334, "relation_loss": 0.0041948717553168535, "selected_pairs": 26709.1, "step": 14260, "student_distance_mean": 25.578933906555175, "teacher_distance_mean": 0.8586938321590424, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.0041948717553168535, "weighted_relation_loss": 0.0041948717553168535 }, { "action_query_batch_std": 0.37838282287120817, "action_query_norm": 42.70005645751953, "action_relation_loss": 0.004068640223704278, "auxiliary_loss_weight": 1.0, "epoch": 13.348924228250702, "flow_matching_loss": 0.031901080161333084, "grad_norm": 0.12275238335132599, "h_stock_valid_norm": 97.85372543334961, "invalid_tail_samples": 26.0, "learning_rate": 5.8126420025589415e-05, "loss": 0.036, "positive_teacher_pairs": 26344.3, "query_h_norm_ratio": 0.43637046217918396, "relation_loss": 0.004068640223704278, "selected_pairs": 26344.3, "step": 14270, "student_distance_mean": 25.206419372558592, "teacher_distance_mean": 0.8525192081928253, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.004068640223704278, "weighted_relation_loss": 0.004068640223704278 }, { "action_query_batch_std": 0.37729853093624116, "action_query_norm": 42.704101181030275, "action_relation_loss": 0.004022977873682975, "auxiliary_loss_weight": 1.0, "epoch": 13.358278765201122, "flow_matching_loss": 0.02923886589705944, "grad_norm": 0.13244327902793884, "h_stock_valid_norm": 98.22992706298828, "invalid_tail_samples": 24.6, "learning_rate": 5.807203226404313e-05, "loss": 0.0333, "positive_teacher_pairs": 26672.0, "query_h_norm_ratio": 0.43473970890045166, "relation_loss": 0.004022977873682975, "selected_pairs": 26672.0, "step": 14280, "student_distance_mean": 24.985169219970704, "teacher_distance_mean": 0.8462829411029815, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.004022977873682975, "weighted_relation_loss": 0.004022977873682975 }, { "action_query_batch_std": 0.3776136487722397, "action_query_norm": 42.70916519165039, "action_relation_loss": 0.004014997463673353, "auxiliary_loss_weight": 1.0, "epoch": 13.367633302151544, "flow_matching_loss": 0.0310683423653245, "grad_norm": 0.09624037891626358, "h_stock_valid_norm": 99.73563690185547, "invalid_tail_samples": 23.8, "learning_rate": 5.801763469421652e-05, "loss": 0.0351, "positive_teacher_pairs": 26849.9, "query_h_norm_ratio": 0.42822823524475095, "relation_loss": 0.004014997463673353, "selected_pairs": 26849.9, "step": 14290, "student_distance_mean": 25.082570266723632, "teacher_distance_mean": 0.8513631343841552, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.004014997463673353, "weighted_relation_loss": 0.004014997463673353 }, { "action_query_batch_std": 0.38134126663208007, "action_query_norm": 42.723541259765625, "action_relation_loss": 0.004468635842204094, "auxiliary_loss_weight": 1.0, "epoch": 13.376987839101965, "flow_matching_loss": 0.031368482112884524, "grad_norm": 0.10387951135635376, "h_stock_valid_norm": 99.93121337890625, "invalid_tail_samples": 23.1, "learning_rate": 5.796322738220774e-05, "loss": 0.0358, "positive_teacher_pairs": 27014.1, "query_h_norm_ratio": 0.4275321692228317, "relation_loss": 0.004468635842204094, "selected_pairs": 27014.1, "step": 14300, "student_distance_mean": 25.312576293945312, "teacher_distance_mean": 0.8548417091369629, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.004468635842204094, "weighted_relation_loss": 0.004468635842204094 }, { "action_query_batch_std": 0.3796809196472168, "action_query_norm": 42.712622833251956, "action_relation_loss": 0.004080538754351437, "auxiliary_loss_weight": 1.0, "epoch": 13.386342376052385, "flow_matching_loss": 0.03111608773469925, "grad_norm": 0.096648208796978, "h_stock_valid_norm": 99.19405975341797, "invalid_tail_samples": 24.6, "learning_rate": 5.79088103941268e-05, "loss": 0.0352, "positive_teacher_pairs": 26665.7, "query_h_norm_ratio": 0.43061363101005556, "relation_loss": 0.004080538754351437, "selected_pairs": 26665.7, "step": 14310, "student_distance_mean": 25.286020278930664, "teacher_distance_mean": 0.8520420730113983, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.004080538754351437, "weighted_relation_loss": 0.004080538754351437 }, { "action_query_batch_std": 0.37261622250080106, "action_query_norm": 42.684204483032225, "action_relation_loss": 0.004340703622438014, "auxiliary_loss_weight": 1.0, "epoch": 13.395696913002807, "flow_matching_loss": 0.03226691409945488, "grad_norm": 0.10015710443258286, "h_stock_valid_norm": 98.01531753540038, "invalid_tail_samples": 25.4, "learning_rate": 5.785438379609549e-05, "loss": 0.0366, "positive_teacher_pairs": 26482.2, "query_h_norm_ratio": 0.4354881078004837, "relation_loss": 0.004340703622438014, "selected_pairs": 26482.2, "step": 14320, "student_distance_mean": 24.849166870117188, "teacher_distance_mean": 0.839301061630249, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.004340703622438014, "weighted_relation_loss": 0.004340703622438014 }, { "action_query_batch_std": 0.3824788600206375, "action_query_norm": 42.708247375488284, "action_relation_loss": 0.003923977166414261, "auxiliary_loss_weight": 1.0, "epoch": 13.405051449953227, "flow_matching_loss": 0.03368337024003267, "grad_norm": 0.10617858171463013, "h_stock_valid_norm": 98.32524108886719, "invalid_tail_samples": 24.8, "learning_rate": 5.779994765424724e-05, "loss": 0.0376, "positive_teacher_pairs": 26630.1, "query_h_norm_ratio": 0.43436438739299776, "relation_loss": 0.003923977166414261, "selected_pairs": 26630.1, "step": 14330, "student_distance_mean": 25.440981674194337, "teacher_distance_mean": 0.8602768898010253, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.003923977166414261, "weighted_relation_loss": 0.003923977166414261 }, { "action_query_batch_std": 0.3865474373102188, "action_query_norm": 42.72093238830566, "action_relation_loss": 0.0038760997587814925, "auxiliary_loss_weight": 1.0, "epoch": 13.414405986903649, "flow_matching_loss": 0.03179781176149845, "grad_norm": 0.10314846783876419, "h_stock_valid_norm": 98.9732681274414, "invalid_tail_samples": 25.1, "learning_rate": 5.7745502034727114e-05, "loss": 0.0357, "positive_teacher_pairs": 26548.8, "query_h_norm_ratio": 0.4316464692354202, "relation_loss": 0.0038760997587814925, "selected_pairs": 26548.8, "step": 14340, "student_distance_mean": 25.57351360321045, "teacher_distance_mean": 0.8622537851333618, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.0038760997587814925, "weighted_relation_loss": 0.0038760997587814925 }, { "action_query_batch_std": 0.37979419231414796, "action_query_norm": 42.69493141174316, "action_relation_loss": 0.004216834087856114, "auxiliary_loss_weight": 1.0, "epoch": 13.42376052385407, "flow_matching_loss": 0.034712385199964044, "grad_norm": 0.110391765832901, "h_stock_valid_norm": 98.51459274291992, "invalid_tail_samples": 23.8, "learning_rate": 5.769104700369164e-05, "loss": 0.0389, "positive_teacher_pairs": 26848.3, "query_h_norm_ratio": 0.4333968997001648, "relation_loss": 0.004216834087856114, "selected_pairs": 26848.3, "step": 14350, "student_distance_mean": 25.25127830505371, "teacher_distance_mean": 0.8480804145336152, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.004216834087856114, "weighted_relation_loss": 0.004216834087856114 }, { "action_query_batch_std": 0.3826272636651993, "action_query_norm": 42.70637512207031, "action_relation_loss": 0.004235544963739813, "auxiliary_loss_weight": 1.0, "epoch": 13.43311506080449, "flow_matching_loss": 0.03382822573184967, "grad_norm": 0.11889579892158508, "h_stock_valid_norm": 97.77967224121093, "invalid_tail_samples": 24.7, "learning_rate": 5.7636582627308854e-05, "loss": 0.0381, "positive_teacher_pairs": 26644.8, "query_h_norm_ratio": 0.43676767945289613, "relation_loss": 0.004235544963739813, "selected_pairs": 26644.8, "step": 14360, "student_distance_mean": 25.477202796936034, "teacher_distance_mean": 0.8597558081150055, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.004235544963739813, "weighted_relation_loss": 0.004235544963739813 }, { "action_query_batch_std": 0.3839752316474915, "action_query_norm": 42.7055248260498, "action_relation_loss": 0.004164799419231713, "auxiliary_loss_weight": 1.0, "epoch": 13.442469597754911, "flow_matching_loss": 0.03303837701678276, "grad_norm": 0.10501924902200699, "h_stock_valid_norm": 98.02240524291992, "invalid_tail_samples": 26.7, "learning_rate": 5.7582108971758095e-05, "loss": 0.0372, "positive_teacher_pairs": 26184.2, "query_h_norm_ratio": 0.4356755793094635, "relation_loss": 0.004164799419231713, "selected_pairs": 26184.2, "step": 14370, "student_distance_mean": 25.500958061218263, "teacher_distance_mean": 0.8574795246124267, "valid_action_samples": 229.3, "weighted_auxiliary_loss": 0.004164799419231713, "weighted_relation_loss": 0.004164799419231713 }, { "action_query_batch_std": 0.3795935809612274, "action_query_norm": 42.70065422058106, "action_relation_loss": 0.004111209115944803, "auxiliary_loss_weight": 1.0, "epoch": 13.451824134705332, "flow_matching_loss": 0.03267585299909115, "grad_norm": 0.09813182801008224, "h_stock_valid_norm": 98.53035430908203, "invalid_tail_samples": 24.0, "learning_rate": 5.752762610322999e-05, "loss": 0.0368, "positive_teacher_pairs": 26801.9, "query_h_norm_ratio": 0.4333785504102707, "relation_loss": 0.004111209115944803, "selected_pairs": 26801.9, "step": 14380, "student_distance_mean": 25.295620918273926, "teacher_distance_mean": 0.8519717991352082, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.004111209115944803, "weighted_relation_loss": 0.004111209115944803 }, { "action_query_batch_std": 0.37599282562732694, "action_query_norm": 42.67771110534668, "action_relation_loss": 0.004183194180950522, "auxiliary_loss_weight": 1.0, "epoch": 13.461178671655754, "flow_matching_loss": 0.030363604798913, "grad_norm": 0.11249705404043198, "h_stock_valid_norm": 98.98442077636719, "invalid_tail_samples": 24.3, "learning_rate": 5.747313408792636e-05, "loss": 0.0345, "positive_teacher_pairs": 26741.5, "query_h_norm_ratio": 0.4311590701341629, "relation_loss": 0.004183194180950522, "selected_pairs": 26741.5, "step": 14390, "student_distance_mean": 24.892357635498048, "teacher_distance_mean": 0.8407695353031158, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.004183194180950522, "weighted_relation_loss": 0.004183194180950522 }, { "action_query_batch_std": 0.37762676179409027, "action_query_norm": 42.682978820800784, "action_relation_loss": 0.004202794656157494, "auxiliary_loss_weight": 1.0, "epoch": 13.470533208606174, "flow_matching_loss": 0.03190798256546259, "grad_norm": 0.1257057785987854, "h_stock_valid_norm": 98.6835090637207, "invalid_tail_samples": 25.1, "learning_rate": 5.741863299206014e-05, "loss": 0.0361, "positive_teacher_pairs": 26550.0, "query_h_norm_ratio": 0.4325269490480423, "relation_loss": 0.004202794656157494, "selected_pairs": 26550.0, "step": 14400, "student_distance_mean": 25.171273040771485, "teacher_distance_mean": 0.8502983033657074, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.004202794656157494, "weighted_relation_loss": 0.004202794656157494 }, { "action_query_batch_std": 0.3814500838518143, "action_query_norm": 42.69129257202148, "action_relation_loss": 0.00409954315982759, "auxiliary_loss_weight": 1.0, "epoch": 13.479887745556596, "flow_matching_loss": 0.030109640769660474, "grad_norm": 0.11047481000423431, "h_stock_valid_norm": 98.32665252685547, "invalid_tail_samples": 24.2, "learning_rate": 5.73641228818553e-05, "loss": 0.0342, "positive_teacher_pairs": 26754.5, "query_h_norm_ratio": 0.4341865211725235, "relation_loss": 0.00409954315982759, "selected_pairs": 26754.5, "step": 14410, "student_distance_mean": 25.444074440002442, "teacher_distance_mean": 0.8600599825382232, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.00409954315982759, "weighted_relation_loss": 0.00409954315982759 }, { "action_query_batch_std": 0.3780610501766205, "action_query_norm": 42.68629531860351, "action_relation_loss": 0.004057821095921099, "auxiliary_loss_weight": 1.0, "epoch": 13.489242282507016, "flow_matching_loss": 0.031785582564771174, "grad_norm": 0.1210227832198143, "h_stock_valid_norm": 97.73602905273438, "invalid_tail_samples": 21.2, "learning_rate": 5.730960382354676e-05, "loss": 0.0358, "positive_teacher_pairs": 27454.1, "query_h_norm_ratio": 0.4367534339427948, "relation_loss": 0.004057821095921099, "selected_pairs": 27454.1, "step": 14420, "student_distance_mean": 25.128313636779787, "teacher_distance_mean": 0.8504867374897003, "valid_action_samples": 234.8, "weighted_auxiliary_loss": 0.004057821095921099, "weighted_relation_loss": 0.004057821095921099 }, { "action_query_batch_std": 0.3821741908788681, "action_query_norm": 42.70196266174317, "action_relation_loss": 0.004074286343529821, "auxiliary_loss_weight": 1.0, "epoch": 13.498596819457436, "flow_matching_loss": 0.03143173363059759, "grad_norm": 0.15481668710708618, "h_stock_valid_norm": 97.79127960205078, "invalid_tail_samples": 21.6, "learning_rate": 5.725507588338035e-05, "loss": 0.0355, "positive_teacher_pairs": 27368.8, "query_h_norm_ratio": 0.4366692274808884, "relation_loss": 0.004074286343529821, "selected_pairs": 27368.8, "step": 14430, "student_distance_mean": 25.548038673400878, "teacher_distance_mean": 0.8623886644840241, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.004074286343529821, "weighted_relation_loss": 0.004074286343529821 }, { "action_query_batch_std": 0.3798131436109543, "action_query_norm": 42.683570098876956, "action_relation_loss": 0.003951015323400498, "auxiliary_loss_weight": 1.0, "epoch": 13.507951356407858, "flow_matching_loss": 0.029779767245054246, "grad_norm": 0.1037169098854065, "h_stock_valid_norm": 98.17978210449219, "invalid_tail_samples": 22.4, "learning_rate": 5.7200539127612604e-05, "loss": 0.0337, "positive_teacher_pairs": 27182.5, "query_h_norm_ratio": 0.43475296795368196, "relation_loss": 0.003951015323400498, "selected_pairs": 27182.5, "step": 14440, "student_distance_mean": 25.293903160095216, "teacher_distance_mean": 0.8531279981136322, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.003951015323400498, "weighted_relation_loss": 0.003951015323400498 }, { "action_query_batch_std": 0.3766514629125595, "action_query_norm": 42.67123680114746, "action_relation_loss": 0.003948879218660295, "auxiliary_loss_weight": 1.0, "epoch": 13.517305893358278, "flow_matching_loss": 0.0320184376090765, "grad_norm": 0.12151330709457397, "h_stock_valid_norm": 98.4142692565918, "invalid_tail_samples": 22.9, "learning_rate": 5.714599362251087e-05, "loss": 0.036, "positive_teacher_pairs": 27060.6, "query_h_norm_ratio": 0.4335918664932251, "relation_loss": 0.003948879218660295, "selected_pairs": 27060.6, "step": 14450, "student_distance_mean": 25.05566120147705, "teacher_distance_mean": 0.8528855621814728, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.003948879218660295, "weighted_relation_loss": 0.003948879218660295 }, { "action_query_batch_std": 0.3829198688268661, "action_query_norm": 42.68204956054687, "action_relation_loss": 0.0040169295622035864, "auxiliary_loss_weight": 1.0, "epoch": 13.5266604303087, "flow_matching_loss": 0.032448678463697436, "grad_norm": 0.10354266315698624, "h_stock_valid_norm": 98.44103546142578, "invalid_tail_samples": 22.7, "learning_rate": 5.709143943435307e-05, "loss": 0.0365, "positive_teacher_pairs": 27106.4, "query_h_norm_ratio": 0.43358350694179537, "relation_loss": 0.0040169295622035864, "selected_pairs": 27106.4, "step": 14460, "student_distance_mean": 25.422306060791016, "teacher_distance_mean": 0.8628775477409363, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.0040169295622035864, "weighted_relation_loss": 0.0040169295622035864 }, { "action_query_batch_std": 0.3834658205509186, "action_query_norm": 42.682287979125974, "action_relation_loss": 0.0038932378869503737, "auxiliary_loss_weight": 1.0, "epoch": 13.53601496725912, "flow_matching_loss": 0.03007687013596296, "grad_norm": 0.10421936213970184, "h_stock_valid_norm": 98.36843032836914, "invalid_tail_samples": 24.7, "learning_rate": 5.7036876629427646e-05, "loss": 0.034, "positive_teacher_pairs": 26642.5, "query_h_norm_ratio": 0.4339043617248535, "relation_loss": 0.0038932378869503737, "selected_pairs": 26642.5, "step": 14470, "student_distance_mean": 25.492753410339354, "teacher_distance_mean": 0.8593600571155549, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.0038932378869503737, "weighted_relation_loss": 0.0038932378869503737 }, { "action_query_batch_std": 0.38351736664772035, "action_query_norm": 42.67696342468262, "action_relation_loss": 0.0038440991193056107, "auxiliary_loss_weight": 1.0, "epoch": 13.545369504209543, "flow_matching_loss": 0.03014751337468624, "grad_norm": 0.1356639564037323, "h_stock_valid_norm": 98.39685668945313, "invalid_tail_samples": 23.7, "learning_rate": 5.698230527403361e-05, "loss": 0.034, "positive_teacher_pairs": 26872.1, "query_h_norm_ratio": 0.43372493982315063, "relation_loss": 0.0038440991193056107, "selected_pairs": 26872.1, "step": 14480, "student_distance_mean": 25.485217094421387, "teacher_distance_mean": 0.8605400860309601, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0038440991193056107, "weighted_relation_loss": 0.0038440991193056107 }, { "action_query_batch_std": 0.37463952600955963, "action_query_norm": 42.64250144958496, "action_relation_loss": 0.004076963709667325, "auxiliary_loss_weight": 1.0, "epoch": 13.554724041159963, "flow_matching_loss": 0.03210950512439013, "grad_norm": 0.11694351583719254, "h_stock_valid_norm": 98.84956665039063, "invalid_tail_samples": 25.4, "learning_rate": 5.6927725434480274e-05, "loss": 0.0362, "positive_teacher_pairs": 26482.2, "query_h_norm_ratio": 0.43139185905456545, "relation_loss": 0.004076963709667325, "selected_pairs": 26482.2, "step": 14490, "student_distance_mean": 24.947858238220213, "teacher_distance_mean": 0.8495809257030487, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.004076963709667325, "weighted_relation_loss": 0.004076963709667325 }, { "action_query_batch_std": 0.38157479763031005, "action_query_norm": 42.66764907836914, "action_relation_loss": 0.004160483949817717, "auxiliary_loss_weight": 1.0, "epoch": 13.564078578110383, "flow_matching_loss": 0.029674748331308363, "grad_norm": 0.1092299073934555, "h_stock_valid_norm": 98.92423477172852, "invalid_tail_samples": 25.2, "learning_rate": 5.687313717708728e-05, "loss": 0.0338, "positive_teacher_pairs": 26522.0, "query_h_norm_ratio": 0.4313198536634445, "relation_loss": 0.004160483949817717, "selected_pairs": 26522.0, "step": 14500, "student_distance_mean": 25.370611000061036, "teacher_distance_mean": 0.860386210680008, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.004160483949817717, "weighted_relation_loss": 0.004160483949817717 }, { "action_query_batch_std": 0.37932281494140624, "action_query_norm": 42.666849517822264, "action_relation_loss": 0.004165376536548138, "auxiliary_loss_weight": 1.0, "epoch": 13.573433115060805, "flow_matching_loss": 0.03020363375544548, "grad_norm": 0.13909998536109924, "h_stock_valid_norm": 98.46456451416016, "invalid_tail_samples": 23.5, "learning_rate": 5.681854056818453e-05, "loss": 0.0344, "positive_teacher_pairs": 26919.3, "query_h_norm_ratio": 0.4333244293928146, "relation_loss": 0.004165376536548138, "selected_pairs": 26919.3, "step": 14510, "student_distance_mean": 25.335009384155274, "teacher_distance_mean": 0.8555406391620636, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.004165376536548138, "weighted_relation_loss": 0.004165376536548138 }, { "action_query_batch_std": 0.3799301773309708, "action_query_norm": 42.65462455749512, "action_relation_loss": 0.004016415914520621, "auxiliary_loss_weight": 1.0, "epoch": 13.582787652011225, "flow_matching_loss": 0.031078390963375568, "grad_norm": 0.11400794982910156, "h_stock_valid_norm": 98.1261085510254, "invalid_tail_samples": 21.1, "learning_rate": 5.676393567411205e-05, "loss": 0.0351, "positive_teacher_pairs": 27484.0, "query_h_norm_ratio": 0.4346974313259125, "relation_loss": 0.004016415914520621, "selected_pairs": 27484.0, "step": 14520, "student_distance_mean": 25.166683387756347, "teacher_distance_mean": 0.85482457280159, "valid_action_samples": 234.9, "weighted_auxiliary_loss": 0.004016415914520621, "weighted_relation_loss": 0.004016415914520621 }, { "action_query_batch_std": 0.37952964305877684, "action_query_norm": 42.65754280090332, "action_relation_loss": 0.00393968285061419, "auxiliary_loss_weight": 1.0, "epoch": 13.592142188961647, "flow_matching_loss": 0.03162710219621658, "grad_norm": 0.11953730881214142, "h_stock_valid_norm": 98.11834487915038, "invalid_tail_samples": 23.4, "learning_rate": 5.670932256121991e-05, "loss": 0.0356, "positive_teacher_pairs": 26943.1, "query_h_norm_ratio": 0.4347583055496216, "relation_loss": 0.00393968285061419, "selected_pairs": 26943.1, "step": 14530, "student_distance_mean": 25.13713550567627, "teacher_distance_mean": 0.8541157066822052, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.00393968285061419, "weighted_relation_loss": 0.00393968285061419 }, { "action_query_batch_std": 0.3790106028318405, "action_query_norm": 42.65063972473145, "action_relation_loss": 0.003866756893694401, "auxiliary_loss_weight": 1.0, "epoch": 13.601496725912067, "flow_matching_loss": 0.03185644615441561, "grad_norm": 0.1145930215716362, "h_stock_valid_norm": 97.69853591918945, "invalid_tail_samples": 23.2, "learning_rate": 5.6654701295868216e-05, "loss": 0.0357, "positive_teacher_pairs": 26988.0, "query_h_norm_ratio": 0.4365565270185471, "relation_loss": 0.003866756893694401, "selected_pairs": 26988.0, "step": 14540, "student_distance_mean": 25.18355484008789, "teacher_distance_mean": 0.8585104525089264, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.003866756893694401, "weighted_relation_loss": 0.003866756893694401 }, { "action_query_batch_std": 0.37690978646278384, "action_query_norm": 42.64102973937988, "action_relation_loss": 0.0038906377973034977, "auxiliary_loss_weight": 1.0, "epoch": 13.610851262862488, "flow_matching_loss": 0.031087880954146385, "grad_norm": 0.10554026812314987, "h_stock_valid_norm": 97.69451293945312, "invalid_tail_samples": 23.5, "learning_rate": 5.660007194442697e-05, "loss": 0.035, "positive_teacher_pairs": 26924.0, "query_h_norm_ratio": 0.43647532165050507, "relation_loss": 0.0038906377973034977, "selected_pairs": 26924.0, "step": 14550, "student_distance_mean": 24.92318935394287, "teacher_distance_mean": 0.8512810289859771, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0038906377973034977, "weighted_relation_loss": 0.0038906377973034977 }, { "action_query_batch_std": 0.3765942543745041, "action_query_norm": 42.6277214050293, "action_relation_loss": 0.004008318902924657, "auxiliary_loss_weight": 1.0, "epoch": 13.62020579981291, "flow_matching_loss": 0.0319825304672122, "grad_norm": 0.11054299771785736, "h_stock_valid_norm": 97.5965560913086, "invalid_tail_samples": 21.6, "learning_rate": 5.6545434573275946e-05, "loss": 0.036, "positive_teacher_pairs": 27361.7, "query_h_norm_ratio": 0.4367784678936005, "relation_loss": 0.004008318902924657, "selected_pairs": 27361.7, "step": 14560, "student_distance_mean": 24.84796600341797, "teacher_distance_mean": 0.8415048301219941, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.004008318902924657, "weighted_relation_loss": 0.004008318902924657 }, { "action_query_batch_std": 0.38142114579677583, "action_query_norm": 42.64916877746582, "action_relation_loss": 0.0039009607164189218, "auxiliary_loss_weight": 1.0, "epoch": 13.62956033676333, "flow_matching_loss": 0.03146727755665779, "grad_norm": 0.09810826182365417, "h_stock_valid_norm": 97.83719940185547, "invalid_tail_samples": 22.9, "learning_rate": 5.649078924880472e-05, "loss": 0.0354, "positive_teacher_pairs": 27062.5, "query_h_norm_ratio": 0.4359233617782593, "relation_loss": 0.0039009607164189218, "selected_pairs": 27062.5, "step": 14570, "student_distance_mean": 25.34578800201416, "teacher_distance_mean": 0.8600736439228058, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.0039009607164189218, "weighted_relation_loss": 0.0039009607164189218 }, { "action_query_batch_std": 0.383009535074234, "action_query_norm": 42.653992080688475, "action_relation_loss": 0.003910104208625853, "auxiliary_loss_weight": 1.0, "epoch": 13.638914873713752, "flow_matching_loss": 0.02950845118612051, "grad_norm": 0.09993851184844971, "h_stock_valid_norm": 98.27425918579101, "invalid_tail_samples": 24.0, "learning_rate": 5.643613603741252e-05, "loss": 0.0334, "positive_teacher_pairs": 26802.0, "query_h_norm_ratio": 0.4340342223644257, "relation_loss": 0.003910104208625853, "selected_pairs": 26802.0, "step": 14580, "student_distance_mean": 25.38444881439209, "teacher_distance_mean": 0.8629280030727386, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.003910104208625853, "weighted_relation_loss": 0.003910104208625853 }, { "action_query_batch_std": 0.38184078633785246, "action_query_norm": 42.64446792602539, "action_relation_loss": 0.004019231698475778, "auxiliary_loss_weight": 1.0, "epoch": 13.648269410664172, "flow_matching_loss": 0.03277768604457378, "grad_norm": 0.09755215793848038, "h_stock_valid_norm": 98.4427490234375, "invalid_tail_samples": 24.5, "learning_rate": 5.6381475005508154e-05, "loss": 0.0368, "positive_teacher_pairs": 26687.4, "query_h_norm_ratio": 0.43319287002086637, "relation_loss": 0.004019231698475778, "selected_pairs": 26687.4, "step": 14590, "student_distance_mean": 25.263082695007324, "teacher_distance_mean": 0.8615807473659516, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.004019231698475778, "weighted_relation_loss": 0.004019231698475778 }, { "action_query_batch_std": 0.373286646604538, "action_query_norm": 42.60293083190918, "action_relation_loss": 0.004146040882915258, "auxiliary_loss_weight": 1.0, "epoch": 13.657623947614592, "flow_matching_loss": 0.030308989994227886, "grad_norm": 0.10432425886392593, "h_stock_valid_norm": 98.1406967163086, "invalid_tail_samples": 24.9, "learning_rate": 5.632680621950992e-05, "loss": 0.0345, "positive_teacher_pairs": 26598.0, "query_h_norm_ratio": 0.4341027945280075, "relation_loss": 0.004146040882915258, "selected_pairs": 26598.0, "step": 14600, "student_distance_mean": 24.8875, "teacher_distance_mean": 0.8482327103614807, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.004146040882915258, "weighted_relation_loss": 0.004146040882915258 }, { "action_query_batch_std": 0.3759860426187515, "action_query_norm": 42.61272621154785, "action_relation_loss": 0.003944731596857309, "auxiliary_loss_weight": 1.0, "epoch": 13.666978484565014, "flow_matching_loss": 0.030049571953713893, "grad_norm": 0.09735627472400665, "h_stock_valid_norm": 97.96486968994141, "invalid_tail_samples": 25.6, "learning_rate": 5.627212974584555e-05, "loss": 0.034, "positive_teacher_pairs": 26434.8, "query_h_norm_ratio": 0.4349824607372284, "relation_loss": 0.003944731596857309, "selected_pairs": 26434.8, "step": 14610, "student_distance_mean": 24.964314651489257, "teacher_distance_mean": 0.8542099952697754, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.003944731596857309, "weighted_relation_loss": 0.003944731596857309 }, { "action_query_batch_std": 0.37219436168670655, "action_query_norm": 42.59302406311035, "action_relation_loss": 0.004019083664752543, "auxiliary_loss_weight": 1.0, "epoch": 13.676333021515434, "flow_matching_loss": 0.030325566232204438, "grad_norm": 0.11117154359817505, "h_stock_valid_norm": 98.1593147277832, "invalid_tail_samples": 24.4, "learning_rate": 5.62174456509521e-05, "loss": 0.0343, "positive_teacher_pairs": 26718.9, "query_h_norm_ratio": 0.43392190635204314, "relation_loss": 0.004019083664752543, "selected_pairs": 26718.9, "step": 14620, "student_distance_mean": 24.763465881347656, "teacher_distance_mean": 0.8434093952178955, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.004019083664752543, "weighted_relation_loss": 0.004019083664752543 }, { "action_query_batch_std": 0.37571848928928375, "action_query_norm": 42.61058082580566, "action_relation_loss": 0.004104083520360291, "auxiliary_loss_weight": 1.0, "epoch": 13.685687558465856, "flow_matching_loss": 0.031726916506886485, "grad_norm": 0.09356170147657394, "h_stock_valid_norm": 97.78594131469727, "invalid_tail_samples": 24.1, "learning_rate": 5.616275400127594e-05, "loss": 0.0358, "positive_teacher_pairs": 26794.1, "query_h_norm_ratio": 0.4357563227415085, "relation_loss": 0.004104083520360291, "selected_pairs": 26794.1, "step": 14630, "student_distance_mean": 24.978462791442873, "teacher_distance_mean": 0.8515236794948577, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.004104083520360291, "weighted_relation_loss": 0.004104083520360291 }, { "action_query_batch_std": 0.37627215385437013, "action_query_norm": 42.60231513977051, "action_relation_loss": 0.00401496971026063, "auxiliary_loss_weight": 1.0, "epoch": 13.695042095416277, "flow_matching_loss": 0.029418940469622613, "grad_norm": 0.10300067812204361, "h_stock_valid_norm": 97.84515228271485, "invalid_tail_samples": 23.0, "learning_rate": 5.610805486327254e-05, "loss": 0.0334, "positive_teacher_pairs": 27032.2, "query_h_norm_ratio": 0.43540928363800047, "relation_loss": 0.00401496971026063, "selected_pairs": 27032.2, "step": 14640, "student_distance_mean": 24.994792556762697, "teacher_distance_mean": 0.8551907241344452, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.00401496971026063, "weighted_relation_loss": 0.00401496971026063 }, { "action_query_batch_std": 0.37932526469230654, "action_query_norm": 42.6189826965332, "action_relation_loss": 0.00405665363650769, "auxiliary_loss_weight": 1.0, "epoch": 13.704396632366699, "flow_matching_loss": 0.033020464889705184, "grad_norm": 0.1314639002084732, "h_stock_valid_norm": 98.41036834716797, "invalid_tail_samples": 21.0, "learning_rate": 5.6053348303406536e-05, "loss": 0.0371, "positive_teacher_pairs": 27504.2, "query_h_norm_ratio": 0.43307665884494784, "relation_loss": 0.00405665363650769, "selected_pairs": 27504.2, "step": 14650, "student_distance_mean": 25.20284538269043, "teacher_distance_mean": 0.861364483833313, "valid_action_samples": 235.0, "weighted_auxiliary_loss": 0.00405665363650769, "weighted_relation_loss": 0.00405665363650769 }, { "action_query_batch_std": 0.37175511121749877, "action_query_norm": 42.582458114624025, "action_relation_loss": 0.004049248597584665, "auxiliary_loss_weight": 1.0, "epoch": 13.713751169317119, "flow_matching_loss": 0.031564096361398696, "grad_norm": 0.15771202743053436, "h_stock_valid_norm": 98.43310546875, "invalid_tail_samples": 23.4, "learning_rate": 5.599863438815156e-05, "loss": 0.0356, "positive_teacher_pairs": 26939.2, "query_h_norm_ratio": 0.4326076239347458, "relation_loss": 0.004049248597584665, "selected_pairs": 26939.2, "step": 14660, "student_distance_mean": 24.69018383026123, "teacher_distance_mean": 0.840383893251419, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.004049248597584665, "weighted_relation_loss": 0.004049248597584665 }, { "action_query_batch_std": 0.3808782160282135, "action_query_norm": 42.62172660827637, "action_relation_loss": 0.004063699650578201, "auxiliary_loss_weight": 1.0, "epoch": 13.723105706267539, "flow_matching_loss": 0.029690783470869064, "grad_norm": 0.11626261472702026, "h_stock_valid_norm": 99.02395095825196, "invalid_tail_samples": 25.3, "learning_rate": 5.594391318399017e-05, "loss": 0.0338, "positive_teacher_pairs": 26504.1, "query_h_norm_ratio": 0.4304227650165558, "relation_loss": 0.004063699650578201, "selected_pairs": 26504.1, "step": 14670, "student_distance_mean": 25.30157470703125, "teacher_distance_mean": 0.8638604760169983, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.004063699650578201, "weighted_relation_loss": 0.004063699650578201 }, { "action_query_batch_std": 0.3790983557701111, "action_query_norm": 42.621184539794925, "action_relation_loss": 0.003950757184065878, "auxiliary_loss_weight": 1.0, "epoch": 13.732460243217961, "flow_matching_loss": 0.03215807303786278, "grad_norm": 0.1063510999083519, "h_stock_valid_norm": 98.53468170166016, "invalid_tail_samples": 21.8, "learning_rate": 5.588918475741377e-05, "loss": 0.0361, "positive_teacher_pairs": 27316.3, "query_h_norm_ratio": 0.43255439698696135, "relation_loss": 0.003950757184065878, "selected_pairs": 27316.3, "step": 14680, "student_distance_mean": 25.16148433685303, "teacher_distance_mean": 0.8576387822628021, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.003950757184065878, "weighted_relation_loss": 0.003950757184065878 }, { "action_query_batch_std": 0.3769588083028793, "action_query_norm": 42.60458679199219, "action_relation_loss": 0.003871488617733121, "auxiliary_loss_weight": 1.0, "epoch": 13.741814780168381, "flow_matching_loss": 0.03127317186444998, "grad_norm": 0.11357185989618301, "h_stock_valid_norm": 98.3705841064453, "invalid_tail_samples": 26.1, "learning_rate": 5.5834449174922586e-05, "loss": 0.0351, "positive_teacher_pairs": 26320.7, "query_h_norm_ratio": 0.43310761749744414, "relation_loss": 0.003871488617733121, "selected_pairs": 26320.7, "step": 14690, "student_distance_mean": 25.220956230163573, "teacher_distance_mean": 0.85689976811409, "valid_action_samples": 229.9, "weighted_auxiliary_loss": 0.003871488617733121, "weighted_relation_loss": 0.003871488617733121 }, { "action_query_batch_std": 0.3815200746059418, "action_query_norm": 42.62214279174805, "action_relation_loss": 0.0037895274348556996, "auxiliary_loss_weight": 1.0, "epoch": 13.751169317118803, "flow_matching_loss": 0.029440901055932046, "grad_norm": 0.12246867269277573, "h_stock_valid_norm": 98.15327758789063, "invalid_tail_samples": 23.7, "learning_rate": 5.57797065030255e-05, "loss": 0.0332, "positive_teacher_pairs": 26871.1, "query_h_norm_ratio": 0.43424144089221955, "relation_loss": 0.0037895274348556996, "selected_pairs": 26871.1, "step": 14700, "student_distance_mean": 25.382252883911132, "teacher_distance_mean": 0.8647200524806976, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0037895274348556996, "weighted_relation_loss": 0.0037895274348556996 }, { "action_query_batch_std": 0.3721540838479996, "action_query_norm": 42.58729019165039, "action_relation_loss": 0.003952292213216424, "auxiliary_loss_weight": 1.0, "epoch": 13.760523854069223, "flow_matching_loss": 0.03267661016434431, "grad_norm": 0.11211976408958435, "h_stock_valid_norm": 98.22600402832032, "invalid_tail_samples": 22.5, "learning_rate": 5.5724956808240016e-05, "loss": 0.0366, "positive_teacher_pairs": 27149.8, "query_h_norm_ratio": 0.4335668355226517, "relation_loss": 0.003952292213216424, "selected_pairs": 27149.8, "step": 14710, "student_distance_mean": 24.779401969909667, "teacher_distance_mean": 0.8489523470401764, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.003952292213216424, "weighted_relation_loss": 0.003952292213216424 }, { "action_query_batch_std": 0.3759277492761612, "action_query_norm": 42.59279518127441, "action_relation_loss": 0.0038116085110232235, "auxiliary_loss_weight": 1.0, "epoch": 13.769878391019645, "flow_matching_loss": 0.030717653408646583, "grad_norm": 0.08346795290708542, "h_stock_valid_norm": 98.5160140991211, "invalid_tail_samples": 22.2, "learning_rate": 5.567020015709219e-05, "loss": 0.0345, "positive_teacher_pairs": 27228.4, "query_h_norm_ratio": 0.4323477476835251, "relation_loss": 0.0038116085110232235, "selected_pairs": 27228.4, "step": 14720, "student_distance_mean": 24.974997901916502, "teacher_distance_mean": 0.8592362225055694, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.0038116085110232235, "weighted_relation_loss": 0.0038116085110232235 }, { "action_query_batch_std": 0.3796753823757172, "action_query_norm": 42.60310516357422, "action_relation_loss": 0.004057801514863968, "auxiliary_loss_weight": 1.0, "epoch": 13.779232927970066, "flow_matching_loss": 0.029841978475451468, "grad_norm": 0.07770033925771713, "h_stock_valid_norm": 98.55707626342773, "invalid_tail_samples": 20.2, "learning_rate": 5.561543661611649e-05, "loss": 0.0339, "positive_teacher_pairs": 27686.0, "query_h_norm_ratio": 0.4322720915079117, "relation_loss": 0.004057801514863968, "selected_pairs": 27686.0, "step": 14730, "student_distance_mean": 25.131147956848146, "teacher_distance_mean": 0.8588516235351562, "valid_action_samples": 235.8, "weighted_auxiliary_loss": 0.004057801514863968, "weighted_relation_loss": 0.004057801514863968 }, { "action_query_batch_std": 0.3740797996520996, "action_query_norm": 42.58620948791504, "action_relation_loss": 0.004044030955992639, "auxiliary_loss_weight": 1.0, "epoch": 13.788587464920486, "flow_matching_loss": 0.03149729706346989, "grad_norm": 0.09370347112417221, "h_stock_valid_norm": 98.34171829223632, "invalid_tail_samples": 21.2, "learning_rate": 5.556066625185583e-05, "loss": 0.0355, "positive_teacher_pairs": 27458.2, "query_h_norm_ratio": 0.43304415941238406, "relation_loss": 0.004044030955992639, "selected_pairs": 27458.2, "step": 14740, "student_distance_mean": 24.905390357971193, "teacher_distance_mean": 0.848674887418747, "valid_action_samples": 234.8, "weighted_auxiliary_loss": 0.004044030955992639, "weighted_relation_loss": 0.004044030955992639 }, { "action_query_batch_std": 0.37883247137069703, "action_query_norm": 42.59980773925781, "action_relation_loss": 0.0038074547657743095, "auxiliary_loss_weight": 1.0, "epoch": 13.797942001870908, "flow_matching_loss": 0.03235530722886324, "grad_norm": 0.0991986021399498, "h_stock_valid_norm": 97.84059295654296, "invalid_tail_samples": 22.9, "learning_rate": 5.550588913086131e-05, "loss": 0.0362, "positive_teacher_pairs": 27069.3, "query_h_norm_ratio": 0.4354031324386597, "relation_loss": 0.0038074547657743095, "selected_pairs": 27069.3, "step": 14750, "student_distance_mean": 25.199827575683592, "teacher_distance_mean": 0.8612845838069916, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.0038074547657743095, "weighted_relation_loss": 0.0038074547657743095 }, { "action_query_batch_std": 0.3810226798057556, "action_query_norm": 42.614342498779294, "action_relation_loss": 0.003751996858045459, "auxiliary_loss_weight": 1.0, "epoch": 13.807296538821328, "flow_matching_loss": 0.03016116227954626, "grad_norm": 0.10166782885789871, "h_stock_valid_norm": 97.74458236694336, "invalid_tail_samples": 21.2, "learning_rate": 5.545110531969234e-05, "loss": 0.0339, "positive_teacher_pairs": 27461.8, "query_h_norm_ratio": 0.4359781086444855, "relation_loss": 0.003751996858045459, "selected_pairs": 27461.8, "step": 14760, "student_distance_mean": 25.263583183288574, "teacher_distance_mean": 0.8621920943260193, "valid_action_samples": 234.8, "weighted_auxiliary_loss": 0.003751996858045459, "weighted_relation_loss": 0.003751996858045459 }, { "action_query_batch_std": 0.37570456564426424, "action_query_norm": 42.57607231140137, "action_relation_loss": 0.004004336893558502, "auxiliary_loss_weight": 1.0, "epoch": 13.81665107577175, "flow_matching_loss": 0.031115610525012015, "grad_norm": 0.1389419436454773, "h_stock_valid_norm": 98.10414123535156, "invalid_tail_samples": 23.2, "learning_rate": 5.539631488491641e-05, "loss": 0.0351, "positive_teacher_pairs": 26993.7, "query_h_norm_ratio": 0.4339912384748459, "relation_loss": 0.004004336893558502, "selected_pairs": 26993.7, "step": 14770, "student_distance_mean": 24.979058456420898, "teacher_distance_mean": 0.8523908197879791, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.004004336893558502, "weighted_relation_loss": 0.004004336893558502 }, { "action_query_batch_std": 0.3802566736936569, "action_query_norm": 42.60743408203125, "action_relation_loss": 0.0038948662113398314, "auxiliary_loss_weight": 1.0, "epoch": 13.82600561272217, "flow_matching_loss": 0.030662106536328792, "grad_norm": 0.1275985985994339, "h_stock_valid_norm": 98.98101272583008, "invalid_tail_samples": 25.3, "learning_rate": 5.534151789310904e-05, "loss": 0.0346, "positive_teacher_pairs": 26510.3, "query_h_norm_ratio": 0.43046708405017853, "relation_loss": 0.0038948662113398314, "selected_pairs": 26510.3, "step": 14780, "student_distance_mean": 25.332583236694337, "teacher_distance_mean": 0.863664448261261, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.0038948662113398314, "weighted_relation_loss": 0.0038948662113398314 }, { "action_query_batch_std": 0.37853777706623076, "action_query_norm": 42.59979133605957, "action_relation_loss": 0.0037488064263015985, "auxiliary_loss_weight": 1.0, "epoch": 13.83536014967259, "flow_matching_loss": 0.02756661232560873, "grad_norm": 0.09878414869308472, "h_stock_valid_norm": 98.94254913330079, "invalid_tail_samples": 23.4, "learning_rate": 5.528671441085376e-05, "loss": 0.0313, "positive_teacher_pairs": 26941.6, "query_h_norm_ratio": 0.43055263459682463, "relation_loss": 0.0037488064263015985, "selected_pairs": 26941.6, "step": 14790, "student_distance_mean": 25.21862335205078, "teacher_distance_mean": 0.8639601349830628, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.0037488064263015985, "weighted_relation_loss": 0.0037488064263015985 }, { "action_query_batch_std": 0.3723936527967453, "action_query_norm": 42.561055755615236, "action_relation_loss": 0.003978298138827085, "auxiliary_loss_weight": 1.0, "epoch": 13.844714686623012, "flow_matching_loss": 0.031547082029283045, "grad_norm": 0.10471809655427933, "h_stock_valid_norm": 98.35230178833008, "invalid_tail_samples": 26.5, "learning_rate": 5.523190450474197e-05, "loss": 0.0355, "positive_teacher_pairs": 26224.5, "query_h_norm_ratio": 0.43274675607681273, "relation_loss": 0.003978298138827085, "selected_pairs": 26224.5, "step": 14800, "student_distance_mean": 24.821535873413087, "teacher_distance_mean": 0.8483813583850861, "valid_action_samples": 229.5, "weighted_auxiliary_loss": 0.003978298138827085, "weighted_relation_loss": 0.003978298138827085 }, { "action_query_batch_std": 0.3723214894533157, "action_query_norm": 42.55824775695801, "action_relation_loss": 0.004019342921674251, "auxiliary_loss_weight": 1.0, "epoch": 13.854069223573433, "flow_matching_loss": 0.03427289333194494, "grad_norm": 0.11025163531303406, "h_stock_valid_norm": 97.74595108032227, "invalid_tail_samples": 22.5, "learning_rate": 5.5177088241372865e-05, "loss": 0.0383, "positive_teacher_pairs": 27159.1, "query_h_norm_ratio": 0.4353994369506836, "relation_loss": 0.004019342921674251, "selected_pairs": 27159.1, "step": 14810, "student_distance_mean": 24.758850288391113, "teacher_distance_mean": 0.848833966255188, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.004019342921674251, "weighted_relation_loss": 0.004019342921674251 }, { "action_query_batch_std": 0.37651177048683165, "action_query_norm": 42.57557907104492, "action_relation_loss": 0.003876620624214411, "auxiliary_loss_weight": 1.0, "epoch": 13.863423760523855, "flow_matching_loss": 0.029324555583298207, "grad_norm": 0.10211648792028427, "h_stock_valid_norm": 97.37941131591796, "invalid_tail_samples": 24.9, "learning_rate": 5.512226568735338e-05, "loss": 0.0332, "positive_teacher_pairs": 26596.8, "query_h_norm_ratio": 0.43721606731414797, "relation_loss": 0.003876620624214411, "selected_pairs": 26596.8, "step": 14820, "student_distance_mean": 24.96623992919922, "teacher_distance_mean": 0.8592183470726014, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.003876620624214411, "weighted_relation_loss": 0.003876620624214411 }, { "action_query_batch_std": 0.3771675914525986, "action_query_norm": 42.57594108581543, "action_relation_loss": 0.004052728624083101, "auxiliary_loss_weight": 1.0, "epoch": 13.872778297474275, "flow_matching_loss": 0.030926693230867386, "grad_norm": 0.09719010442495346, "h_stock_valid_norm": 97.44964370727538, "invalid_tail_samples": 24.9, "learning_rate": 5.506743690929809e-05, "loss": 0.035, "positive_teacher_pairs": 26601.5, "query_h_norm_ratio": 0.43690593242645265, "relation_loss": 0.004052728624083101, "selected_pairs": 26601.5, "step": 14830, "student_distance_mean": 25.126014518737794, "teacher_distance_mean": 0.8555382311344146, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.004052728624083101, "weighted_relation_loss": 0.004052728624083101 }, { "action_query_batch_std": 0.3777851939201355, "action_query_norm": 42.58783073425293, "action_relation_loss": 0.0038898608181625605, "auxiliary_loss_weight": 1.0, "epoch": 13.882132834424697, "flow_matching_loss": 0.03049596957862377, "grad_norm": 0.09041766077280045, "h_stock_valid_norm": 97.50041809082032, "invalid_tail_samples": 24.7, "learning_rate": 5.501260197382912e-05, "loss": 0.0344, "positive_teacher_pairs": 26644.9, "query_h_norm_ratio": 0.43679803013801577, "relation_loss": 0.0038898608181625605, "selected_pairs": 26644.9, "step": 14840, "student_distance_mean": 25.103372192382814, "teacher_distance_mean": 0.8518848836421966, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.0038898608181625605, "weighted_relation_loss": 0.0038898608181625605 }, { "action_query_batch_std": 0.38020521998405454, "action_query_norm": 42.5976448059082, "action_relation_loss": 0.0037837188923731447, "auxiliary_loss_weight": 1.0, "epoch": 13.891487371375117, "flow_matching_loss": 0.030813945829868315, "grad_norm": 0.11483379453420639, "h_stock_valid_norm": 97.81019744873046, "invalid_tail_samples": 24.0, "learning_rate": 5.49577609475761e-05, "loss": 0.0346, "positive_teacher_pairs": 26811.4, "query_h_norm_ratio": 0.4355172097682953, "relation_loss": 0.0037837188923731447, "selected_pairs": 26811.4, "step": 14850, "student_distance_mean": 25.17602653503418, "teacher_distance_mean": 0.8579761922359467, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0037837188923731447, "weighted_relation_loss": 0.0037837188923731447 }, { "action_query_batch_std": 0.37624865770339966, "action_query_norm": 42.56570472717285, "action_relation_loss": 0.003840234945528209, "auxiliary_loss_weight": 1.0, "epoch": 13.900841908325537, "flow_matching_loss": 0.031201279535889626, "grad_norm": 0.12201821058988571, "h_stock_valid_norm": 97.54741058349609, "invalid_tail_samples": 23.3, "learning_rate": 5.490291389717603e-05, "loss": 0.035, "positive_teacher_pairs": 26966.9, "query_h_norm_ratio": 0.43636142909526826, "relation_loss": 0.003840234945528209, "selected_pairs": 26966.9, "step": 14860, "student_distance_mean": 24.958946990966798, "teacher_distance_mean": 0.8570633947849273, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.003840234945528209, "weighted_relation_loss": 0.003840234945528209 }, { "action_query_batch_std": 0.37794903814792635, "action_query_norm": 42.571528625488284, "action_relation_loss": 0.003810102050192654, "auxiliary_loss_weight": 1.0, "epoch": 13.91019644527596, "flow_matching_loss": 0.031564718671143056, "grad_norm": 0.08138415217399597, "h_stock_valid_norm": 97.73691329956054, "invalid_tail_samples": 23.1, "learning_rate": 5.484806088927329e-05, "loss": 0.0354, "positive_teacher_pairs": 27011.7, "query_h_norm_ratio": 0.43557703495025635, "relation_loss": 0.003810102050192654, "selected_pairs": 27011.7, "step": 14870, "student_distance_mean": 25.161488151550294, "teacher_distance_mean": 0.8609717428684235, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.003810102050192654, "weighted_relation_loss": 0.003810102050192654 }, { "action_query_batch_std": 0.3742016077041626, "action_query_norm": 42.57407341003418, "action_relation_loss": 0.003962473967112601, "auxiliary_loss_weight": 1.0, "epoch": 13.91955098222638, "flow_matching_loss": 0.02977119330316782, "grad_norm": 0.09284268319606781, "h_stock_valid_norm": 98.01181259155274, "invalid_tail_samples": 23.6, "learning_rate": 5.479320199051942e-05, "loss": 0.0337, "positive_teacher_pairs": 26893.4, "query_h_norm_ratio": 0.43438100516796113, "relation_loss": 0.003962473967112601, "selected_pairs": 26893.4, "step": 14880, "student_distance_mean": 24.871695709228515, "teacher_distance_mean": 0.8504015266895294, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.003962473967112601, "weighted_relation_loss": 0.003962473967112601 }, { "action_query_batch_std": 0.3740199595689774, "action_query_norm": 42.56204071044922, "action_relation_loss": 0.0036741736577823756, "auxiliary_loss_weight": 1.0, "epoch": 13.928905519176801, "flow_matching_loss": 0.030478683486580848, "grad_norm": 0.10931292176246643, "h_stock_valid_norm": 98.46355209350585, "invalid_tail_samples": 22.4, "learning_rate": 5.473833726757314e-05, "loss": 0.0342, "positive_teacher_pairs": 27177.7, "query_h_norm_ratio": 0.4322643756866455, "relation_loss": 0.0036741736577823756, "selected_pairs": 27177.7, "step": 14890, "student_distance_mean": 24.790549087524415, "teacher_distance_mean": 0.8515190124511719, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.0036741736577823756, "weighted_relation_loss": 0.0036741736577823756 }, { "action_query_batch_std": 0.3720157504081726, "action_query_norm": 42.5369369506836, "action_relation_loss": 0.0039154361234977845, "auxiliary_loss_weight": 1.0, "epoch": 13.938260056127222, "flow_matching_loss": 0.031179318390786647, "grad_norm": 0.10401971638202667, "h_stock_valid_norm": 98.54710693359375, "invalid_tail_samples": 24.3, "learning_rate": 5.4683466787100304e-05, "loss": 0.0351, "positive_teacher_pairs": 26752.6, "query_h_norm_ratio": 0.4316438674926758, "relation_loss": 0.0039154361234977845, "selected_pairs": 26752.6, "step": 14900, "student_distance_mean": 24.74944610595703, "teacher_distance_mean": 0.8472546100616455, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0039154361234977845, "weighted_relation_loss": 0.0039154361234977845 }, { "action_query_batch_std": 0.3705588668584824, "action_query_norm": 42.538977432250974, "action_relation_loss": 0.003814047994092107, "auxiliary_loss_weight": 1.0, "epoch": 13.947614593077642, "flow_matching_loss": 0.030428186431527136, "grad_norm": 0.08807220309972763, "h_stock_valid_norm": 98.06870727539062, "invalid_tail_samples": 25.5, "learning_rate": 5.462859061577369e-05, "loss": 0.0342, "positive_teacher_pairs": 26453.7, "query_h_norm_ratio": 0.4337756186723709, "relation_loss": 0.003814047994092107, "selected_pairs": 26453.7, "step": 14910, "student_distance_mean": 24.694543647766114, "teacher_distance_mean": 0.8468113243579865, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.003814047994092107, "weighted_relation_loss": 0.003814047994092107 }, { "action_query_batch_std": 0.37595263719558714, "action_query_norm": 42.548102951049806, "action_relation_loss": 0.004240418877452612, "auxiliary_loss_weight": 1.0, "epoch": 13.956969130028064, "flow_matching_loss": 0.03101610764861107, "grad_norm": 0.12188930809497833, "h_stock_valid_norm": 97.74362030029297, "invalid_tail_samples": 21.9, "learning_rate": 5.4573708820273026e-05, "loss": 0.0353, "positive_teacher_pairs": 27289.4, "query_h_norm_ratio": 0.435306054353714, "relation_loss": 0.004240418877452612, "selected_pairs": 27289.4, "step": 14920, "student_distance_mean": 24.929238319396973, "teacher_distance_mean": 0.8549724221229553, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.004240418877452612, "weighted_relation_loss": 0.004240418877452612 }, { "action_query_batch_std": 0.37222225964069366, "action_query_norm": 42.53827133178711, "action_relation_loss": 0.003944453969597817, "auxiliary_loss_weight": 1.0, "epoch": 13.966323666978484, "flow_matching_loss": 0.030501939170062543, "grad_norm": 0.13976144790649414, "h_stock_valid_norm": 97.95472106933593, "invalid_tail_samples": 21.0, "learning_rate": 5.451882146728488e-05, "loss": 0.0344, "positive_teacher_pairs": 27504.0, "query_h_norm_ratio": 0.4342680811882019, "relation_loss": 0.003944453969597817, "selected_pairs": 27504.0, "step": 14930, "student_distance_mean": 24.82031135559082, "teacher_distance_mean": 0.8494069576263428, "valid_action_samples": 235.0, "weighted_auxiliary_loss": 0.003944453969597817, "weighted_relation_loss": 0.003944453969597817 }, { "action_query_batch_std": 0.37565374076366426, "action_query_norm": 42.553781509399414, "action_relation_loss": 0.003958670003339648, "auxiliary_loss_weight": 1.0, "epoch": 13.975678203928906, "flow_matching_loss": 0.03016034197062254, "grad_norm": 0.12909547984600067, "h_stock_valid_norm": 98.37073364257813, "invalid_tail_samples": 24.5, "learning_rate": 5.446392862350255e-05, "loss": 0.0341, "positive_teacher_pairs": 26686.5, "query_h_norm_ratio": 0.4325913220643997, "relation_loss": 0.003958670003339648, "selected_pairs": 26686.5, "step": 14940, "student_distance_mean": 25.000238990783693, "teacher_distance_mean": 0.8533485233783722, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.003958670003339648, "weighted_relation_loss": 0.003958670003339648 }, { "action_query_batch_std": 0.3748855531215668, "action_query_norm": 42.54867515563965, "action_relation_loss": 0.0039670294616371395, "auxiliary_loss_weight": 1.0, "epoch": 13.985032740879326, "flow_matching_loss": 0.02967281062155962, "grad_norm": 0.1504238396883011, "h_stock_valid_norm": 98.44082336425781, "invalid_tail_samples": 23.1, "learning_rate": 5.440903035562603e-05, "loss": 0.0336, "positive_teacher_pairs": 27024.4, "query_h_norm_ratio": 0.4322284430265427, "relation_loss": 0.0039670294616371395, "selected_pairs": 27024.4, "step": 14950, "student_distance_mean": 24.97898998260498, "teacher_distance_mean": 0.8540684282779694, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0039670294616371395, "weighted_relation_loss": 0.0039670294616371395 }, { "action_query_batch_std": 0.3770455181598663, "action_query_norm": 42.54343681335449, "action_relation_loss": 0.0038892766926437615, "auxiliary_loss_weight": 1.0, "epoch": 13.994387277829748, "flow_matching_loss": 0.029525961354374887, "grad_norm": 0.11035040766000748, "h_stock_valid_norm": 98.24970703125, "invalid_tail_samples": 26.9, "learning_rate": 5.435412673036188e-05, "loss": 0.0334, "positive_teacher_pairs": 26136.1, "query_h_norm_ratio": 0.43301920890808104, "relation_loss": 0.0038892766926437615, "selected_pairs": 26136.1, "step": 14960, "student_distance_mean": 25.071602058410644, "teacher_distance_mean": 0.8583277404308319, "valid_action_samples": 229.1, "weighted_auxiliary_loss": 0.0038892766926437615, "weighted_relation_loss": 0.0038892766926437615 }, { "action_query_batch_std": 0.376680850982666, "action_query_norm": 42.54078483581543, "action_relation_loss": 0.0037100808694958687, "auxiliary_loss_weight": 1.0, "epoch": 14.003741814780168, "flow_matching_loss": 0.033919600583612916, "grad_norm": 0.1200130507349968, "h_stock_valid_norm": 97.76338424682618, "invalid_tail_samples": 21.8, "learning_rate": 5.429921781442318e-05, "loss": 0.0376, "positive_teacher_pairs": 24327.9, "query_h_norm_ratio": 0.43514797985553744, "relation_loss": 0.0037100808694958687, "selected_pairs": 24327.9, "step": 14970, "student_distance_mean": 25.171500396728515, "teacher_distance_mean": 0.8604766547679901, "valid_action_samples": 214.3, "weighted_auxiliary_loss": 0.0037100808694958687, "weighted_relation_loss": 0.0037100808694958687 }, { "action_query_batch_std": 0.3756432503461838, "action_query_norm": 42.54148979187012, "action_relation_loss": 0.0039058303693309425, "auxiliary_loss_weight": 1.0, "epoch": 14.013096351730589, "flow_matching_loss": 0.030336875654757022, "grad_norm": 0.11350594460964203, "h_stock_valid_norm": 97.75558624267578, "invalid_tail_samples": 22.8, "learning_rate": 5.424430367452945e-05, "loss": 0.0342, "positive_teacher_pairs": 27086.2, "query_h_norm_ratio": 0.43518705368041993, "relation_loss": 0.0039058303693309425, "selected_pairs": 27086.2, "step": 14980, "student_distance_mean": 24.989315605163576, "teacher_distance_mean": 0.8594993114471435, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0039058303693309425, "weighted_relation_loss": 0.0039058303693309425 }, { "action_query_batch_std": 0.38006907105445864, "action_query_norm": 42.54486923217773, "action_relation_loss": 0.0036920862970873714, "auxiliary_loss_weight": 1.0, "epoch": 14.02245088868101, "flow_matching_loss": 0.030045767314732075, "grad_norm": 0.12730935215950012, "h_stock_valid_norm": 98.20060653686524, "invalid_tail_samples": 25.3, "learning_rate": 5.418938437740655e-05, "loss": 0.0337, "positive_teacher_pairs": 26500.3, "query_h_norm_ratio": 0.43324752151966095, "relation_loss": 0.0036920862970873714, "selected_pairs": 26500.3, "step": 14990, "student_distance_mean": 25.233977127075196, "teacher_distance_mean": 0.8644815683364868, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.0036920862970873714, "weighted_relation_loss": 0.0036920862970873714 }, { "action_query_batch_std": 0.3739170014858246, "action_query_norm": 42.524179458618164, "action_relation_loss": 0.003759219264611602, "auxiliary_loss_weight": 1.0, "epoch": 14.03180542563143, "flow_matching_loss": 0.029859143681824206, "grad_norm": 0.11052414029836655, "h_stock_valid_norm": 98.19807815551758, "invalid_tail_samples": 22.3, "learning_rate": 5.413445998978658e-05, "loss": 0.0336, "positive_teacher_pairs": 27195.5, "query_h_norm_ratio": 0.4330478340387344, "relation_loss": 0.003759219264611602, "selected_pairs": 27195.5, "step": 15000, "student_distance_mean": 24.827925300598146, "teacher_distance_mean": 0.8548851132392883, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.003759219264611602, "weighted_relation_loss": 0.003759219264611602 }, { "action_query_batch_std": 0.3755181074142456, "action_query_norm": 42.52245864868164, "action_relation_loss": 0.0036363441962748767, "auxiliary_loss_weight": 1.0, "epoch": 14.041159962581853, "flow_matching_loss": 0.029453159123659135, "grad_norm": 0.11313466727733612, "h_stock_valid_norm": 98.32489395141602, "invalid_tail_samples": 25.8, "learning_rate": 5.407953057840789e-05, "loss": 0.0331, "positive_teacher_pairs": 26386.7, "query_h_norm_ratio": 0.43247230648994445, "relation_loss": 0.0036363441962748767, "selected_pairs": 26386.7, "step": 15010, "student_distance_mean": 24.9149450302124, "teacher_distance_mean": 0.855722713470459, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.0036363441962748767, "weighted_relation_loss": 0.0036363441962748767 }, { "action_query_batch_std": 0.3765689730644226, "action_query_norm": 42.52709426879883, "action_relation_loss": 0.003732904768548906, "auxiliary_loss_weight": 1.0, "epoch": 14.050514499532273, "flow_matching_loss": 0.030367513559758662, "grad_norm": 0.10290496796369553, "h_stock_valid_norm": 97.89462280273438, "invalid_tail_samples": 19.2, "learning_rate": 5.4024596210014853e-05, "loss": 0.0341, "positive_teacher_pairs": 27927.0, "query_h_norm_ratio": 0.4344186455011368, "relation_loss": 0.003732904768548906, "selected_pairs": 27927.0, "step": 15020, "student_distance_mean": 24.97439670562744, "teacher_distance_mean": 0.8574491441249847, "valid_action_samples": 236.8, "weighted_auxiliary_loss": 0.003732904768548906, "weighted_relation_loss": 0.003732904768548906 }, { "action_query_batch_std": 0.3748013526201248, "action_query_norm": 42.508005905151364, "action_relation_loss": 0.003685741848312318, "auxiliary_loss_weight": 1.0, "epoch": 14.059869036482693, "flow_matching_loss": 0.030090304836630822, "grad_norm": 0.1209062784910202, "h_stock_valid_norm": 98.00828399658204, "invalid_tail_samples": 25.8, "learning_rate": 5.3969656951357935e-05, "loss": 0.0338, "positive_teacher_pairs": 26389.8, "query_h_norm_ratio": 0.4337219953536987, "relation_loss": 0.003685741848312318, "selected_pairs": 26389.8, "step": 15030, "student_distance_mean": 24.93273220062256, "teacher_distance_mean": 0.8604185879230499, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.003685741848312318, "weighted_relation_loss": 0.003685741848312318 }, { "action_query_batch_std": 0.3753205895423889, "action_query_norm": 42.50975875854492, "action_relation_loss": 0.003678615181706846, "auxiliary_loss_weight": 1.0, "epoch": 14.069223573433115, "flow_matching_loss": 0.02821411695331335, "grad_norm": 0.09939111769199371, "h_stock_valid_norm": 98.43572998046875, "invalid_tail_samples": 24.7, "learning_rate": 5.3914712869193504e-05, "loss": 0.0319, "positive_teacher_pairs": 26648.8, "query_h_norm_ratio": 0.4318564236164093, "relation_loss": 0.003678615181706846, "selected_pairs": 26648.8, "step": 15040, "student_distance_mean": 24.93597297668457, "teacher_distance_mean": 0.858365786075592, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.003678615181706846, "weighted_relation_loss": 0.003678615181706846 }, { "action_query_batch_std": 0.37583383321762087, "action_query_norm": 42.52788200378418, "action_relation_loss": 0.0037125177681446076, "auxiliary_loss_weight": 1.0, "epoch": 14.078578110383535, "flow_matching_loss": 0.029175861552357674, "grad_norm": 0.12617607414722443, "h_stock_valid_norm": 98.13199310302734, "invalid_tail_samples": 23.5, "learning_rate": 5.385976403028381e-05, "loss": 0.0329, "positive_teacher_pairs": 26926.5, "query_h_norm_ratio": 0.4333779513835907, "relation_loss": 0.0037125177681446076, "selected_pairs": 26926.5, "step": 15050, "student_distance_mean": 25.03703212738037, "teacher_distance_mean": 0.8557230949401855, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0037125177681446076, "weighted_relation_loss": 0.0037125177681446076 }, { "action_query_batch_std": 0.37362549304962156, "action_query_norm": 42.50255851745605, "action_relation_loss": 0.0036812395555898547, "auxiliary_loss_weight": 1.0, "epoch": 14.087932647333957, "flow_matching_loss": 0.02916595097631216, "grad_norm": 0.08698942512273788, "h_stock_valid_norm": 98.19522857666016, "invalid_tail_samples": 24.8, "learning_rate": 5.3804810501396875e-05, "loss": 0.0328, "positive_teacher_pairs": 26620.7, "query_h_norm_ratio": 0.4328392595052719, "relation_loss": 0.0036812395555898547, "selected_pairs": 26620.7, "step": 15060, "student_distance_mean": 24.747950744628906, "teacher_distance_mean": 0.8519750237464905, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0036812395555898547, "weighted_relation_loss": 0.0036812395555898547 }, { "action_query_batch_std": 0.37285428047180175, "action_query_norm": 42.49185409545898, "action_relation_loss": 0.003695950750261545, "auxiliary_loss_weight": 1.0, "epoch": 14.097287184284378, "flow_matching_loss": 0.029182313941419125, "grad_norm": 0.11953462660312653, "h_stock_valid_norm": 98.12302780151367, "invalid_tail_samples": 25.3, "learning_rate": 5.374985234930639e-05, "loss": 0.0329, "positive_teacher_pairs": 26509.2, "query_h_norm_ratio": 0.43304887413978577, "relation_loss": 0.003695950750261545, "selected_pairs": 26509.2, "step": 15070, "student_distance_mean": 24.845431900024415, "teacher_distance_mean": 0.8573721289634705, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.003695950750261545, "weighted_relation_loss": 0.003695950750261545 }, { "action_query_batch_std": 0.3756678462028503, "action_query_norm": 42.51694450378418, "action_relation_loss": 0.003700069664046168, "auxiliary_loss_weight": 1.0, "epoch": 14.1066417212348, "flow_matching_loss": 0.03000192381441593, "grad_norm": 0.13292816281318665, "h_stock_valid_norm": 98.43999710083008, "invalid_tail_samples": 25.0, "learning_rate": 5.3694889640791724e-05, "loss": 0.0337, "positive_teacher_pairs": 26578.4, "query_h_norm_ratio": 0.43190876841545106, "relation_loss": 0.003700069664046168, "selected_pairs": 26578.4, "step": 15080, "student_distance_mean": 24.97909927368164, "teacher_distance_mean": 0.8606893301010132, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.003700069664046168, "weighted_relation_loss": 0.003700069664046168 }, { "action_query_batch_std": 0.37563385665416715, "action_query_norm": 42.50286293029785, "action_relation_loss": 0.0037148850969970226, "auxiliary_loss_weight": 1.0, "epoch": 14.11599625818522, "flow_matching_loss": 0.029129215702414512, "grad_norm": 0.12683911621570587, "h_stock_valid_norm": 98.52525329589844, "invalid_tail_samples": 23.0, "learning_rate": 5.3639922442637736e-05, "loss": 0.0328, "positive_teacher_pairs": 27047.6, "query_h_norm_ratio": 0.4313936561346054, "relation_loss": 0.0037148850969970226, "selected_pairs": 27047.6, "step": 15090, "student_distance_mean": 24.892814445495606, "teacher_distance_mean": 0.8589600384235382, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.0037148850969970226, "weighted_relation_loss": 0.0037148850969970226 }, { "action_query_batch_std": 0.3709962278604507, "action_query_norm": 42.49259262084961, "action_relation_loss": 0.003911653789691627, "auxiliary_loss_weight": 1.0, "epoch": 14.12535079513564, "flow_matching_loss": 0.032385351695120336, "grad_norm": 0.15329940617084503, "h_stock_valid_norm": 98.86604690551758, "invalid_tail_samples": 22.0, "learning_rate": 5.358495082163476e-05, "loss": 0.0363, "positive_teacher_pairs": 27266.9, "query_h_norm_ratio": 0.42980419993400576, "relation_loss": 0.003911653789691627, "selected_pairs": 27266.9, "step": 15100, "student_distance_mean": 24.558317565917967, "teacher_distance_mean": 0.842194265127182, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.003911653789691627, "weighted_relation_loss": 0.003911653789691627 }, { "action_query_batch_std": 0.3759760230779648, "action_query_norm": 42.51373138427734, "action_relation_loss": 0.0039992894046008585, "auxiliary_loss_weight": 1.0, "epoch": 14.134705332086062, "flow_matching_loss": 0.030884252674877644, "grad_norm": 0.09622199833393097, "h_stock_valid_norm": 98.98568954467774, "invalid_tail_samples": 23.7, "learning_rate": 5.35299748445785e-05, "loss": 0.0349, "positive_teacher_pairs": 26875.8, "query_h_norm_ratio": 0.4294964760541916, "relation_loss": 0.0039992894046008585, "selected_pairs": 26875.8, "step": 15110, "student_distance_mean": 24.995268630981446, "teacher_distance_mean": 0.8581041753292084, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0039992894046008585, "weighted_relation_loss": 0.0039992894046008585 }, { "action_query_batch_std": 0.3775649040937424, "action_query_norm": 42.501440811157224, "action_relation_loss": 0.003653652430512011, "auxiliary_loss_weight": 1.0, "epoch": 14.144059869036482, "flow_matching_loss": 0.031908022612333296, "grad_norm": 0.11173137277364731, "h_stock_valid_norm": 99.14844360351563, "invalid_tail_samples": 22.8, "learning_rate": 5.3474994578269944e-05, "loss": 0.0356, "positive_teacher_pairs": 27082.0, "query_h_norm_ratio": 0.4286668449640274, "relation_loss": 0.003653652430512011, "selected_pairs": 27082.0, "step": 15120, "student_distance_mean": 25.012870025634765, "teacher_distance_mean": 0.8605375647544861, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.003653652430512011, "weighted_relation_loss": 0.003653652430512011 }, { "action_query_batch_std": 0.3722192168235779, "action_query_norm": 42.470166015625, "action_relation_loss": 0.003851889865472913, "auxiliary_loss_weight": 1.0, "epoch": 14.153414405986904, "flow_matching_loss": 0.03042133804410696, "grad_norm": 0.13097524642944336, "h_stock_valid_norm": 98.9355354309082, "invalid_tail_samples": 22.0, "learning_rate": 5.34200100895153e-05, "loss": 0.0343, "positive_teacher_pairs": 27270.8, "query_h_norm_ratio": 0.4292725384235382, "relation_loss": 0.003851889865472913, "selected_pairs": 27270.8, "step": 15130, "student_distance_mean": 24.73759937286377, "teacher_distance_mean": 0.8485803723335266, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.003851889865472913, "weighted_relation_loss": 0.003851889865472913 }, { "action_query_batch_std": 0.36728976368904115, "action_query_norm": 42.44356231689453, "action_relation_loss": 0.003847018536180258, "auxiliary_loss_weight": 1.0, "epoch": 14.162768942937324, "flow_matching_loss": 0.030389810912311077, "grad_norm": 0.10450127720832825, "h_stock_valid_norm": 98.51049728393555, "invalid_tail_samples": 25.6, "learning_rate": 5.3365021445125916e-05, "loss": 0.0342, "positive_teacher_pairs": 26434.4, "query_h_norm_ratio": 0.43085783123970034, "relation_loss": 0.003847018536180258, "selected_pairs": 26434.4, "step": 15140, "student_distance_mean": 24.518439292907715, "teacher_distance_mean": 0.8492766976356506, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.003847018536180258, "weighted_relation_loss": 0.003847018536180258 }, { "action_query_batch_std": 0.368030247092247, "action_query_norm": 42.45320014953613, "action_relation_loss": 0.003827829333022237, "auxiliary_loss_weight": 1.0, "epoch": 14.172123479887745, "flow_matching_loss": 0.029077771306037902, "grad_norm": 0.10202023386955261, "h_stock_valid_norm": 98.31294479370118, "invalid_tail_samples": 22.4, "learning_rate": 5.331002871191817e-05, "loss": 0.0329, "positive_teacher_pairs": 27185.7, "query_h_norm_ratio": 0.4318196654319763, "relation_loss": 0.003827829333022237, "selected_pairs": 27185.7, "step": 15150, "student_distance_mean": 24.338311767578126, "teacher_distance_mean": 0.8437113404273987, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.003827829333022237, "weighted_relation_loss": 0.003827829333022237 }, { "action_query_batch_std": 0.37892825305461886, "action_query_norm": 42.505506896972655, "action_relation_loss": 0.003793058916926384, "auxiliary_loss_weight": 1.0, "epoch": 14.181478016838167, "flow_matching_loss": 0.030117242597043514, "grad_norm": 0.11983779817819595, "h_stock_valid_norm": 97.8451919555664, "invalid_tail_samples": 24.3, "learning_rate": 5.3255031956713443e-05, "loss": 0.0339, "positive_teacher_pairs": 26733.3, "query_h_norm_ratio": 0.4344185084104538, "relation_loss": 0.003793058916926384, "selected_pairs": 26733.3, "step": 15160, "student_distance_mean": 25.072969245910645, "teacher_distance_mean": 0.8595671117305755, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.003793058916926384, "weighted_relation_loss": 0.003793058916926384 }, { "action_query_batch_std": 0.376348140835762, "action_query_norm": 42.49086952209473, "action_relation_loss": 0.003555525094270706, "auxiliary_loss_weight": 1.0, "epoch": 14.190832553788587, "flow_matching_loss": 0.03079427797347307, "grad_norm": 0.10553649812936783, "h_stock_valid_norm": 98.09929580688477, "invalid_tail_samples": 24.6, "learning_rate": 5.320003124633795e-05, "loss": 0.0343, "positive_teacher_pairs": 26667.5, "query_h_norm_ratio": 0.43314622938632963, "relation_loss": 0.003555525094270706, "selected_pairs": 26667.5, "step": 15170, "student_distance_mean": 25.07152042388916, "teacher_distance_mean": 0.8596644043922425, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.003555525094270706, "weighted_relation_loss": 0.003555525094270706 }, { "action_query_batch_std": 0.37427865862846377, "action_query_norm": 42.480267715454104, "action_relation_loss": 0.004000860010273754, "auxiliary_loss_weight": 1.0, "epoch": 14.200187090739009, "flow_matching_loss": 0.029599453136324883, "grad_norm": 0.09549204260110855, "h_stock_valid_norm": 97.75199966430664, "invalid_tail_samples": 21.4, "learning_rate": 5.314502664762274e-05, "loss": 0.0336, "positive_teacher_pairs": 27406.4, "query_h_norm_ratio": 0.4345748215913773, "relation_loss": 0.004000860010273754, "selected_pairs": 27406.4, "step": 15180, "student_distance_mean": 24.824599838256837, "teacher_distance_mean": 0.8527046084403992, "valid_action_samples": 234.6, "weighted_auxiliary_loss": 0.004000860010273754, "weighted_relation_loss": 0.004000860010273754 }, { "action_query_batch_std": 0.37248323261737826, "action_query_norm": 42.46641235351562, "action_relation_loss": 0.003736144071444869, "auxiliary_loss_weight": 1.0, "epoch": 14.209541627689429, "flow_matching_loss": 0.028952422179281713, "grad_norm": 0.107155941426754, "h_stock_valid_norm": 97.99846725463867, "invalid_tail_samples": 25.0, "learning_rate": 5.3090018227403604e-05, "loss": 0.0327, "positive_teacher_pairs": 26570.3, "query_h_norm_ratio": 0.4333408921957016, "relation_loss": 0.003736144071444869, "selected_pairs": 26570.3, "step": 15190, "student_distance_mean": 24.803898048400878, "teacher_distance_mean": 0.8523151397705078, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.003736144071444869, "weighted_relation_loss": 0.003736144071444869 }, { "action_query_batch_std": 0.37974746227264405, "action_query_norm": 42.50699691772461, "action_relation_loss": 0.0037664219737052916, "auxiliary_loss_weight": 1.0, "epoch": 14.218896164639851, "flow_matching_loss": 0.030070160701870918, "grad_norm": 0.08898793905973434, "h_stock_valid_norm": 98.03930587768555, "invalid_tail_samples": 20.0, "learning_rate": 5.3035006052520955e-05, "loss": 0.0338, "positive_teacher_pairs": 27736.8, "query_h_norm_ratio": 0.43357369005680085, "relation_loss": 0.0037664219737052916, "selected_pairs": 27736.8, "step": 15200, "student_distance_mean": 25.178233528137206, "teacher_distance_mean": 0.863695603609085, "valid_action_samples": 236.0, "weighted_auxiliary_loss": 0.0037664219737052916, "weighted_relation_loss": 0.0037664219737052916 }, { "action_query_batch_std": 0.3725461333990097, "action_query_norm": 42.45961647033691, "action_relation_loss": 0.0037225082283839583, "auxiliary_loss_weight": 1.0, "epoch": 14.228250701590271, "flow_matching_loss": 0.03002084605395794, "grad_norm": 0.09580104053020477, "h_stock_valid_norm": 97.70195693969727, "invalid_tail_samples": 22.9, "learning_rate": 5.297999018981976e-05, "loss": 0.0337, "positive_teacher_pairs": 27057.3, "query_h_norm_ratio": 0.43458632826805116, "relation_loss": 0.0037225082283839583, "selected_pairs": 27057.3, "step": 15210, "student_distance_mean": 24.760349464416503, "teacher_distance_mean": 0.8492531776428223, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.0037225082283839583, "weighted_relation_loss": 0.0037225082283839583 }, { "action_query_batch_std": 0.370932400226593, "action_query_norm": 42.44753074645996, "action_relation_loss": 0.0037805019179359078, "auxiliary_loss_weight": 1.0, "epoch": 14.237605238540691, "flow_matching_loss": 0.030179528146982194, "grad_norm": 0.14584246277809143, "h_stock_valid_norm": 98.01390762329102, "invalid_tail_samples": 27.1, "learning_rate": 5.2924970706149505e-05, "loss": 0.034, "positive_teacher_pairs": 26092.1, "query_h_norm_ratio": 0.4330794483423233, "relation_loss": 0.0037805019179359078, "selected_pairs": 26092.1, "step": 15220, "student_distance_mean": 24.611553573608397, "teacher_distance_mean": 0.8503003597259522, "valid_action_samples": 228.9, "weighted_auxiliary_loss": 0.0037805019179359078, "weighted_relation_loss": 0.0037805019179359078 }, { "action_query_batch_std": 0.37400983572006224, "action_query_norm": 42.47034873962402, "action_relation_loss": 0.0036674302071332933, "auxiliary_loss_weight": 1.0, "epoch": 14.246959775491113, "flow_matching_loss": 0.027876114659011363, "grad_norm": 0.09363166242837906, "h_stock_valid_norm": 98.97568893432617, "invalid_tail_samples": 25.1, "learning_rate": 5.2869947668364014e-05, "loss": 0.0315, "positive_teacher_pairs": 26551.4, "query_h_norm_ratio": 0.42910545468330386, "relation_loss": 0.0036674302071332933, "selected_pairs": 26551.4, "step": 15230, "student_distance_mean": 24.909165954589845, "teacher_distance_mean": 0.8571379959583283, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.0036674302071332933, "weighted_relation_loss": 0.0036674302071332933 }, { "action_query_batch_std": 0.3799647271633148, "action_query_norm": 42.49531936645508, "action_relation_loss": 0.0035113129299134014, "auxiliary_loss_weight": 1.0, "epoch": 14.256314312441534, "flow_matching_loss": 0.029847870208323003, "grad_norm": 0.09614664316177368, "h_stock_valid_norm": 99.2104866027832, "invalid_tail_samples": 25.5, "learning_rate": 5.2814921143321504e-05, "loss": 0.0334, "positive_teacher_pairs": 26454.3, "query_h_norm_ratio": 0.42833676040172575, "relation_loss": 0.0035113129299134014, "selected_pairs": 26454.3, "step": 15240, "student_distance_mean": 25.227699089050294, "teacher_distance_mean": 0.8648015260696411, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.0035113129299134014, "weighted_relation_loss": 0.0035113129299134014 }, { "action_query_batch_std": 0.37473940253257754, "action_query_norm": 42.46003608703613, "action_relation_loss": 0.0037057396955788137, "auxiliary_loss_weight": 1.0, "epoch": 14.265668849391956, "flow_matching_loss": 0.029735036380589008, "grad_norm": 0.11212548613548279, "h_stock_valid_norm": 98.85179748535157, "invalid_tail_samples": 25.9, "learning_rate": 5.275989119788436e-05, "loss": 0.0334, "positive_teacher_pairs": 26371.2, "query_h_norm_ratio": 0.4295355647802353, "relation_loss": 0.0037057396955788137, "selected_pairs": 26371.2, "step": 15250, "student_distance_mean": 24.864441680908204, "teacher_distance_mean": 0.8558477580547332, "valid_action_samples": 230.1, "weighted_auxiliary_loss": 0.0037057396955788137, "weighted_relation_loss": 0.0037057396955788137 }, { "action_query_batch_std": 0.37557651102542877, "action_query_norm": 42.464616012573245, "action_relation_loss": 0.0036914109718054534, "auxiliary_loss_weight": 1.0, "epoch": 14.275023386342376, "flow_matching_loss": 0.028182129934430124, "grad_norm": 0.1309448927640915, "h_stock_valid_norm": 98.25094985961914, "invalid_tail_samples": 23.5, "learning_rate": 5.270485789891919e-05, "loss": 0.0319, "positive_teacher_pairs": 26929.4, "query_h_norm_ratio": 0.43221037089824677, "relation_loss": 0.0036914109718054534, "selected_pairs": 26929.4, "step": 15260, "student_distance_mean": 24.885042190551758, "teacher_distance_mean": 0.8596670627593994, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0036914109718054534, "weighted_relation_loss": 0.0036914109718054534 }, { "action_query_batch_std": 0.3739406198263168, "action_query_norm": 42.46692008972168, "action_relation_loss": 0.0036801609909161924, "auxiliary_loss_weight": 1.0, "epoch": 14.284377923292798, "flow_matching_loss": 0.030386986769735815, "grad_norm": 0.12512686848640442, "h_stock_valid_norm": 97.62222366333008, "invalid_tail_samples": 21.7, "learning_rate": 5.264982131329661e-05, "loss": 0.0341, "positive_teacher_pairs": 27337.0, "query_h_norm_ratio": 0.4350156903266907, "relation_loss": 0.0036801609909161924, "selected_pairs": 27337.0, "step": 15270, "student_distance_mean": 24.894422912597655, "teacher_distance_mean": 0.8563940942287445, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.0036801609909161924, "weighted_relation_loss": 0.0036801609909161924 }, { "action_query_batch_std": 0.37594978511333466, "action_query_norm": 42.468115615844724, "action_relation_loss": 0.0036937919445335864, "auxiliary_loss_weight": 1.0, "epoch": 14.293732460243218, "flow_matching_loss": 0.02963186725974083, "grad_norm": 0.10591024905443192, "h_stock_valid_norm": 97.52255020141601, "invalid_tail_samples": 24.6, "learning_rate": 5.259478150789128e-05, "loss": 0.0333, "positive_teacher_pairs": 26663.3, "query_h_norm_ratio": 0.4354749858379364, "relation_loss": 0.0036937919445335864, "selected_pairs": 26663.3, "step": 15280, "student_distance_mean": 24.954902267456056, "teacher_distance_mean": 0.8610250532627106, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0036937919445335864, "weighted_relation_loss": 0.0036937919445335864 }, { "action_query_batch_std": 0.37449921667575836, "action_query_norm": 42.46001510620117, "action_relation_loss": 0.0038297903491184117, "auxiliary_loss_weight": 1.0, "epoch": 14.303086997193638, "flow_matching_loss": 0.030063740350306033, "grad_norm": 0.11998813599348068, "h_stock_valid_norm": 97.59796829223633, "invalid_tail_samples": 21.7, "learning_rate": 5.253973854958173e-05, "loss": 0.0339, "positive_teacher_pairs": 27337.3, "query_h_norm_ratio": 0.4350537836551666, "relation_loss": 0.0038297903491184117, "selected_pairs": 27337.3, "step": 15290, "student_distance_mean": 24.842397499084473, "teacher_distance_mean": 0.8534475445747376, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.0038297903491184117, "weighted_relation_loss": 0.0038297903491184117 }, { "action_query_batch_std": 0.3743341565132141, "action_query_norm": 42.45458869934082, "action_relation_loss": 0.003827262111008167, "auxiliary_loss_weight": 1.0, "epoch": 14.31244153414406, "flow_matching_loss": 0.030114916525781153, "grad_norm": 0.09166161715984344, "h_stock_valid_norm": 97.62750778198242, "invalid_tail_samples": 23.6, "learning_rate": 5.2484692505250376e-05, "loss": 0.0339, "positive_teacher_pairs": 26891.5, "query_h_norm_ratio": 0.4348651558160782, "relation_loss": 0.003827262111008167, "selected_pairs": 26891.5, "step": 15300, "student_distance_mean": 24.961505699157716, "teacher_distance_mean": 0.8534066617488861, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.003827262111008167, "weighted_relation_loss": 0.003827262111008167 }, { "action_query_batch_std": 0.37257111966609957, "action_query_norm": 42.4434513092041, "action_relation_loss": 0.003661088040098548, "auxiliary_loss_weight": 1.0, "epoch": 14.32179607109448, "flow_matching_loss": 0.02887818180024624, "grad_norm": 0.11740708351135254, "h_stock_valid_norm": 97.74791717529297, "invalid_tail_samples": 22.6, "learning_rate": 5.242964344178333e-05, "loss": 0.0325, "positive_teacher_pairs": 27132.1, "query_h_norm_ratio": 0.4342160403728485, "relation_loss": 0.003661088040098548, "selected_pairs": 27132.1, "step": 15310, "student_distance_mean": 24.707057571411134, "teacher_distance_mean": 0.8489765822887421, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.003661088040098548, "weighted_relation_loss": 0.003661088040098548 }, { "action_query_batch_std": 0.37140152156352996, "action_query_norm": 42.42758712768555, "action_relation_loss": 0.0036927721463143825, "auxiliary_loss_weight": 1.0, "epoch": 14.331150608044902, "flow_matching_loss": 0.03073676135390997, "grad_norm": 0.12622085213661194, "h_stock_valid_norm": 97.06342010498047, "invalid_tail_samples": 21.3, "learning_rate": 5.237459142607041e-05, "loss": 0.0344, "positive_teacher_pairs": 27429.6, "query_h_norm_ratio": 0.43711828291416166, "relation_loss": 0.0036927721463143825, "selected_pairs": 27429.6, "step": 15320, "student_distance_mean": 24.68206329345703, "teacher_distance_mean": 0.8509755551815033, "valid_action_samples": 234.7, "weighted_auxiliary_loss": 0.0036927721463143825, "weighted_relation_loss": 0.0036927721463143825 }, { "action_query_batch_std": 0.37467186748981474, "action_query_norm": 42.43667144775391, "action_relation_loss": 0.0036992947338148952, "auxiliary_loss_weight": 1.0, "epoch": 14.340505144995323, "flow_matching_loss": 0.027572999708354473, "grad_norm": 0.09318609535694122, "h_stock_valid_norm": 96.50784835815429, "invalid_tail_samples": 26.0, "learning_rate": 5.231953652500498e-05, "loss": 0.0313, "positive_teacher_pairs": 26352.8, "query_h_norm_ratio": 0.4397241324186325, "relation_loss": 0.0036992947338148952, "selected_pairs": 26352.8, "step": 15330, "student_distance_mean": 25.03202838897705, "teacher_distance_mean": 0.8609633266925811, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.0036992947338148952, "weighted_relation_loss": 0.0036992947338148952 }, { "action_query_batch_std": 0.37618423998355865, "action_query_norm": 42.44185218811035, "action_relation_loss": 0.003530406393110752, "auxiliary_loss_weight": 1.0, "epoch": 14.349859681945743, "flow_matching_loss": 0.028749843128025532, "grad_norm": 0.08940459787845612, "h_stock_valid_norm": 97.4839874267578, "invalid_tail_samples": 23.2, "learning_rate": 5.2264478805483976e-05, "loss": 0.0323, "positive_teacher_pairs": 26985.5, "query_h_norm_ratio": 0.43538748621940615, "relation_loss": 0.003530406393110752, "selected_pairs": 26985.5, "step": 15340, "student_distance_mean": 24.832780647277833, "teacher_distance_mean": 0.8551229894161224, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.003530406393110752, "weighted_relation_loss": 0.003530406393110752 }, { "action_query_batch_std": 0.3731899172067642, "action_query_norm": 42.43019485473633, "action_relation_loss": 0.003775607398711145, "auxiliary_loss_weight": 1.0, "epoch": 14.359214218896165, "flow_matching_loss": 0.030060698464512824, "grad_norm": 0.10144065320491791, "h_stock_valid_norm": 98.80543365478516, "invalid_tail_samples": 25.8, "learning_rate": 5.220941833440768e-05, "loss": 0.0338, "positive_teacher_pairs": 26387.7, "query_h_norm_ratio": 0.42943730056285856, "relation_loss": 0.003775607398711145, "selected_pairs": 26387.7, "step": 15350, "student_distance_mean": 24.823909568786622, "teacher_distance_mean": 0.8519615173339844, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.003775607398711145, "weighted_relation_loss": 0.003775607398711145 }, { "action_query_batch_std": 0.3730513364076614, "action_query_norm": 42.43108139038086, "action_relation_loss": 0.0034855526173487306, "auxiliary_loss_weight": 1.0, "epoch": 14.368568755846585, "flow_matching_loss": 0.027257194556295872, "grad_norm": 0.12181190401315689, "h_stock_valid_norm": 98.64711151123046, "invalid_tail_samples": 23.2, "learning_rate": 5.215435517867977e-05, "loss": 0.0307, "positive_teacher_pairs": 26984.3, "query_h_norm_ratio": 0.4301334172487259, "relation_loss": 0.0034855526173487306, "selected_pairs": 26984.3, "step": 15360, "student_distance_mean": 24.761963653564454, "teacher_distance_mean": 0.8544203460216522, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0034855526173487306, "weighted_relation_loss": 0.0034855526173487306 }, { "action_query_batch_std": 0.37366718649864195, "action_query_norm": 42.41997184753418, "action_relation_loss": 0.0037279156036674975, "auxiliary_loss_weight": 1.0, "epoch": 14.377923292797007, "flow_matching_loss": 0.029028613306581973, "grad_norm": 0.12467677891254425, "h_stock_valid_norm": 98.13405685424804, "invalid_tail_samples": 23.6, "learning_rate": 5.209928940520719e-05, "loss": 0.0328, "positive_teacher_pairs": 26897.5, "query_h_norm_ratio": 0.4322675406932831, "relation_loss": 0.0037279156036674975, "selected_pairs": 26897.5, "step": 15370, "student_distance_mean": 24.781251907348633, "teacher_distance_mean": 0.8574257612228393, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0037279156036674975, "weighted_relation_loss": 0.0037279156036674975 }, { "action_query_batch_std": 0.3676285743713379, "action_query_norm": 42.409537887573244, "action_relation_loss": 0.003791047469712794, "auxiliary_loss_weight": 1.0, "epoch": 14.387277829747427, "flow_matching_loss": 0.02934916839003563, "grad_norm": 0.10502218455076218, "h_stock_valid_norm": 98.26931762695312, "invalid_tail_samples": 23.8, "learning_rate": 5.204422108090004e-05, "loss": 0.0331, "positive_teacher_pairs": 26852.0, "query_h_norm_ratio": 0.4315676480531693, "relation_loss": 0.003791047469712794, "selected_pairs": 26852.0, "step": 15380, "student_distance_mean": 24.42991771697998, "teacher_distance_mean": 0.8417704403400421, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.003791047469712794, "weighted_relation_loss": 0.003791047469712794 }, { "action_query_batch_std": 0.3747389495372772, "action_query_norm": 42.44044570922851, "action_relation_loss": 0.0038367700297385456, "auxiliary_loss_weight": 1.0, "epoch": 14.39663236669785, "flow_matching_loss": 0.02902067992836237, "grad_norm": 0.1253296434879303, "h_stock_valid_norm": 98.29020614624024, "invalid_tail_samples": 22.2, "learning_rate": 5.19891502726715e-05, "loss": 0.0329, "positive_teacher_pairs": 27217.9, "query_h_norm_ratio": 0.4317911922931671, "relation_loss": 0.0038367700297385456, "selected_pairs": 27217.9, "step": 15390, "student_distance_mean": 24.938116836547852, "teacher_distance_mean": 0.8579927146434784, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.0038367700297385456, "weighted_relation_loss": 0.0038367700297385456 }, { "action_query_batch_std": 0.3712500870227814, "action_query_norm": 42.41354560852051, "action_relation_loss": 0.003780838451348245, "auxiliary_loss_weight": 1.0, "epoch": 14.40598690364827, "flow_matching_loss": 0.030663329176604748, "grad_norm": 0.1162371039390564, "h_stock_valid_norm": 98.13814010620118, "invalid_tail_samples": 22.1, "learning_rate": 5.193407704743782e-05, "loss": 0.0344, "positive_teacher_pairs": 27246.0, "query_h_norm_ratio": 0.4321858108043671, "relation_loss": 0.003780838451348245, "selected_pairs": 27246.0, "step": 15400, "student_distance_mean": 24.62513484954834, "teacher_distance_mean": 0.8520141661167144, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.003780838451348245, "weighted_relation_loss": 0.003780838451348245 }, { "action_query_batch_std": 0.37005323469638823, "action_query_norm": 42.39577369689941, "action_relation_loss": 0.0036850353935733438, "auxiliary_loss_weight": 1.0, "epoch": 14.41534144059869, "flow_matching_loss": 0.028744969330728055, "grad_norm": 0.1195354238152504, "h_stock_valid_norm": 98.13900222778321, "invalid_tail_samples": 23.6, "learning_rate": 5.187900147211815e-05, "loss": 0.0324, "positive_teacher_pairs": 26906.2, "query_h_norm_ratio": 0.4320022940635681, "relation_loss": 0.0036850353935733438, "selected_pairs": 26906.2, "step": 15410, "student_distance_mean": 24.526418495178223, "teacher_distance_mean": 0.8500774741172791, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0036850353935733438, "weighted_relation_loss": 0.0036850353935733438 }, { "action_query_batch_std": 0.37522175908088684, "action_query_norm": 42.41340560913086, "action_relation_loss": 0.0037169101648032664, "auxiliary_loss_weight": 1.0, "epoch": 14.424695977549112, "flow_matching_loss": 0.027471602149307727, "grad_norm": 0.1290072649717331, "h_stock_valid_norm": 98.78582458496093, "invalid_tail_samples": 24.2, "learning_rate": 5.182392361363453e-05, "loss": 0.0312, "positive_teacher_pairs": 26757.4, "query_h_norm_ratio": 0.4293529063463211, "relation_loss": 0.0037169101648032664, "selected_pairs": 26757.4, "step": 15420, "student_distance_mean": 24.81419429779053, "teacher_distance_mean": 0.8558978259563446, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0037169101648032664, "weighted_relation_loss": 0.0037169101648032664 }, { "action_query_batch_std": 0.3730104029178619, "action_query_norm": 42.402349853515624, "action_relation_loss": 0.0036824532551690938, "auxiliary_loss_weight": 1.0, "epoch": 14.434050514499532, "flow_matching_loss": 0.02995434496551752, "grad_norm": 0.09405054897069931, "h_stock_valid_norm": 99.18306579589844, "invalid_tail_samples": 24.9, "learning_rate": 5.176884353891172e-05, "loss": 0.0336, "positive_teacher_pairs": 26598.6, "query_h_norm_ratio": 0.42751953303813933, "relation_loss": 0.0036824532551690938, "selected_pairs": 26598.6, "step": 15430, "student_distance_mean": 24.617340087890625, "teacher_distance_mean": 0.852651983499527, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.0036824532551690938, "weighted_relation_loss": 0.0036824532551690938 }, { "action_query_batch_std": 0.3726255476474762, "action_query_norm": 42.40461311340332, "action_relation_loss": 0.003671251027844846, "auxiliary_loss_weight": 1.0, "epoch": 14.443405051449954, "flow_matching_loss": 0.02837416511029005, "grad_norm": 0.1368742138147354, "h_stock_valid_norm": 98.44178314208985, "invalid_tail_samples": 23.9, "learning_rate": 5.171376131487722e-05, "loss": 0.032, "positive_teacher_pairs": 26835.8, "query_h_norm_ratio": 0.4307622253894806, "relation_loss": 0.003671251027844846, "selected_pairs": 26835.8, "step": 15440, "student_distance_mean": 24.823475456237794, "teacher_distance_mean": 0.8555058360099792, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.003671251027844846, "weighted_relation_loss": 0.003671251027844846 }, { "action_query_batch_std": 0.3697706013917923, "action_query_norm": 42.39876022338867, "action_relation_loss": 0.0037331263069063426, "auxiliary_loss_weight": 1.0, "epoch": 14.452759588400374, "flow_matching_loss": 0.029691309295594694, "grad_norm": 0.10651452094316483, "h_stock_valid_norm": 97.71855316162109, "invalid_tail_samples": 25.1, "learning_rate": 5.165867700846113e-05, "loss": 0.0334, "positive_teacher_pairs": 26554.4, "query_h_norm_ratio": 0.4338876187801361, "relation_loss": 0.0037331263069063426, "selected_pairs": 26554.4, "step": 15450, "student_distance_mean": 24.60791435241699, "teacher_distance_mean": 0.8446851074695587, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.0037331263069063426, "weighted_relation_loss": 0.0037331263069063426 }, { "action_query_batch_std": 0.37020882666110994, "action_query_norm": 42.40116424560547, "action_relation_loss": 0.003776049637235701, "auxiliary_loss_weight": 1.0, "epoch": 14.462114125350794, "flow_matching_loss": 0.02953505665063858, "grad_norm": 0.1288827806711197, "h_stock_valid_norm": 97.59255905151367, "invalid_tail_samples": 22.8, "learning_rate": 5.160359068659606e-05, "loss": 0.0333, "positive_teacher_pairs": 27078.4, "query_h_norm_ratio": 0.43447395265102384, "relation_loss": 0.003776049637235701, "selected_pairs": 27078.4, "step": 15460, "student_distance_mean": 24.535902214050292, "teacher_distance_mean": 0.8474067986011505, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.003776049637235701, "weighted_relation_loss": 0.003776049637235701 }, { "action_query_batch_std": 0.3740754574537277, "action_query_norm": 42.41625900268555, "action_relation_loss": 0.003540332126431167, "auxiliary_loss_weight": 1.0, "epoch": 14.471468662301216, "flow_matching_loss": 0.03179398663341999, "grad_norm": 0.11387016624212265, "h_stock_valid_norm": 97.7369613647461, "invalid_tail_samples": 24.0, "learning_rate": 5.154850241621712e-05, "loss": 0.0353, "positive_teacher_pairs": 26806.7, "query_h_norm_ratio": 0.43398756682872774, "relation_loss": 0.003540332126431167, "selected_pairs": 26806.7, "step": 15470, "student_distance_mean": 24.911101722717284, "teacher_distance_mean": 0.8628239750862121, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.003540332126431167, "weighted_relation_loss": 0.003540332126431167 }, { "action_query_batch_std": 0.3695653975009918, "action_query_norm": 42.373059844970705, "action_relation_loss": 0.003873888775706291, "auxiliary_loss_weight": 1.0, "epoch": 14.480823199251637, "flow_matching_loss": 0.03098526205867529, "grad_norm": 0.12090414017438889, "h_stock_valid_norm": 98.31093292236328, "invalid_tail_samples": 23.5, "learning_rate": 5.149341226426172e-05, "loss": 0.0349, "positive_teacher_pairs": 26925.2, "query_h_norm_ratio": 0.43101350367069247, "relation_loss": 0.003873888775706291, "selected_pairs": 26925.2, "step": 15480, "student_distance_mean": 24.59883518218994, "teacher_distance_mean": 0.8513385832309723, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.003873888775706291, "weighted_relation_loss": 0.003873888775706291 }, { "action_query_batch_std": 0.3725243598222733, "action_query_norm": 42.40548553466797, "action_relation_loss": 0.003670750791206956, "auxiliary_loss_weight": 1.0, "epoch": 14.490177736202059, "flow_matching_loss": 0.0280259869992733, "grad_norm": 0.10256997495889664, "h_stock_valid_norm": 98.56755447387695, "invalid_tail_samples": 22.4, "learning_rate": 5.14383202976696e-05, "loss": 0.0317, "positive_teacher_pairs": 27174.2, "query_h_norm_ratio": 0.43022241294384, "relation_loss": 0.003670750791206956, "selected_pairs": 27174.2, "step": 15490, "student_distance_mean": 24.723746299743652, "teacher_distance_mean": 0.853810453414917, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.003670750791206956, "weighted_relation_loss": 0.003670750791206956 }, { "action_query_batch_std": 0.36290763318538666, "action_query_norm": 42.34799919128418, "action_relation_loss": 0.003945765527896583, "auxiliary_loss_weight": 1.0, "epoch": 14.499532273152479, "flow_matching_loss": 0.030158449709415436, "grad_norm": 0.14764469861984253, "h_stock_valid_norm": 98.80977859497071, "invalid_tail_samples": 23.9, "learning_rate": 5.1383226583382684e-05, "loss": 0.0341, "positive_teacher_pairs": 26833.9, "query_h_norm_ratio": 0.42858628928661346, "relation_loss": 0.003945765527896583, "selected_pairs": 26833.9, "step": 15500, "student_distance_mean": 24.16801528930664, "teacher_distance_mean": 0.8353751242160797, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.003945765527896583, "weighted_relation_loss": 0.003945765527896583 }, { "action_query_batch_std": 0.3708302050828934, "action_query_norm": 42.38589096069336, "action_relation_loss": 0.0036546210991218685, "auxiliary_loss_weight": 1.0, "epoch": 14.5088868101029, "flow_matching_loss": 0.02786724381148815, "grad_norm": 0.141211599111557, "h_stock_valid_norm": 99.24975662231445, "invalid_tail_samples": 23.5, "learning_rate": 5.132813118834504e-05, "loss": 0.0315, "positive_teacher_pairs": 26923.3, "query_h_norm_ratio": 0.4270669221878052, "relation_loss": 0.0036546210991218685, "selected_pairs": 26923.3, "step": 15510, "student_distance_mean": 24.610996055603028, "teacher_distance_mean": 0.8494824826717376, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0036546210991218685, "weighted_relation_loss": 0.0036546210991218685 }, { "action_query_batch_std": 0.3698928564786911, "action_query_norm": 42.368426132202146, "action_relation_loss": 0.003729891777038574, "auxiliary_loss_weight": 1.0, "epoch": 14.518241347053321, "flow_matching_loss": 0.029066531360149382, "grad_norm": 0.15669724345207214, "h_stock_valid_norm": 98.90496215820312, "invalid_tail_samples": 23.5, "learning_rate": 5.1273034179502777e-05, "loss": 0.0328, "positive_teacher_pairs": 26917.3, "query_h_norm_ratio": 0.42837841212749483, "relation_loss": 0.003729891777038574, "selected_pairs": 26917.3, "step": 15520, "student_distance_mean": 24.67330837249756, "teacher_distance_mean": 0.8582186758518219, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.003729891777038574, "weighted_relation_loss": 0.003729891777038574 }, { "action_query_batch_std": 0.36925179958343507, "action_query_norm": 42.36948471069336, "action_relation_loss": 0.00375878494232893, "auxiliary_loss_weight": 1.0, "epoch": 14.527595884003741, "flow_matching_loss": 0.030176077224314212, "grad_norm": 0.1587390899658203, "h_stock_valid_norm": 98.50670547485352, "invalid_tail_samples": 22.3, "learning_rate": 5.1217935623803945e-05, "loss": 0.0339, "positive_teacher_pairs": 27210.1, "query_h_norm_ratio": 0.43012005686759947, "relation_loss": 0.00375878494232893, "selected_pairs": 27210.1, "step": 15530, "student_distance_mean": 24.613569068908692, "teacher_distance_mean": 0.8546329081058502, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.00375878494232893, "weighted_relation_loss": 0.00375878494232893 }, { "action_query_batch_std": 0.37288745045661925, "action_query_norm": 42.37666206359863, "action_relation_loss": 0.003525750548578799, "auxiliary_loss_weight": 1.0, "epoch": 14.536950420954163, "flow_matching_loss": 0.0275880079716444, "grad_norm": 0.1487564891576767, "h_stock_valid_norm": 98.39963912963867, "invalid_tail_samples": 23.2, "learning_rate": 5.1162835588198476e-05, "loss": 0.0311, "positive_teacher_pairs": 26991.9, "query_h_norm_ratio": 0.43066313564777375, "relation_loss": 0.003525750548578799, "selected_pairs": 26991.9, "step": 15540, "student_distance_mean": 24.739430236816407, "teacher_distance_mean": 0.8591838419437409, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.003525750548578799, "weighted_relation_loss": 0.003525750548578799 }, { "action_query_batch_std": 0.37434818148612975, "action_query_norm": 42.38428001403808, "action_relation_loss": 0.0036742457188665865, "auxiliary_loss_weight": 1.0, "epoch": 14.546304957904583, "flow_matching_loss": 0.028936280868947506, "grad_norm": 0.10169811546802521, "h_stock_valid_norm": 98.18374176025391, "invalid_tail_samples": 24.1, "learning_rate": 5.110773413963813e-05, "loss": 0.0326, "positive_teacher_pairs": 26785.5, "query_h_norm_ratio": 0.4316873222589493, "relation_loss": 0.0036742457188665865, "selected_pairs": 26785.5, "step": 15550, "student_distance_mean": 24.93576374053955, "teacher_distance_mean": 0.8605045199394226, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.0036742457188665865, "weighted_relation_loss": 0.0036742457188665865 }, { "action_query_batch_std": 0.3701043039560318, "action_query_norm": 42.380730056762694, "action_relation_loss": 0.003674586769193411, "auxiliary_loss_weight": 1.0, "epoch": 14.555659494855005, "flow_matching_loss": 0.02950149793177843, "grad_norm": 0.11205391585826874, "h_stock_valid_norm": 98.35227432250977, "invalid_tail_samples": 24.0, "learning_rate": 5.105263134507636e-05, "loss": 0.0332, "positive_teacher_pairs": 26803.6, "query_h_norm_ratio": 0.4309107273817062, "relation_loss": 0.003674586769193411, "selected_pairs": 26803.6, "step": 15560, "student_distance_mean": 24.61150493621826, "teacher_distance_mean": 0.8454653859138489, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.003674586769193411, "weighted_relation_loss": 0.003674586769193411 }, { "action_query_batch_std": 0.37359789907932284, "action_query_norm": 42.38586769104004, "action_relation_loss": 0.003505449485965073, "auxiliary_loss_weight": 1.0, "epoch": 14.565014031805426, "flow_matching_loss": 0.029259452223777772, "grad_norm": 0.08321761339902878, "h_stock_valid_norm": 98.39439697265625, "invalid_tail_samples": 26.0, "learning_rate": 5.099752727146824e-05, "loss": 0.0328, "positive_teacher_pairs": 26345.7, "query_h_norm_ratio": 0.43077975809574126, "relation_loss": 0.003505449485965073, "selected_pairs": 26345.7, "step": 15570, "student_distance_mean": 24.794794273376464, "teacher_distance_mean": 0.8526494860649109, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.003505449485965073, "weighted_relation_loss": 0.003505449485965073 }, { "action_query_batch_std": 0.37116640210151675, "action_query_norm": 42.37406921386719, "action_relation_loss": 0.0037469657137989996, "auxiliary_loss_weight": 1.0, "epoch": 14.574368568755848, "flow_matching_loss": 0.03017585314810276, "grad_norm": 0.1084422767162323, "h_stock_valid_norm": 98.03330154418946, "invalid_tail_samples": 25.5, "learning_rate": 5.094242198577042e-05, "loss": 0.0339, "positive_teacher_pairs": 26460.5, "query_h_norm_ratio": 0.43224329352378843, "relation_loss": 0.0037469657137989996, "selected_pairs": 26460.5, "step": 15580, "student_distance_mean": 24.568563652038574, "teacher_distance_mean": 0.8516272962093353, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.0037469657137989996, "weighted_relation_loss": 0.0037469657137989996 }, { "action_query_batch_std": 0.3681309372186661, "action_query_norm": 42.34681777954101, "action_relation_loss": 0.0035481780068948865, "auxiliary_loss_weight": 1.0, "epoch": 14.583723105706268, "flow_matching_loss": 0.02814320903271437, "grad_norm": 0.12562967836856842, "h_stock_valid_norm": 98.22825775146484, "invalid_tail_samples": 23.3, "learning_rate": 5.088731555494102e-05, "loss": 0.0317, "positive_teacher_pairs": 26974.0, "query_h_norm_ratio": 0.43110955953598024, "relation_loss": 0.0035481780068948865, "selected_pairs": 26974.0, "step": 15590, "student_distance_mean": 24.419295692443846, "teacher_distance_mean": 0.8484114646911621, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0035481780068948865, "weighted_relation_loss": 0.0035481780068948865 }, { "action_query_batch_std": 0.3721627742052078, "action_query_norm": 42.37628402709961, "action_relation_loss": 0.0036703610559925435, "auxiliary_loss_weight": 1.0, "epoch": 14.593077642656688, "flow_matching_loss": 0.03067453149706125, "grad_norm": 0.13853491842746735, "h_stock_valid_norm": 98.14215621948242, "invalid_tail_samples": 28.2, "learning_rate": 5.0832208045939556e-05, "loss": 0.0343, "positive_teacher_pairs": 25839.1, "query_h_norm_ratio": 0.4317866325378418, "relation_loss": 0.0036703610559925435, "selected_pairs": 25839.1, "step": 15600, "student_distance_mean": 24.766941642761232, "teacher_distance_mean": 0.8575399994850159, "valid_action_samples": 227.8, "weighted_auxiliary_loss": 0.0036703610559925435, "weighted_relation_loss": 0.0036703610559925435 }, { "action_query_batch_std": 0.36600582003593446, "action_query_norm": 42.34188995361328, "action_relation_loss": 0.003881173487752676, "auxiliary_loss_weight": 1.0, "epoch": 14.60243217960711, "flow_matching_loss": 0.029504073411226274, "grad_norm": 0.12062785029411316, "h_stock_valid_norm": 97.87339324951172, "invalid_tail_samples": 24.6, "learning_rate": 5.0777099525726844e-05, "loss": 0.0334, "positive_teacher_pairs": 26663.7, "query_h_norm_ratio": 0.43262088894844053, "relation_loss": 0.003881173487752676, "selected_pairs": 26663.7, "step": 15610, "student_distance_mean": 24.413290405273436, "teacher_distance_mean": 0.8426892936229706, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.003881173487752676, "weighted_relation_loss": 0.003881173487752676 }, { "action_query_batch_std": 0.37337093949317934, "action_query_norm": 42.364239883422854, "action_relation_loss": 0.0034968563122674823, "auxiliary_loss_weight": 1.0, "epoch": 14.61178671655753, "flow_matching_loss": 0.02939418088644743, "grad_norm": 0.10834847390651703, "h_stock_valid_norm": 97.56809463500977, "invalid_tail_samples": 24.0, "learning_rate": 5.072199006126494e-05, "loss": 0.0329, "positive_teacher_pairs": 26808.0, "query_h_norm_ratio": 0.43420656621456144, "relation_loss": 0.0034968563122674823, "selected_pairs": 26808.0, "step": 15620, "student_distance_mean": 24.904303359985352, "teacher_distance_mean": 0.8622660636901855, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0034968563122674823, "weighted_relation_loss": 0.0034968563122674823 }, { "action_query_batch_std": 0.37025967240333557, "action_query_norm": 42.34873809814453, "action_relation_loss": 0.003751941048540175, "auxiliary_loss_weight": 1.0, "epoch": 14.621141253507952, "flow_matching_loss": 0.02957259528338909, "grad_norm": 0.1352291703224182, "h_stock_valid_norm": 98.3463966369629, "invalid_tail_samples": 22.2, "learning_rate": 5.0666879719517026e-05, "loss": 0.0333, "positive_teacher_pairs": 27228.9, "query_h_norm_ratio": 0.4306102216243744, "relation_loss": 0.003751941048540175, "selected_pairs": 27228.9, "step": 15630, "student_distance_mean": 24.717840576171874, "teacher_distance_mean": 0.8538028061389923, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.003751941048540175, "weighted_relation_loss": 0.003751941048540175 }, { "action_query_batch_std": 0.37427995800971986, "action_query_norm": 42.37807693481445, "action_relation_loss": 0.003623617463745177, "auxiliary_loss_weight": 1.0, "epoch": 14.630495790458372, "flow_matching_loss": 0.029513028636574744, "grad_norm": 0.10283011943101883, "h_stock_valid_norm": 99.01475448608399, "invalid_tail_samples": 24.8, "learning_rate": 5.061176856744737e-05, "loss": 0.0331, "positive_teacher_pairs": 26619.6, "query_h_norm_ratio": 0.42800138592720033, "relation_loss": 0.003623617463745177, "selected_pairs": 26619.6, "step": 15640, "student_distance_mean": 24.901432037353516, "teacher_distance_mean": 0.8608981013298035, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.003623617463745177, "weighted_relation_loss": 0.003623617463745177 }, { "action_query_batch_std": 0.3767656147480011, "action_query_norm": 42.38651542663574, "action_relation_loss": 0.003568098903633654, "auxiliary_loss_weight": 1.0, "epoch": 14.639850327408793, "flow_matching_loss": 0.030237762071192265, "grad_norm": 0.1166568323969841, "h_stock_valid_norm": 99.2713119506836, "invalid_tail_samples": 23.1, "learning_rate": 5.0556656672021205e-05, "loss": 0.0338, "positive_teacher_pairs": 27014.6, "query_h_norm_ratio": 0.42697825133800504, "relation_loss": 0.003568098903633654, "selected_pairs": 27014.6, "step": 15650, "student_distance_mean": 24.944606590270997, "teacher_distance_mean": 0.8618495166301727, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.003568098903633654, "weighted_relation_loss": 0.003568098903633654 }, { "action_query_batch_std": 0.37294385135173796, "action_query_norm": 42.356943893432614, "action_relation_loss": 0.003465835703536868, "auxiliary_loss_weight": 1.0, "epoch": 14.649204864359215, "flow_matching_loss": 0.028475220315158367, "grad_norm": 0.11064067482948303, "h_stock_valid_norm": 98.76723403930664, "invalid_tail_samples": 24.9, "learning_rate": 5.050154410020472e-05, "loss": 0.0319, "positive_teacher_pairs": 26594.3, "query_h_norm_ratio": 0.4288613319396973, "relation_loss": 0.003465835703536868, "selected_pairs": 26594.3, "step": 15660, "student_distance_mean": 24.873197937011717, "teacher_distance_mean": 0.8626181781291962, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.003465835703536868, "weighted_relation_loss": 0.003465835703536868 }, { "action_query_batch_std": 0.37093630731105803, "action_query_norm": 42.35305557250977, "action_relation_loss": 0.0035292554646730425, "auxiliary_loss_weight": 1.0, "epoch": 14.658559401309635, "flow_matching_loss": 0.029490721598267555, "grad_norm": 0.1007685735821724, "h_stock_valid_norm": 98.17859649658203, "invalid_tail_samples": 24.4, "learning_rate": 5.044643091896485e-05, "loss": 0.033, "positive_teacher_pairs": 26709.2, "query_h_norm_ratio": 0.43139444589614867, "relation_loss": 0.0035292554646730425, "selected_pairs": 26709.2, "step": 15670, "student_distance_mean": 24.64678382873535, "teacher_distance_mean": 0.8551167488098145, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.0035292554646730425, "weighted_relation_loss": 0.0035292554646730425 }, { "action_query_batch_std": 0.37752116918563844, "action_query_norm": 42.37049827575684, "action_relation_loss": 0.0037252626614645125, "auxiliary_loss_weight": 1.0, "epoch": 14.667913938260057, "flow_matching_loss": 0.02816001232713461, "grad_norm": 0.08215472847223282, "h_stock_valid_norm": 97.41510009765625, "invalid_tail_samples": 24.6, "learning_rate": 5.039131719526932e-05, "loss": 0.0319, "positive_teacher_pairs": 26670.7, "query_h_norm_ratio": 0.4349505066871643, "relation_loss": 0.0037252626614645125, "selected_pairs": 26670.7, "step": 15680, "student_distance_mean": 25.06179904937744, "teacher_distance_mean": 0.8671139359474183, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0037252626614645125, "weighted_relation_loss": 0.0037252626614645125 }, { "action_query_batch_std": 0.37473011314868926, "action_query_norm": 42.35666961669922, "action_relation_loss": 0.0034291304647922514, "auxiliary_loss_weight": 1.0, "epoch": 14.677268475210477, "flow_matching_loss": 0.027897888980805873, "grad_norm": 0.11683110147714615, "h_stock_valid_norm": 97.21035079956054, "invalid_tail_samples": 24.6, "learning_rate": 5.03362029960865e-05, "loss": 0.0313, "positive_teacher_pairs": 26666.3, "query_h_norm_ratio": 0.43572446405887605, "relation_loss": 0.0034291304647922514, "selected_pairs": 26666.3, "step": 15690, "student_distance_mean": 24.891888427734376, "teacher_distance_mean": 0.8589360237121582, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0034291304647922514, "weighted_relation_loss": 0.0034291304647922514 }, { "action_query_batch_std": 0.3759178429841995, "action_query_norm": 42.356143188476565, "action_relation_loss": 0.0037264886777848005, "auxiliary_loss_weight": 1.0, "epoch": 14.686623012160897, "flow_matching_loss": 0.03045390546321869, "grad_norm": 0.09555433690547943, "h_stock_valid_norm": 97.53523254394531, "invalid_tail_samples": 21.3, "learning_rate": 5.028108838838533e-05, "loss": 0.0342, "positive_teacher_pairs": 27431.7, "query_h_norm_ratio": 0.43426900506019595, "relation_loss": 0.0037264886777848005, "selected_pairs": 27431.7, "step": 15700, "student_distance_mean": 24.87064723968506, "teacher_distance_mean": 0.8608365833759308, "valid_action_samples": 234.7, "weighted_auxiliary_loss": 0.0037264886777848005, "weighted_relation_loss": 0.0037264886777848005 }, { "action_query_batch_std": 0.3686880797147751, "action_query_norm": 42.3196533203125, "action_relation_loss": 0.0035161208361387253, "auxiliary_loss_weight": 1.0, "epoch": 14.69597754911132, "flow_matching_loss": 0.029171244241297245, "grad_norm": 0.10416896641254425, "h_stock_valid_norm": 98.34744415283203, "invalid_tail_samples": 24.2, "learning_rate": 5.0225973439135276e-05, "loss": 0.0327, "positive_teacher_pairs": 26760.9, "query_h_norm_ratio": 0.43031114935874937, "relation_loss": 0.0035161208361387253, "selected_pairs": 26760.9, "step": 15710, "student_distance_mean": 24.455336570739746, "teacher_distance_mean": 0.8481704771518708, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0035161208361387253, "weighted_relation_loss": 0.0035161208361387253 }, { "action_query_batch_std": 0.3704484462738037, "action_query_norm": 42.33992042541504, "action_relation_loss": 0.003588238498196006, "auxiliary_loss_weight": 1.0, "epoch": 14.70533208606174, "flow_matching_loss": 0.028731555119156836, "grad_norm": 0.10709061473608017, "h_stock_valid_norm": 98.45318298339843, "invalid_tail_samples": 22.8, "learning_rate": 5.017085821530617e-05, "loss": 0.0323, "positive_teacher_pairs": 27088.1, "query_h_norm_ratio": 0.4300557643175125, "relation_loss": 0.003588238498196006, "selected_pairs": 27088.1, "step": 15720, "student_distance_mean": 24.623211288452147, "teacher_distance_mean": 0.8559103906154633, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.003588238498196006, "weighted_relation_loss": 0.003588238498196006 }, { "action_query_batch_std": 0.3655076503753662, "action_query_norm": 42.30539817810059, "action_relation_loss": 0.003668817225843668, "auxiliary_loss_weight": 1.0, "epoch": 14.714686623012161, "flow_matching_loss": 0.02784516420215368, "grad_norm": 0.1131400540471077, "h_stock_valid_norm": 97.9702522277832, "invalid_tail_samples": 24.6, "learning_rate": 5.011574278386822e-05, "loss": 0.0315, "positive_teacher_pairs": 26668.7, "query_h_norm_ratio": 0.4318223655223846, "relation_loss": 0.003668817225843668, "selected_pairs": 26668.7, "step": 15730, "student_distance_mean": 24.257131004333495, "teacher_distance_mean": 0.8457450151443482, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.003668817225843668, "weighted_relation_loss": 0.003668817225843668 }, { "action_query_batch_std": 0.37681005597114564, "action_query_norm": 42.3536792755127, "action_relation_loss": 0.003550896281376481, "auxiliary_loss_weight": 1.0, "epoch": 14.724041159962582, "flow_matching_loss": 0.02995133325457573, "grad_norm": 0.11162639409303665, "h_stock_valid_norm": 97.67268447875976, "invalid_tail_samples": 25.0, "learning_rate": 5.006062721179189e-05, "loss": 0.0335, "positive_teacher_pairs": 26573.9, "query_h_norm_ratio": 0.43363105058670043, "relation_loss": 0.003550896281376481, "selected_pairs": 26573.9, "step": 15740, "student_distance_mean": 25.085634613037108, "teacher_distance_mean": 0.869992595911026, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.003550896281376481, "weighted_relation_loss": 0.003550896281376481 }, { "action_query_batch_std": 0.37197905480861665, "action_query_norm": 42.34881439208984, "action_relation_loss": 0.003578306012786925, "auxiliary_loss_weight": 1.0, "epoch": 14.733395696913004, "flow_matching_loss": 0.028551795706152915, "grad_norm": 0.10866119712591171, "h_stock_valid_norm": 98.0788673400879, "invalid_tail_samples": 22.1, "learning_rate": 5.000551156604777e-05, "loss": 0.0321, "positive_teacher_pairs": 27247.2, "query_h_norm_ratio": 0.43178440928459166, "relation_loss": 0.003578306012786925, "selected_pairs": 27247.2, "step": 15750, "student_distance_mean": 24.683410263061525, "teacher_distance_mean": 0.8509743630886077, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.003578306012786925, "weighted_relation_loss": 0.003578306012786925 }, { "action_query_batch_std": 0.3698918431997299, "action_query_norm": 42.31038475036621, "action_relation_loss": 0.003696925542317331, "auxiliary_loss_weight": 1.0, "epoch": 14.742750233863424, "flow_matching_loss": 0.02970473263412714, "grad_norm": 0.12500332295894623, "h_stock_valid_norm": 98.62340698242187, "invalid_tail_samples": 23.5, "learning_rate": 4.9950395913606594e-05, "loss": 0.0334, "positive_teacher_pairs": 26918.3, "query_h_norm_ratio": 0.4290119081735611, "relation_loss": 0.003696925542317331, "selected_pairs": 26918.3, "step": 15760, "student_distance_mean": 24.48413791656494, "teacher_distance_mean": 0.848172789812088, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.003696925542317331, "weighted_relation_loss": 0.003696925542317331 }, { "action_query_batch_std": 0.3669834166765213, "action_query_norm": 42.311279678344725, "action_relation_loss": 0.0036540297558531167, "auxiliary_loss_weight": 1.0, "epoch": 14.752104770813844, "flow_matching_loss": 0.02991618253290653, "grad_norm": 0.11980308592319489, "h_stock_valid_norm": 98.74666137695313, "invalid_tail_samples": 26.0, "learning_rate": 4.989528032143903e-05, "loss": 0.0336, "positive_teacher_pairs": 26343.4, "query_h_norm_ratio": 0.4284882783889771, "relation_loss": 0.0036540297558531167, "selected_pairs": 26343.4, "step": 15770, "student_distance_mean": 24.451297760009766, "teacher_distance_mean": 0.847814929485321, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.0036540297558531167, "weighted_relation_loss": 0.0036540297558531167 }, { "action_query_batch_std": 0.3702510803937912, "action_query_norm": 42.32181282043457, "action_relation_loss": 0.003680339828133583, "auxiliary_loss_weight": 1.0, "epoch": 14.761459307764266, "flow_matching_loss": 0.02819010466337204, "grad_norm": 0.11374745517969131, "h_stock_valid_norm": 98.29815216064453, "invalid_tail_samples": 25.3, "learning_rate": 4.984016485651578e-05, "loss": 0.0319, "positive_teacher_pairs": 26507.2, "query_h_norm_ratio": 0.43054933845996857, "relation_loss": 0.003680339828133583, "selected_pairs": 26507.2, "step": 15780, "student_distance_mean": 24.602228546142577, "teacher_distance_mean": 0.8494770228862762, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.003680339828133583, "weighted_relation_loss": 0.003680339828133583 }, { "action_query_batch_std": 0.37509176433086394, "action_query_norm": 42.346059799194336, "action_relation_loss": 0.0035446817521005867, "auxiliary_loss_weight": 1.0, "epoch": 14.770813844714686, "flow_matching_loss": 0.02908182516694069, "grad_norm": 0.18515460193157196, "h_stock_valid_norm": 97.88367233276367, "invalid_tail_samples": 20.7, "learning_rate": 4.9785049585807274e-05, "loss": 0.0326, "positive_teacher_pairs": 27568.6, "query_h_norm_ratio": 0.43261857628822326, "relation_loss": 0.0035446817521005867, "selected_pairs": 27568.6, "step": 15790, "student_distance_mean": 24.981078910827637, "teacher_distance_mean": 0.8693042159080505, "valid_action_samples": 235.3, "weighted_auxiliary_loss": 0.0035446817521005867, "weighted_relation_loss": 0.0035446817521005867 }, { "action_query_batch_std": 0.36906742453575136, "action_query_norm": 42.30775451660156, "action_relation_loss": 0.0037722609471529723, "auxiliary_loss_weight": 1.0, "epoch": 14.780168381665108, "flow_matching_loss": 0.030222304910421372, "grad_norm": 0.14539282023906708, "h_stock_valid_norm": 97.7489631652832, "invalid_tail_samples": 23.5, "learning_rate": 4.972993457628381e-05, "loss": 0.034, "positive_teacher_pairs": 26918.4, "query_h_norm_ratio": 0.43282175064086914, "relation_loss": 0.0037722609471529723, "selected_pairs": 26918.4, "step": 15800, "student_distance_mean": 24.473915672302248, "teacher_distance_mean": 0.8501485884189606, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0037722609471529723, "weighted_relation_loss": 0.0037722609471529723 }, { "action_query_batch_std": 0.3733552753925323, "action_query_norm": 42.32946090698242, "action_relation_loss": 0.0036832018522545695, "auxiliary_loss_weight": 1.0, "epoch": 14.789522918615528, "flow_matching_loss": 0.028224744275212287, "grad_norm": 0.12918931245803833, "h_stock_valid_norm": 97.77371520996094, "invalid_tail_samples": 23.7, "learning_rate": 4.9674819894915306e-05, "loss": 0.0319, "positive_teacher_pairs": 26868.7, "query_h_norm_ratio": 0.43293745517730714, "relation_loss": 0.0036832018522545695, "selected_pairs": 26868.7, "step": 15810, "student_distance_mean": 24.823918342590332, "teacher_distance_mean": 0.8562114775180817, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0036832018522545695, "weighted_relation_loss": 0.0036832018522545695 }, { "action_query_batch_std": 0.3761213421821594, "action_query_norm": 42.32887229919434, "action_relation_loss": 0.0034958488773554563, "auxiliary_loss_weight": 1.0, "epoch": 14.79887745556595, "flow_matching_loss": 0.030056909099221228, "grad_norm": 0.09933456778526306, "h_stock_valid_norm": 97.92922973632812, "invalid_tail_samples": 25.5, "learning_rate": 4.9619705608671265e-05, "loss": 0.0336, "positive_teacher_pairs": 26462.3, "query_h_norm_ratio": 0.43224388360977173, "relation_loss": 0.0034958488773554563, "selected_pairs": 26462.3, "step": 15820, "student_distance_mean": 24.98383159637451, "teacher_distance_mean": 0.8582633435726166, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.0034958488773554563, "weighted_relation_loss": 0.0034958488773554563 }, { "action_query_batch_std": 0.3731614738702774, "action_query_norm": 42.319457626342775, "action_relation_loss": 0.0035268751438707114, "auxiliary_loss_weight": 1.0, "epoch": 14.80823199251637, "flow_matching_loss": 0.02864908557385206, "grad_norm": 0.11296462267637253, "h_stock_valid_norm": 98.16477279663086, "invalid_tail_samples": 24.7, "learning_rate": 4.956459178452079e-05, "loss": 0.0322, "positive_teacher_pairs": 26648.6, "query_h_norm_ratio": 0.43111182749271393, "relation_loss": 0.0035268751438707114, "selected_pairs": 26648.6, "step": 15830, "student_distance_mean": 24.618163299560546, "teacher_distance_mean": 0.8567769825458527, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.0035268751438707114, "weighted_relation_loss": 0.0035268751438707114 }, { "action_query_batch_std": 0.3723233163356781, "action_query_norm": 42.30090866088867, "action_relation_loss": 0.0035349716898053886, "auxiliary_loss_weight": 1.0, "epoch": 14.81758652946679, "flow_matching_loss": 0.029851914569735526, "grad_norm": 0.1424683928489685, "h_stock_valid_norm": 97.60926971435546, "invalid_tail_samples": 22.3, "learning_rate": 4.950947848943235e-05, "loss": 0.0334, "positive_teacher_pairs": 27200.2, "query_h_norm_ratio": 0.4333717465400696, "relation_loss": 0.0035349716898053886, "selected_pairs": 27200.2, "step": 15840, "student_distance_mean": 24.657330894470213, "teacher_distance_mean": 0.8561438739299774, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.0035349716898053886, "weighted_relation_loss": 0.0035349716898053886 }, { "action_query_batch_std": 0.37062239050865176, "action_query_norm": 42.302999877929686, "action_relation_loss": 0.003607281041331589, "auxiliary_loss_weight": 1.0, "epoch": 14.826941066417213, "flow_matching_loss": 0.028345219790935516, "grad_norm": 0.10361967980861664, "h_stock_valid_norm": 97.2688980102539, "invalid_tail_samples": 23.3, "learning_rate": 4.9454365790373805e-05, "loss": 0.032, "positive_teacher_pairs": 26966.3, "query_h_norm_ratio": 0.4349106580018997, "relation_loss": 0.003607281041331589, "selected_pairs": 26966.3, "step": 15850, "student_distance_mean": 24.57534828186035, "teacher_distance_mean": 0.8506567656993866, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.003607281041331589, "weighted_relation_loss": 0.003607281041331589 }, { "action_query_batch_std": 0.36989575922489165, "action_query_norm": 42.291111373901366, "action_relation_loss": 0.0037640429567545653, "auxiliary_loss_weight": 1.0, "epoch": 14.836295603367633, "flow_matching_loss": 0.030477827042341234, "grad_norm": 0.11650381237268448, "h_stock_valid_norm": 97.21845779418945, "invalid_tail_samples": 24.2, "learning_rate": 4.939925375431226e-05, "loss": 0.0342, "positive_teacher_pairs": 26754.3, "query_h_norm_ratio": 0.4350143551826477, "relation_loss": 0.0037640429567545653, "selected_pairs": 26754.3, "step": 15860, "student_distance_mean": 24.595304107666017, "teacher_distance_mean": 0.8549624502658844, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0037640429567545653, "weighted_relation_loss": 0.0037640429567545653 }, { "action_query_batch_std": 0.3740400969982147, "action_query_norm": 42.30395431518555, "action_relation_loss": 0.0034598056226968765, "auxiliary_loss_weight": 1.0, "epoch": 14.845650140318055, "flow_matching_loss": 0.029138810001313686, "grad_norm": 0.09886764734983444, "h_stock_valid_norm": 98.06162719726562, "invalid_tail_samples": 21.5, "learning_rate": 4.9344142448214046e-05, "loss": 0.0326, "positive_teacher_pairs": 27386.8, "query_h_norm_ratio": 0.43141249716281893, "relation_loss": 0.0034598056226968765, "selected_pairs": 27386.8, "step": 15870, "student_distance_mean": 24.809230613708497, "teacher_distance_mean": 0.8531561255455017, "valid_action_samples": 234.5, "weighted_auxiliary_loss": 0.0034598056226968765, "weighted_relation_loss": 0.0034598056226968765 }, { "action_query_batch_std": 0.369573125243187, "action_query_norm": 42.28311386108398, "action_relation_loss": 0.0034805056639015675, "auxiliary_loss_weight": 1.0, "epoch": 14.855004677268475, "flow_matching_loss": 0.0286523612216115, "grad_norm": 0.11314454674720764, "h_stock_valid_norm": 98.70523376464844, "invalid_tail_samples": 21.8, "learning_rate": 4.928903193904461e-05, "loss": 0.0321, "positive_teacher_pairs": 27322.8, "query_h_norm_ratio": 0.4283799290657043, "relation_loss": 0.0034805056639015675, "selected_pairs": 27322.8, "step": 15880, "student_distance_mean": 24.489509201049806, "teacher_distance_mean": 0.8479480385780335, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.0034805056639015675, "weighted_relation_loss": 0.0034805056639015675 }, { "action_query_batch_std": 0.37229294180870054, "action_query_norm": 42.291303634643555, "action_relation_loss": 0.0035322470357641578, "auxiliary_loss_weight": 1.0, "epoch": 14.864359214218895, "flow_matching_loss": 0.029006754420697688, "grad_norm": 0.12243045121431351, "h_stock_valid_norm": 98.5049560546875, "invalid_tail_samples": 22.8, "learning_rate": 4.923392229376842e-05, "loss": 0.0325, "positive_teacher_pairs": 27087.7, "query_h_norm_ratio": 0.42933603525161745, "relation_loss": 0.0035322470357641578, "selected_pairs": 27087.7, "step": 15890, "student_distance_mean": 24.72064838409424, "teacher_distance_mean": 0.8566983222961426, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0035322470357641578, "weighted_relation_loss": 0.0035322470357641578 }, { "action_query_batch_std": 0.3743597358465195, "action_query_norm": 42.30734405517578, "action_relation_loss": 0.0034998069517314435, "auxiliary_loss_weight": 1.0, "epoch": 14.873713751169317, "flow_matching_loss": 0.028006328828632833, "grad_norm": 0.0988335981965065, "h_stock_valid_norm": 98.2081916809082, "invalid_tail_samples": 24.5, "learning_rate": 4.9178813579348865e-05, "loss": 0.0315, "positive_teacher_pairs": 26689.0, "query_h_norm_ratio": 0.4307984381914139, "relation_loss": 0.0034998069517314435, "selected_pairs": 26689.0, "step": 15900, "student_distance_mean": 24.927285575866698, "teacher_distance_mean": 0.8622668981552124, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.0034998069517314435, "weighted_relation_loss": 0.0034998069517314435 }, { "action_query_batch_std": 0.37264117896556853, "action_query_norm": 42.301177215576175, "action_relation_loss": 0.0034102284582331775, "auxiliary_loss_weight": 1.0, "epoch": 14.883068288119738, "flow_matching_loss": 0.027762259170413018, "grad_norm": 0.1101214736700058, "h_stock_valid_norm": 97.69523544311524, "invalid_tail_samples": 22.3, "learning_rate": 4.9123705862748253e-05, "loss": 0.0312, "positive_teacher_pairs": 27201.5, "query_h_norm_ratio": 0.4329959720373154, "relation_loss": 0.0034102284582331775, "selected_pairs": 27201.5, "step": 15910, "student_distance_mean": 24.716227340698243, "teacher_distance_mean": 0.8558797717094422, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.0034102284582331775, "weighted_relation_loss": 0.0034102284582331775 }, { "action_query_batch_std": 0.36887621581554414, "action_query_norm": 42.274040603637694, "action_relation_loss": 0.0035524438600987194, "auxiliary_loss_weight": 1.0, "epoch": 14.89242282507016, "flow_matching_loss": 0.028118703700602054, "grad_norm": 0.11074820905923843, "h_stock_valid_norm": 97.36916656494141, "invalid_tail_samples": 24.1, "learning_rate": 4.9068599210927627e-05, "loss": 0.0317, "positive_teacher_pairs": 26781.0, "query_h_norm_ratio": 0.43416473269462585, "relation_loss": 0.0035524438600987194, "selected_pairs": 26781.0, "step": 15920, "student_distance_mean": 24.53345355987549, "teacher_distance_mean": 0.8520523607730865, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.0035524438600987194, "weighted_relation_loss": 0.0035524438600987194 }, { "action_query_batch_std": 0.3750851511955261, "action_query_norm": 42.28946037292481, "action_relation_loss": 0.0036337312776595354, "auxiliary_loss_weight": 1.0, "epoch": 14.90177736202058, "flow_matching_loss": 0.02942880056798458, "grad_norm": 0.1251942217350006, "h_stock_valid_norm": 97.67975540161133, "invalid_tail_samples": 23.8, "learning_rate": 4.901349369084681e-05, "loss": 0.0331, "positive_teacher_pairs": 26867.7, "query_h_norm_ratio": 0.43294318318367003, "relation_loss": 0.0036337312776595354, "selected_pairs": 26867.7, "step": 15930, "student_distance_mean": 24.865607452392577, "teacher_distance_mean": 0.8657507419586181, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.0036337312776595354, "weighted_relation_loss": 0.0036337312776595354 }, { "action_query_batch_std": 0.37589321434497835, "action_query_norm": 42.309383392333984, "action_relation_loss": 0.0034694016678258775, "auxiliary_loss_weight": 1.0, "epoch": 14.911131898971, "flow_matching_loss": 0.028598296642303466, "grad_norm": 0.09830988198518753, "h_stock_valid_norm": 98.30045089721679, "invalid_tail_samples": 22.2, "learning_rate": 4.8958389369464156e-05, "loss": 0.0321, "positive_teacher_pairs": 27218.8, "query_h_norm_ratio": 0.43040957748889924, "relation_loss": 0.0034694016678258775, "selected_pairs": 27218.8, "step": 15940, "student_distance_mean": 24.904125595092772, "teacher_distance_mean": 0.8628336191177368, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.0034694016678258775, "weighted_relation_loss": 0.0034694016678258775 }, { "action_query_batch_std": 0.3712060064077377, "action_query_norm": 42.28838920593262, "action_relation_loss": 0.0035593306412920354, "auxiliary_loss_weight": 1.0, "epoch": 14.920486435921422, "flow_matching_loss": 0.029825954884290694, "grad_norm": 0.12348476052284241, "h_stock_valid_norm": 98.5825584411621, "invalid_tail_samples": 23.9, "learning_rate": 4.890328631373666e-05, "loss": 0.0334, "positive_teacher_pairs": 26825.5, "query_h_norm_ratio": 0.4289709120988846, "relation_loss": 0.0035593306412920354, "selected_pairs": 26825.5, "step": 15950, "student_distance_mean": 24.587683868408202, "teacher_distance_mean": 0.8486961424350739, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0035593306412920354, "weighted_relation_loss": 0.0035593306412920354 }, { "action_query_batch_std": 0.3699746787548065, "action_query_norm": 42.27243156433106, "action_relation_loss": 0.003532271459698677, "auxiliary_loss_weight": 1.0, "epoch": 14.929840972871842, "flow_matching_loss": 0.028568545542657375, "grad_norm": 0.09073515981435776, "h_stock_valid_norm": 98.00479507446289, "invalid_tail_samples": 25.1, "learning_rate": 4.88481845906197e-05, "loss": 0.0321, "positive_teacher_pairs": 26560.2, "query_h_norm_ratio": 0.4313351184129715, "relation_loss": 0.003532271459698677, "selected_pairs": 26560.2, "step": 15960, "student_distance_mean": 24.562023162841797, "teacher_distance_mean": 0.8492038726806641, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.003532271459698677, "weighted_relation_loss": 0.003532271459698677 }, { "action_query_batch_std": 0.37403195798397065, "action_query_norm": 42.28888130187988, "action_relation_loss": 0.0036111035849899055, "auxiliary_loss_weight": 1.0, "epoch": 14.939195509822264, "flow_matching_loss": 0.02891895081847906, "grad_norm": 0.08766420930624008, "h_stock_valid_norm": 97.5211395263672, "invalid_tail_samples": 23.7, "learning_rate": 4.879308426706707e-05, "loss": 0.0325, "positive_teacher_pairs": 26880.1, "query_h_norm_ratio": 0.4336414188146591, "relation_loss": 0.0036111035849899055, "selected_pairs": 26880.1, "step": 15970, "student_distance_mean": 24.729685401916505, "teacher_distance_mean": 0.8588651120662689, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0036111035849899055, "weighted_relation_loss": 0.0036111035849899055 }, { "action_query_batch_std": 0.36673955619335175, "action_query_norm": 42.25426979064942, "action_relation_loss": 0.0036723410245031118, "auxiliary_loss_weight": 1.0, "epoch": 14.948550046772684, "flow_matching_loss": 0.02956363055855036, "grad_norm": 0.08679758012294769, "h_stock_valid_norm": 97.55075302124024, "invalid_tail_samples": 20.7, "learning_rate": 4.873798541003084e-05, "loss": 0.0332, "positive_teacher_pairs": 27573.8, "query_h_norm_ratio": 0.43315501511096954, "relation_loss": 0.0036723410245031118, "selected_pairs": 27573.8, "step": 15980, "student_distance_mean": 24.3538610458374, "teacher_distance_mean": 0.851254403591156, "valid_action_samples": 235.3, "weighted_auxiliary_loss": 0.0036723410245031118, "weighted_relation_loss": 0.0036723410245031118 }, { "action_query_batch_std": 0.3652563840150833, "action_query_norm": 42.23638076782227, "action_relation_loss": 0.0034902219427749514, "auxiliary_loss_weight": 1.0, "epoch": 14.957904583723106, "flow_matching_loss": 0.029278682731091975, "grad_norm": 0.08466428518295288, "h_stock_valid_norm": 98.01842956542968, "invalid_tail_samples": 24.4, "learning_rate": 4.868288808646136e-05, "loss": 0.0328, "positive_teacher_pairs": 26729.0, "query_h_norm_ratio": 0.4309041053056717, "relation_loss": 0.0034902219427749514, "selected_pairs": 26729.0, "step": 15990, "student_distance_mean": 24.1931734085083, "teacher_distance_mean": 0.8461026966571807, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.0034902219427749514, "weighted_relation_loss": 0.0034902219427749514 }, { "action_query_batch_std": 0.36916052401065824, "action_query_norm": 42.26083564758301, "action_relation_loss": 0.0034426807425916193, "auxiliary_loss_weight": 1.0, "epoch": 14.967259120673527, "flow_matching_loss": 0.02813788577914238, "grad_norm": 0.0986369177699089, "h_stock_valid_norm": 97.93031845092773, "invalid_tail_samples": 25.5, "learning_rate": 4.862779236330705e-05, "loss": 0.0316, "positive_teacher_pairs": 26467.5, "query_h_norm_ratio": 0.43154231607913973, "relation_loss": 0.0034426807425916193, "selected_pairs": 26467.5, "step": 16000, "student_distance_mean": 24.509980583190917, "teacher_distance_mean": 0.8566137671470642, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.0034426807425916193, "weighted_relation_loss": 0.0034426807425916193 }, { "action_query_batch_std": 0.36984296441078185, "action_query_norm": 42.25140724182129, "action_relation_loss": 0.003443822148256004, "auxiliary_loss_weight": 1.0, "epoch": 14.976613657623947, "flow_matching_loss": 0.029544254206120966, "grad_norm": 0.13034090399742126, "h_stock_valid_norm": 97.67182388305665, "invalid_tail_samples": 26.7, "learning_rate": 4.8572698307514395e-05, "loss": 0.033, "positive_teacher_pairs": 26179.4, "query_h_norm_ratio": 0.432586869597435, "relation_loss": 0.003443822148256004, "selected_pairs": 26179.4, "step": 16010, "student_distance_mean": 24.508717918395995, "teacher_distance_mean": 0.8521770775318146, "valid_action_samples": 229.3, "weighted_auxiliary_loss": 0.003443822148256004, "weighted_relation_loss": 0.003443822148256004 }, { "action_query_batch_std": 0.3693435102701187, "action_query_norm": 42.26767501831055, "action_relation_loss": 0.0035952214151620866, "auxiliary_loss_weight": 1.0, "epoch": 14.985968194574369, "flow_matching_loss": 0.02833227925002575, "grad_norm": 0.09601395577192307, "h_stock_valid_norm": 98.23910598754883, "invalid_tail_samples": 23.4, "learning_rate": 4.85176059860279e-05, "loss": 0.0319, "positive_teacher_pairs": 26940.3, "query_h_norm_ratio": 0.43025805056095123, "relation_loss": 0.0035952214151620866, "selected_pairs": 26940.3, "step": 16020, "student_distance_mean": 24.5790735244751, "teacher_distance_mean": 0.8496523916721344, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.0035952214151620866, "weighted_relation_loss": 0.0035952214151620866 }, { "action_query_batch_std": 0.37208672165870665, "action_query_norm": 42.266876220703125, "action_relation_loss": 0.0037974935956299307, "auxiliary_loss_weight": 1.0, "epoch": 14.995322731524789, "flow_matching_loss": 0.03004743829369545, "grad_norm": 0.08843757212162018, "h_stock_valid_norm": 98.47245483398437, "invalid_tail_samples": 24.0, "learning_rate": 4.846251546578989e-05, "loss": 0.0338, "positive_teacher_pairs": 26806.9, "query_h_norm_ratio": 0.4292292147874832, "relation_loss": 0.0037974935956299307, "selected_pairs": 26806.9, "step": 16030, "student_distance_mean": 24.579993438720702, "teacher_distance_mean": 0.8524382591247559, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0037974935956299307, "weighted_relation_loss": 0.0037974935956299307 }, { "action_query_batch_std": 0.3712505429983139, "action_query_norm": 42.23930778503418, "action_relation_loss": 0.0035018582362681626, "auxiliary_loss_weight": 1.0, "epoch": 15.004677268475211, "flow_matching_loss": 0.02888827435672283, "grad_norm": 0.11127371340990067, "h_stock_valid_norm": 97.87435302734374, "invalid_tail_samples": 23.8, "learning_rate": 4.840742681374058e-05, "loss": 0.0324, "positive_teacher_pairs": 23953.5, "query_h_norm_ratio": 0.4315704643726349, "relation_loss": 0.0035018582362681626, "selected_pairs": 23953.5, "step": 16040, "student_distance_mean": 24.602047538757326, "teacher_distance_mean": 0.8579780220985412, "valid_action_samples": 212.3, "weighted_auxiliary_loss": 0.0035018582362681626, "weighted_relation_loss": 0.0035018582362681626 }, { "action_query_batch_std": 0.3695171743631363, "action_query_norm": 42.232743453979495, "action_relation_loss": 0.0035563044948503375, "auxiliary_loss_weight": 1.0, "epoch": 15.014031805425631, "flow_matching_loss": 0.027732823975384235, "grad_norm": 0.11427433043718338, "h_stock_valid_norm": 97.45535202026367, "invalid_tail_samples": 25.6, "learning_rate": 4.835234009681787e-05, "loss": 0.0313, "positive_teacher_pairs": 26436.1, "query_h_norm_ratio": 0.433357435464859, "relation_loss": 0.0035563044948503375, "selected_pairs": 26436.1, "step": 16050, "student_distance_mean": 24.487583923339844, "teacher_distance_mean": 0.8552719354629517, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.0035563044948503375, "weighted_relation_loss": 0.0035563044948503375 }, { "action_query_batch_std": 0.37202642261981966, "action_query_norm": 42.265652084350585, "action_relation_loss": 0.0033131354255601765, "auxiliary_loss_weight": 1.0, "epoch": 15.023386342376053, "flow_matching_loss": 0.02843759097158909, "grad_norm": 0.11257725208997726, "h_stock_valid_norm": 98.19140625, "invalid_tail_samples": 22.8, "learning_rate": 4.8297255381957296e-05, "loss": 0.0318, "positive_teacher_pairs": 27079.7, "query_h_norm_ratio": 0.4304474055767059, "relation_loss": 0.0033131354255601765, "selected_pairs": 27079.7, "step": 16060, "student_distance_mean": 24.730133628845216, "teacher_distance_mean": 0.8575641274452209, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0033131354255601765, "weighted_relation_loss": 0.0033131354255601765 }, { "action_query_batch_std": 0.375320628285408, "action_query_norm": 42.26989974975586, "action_relation_loss": 0.0033476166194304825, "auxiliary_loss_weight": 1.0, "epoch": 15.032740879326473, "flow_matching_loss": 0.027383730560541154, "grad_norm": 0.12303037196397781, "h_stock_valid_norm": 98.48776168823242, "invalid_tail_samples": 24.8, "learning_rate": 4.824217273609198e-05, "loss": 0.0307, "positive_teacher_pairs": 26614.3, "query_h_norm_ratio": 0.42919124364852906, "relation_loss": 0.0033476166194304825, "selected_pairs": 26614.3, "step": 16070, "student_distance_mean": 24.843472480773926, "teacher_distance_mean": 0.8633100748062134, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0033476166194304825, "weighted_relation_loss": 0.0033476166194304825 }, { "action_query_batch_std": 0.3608678638935089, "action_query_norm": 42.186058044433594, "action_relation_loss": 0.0036606609588488936, "auxiliary_loss_weight": 1.0, "epoch": 15.042095416276894, "flow_matching_loss": 0.026354268565773963, "grad_norm": 0.09659027308225632, "h_stock_valid_norm": 98.55000305175781, "invalid_tail_samples": 23.9, "learning_rate": 4.8187092226152555e-05, "loss": 0.03, "positive_teacher_pairs": 26833.3, "query_h_norm_ratio": 0.42806979417800906, "relation_loss": 0.0036606609588488936, "selected_pairs": 26833.3, "step": 16080, "student_distance_mean": 23.939733505249023, "teacher_distance_mean": 0.8334941744804383, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0036606609588488936, "weighted_relation_loss": 0.0036606609588488936 }, { "action_query_batch_std": 0.37358459532260896, "action_query_norm": 42.2586124420166, "action_relation_loss": 0.003554784995503724, "auxiliary_loss_weight": 1.0, "epoch": 15.051449953227316, "flow_matching_loss": 0.027699359320104124, "grad_norm": 0.13198906183242798, "h_stock_valid_norm": 98.28139038085938, "invalid_tail_samples": 24.1, "learning_rate": 4.8132013919067016e-05, "loss": 0.0313, "positive_teacher_pairs": 26782.4, "query_h_norm_ratio": 0.4299836397171021, "relation_loss": 0.003554784995503724, "selected_pairs": 26782.4, "step": 16090, "student_distance_mean": 24.638010787963868, "teacher_distance_mean": 0.8522696316242218, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.003554784995503724, "weighted_relation_loss": 0.003554784995503724 }, { "action_query_batch_std": 0.3698675841093063, "action_query_norm": 42.2379566192627, "action_relation_loss": 0.0034247297327965496, "auxiliary_loss_weight": 1.0, "epoch": 15.060804490177736, "flow_matching_loss": 0.0279952485114336, "grad_norm": 0.12347127497196198, "h_stock_valid_norm": 98.24254684448242, "invalid_tail_samples": 23.0, "learning_rate": 4.807693788176071e-05, "loss": 0.0314, "positive_teacher_pairs": 27039.5, "query_h_norm_ratio": 0.4299371808767319, "relation_loss": 0.0034247297327965496, "selected_pairs": 27039.5, "step": 16100, "student_distance_mean": 24.462355041503905, "teacher_distance_mean": 0.8432645618915557, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.0034247297327965496, "weighted_relation_loss": 0.0034247297327965496 }, { "action_query_batch_std": 0.37111090421676635, "action_query_norm": 42.24214477539063, "action_relation_loss": 0.0033643554197624326, "auxiliary_loss_weight": 1.0, "epoch": 15.070159027128158, "flow_matching_loss": 0.0290520953014493, "grad_norm": 0.11947444826364517, "h_stock_valid_norm": 98.38134307861328, "invalid_tail_samples": 25.8, "learning_rate": 4.8021864181156214e-05, "loss": 0.0324, "positive_teacher_pairs": 26386.3, "query_h_norm_ratio": 0.4293725430965424, "relation_loss": 0.0033643554197624326, "selected_pairs": 26386.3, "step": 16110, "student_distance_mean": 24.652763748168944, "teacher_distance_mean": 0.859071010351181, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.0033643554197624326, "weighted_relation_loss": 0.0033643554197624326 }, { "action_query_batch_std": 0.3645347416400909, "action_query_norm": 42.20388488769531, "action_relation_loss": 0.0033744366141036154, "auxiliary_loss_weight": 1.0, "epoch": 15.079513564078578, "flow_matching_loss": 0.028967385925352574, "grad_norm": 0.13276460766792297, "h_stock_valid_norm": 98.3123565673828, "invalid_tail_samples": 24.8, "learning_rate": 4.796679288417326e-05, "loss": 0.0323, "positive_teacher_pairs": 26623.9, "query_h_norm_ratio": 0.4292886644601822, "relation_loss": 0.0033744366141036154, "selected_pairs": 26623.9, "step": 16120, "student_distance_mean": 24.197028160095215, "teacher_distance_mean": 0.8432132422924041, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0033744366141036154, "weighted_relation_loss": 0.0033744366141036154 }, { "action_query_batch_std": 0.3689657926559448, "action_query_norm": 42.22201766967773, "action_relation_loss": 0.0034179548965767026, "auxiliary_loss_weight": 1.0, "epoch": 15.088868101028998, "flow_matching_loss": 0.026610898785293102, "grad_norm": 0.1396607756614685, "h_stock_valid_norm": 97.57110443115235, "invalid_tail_samples": 23.5, "learning_rate": 4.791172405772866e-05, "loss": 0.03, "positive_teacher_pairs": 26922.5, "query_h_norm_ratio": 0.4327367305755615, "relation_loss": 0.0034179548965767026, "selected_pairs": 26922.5, "step": 16130, "student_distance_mean": 24.396491622924806, "teacher_distance_mean": 0.8497547209262848, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0034179548965767026, "weighted_relation_loss": 0.0034179548965767026 }, { "action_query_batch_std": 0.3728908449411392, "action_query_norm": 42.22887535095215, "action_relation_loss": 0.0033799851313233375, "auxiliary_loss_weight": 1.0, "epoch": 15.09822263797942, "flow_matching_loss": 0.027542112953960897, "grad_norm": 0.10850153863430023, "h_stock_valid_norm": 97.32072525024414, "invalid_tail_samples": 25.4, "learning_rate": 4.785665776873625e-05, "loss": 0.0309, "positive_teacher_pairs": 26484.2, "query_h_norm_ratio": 0.4339174598455429, "relation_loss": 0.0033799851313233375, "selected_pairs": 26484.2, "step": 16140, "student_distance_mean": 24.680173301696776, "teacher_distance_mean": 0.859623384475708, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.0033799851313233375, "weighted_relation_loss": 0.0033799851313233375 }, { "action_query_batch_std": 0.3708795517683029, "action_query_norm": 42.231099700927736, "action_relation_loss": 0.003350255452096462, "auxiliary_loss_weight": 1.0, "epoch": 15.10757717492984, "flow_matching_loss": 0.027895545959472655, "grad_norm": 0.11250709742307663, "h_stock_valid_norm": 97.98817749023438, "invalid_tail_samples": 24.9, "learning_rate": 4.7801594084106763e-05, "loss": 0.0312, "positive_teacher_pairs": 26597.9, "query_h_norm_ratio": 0.4309853434562683, "relation_loss": 0.003350255452096462, "selected_pairs": 26597.9, "step": 16150, "student_distance_mean": 24.584135818481446, "teacher_distance_mean": 0.8540557265281677, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.003350255452096462, "weighted_relation_loss": 0.003350255452096462 }, { "action_query_batch_std": 0.3738363325595856, "action_query_norm": 42.247079849243164, "action_relation_loss": 0.00342083009891212, "auxiliary_loss_weight": 1.0, "epoch": 15.116931711880262, "flow_matching_loss": 0.02769629843533039, "grad_norm": 0.1150728389620781, "h_stock_valid_norm": 98.64256286621094, "invalid_tail_samples": 22.3, "learning_rate": 4.774653307074775e-05, "loss": 0.0311, "positive_teacher_pairs": 27200.5, "query_h_norm_ratio": 0.4282872945070267, "relation_loss": 0.00342083009891212, "selected_pairs": 27200.5, "step": 16160, "student_distance_mean": 24.854616165161133, "teacher_distance_mean": 0.8685772001743317, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.00342083009891212, "weighted_relation_loss": 0.00342083009891212 }, { "action_query_batch_std": 0.37254887223243716, "action_query_norm": 42.23448143005371, "action_relation_loss": 0.0033102638088166715, "auxiliary_loss_weight": 1.0, "epoch": 15.126286248830683, "flow_matching_loss": 0.026266538351774216, "grad_norm": 0.09975509345531464, "h_stock_valid_norm": 98.47253875732422, "invalid_tail_samples": 24.9, "learning_rate": 4.769147479556355e-05, "loss": 0.0296, "positive_teacher_pairs": 26597.5, "query_h_norm_ratio": 0.42890151739120486, "relation_loss": 0.0033102638088166715, "selected_pairs": 26597.5, "step": 16170, "student_distance_mean": 24.77332000732422, "teacher_distance_mean": 0.8617823421955109, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.0033102638088166715, "weighted_relation_loss": 0.0033102638088166715 }, { "action_query_batch_std": 0.3669320583343506, "action_query_norm": 42.20323295593262, "action_relation_loss": 0.0034927936038002374, "auxiliary_loss_weight": 1.0, "epoch": 15.135640785781105, "flow_matching_loss": 0.027610334008932112, "grad_norm": 0.13684199750423431, "h_stock_valid_norm": 98.88290100097656, "invalid_tail_samples": 24.8, "learning_rate": 4.763641932545515e-05, "loss": 0.0311, "positive_teacher_pairs": 26625.3, "query_h_norm_ratio": 0.42680488526821136, "relation_loss": 0.0034927936038002374, "selected_pairs": 26625.3, "step": 16180, "student_distance_mean": 24.361628913879393, "teacher_distance_mean": 0.8498121321201324, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0034927936038002374, "weighted_relation_loss": 0.0034927936038002374 }, { "action_query_batch_std": 0.3693687915802002, "action_query_norm": 42.20548629760742, "action_relation_loss": 0.0032994292676448824, "auxiliary_loss_weight": 1.0, "epoch": 15.144995322731525, "flow_matching_loss": 0.02906333766877651, "grad_norm": 0.11983976513147354, "h_stock_valid_norm": 98.59452896118164, "invalid_tail_samples": 24.5, "learning_rate": 4.758136672732013e-05, "loss": 0.0324, "positive_teacher_pairs": 26684.1, "query_h_norm_ratio": 0.42807572782039643, "relation_loss": 0.0032994292676448824, "selected_pairs": 26684.1, "step": 16190, "student_distance_mean": 24.49902973175049, "teacher_distance_mean": 0.858208155632019, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.0032994292676448824, "weighted_relation_loss": 0.0032994292676448824 }, { "action_query_batch_std": 0.36732186675071715, "action_query_norm": 42.19128150939942, "action_relation_loss": 0.00334741564001888, "auxiliary_loss_weight": 1.0, "epoch": 15.154349859681945, "flow_matching_loss": 0.027854178659617902, "grad_norm": 0.09471483528614044, "h_stock_valid_norm": 97.67786026000977, "invalid_tail_samples": 25.8, "learning_rate": 4.752631706805261e-05, "loss": 0.0312, "positive_teacher_pairs": 26397.4, "query_h_norm_ratio": 0.43194715976715087, "relation_loss": 0.00334741564001888, "selected_pairs": 26397.4, "step": 16200, "student_distance_mean": 24.404528617858887, "teacher_distance_mean": 0.8498863101005554, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.00334741564001888, "weighted_relation_loss": 0.00334741564001888 }, { "action_query_batch_std": 0.37497070133686067, "action_query_norm": 42.23119010925293, "action_relation_loss": 0.0034671111265197397, "auxiliary_loss_weight": 1.0, "epoch": 15.163704396632367, "flow_matching_loss": 0.028060444444417954, "grad_norm": 0.09082827717065811, "h_stock_valid_norm": 97.90629806518555, "invalid_tail_samples": 23.9, "learning_rate": 4.7471270414543114e-05, "loss": 0.0315, "positive_teacher_pairs": 26830.7, "query_h_norm_ratio": 0.4313506007194519, "relation_loss": 0.0034671111265197397, "selected_pairs": 26830.7, "step": 16210, "student_distance_mean": 24.841860008239745, "teacher_distance_mean": 0.864267772436142, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0034671111265197397, "weighted_relation_loss": 0.0034671111265197397 }, { "action_query_batch_std": 0.37240190505981446, "action_query_norm": 42.21708183288574, "action_relation_loss": 0.003364361543208361, "auxiliary_loss_weight": 1.0, "epoch": 15.173058933582787, "flow_matching_loss": 0.027771610580384732, "grad_norm": 0.1180015280842781, "h_stock_valid_norm": 98.35070571899413, "invalid_tail_samples": 24.0, "learning_rate": 4.741622683367849e-05, "loss": 0.0311, "positive_teacher_pairs": 26804.1, "query_h_norm_ratio": 0.42925148606300356, "relation_loss": 0.003364361543208361, "selected_pairs": 26804.1, "step": 16220, "student_distance_mean": 24.760676765441893, "teacher_distance_mean": 0.8597762525081635, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.003364361543208361, "weighted_relation_loss": 0.003364361543208361 }, { "action_query_batch_std": 0.3687775909900665, "action_query_norm": 42.20530815124512, "action_relation_loss": 0.0034156391164287927, "auxiliary_loss_weight": 1.0, "epoch": 15.18241347053321, "flow_matching_loss": 0.027772743441164493, "grad_norm": 0.1088019385933876, "h_stock_valid_norm": 98.43384017944337, "invalid_tail_samples": 25.4, "learning_rate": 4.736118639234191e-05, "loss": 0.0312, "positive_teacher_pairs": 26479.2, "query_h_norm_ratio": 0.4287708669900894, "relation_loss": 0.0034156391164287927, "selected_pairs": 26479.2, "step": 16230, "student_distance_mean": 24.56536731719971, "teacher_distance_mean": 0.8542441725730896, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.0034156391164287927, "weighted_relation_loss": 0.0034156391164287927 }, { "action_query_batch_std": 0.36571009159088136, "action_query_norm": 42.16634864807129, "action_relation_loss": 0.0035293590510264037, "auxiliary_loss_weight": 1.0, "epoch": 15.19176800748363, "flow_matching_loss": 0.024509733356535435, "grad_norm": 0.1036384105682373, "h_stock_valid_norm": 98.34468078613281, "invalid_tail_samples": 24.6, "learning_rate": 4.730614915741267e-05, "loss": 0.028, "positive_teacher_pairs": 26667.5, "query_h_norm_ratio": 0.4287624925374985, "relation_loss": 0.0035293590510264037, "selected_pairs": 26667.5, "step": 16240, "student_distance_mean": 24.273466300964355, "teacher_distance_mean": 0.8489972174167633, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0035293590510264037, "weighted_relation_loss": 0.0035293590510264037 }, { "action_query_batch_std": 0.3620311379432678, "action_query_norm": 42.169677734375, "action_relation_loss": 0.0034593203803524376, "auxiliary_loss_weight": 1.0, "epoch": 15.20112254443405, "flow_matching_loss": 0.027822163701057435, "grad_norm": 0.10390966385602951, "h_stock_valid_norm": 98.32192001342773, "invalid_tail_samples": 23.0, "learning_rate": 4.7251115195766234e-05, "loss": 0.0313, "positive_teacher_pairs": 27042.2, "query_h_norm_ratio": 0.42890200316905974, "relation_loss": 0.0034593203803524376, "selected_pairs": 27042.2, "step": 16250, "student_distance_mean": 23.9991397857666, "teacher_distance_mean": 0.8442302048206329, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.0034593203803524376, "weighted_relation_loss": 0.0034593203803524376 }, { "action_query_batch_std": 0.3710984498262405, "action_query_norm": 42.21621894836426, "action_relation_loss": 0.0034319489495828748, "auxiliary_loss_weight": 1.0, "epoch": 15.210477081384472, "flow_matching_loss": 0.027178778685629366, "grad_norm": 0.10887134820222855, "h_stock_valid_norm": 98.17983932495117, "invalid_tail_samples": 24.9, "learning_rate": 4.719608457427404e-05, "loss": 0.0306, "positive_teacher_pairs": 26597.8, "query_h_norm_ratio": 0.4299913376569748, "relation_loss": 0.0034319489495828748, "selected_pairs": 26597.8, "step": 16260, "student_distance_mean": 24.60424633026123, "teacher_distance_mean": 0.8598739504814148, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.0034319489495828748, "weighted_relation_loss": 0.0034319489495828748 }, { "action_query_batch_std": 0.36776831448078157, "action_query_norm": 42.17193717956543, "action_relation_loss": 0.0034498796798288823, "auxiliary_loss_weight": 1.0, "epoch": 15.219831618334892, "flow_matching_loss": 0.028392320871353148, "grad_norm": 0.137313112616539, "h_stock_valid_norm": 97.69404220581055, "invalid_tail_samples": 25.4, "learning_rate": 4.714105735980347e-05, "loss": 0.0318, "positive_teacher_pairs": 26482.7, "query_h_norm_ratio": 0.4316802442073822, "relation_loss": 0.0034498796798288823, "selected_pairs": 26482.7, "step": 16270, "student_distance_mean": 24.25522232055664, "teacher_distance_mean": 0.8472562611103058, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.0034498796798288823, "weighted_relation_loss": 0.0034498796798288823 }, { "action_query_batch_std": 0.36778818964958193, "action_query_norm": 42.16898384094238, "action_relation_loss": 0.0034638823010027407, "auxiliary_loss_weight": 1.0, "epoch": 15.229186155285314, "flow_matching_loss": 0.02631949316710234, "grad_norm": 0.12842364609241486, "h_stock_valid_norm": 97.41207656860351, "invalid_tail_samples": 25.8, "learning_rate": 4.70860336192178e-05, "loss": 0.0298, "positive_teacher_pairs": 26388.8, "query_h_norm_ratio": 0.43289532959461213, "relation_loss": 0.0034638823010027407, "selected_pairs": 26388.8, "step": 16280, "student_distance_mean": 24.2005916595459, "teacher_distance_mean": 0.8471508502960206, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.0034638823010027407, "weighted_relation_loss": 0.0034638823010027407 }, { "action_query_batch_std": 0.3684330075979233, "action_query_norm": 42.18818130493164, "action_relation_loss": 0.003203184879384935, "auxiliary_loss_weight": 1.0, "epoch": 15.238540692235734, "flow_matching_loss": 0.02580223623663187, "grad_norm": 0.1130744069814682, "h_stock_valid_norm": 98.11561126708985, "invalid_tail_samples": 23.6, "learning_rate": 4.7031013419376034e-05, "loss": 0.029, "positive_teacher_pairs": 26894.5, "query_h_norm_ratio": 0.4299889445304871, "relation_loss": 0.003203184879384935, "selected_pairs": 26894.5, "step": 16290, "student_distance_mean": 24.37981014251709, "teacher_distance_mean": 0.8512989640235901, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.003203184879384935, "weighted_relation_loss": 0.003203184879384935 }, { "action_query_batch_std": 0.3722010225057602, "action_query_norm": 42.20621185302734, "action_relation_loss": 0.0032957112416625023, "auxiliary_loss_weight": 1.0, "epoch": 15.247895229186156, "flow_matching_loss": 0.026247877255082132, "grad_norm": 0.08751101046800613, "h_stock_valid_norm": 98.19062728881836, "invalid_tail_samples": 22.9, "learning_rate": 4.6975996827132926e-05, "loss": 0.0295, "positive_teacher_pairs": 27060.2, "query_h_norm_ratio": 0.42984348237514497, "relation_loss": 0.0032957112416625023, "selected_pairs": 27060.2, "step": 16300, "student_distance_mean": 24.77288875579834, "teacher_distance_mean": 0.8603724837303162, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.0032957112416625023, "weighted_relation_loss": 0.0032957112416625023 }, { "action_query_batch_std": 0.36706002354621886, "action_query_norm": 42.18067588806152, "action_relation_loss": 0.0034597330959513783, "auxiliary_loss_weight": 1.0, "epoch": 15.257249766136576, "flow_matching_loss": 0.027712604217231273, "grad_norm": 0.11149165779352188, "h_stock_valid_norm": 98.21174850463868, "invalid_tail_samples": 24.2, "learning_rate": 4.692098390933883e-05, "loss": 0.0312, "positive_teacher_pairs": 26761.0, "query_h_norm_ratio": 0.4294897705316544, "relation_loss": 0.0034597330959513783, "selected_pairs": 26761.0, "step": 16310, "student_distance_mean": 24.455809593200684, "teacher_distance_mean": 0.8520193517208099, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0034597330959513783, "weighted_relation_loss": 0.0034597330959513783 }, { "action_query_batch_std": 0.3678145080804825, "action_query_norm": 42.178397750854494, "action_relation_loss": 0.0034001901978626846, "auxiliary_loss_weight": 1.0, "epoch": 15.266604303086996, "flow_matching_loss": 0.02868141941726208, "grad_norm": 0.11816791445016861, "h_stock_valid_norm": 97.8349838256836, "invalid_tail_samples": 22.3, "learning_rate": 4.6865974732839615e-05, "loss": 0.0321, "positive_teacher_pairs": 27195.6, "query_h_norm_ratio": 0.43111926019191743, "relation_loss": 0.0034001901978626846, "selected_pairs": 27195.6, "step": 16320, "student_distance_mean": 24.483168029785155, "teacher_distance_mean": 0.8532697856426239, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.0034001901978626846, "weighted_relation_loss": 0.0034001901978626846 }, { "action_query_batch_std": 0.36846196055412295, "action_query_norm": 42.180606842041016, "action_relation_loss": 0.003382595698349178, "auxiliary_loss_weight": 1.0, "epoch": 15.275958840037418, "flow_matching_loss": 0.029811470955610275, "grad_norm": 0.11002874374389648, "h_stock_valid_norm": 98.17728042602539, "invalid_tail_samples": 25.8, "learning_rate": 4.6810969364476615e-05, "loss": 0.0332, "positive_teacher_pairs": 26384.0, "query_h_norm_ratio": 0.4296436786651611, "relation_loss": 0.003382595698349178, "selected_pairs": 26384.0, "step": 16330, "student_distance_mean": 24.499203491210938, "teacher_distance_mean": 0.854115092754364, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.003382595698349178, "weighted_relation_loss": 0.003382595698349178 }, { "action_query_batch_std": 0.37104407548904417, "action_query_norm": 42.19112281799316, "action_relation_loss": 0.0034666325896978377, "auxiliary_loss_weight": 1.0, "epoch": 15.285313376987839, "flow_matching_loss": 0.029096343927085398, "grad_norm": 0.13320451974868774, "h_stock_valid_norm": 98.4868064880371, "invalid_tail_samples": 21.2, "learning_rate": 4.675596787108653e-05, "loss": 0.0326, "positive_teacher_pairs": 27460.7, "query_h_norm_ratio": 0.42839740216732025, "relation_loss": 0.0034666325896978377, "selected_pairs": 27460.7, "step": 16340, "student_distance_mean": 24.661850357055663, "teacher_distance_mean": 0.8581232786178589, "valid_action_samples": 234.8, "weighted_auxiliary_loss": 0.0034666325896978377, "weighted_relation_loss": 0.0034666325896978377 }, { "action_query_batch_std": 0.36574632227420806, "action_query_norm": 42.15890274047852, "action_relation_loss": 0.0034615165553987027, "auxiliary_loss_weight": 1.0, "epoch": 15.29466791393826, "flow_matching_loss": 0.02783771026879549, "grad_norm": 0.1407420039176941, "h_stock_valid_norm": 98.21923217773437, "invalid_tail_samples": 21.7, "learning_rate": 4.670097031950139e-05, "loss": 0.0313, "positive_teacher_pairs": 27337.5, "query_h_norm_ratio": 0.4292343854904175, "relation_loss": 0.0034615165553987027, "selected_pairs": 27337.5, "step": 16350, "student_distance_mean": 24.19458465576172, "teacher_distance_mean": 0.8452439427375793, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.0034615165553987027, "weighted_relation_loss": 0.0034615165553987027 }, { "action_query_batch_std": 0.36846359372138976, "action_query_norm": 42.17997169494629, "action_relation_loss": 0.003272340865805745, "auxiliary_loss_weight": 1.0, "epoch": 15.30402245088868, "flow_matching_loss": 0.027402660995721816, "grad_norm": 0.1108214482665062, "h_stock_valid_norm": 98.5215934753418, "invalid_tail_samples": 20.7, "learning_rate": 4.664597677654838e-05, "loss": 0.0307, "positive_teacher_pairs": 27567.8, "query_h_norm_ratio": 0.4281372129917145, "relation_loss": 0.003272340865805745, "selected_pairs": 27567.8, "step": 16360, "student_distance_mean": 24.48375186920166, "teacher_distance_mean": 0.8608154714107513, "valid_action_samples": 235.3, "weighted_auxiliary_loss": 0.003272340865805745, "weighted_relation_loss": 0.003272340865805745 }, { "action_query_batch_std": 0.3687000095844269, "action_query_norm": 42.159394073486325, "action_relation_loss": 0.003386930888518691, "auxiliary_loss_weight": 1.0, "epoch": 15.313376987839103, "flow_matching_loss": 0.028575108759105204, "grad_norm": 0.10975037515163422, "h_stock_valid_norm": 99.08548278808594, "invalid_tail_samples": 20.6, "learning_rate": 4.659098730904986e-05, "loss": 0.032, "positive_teacher_pairs": 27596.4, "query_h_norm_ratio": 0.4254879206418991, "relation_loss": 0.003386930888518691, "selected_pairs": 27596.4, "step": 16370, "student_distance_mean": 24.50202865600586, "teacher_distance_mean": 0.8576019644737244, "valid_action_samples": 235.4, "weighted_auxiliary_loss": 0.003386930888518691, "weighted_relation_loss": 0.003386930888518691 }, { "action_query_batch_std": 0.3712283045053482, "action_query_norm": 42.17601051330566, "action_relation_loss": 0.0034254005644470454, "auxiliary_loss_weight": 1.0, "epoch": 15.322731524789523, "flow_matching_loss": 0.027267960272729395, "grad_norm": 0.11213012039661407, "h_stock_valid_norm": 98.94256591796875, "invalid_tail_samples": 25.0, "learning_rate": 4.6536001983823204e-05, "loss": 0.0307, "positive_teacher_pairs": 26575.6, "query_h_norm_ratio": 0.4262742042541504, "relation_loss": 0.0034254005644470454, "selected_pairs": 26575.6, "step": 16380, "student_distance_mean": 24.69382038116455, "teacher_distance_mean": 0.8600112438201905, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.0034254005644470454, "weighted_relation_loss": 0.0034254005644470454 }, { "action_query_batch_std": 0.36744544804096224, "action_query_norm": 42.13127746582031, "action_relation_loss": 0.0033650960307568313, "auxiliary_loss_weight": 1.0, "epoch": 15.332086061739943, "flow_matching_loss": 0.02558322940021753, "grad_norm": 0.14194487035274506, "h_stock_valid_norm": 98.24185791015626, "invalid_tail_samples": 24.0, "learning_rate": 4.648102086768078e-05, "loss": 0.0289, "positive_teacher_pairs": 26801.4, "query_h_norm_ratio": 0.4288532942533493, "relation_loss": 0.0033650960307568313, "selected_pairs": 26801.4, "step": 16390, "student_distance_mean": 24.381030464172362, "teacher_distance_mean": 0.8568323016166687, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0033650960307568313, "weighted_relation_loss": 0.0033650960307568313 }, { "action_query_batch_std": 0.371404168009758, "action_query_norm": 42.1614803314209, "action_relation_loss": 0.0033344871597364547, "auxiliary_loss_weight": 1.0, "epoch": 15.341440598690365, "flow_matching_loss": 0.02677299063652754, "grad_norm": 0.1215781420469284, "h_stock_valid_norm": 98.1615089416504, "invalid_tail_samples": 23.3, "learning_rate": 4.6426044027429786e-05, "loss": 0.0301, "positive_teacher_pairs": 26965.0, "query_h_norm_ratio": 0.4295151591300964, "relation_loss": 0.0033344871597364547, "selected_pairs": 26965.0, "step": 16400, "student_distance_mean": 24.601388359069823, "teacher_distance_mean": 0.8625072956085205, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0033344871597364547, "weighted_relation_loss": 0.0033344871597364547 }, { "action_query_batch_std": 0.3679298430681229, "action_query_norm": 42.14541015625, "action_relation_loss": 0.0033374505117535593, "auxiliary_loss_weight": 1.0, "epoch": 15.350795135640785, "flow_matching_loss": 0.02579459734261036, "grad_norm": 0.08380992710590363, "h_stock_valid_norm": 98.44286880493163, "invalid_tail_samples": 27.0, "learning_rate": 4.637107152987234e-05, "loss": 0.0291, "positive_teacher_pairs": 26121.3, "query_h_norm_ratio": 0.4281220018863678, "relation_loss": 0.0033374505117535593, "selected_pairs": 26121.3, "step": 16410, "student_distance_mean": 24.59557819366455, "teacher_distance_mean": 0.8581142663955689, "valid_action_samples": 229.0, "weighted_auxiliary_loss": 0.0033374505117535593, "weighted_relation_loss": 0.0033374505117535593 }, { "action_query_batch_std": 0.36046276390552523, "action_query_norm": 42.11761245727539, "action_relation_loss": 0.003582382528111339, "auxiliary_loss_weight": 1.0, "epoch": 15.360149672591207, "flow_matching_loss": 0.028901709243655205, "grad_norm": 0.13591498136520386, "h_stock_valid_norm": 98.24734420776367, "invalid_tail_samples": 21.0, "learning_rate": 4.631610344180515e-05, "loss": 0.0325, "positive_teacher_pairs": 27503.0, "query_h_norm_ratio": 0.42869213223457336, "relation_loss": 0.003582382528111339, "selected_pairs": 27503.0, "step": 16420, "student_distance_mean": 24.015577697753905, "teacher_distance_mean": 0.8370947718620301, "valid_action_samples": 235.0, "weighted_auxiliary_loss": 0.003582382528111339, "weighted_relation_loss": 0.003582382528111339 }, { "action_query_batch_std": 0.3665233552455902, "action_query_norm": 42.13292922973633, "action_relation_loss": 0.0033958867425099015, "auxiliary_loss_weight": 1.0, "epoch": 15.369504209541628, "flow_matching_loss": 0.026682513020932674, "grad_norm": 0.12519718706607819, "h_stock_valid_norm": 97.84214401245117, "invalid_tail_samples": 23.9, "learning_rate": 4.626113983001965e-05, "loss": 0.0301, "positive_teacher_pairs": 26832.9, "query_h_norm_ratio": 0.4306242108345032, "relation_loss": 0.0033958867425099015, "selected_pairs": 26832.9, "step": 16430, "student_distance_mean": 24.32419834136963, "teacher_distance_mean": 0.8534272134304046, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0033958867425099015, "weighted_relation_loss": 0.0033958867425099015 }, { "action_query_batch_std": 0.3674194633960724, "action_query_norm": 42.13459587097168, "action_relation_loss": 0.0033322978066280483, "auxiliary_loss_weight": 1.0, "epoch": 15.378858746492048, "flow_matching_loss": 0.02739719711244106, "grad_norm": 0.10108437389135361, "h_stock_valid_norm": 97.59834060668945, "invalid_tail_samples": 23.2, "learning_rate": 4.620618076130182e-05, "loss": 0.0307, "positive_teacher_pairs": 26994.1, "query_h_norm_ratio": 0.4317159354686737, "relation_loss": 0.0033322978066280483, "selected_pairs": 26994.1, "step": 16440, "student_distance_mean": 24.37782211303711, "teacher_distance_mean": 0.8538198649883271, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0033322978066280483, "weighted_relation_loss": 0.0033322978066280483 }, { "action_query_batch_std": 0.37032913863658906, "action_query_norm": 42.14912986755371, "action_relation_loss": 0.0033152289222925903, "auxiliary_loss_weight": 1.0, "epoch": 15.38821328344247, "flow_matching_loss": 0.02877077031880617, "grad_norm": 0.1072344034910202, "h_stock_valid_norm": 97.67538986206054, "invalid_tail_samples": 24.8, "learning_rate": 4.6151226302432074e-05, "loss": 0.0321, "positive_teacher_pairs": 26627.0, "query_h_norm_ratio": 0.4315235078334808, "relation_loss": 0.0033152289222925903, "selected_pairs": 26627.0, "step": 16450, "student_distance_mean": 24.46745185852051, "teacher_distance_mean": 0.8544259488582611, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0033152289222925903, "weighted_relation_loss": 0.0033152289222925903 }, { "action_query_batch_std": 0.37743220925331117, "action_query_norm": 42.18508758544922, "action_relation_loss": 0.0034314409596845506, "auxiliary_loss_weight": 1.0, "epoch": 15.39756782039289, "flow_matching_loss": 0.02920955065637827, "grad_norm": 0.11702118068933487, "h_stock_valid_norm": 98.3836883544922, "invalid_tail_samples": 24.2, "learning_rate": 4.6096276520185304e-05, "loss": 0.0326, "positive_teacher_pairs": 26763.7, "query_h_norm_ratio": 0.4287832140922546, "relation_loss": 0.0034314409596845506, "selected_pairs": 26763.7, "step": 16460, "student_distance_mean": 24.922007751464843, "teacher_distance_mean": 0.8701772570610047, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0034314409596845506, "weighted_relation_loss": 0.0034314409596845506 }, { "action_query_batch_std": 0.3630890816450119, "action_query_norm": 42.12614860534668, "action_relation_loss": 0.003428851556964219, "auxiliary_loss_weight": 1.0, "epoch": 15.406922357343312, "flow_matching_loss": 0.027260312624275685, "grad_norm": 0.12173790484666824, "h_stock_valid_norm": 98.52805938720704, "invalid_tail_samples": 20.7, "learning_rate": 4.604133148133066e-05, "loss": 0.0307, "positive_teacher_pairs": 27572.1, "query_h_norm_ratio": 0.42755970656871795, "relation_loss": 0.003428851556964219, "selected_pairs": 27572.1, "step": 16470, "student_distance_mean": 24.097291946411133, "teacher_distance_mean": 0.8460890829563141, "valid_action_samples": 235.3, "weighted_auxiliary_loss": 0.003428851556964219, "weighted_relation_loss": 0.003428851556964219 }, { "action_query_batch_std": 0.3698056548833847, "action_query_norm": 42.14903106689453, "action_relation_loss": 0.00328300166875124, "auxiliary_loss_weight": 1.0, "epoch": 15.416276894293732, "flow_matching_loss": 0.026280737668275832, "grad_norm": 0.12676285207271576, "h_stock_valid_norm": 98.34718017578125, "invalid_tail_samples": 25.2, "learning_rate": 4.598639125263155e-05, "loss": 0.0296, "positive_teacher_pairs": 26531.1, "query_h_norm_ratio": 0.42857798635959626, "relation_loss": 0.00328300166875124, "selected_pairs": 26531.1, "step": 16480, "student_distance_mean": 24.66131763458252, "teacher_distance_mean": 0.862420243024826, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.00328300166875124, "weighted_relation_loss": 0.00328300166875124 }, { "action_query_batch_std": 0.36469348073005675, "action_query_norm": 42.10180778503418, "action_relation_loss": 0.0037043163087219, "auxiliary_loss_weight": 1.0, "epoch": 15.425631431244154, "flow_matching_loss": 0.028542117774486543, "grad_norm": 0.11762524396181107, "h_stock_valid_norm": 98.16589813232422, "invalid_tail_samples": 23.4, "learning_rate": 4.593145590084553e-05, "loss": 0.0322, "positive_teacher_pairs": 26943.6, "query_h_norm_ratio": 0.42888695895671847, "relation_loss": 0.0037043163087219, "selected_pairs": 26943.6, "step": 16490, "student_distance_mean": 24.277724075317384, "teacher_distance_mean": 0.8492116451263427, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.0037043163087219, "weighted_relation_loss": 0.0037043163087219 }, { "action_query_batch_std": 0.369326239824295, "action_query_norm": 42.12326545715332, "action_relation_loss": 0.003433503583073616, "auxiliary_loss_weight": 1.0, "epoch": 15.434985968194574, "flow_matching_loss": 0.02678361292928457, "grad_norm": 0.11729495227336884, "h_stock_valid_norm": 98.58715286254883, "invalid_tail_samples": 23.2, "learning_rate": 4.58765254927242e-05, "loss": 0.0302, "positive_teacher_pairs": 26988.8, "query_h_norm_ratio": 0.42727283835411073, "relation_loss": 0.003433503583073616, "selected_pairs": 26988.8, "step": 16500, "student_distance_mean": 24.506174278259277, "teacher_distance_mean": 0.8539893984794616, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.003433503583073616, "weighted_relation_loss": 0.003433503583073616 }, { "action_query_batch_std": 0.365445938706398, "action_query_norm": 42.11574859619141, "action_relation_loss": 0.003269850159995258, "auxiliary_loss_weight": 1.0, "epoch": 15.444340505144995, "flow_matching_loss": 0.027274400182068347, "grad_norm": 0.09399476647377014, "h_stock_valid_norm": 99.16539993286133, "invalid_tail_samples": 25.2, "learning_rate": 4.582160009501323e-05, "loss": 0.0305, "positive_teacher_pairs": 26527.6, "query_h_norm_ratio": 0.424703973531723, "relation_loss": 0.003269850159995258, "selected_pairs": 26527.6, "step": 16510, "student_distance_mean": 24.38475093841553, "teacher_distance_mean": 0.8533028602600098, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.003269850159995258, "weighted_relation_loss": 0.003269850159995258 }, { "action_query_batch_std": 0.3660746246576309, "action_query_norm": 42.10509757995605, "action_relation_loss": 0.003457151562906802, "auxiliary_loss_weight": 1.0, "epoch": 15.453695042095417, "flow_matching_loss": 0.02804997731000185, "grad_norm": 0.09071727097034454, "h_stock_valid_norm": 98.84693603515625, "invalid_tail_samples": 21.3, "learning_rate": 4.5766679774452143e-05, "loss": 0.0315, "positive_teacher_pairs": 27430.7, "query_h_norm_ratio": 0.42597348988056183, "relation_loss": 0.003457151562906802, "selected_pairs": 27430.7, "step": 16520, "student_distance_mean": 24.220600509643553, "teacher_distance_mean": 0.850846266746521, "valid_action_samples": 234.7, "weighted_auxiliary_loss": 0.003457151562906802, "weighted_relation_loss": 0.003457151562906802 }, { "action_query_batch_std": 0.369197753071785, "action_query_norm": 42.121005630493165, "action_relation_loss": 0.00344561783131212, "auxiliary_loss_weight": 1.0, "epoch": 15.463049579045837, "flow_matching_loss": 0.027700531855225564, "grad_norm": 0.10176273435354233, "h_stock_valid_norm": 98.81494903564453, "invalid_tail_samples": 26.5, "learning_rate": 4.571176459777431e-05, "loss": 0.0311, "positive_teacher_pairs": 26241.3, "query_h_norm_ratio": 0.4262639135122299, "relation_loss": 0.00344561783131212, "selected_pairs": 26241.3, "step": 16530, "student_distance_mean": 24.55042381286621, "teacher_distance_mean": 0.8592863261699677, "valid_action_samples": 229.5, "weighted_auxiliary_loss": 0.00344561783131212, "weighted_relation_loss": 0.00344561783131212 }, { "action_query_batch_std": 0.3686649650335312, "action_query_norm": 42.131792068481445, "action_relation_loss": 0.0034389936598017814, "auxiliary_loss_weight": 1.0, "epoch": 15.472404115996259, "flow_matching_loss": 0.027258863672614098, "grad_norm": 0.10393153876066208, "h_stock_valid_norm": 98.86575927734376, "invalid_tail_samples": 23.3, "learning_rate": 4.5656854631706846e-05, "loss": 0.0307, "positive_teacher_pairs": 26967.1, "query_h_norm_ratio": 0.42615805864334105, "relation_loss": 0.0034389936598017814, "selected_pairs": 26967.1, "step": 16540, "student_distance_mean": 24.4143367767334, "teacher_distance_mean": 0.8488621294498444, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0034389936598017814, "weighted_relation_loss": 0.0034389936598017814 }, { "action_query_batch_std": 0.366060808300972, "action_query_norm": 42.11184844970703, "action_relation_loss": 0.003482858114875853, "auxiliary_loss_weight": 1.0, "epoch": 15.481758652946679, "flow_matching_loss": 0.029088368453085423, "grad_norm": 0.1013958752155304, "h_stock_valid_norm": 98.94407424926757, "invalid_tail_samples": 21.6, "learning_rate": 4.560194994297054e-05, "loss": 0.0326, "positive_teacher_pairs": 27369.5, "query_h_norm_ratio": 0.42561748027801516, "relation_loss": 0.003482858114875853, "selected_pairs": 27369.5, "step": 16550, "student_distance_mean": 24.26728057861328, "teacher_distance_mean": 0.8483339965343475, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.003482858114875853, "weighted_relation_loss": 0.003482858114875853 }, { "action_query_batch_std": 0.3702181339263916, "action_query_norm": 42.143301010131836, "action_relation_loss": 0.003325372003018856, "auxiliary_loss_weight": 1.0, "epoch": 15.4911131898971, "flow_matching_loss": 0.02511575259268284, "grad_norm": 0.11005431413650513, "h_stock_valid_norm": 98.33261489868164, "invalid_tail_samples": 25.5, "learning_rate": 4.554705059827974e-05, "loss": 0.0284, "positive_teacher_pairs": 26457.3, "query_h_norm_ratio": 0.428581964969635, "relation_loss": 0.003325372003018856, "selected_pairs": 26457.3, "step": 16560, "student_distance_mean": 24.657391357421876, "teacher_distance_mean": 0.8604857444763183, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.003325372003018856, "weighted_relation_loss": 0.003325372003018856 }, { "action_query_batch_std": 0.36464929282665254, "action_query_norm": 42.106794357299805, "action_relation_loss": 0.0033159459475427867, "auxiliary_loss_weight": 1.0, "epoch": 15.500467726847521, "flow_matching_loss": 0.02743746414780617, "grad_norm": 0.10193876177072525, "h_stock_valid_norm": 98.39332504272461, "invalid_tail_samples": 23.9, "learning_rate": 4.5492156664342365e-05, "loss": 0.0308, "positive_teacher_pairs": 26831.7, "query_h_norm_ratio": 0.427945539355278, "relation_loss": 0.0033159459475427867, "selected_pairs": 26831.7, "step": 16570, "student_distance_mean": 24.217823791503907, "teacher_distance_mean": 0.844078540802002, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0033159459475427867, "weighted_relation_loss": 0.0033159459475427867 }, { "action_query_batch_std": 0.3657674491405487, "action_query_norm": 42.09782028198242, "action_relation_loss": 0.0035924725234508514, "auxiliary_loss_weight": 1.0, "epoch": 15.509822263797941, "flow_matching_loss": 0.028293533809483053, "grad_norm": 0.1300988793373108, "h_stock_valid_norm": 98.69308547973633, "invalid_tail_samples": 25.0, "learning_rate": 4.5437268207859695e-05, "loss": 0.0319, "positive_teacher_pairs": 26573.1, "query_h_norm_ratio": 0.4265555262565613, "relation_loss": 0.0035924725234508514, "selected_pairs": 26573.1, "step": 16580, "student_distance_mean": 24.31162281036377, "teacher_distance_mean": 0.8512981414794922, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.0035924725234508514, "weighted_relation_loss": 0.0035924725234508514 }, { "action_query_batch_std": 0.3685363411903381, "action_query_norm": 42.11742324829102, "action_relation_loss": 0.0034863857552409174, "auxiliary_loss_weight": 1.0, "epoch": 15.519176800748363, "flow_matching_loss": 0.02768109105527401, "grad_norm": 0.11420222371816635, "h_stock_valid_norm": 98.93998947143555, "invalid_tail_samples": 22.0, "learning_rate": 4.538238529552641e-05, "loss": 0.0312, "positive_teacher_pairs": 27269.3, "query_h_norm_ratio": 0.4256895869970322, "relation_loss": 0.0034863857552409174, "selected_pairs": 27269.3, "step": 16590, "student_distance_mean": 24.416251945495606, "teacher_distance_mean": 0.8515370070934296, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.0034863857552409174, "weighted_relation_loss": 0.0034863857552409174 }, { "action_query_batch_std": 0.37141880989074705, "action_query_norm": 42.12929496765137, "action_relation_loss": 0.003332370985299349, "auxiliary_loss_weight": 1.0, "epoch": 15.528531337698784, "flow_matching_loss": 0.02690014336258173, "grad_norm": 0.09440203011035919, "h_stock_valid_norm": 98.71115646362304, "invalid_tail_samples": 23.1, "learning_rate": 4.5327507994030394e-05, "loss": 0.0302, "positive_teacher_pairs": 27010.5, "query_h_norm_ratio": 0.4267997443675995, "relation_loss": 0.003332370985299349, "selected_pairs": 27010.5, "step": 16600, "student_distance_mean": 24.573775863647462, "teacher_distance_mean": 0.8563944280147553, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.003332370985299349, "weighted_relation_loss": 0.003332370985299349 }, { "action_query_batch_std": 0.3735478162765503, "action_query_norm": 42.13366203308105, "action_relation_loss": 0.0035033069318160413, "auxiliary_loss_weight": 1.0, "epoch": 15.537885874649206, "flow_matching_loss": 0.026454827934503555, "grad_norm": 0.10748504102230072, "h_stock_valid_norm": 97.98267135620117, "invalid_tail_samples": 24.0, "learning_rate": 4.527263637005273e-05, "loss": 0.03, "positive_teacher_pairs": 26805.8, "query_h_norm_ratio": 0.4300157934427261, "relation_loss": 0.0035033069318160413, "selected_pairs": 26805.8, "step": 16610, "student_distance_mean": 24.8007474899292, "teacher_distance_mean": 0.8672613322734832, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0035033069318160413, "weighted_relation_loss": 0.0035033069318160413 }, { "action_query_batch_std": 0.3677645683288574, "action_query_norm": 42.08515892028809, "action_relation_loss": 0.0034411583794280885, "auxiliary_loss_weight": 1.0, "epoch": 15.547240411599626, "flow_matching_loss": 0.026750822737812995, "grad_norm": 0.11295399814844131, "h_stock_valid_norm": 97.80359497070313, "invalid_tail_samples": 24.4, "learning_rate": 4.521777049026766e-05, "loss": 0.0302, "positive_teacher_pairs": 26711.9, "query_h_norm_ratio": 0.4303048670291901, "relation_loss": 0.0034411583794280885, "selected_pairs": 26711.9, "step": 16620, "student_distance_mean": 24.41774215698242, "teacher_distance_mean": 0.8539333522319794, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.0034411583794280885, "weighted_relation_loss": 0.0034411583794280885 }, { "action_query_batch_std": 0.3704517543315887, "action_query_norm": 42.107888793945314, "action_relation_loss": 0.003393308003433049, "auxiliary_loss_weight": 1.0, "epoch": 15.556594948550046, "flow_matching_loss": 0.026594674587249754, "grad_norm": 0.08457762748003006, "h_stock_valid_norm": 97.96983413696289, "invalid_tail_samples": 27.3, "learning_rate": 4.5162910421342386e-05, "loss": 0.03, "positive_teacher_pairs": 26051.0, "query_h_norm_ratio": 0.42981420159339906, "relation_loss": 0.003393308003433049, "selected_pairs": 26051.0, "step": 16630, "student_distance_mean": 24.565716361999513, "teacher_distance_mean": 0.8558913171291351, "valid_action_samples": 228.7, "weighted_auxiliary_loss": 0.003393308003433049, "weighted_relation_loss": 0.003393308003433049 }, { "action_query_batch_std": 0.37137049436569214, "action_query_norm": 42.10997695922852, "action_relation_loss": 0.0033201931044459345, "auxiliary_loss_weight": 1.0, "epoch": 15.565949485500468, "flow_matching_loss": 0.02666052244603634, "grad_norm": 0.1252656728029251, "h_stock_valid_norm": 98.47429580688477, "invalid_tail_samples": 23.4, "learning_rate": 4.510805622993706e-05, "loss": 0.03, "positive_teacher_pairs": 26943.8, "query_h_norm_ratio": 0.42762952446937563, "relation_loss": 0.0033201931044459345, "selected_pairs": 26943.8, "step": 16640, "student_distance_mean": 24.69671630859375, "teacher_distance_mean": 0.8603367328643798, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.0033201931044459345, "weighted_relation_loss": 0.0033201931044459345 }, { "action_query_batch_std": 0.3651233226060867, "action_query_norm": 42.070214080810544, "action_relation_loss": 0.0033289317274466158, "auxiliary_loss_weight": 1.0, "epoch": 15.575304022450888, "flow_matching_loss": 0.027967104502022267, "grad_norm": 0.1237742006778717, "h_stock_valid_norm": 98.8758171081543, "invalid_tail_samples": 25.9, "learning_rate": 4.505320798270467e-05, "loss": 0.0313, "positive_teacher_pairs": 26361.5, "query_h_norm_ratio": 0.4254884958267212, "relation_loss": 0.0033289317274466158, "selected_pairs": 26361.5, "step": 16650, "student_distance_mean": 24.393505668640138, "teacher_distance_mean": 0.8583408415317535, "valid_action_samples": 230.1, "weighted_auxiliary_loss": 0.0033289317274466158, "weighted_relation_loss": 0.0033289317274466158 }, { "action_query_batch_std": 0.3698570400476456, "action_query_norm": 42.09440231323242, "action_relation_loss": 0.0032520468113943933, "auxiliary_loss_weight": 1.0, "epoch": 15.58465855940131, "flow_matching_loss": 0.026225783675909043, "grad_norm": 0.08390016853809357, "h_stock_valid_norm": 98.56593704223633, "invalid_tail_samples": 22.6, "learning_rate": 4.499836574629105e-05, "loss": 0.0295, "positive_teacher_pairs": 27128.7, "query_h_norm_ratio": 0.42707250714302064, "relation_loss": 0.0032520468113943933, "selected_pairs": 27128.7, "step": 16660, "student_distance_mean": 24.495741844177246, "teacher_distance_mean": 0.8554823100566864, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.0032520468113943933, "weighted_relation_loss": 0.0032520468113943933 }, { "action_query_batch_std": 0.3710401266813278, "action_query_norm": 42.114989852905275, "action_relation_loss": 0.003320154012180865, "auxiliary_loss_weight": 1.0, "epoch": 15.59401309635173, "flow_matching_loss": 0.02685294169932604, "grad_norm": 0.1490928679704666, "h_stock_valid_norm": 98.03767318725586, "invalid_tail_samples": 22.6, "learning_rate": 4.494352958733465e-05, "loss": 0.0302, "positive_teacher_pairs": 27134.4, "query_h_norm_ratio": 0.4295853853225708, "relation_loss": 0.003320154012180865, "selected_pairs": 27134.4, "step": 16670, "student_distance_mean": 24.560794067382812, "teacher_distance_mean": 0.8543682098388672, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.003320154012180865, "weighted_relation_loss": 0.003320154012180865 }, { "action_query_batch_std": 0.369013375043869, "action_query_norm": 42.08127059936523, "action_relation_loss": 0.003277900186367333, "auxiliary_loss_weight": 1.0, "epoch": 15.603367633302152, "flow_matching_loss": 0.02745295371860266, "grad_norm": 0.09189144521951675, "h_stock_valid_norm": 97.67435913085937, "invalid_tail_samples": 24.2, "learning_rate": 4.488869957246663e-05, "loss": 0.0307, "positive_teacher_pairs": 26765.7, "query_h_norm_ratio": 0.4308340311050415, "relation_loss": 0.003277900186367333, "selected_pairs": 26765.7, "step": 16680, "student_distance_mean": 24.486373519897462, "teacher_distance_mean": 0.856851464509964, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.003277900186367333, "weighted_relation_loss": 0.003277900186367333 }, { "action_query_batch_std": 0.3658041566610336, "action_query_norm": 42.05382881164551, "action_relation_loss": 0.0033596235793083907, "auxiliary_loss_weight": 1.0, "epoch": 15.612722170252573, "flow_matching_loss": 0.025806276127696037, "grad_norm": 0.11322961747646332, "h_stock_valid_norm": 97.68572769165038, "invalid_tail_samples": 27.2, "learning_rate": 4.4833875768310575e-05, "loss": 0.0292, "positive_teacher_pairs": 26068.2, "query_h_norm_ratio": 0.4305055797100067, "relation_loss": 0.0033596235793083907, "selected_pairs": 26068.2, "step": 16690, "student_distance_mean": 24.392297172546385, "teacher_distance_mean": 0.8568349421024323, "valid_action_samples": 228.8, "weighted_auxiliary_loss": 0.0033596235793083907, "weighted_relation_loss": 0.0033596235793083907 }, { "action_query_batch_std": 0.3660913646221161, "action_query_norm": 42.04290580749512, "action_relation_loss": 0.0033205810468643904, "auxiliary_loss_weight": 1.0, "epoch": 15.622076707202993, "flow_matching_loss": 0.027391642704606055, "grad_norm": 0.11813046783208847, "h_stock_valid_norm": 97.44355621337891, "invalid_tail_samples": 23.5, "learning_rate": 4.47790582414826e-05, "loss": 0.0307, "positive_teacher_pairs": 26926.0, "query_h_norm_ratio": 0.43145962357521056, "relation_loss": 0.0033205810468643904, "selected_pairs": 26926.0, "step": 16700, "student_distance_mean": 24.347737503051757, "teacher_distance_mean": 0.8553817808628082, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0033205810468643904, "weighted_relation_loss": 0.0033205810468643904 }, { "action_query_batch_std": 0.36670414805412294, "action_query_norm": 42.063826370239255, "action_relation_loss": 0.0032925499603152276, "auxiliary_loss_weight": 1.0, "epoch": 15.631431244153415, "flow_matching_loss": 0.027953981794416903, "grad_norm": 0.10223790258169174, "h_stock_valid_norm": 97.5034194946289, "invalid_tail_samples": 21.0, "learning_rate": 4.472424705859114e-05, "loss": 0.0312, "positive_teacher_pairs": 27500.1, "query_h_norm_ratio": 0.4314126282930374, "relation_loss": 0.0032925499603152276, "selected_pairs": 27500.1, "step": 16710, "student_distance_mean": 24.306847763061523, "teacher_distance_mean": 0.8536655128002166, "valid_action_samples": 235.0, "weighted_auxiliary_loss": 0.0032925499603152276, "weighted_relation_loss": 0.0032925499603152276 }, { "action_query_batch_std": 0.36671191155910493, "action_query_norm": 42.0728099822998, "action_relation_loss": 0.003330624592490494, "auxiliary_loss_weight": 1.0, "epoch": 15.640785781103835, "flow_matching_loss": 0.02832864075899124, "grad_norm": 0.12834617495536804, "h_stock_valid_norm": 98.07755584716797, "invalid_tail_samples": 25.8, "learning_rate": 4.466944228623701e-05, "loss": 0.0317, "positive_teacher_pairs": 26386.0, "query_h_norm_ratio": 0.4289765626192093, "relation_loss": 0.003330624592490494, "selected_pairs": 26386.0, "step": 16720, "student_distance_mean": 24.209766578674316, "teacher_distance_mean": 0.8494864344596863, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.003330624592490494, "weighted_relation_loss": 0.003330624592490494 }, { "action_query_batch_std": 0.36976305544376376, "action_query_norm": 42.09824562072754, "action_relation_loss": 0.003237869474105537, "auxiliary_loss_weight": 1.0, "epoch": 15.650140318054257, "flow_matching_loss": 0.02706499267369509, "grad_norm": 0.11784136295318604, "h_stock_valid_norm": 98.70220718383788, "invalid_tail_samples": 26.2, "learning_rate": 4.461464399101312e-05, "loss": 0.0303, "positive_teacher_pairs": 26295.9, "query_h_norm_ratio": 0.42652090191841124, "relation_loss": 0.003237869474105537, "selected_pairs": 26295.9, "step": 16730, "student_distance_mean": 24.53924102783203, "teacher_distance_mean": 0.859980309009552, "valid_action_samples": 229.8, "weighted_auxiliary_loss": 0.003237869474105537, "weighted_relation_loss": 0.003237869474105537 }, { "action_query_batch_std": 0.36990213990211485, "action_query_norm": 42.08327293395996, "action_relation_loss": 0.0033637480810284615, "auxiliary_loss_weight": 1.0, "epoch": 15.659494855004677, "flow_matching_loss": 0.02854931093752384, "grad_norm": 0.10580393671989441, "h_stock_valid_norm": 98.6792999267578, "invalid_tail_samples": 22.2, "learning_rate": 4.45598522395046e-05, "loss": 0.0319, "positive_teacher_pairs": 27226.0, "query_h_norm_ratio": 0.42646816074848176, "relation_loss": 0.0033637480810284615, "selected_pairs": 27226.0, "step": 16740, "student_distance_mean": 24.471387672424317, "teacher_distance_mean": 0.8586346983909607, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.0033637480810284615, "weighted_relation_loss": 0.0033637480810284615 }, { "action_query_batch_std": 0.36723542511463164, "action_query_norm": 42.0639144897461, "action_relation_loss": 0.003186812344938517, "auxiliary_loss_weight": 1.0, "epoch": 15.668849391955098, "flow_matching_loss": 0.02815015334635973, "grad_norm": 0.10466455668210983, "h_stock_valid_norm": 98.52211151123046, "invalid_tail_samples": 23.3, "learning_rate": 4.4505067098288577e-05, "loss": 0.0313, "positive_teacher_pairs": 26974.2, "query_h_norm_ratio": 0.4269505113363266, "relation_loss": 0.003186812344938517, "selected_pairs": 26974.2, "step": 16750, "student_distance_mean": 24.368609046936037, "teacher_distance_mean": 0.8510184526443482, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.003186812344938517, "weighted_relation_loss": 0.003186812344938517 }, { "action_query_batch_std": 0.36714867651462557, "action_query_norm": 42.05079612731934, "action_relation_loss": 0.003413308225572109, "auxiliary_loss_weight": 1.0, "epoch": 15.67820392890552, "flow_matching_loss": 0.02786331344395876, "grad_norm": 0.1142314076423645, "h_stock_valid_norm": 98.39027481079101, "invalid_tail_samples": 26.1, "learning_rate": 4.445028863393417e-05, "loss": 0.0313, "positive_teacher_pairs": 26320.4, "query_h_norm_ratio": 0.4273891866207123, "relation_loss": 0.003413308225572109, "selected_pairs": 26320.4, "step": 16760, "student_distance_mean": 24.424539375305176, "teacher_distance_mean": 0.8577880144119263, "valid_action_samples": 229.9, "weighted_auxiliary_loss": 0.003413308225572109, "weighted_relation_loss": 0.003413308225572109 }, { "action_query_batch_std": 0.3663324862718582, "action_query_norm": 42.059397506713864, "action_relation_loss": 0.0033886408200487494, "auxiliary_loss_weight": 1.0, "epoch": 15.68755846585594, "flow_matching_loss": 0.02536956835538149, "grad_norm": 0.09111382067203522, "h_stock_valid_norm": 98.06232986450195, "invalid_tail_samples": 24.6, "learning_rate": 4.439551691300236e-05, "loss": 0.0288, "positive_teacher_pairs": 26663.1, "query_h_norm_ratio": 0.4289101392030716, "relation_loss": 0.0033886408200487494, "selected_pairs": 26663.1, "step": 16770, "student_distance_mean": 24.33364067077637, "teacher_distance_mean": 0.8510065138339996, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0033886408200487494, "weighted_relation_loss": 0.0033886408200487494 }, { "action_query_batch_std": 0.36380737125873563, "action_query_norm": 42.043513488769534, "action_relation_loss": 0.0033518619602546096, "auxiliary_loss_weight": 1.0, "epoch": 15.696913002806362, "flow_matching_loss": 0.025372128188610076, "grad_norm": 0.09195270389318466, "h_stock_valid_norm": 97.41243896484374, "invalid_tail_samples": 22.2, "learning_rate": 4.434075200204599e-05, "loss": 0.0287, "positive_teacher_pairs": 27221.9, "query_h_norm_ratio": 0.43160520195961, "relation_loss": 0.0033518619602546096, "selected_pairs": 27221.9, "step": 16780, "student_distance_mean": 24.162517929077147, "teacher_distance_mean": 0.8443813323974609, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.0033518619602546096, "weighted_relation_loss": 0.0033518619602546096 }, { "action_query_batch_std": 0.3750752002000809, "action_query_norm": 42.088599014282224, "action_relation_loss": 0.0031737906159833074, "auxiliary_loss_weight": 1.0, "epoch": 15.706267539756782, "flow_matching_loss": 0.025749505124986173, "grad_norm": 0.10416492074728012, "h_stock_valid_norm": 97.49630966186524, "invalid_tail_samples": 23.5, "learning_rate": 4.428599396760956e-05, "loss": 0.0289, "positive_teacher_pairs": 26919.6, "query_h_norm_ratio": 0.4316968023777008, "relation_loss": 0.0031737906159833074, "selected_pairs": 26919.6, "step": 16790, "student_distance_mean": 24.923043060302735, "teacher_distance_mean": 0.8757468283176422, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0031737906159833074, "weighted_relation_loss": 0.0031737906159833074 }, { "action_query_batch_std": 0.36990995407104493, "action_query_norm": 42.06708602905273, "action_relation_loss": 0.003352008434012532, "auxiliary_loss_weight": 1.0, "epoch": 15.715622076707202, "flow_matching_loss": 0.027532186172902585, "grad_norm": 0.10343784838914871, "h_stock_valid_norm": 97.94658126831055, "invalid_tail_samples": 23.9, "learning_rate": 4.423124287622926e-05, "loss": 0.0309, "positive_teacher_pairs": 26828.6, "query_h_norm_ratio": 0.4294928401708603, "relation_loss": 0.003352008434012532, "selected_pairs": 26828.6, "step": 16800, "student_distance_mean": 24.44271945953369, "teacher_distance_mean": 0.8567637860774994, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.003352008434012532, "weighted_relation_loss": 0.003352008434012532 }, { "action_query_batch_std": 0.3700698524713516, "action_query_norm": 42.06475982666016, "action_relation_loss": 0.003233236144296825, "auxiliary_loss_weight": 1.0, "epoch": 15.724976613657624, "flow_matching_loss": 0.027399713173508644, "grad_norm": 0.10937675088644028, "h_stock_valid_norm": 97.4498405456543, "invalid_tail_samples": 22.8, "learning_rate": 4.417649879443282e-05, "loss": 0.0306, "positive_teacher_pairs": 27083.9, "query_h_norm_ratio": 0.43165984749794006, "relation_loss": 0.003233236144296825, "selected_pairs": 27083.9, "step": 16810, "student_distance_mean": 24.511929321289063, "teacher_distance_mean": 0.8592478811740876, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.003233236144296825, "weighted_relation_loss": 0.003233236144296825 }, { "action_query_batch_std": 0.3671672612428665, "action_query_norm": 42.04961013793945, "action_relation_loss": 0.0031863137148320673, "auxiliary_loss_weight": 1.0, "epoch": 15.734331150608044, "flow_matching_loss": 0.02612305525690317, "grad_norm": 0.08509501069784164, "h_stock_valid_norm": 97.21794128417969, "invalid_tail_samples": 23.9, "learning_rate": 4.4121761788739444e-05, "loss": 0.0293, "positive_teacher_pairs": 26829.6, "query_h_norm_ratio": 0.4325343519449234, "relation_loss": 0.0031863137148320673, "selected_pairs": 26829.6, "step": 16820, "student_distance_mean": 24.317233276367187, "teacher_distance_mean": 0.853325468301773, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0031863137148320673, "weighted_relation_loss": 0.0031863137148320673 }, { "action_query_batch_std": 0.36576820611953736, "action_query_norm": 42.03378067016602, "action_relation_loss": 0.003128903009928763, "auxiliary_loss_weight": 1.0, "epoch": 15.743685687558466, "flow_matching_loss": 0.026820472814142703, "grad_norm": 0.10433905571699142, "h_stock_valid_norm": 97.88031387329102, "invalid_tail_samples": 22.1, "learning_rate": 4.4067031925659805e-05, "loss": 0.0299, "positive_teacher_pairs": 27243.5, "query_h_norm_ratio": 0.4294439643621445, "relation_loss": 0.003128903009928763, "selected_pairs": 27243.5, "step": 16830, "student_distance_mean": 24.15824775695801, "teacher_distance_mean": 0.8457901239395141, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.003128903009928763, "weighted_relation_loss": 0.003128903009928763 }, { "action_query_batch_std": 0.3684434562921524, "action_query_norm": 42.0489616394043, "action_relation_loss": 0.0034391464898362754, "auxiliary_loss_weight": 1.0, "epoch": 15.753040224508887, "flow_matching_loss": 0.02555875275284052, "grad_norm": 0.10189972817897797, "h_stock_valid_norm": 97.69954299926758, "invalid_tail_samples": 21.5, "learning_rate": 4.4012309271695816e-05, "loss": 0.029, "positive_teacher_pairs": 27393.9, "query_h_norm_ratio": 0.43039298951625826, "relation_loss": 0.0034391464898362754, "selected_pairs": 27393.9, "step": 16840, "student_distance_mean": 24.272682762145998, "teacher_distance_mean": 0.8488113403320312, "valid_action_samples": 234.5, "weighted_auxiliary_loss": 0.0034391464898362754, "weighted_relation_loss": 0.0034391464898362754 }, { "action_query_batch_std": 0.365917032957077, "action_query_norm": 42.03849983215332, "action_relation_loss": 0.003208955796435475, "auxiliary_loss_weight": 1.0, "epoch": 15.762394761459309, "flow_matching_loss": 0.025892152450978756, "grad_norm": 0.10818881541490555, "h_stock_valid_norm": 98.03362884521485, "invalid_tail_samples": 21.1, "learning_rate": 4.395759389334067e-05, "loss": 0.0291, "positive_teacher_pairs": 27478.0, "query_h_norm_ratio": 0.42882082760334017, "relation_loss": 0.003208955796435475, "selected_pairs": 27478.0, "step": 16850, "student_distance_mean": 24.253173637390137, "teacher_distance_mean": 0.8523328840732575, "valid_action_samples": 234.9, "weighted_auxiliary_loss": 0.003208955796435475, "weighted_relation_loss": 0.003208955796435475 }, { "action_query_batch_std": 0.3715310484170914, "action_query_norm": 42.073483276367185, "action_relation_loss": 0.003254495607689023, "auxiliary_loss_weight": 1.0, "epoch": 15.771749298409729, "flow_matching_loss": 0.025527724623680116, "grad_norm": 0.09365658462047577, "h_stock_valid_norm": 98.48377685546875, "invalid_tail_samples": 22.8, "learning_rate": 4.3902885857078685e-05, "loss": 0.0288, "positive_teacher_pairs": 27087.4, "query_h_norm_ratio": 0.4272142767906189, "relation_loss": 0.003254495607689023, "selected_pairs": 27087.4, "step": 16860, "student_distance_mean": 24.636596488952637, "teacher_distance_mean": 0.8694019675254822, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.003254495607689023, "weighted_relation_loss": 0.003254495607689023 }, { "action_query_batch_std": 0.36959314346313477, "action_query_norm": 42.05750160217285, "action_relation_loss": 0.003167901746928692, "auxiliary_loss_weight": 1.0, "epoch": 15.781103835360149, "flow_matching_loss": 0.026242772117257118, "grad_norm": 0.09966401010751724, "h_stock_valid_norm": 98.14542999267579, "invalid_tail_samples": 23.5, "learning_rate": 4.384818522938531e-05, "loss": 0.0294, "positive_teacher_pairs": 26917.1, "query_h_norm_ratio": 0.42852537631988524, "relation_loss": 0.003167901746928692, "selected_pairs": 26917.1, "step": 16870, "student_distance_mean": 24.42200469970703, "teacher_distance_mean": 0.8582234442234039, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.003167901746928692, "weighted_relation_loss": 0.003167901746928692 }, { "action_query_batch_std": 0.3685261160135269, "action_query_norm": 42.04681243896484, "action_relation_loss": 0.003265469241887331, "auxiliary_loss_weight": 1.0, "epoch": 15.790458372310571, "flow_matching_loss": 0.02851932980120182, "grad_norm": 0.12146008759737015, "h_stock_valid_norm": 98.19104614257813, "invalid_tail_samples": 21.5, "learning_rate": 4.379349207672695e-05, "loss": 0.0318, "positive_teacher_pairs": 27385.7, "query_h_norm_ratio": 0.4282166212797165, "relation_loss": 0.003265469241887331, "selected_pairs": 27385.7, "step": 16880, "student_distance_mean": 24.378634643554687, "teacher_distance_mean": 0.8574559986591339, "valid_action_samples": 234.5, "weighted_auxiliary_loss": 0.003265469241887331, "weighted_relation_loss": 0.003265469241887331 }, { "action_query_batch_std": 0.36489345133304596, "action_query_norm": 42.02582931518555, "action_relation_loss": 0.0032836947357282043, "auxiliary_loss_weight": 1.0, "epoch": 15.799812909260991, "flow_matching_loss": 0.02660145740956068, "grad_norm": 0.10415925830602646, "h_stock_valid_norm": 98.27223510742188, "invalid_tail_samples": 22.9, "learning_rate": 4.373880646556098e-05, "loss": 0.0299, "positive_teacher_pairs": 27061.1, "query_h_norm_ratio": 0.42765040397644044, "relation_loss": 0.0032836947357282043, "selected_pairs": 27061.1, "step": 16890, "student_distance_mean": 24.180476570129393, "teacher_distance_mean": 0.8491452217102051, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.0032836947357282043, "weighted_relation_loss": 0.0032836947357282043 }, { "action_query_batch_std": 0.37159368097782136, "action_query_norm": 42.05988388061523, "action_relation_loss": 0.0033980362117290498, "auxiliary_loss_weight": 1.0, "epoch": 15.809167446211413, "flow_matching_loss": 0.026958484575152396, "grad_norm": 0.1299481838941574, "h_stock_valid_norm": 98.55567245483398, "invalid_tail_samples": 24.5, "learning_rate": 4.3684128462335533e-05, "loss": 0.0304, "positive_teacher_pairs": 26692.7, "query_h_norm_ratio": 0.42676606476306916, "relation_loss": 0.0033980362117290498, "selected_pairs": 26692.7, "step": 16900, "student_distance_mean": 24.722865104675293, "teacher_distance_mean": 0.8651179194450378, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.0033980362117290498, "weighted_relation_loss": 0.0033980362117290498 }, { "action_query_batch_std": 0.3719299852848053, "action_query_norm": 42.052412796020505, "action_relation_loss": 0.0031439410522580147, "auxiliary_loss_weight": 1.0, "epoch": 15.818521983161833, "flow_matching_loss": 0.025508719868957995, "grad_norm": 0.09921235591173172, "h_stock_valid_norm": 98.51444549560547, "invalid_tail_samples": 24.8, "learning_rate": 4.362945813348955e-05, "loss": 0.0287, "positive_teacher_pairs": 26625.6, "query_h_norm_ratio": 0.4268685936927795, "relation_loss": 0.0031439410522580147, "selected_pairs": 26625.6, "step": 16910, "student_distance_mean": 24.625323867797853, "teacher_distance_mean": 0.8649627506732941, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0031439410522580147, "weighted_relation_loss": 0.0031439410522580147 }, { "action_query_batch_std": 0.3654475033283234, "action_query_norm": 42.01293601989746, "action_relation_loss": 0.0032311371294781567, "auxiliary_loss_weight": 1.0, "epoch": 15.827876520112255, "flow_matching_loss": 0.026934385113418103, "grad_norm": 0.13076286017894745, "h_stock_valid_norm": 98.34842071533203, "invalid_tail_samples": 22.3, "learning_rate": 4.357479554545262e-05, "loss": 0.0302, "positive_teacher_pairs": 27200.8, "query_h_norm_ratio": 0.42718771696090696, "relation_loss": 0.0032311371294781567, "selected_pairs": 27200.8, "step": 16920, "student_distance_mean": 24.242015075683593, "teacher_distance_mean": 0.8537888944149017, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.0032311371294781567, "weighted_relation_loss": 0.0032311371294781567 }, { "action_query_batch_std": 0.3612256973981857, "action_query_norm": 41.99066925048828, "action_relation_loss": 0.003287493484094739, "auxiliary_loss_weight": 1.0, "epoch": 15.837231057062676, "flow_matching_loss": 0.026683943159878255, "grad_norm": 0.11461582034826279, "h_stock_valid_norm": 98.0393051147461, "invalid_tail_samples": 23.6, "learning_rate": 4.352014076464499e-05, "loss": 0.03, "positive_teacher_pairs": 26894.3, "query_h_norm_ratio": 0.4283065438270569, "relation_loss": 0.003287493484094739, "selected_pairs": 26894.3, "step": 16930, "student_distance_mean": 23.972668647766113, "teacher_distance_mean": 0.8407330453395844, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.003287493484094739, "weighted_relation_loss": 0.003287493484094739 }, { "action_query_batch_std": 0.3748482584953308, "action_query_norm": 42.07253913879394, "action_relation_loss": 0.0033138214144855737, "auxiliary_loss_weight": 1.0, "epoch": 15.846585594013096, "flow_matching_loss": 0.026385098323225976, "grad_norm": 0.11004149913787842, "h_stock_valid_norm": 98.37392807006836, "invalid_tail_samples": 23.1, "learning_rate": 4.346549385747734e-05, "loss": 0.0297, "positive_teacher_pairs": 27008.5, "query_h_norm_ratio": 0.42768132984638213, "relation_loss": 0.0033138214144855737, "selected_pairs": 27008.5, "step": 16940, "student_distance_mean": 24.80527267456055, "teacher_distance_mean": 0.8637501716613769, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0033138214144855737, "weighted_relation_loss": 0.0033138214144855737 }, { "action_query_batch_std": 0.3690040737390518, "action_query_norm": 42.02049560546875, "action_relation_loss": 0.003070707828737795, "auxiliary_loss_weight": 1.0, "epoch": 15.855940130963518, "flow_matching_loss": 0.027202770672738553, "grad_norm": 0.10031701624393463, "h_stock_valid_norm": 98.50815505981446, "invalid_tail_samples": 23.0, "learning_rate": 4.34108548903508e-05, "loss": 0.0303, "positive_teacher_pairs": 27034.0, "query_h_norm_ratio": 0.42657290995121, "relation_loss": 0.003070707828737795, "selected_pairs": 27034.0, "step": 16950, "student_distance_mean": 24.344651794433595, "teacher_distance_mean": 0.854862904548645, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.003070707828737795, "weighted_relation_loss": 0.003070707828737795 }, { "action_query_batch_std": 0.36947105526924134, "action_query_norm": 42.019906234741214, "action_relation_loss": 0.003289383323863149, "auxiliary_loss_weight": 1.0, "epoch": 15.865294667913938, "flow_matching_loss": 0.027364262938499452, "grad_norm": 0.1768590658903122, "h_stock_valid_norm": 98.2958984375, "invalid_tail_samples": 24.5, "learning_rate": 4.335622392965689e-05, "loss": 0.0307, "positive_teacher_pairs": 26692.1, "query_h_norm_ratio": 0.42748761773109434, "relation_loss": 0.003289383323863149, "selected_pairs": 26692.1, "step": 16960, "student_distance_mean": 24.276632881164552, "teacher_distance_mean": 0.8532449066638946, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.003289383323863149, "weighted_relation_loss": 0.003289383323863149 }, { "action_query_batch_std": 0.36588907837867735, "action_query_norm": 42.025508117675784, "action_relation_loss": 0.003215408674441278, "auxiliary_loss_weight": 1.0, "epoch": 15.87464920486436, "flow_matching_loss": 0.02731127180159092, "grad_norm": 0.09887094050645828, "h_stock_valid_norm": 97.71240844726563, "invalid_tail_samples": 20.9, "learning_rate": 4.330160104177738e-05, "loss": 0.0305, "positive_teacher_pairs": 27527.9, "query_h_norm_ratio": 0.4300992161035538, "relation_loss": 0.003215408674441278, "selected_pairs": 27527.9, "step": 16970, "student_distance_mean": 24.28750228881836, "teacher_distance_mean": 0.8521814703941345, "valid_action_samples": 235.1, "weighted_auxiliary_loss": 0.003215408674441278, "weighted_relation_loss": 0.003215408674441278 }, { "action_query_batch_std": 0.3652422457933426, "action_query_norm": 41.99471855163574, "action_relation_loss": 0.0032463933108374476, "auxiliary_loss_weight": 1.0, "epoch": 15.88400374181478, "flow_matching_loss": 0.026385725662112235, "grad_norm": 0.10852163285017014, "h_stock_valid_norm": 97.20252075195313, "invalid_tail_samples": 24.0, "learning_rate": 4.32469862930842e-05, "loss": 0.0296, "positive_teacher_pairs": 26807.5, "query_h_norm_ratio": 0.4320370197296143, "relation_loss": 0.0032463933108374476, "selected_pairs": 26807.5, "step": 16980, "student_distance_mean": 24.218740463256836, "teacher_distance_mean": 0.8541272938251495, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0032463933108374476, "weighted_relation_loss": 0.0032463933108374476 }, { "action_query_batch_std": 0.363007190823555, "action_query_norm": 41.988909530639646, "action_relation_loss": 0.003340410045348108, "auxiliary_loss_weight": 1.0, "epoch": 15.8933582787652, "flow_matching_loss": 0.02813694179058075, "grad_norm": 0.13712909817695618, "h_stock_valid_norm": 97.4987663269043, "invalid_tail_samples": 22.2, "learning_rate": 4.319237974993946e-05, "loss": 0.0315, "positive_teacher_pairs": 27216.5, "query_h_norm_ratio": 0.43066360652446745, "relation_loss": 0.003340410045348108, "selected_pairs": 27216.5, "step": 16990, "student_distance_mean": 24.123449325561523, "teacher_distance_mean": 0.8507105946540833, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.003340410045348108, "weighted_relation_loss": 0.003340410045348108 }, { "action_query_batch_std": 0.35915294885635374, "action_query_norm": 41.96488647460937, "action_relation_loss": 0.0032634383533149958, "auxiliary_loss_weight": 1.0, "epoch": 15.902712815715622, "flow_matching_loss": 0.02802182547748089, "grad_norm": 0.12441303580999374, "h_stock_valid_norm": 97.8424461364746, "invalid_tail_samples": 24.8, "learning_rate": 4.3137781478695236e-05, "loss": 0.0313, "positive_teacher_pairs": 26617.3, "query_h_norm_ratio": 0.4289051562547684, "relation_loss": 0.0032634383533149958, "selected_pairs": 26617.3, "step": 17000, "student_distance_mean": 23.836292457580566, "teacher_distance_mean": 0.8458852469921112, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0032634383533149958, "weighted_relation_loss": 0.0032634383533149958 }, { "action_query_batch_std": 0.36505638659000395, "action_query_norm": 41.980230712890624, "action_relation_loss": 0.003184405341744423, "auxiliary_loss_weight": 1.0, "epoch": 15.912067352666043, "flow_matching_loss": 0.028089638240635394, "grad_norm": 0.13029205799102783, "h_stock_valid_norm": 98.0571907043457, "invalid_tail_samples": 23.2, "learning_rate": 4.308319154569358e-05, "loss": 0.0313, "positive_teacher_pairs": 26991.5, "query_h_norm_ratio": 0.42812507748603823, "relation_loss": 0.003184405341744423, "selected_pairs": 26991.5, "step": 17010, "student_distance_mean": 24.15136013031006, "teacher_distance_mean": 0.8530342161655426, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.003184405341744423, "weighted_relation_loss": 0.003184405341744423 }, { "action_query_batch_std": 0.36382563710212706, "action_query_norm": 41.9873348236084, "action_relation_loss": 0.0031879972666502, "auxiliary_loss_weight": 1.0, "epoch": 15.921421889616465, "flow_matching_loss": 0.02585524059832096, "grad_norm": 0.08725665509700775, "h_stock_valid_norm": 97.99227447509766, "invalid_tail_samples": 20.3, "learning_rate": 4.302861001726641e-05, "loss": 0.029, "positive_teacher_pairs": 27675.7, "query_h_norm_ratio": 0.4284781962633133, "relation_loss": 0.0031879972666502, "selected_pairs": 27675.7, "step": 17020, "student_distance_mean": 24.08716869354248, "teacher_distance_mean": 0.8510075032711029, "valid_action_samples": 235.7, "weighted_auxiliary_loss": 0.0031879972666502, "weighted_relation_loss": 0.0031879972666502 }, { "action_query_batch_std": 0.36498628854751586, "action_query_norm": 41.99607124328613, "action_relation_loss": 0.0033496481832116843, "auxiliary_loss_weight": 1.0, "epoch": 15.930776426566885, "flow_matching_loss": 0.02700221985578537, "grad_norm": 0.0832022950053215, "h_stock_valid_norm": 97.77594680786133, "invalid_tail_samples": 23.1, "learning_rate": 4.2974036959735415e-05, "loss": 0.0304, "positive_teacher_pairs": 27014.2, "query_h_norm_ratio": 0.4295163661241531, "relation_loss": 0.0033496481832116843, "selected_pairs": 27014.2, "step": 17030, "student_distance_mean": 24.233420181274415, "teacher_distance_mean": 0.8521780848503113, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0033496481832116843, "weighted_relation_loss": 0.0033496481832116843 }, { "action_query_batch_std": 0.368379744887352, "action_query_norm": 41.993289184570315, "action_relation_loss": 0.0032255973666906355, "auxiliary_loss_weight": 1.0, "epoch": 15.940130963517305, "flow_matching_loss": 0.02750904466956854, "grad_norm": 0.11728841066360474, "h_stock_valid_norm": 97.7331558227539, "invalid_tail_samples": 26.3, "learning_rate": 4.2919472439412034e-05, "loss": 0.0307, "positive_teacher_pairs": 26272.7, "query_h_norm_ratio": 0.42967867851257324, "relation_loss": 0.0032255973666906355, "selected_pairs": 26272.7, "step": 17040, "student_distance_mean": 24.481031608581542, "teacher_distance_mean": 0.8615656077861786, "valid_action_samples": 229.7, "weighted_auxiliary_loss": 0.0032255973666906355, "weighted_relation_loss": 0.0032255973666906355 }, { "action_query_batch_std": 0.3642088443040848, "action_query_norm": 41.95189590454102, "action_relation_loss": 0.0033565038116648792, "auxiliary_loss_weight": 1.0, "epoch": 15.949485500467727, "flow_matching_loss": 0.02565418481826782, "grad_norm": 0.10670113563537598, "h_stock_valid_norm": 97.76915588378907, "invalid_tail_samples": 25.5, "learning_rate": 4.286491652259729e-05, "loss": 0.029, "positive_teacher_pairs": 26462.8, "query_h_norm_ratio": 0.42909630239009855, "relation_loss": 0.0033565038116648792, "selected_pairs": 26462.8, "step": 17050, "student_distance_mean": 24.13584213256836, "teacher_distance_mean": 0.849552047252655, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.0033565038116648792, "weighted_relation_loss": 0.0033565038116648792 }, { "action_query_batch_std": 0.3671547442674637, "action_query_norm": 41.98171691894531, "action_relation_loss": 0.0032045414904132486, "auxiliary_loss_weight": 1.0, "epoch": 15.958840037418147, "flow_matching_loss": 0.029432503134012224, "grad_norm": 0.14376504719257355, "h_stock_valid_norm": 97.52385177612305, "invalid_tail_samples": 22.6, "learning_rate": 4.281036927558178e-05, "loss": 0.0326, "positive_teacher_pairs": 27129.1, "query_h_norm_ratio": 0.430480095744133, "relation_loss": 0.0032045414904132486, "selected_pairs": 27129.1, "step": 17060, "student_distance_mean": 24.342919921875, "teacher_distance_mean": 0.8592657625675202, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.0032045414904132486, "weighted_relation_loss": 0.0032045414904132486 }, { "action_query_batch_std": 0.3658141613006592, "action_query_norm": 41.9705322265625, "action_relation_loss": 0.0033603850984945892, "auxiliary_loss_weight": 1.0, "epoch": 15.96819457436857, "flow_matching_loss": 0.027173976600170135, "grad_norm": 0.14446976780891418, "h_stock_valid_norm": 97.39353713989257, "invalid_tail_samples": 25.6, "learning_rate": 4.275583076464552e-05, "loss": 0.0305, "positive_teacher_pairs": 26433.5, "query_h_norm_ratio": 0.43093882501125336, "relation_loss": 0.0033603850984945892, "selected_pairs": 26433.5, "step": 17070, "student_distance_mean": 24.24621868133545, "teacher_distance_mean": 0.8561467111110688, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.0033603850984945892, "weighted_relation_loss": 0.0033603850984945892 }, { "action_query_batch_std": 0.3711793959140778, "action_query_norm": 41.99500579833985, "action_relation_loss": 0.003043233579955995, "auxiliary_loss_weight": 1.0, "epoch": 15.97754911131899, "flow_matching_loss": 0.026872001215815546, "grad_norm": 0.09584943950176239, "h_stock_valid_norm": 97.42610702514648, "invalid_tail_samples": 23.4, "learning_rate": 4.270130105605794e-05, "loss": 0.0299, "positive_teacher_pairs": 26940.6, "query_h_norm_ratio": 0.4310498148202896, "relation_loss": 0.003043233579955995, "selected_pairs": 26940.6, "step": 17080, "student_distance_mean": 24.655435180664064, "teacher_distance_mean": 0.8684553384780884, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.003043233579955995, "weighted_relation_loss": 0.003043233579955995 }, { "action_query_batch_std": 0.3665947675704956, "action_query_norm": 41.970154190063475, "action_relation_loss": 0.00334391922224313, "auxiliary_loss_weight": 1.0, "epoch": 15.986903648269411, "flow_matching_loss": 0.02776602916419506, "grad_norm": 0.11402900516986847, "h_stock_valid_norm": 98.04752883911132, "invalid_tail_samples": 23.7, "learning_rate": 4.264678021607782e-05, "loss": 0.0311, "positive_teacher_pairs": 26878.4, "query_h_norm_ratio": 0.4280643671751022, "relation_loss": 0.00334391922224313, "selected_pairs": 26878.4, "step": 17090, "student_distance_mean": 24.219041442871095, "teacher_distance_mean": 0.8525933623313904, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.00334391922224313, "weighted_relation_loss": 0.00334391922224313 }, { "action_query_batch_std": 0.3693688690662384, "action_query_norm": 41.99176292419433, "action_relation_loss": 0.0032595374388620256, "auxiliary_loss_weight": 1.0, "epoch": 15.996258185219832, "flow_matching_loss": 0.027588429488241674, "grad_norm": 0.12058251351118088, "h_stock_valid_norm": 98.06983489990235, "invalid_tail_samples": 24.1, "learning_rate": 4.25922683109531e-05, "loss": 0.0308, "positive_teacher_pairs": 26776.8, "query_h_norm_ratio": 0.42818998396396635, "relation_loss": 0.0032595374388620256, "selected_pairs": 26776.8, "step": 17100, "student_distance_mean": 24.474491691589357, "teacher_distance_mean": 0.8633120656013489, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.0032595374388620256, "weighted_relation_loss": 0.0032595374388620256 }, { "action_query_batch_std": 0.3680676281452179, "action_query_norm": 41.99913063049316, "action_relation_loss": 0.0031197390984743834, "auxiliary_loss_weight": 1.0, "epoch": 16.00561272217025, "flow_matching_loss": 0.02601372543722391, "grad_norm": 0.1116943433880806, "h_stock_valid_norm": 97.0951171875, "invalid_tail_samples": 21.7, "learning_rate": 4.25377654069209e-05, "loss": 0.0291, "positive_teacher_pairs": 24332.7, "query_h_norm_ratio": 0.4325678139925003, "relation_loss": 0.0031197390984743834, "selected_pairs": 24332.7, "step": 17110, "student_distance_mean": 24.295380973815917, "teacher_distance_mean": 0.8570813536643982, "valid_action_samples": 214.4, "weighted_auxiliary_loss": 0.0031197390984743834, "weighted_relation_loss": 0.0031197390984743834 }, { "action_query_batch_std": 0.36382445096969607, "action_query_norm": 41.93940773010254, "action_relation_loss": 0.0032245668582618235, "auxiliary_loss_weight": 1.0, "epoch": 16.014967259120674, "flow_matching_loss": 0.02931549046188593, "grad_norm": 0.1223897635936737, "h_stock_valid_norm": 97.3090690612793, "invalid_tail_samples": 23.8, "learning_rate": 4.248327157020737e-05, "loss": 0.0325, "positive_teacher_pairs": 26858.2, "query_h_norm_ratio": 0.43099349141120913, "relation_loss": 0.0032245668582618235, "selected_pairs": 26858.2, "step": 17120, "student_distance_mean": 24.05671157836914, "teacher_distance_mean": 0.8511475265026093, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.0032245668582618235, "weighted_relation_loss": 0.0032245668582618235 }, { "action_query_batch_std": 0.3681732714176178, "action_query_norm": 41.9673526763916, "action_relation_loss": 0.003221111395396292, "auxiliary_loss_weight": 1.0, "epoch": 16.024321796071096, "flow_matching_loss": 0.02558883298188448, "grad_norm": 0.11035604774951935, "h_stock_valid_norm": 97.96208953857422, "invalid_tail_samples": 21.2, "learning_rate": 4.242878686702763e-05, "loss": 0.0288, "positive_teacher_pairs": 27454.4, "query_h_norm_ratio": 0.4284081608057022, "relation_loss": 0.003221111395396292, "selected_pairs": 27454.4, "step": 17130, "student_distance_mean": 24.359886741638185, "teacher_distance_mean": 0.8564788401126862, "valid_action_samples": 234.8, "weighted_auxiliary_loss": 0.003221111395396292, "weighted_relation_loss": 0.003221111395396292 }, { "action_query_batch_std": 0.36289921402931213, "action_query_norm": 41.9553939819336, "action_relation_loss": 0.003176649077795446, "auxiliary_loss_weight": 1.0, "epoch": 16.033676333021514, "flow_matching_loss": 0.024918177165091038, "grad_norm": 0.08676442503929138, "h_stock_valid_norm": 98.10144271850587, "invalid_tail_samples": 24.7, "learning_rate": 4.23743113635858e-05, "loss": 0.0281, "positive_teacher_pairs": 26645.1, "query_h_norm_ratio": 0.42767471373081206, "relation_loss": 0.003176649077795446, "selected_pairs": 26645.1, "step": 17140, "student_distance_mean": 24.121196746826172, "teacher_distance_mean": 0.8488469600677491, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.003176649077795446, "weighted_relation_loss": 0.003176649077795446 }, { "action_query_batch_std": 0.3696667939424515, "action_query_norm": 41.95759201049805, "action_relation_loss": 0.003144976496696472, "auxiliary_loss_weight": 1.0, "epoch": 16.043030869971936, "flow_matching_loss": 0.02623444255441427, "grad_norm": 0.09468937665224075, "h_stock_valid_norm": 97.99939575195313, "invalid_tail_samples": 24.1, "learning_rate": 4.2319845126074705e-05, "loss": 0.0294, "positive_teacher_pairs": 26788.6, "query_h_norm_ratio": 0.4281433284282684, "relation_loss": 0.003144976496696472, "selected_pairs": 26788.6, "step": 17150, "student_distance_mean": 24.50972900390625, "teacher_distance_mean": 0.8625443637371063, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.003144976496696472, "weighted_relation_loss": 0.003144976496696472 }, { "action_query_batch_std": 0.37219208776950835, "action_query_norm": 41.987556838989256, "action_relation_loss": 0.003011045162566006, "auxiliary_loss_weight": 1.0, "epoch": 16.052385406922358, "flow_matching_loss": 0.02438405193388462, "grad_norm": 0.09830217063426971, "h_stock_valid_norm": 97.90581512451172, "invalid_tail_samples": 23.8, "learning_rate": 4.226538822067598e-05, "loss": 0.0274, "positive_teacher_pairs": 26862.8, "query_h_norm_ratio": 0.42885901927948, "relation_loss": 0.003011045162566006, "selected_pairs": 26862.8, "step": 17160, "student_distance_mean": 24.62722225189209, "teacher_distance_mean": 0.8643251538276673, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.003011045162566006, "weighted_relation_loss": 0.003011045162566006 }, { "action_query_batch_std": 0.3676888674497604, "action_query_norm": 41.95850791931152, "action_relation_loss": 0.003165285615250468, "auxiliary_loss_weight": 1.0, "epoch": 16.061739943872777, "flow_matching_loss": 0.026474994048476218, "grad_norm": 0.10192230343818665, "h_stock_valid_norm": 98.09973754882813, "invalid_tail_samples": 23.7, "learning_rate": 4.2210940713559896e-05, "loss": 0.0296, "positive_teacher_pairs": 26880.3, "query_h_norm_ratio": 0.42771499156951903, "relation_loss": 0.003165285615250468, "selected_pairs": 26880.3, "step": 17170, "student_distance_mean": 24.42229232788086, "teacher_distance_mean": 0.8598803102970123, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.003165285615250468, "weighted_relation_loss": 0.003165285615250468 }, { "action_query_batch_std": 0.37074785828590395, "action_query_norm": 41.96892890930176, "action_relation_loss": 0.0030689466511830688, "auxiliary_loss_weight": 1.0, "epoch": 16.0710944808232, "flow_matching_loss": 0.026152774319052698, "grad_norm": 0.13187475502490997, "h_stock_valid_norm": 97.97794723510742, "invalid_tail_samples": 25.8, "learning_rate": 4.21565026708853e-05, "loss": 0.0292, "positive_teacher_pairs": 26399.7, "query_h_norm_ratio": 0.4283510833978653, "relation_loss": 0.0030689466511830688, "selected_pairs": 26399.7, "step": 17180, "student_distance_mean": 24.593318939208984, "teacher_distance_mean": 0.865208488702774, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.0030689466511830688, "weighted_relation_loss": 0.0030689466511830688 }, { "action_query_batch_std": 0.36858310401439665, "action_query_norm": 41.970868301391604, "action_relation_loss": 0.0030324880965054033, "auxiliary_loss_weight": 1.0, "epoch": 16.08044901777362, "flow_matching_loss": 0.024083041958510874, "grad_norm": 0.09662675857543945, "h_stock_valid_norm": 97.9842643737793, "invalid_tail_samples": 24.0, "learning_rate": 4.2102074158799535e-05, "loss": 0.0271, "positive_teacher_pairs": 26803.0, "query_h_norm_ratio": 0.42834922671318054, "relation_loss": 0.0030324880965054033, "selected_pairs": 26803.0, "step": 17190, "student_distance_mean": 24.47895622253418, "teacher_distance_mean": 0.8599130868911743, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0030324880965054033, "weighted_relation_loss": 0.0030324880965054033 }, { "action_query_batch_std": 0.3650091469287872, "action_query_norm": 41.93795471191406, "action_relation_loss": 0.0031341500114649536, "auxiliary_loss_weight": 1.0, "epoch": 16.089803554724043, "flow_matching_loss": 0.025833838246762754, "grad_norm": 0.10079768300056458, "h_stock_valid_norm": 98.07135772705078, "invalid_tail_samples": 23.8, "learning_rate": 4.204765524343841e-05, "loss": 0.029, "positive_teacher_pairs": 26847.7, "query_h_norm_ratio": 0.4276291251182556, "relation_loss": 0.0031341500114649536, "selected_pairs": 26847.7, "step": 17200, "student_distance_mean": 24.250105476379396, "teacher_distance_mean": 0.8514027655124664, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.0031341500114649536, "weighted_relation_loss": 0.0031341500114649536 }, { "action_query_batch_std": 0.36565932631492615, "action_query_norm": 41.92339096069336, "action_relation_loss": 0.003163681854493916, "auxiliary_loss_weight": 1.0, "epoch": 16.09915809167446, "flow_matching_loss": 0.025703944079577924, "grad_norm": 0.12152322381734848, "h_stock_valid_norm": 97.9575210571289, "invalid_tail_samples": 26.3, "learning_rate": 4.1993245990926036e-05, "loss": 0.0289, "positive_teacher_pairs": 26280.7, "query_h_norm_ratio": 0.4279785960912704, "relation_loss": 0.003163681854493916, "selected_pairs": 26280.7, "step": 17210, "student_distance_mean": 24.22556266784668, "teacher_distance_mean": 0.8561035752296448, "valid_action_samples": 229.7, "weighted_auxiliary_loss": 0.003163681854493916, "weighted_relation_loss": 0.003163681854493916 }, { "action_query_batch_std": 0.36401407420635223, "action_query_norm": 41.928279113769534, "action_relation_loss": 0.0030619077384471892, "auxiliary_loss_weight": 1.0, "epoch": 16.108512628624883, "flow_matching_loss": 0.026489145308732986, "grad_norm": 0.10032356530427933, "h_stock_valid_norm": 98.02488174438477, "invalid_tail_samples": 25.7, "learning_rate": 4.193884646737474e-05, "loss": 0.0296, "positive_teacher_pairs": 26422.3, "query_h_norm_ratio": 0.427732390165329, "relation_loss": 0.0030619077384471892, "selected_pairs": 26422.3, "step": 17220, "student_distance_mean": 24.11034564971924, "teacher_distance_mean": 0.8504813849925995, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.0030619077384471892, "weighted_relation_loss": 0.0030619077384471892 }, { "action_query_batch_std": 0.36731659173965453, "action_query_norm": 41.927407836914064, "action_relation_loss": 0.0031516948947682977, "auxiliary_loss_weight": 1.0, "epoch": 16.117867165575305, "flow_matching_loss": 0.026381073892116545, "grad_norm": 0.09615977853536606, "h_stock_valid_norm": 97.79233169555664, "invalid_tail_samples": 26.5, "learning_rate": 4.1884456738885124e-05, "loss": 0.0295, "positive_teacher_pairs": 26233.6, "query_h_norm_ratio": 0.42874405682086947, "relation_loss": 0.0031516948947682977, "selected_pairs": 26233.6, "step": 17230, "student_distance_mean": 24.295383644104003, "teacher_distance_mean": 0.8577429115772247, "valid_action_samples": 229.5, "weighted_auxiliary_loss": 0.0031516948947682977, "weighted_relation_loss": 0.0031516948947682977 }, { "action_query_batch_std": 0.3698242396116257, "action_query_norm": 41.951026916503906, "action_relation_loss": 0.003110753791406751, "auxiliary_loss_weight": 1.0, "epoch": 16.127221702525723, "flow_matching_loss": 0.02629667893052101, "grad_norm": 0.09517259895801544, "h_stock_valid_norm": 97.78477630615234, "invalid_tail_samples": 22.8, "learning_rate": 4.1830076871545795e-05, "loss": 0.0294, "positive_teacher_pairs": 27080.3, "query_h_norm_ratio": 0.4290157169103622, "relation_loss": 0.003110753791406751, "selected_pairs": 27080.3, "step": 17240, "student_distance_mean": 24.55178565979004, "teacher_distance_mean": 0.864785087108612, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.003110753791406751, "weighted_relation_loss": 0.003110753791406751 }, { "action_query_batch_std": 0.3674052327871323, "action_query_norm": 41.95559120178223, "action_relation_loss": 0.003111426532268524, "auxiliary_loss_weight": 1.0, "epoch": 16.136576239476145, "flow_matching_loss": 0.027563577331602574, "grad_norm": 0.24971038103103638, "h_stock_valid_norm": 97.51268157958984, "invalid_tail_samples": 23.1, "learning_rate": 4.177570693143346e-05, "loss": 0.0307, "positive_teacher_pairs": 27015.2, "query_h_norm_ratio": 0.43026070296764374, "relation_loss": 0.003111426532268524, "selected_pairs": 27015.2, "step": 17250, "student_distance_mean": 24.390302085876463, "teacher_distance_mean": 0.8588145077228546, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.003111426532268524, "weighted_relation_loss": 0.003111426532268524 }, { "action_query_batch_std": 0.36422196626663206, "action_query_norm": 41.91635360717773, "action_relation_loss": 0.003273768210783601, "auxiliary_loss_weight": 1.0, "epoch": 16.145930776426567, "flow_matching_loss": 0.027742170356214048, "grad_norm": 0.12317784130573273, "h_stock_valid_norm": 97.67315216064453, "invalid_tail_samples": 25.1, "learning_rate": 4.172134698461271e-05, "loss": 0.031, "positive_teacher_pairs": 26547.1, "query_h_norm_ratio": 0.4291512191295624, "relation_loss": 0.003273768210783601, "selected_pairs": 26547.1, "step": 17260, "student_distance_mean": 24.10801753997803, "teacher_distance_mean": 0.8534925818443299, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.003273768210783601, "weighted_relation_loss": 0.003273768210783601 }, { "action_query_batch_std": 0.36581377387046815, "action_query_norm": 41.915754318237305, "action_relation_loss": 0.003138229111209512, "auxiliary_loss_weight": 1.0, "epoch": 16.15528531337699, "flow_matching_loss": 0.025104889646172523, "grad_norm": 0.11950474977493286, "h_stock_valid_norm": 97.8416877746582, "invalid_tail_samples": 21.8, "learning_rate": 4.166699709713599e-05, "loss": 0.0282, "positive_teacher_pairs": 27318.2, "query_h_norm_ratio": 0.42840576767921446, "relation_loss": 0.003138229111209512, "selected_pairs": 27318.2, "step": 17270, "student_distance_mean": 24.122270774841308, "teacher_distance_mean": 0.8549350798130035, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.003138229111209512, "weighted_relation_loss": 0.003138229111209512 }, { "action_query_batch_std": 0.36548295319080354, "action_query_norm": 41.92957229614258, "action_relation_loss": 0.0030848425114527343, "auxiliary_loss_weight": 1.0, "epoch": 16.164639850327408, "flow_matching_loss": 0.02777951043099165, "grad_norm": 0.10330569744110107, "h_stock_valid_norm": 98.21938629150391, "invalid_tail_samples": 23.3, "learning_rate": 4.1612657335043555e-05, "loss": 0.0309, "positive_teacher_pairs": 26962.5, "query_h_norm_ratio": 0.42690223157405854, "relation_loss": 0.0030848425114527343, "selected_pairs": 26962.5, "step": 17280, "student_distance_mean": 24.21493453979492, "teacher_distance_mean": 0.8547489404678345, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0030848425114527343, "weighted_relation_loss": 0.0030848425114527343 }, { "action_query_batch_std": 0.3663867890834808, "action_query_norm": 41.929853439331055, "action_relation_loss": 0.0031245991121977568, "auxiliary_loss_weight": 1.0, "epoch": 16.17399438727783, "flow_matching_loss": 0.02623597178608179, "grad_norm": 0.13603293895721436, "h_stock_valid_norm": 98.18525390625, "invalid_tail_samples": 23.4, "learning_rate": 4.155832776436331e-05, "loss": 0.0294, "positive_teacher_pairs": 26946.3, "query_h_norm_ratio": 0.4270515441894531, "relation_loss": 0.0031245991121977568, "selected_pairs": 26946.3, "step": 17290, "student_distance_mean": 24.29937629699707, "teacher_distance_mean": 0.8559456944465638, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.0031245991121977568, "weighted_relation_loss": 0.0031245991121977568 }, { "action_query_batch_std": 0.36236355304718015, "action_query_norm": 41.92666091918945, "action_relation_loss": 0.003148294216953218, "auxiliary_loss_weight": 1.0, "epoch": 16.18334892422825, "flow_matching_loss": 0.02797895222902298, "grad_norm": 0.15500091016292572, "h_stock_valid_norm": 98.5371940612793, "invalid_tail_samples": 24.0, "learning_rate": 4.1504008451110845e-05, "loss": 0.0311, "positive_teacher_pairs": 26807.3, "query_h_norm_ratio": 0.4254956543445587, "relation_loss": 0.003148294216953218, "selected_pairs": 26807.3, "step": 17300, "student_distance_mean": 24.044929122924806, "teacher_distance_mean": 0.8482035756111145, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.003148294216953218, "weighted_relation_loss": 0.003148294216953218 }, { "action_query_batch_std": 0.36408066749572754, "action_query_norm": 41.916337203979495, "action_relation_loss": 0.0031121418811380862, "auxiliary_loss_weight": 1.0, "epoch": 16.19270346117867, "flow_matching_loss": 0.02788108102977276, "grad_norm": 0.19235242903232574, "h_stock_valid_norm": 98.56543426513672, "invalid_tail_samples": 24.6, "learning_rate": 4.1449699461289225e-05, "loss": 0.031, "positive_teacher_pairs": 26669.4, "query_h_norm_ratio": 0.4252674371004105, "relation_loss": 0.0031121418811380862, "selected_pairs": 26669.4, "step": 17310, "student_distance_mean": 24.12104606628418, "teacher_distance_mean": 0.8501830220222473, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0031121418811380862, "weighted_relation_loss": 0.0031121418811380862 }, { "action_query_batch_std": 0.36259677112102506, "action_query_norm": 41.9200252532959, "action_relation_loss": 0.003001907700672746, "auxiliary_loss_weight": 1.0, "epoch": 16.202057998129092, "flow_matching_loss": 0.02617100365459919, "grad_norm": 0.09921032935380936, "h_stock_valid_norm": 98.28469619750976, "invalid_tail_samples": 23.6, "learning_rate": 4.139540086088901e-05, "loss": 0.0292, "positive_teacher_pairs": 26893.1, "query_h_norm_ratio": 0.426517853140831, "relation_loss": 0.003001907700672746, "selected_pairs": 26893.1, "step": 17320, "student_distance_mean": 23.998980712890624, "teacher_distance_mean": 0.8471957564353942, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.003001907700672746, "weighted_relation_loss": 0.003001907700672746 }, { "action_query_batch_std": 0.36498725712299346, "action_query_norm": 41.9127082824707, "action_relation_loss": 0.003214668622240424, "auxiliary_loss_weight": 1.0, "epoch": 16.211412535079514, "flow_matching_loss": 0.02699556890875101, "grad_norm": 0.10164370387792587, "h_stock_valid_norm": 98.28042221069336, "invalid_tail_samples": 24.3, "learning_rate": 4.1341112715888106e-05, "loss": 0.0302, "positive_teacher_pairs": 26734.6, "query_h_norm_ratio": 0.42646178901195525, "relation_loss": 0.003214668622240424, "selected_pairs": 26734.6, "step": 17330, "student_distance_mean": 24.145501327514648, "teacher_distance_mean": 0.8549201250076294, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.003214668622240424, "weighted_relation_loss": 0.003214668622240424 }, { "action_query_batch_std": 0.36366071105003356, "action_query_norm": 41.89881629943848, "action_relation_loss": 0.003151540388353169, "auxiliary_loss_weight": 1.0, "epoch": 16.220767072029936, "flow_matching_loss": 0.024918292835354804, "grad_norm": 0.11515635997056961, "h_stock_valid_norm": 98.23547973632813, "invalid_tail_samples": 23.7, "learning_rate": 4.128683509225172e-05, "loss": 0.0281, "positive_teacher_pairs": 26870.3, "query_h_norm_ratio": 0.4265167325735092, "relation_loss": 0.003151540388353169, "selected_pairs": 26870.3, "step": 17340, "student_distance_mean": 24.053332138061524, "teacher_distance_mean": 0.8460904955863953, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.003151540388353169, "weighted_relation_loss": 0.003151540388353169 }, { "action_query_batch_std": 0.36812600791454314, "action_query_norm": 41.934590911865236, "action_relation_loss": 0.0031762792728841304, "auxiliary_loss_weight": 1.0, "epoch": 16.230121608980355, "flow_matching_loss": 0.027275016345083714, "grad_norm": 0.1195056363940239, "h_stock_valid_norm": 98.03758392333984, "invalid_tail_samples": 20.6, "learning_rate": 4.123256805593231e-05, "loss": 0.0305, "positive_teacher_pairs": 27598.8, "query_h_norm_ratio": 0.42774165272712705, "relation_loss": 0.0031762792728841304, "selected_pairs": 27598.8, "step": 17350, "student_distance_mean": 24.27874889373779, "teacher_distance_mean": 0.8548086225986481, "valid_action_samples": 235.4, "weighted_auxiliary_loss": 0.0031762792728841304, "weighted_relation_loss": 0.0031762792728841304 }, { "action_query_batch_std": 0.3604351818561554, "action_query_norm": 41.894187927246094, "action_relation_loss": 0.003239778196439147, "auxiliary_loss_weight": 1.0, "epoch": 16.239476145930777, "flow_matching_loss": 0.0262816259637475, "grad_norm": 0.09463831037282944, "h_stock_valid_norm": 97.57243270874024, "invalid_tail_samples": 25.0, "learning_rate": 4.117831167286943e-05, "loss": 0.0295, "positive_teacher_pairs": 26575.5, "query_h_norm_ratio": 0.42936747074127196, "relation_loss": 0.003239778196439147, "selected_pairs": 26575.5, "step": 17360, "student_distance_mean": 24.017046546936037, "teacher_distance_mean": 0.844481474161148, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.003239778196439147, "weighted_relation_loss": 0.003239778196439147 }, { "action_query_batch_std": 0.36690548360347747, "action_query_norm": 41.91179275512695, "action_relation_loss": 0.0031905085081234573, "auxiliary_loss_weight": 1.0, "epoch": 16.2488306828812, "flow_matching_loss": 0.027258407883346082, "grad_norm": 0.12592622637748718, "h_stock_valid_norm": 97.73043823242188, "invalid_tail_samples": 25.0, "learning_rate": 4.1124066008989685e-05, "loss": 0.0304, "positive_teacher_pairs": 26571.2, "query_h_norm_ratio": 0.4288547694683075, "relation_loss": 0.0031905085081234573, "selected_pairs": 26571.2, "step": 17370, "student_distance_mean": 24.310586357116698, "teacher_distance_mean": 0.8568577289581298, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.0031905085081234573, "weighted_relation_loss": 0.0031905085081234573 }, { "action_query_batch_std": 0.3639717519283295, "action_query_norm": 41.88122978210449, "action_relation_loss": 0.003119536559097469, "auxiliary_loss_weight": 1.0, "epoch": 16.258185219831617, "flow_matching_loss": 0.027313876152038574, "grad_norm": 0.09718438982963562, "h_stock_valid_norm": 97.69840621948242, "invalid_tail_samples": 22.9, "learning_rate": 4.106983113020669e-05, "loss": 0.0304, "positive_teacher_pairs": 27059.1, "query_h_norm_ratio": 0.42868092060089114, "relation_loss": 0.003119536559097469, "selected_pairs": 27059.1, "step": 17380, "student_distance_mean": 24.107417488098143, "teacher_distance_mean": 0.8541369199752807, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.003119536559097469, "weighted_relation_loss": 0.003119536559097469 }, { "action_query_batch_std": 0.3661016821861267, "action_query_norm": 41.904965209960935, "action_relation_loss": 0.003124875295907259, "auxiliary_loss_weight": 1.0, "epoch": 16.26753975678204, "flow_matching_loss": 0.02591728214174509, "grad_norm": 0.10927657783031464, "h_stock_valid_norm": 98.04547576904297, "invalid_tail_samples": 21.5, "learning_rate": 4.101560710242094e-05, "loss": 0.029, "positive_teacher_pairs": 27393.7, "query_h_norm_ratio": 0.4274071305990219, "relation_loss": 0.003124875295907259, "selected_pairs": 27393.7, "step": 17390, "student_distance_mean": 24.23587131500244, "teacher_distance_mean": 0.8613944351673126, "valid_action_samples": 234.5, "weighted_auxiliary_loss": 0.003124875295907259, "weighted_relation_loss": 0.003124875295907259 }, { "action_query_batch_std": 0.3667057007551193, "action_query_norm": 41.91171531677246, "action_relation_loss": 0.0030506602488458157, "auxiliary_loss_weight": 1.0, "epoch": 16.27689429373246, "flow_matching_loss": 0.02760252133011818, "grad_norm": 0.11170661449432373, "h_stock_valid_norm": 98.14351196289063, "invalid_tail_samples": 24.8, "learning_rate": 4.096139399151971e-05, "loss": 0.0307, "positive_teacher_pairs": 26617.4, "query_h_norm_ratio": 0.42704866230487826, "relation_loss": 0.0030506602488458157, "selected_pairs": 26617.4, "step": 17400, "student_distance_mean": 24.34137954711914, "teacher_distance_mean": 0.8568037748336792, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0030506602488458157, "weighted_relation_loss": 0.0030506602488458157 }, { "action_query_batch_std": 0.36545341908931733, "action_query_norm": 41.89191513061523, "action_relation_loss": 0.0031363992020487785, "auxiliary_loss_weight": 1.0, "epoch": 16.28624883068288, "flow_matching_loss": 0.026046392880380152, "grad_norm": 0.09864538162946701, "h_stock_valid_norm": 98.16024398803711, "invalid_tail_samples": 25.6, "learning_rate": 4.090719186337709e-05, "loss": 0.0292, "positive_teacher_pairs": 26439.1, "query_h_norm_ratio": 0.42677244544029236, "relation_loss": 0.0031363992020487785, "selected_pairs": 26439.1, "step": 17410, "student_distance_mean": 24.21858940124512, "teacher_distance_mean": 0.8542625844478607, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.0031363992020487785, "weighted_relation_loss": 0.0031363992020487785 }, { "action_query_batch_std": 0.3653177797794342, "action_query_norm": 41.90021896362305, "action_relation_loss": 0.0031038772081956266, "auxiliary_loss_weight": 1.0, "epoch": 16.2956033676333, "flow_matching_loss": 0.025701785832643508, "grad_norm": 0.10088653117418289, "h_stock_valid_norm": 97.67443618774413, "invalid_tail_samples": 21.8, "learning_rate": 4.0853000783853746e-05, "loss": 0.0288, "positive_teacher_pairs": 27312.6, "query_h_norm_ratio": 0.42898178696632383, "relation_loss": 0.0031038772081956266, "selected_pairs": 27312.6, "step": 17420, "student_distance_mean": 24.27343578338623, "teacher_distance_mean": 0.8604182839393616, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.0031038772081956266, "weighted_relation_loss": 0.0031038772081956266 }, { "action_query_batch_std": 0.36781682074069977, "action_query_norm": 41.89937553405762, "action_relation_loss": 0.0032129669794812798, "auxiliary_loss_weight": 1.0, "epoch": 16.304957904583723, "flow_matching_loss": 0.025710492953658105, "grad_norm": 0.1459834724664688, "h_stock_valid_norm": 97.40051040649413, "invalid_tail_samples": 23.9, "learning_rate": 4.0798820818796956e-05, "loss": 0.0289, "positive_teacher_pairs": 26836.7, "query_h_norm_ratio": 0.43017966449260714, "relation_loss": 0.0032129669794812798, "selected_pairs": 26836.7, "step": 17430, "student_distance_mean": 24.26955451965332, "teacher_distance_mean": 0.8572149395942688, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0032129669794812798, "weighted_relation_loss": 0.0032129669794812798 }, { "action_query_batch_std": 0.36645298898220063, "action_query_norm": 41.89771842956543, "action_relation_loss": 0.0031340714311227204, "auxiliary_loss_weight": 1.0, "epoch": 16.314312441534145, "flow_matching_loss": 0.024458727240562438, "grad_norm": 0.11486497521400452, "h_stock_valid_norm": 97.26886215209962, "invalid_tail_samples": 23.7, "learning_rate": 4.074465203404048e-05, "loss": 0.0276, "positive_teacher_pairs": 26873.4, "query_h_norm_ratio": 0.43074322640895846, "relation_loss": 0.0031340714311227204, "selected_pairs": 26873.4, "step": 17440, "student_distance_mean": 24.354191398620607, "teacher_distance_mean": 0.8573591947555542, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0031340714311227204, "weighted_relation_loss": 0.0031340714311227204 }, { "action_query_batch_std": 0.3703224629163742, "action_query_norm": 41.91523399353027, "action_relation_loss": 0.003098669298924506, "auxiliary_loss_weight": 1.0, "epoch": 16.323666978484564, "flow_matching_loss": 0.02797345947474241, "grad_norm": 0.09786399453878403, "h_stock_valid_norm": 97.13909072875977, "invalid_tail_samples": 22.5, "learning_rate": 4.0690494495404495e-05, "loss": 0.0311, "positive_teacher_pairs": 27151.7, "query_h_norm_ratio": 0.43149946331977845, "relation_loss": 0.003098669298924506, "selected_pairs": 27151.7, "step": 17450, "student_distance_mean": 24.488203620910646, "teacher_distance_mean": 0.863102114200592, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.003098669298924506, "weighted_relation_loss": 0.003098669298924506 }, { "action_query_batch_std": 0.36398559510707856, "action_query_norm": 41.886479187011716, "action_relation_loss": 0.003096578037366271, "auxiliary_loss_weight": 1.0, "epoch": 16.333021515434986, "flow_matching_loss": 0.024550039134919644, "grad_norm": 0.10648374259471893, "h_stock_valid_norm": 97.2248321533203, "invalid_tail_samples": 22.2, "learning_rate": 4.0636348268695535e-05, "loss": 0.0276, "positive_teacher_pairs": 27220.3, "query_h_norm_ratio": 0.43082385659217837, "relation_loss": 0.003096578037366271, "selected_pairs": 27220.3, "step": 17460, "student_distance_mean": 24.090818405151367, "teacher_distance_mean": 0.8551287651062012, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.003096578037366271, "weighted_relation_loss": 0.003096578037366271 }, { "action_query_batch_std": 0.3658820688724518, "action_query_norm": 41.87659759521485, "action_relation_loss": 0.003001537034288049, "auxiliary_loss_weight": 1.0, "epoch": 16.342376052385408, "flow_matching_loss": 0.02622213363647461, "grad_norm": 0.10635647922754288, "h_stock_valid_norm": 97.59863052368163, "invalid_tail_samples": 23.0, "learning_rate": 4.058221341970637e-05, "loss": 0.0292, "positive_teacher_pairs": 27046.9, "query_h_norm_ratio": 0.4290732264518738, "relation_loss": 0.003001537034288049, "selected_pairs": 27046.9, "step": 17470, "student_distance_mean": 24.223387908935546, "teacher_distance_mean": 0.8535286247730255, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.003001537034288049, "weighted_relation_loss": 0.003001537034288049 }, { "action_query_batch_std": 0.3688449144363403, "action_query_norm": 41.904252243041995, "action_relation_loss": 0.0031770744128152726, "auxiliary_loss_weight": 1.0, "epoch": 16.351730589335826, "flow_matching_loss": 0.02742045819759369, "grad_norm": 0.08838436752557755, "h_stock_valid_norm": 97.61866302490235, "invalid_tail_samples": 25.8, "learning_rate": 4.0528090014215945e-05, "loss": 0.0306, "positive_teacher_pairs": 26392.7, "query_h_norm_ratio": 0.42926557660102843, "relation_loss": 0.0031770744128152726, "selected_pairs": 26392.7, "step": 17480, "student_distance_mean": 24.4197566986084, "teacher_distance_mean": 0.8562084376811981, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.0031770744128152726, "weighted_relation_loss": 0.0031770744128152726 }, { "action_query_batch_std": 0.36636578738689424, "action_query_norm": 41.89793663024902, "action_relation_loss": 0.0031530884094536304, "auxiliary_loss_weight": 1.0, "epoch": 16.36108512628625, "flow_matching_loss": 0.027119150571525096, "grad_norm": 0.12736789882183075, "h_stock_valid_norm": 97.58908386230469, "invalid_tail_samples": 18.9, "learning_rate": 4.047397811798929e-05, "loss": 0.0303, "positive_teacher_pairs": 27994.1, "query_h_norm_ratio": 0.42933391630649564, "relation_loss": 0.0031530884094536304, "selected_pairs": 27994.1, "step": 17490, "student_distance_mean": 24.288808822631836, "teacher_distance_mean": 0.8554233133792877, "valid_action_samples": 237.1, "weighted_auxiliary_loss": 0.0031530884094536304, "weighted_relation_loss": 0.0031530884094536304 }, { "action_query_batch_std": 0.3638909548521042, "action_query_norm": 41.865017318725585, "action_relation_loss": 0.0030853079864755274, "auxiliary_loss_weight": 1.0, "epoch": 16.37043966323667, "flow_matching_loss": 0.026693208515644072, "grad_norm": 0.10664457082748413, "h_stock_valid_norm": 97.22102127075195, "invalid_tail_samples": 22.3, "learning_rate": 4.041987779677745e-05, "loss": 0.0298, "positive_teacher_pairs": 27208.8, "query_h_norm_ratio": 0.43061899542808535, "relation_loss": 0.0030853079864755274, "selected_pairs": 27208.8, "step": 17500, "student_distance_mean": 24.083186912536622, "teacher_distance_mean": 0.8513366878032684, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.0030853079864755274, "weighted_relation_loss": 0.0030853079864755274 }, { "action_query_batch_std": 0.3640672147274017, "action_query_norm": 41.87414131164551, "action_relation_loss": 0.0030928786611184476, "auxiliary_loss_weight": 1.0, "epoch": 16.379794200187092, "flow_matching_loss": 0.026927389949560166, "grad_norm": 0.09299055486917496, "h_stock_valid_norm": 96.81748504638672, "invalid_tail_samples": 21.6, "learning_rate": 4.036578911631745e-05, "loss": 0.03, "positive_teacher_pairs": 27363.2, "query_h_norm_ratio": 0.43250848054885865, "relation_loss": 0.0030928786611184476, "selected_pairs": 27363.2, "step": 17510, "student_distance_mean": 24.116258811950683, "teacher_distance_mean": 0.8496860504150391, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.0030928786611184476, "weighted_relation_loss": 0.0030928786611184476 }, { "action_query_batch_std": 0.3640671014785767, "action_query_norm": 41.866065216064456, "action_relation_loss": 0.0031180620193481446, "auxiliary_loss_weight": 1.0, "epoch": 16.38914873713751, "flow_matching_loss": 0.026434120908379554, "grad_norm": 0.10792960971593857, "h_stock_valid_norm": 96.65558700561523, "invalid_tail_samples": 26.1, "learning_rate": 4.031171214233211e-05, "loss": 0.0296, "positive_teacher_pairs": 26322.3, "query_h_norm_ratio": 0.4331502377986908, "relation_loss": 0.0031180620193481446, "selected_pairs": 26322.3, "step": 17520, "student_distance_mean": 24.143199920654297, "teacher_distance_mean": 0.8555191874504089, "valid_action_samples": 229.9, "weighted_auxiliary_loss": 0.0031180620193481446, "weighted_relation_loss": 0.0031180620193481446 }, { "action_query_batch_std": 0.36133474111557007, "action_query_norm": 41.849007034301756, "action_relation_loss": 0.003165944176726043, "auxiliary_loss_weight": 1.0, "epoch": 16.398503274087933, "flow_matching_loss": 0.024828110262751578, "grad_norm": 0.12028717249631882, "h_stock_valid_norm": 96.58046875, "invalid_tail_samples": 21.5, "learning_rate": 4.025764694053008e-05, "loss": 0.028, "positive_teacher_pairs": 27383.6, "query_h_norm_ratio": 0.4333102643489838, "relation_loss": 0.003165944176726043, "selected_pairs": 27383.6, "step": 17530, "student_distance_mean": 23.88134002685547, "teacher_distance_mean": 0.8437394976615906, "valid_action_samples": 234.5, "weighted_auxiliary_loss": 0.003165944176726043, "weighted_relation_loss": 0.003165944176726043 }, { "action_query_batch_std": 0.36316114366054536, "action_query_norm": 41.85910415649414, "action_relation_loss": 0.003103844332508743, "auxiliary_loss_weight": 1.0, "epoch": 16.407857811038355, "flow_matching_loss": 0.02355650272220373, "grad_norm": 0.10396828502416611, "h_stock_valid_norm": 97.06051254272461, "invalid_tail_samples": 25.1, "learning_rate": 4.020359357660566e-05, "loss": 0.0267, "positive_teacher_pairs": 26552.7, "query_h_norm_ratio": 0.4312721937894821, "relation_loss": 0.003103844332508743, "selected_pairs": 26552.7, "step": 17540, "student_distance_mean": 24.071358108520506, "teacher_distance_mean": 0.8488347232341766, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.003103844332508743, "weighted_relation_loss": 0.003103844332508743 }, { "action_query_batch_std": 0.36319049298763273, "action_query_norm": 41.86145248413086, "action_relation_loss": 0.0032287958776578305, "auxiliary_loss_weight": 1.0, "epoch": 16.417212347988773, "flow_matching_loss": 0.026319318264722825, "grad_norm": 0.11978873610496521, "h_stock_valid_norm": 97.77754821777344, "invalid_tail_samples": 22.5, "learning_rate": 4.014955211623875e-05, "loss": 0.0295, "positive_teacher_pairs": 27151.7, "query_h_norm_ratio": 0.4281391084194183, "relation_loss": 0.0032287958776578305, "selected_pairs": 27151.7, "step": 17550, "student_distance_mean": 24.018187522888184, "teacher_distance_mean": 0.8491820096969604, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.0032287958776578305, "weighted_relation_loss": 0.0032287958776578305 }, { "action_query_batch_std": 0.3677927523851395, "action_query_norm": 41.87786102294922, "action_relation_loss": 0.003048319416120648, "auxiliary_loss_weight": 1.0, "epoch": 16.426566884939195, "flow_matching_loss": 0.02465586308389902, "grad_norm": 0.1143946722149849, "h_stock_valid_norm": 98.19182586669922, "invalid_tail_samples": 23.3, "learning_rate": 4.0095522625094895e-05, "loss": 0.0277, "positive_teacher_pairs": 26967.4, "query_h_norm_ratio": 0.42649149894714355, "relation_loss": 0.003048319416120648, "selected_pairs": 26967.4, "step": 17560, "student_distance_mean": 24.47495918273926, "teacher_distance_mean": 0.8689408242702484, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.003048319416120648, "weighted_relation_loss": 0.003048319416120648 }, { "action_query_batch_std": 0.3663850069046021, "action_query_norm": 41.86897506713867, "action_relation_loss": 0.0030356869101524353, "auxiliary_loss_weight": 1.0, "epoch": 16.435921421889617, "flow_matching_loss": 0.025955912843346595, "grad_norm": 0.08685460686683655, "h_stock_valid_norm": 98.454345703125, "invalid_tail_samples": 24.3, "learning_rate": 4.004150516882497e-05, "loss": 0.029, "positive_teacher_pairs": 26732.0, "query_h_norm_ratio": 0.42526633739471437, "relation_loss": 0.0030356869101524353, "selected_pairs": 26732.0, "step": 17570, "student_distance_mean": 24.31289138793945, "teacher_distance_mean": 0.8614676773548127, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0030356869101524353, "weighted_relation_loss": 0.0030356869101524353 }, { "action_query_batch_std": 0.3632864743471146, "action_query_norm": 41.8540542602539, "action_relation_loss": 0.0030807594303041697, "auxiliary_loss_weight": 1.0, "epoch": 16.44527595884004, "flow_matching_loss": 0.02643325738608837, "grad_norm": 0.11590554565191269, "h_stock_valid_norm": 98.53430252075195, "invalid_tail_samples": 23.5, "learning_rate": 3.99874998130653e-05, "loss": 0.0295, "positive_teacher_pairs": 26926.2, "query_h_norm_ratio": 0.4247687757015228, "relation_loss": 0.0030807594303041697, "selected_pairs": 26926.2, "step": 17580, "student_distance_mean": 24.14454116821289, "teacher_distance_mean": 0.8564611375331879, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0030807594303041697, "weighted_relation_loss": 0.0030807594303041697 }, { "action_query_batch_std": 0.3641200244426727, "action_query_norm": 41.839748001098634, "action_relation_loss": 0.003017020458355546, "auxiliary_loss_weight": 1.0, "epoch": 16.454630495790457, "flow_matching_loss": 0.026435060240328313, "grad_norm": 0.1897086352109909, "h_stock_valid_norm": 98.1531364440918, "invalid_tail_samples": 22.9, "learning_rate": 3.9933506623437455e-05, "loss": 0.0295, "positive_teacher_pairs": 27055.6, "query_h_norm_ratio": 0.42627396881580354, "relation_loss": 0.003017020458355546, "selected_pairs": 27055.6, "step": 17590, "student_distance_mean": 24.006973266601562, "teacher_distance_mean": 0.8524772465229035, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.003017020458355546, "weighted_relation_loss": 0.003017020458355546 }, { "action_query_batch_std": 0.3658294349908829, "action_query_norm": 41.843838119506835, "action_relation_loss": 0.0029381419299170375, "auxiliary_loss_weight": 1.0, "epoch": 16.46398503274088, "flow_matching_loss": 0.024802624806761743, "grad_norm": 0.10823189467191696, "h_stock_valid_norm": 98.2711784362793, "invalid_tail_samples": 27.4, "learning_rate": 3.9879525665548276e-05, "loss": 0.0277, "positive_teacher_pairs": 26026.3, "query_h_norm_ratio": 0.42580113410949705, "relation_loss": 0.0029381419299170375, "selected_pairs": 26026.3, "step": 17600, "student_distance_mean": 24.29018077850342, "teacher_distance_mean": 0.859050965309143, "valid_action_samples": 228.6, "weighted_auxiliary_loss": 0.0029381419299170375, "weighted_relation_loss": 0.0029381419299170375 }, { "action_query_batch_std": 0.36584576070308683, "action_query_norm": 41.85316696166992, "action_relation_loss": 0.0030172571074217557, "auxiliary_loss_weight": 1.0, "epoch": 16.4733395696913, "flow_matching_loss": 0.02582656629383564, "grad_norm": 0.10984818637371063, "h_stock_valid_norm": 97.7346092224121, "invalid_tail_samples": 22.5, "learning_rate": 3.9825557004989704e-05, "loss": 0.0288, "positive_teacher_pairs": 27162.2, "query_h_norm_ratio": 0.42823803424835205, "relation_loss": 0.0030172571074217557, "selected_pairs": 27162.2, "step": 17610, "student_distance_mean": 24.178360748291016, "teacher_distance_mean": 0.857507973909378, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.0030172571074217557, "weighted_relation_loss": 0.0030172571074217557 }, { "action_query_batch_std": 0.3702441602945328, "action_query_norm": 41.89466438293457, "action_relation_loss": 0.002937189885415137, "auxiliary_loss_weight": 1.0, "epoch": 16.48269410664172, "flow_matching_loss": 0.02477260660380125, "grad_norm": 0.10130681097507477, "h_stock_valid_norm": 97.63937606811524, "invalid_tail_samples": 23.4, "learning_rate": 3.977160070733877e-05, "loss": 0.0277, "positive_teacher_pairs": 26940.3, "query_h_norm_ratio": 0.4290765464305878, "relation_loss": 0.002937189885415137, "selected_pairs": 26940.3, "step": 17620, "student_distance_mean": 24.536430740356444, "teacher_distance_mean": 0.8682787239551544, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.002937189885415137, "weighted_relation_loss": 0.002937189885415137 }, { "action_query_batch_std": 0.3710533887147903, "action_query_norm": 41.881150817871095, "action_relation_loss": 0.0029426554683595896, "auxiliary_loss_weight": 1.0, "epoch": 16.492048643592142, "flow_matching_loss": 0.02763692829757929, "grad_norm": 0.11950229108333588, "h_stock_valid_norm": 97.81566772460937, "invalid_tail_samples": 21.1, "learning_rate": 3.971765683815746e-05, "loss": 0.0306, "positive_teacher_pairs": 27475.4, "query_h_norm_ratio": 0.4281662106513977, "relation_loss": 0.0029426554683595896, "selected_pairs": 27475.4, "step": 17630, "student_distance_mean": 24.666936111450195, "teacher_distance_mean": 0.8706569969654083, "valid_action_samples": 234.9, "weighted_auxiliary_loss": 0.0029426554683595896, "weighted_relation_loss": 0.0029426554683595896 }, { "action_query_batch_std": 0.3622362524271011, "action_query_norm": 41.80278358459473, "action_relation_loss": 0.0031285519944503903, "auxiliary_loss_weight": 1.0, "epoch": 16.501403180542564, "flow_matching_loss": 0.025441940873861313, "grad_norm": 0.14500947296619415, "h_stock_valid_norm": 98.13388595581054, "invalid_tail_samples": 24.0, "learning_rate": 3.966372546299265e-05, "loss": 0.0286, "positive_teacher_pairs": 26815.7, "query_h_norm_ratio": 0.4259778082370758, "relation_loss": 0.0031285519944503903, "selected_pairs": 26815.7, "step": 17640, "student_distance_mean": 23.863302612304686, "teacher_distance_mean": 0.8479695558547974, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0031285519944503903, "weighted_relation_loss": 0.0031285519944503903 }, { "action_query_batch_std": 0.3616950958967209, "action_query_norm": 41.81387786865234, "action_relation_loss": 0.0029911293648183348, "auxiliary_loss_weight": 1.0, "epoch": 16.510757717492986, "flow_matching_loss": 0.02486909069120884, "grad_norm": 0.1130906194448471, "h_stock_valid_norm": 98.18755416870117, "invalid_tail_samples": 24.6, "learning_rate": 3.960980664737604e-05, "loss": 0.0279, "positive_teacher_pairs": 26658.6, "query_h_norm_ratio": 0.42585994899272916, "relation_loss": 0.0029911293648183348, "selected_pairs": 26658.6, "step": 17650, "student_distance_mean": 23.92206268310547, "teacher_distance_mean": 0.8497118353843689, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0029911293648183348, "weighted_relation_loss": 0.0029911293648183348 }, { "action_query_batch_std": 0.36621021628379824, "action_query_norm": 41.85984840393066, "action_relation_loss": 0.003106690174899995, "auxiliary_loss_weight": 1.0, "epoch": 16.520112254443404, "flow_matching_loss": 0.02620091810822487, "grad_norm": 0.12521164119243622, "h_stock_valid_norm": 97.79216613769532, "invalid_tail_samples": 23.9, "learning_rate": 3.955590045682408e-05, "loss": 0.0293, "positive_teacher_pairs": 26832.6, "query_h_norm_ratio": 0.42805390655994413, "relation_loss": 0.003106690174899995, "selected_pairs": 26832.6, "step": 17660, "student_distance_mean": 24.26533031463623, "teacher_distance_mean": 0.8580476880073548, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.003106690174899995, "weighted_relation_loss": 0.003106690174899995 }, { "action_query_batch_std": 0.36761722564697263, "action_query_norm": 41.83264656066895, "action_relation_loss": 0.003162581939250231, "auxiliary_loss_weight": 1.0, "epoch": 16.529466791393826, "flow_matching_loss": 0.02522515580058098, "grad_norm": 0.08615896850824356, "h_stock_valid_norm": 98.0402618408203, "invalid_tail_samples": 22.3, "learning_rate": 3.950200695683788e-05, "loss": 0.0284, "positive_teacher_pairs": 27194.1, "query_h_norm_ratio": 0.4266931265592575, "relation_loss": 0.003162581939250231, "selected_pairs": 27194.1, "step": 17670, "student_distance_mean": 24.24310302734375, "teacher_distance_mean": 0.861275565624237, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.003162581939250231, "weighted_relation_loss": 0.003162581939250231 }, { "action_query_batch_std": 0.3620946168899536, "action_query_norm": 41.802920532226565, "action_relation_loss": 0.002968078153207898, "auxiliary_loss_weight": 1.0, "epoch": 16.53882132834425, "flow_matching_loss": 0.025122398510575294, "grad_norm": 0.1173444613814354, "h_stock_valid_norm": 98.06318435668945, "invalid_tail_samples": 22.7, "learning_rate": 3.944812621290314e-05, "loss": 0.0281, "positive_teacher_pairs": 27108.0, "query_h_norm_ratio": 0.4262888222932816, "relation_loss": 0.002968078153207898, "selected_pairs": 27108.0, "step": 17680, "student_distance_mean": 23.940709114074707, "teacher_distance_mean": 0.8533590197563171, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.002968078153207898, "weighted_relation_loss": 0.002968078153207898 }, { "action_query_batch_std": 0.3638834714889526, "action_query_norm": 41.82448310852051, "action_relation_loss": 0.002966220863163471, "auxiliary_loss_weight": 1.0, "epoch": 16.548175865294667, "flow_matching_loss": 0.025919174216687678, "grad_norm": 0.12657392024993896, "h_stock_valid_norm": 97.66450881958008, "invalid_tail_samples": 21.7, "learning_rate": 3.939425829049002e-05, "loss": 0.0289, "positive_teacher_pairs": 27337.5, "query_h_norm_ratio": 0.428253236413002, "relation_loss": 0.002966220863163471, "selected_pairs": 27337.5, "step": 17690, "student_distance_mean": 24.014466285705566, "teacher_distance_mean": 0.852530962228775, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.002966220863163471, "weighted_relation_loss": 0.002966220863163471 }, { "action_query_batch_std": 0.36720393002033236, "action_query_norm": 41.8383731842041, "action_relation_loss": 0.0031001008115708827, "auxiliary_loss_weight": 1.0, "epoch": 16.55753040224509, "flow_matching_loss": 0.025816874206066133, "grad_norm": 0.11919927597045898, "h_stock_valid_norm": 97.6539291381836, "invalid_tail_samples": 25.5, "learning_rate": 3.9340403255053135e-05, "loss": 0.0289, "positive_teacher_pairs": 26460.6, "query_h_norm_ratio": 0.4284366279840469, "relation_loss": 0.0031001008115708827, "selected_pairs": 26460.6, "step": 17700, "student_distance_mean": 24.27661266326904, "teacher_distance_mean": 0.8591692566871643, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.0031001008115708827, "weighted_relation_loss": 0.0031001008115708827 }, { "action_query_batch_std": 0.36593453884124755, "action_query_norm": 41.837039947509766, "action_relation_loss": 0.0031587603036314247, "auxiliary_loss_weight": 1.0, "epoch": 16.56688493919551, "flow_matching_loss": 0.02427775114774704, "grad_norm": 0.10975391417741776, "h_stock_valid_norm": 98.17750396728516, "invalid_tail_samples": 23.3, "learning_rate": 3.9286561172031407e-05, "loss": 0.0274, "positive_teacher_pairs": 26971.5, "query_h_norm_ratio": 0.4261397272348404, "relation_loss": 0.0031587603036314247, "selected_pairs": 26971.5, "step": 17710, "student_distance_mean": 24.115812683105467, "teacher_distance_mean": 0.8551708638668061, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0031587603036314247, "weighted_relation_loss": 0.0031587603036314247 }, { "action_query_batch_std": 0.35685949623584745, "action_query_norm": 41.778255462646484, "action_relation_loss": 0.00306708428543061, "auxiliary_loss_weight": 1.0, "epoch": 16.57623947614593, "flow_matching_loss": 0.025196470506489276, "grad_norm": 0.10886174440383911, "h_stock_valid_norm": 98.61302947998047, "invalid_tail_samples": 24.2, "learning_rate": 3.923273210684809e-05, "loss": 0.0283, "positive_teacher_pairs": 26762.8, "query_h_norm_ratio": 0.4236633837223053, "relation_loss": 0.00306708428543061, "selected_pairs": 26762.8, "step": 17720, "student_distance_mean": 23.68249454498291, "teacher_distance_mean": 0.8409530520439148, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.00306708428543061, "weighted_relation_loss": 0.00306708428543061 }, { "action_query_batch_std": 0.36225478947162626, "action_query_norm": 41.80605239868164, "action_relation_loss": 0.0030964088859036566, "auxiliary_loss_weight": 1.0, "epoch": 16.58559401309635, "flow_matching_loss": 0.025052732415497304, "grad_norm": 0.10543258488178253, "h_stock_valid_norm": 98.63198471069336, "invalid_tail_samples": 25.1, "learning_rate": 3.9178916124910555e-05, "loss": 0.0281, "positive_teacher_pairs": 26547.8, "query_h_norm_ratio": 0.4238634467124939, "relation_loss": 0.0030964088859036566, "selected_pairs": 26547.8, "step": 17730, "student_distance_mean": 23.935150718688966, "teacher_distance_mean": 0.8509639143943787, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.0030964088859036566, "weighted_relation_loss": 0.0030964088859036566 }, { "action_query_batch_std": 0.36283089518547057, "action_query_norm": 41.8284107208252, "action_relation_loss": 0.0029930011369287968, "auxiliary_loss_weight": 1.0, "epoch": 16.594948550046773, "flow_matching_loss": 0.025013707764446735, "grad_norm": 0.11695661395788193, "h_stock_valid_norm": 98.21988067626953, "invalid_tail_samples": 22.1, "learning_rate": 3.9125113291610274e-05, "loss": 0.028, "positive_teacher_pairs": 27244.7, "query_h_norm_ratio": 0.4258726239204407, "relation_loss": 0.0029930011369287968, "selected_pairs": 27244.7, "step": 17740, "student_distance_mean": 24.113753700256346, "teacher_distance_mean": 0.8592665255069732, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.0029930011369287968, "weighted_relation_loss": 0.0029930011369287968 }, { "action_query_batch_std": 0.3627009689807892, "action_query_norm": 41.7903491973877, "action_relation_loss": 0.003151170676574111, "auxiliary_loss_weight": 1.0, "epoch": 16.604303086997195, "flow_matching_loss": 0.0264131810516119, "grad_norm": 0.15818330645561218, "h_stock_valid_norm": 98.24383850097657, "invalid_tail_samples": 24.3, "learning_rate": 3.907132367232278e-05, "loss": 0.0296, "positive_teacher_pairs": 26736.8, "query_h_norm_ratio": 0.42537638545036316, "relation_loss": 0.003151170676574111, "selected_pairs": 26736.8, "step": 17750, "student_distance_mean": 24.039092445373534, "teacher_distance_mean": 0.855676805973053, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.003151170676574111, "weighted_relation_loss": 0.003151170676574111 }, { "action_query_batch_std": 0.36382476389408114, "action_query_norm": 41.80844955444336, "action_relation_loss": 0.0031528843799605967, "auxiliary_loss_weight": 1.0, "epoch": 16.613657623947613, "flow_matching_loss": 0.025310979597270487, "grad_norm": 0.11046094447374344, "h_stock_valid_norm": 98.37871475219727, "invalid_tail_samples": 24.8, "learning_rate": 3.901754733240752e-05, "loss": 0.0285, "positive_teacher_pairs": 26618.2, "query_h_norm_ratio": 0.42497549653053285, "relation_loss": 0.0031528843799605967, "selected_pairs": 26618.2, "step": 17760, "student_distance_mean": 23.974919509887695, "teacher_distance_mean": 0.8492497026920318, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0031528843799605967, "weighted_relation_loss": 0.0031528843799605967 }, { "action_query_batch_std": 0.36533697247505187, "action_query_norm": 41.825436401367185, "action_relation_loss": 0.0030999201349914073, "auxiliary_loss_weight": 1.0, "epoch": 16.623012160898035, "flow_matching_loss": 0.023739235103130342, "grad_norm": 0.09414985030889511, "h_stock_valid_norm": 98.36456832885742, "invalid_tail_samples": 24.7, "learning_rate": 3.896378433720785e-05, "loss": 0.0268, "positive_teacher_pairs": 26640.1, "query_h_norm_ratio": 0.425211226940155, "relation_loss": 0.0030999201349914073, "selected_pairs": 26640.1, "step": 17770, "student_distance_mean": 24.150882148742674, "teacher_distance_mean": 0.8544222950935364, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.0030999201349914073, "weighted_relation_loss": 0.0030999201349914073 }, { "action_query_batch_std": 0.3601236790418625, "action_query_norm": 41.801449584960935, "action_relation_loss": 0.0029158115154132246, "auxiliary_loss_weight": 1.0, "epoch": 16.632366697848457, "flow_matching_loss": 0.025079657696187495, "grad_norm": 0.11043331027030945, "h_stock_valid_norm": 98.42343521118164, "invalid_tail_samples": 22.8, "learning_rate": 3.891003475205086e-05, "loss": 0.028, "positive_teacher_pairs": 27084.0, "query_h_norm_ratio": 0.42471333742141726, "relation_loss": 0.0029158115154132246, "selected_pairs": 27084.0, "step": 17780, "student_distance_mean": 23.93996658325195, "teacher_distance_mean": 0.8513096988201141, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0029158115154132246, "weighted_relation_loss": 0.0029158115154132246 }, { "action_query_batch_std": 0.36359548568725586, "action_query_norm": 41.81550559997559, "action_relation_loss": 0.0031398461665958165, "auxiliary_loss_weight": 1.0, "epoch": 16.641721234798876, "flow_matching_loss": 0.026494507491588593, "grad_norm": 0.1340351104736328, "h_stock_valid_norm": 97.89896163940429, "invalid_tail_samples": 23.6, "learning_rate": 3.885629864224736e-05, "loss": 0.0296, "positive_teacher_pairs": 26903.4, "query_h_norm_ratio": 0.42713718116283417, "relation_loss": 0.0031398461665958165, "selected_pairs": 26903.4, "step": 17790, "student_distance_mean": 23.978601264953614, "teacher_distance_mean": 0.8515890419483185, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0031398461665958165, "weighted_relation_loss": 0.0031398461665958165 }, { "action_query_batch_std": 0.36903453469276426, "action_query_norm": 41.82637062072754, "action_relation_loss": 0.0031005822122097014, "auxiliary_loss_weight": 1.0, "epoch": 16.651075771749298, "flow_matching_loss": 0.02569964248687029, "grad_norm": 0.1285027116537094, "h_stock_valid_norm": 97.60898208618164, "invalid_tail_samples": 23.7, "learning_rate": 3.880257607309178e-05, "loss": 0.0288, "positive_teacher_pairs": 26876.4, "query_h_norm_ratio": 0.4285116225481033, "relation_loss": 0.0031005822122097014, "selected_pairs": 26876.4, "step": 17800, "student_distance_mean": 24.42831802368164, "teacher_distance_mean": 0.8674292385578155, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0031005822122097014, "weighted_relation_loss": 0.0031005822122097014 }, { "action_query_batch_std": 0.3635925084352493, "action_query_norm": 41.804751586914065, "action_relation_loss": 0.003043102379888296, "auxiliary_loss_weight": 1.0, "epoch": 16.66043030869972, "flow_matching_loss": 0.02608245052397251, "grad_norm": 0.14501848816871643, "h_stock_valid_norm": 97.36815567016602, "invalid_tail_samples": 22.5, "learning_rate": 3.874886710986213e-05, "loss": 0.0291, "positive_teacher_pairs": 27157.5, "query_h_norm_ratio": 0.4293520271778107, "relation_loss": 0.003043102379888296, "selected_pairs": 27157.5, "step": 17810, "student_distance_mean": 24.09978828430176, "teacher_distance_mean": 0.8526267766952514, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.003043102379888296, "weighted_relation_loss": 0.003043102379888296 }, { "action_query_batch_std": 0.36412598490715026, "action_query_norm": 41.795949172973636, "action_relation_loss": 0.0030480217887088657, "auxiliary_loss_weight": 1.0, "epoch": 16.669784845650142, "flow_matching_loss": 0.025718321464955805, "grad_norm": 0.09897751361131668, "h_stock_valid_norm": 97.95742645263672, "invalid_tail_samples": 23.3, "learning_rate": 3.8695171817819834e-05, "loss": 0.0288, "positive_teacher_pairs": 26962.6, "query_h_norm_ratio": 0.42668184638023376, "relation_loss": 0.0030480217887088657, "selected_pairs": 26962.6, "step": 17820, "student_distance_mean": 24.183358001708985, "teacher_distance_mean": 0.8608235418796539, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0030480217887088657, "weighted_relation_loss": 0.0030480217887088657 }, { "action_query_batch_std": 0.36321933269500734, "action_query_norm": 41.78700218200684, "action_relation_loss": 0.003201076271943748, "auxiliary_loss_weight": 1.0, "epoch": 16.67913938260056, "flow_matching_loss": 0.025935114920139314, "grad_norm": 0.12506677210330963, "h_stock_valid_norm": 98.2833465576172, "invalid_tail_samples": 24.4, "learning_rate": 3.8641490262209774e-05, "loss": 0.0291, "positive_teacher_pairs": 26708.2, "query_h_norm_ratio": 0.4251712799072266, "relation_loss": 0.003201076271943748, "selected_pairs": 26708.2, "step": 17830, "student_distance_mean": 23.996290016174317, "teacher_distance_mean": 0.8512551367282868, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.003201076271943748, "weighted_relation_loss": 0.003201076271943748 }, { "action_query_batch_std": 0.36441974341869354, "action_query_norm": 41.78622817993164, "action_relation_loss": 0.0029573758132755757, "auxiliary_loss_weight": 1.0, "epoch": 16.688493919550982, "flow_matching_loss": 0.024032716825604438, "grad_norm": 0.10145038366317749, "h_stock_valid_norm": 98.16840133666992, "invalid_tail_samples": 23.6, "learning_rate": 3.8587822508260084e-05, "loss": 0.027, "positive_teacher_pairs": 26896.2, "query_h_norm_ratio": 0.4256603330373764, "relation_loss": 0.0029573758132755757, "selected_pairs": 26896.2, "step": 17840, "student_distance_mean": 24.044185638427734, "teacher_distance_mean": 0.8506120026111603, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0029573758132755757, "weighted_relation_loss": 0.0029573758132755757 }, { "action_query_batch_std": 0.3581685870885849, "action_query_norm": 41.75669479370117, "action_relation_loss": 0.0031539607560262086, "auxiliary_loss_weight": 1.0, "epoch": 16.697848456501404, "flow_matching_loss": 0.025415512174367903, "grad_norm": 0.09055536985397339, "h_stock_valid_norm": 97.71227264404297, "invalid_tail_samples": 25.0, "learning_rate": 3.853416862118214e-05, "loss": 0.0286, "positive_teacher_pairs": 26569.2, "query_h_norm_ratio": 0.42734751403331755, "relation_loss": 0.0031539607560262086, "selected_pairs": 26569.2, "step": 17850, "student_distance_mean": 23.620727157592775, "teacher_distance_mean": 0.8406519770622254, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.0031539607560262086, "weighted_relation_loss": 0.0031539607560262086 }, { "action_query_batch_std": 0.3585384666919708, "action_query_norm": 41.766166305541994, "action_relation_loss": 0.0030201033689081667, "auxiliary_loss_weight": 1.0, "epoch": 16.707202993451823, "flow_matching_loss": 0.025662812776863574, "grad_norm": 0.10343842953443527, "h_stock_valid_norm": 97.40045700073242, "invalid_tail_samples": 24.5, "learning_rate": 3.848052866617049e-05, "loss": 0.0287, "positive_teacher_pairs": 26688.0, "query_h_norm_ratio": 0.4288140803575516, "relation_loss": 0.0030201033689081667, "selected_pairs": 26688.0, "step": 17860, "student_distance_mean": 23.791986083984376, "teacher_distance_mean": 0.8482271313667298, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.0030201033689081667, "weighted_relation_loss": 0.0030201033689081667 }, { "action_query_batch_std": 0.3637063354253769, "action_query_norm": 41.78544654846191, "action_relation_loss": 0.00319047118537128, "auxiliary_loss_weight": 1.0, "epoch": 16.716557530402245, "flow_matching_loss": 0.02714582532644272, "grad_norm": 0.11301974952220917, "h_stock_valid_norm": 97.3875862121582, "invalid_tail_samples": 22.6, "learning_rate": 3.84269027084027e-05, "loss": 0.0303, "positive_teacher_pairs": 27124.5, "query_h_norm_ratio": 0.4290667325258255, "relation_loss": 0.00319047118537128, "selected_pairs": 27124.5, "step": 17870, "student_distance_mean": 24.150678634643555, "teacher_distance_mean": 0.8563400566577911, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.00319047118537128, "weighted_relation_loss": 0.00319047118537128 }, { "action_query_batch_std": 0.36423035264015197, "action_query_norm": 41.777720260620114, "action_relation_loss": 0.0030049745459109546, "auxiliary_loss_weight": 1.0, "epoch": 16.725912067352667, "flow_matching_loss": 0.02523074299097061, "grad_norm": 0.12791715562343597, "h_stock_valid_norm": 97.61908569335938, "invalid_tail_samples": 26.8, "learning_rate": 3.83732908130394e-05, "loss": 0.0282, "positive_teacher_pairs": 26163.1, "query_h_norm_ratio": 0.42796880900859835, "relation_loss": 0.0030049745459109546, "selected_pairs": 26163.1, "step": 17880, "student_distance_mean": 24.07731685638428, "teacher_distance_mean": 0.852934592962265, "valid_action_samples": 229.2, "weighted_auxiliary_loss": 0.0030049745459109546, "weighted_relation_loss": 0.0030049745459109546 }, { "action_query_batch_std": 0.36623784005641935, "action_query_norm": 41.79116668701172, "action_relation_loss": 0.0030508416704833506, "auxiliary_loss_weight": 1.0, "epoch": 16.73526660430309, "flow_matching_loss": 0.02616732455790043, "grad_norm": 0.12273628264665604, "h_stock_valid_norm": 97.88842010498047, "invalid_tail_samples": 22.6, "learning_rate": 3.831969304522409e-05, "loss": 0.0292, "positive_teacher_pairs": 27135.7, "query_h_norm_ratio": 0.426928973197937, "relation_loss": 0.0030508416704833506, "selected_pairs": 27135.7, "step": 17890, "student_distance_mean": 24.21074981689453, "teacher_distance_mean": 0.8601294696331024, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.0030508416704833506, "weighted_relation_loss": 0.0030508416704833506 }, { "action_query_batch_std": 0.3667760580778122, "action_query_norm": 41.80298843383789, "action_relation_loss": 0.0031315698986873032, "auxiliary_loss_weight": 1.0, "epoch": 16.744621141253507, "flow_matching_loss": 0.024319344013929368, "grad_norm": 0.08478996157646179, "h_stock_valid_norm": 97.85088806152343, "invalid_tail_samples": 24.0, "learning_rate": 3.826610947008312e-05, "loss": 0.0275, "positive_teacher_pairs": 26800.8, "query_h_norm_ratio": 0.4272152692079544, "relation_loss": 0.0031315698986873032, "selected_pairs": 26800.8, "step": 17900, "student_distance_mean": 24.16290225982666, "teacher_distance_mean": 0.8561338603496551, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0031315698986873032, "weighted_relation_loss": 0.0031315698986873032 }, { "action_query_batch_std": 0.36110295355319977, "action_query_norm": 41.75442237854004, "action_relation_loss": 0.0030934088164940475, "auxiliary_loss_weight": 1.0, "epoch": 16.75397567820393, "flow_matching_loss": 0.025132245570421218, "grad_norm": 0.0952167958021164, "h_stock_valid_norm": 98.23930587768555, "invalid_tail_samples": 21.5, "learning_rate": 3.821254015272559e-05, "loss": 0.0282, "positive_teacher_pairs": 27391.1, "query_h_norm_ratio": 0.42503617107868197, "relation_loss": 0.0030934088164940475, "selected_pairs": 27391.1, "step": 17910, "student_distance_mean": 23.891579246520998, "teacher_distance_mean": 0.8473030984401703, "valid_action_samples": 234.5, "weighted_auxiliary_loss": 0.0030934088164940475, "weighted_relation_loss": 0.0030934088164940475 }, { "action_query_batch_std": 0.36389979124069216, "action_query_norm": 41.76711730957031, "action_relation_loss": 0.0030241879168897865, "auxiliary_loss_weight": 1.0, "epoch": 16.76333021515435, "flow_matching_loss": 0.023127206601202488, "grad_norm": 0.09245281666517258, "h_stock_valid_norm": 98.20584182739258, "invalid_tail_samples": 22.7, "learning_rate": 3.8158985158243214e-05, "loss": 0.0262, "positive_teacher_pairs": 27115.2, "query_h_norm_ratio": 0.4253045529127121, "relation_loss": 0.0030241879168897865, "selected_pairs": 27115.2, "step": 17920, "student_distance_mean": 23.99544563293457, "teacher_distance_mean": 0.8513485372066498, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.0030241879168897865, "weighted_relation_loss": 0.0030241879168897865 }, { "action_query_batch_std": 0.3608736634254456, "action_query_norm": 41.76316337585449, "action_relation_loss": 0.0030597822973504663, "auxiliary_loss_weight": 1.0, "epoch": 16.77268475210477, "flow_matching_loss": 0.025972026772797106, "grad_norm": 0.13848286867141724, "h_stock_valid_norm": 98.0023582458496, "invalid_tail_samples": 23.6, "learning_rate": 3.810544455171044e-05, "loss": 0.029, "positive_teacher_pairs": 26901.2, "query_h_norm_ratio": 0.42614734172821045, "relation_loss": 0.0030597822973504663, "selected_pairs": 26901.2, "step": 17930, "student_distance_mean": 23.98266258239746, "teacher_distance_mean": 0.8522762060165405, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0030597822973504663, "weighted_relation_loss": 0.0030597822973504663 }, { "action_query_batch_std": 0.36494689583778384, "action_query_norm": 41.78352813720703, "action_relation_loss": 0.0030338175129145384, "auxiliary_loss_weight": 1.0, "epoch": 16.78203928905519, "flow_matching_loss": 0.02560958731919527, "grad_norm": 0.10023251920938492, "h_stock_valid_norm": 98.10760803222657, "invalid_tail_samples": 24.6, "learning_rate": 3.8051918398184114e-05, "loss": 0.0286, "positive_teacher_pairs": 26666.4, "query_h_norm_ratio": 0.42589688301086426, "relation_loss": 0.0030338175129145384, "selected_pairs": 26666.4, "step": 17940, "student_distance_mean": 24.158586311340333, "teacher_distance_mean": 0.85942223072052, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0030338175129145384, "weighted_relation_loss": 0.0030338175129145384 }, { "action_query_batch_std": 0.36168830990791323, "action_query_norm": 41.744828414916995, "action_relation_loss": 0.003017959906719625, "auxiliary_loss_weight": 1.0, "epoch": 16.791393826005613, "flow_matching_loss": 0.024913938716053963, "grad_norm": 0.09762091189622879, "h_stock_valid_norm": 98.39828338623047, "invalid_tail_samples": 23.5, "learning_rate": 3.799840676270356e-05, "loss": 0.0279, "positive_teacher_pairs": 26915.6, "query_h_norm_ratio": 0.4242468535900116, "relation_loss": 0.003017959906719625, "selected_pairs": 26915.6, "step": 17950, "student_distance_mean": 23.97698230743408, "teacher_distance_mean": 0.8521566092967987, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.003017959906719625, "weighted_relation_loss": 0.003017959906719625 }, { "action_query_batch_std": 0.36353620886802673, "action_query_norm": 41.7545711517334, "action_relation_loss": 0.003119643428362906, "auxiliary_loss_weight": 1.0, "epoch": 16.800748362956035, "flow_matching_loss": 0.024634006060659887, "grad_norm": 0.12402661144733429, "h_stock_valid_norm": 98.3925552368164, "invalid_tail_samples": 24.4, "learning_rate": 3.794490971029048e-05, "loss": 0.0278, "positive_teacher_pairs": 26718.6, "query_h_norm_ratio": 0.4243703305721283, "relation_loss": 0.003119643428362906, "selected_pairs": 26718.6, "step": 17960, "student_distance_mean": 24.067522621154787, "teacher_distance_mean": 0.8551423490047455, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.003119643428362906, "weighted_relation_loss": 0.003119643428362906 }, { "action_query_batch_std": 0.3640559077262878, "action_query_norm": 41.76143684387207, "action_relation_loss": 0.0030974817229434846, "auxiliary_loss_weight": 1.0, "epoch": 16.810102899906454, "flow_matching_loss": 0.02326465379446745, "grad_norm": 0.08518488705158234, "h_stock_valid_norm": 98.22330780029297, "invalid_tail_samples": 22.7, "learning_rate": 3.789142730594881e-05, "loss": 0.0264, "positive_teacher_pairs": 27102.6, "query_h_norm_ratio": 0.42517215609550474, "relation_loss": 0.0030974817229434846, "selected_pairs": 27102.6, "step": 17970, "student_distance_mean": 24.119810104370117, "teacher_distance_mean": 0.8575285196304321, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.0030974817229434846, "weighted_relation_loss": 0.0030974817229434846 }, { "action_query_batch_std": 0.3653372496366501, "action_query_norm": 41.76680030822754, "action_relation_loss": 0.003184578032232821, "auxiliary_loss_weight": 1.0, "epoch": 16.819457436856876, "flow_matching_loss": 0.026353003829717635, "grad_norm": 0.1240948960185051, "h_stock_valid_norm": 97.878076171875, "invalid_tail_samples": 22.8, "learning_rate": 3.783795961466471e-05, "loss": 0.0295, "positive_teacher_pairs": 27081.8, "query_h_norm_ratio": 0.42672932147979736, "relation_loss": 0.003184578032232821, "selected_pairs": 27081.8, "step": 17980, "student_distance_mean": 24.091166687011718, "teacher_distance_mean": 0.8577366948127747, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.003184578032232821, "weighted_relation_loss": 0.003184578032232821 }, { "action_query_batch_std": 0.3651263952255249, "action_query_norm": 41.756945037841795, "action_relation_loss": 0.003040272439830005, "auxiliary_loss_weight": 1.0, "epoch": 16.828811973807298, "flow_matching_loss": 0.024795405380427838, "grad_norm": 0.13188683986663818, "h_stock_valid_norm": 97.77663040161133, "invalid_tail_samples": 22.9, "learning_rate": 3.778450670140651e-05, "loss": 0.0278, "positive_teacher_pairs": 27055.1, "query_h_norm_ratio": 0.42706628441810607, "relation_loss": 0.003040272439830005, "selected_pairs": 27055.1, "step": 17990, "student_distance_mean": 24.146992874145507, "teacher_distance_mean": 0.8596073925495148, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.003040272439830005, "weighted_relation_loss": 0.003040272439830005 }, { "action_query_batch_std": 0.36569435596466066, "action_query_norm": 41.761348724365234, "action_relation_loss": 0.0030257651349529626, "auxiliary_loss_weight": 1.0, "epoch": 16.838166510757716, "flow_matching_loss": 0.023961673863232134, "grad_norm": 0.10875026881694794, "h_stock_valid_norm": 97.88146057128907, "invalid_tail_samples": 25.9, "learning_rate": 3.773106863112451e-05, "loss": 0.027, "positive_teacher_pairs": 26365.2, "query_h_norm_ratio": 0.4266556054353714, "relation_loss": 0.0030257651349529626, "selected_pairs": 26365.2, "step": 18000, "student_distance_mean": 24.174310874938964, "teacher_distance_mean": 0.8596365213394165, "valid_action_samples": 230.1, "weighted_auxiliary_loss": 0.0030257651349529626, "weighted_relation_loss": 0.0030257651349529626 }, { "action_query_batch_std": 0.36188589930534365, "action_query_norm": 41.726511001586914, "action_relation_loss": 0.003123543178662658, "auxiliary_loss_weight": 1.0, "epoch": 16.84752104770814, "flow_matching_loss": 0.027375403232872485, "grad_norm": 0.11549235135316849, "h_stock_valid_norm": 98.14436950683594, "invalid_tail_samples": 23.0, "learning_rate": 3.7677645468751e-05, "loss": 0.0305, "positive_teacher_pairs": 27034.3, "query_h_norm_ratio": 0.42515631318092345, "relation_loss": 0.003123543178662658, "selected_pairs": 27034.3, "step": 18010, "student_distance_mean": 23.92507858276367, "teacher_distance_mean": 0.850350534915924, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.003123543178662658, "weighted_relation_loss": 0.003123543178662658 }, { "action_query_batch_std": 0.36352703273296355, "action_query_norm": 41.7309326171875, "action_relation_loss": 0.0028699932154268026, "auxiliary_loss_weight": 1.0, "epoch": 16.85687558465856, "flow_matching_loss": 0.026638811640441417, "grad_norm": 0.11529260128736496, "h_stock_valid_norm": 98.30764923095703, "invalid_tail_samples": 23.2, "learning_rate": 3.762423727920018e-05, "loss": 0.0295, "positive_teacher_pairs": 26987.7, "query_h_norm_ratio": 0.4244953006505966, "relation_loss": 0.0028699932154268026, "selected_pairs": 26987.7, "step": 18020, "student_distance_mean": 24.085844612121583, "teacher_distance_mean": 0.8598633885383606, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0028699932154268026, "weighted_relation_loss": 0.0028699932154268026 }, { "action_query_batch_std": 0.3611134350299835, "action_query_norm": 41.71107215881348, "action_relation_loss": 0.0030232404824346304, "auxiliary_loss_weight": 1.0, "epoch": 16.86623012160898, "flow_matching_loss": 0.02420760504901409, "grad_norm": 0.09131027013063431, "h_stock_valid_norm": 98.36788864135742, "invalid_tail_samples": 26.1, "learning_rate": 3.7570844127367995e-05, "loss": 0.0272, "positive_teacher_pairs": 26320.8, "query_h_norm_ratio": 0.42403591275215147, "relation_loss": 0.0030232404824346304, "selected_pairs": 26320.8, "step": 18030, "student_distance_mean": 23.99421672821045, "teacher_distance_mean": 0.8531546771526337, "valid_action_samples": 229.9, "weighted_auxiliary_loss": 0.0030232404824346304, "weighted_relation_loss": 0.0030232404824346304 }, { "action_query_batch_std": 0.36079617738723757, "action_query_norm": 41.727745819091794, "action_relation_loss": 0.0030693101696670057, "auxiliary_loss_weight": 1.0, "epoch": 16.8755846585594, "flow_matching_loss": 0.026305234245955943, "grad_norm": 0.08836756646633148, "h_stock_valid_norm": 97.94544830322266, "invalid_tail_samples": 24.7, "learning_rate": 3.751746607813221e-05, "loss": 0.0294, "positive_teacher_pairs": 26644.7, "query_h_norm_ratio": 0.4260342657566071, "relation_loss": 0.0030693101696670057, "selected_pairs": 26644.7, "step": 18040, "student_distance_mean": 23.908216667175292, "teacher_distance_mean": 0.8497032642364502, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.0030693101696670057, "weighted_relation_loss": 0.0030693101696670057 }, { "action_query_batch_std": 0.35849824249744416, "action_query_norm": 41.69039726257324, "action_relation_loss": 0.0030533257639035584, "auxiliary_loss_weight": 1.0, "epoch": 16.884939195509823, "flow_matching_loss": 0.024206959269940855, "grad_norm": 0.09222115576267242, "h_stock_valid_norm": 97.34554824829101, "invalid_tail_samples": 26.9, "learning_rate": 3.746410319635217e-05, "loss": 0.0273, "positive_teacher_pairs": 26136.2, "query_h_norm_ratio": 0.4282746732234955, "relation_loss": 0.0030533257639035584, "selected_pairs": 26136.2, "step": 18050, "student_distance_mean": 23.743530654907225, "teacher_distance_mean": 0.8476254224777222, "valid_action_samples": 229.1, "weighted_auxiliary_loss": 0.0030533257639035584, "weighted_relation_loss": 0.0030533257639035584 }, { "action_query_batch_std": 0.3635400921106339, "action_query_norm": 41.73268127441406, "action_relation_loss": 0.0028634793125092983, "auxiliary_loss_weight": 1.0, "epoch": 16.894293732460245, "flow_matching_loss": 0.02429398149251938, "grad_norm": 0.11779965460300446, "h_stock_valid_norm": 97.3287727355957, "invalid_tail_samples": 24.6, "learning_rate": 3.7410755546868806e-05, "loss": 0.0272, "positive_teacher_pairs": 26662.5, "query_h_norm_ratio": 0.4287839025259018, "relation_loss": 0.0028634793125092983, "selected_pairs": 26662.5, "step": 18060, "student_distance_mean": 24.087239837646486, "teacher_distance_mean": 0.8561741054058075, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0028634793125092983, "weighted_relation_loss": 0.0028634793125092983 }, { "action_query_batch_std": 0.3623620718717575, "action_query_norm": 41.72572555541992, "action_relation_loss": 0.0030342989834025503, "auxiliary_loss_weight": 1.0, "epoch": 16.903648269410663, "flow_matching_loss": 0.025045400112867357, "grad_norm": 0.0938742533326149, "h_stock_valid_norm": 98.11281356811523, "invalid_tail_samples": 23.5, "learning_rate": 3.735742319450454e-05, "loss": 0.0281, "positive_teacher_pairs": 26920.2, "query_h_norm_ratio": 0.4252855688333511, "relation_loss": 0.0030342989834025503, "selected_pairs": 26920.2, "step": 18070, "student_distance_mean": 24.014798164367676, "teacher_distance_mean": 0.8519567549228668, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0030342989834025503, "weighted_relation_loss": 0.0030342989834025503 }, { "action_query_batch_std": 0.36480668783187864, "action_query_norm": 41.72474670410156, "action_relation_loss": 0.0030107477447018026, "auxiliary_loss_weight": 1.0, "epoch": 16.913002806361085, "flow_matching_loss": 0.026067092642188074, "grad_norm": 0.10214141756296158, "h_stock_valid_norm": 98.57879180908203, "invalid_tail_samples": 23.6, "learning_rate": 3.7304106204063184e-05, "loss": 0.0291, "positive_teacher_pairs": 26907.8, "query_h_norm_ratio": 0.42326479256153104, "relation_loss": 0.0030107477447018026, "selected_pairs": 26907.8, "step": 18080, "student_distance_mean": 24.059994316101076, "teacher_distance_mean": 0.853370064496994, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0030107477447018026, "weighted_relation_loss": 0.0030107477447018026 }, { "action_query_batch_std": 0.3622566550970078, "action_query_norm": 41.70991897583008, "action_relation_loss": 0.0029932038392871617, "auxiliary_loss_weight": 1.0, "epoch": 16.922357343311507, "flow_matching_loss": 0.026174492575228213, "grad_norm": 0.12561523914337158, "h_stock_valid_norm": 98.72129898071289, "invalid_tail_samples": 21.8, "learning_rate": 3.725080464032996e-05, "loss": 0.0292, "positive_teacher_pairs": 27315.1, "query_h_norm_ratio": 0.42250754237174987, "relation_loss": 0.0029932038392871617, "selected_pairs": 27315.1, "step": 18090, "student_distance_mean": 23.904355430603026, "teacher_distance_mean": 0.8496035516262055, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.0029932038392871617, "weighted_relation_loss": 0.0029932038392871617 }, { "action_query_batch_std": 0.36110522747039797, "action_query_norm": 41.69643440246582, "action_relation_loss": 0.0029591638362035156, "auxiliary_loss_weight": 1.0, "epoch": 16.931711880261926, "flow_matching_loss": 0.023776398040354252, "grad_norm": 0.12945249676704407, "h_stock_valid_norm": 98.34738082885742, "invalid_tail_samples": 24.9, "learning_rate": 3.719751856807125e-05, "loss": 0.0267, "positive_teacher_pairs": 26604.6, "query_h_norm_ratio": 0.42397373616695405, "relation_loss": 0.0029591638362035156, "selected_pairs": 26604.6, "step": 18100, "student_distance_mean": 23.7261531829834, "teacher_distance_mean": 0.8436450481414794, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.0029591638362035156, "weighted_relation_loss": 0.0029591638362035156 }, { "action_query_batch_std": 0.36248416602611544, "action_query_norm": 41.70823211669922, "action_relation_loss": 0.002944376436062157, "auxiliary_loss_weight": 1.0, "epoch": 16.941066417212348, "flow_matching_loss": 0.025452737510204316, "grad_norm": 0.1396999955177307, "h_stock_valid_norm": 98.01184997558593, "invalid_tail_samples": 26.8, "learning_rate": 3.71442480520347e-05, "loss": 0.0284, "positive_teacher_pairs": 26166.6, "query_h_norm_ratio": 0.42554361522197726, "relation_loss": 0.002944376436062157, "selected_pairs": 26166.6, "step": 18110, "student_distance_mean": 24.05455150604248, "teacher_distance_mean": 0.855136114358902, "valid_action_samples": 229.2, "weighted_auxiliary_loss": 0.002944376436062157, "weighted_relation_loss": 0.002944376436062157 }, { "action_query_batch_std": 0.3627426475286484, "action_query_norm": 41.71983528137207, "action_relation_loss": 0.003071920480579138, "auxiliary_loss_weight": 1.0, "epoch": 16.95042095416277, "flow_matching_loss": 0.02635882403701544, "grad_norm": 0.09250419586896896, "h_stock_valid_norm": 97.82924728393554, "invalid_tail_samples": 24.6, "learning_rate": 3.709099315694897e-05, "loss": 0.0294, "positive_teacher_pairs": 26676.7, "query_h_norm_ratio": 0.4264575481414795, "relation_loss": 0.003071920480579138, "selected_pairs": 26676.7, "step": 18120, "student_distance_mean": 24.084455680847167, "teacher_distance_mean": 0.8545642793178558, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.003071920480579138, "weighted_relation_loss": 0.003071920480579138 }, { "action_query_batch_std": 0.3650729775428772, "action_query_norm": 41.7307804107666, "action_relation_loss": 0.0028829564340412616, "auxiliary_loss_weight": 1.0, "epoch": 16.95977549111319, "flow_matching_loss": 0.026037717051804066, "grad_norm": 0.11154354363679886, "h_stock_valid_norm": 97.93746795654297, "invalid_tail_samples": 25.8, "learning_rate": 3.703775394752378e-05, "loss": 0.0289, "positive_teacher_pairs": 26386.2, "query_h_norm_ratio": 0.4260986179113388, "relation_loss": 0.0028829564340412616, "selected_pairs": 26386.2, "step": 18130, "student_distance_mean": 24.204815673828126, "teacher_distance_mean": 0.8648471117019654, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.0028829564340412616, "weighted_relation_loss": 0.0028829564340412616 }, { "action_query_batch_std": 0.3565308749675751, "action_query_norm": 41.67600288391113, "action_relation_loss": 0.0031146782683208587, "auxiliary_loss_weight": 1.0, "epoch": 16.96913002806361, "flow_matching_loss": 0.023781098984181882, "grad_norm": 0.0902317613363266, "h_stock_valid_norm": 98.08640670776367, "invalid_tail_samples": 25.1, "learning_rate": 3.698453048844983e-05, "loss": 0.0269, "positive_teacher_pairs": 26548.9, "query_h_norm_ratio": 0.42489463090896606, "relation_loss": 0.0031146782683208587, "selected_pairs": 26548.9, "step": 18140, "student_distance_mean": 23.698288917541504, "teacher_distance_mean": 0.8471561431884765, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.0031146782683208587, "weighted_relation_loss": 0.0031146782683208587 }, { "action_query_batch_std": 0.3667699694633484, "action_query_norm": 41.717752075195314, "action_relation_loss": 0.0030469123274087908, "auxiliary_loss_weight": 1.0, "epoch": 16.978484565014032, "flow_matching_loss": 0.026194930635392667, "grad_norm": 0.12900060415267944, "h_stock_valid_norm": 98.30652465820313, "invalid_tail_samples": 24.8, "learning_rate": 3.693132284439861e-05, "loss": 0.0292, "positive_teacher_pairs": 26621.1, "query_h_norm_ratio": 0.4243648201227188, "relation_loss": 0.0030469123274087908, "selected_pairs": 26621.1, "step": 18150, "student_distance_mean": 24.19867820739746, "teacher_distance_mean": 0.8641947209835052, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0030469123274087908, "weighted_relation_loss": 0.0030469123274087908 }, { "action_query_batch_std": 0.36200471222400665, "action_query_norm": 41.71583251953125, "action_relation_loss": 0.0031021406408399343, "auxiliary_loss_weight": 1.0, "epoch": 16.987839101964454, "flow_matching_loss": 0.025592537224292757, "grad_norm": 0.12976840138435364, "h_stock_valid_norm": 98.25661087036133, "invalid_tail_samples": 23.0, "learning_rate": 3.6878131080022414e-05, "loss": 0.0287, "positive_teacher_pairs": 27038.6, "query_h_norm_ratio": 0.42456182539463044, "relation_loss": 0.0031021406408399343, "selected_pairs": 27038.6, "step": 18160, "student_distance_mean": 23.961035537719727, "teacher_distance_mean": 0.8513702929019928, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.0031021406408399343, "weighted_relation_loss": 0.0031021406408399343 }, { "action_query_batch_std": 0.3612460732460022, "action_query_norm": 41.69169692993164, "action_relation_loss": 0.003010177635587752, "auxiliary_loss_weight": 1.0, "epoch": 16.997193638914872, "flow_matching_loss": 0.02644976507872343, "grad_norm": 0.12896575033664703, "h_stock_valid_norm": 97.81660919189453, "invalid_tail_samples": 22.5, "learning_rate": 3.682495525995429e-05, "loss": 0.0295, "positive_teacher_pairs": 27161.7, "query_h_norm_ratio": 0.4262283146381378, "relation_loss": 0.003010177635587752, "selected_pairs": 27161.7, "step": 18170, "student_distance_mean": 23.952720832824706, "teacher_distance_mean": 0.8492787301540374, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.003010177635587752, "weighted_relation_loss": 0.003010177635587752 }, { "action_query_batch_std": 0.360585430264473, "action_query_norm": 41.68551521301269, "action_relation_loss": 0.0030724145472049713, "auxiliary_loss_weight": 1.0, "epoch": 17.006548175865294, "flow_matching_loss": 0.02749968096613884, "grad_norm": 0.14033108949661255, "h_stock_valid_norm": 97.58946685791015, "invalid_tail_samples": 21.6, "learning_rate": 3.6771795448807846e-05, "loss": 0.0306, "positive_teacher_pairs": 24369.6, "query_h_norm_ratio": 0.4271548897027969, "relation_loss": 0.0030724145472049713, "selected_pairs": 24369.6, "step": 18180, "student_distance_mean": 23.845263481140137, "teacher_distance_mean": 0.8496906578540802, "valid_action_samples": 214.5, "weighted_auxiliary_loss": 0.0030724145472049713, "weighted_relation_loss": 0.0030724145472049713 }, { "action_query_batch_std": 0.3643040329217911, "action_query_norm": 41.71104049682617, "action_relation_loss": 0.002972286194562912, "auxiliary_loss_weight": 1.0, "epoch": 17.015902712815716, "flow_matching_loss": 0.023052923567593097, "grad_norm": 0.09835197776556015, "h_stock_valid_norm": 97.27781448364257, "invalid_tail_samples": 23.1, "learning_rate": 3.671865171117724e-05, "loss": 0.026, "positive_teacher_pairs": 27020.0, "query_h_norm_ratio": 0.4287847399711609, "relation_loss": 0.002972286194562912, "selected_pairs": 27020.0, "step": 18190, "student_distance_mean": 24.160652923583985, "teacher_distance_mean": 0.858939653635025, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.002972286194562912, "weighted_relation_loss": 0.002972286194562912 }, { "action_query_batch_std": 0.3612354040145874, "action_query_norm": 41.68938217163086, "action_relation_loss": 0.002922644722275436, "auxiliary_loss_weight": 1.0, "epoch": 17.02525724976614, "flow_matching_loss": 0.02519606128334999, "grad_norm": 0.10802722722291946, "h_stock_valid_norm": 97.72183456420899, "invalid_tail_samples": 26.3, "learning_rate": 3.666552411163718e-05, "loss": 0.0281, "positive_teacher_pairs": 26274.7, "query_h_norm_ratio": 0.4266165763139725, "relation_loss": 0.002922644722275436, "selected_pairs": 26274.7, "step": 18200, "student_distance_mean": 24.004984283447264, "teacher_distance_mean": 0.8541640400886535, "valid_action_samples": 229.7, "weighted_auxiliary_loss": 0.002922644722275436, "weighted_relation_loss": 0.002922644722275436 }, { "action_query_batch_std": 0.36914218962192535, "action_query_norm": 41.72914772033691, "action_relation_loss": 0.0028691526502370836, "auxiliary_loss_weight": 1.0, "epoch": 17.034611786716557, "flow_matching_loss": 0.02500540539622307, "grad_norm": 0.10675127059221268, "h_stock_valid_norm": 98.5427032470703, "invalid_tail_samples": 21.2, "learning_rate": 3.661241271474269e-05, "loss": 0.0279, "positive_teacher_pairs": 27469.4, "query_h_norm_ratio": 0.42346576452255247, "relation_loss": 0.0028691526502370836, "selected_pairs": 27469.4, "step": 18210, "student_distance_mean": 24.359095764160156, "teacher_distance_mean": 0.872089010477066, "valid_action_samples": 234.8, "weighted_auxiliary_loss": 0.0028691526502370836, "weighted_relation_loss": 0.0028691526502370836 }, { "action_query_batch_std": 0.3642656534910202, "action_query_norm": 41.68134384155273, "action_relation_loss": 0.003001631237566471, "auxiliary_loss_weight": 1.0, "epoch": 17.04396632366698, "flow_matching_loss": 0.023001698963344096, "grad_norm": 0.11553601920604706, "h_stock_valid_norm": 98.60444412231445, "invalid_tail_samples": 22.3, "learning_rate": 3.6559317585029116e-05, "loss": 0.026, "positive_teacher_pairs": 27208.8, "query_h_norm_ratio": 0.4227137416601181, "relation_loss": 0.003001631237566471, "selected_pairs": 27208.8, "step": 18220, "student_distance_mean": 24.16193332672119, "teacher_distance_mean": 0.8588692128658295, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.003001631237566471, "weighted_relation_loss": 0.003001631237566471 }, { "action_query_batch_std": 0.3609608203172684, "action_query_norm": 41.68962936401367, "action_relation_loss": 0.002990655950270593, "auxiliary_loss_weight": 1.0, "epoch": 17.0533208606174, "flow_matching_loss": 0.02378982901573181, "grad_norm": 0.11578278988599777, "h_stock_valid_norm": 98.39960174560547, "invalid_tail_samples": 22.2, "learning_rate": 3.650623878701204e-05, "loss": 0.0268, "positive_teacher_pairs": 27229.6, "query_h_norm_ratio": 0.42367938756942747, "relation_loss": 0.002990655950270593, "selected_pairs": 27229.6, "step": 18230, "student_distance_mean": 23.934638214111327, "teacher_distance_mean": 0.8506628930568695, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.002990655950270593, "weighted_relation_loss": 0.002990655950270593 }, { "action_query_batch_std": 0.36518117487430574, "action_query_norm": 41.709906005859374, "action_relation_loss": 0.002934729913249612, "auxiliary_loss_weight": 1.0, "epoch": 17.06267539756782, "flow_matching_loss": 0.024838145077228545, "grad_norm": 0.08129821717739105, "h_stock_valid_norm": 98.07554626464844, "invalid_tail_samples": 23.4, "learning_rate": 3.645317638518721e-05, "loss": 0.0278, "positive_teacher_pairs": 26947.0, "query_h_norm_ratio": 0.4252849996089935, "relation_loss": 0.002934729913249612, "selected_pairs": 26947.0, "step": 18240, "student_distance_mean": 24.091669273376464, "teacher_distance_mean": 0.8589485883712769, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.002934729913249612, "weighted_relation_loss": 0.002934729913249612 }, { "action_query_batch_std": 0.36142740249633787, "action_query_norm": 41.68663902282715, "action_relation_loss": 0.0028446570038795473, "auxiliary_loss_weight": 1.0, "epoch": 17.07202993451824, "flow_matching_loss": 0.02487682644277811, "grad_norm": 0.11305883526802063, "h_stock_valid_norm": 97.89657821655274, "invalid_tail_samples": 25.3, "learning_rate": 3.640013044403046e-05, "loss": 0.0277, "positive_teacher_pairs": 26506.6, "query_h_norm_ratio": 0.425825235247612, "relation_loss": 0.0028446570038795473, "selected_pairs": 26506.6, "step": 18250, "student_distance_mean": 23.964305877685547, "teacher_distance_mean": 0.8517720997333527, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.0028446570038795473, "weighted_relation_loss": 0.0028446570038795473 }, { "action_query_batch_std": 0.3650973796844482, "action_query_norm": 41.6997932434082, "action_relation_loss": 0.0029986944515258073, "auxiliary_loss_weight": 1.0, "epoch": 17.081384471468663, "flow_matching_loss": 0.02530914917588234, "grad_norm": 0.09654460102319717, "h_stock_valid_norm": 98.14366989135742, "invalid_tail_samples": 24.3, "learning_rate": 3.634710102799761e-05, "loss": 0.0283, "positive_teacher_pairs": 26735.2, "query_h_norm_ratio": 0.4248879700899124, "relation_loss": 0.0029986944515258073, "selected_pairs": 26735.2, "step": 18260, "student_distance_mean": 24.04827461242676, "teacher_distance_mean": 0.8515469789505005, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0029986944515258073, "weighted_relation_loss": 0.0029986944515258073 }, { "action_query_batch_std": 0.36536299586296084, "action_query_norm": 41.71296768188476, "action_relation_loss": 0.002717973734252155, "auxiliary_loss_weight": 1.0, "epoch": 17.09073900841908, "flow_matching_loss": 0.023853123374283313, "grad_norm": 0.10402727127075195, "h_stock_valid_norm": 98.47124938964843, "invalid_tail_samples": 23.3, "learning_rate": 3.6294088201524394e-05, "loss": 0.0266, "positive_teacher_pairs": 26966.8, "query_h_norm_ratio": 0.4236080676317215, "relation_loss": 0.002717973734252155, "selected_pairs": 26966.8, "step": 18270, "student_distance_mean": 24.21724510192871, "teacher_distance_mean": 0.8632014870643616, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.002717973734252155, "weighted_relation_loss": 0.002717973734252155 }, { "action_query_batch_std": 0.36519127190113065, "action_query_norm": 41.6826889038086, "action_relation_loss": 0.0027465389342978598, "auxiliary_loss_weight": 1.0, "epoch": 17.100093545369504, "flow_matching_loss": 0.02528014462441206, "grad_norm": 0.11391937732696533, "h_stock_valid_norm": 98.33525772094727, "invalid_tail_samples": 24.8, "learning_rate": 3.62410920290264e-05, "loss": 0.028, "positive_teacher_pairs": 26620.9, "query_h_norm_ratio": 0.4238863468170166, "relation_loss": 0.0027465389342978598, "selected_pairs": 26620.9, "step": 18280, "student_distance_mean": 23.968448638916016, "teacher_distance_mean": 0.8540900886058808, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0027465389342978598, "weighted_relation_loss": 0.0027465389342978598 }, { "action_query_batch_std": 0.36223839223384857, "action_query_norm": 41.68694305419922, "action_relation_loss": 0.002850855770520866, "auxiliary_loss_weight": 1.0, "epoch": 17.109448082319926, "flow_matching_loss": 0.024626548402011395, "grad_norm": 0.097684845328331, "h_stock_valid_norm": 98.30697402954101, "invalid_tail_samples": 25.0, "learning_rate": 3.6188112574898954e-05, "loss": 0.0275, "positive_teacher_pairs": 26571.9, "query_h_norm_ratio": 0.42405077517032624, "relation_loss": 0.002850855770520866, "selected_pairs": 26571.9, "step": 18290, "student_distance_mean": 23.997918701171876, "teacher_distance_mean": 0.8533148527145386, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.002850855770520866, "weighted_relation_loss": 0.002850855770520866 }, { "action_query_batch_std": 0.35809951424598696, "action_query_norm": 41.66551322937012, "action_relation_loss": 0.002977875014767051, "auxiliary_loss_weight": 1.0, "epoch": 17.118802619270348, "flow_matching_loss": 0.02614122647792101, "grad_norm": 0.11779092252254486, "h_stock_valid_norm": 98.26112442016601, "invalid_tail_samples": 23.8, "learning_rate": 3.6135149903517115e-05, "loss": 0.0291, "positive_teacher_pairs": 26864.4, "query_h_norm_ratio": 0.42403114438056944, "relation_loss": 0.002977875014767051, "selected_pairs": 26864.4, "step": 18300, "student_distance_mean": 23.738253784179687, "teacher_distance_mean": 0.8460357964038849, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.002977875014767051, "weighted_relation_loss": 0.002977875014767051 }, { "action_query_batch_std": 0.36427724957466123, "action_query_norm": 41.70809783935547, "action_relation_loss": 0.0028905817307531834, "auxiliary_loss_weight": 1.0, "epoch": 17.128157156220766, "flow_matching_loss": 0.026361642591655254, "grad_norm": 0.17282699048519135, "h_stock_valid_norm": 98.01910400390625, "invalid_tail_samples": 25.0, "learning_rate": 3.608220407923552e-05, "loss": 0.0293, "positive_teacher_pairs": 26574.4, "query_h_norm_ratio": 0.42551229894161224, "relation_loss": 0.0028905817307531834, "selected_pairs": 26574.4, "step": 18310, "student_distance_mean": 24.211251258850098, "teacher_distance_mean": 0.8614311277866363, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.0028905817307531834, "weighted_relation_loss": 0.0028905817307531834 }, { "action_query_batch_std": 0.36465119421482084, "action_query_norm": 41.695021057128905, "action_relation_loss": 0.002816159254871309, "auxiliary_loss_weight": 1.0, "epoch": 17.137511693171188, "flow_matching_loss": 0.02517856229096651, "grad_norm": 0.12203172594308853, "h_stock_valid_norm": 97.51689682006835, "invalid_tail_samples": 22.1, "learning_rate": 3.602927516638833e-05, "loss": 0.028, "positive_teacher_pairs": 27247.5, "query_h_norm_ratio": 0.42756868004798887, "relation_loss": 0.002816159254871309, "selected_pairs": 27247.5, "step": 18320, "student_distance_mean": 24.051160430908205, "teacher_distance_mean": 0.8562282681465149, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.002816159254871309, "weighted_relation_loss": 0.002816159254871309 }, { "action_query_batch_std": 0.36026560962200166, "action_query_norm": 41.672864532470705, "action_relation_loss": 0.0029940373031422498, "auxiliary_loss_weight": 1.0, "epoch": 17.14686623012161, "flow_matching_loss": 0.02238449901342392, "grad_norm": 0.0960397720336914, "h_stock_valid_norm": 97.55297393798828, "invalid_tail_samples": 23.0, "learning_rate": 3.5976363229289165e-05, "loss": 0.0254, "positive_teacher_pairs": 27034.1, "query_h_norm_ratio": 0.4271842449903488, "relation_loss": 0.0029940373031422498, "selected_pairs": 27034.1, "step": 18330, "student_distance_mean": 23.80372714996338, "teacher_distance_mean": 0.8467571496963501, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.0029940373031422498, "weighted_relation_loss": 0.0029940373031422498 }, { "action_query_batch_std": 0.36443125903606416, "action_query_norm": 41.67204666137695, "action_relation_loss": 0.002976235281676054, "auxiliary_loss_weight": 1.0, "epoch": 17.15622076707203, "flow_matching_loss": 0.02356984782963991, "grad_norm": 0.11420316249132156, "h_stock_valid_norm": 97.7720115661621, "invalid_tail_samples": 23.8, "learning_rate": 3.5923468332231e-05, "loss": 0.0265, "positive_teacher_pairs": 26848.3, "query_h_norm_ratio": 0.4262185126543045, "relation_loss": 0.002976235281676054, "selected_pairs": 26848.3, "step": 18340, "student_distance_mean": 24.046290016174318, "teacher_distance_mean": 0.8564862966537475, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.002976235281676054, "weighted_relation_loss": 0.002976235281676054 }, { "action_query_batch_std": 0.36238149404525755, "action_query_norm": 41.68513984680176, "action_relation_loss": 0.0028290603077039123, "auxiliary_loss_weight": 1.0, "epoch": 17.16557530402245, "flow_matching_loss": 0.024013211391866206, "grad_norm": 0.09999830275774002, "h_stock_valid_norm": 98.0023094177246, "invalid_tail_samples": 23.1, "learning_rate": 3.587059053948616e-05, "loss": 0.0268, "positive_teacher_pairs": 27015.3, "query_h_norm_ratio": 0.42534978687763214, "relation_loss": 0.0028290603077039123, "selected_pairs": 27015.3, "step": 18350, "student_distance_mean": 23.959156036376953, "teacher_distance_mean": 0.8527961492538452, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0028290603077039123, "weighted_relation_loss": 0.0028290603077039123 }, { "action_query_batch_std": 0.3639482170343399, "action_query_norm": 41.683793258666995, "action_relation_loss": 0.0027932507218793035, "auxiliary_loss_weight": 1.0, "epoch": 17.174929840972872, "flow_matching_loss": 0.02620099950581789, "grad_norm": 0.1112297773361206, "h_stock_valid_norm": 98.04197235107422, "invalid_tail_samples": 25.0, "learning_rate": 3.5817729915306134e-05, "loss": 0.029, "positive_teacher_pairs": 26570.7, "query_h_norm_ratio": 0.42516433000564574, "relation_loss": 0.0027932507218793035, "selected_pairs": 26570.7, "step": 18360, "student_distance_mean": 24.059262847900392, "teacher_distance_mean": 0.854728764295578, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.0027932507218793035, "weighted_relation_loss": 0.0027932507218793035 }, { "action_query_batch_std": 0.3611216813325882, "action_query_norm": 41.67618103027344, "action_relation_loss": 0.0028831642121076584, "auxiliary_loss_weight": 1.0, "epoch": 17.184284377923294, "flow_matching_loss": 0.02303969133645296, "grad_norm": 0.12999185919761658, "h_stock_valid_norm": 98.51090621948242, "invalid_tail_samples": 24.5, "learning_rate": 3.5764886523921566e-05, "loss": 0.0259, "positive_teacher_pairs": 26692.0, "query_h_norm_ratio": 0.42306545078754426, "relation_loss": 0.0028831642121076584, "selected_pairs": 26692.0, "step": 18370, "student_distance_mean": 23.8848237991333, "teacher_distance_mean": 0.8485233366489411, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.0028831642121076584, "weighted_relation_loss": 0.0028831642121076584 }, { "action_query_batch_std": 0.3630338340997696, "action_query_norm": 41.67736625671387, "action_relation_loss": 0.002829675143584609, "auxiliary_loss_weight": 1.0, "epoch": 17.193638914873713, "flow_matching_loss": 0.025218763388693333, "grad_norm": 0.10477457195520401, "h_stock_valid_norm": 98.65071029663086, "invalid_tail_samples": 22.9, "learning_rate": 3.571206042954214e-05, "loss": 0.028, "positive_teacher_pairs": 27058.9, "query_h_norm_ratio": 0.42247456312179565, "relation_loss": 0.002829675143584609, "selected_pairs": 27058.9, "step": 18380, "student_distance_mean": 24.117329025268553, "teacher_distance_mean": 0.8597762644290924, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.002829675143584609, "weighted_relation_loss": 0.002829675143584609 }, { "action_query_batch_std": 0.36303224265575407, "action_query_norm": 41.6546127319336, "action_relation_loss": 0.002875361847691238, "auxiliary_loss_weight": 1.0, "epoch": 17.202993451824135, "flow_matching_loss": 0.02370724957436323, "grad_norm": 0.10584235936403275, "h_stock_valid_norm": 98.8154510498047, "invalid_tail_samples": 23.5, "learning_rate": 3.5659251696356566e-05, "loss": 0.0266, "positive_teacher_pairs": 26925.7, "query_h_norm_ratio": 0.42154479026794434, "relation_loss": 0.002875361847691238, "selected_pairs": 26925.7, "step": 18390, "student_distance_mean": 23.986343383789062, "teacher_distance_mean": 0.852979975938797, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.002875361847691238, "weighted_relation_loss": 0.002875361847691238 }, { "action_query_batch_std": 0.36517757177352905, "action_query_norm": 41.69330596923828, "action_relation_loss": 0.0027343094116076827, "auxiliary_loss_weight": 1.0, "epoch": 17.212347988774557, "flow_matching_loss": 0.023292243666946887, "grad_norm": 0.09211388975381851, "h_stock_valid_norm": 98.64687271118164, "invalid_tail_samples": 24.0, "learning_rate": 3.56064603885324e-05, "loss": 0.026, "positive_teacher_pairs": 26805.2, "query_h_norm_ratio": 0.4226580262184143, "relation_loss": 0.0027343094116076827, "selected_pairs": 26805.2, "step": 18400, "student_distance_mean": 24.23832778930664, "teacher_distance_mean": 0.8671962976455688, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0027343094116076827, "weighted_relation_loss": 0.0027343094116076827 }, { "action_query_batch_std": 0.3635497331619263, "action_query_norm": 41.64541893005371, "action_relation_loss": 0.0027664586901664733, "auxiliary_loss_weight": 1.0, "epoch": 17.221702525724975, "flow_matching_loss": 0.02356854286044836, "grad_norm": 0.11996409296989441, "h_stock_valid_norm": 98.50231323242187, "invalid_tail_samples": 28.2, "learning_rate": 3.5553686570216115e-05, "loss": 0.0263, "positive_teacher_pairs": 25846.2, "query_h_norm_ratio": 0.4227897137403488, "relation_loss": 0.0027664586901664733, "selected_pairs": 25846.2, "step": 18410, "student_distance_mean": 24.071712303161622, "teacher_distance_mean": 0.8588769912719727, "valid_action_samples": 227.8, "weighted_auxiliary_loss": 0.0027664586901664733, "weighted_relation_loss": 0.0027664586901664733 }, { "action_query_batch_std": 0.36164352893829343, "action_query_norm": 41.635607147216795, "action_relation_loss": 0.002882314007729292, "auxiliary_loss_weight": 1.0, "epoch": 17.231057062675397, "flow_matching_loss": 0.025124416872859, "grad_norm": 0.08165622502565384, "h_stock_valid_norm": 98.36162414550782, "invalid_tail_samples": 23.2, "learning_rate": 3.550093030553284e-05, "loss": 0.028, "positive_teacher_pairs": 26986.4, "query_h_norm_ratio": 0.4232939392328262, "relation_loss": 0.002882314007729292, "selected_pairs": 26986.4, "step": 18420, "student_distance_mean": 24.013101005554198, "teacher_distance_mean": 0.8565915644168853, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.002882314007729292, "weighted_relation_loss": 0.002882314007729292 }, { "action_query_batch_std": 0.36510559022426603, "action_query_norm": 41.667772674560545, "action_relation_loss": 0.002765445318073034, "auxiliary_loss_weight": 1.0, "epoch": 17.24041159962582, "flow_matching_loss": 0.02428321596235037, "grad_norm": 0.08317086845636368, "h_stock_valid_norm": 98.95100173950195, "invalid_tail_samples": 25.4, "learning_rate": 3.544819165858642e-05, "loss": 0.027, "positive_teacher_pairs": 26486.2, "query_h_norm_ratio": 0.4210997223854065, "relation_loss": 0.002765445318073034, "selected_pairs": 26486.2, "step": 18430, "student_distance_mean": 24.155502319335938, "teacher_distance_mean": 0.8600064158439636, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.002765445318073034, "weighted_relation_loss": 0.002765445318073034 }, { "action_query_batch_std": 0.36692692041397096, "action_query_norm": 41.6858268737793, "action_relation_loss": 0.0027458623051643373, "auxiliary_loss_weight": 1.0, "epoch": 17.24976613657624, "flow_matching_loss": 0.024834264442324637, "grad_norm": 0.08955556899309158, "h_stock_valid_norm": 99.0350227355957, "invalid_tail_samples": 22.7, "learning_rate": 3.539547069345926e-05, "loss": 0.0276, "positive_teacher_pairs": 27104.0, "query_h_norm_ratio": 0.42092489898204805, "relation_loss": 0.0027458623051643373, "selected_pairs": 27104.0, "step": 18440, "student_distance_mean": 24.2669620513916, "teacher_distance_mean": 0.8662505090236664, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.0027458623051643373, "weighted_relation_loss": 0.0027458623051643373 }, { "action_query_batch_std": 0.35844548642635343, "action_query_norm": 41.63329162597656, "action_relation_loss": 0.0029074735241010783, "auxiliary_loss_weight": 1.0, "epoch": 17.25912067352666, "flow_matching_loss": 0.024262231215834616, "grad_norm": 0.0797182247042656, "h_stock_valid_norm": 98.62799301147462, "invalid_tail_samples": 20.4, "learning_rate": 3.5342767474212344e-05, "loss": 0.0272, "positive_teacher_pairs": 27639.2, "query_h_norm_ratio": 0.4221262723207474, "relation_loss": 0.0029074735241010783, "selected_pairs": 27639.2, "step": 18450, "student_distance_mean": 23.73101234436035, "teacher_distance_mean": 0.8445306777954101, "valid_action_samples": 235.6, "weighted_auxiliary_loss": 0.0029074735241010783, "weighted_relation_loss": 0.0029074735241010783 }, { "action_query_batch_std": 0.3604997217655182, "action_query_norm": 41.639194107055665, "action_relation_loss": 0.0028171985410153865, "auxiliary_loss_weight": 1.0, "epoch": 17.26847521047708, "flow_matching_loss": 0.023791921325027943, "grad_norm": 0.09455300122499466, "h_stock_valid_norm": 98.2068717956543, "invalid_tail_samples": 22.1, "learning_rate": 3.529008206488502e-05, "loss": 0.0266, "positive_teacher_pairs": 27262.2, "query_h_norm_ratio": 0.4239968091249466, "relation_loss": 0.0028171985410153865, "selected_pairs": 27262.2, "step": 18460, "student_distance_mean": 23.945039176940917, "teacher_distance_mean": 0.8555312275886535, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.0028171985410153865, "weighted_relation_loss": 0.0028171985410153865 }, { "action_query_batch_std": 0.35833426713943484, "action_query_norm": 41.62038230895996, "action_relation_loss": 0.002878964738920331, "auxiliary_loss_weight": 1.0, "epoch": 17.277829747427504, "flow_matching_loss": 0.023578140884637833, "grad_norm": 0.09516565501689911, "h_stock_valid_norm": 98.1826286315918, "invalid_tail_samples": 24.1, "learning_rate": 3.5237414529495055e-05, "loss": 0.0265, "positive_teacher_pairs": 26790.1, "query_h_norm_ratio": 0.4239092439413071, "relation_loss": 0.002878964738920331, "selected_pairs": 26790.1, "step": 18470, "student_distance_mean": 23.762664604187012, "teacher_distance_mean": 0.8484342038631439, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.002878964738920331, "weighted_relation_loss": 0.002878964738920331 }, { "action_query_batch_std": 0.3611570566892624, "action_query_norm": 41.62482948303223, "action_relation_loss": 0.002775999438017607, "auxiliary_loss_weight": 1.0, "epoch": 17.287184284377922, "flow_matching_loss": 0.021956039778888225, "grad_norm": 0.09433170408010483, "h_stock_valid_norm": 98.52874755859375, "invalid_tail_samples": 23.4, "learning_rate": 3.5184764932038454e-05, "loss": 0.0247, "positive_teacher_pairs": 26943.2, "query_h_norm_ratio": 0.42246816456317904, "relation_loss": 0.002775999438017607, "selected_pairs": 26943.2, "step": 18480, "student_distance_mean": 23.941471099853516, "teacher_distance_mean": 0.8564285695552826, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.002775999438017607, "weighted_relation_loss": 0.002775999438017607 }, { "action_query_batch_std": 0.3608788222074509, "action_query_norm": 41.63911323547363, "action_relation_loss": 0.002829153183847666, "auxiliary_loss_weight": 1.0, "epoch": 17.296538821328344, "flow_matching_loss": 0.025318429991602897, "grad_norm": 0.07437030971050262, "h_stock_valid_norm": 98.55301971435547, "invalid_tail_samples": 23.9, "learning_rate": 3.513213333648945e-05, "loss": 0.0281, "positive_teacher_pairs": 26824.5, "query_h_norm_ratio": 0.4225051313638687, "relation_loss": 0.002829153183847666, "selected_pairs": 26824.5, "step": 18490, "student_distance_mean": 23.901860427856445, "teacher_distance_mean": 0.85255047082901, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.002829153183847666, "weighted_relation_loss": 0.002829153183847666 }, { "action_query_batch_std": 0.3669454246759415, "action_query_norm": 41.67475776672363, "action_relation_loss": 0.002831372735090554, "auxiliary_loss_weight": 1.0, "epoch": 17.305893358278766, "flow_matching_loss": 0.023530954495072365, "grad_norm": 0.1008560061454773, "h_stock_valid_norm": 99.1867904663086, "invalid_tail_samples": 23.3, "learning_rate": 3.5079519806800374e-05, "loss": 0.0264, "positive_teacher_pairs": 26961.5, "query_h_norm_ratio": 0.4201669543981552, "relation_loss": 0.002831372735090554, "selected_pairs": 26961.5, "step": 18500, "student_distance_mean": 24.266297149658204, "teacher_distance_mean": 0.8605756461620331, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.002831372735090554, "weighted_relation_loss": 0.002831372735090554 }, { "action_query_batch_std": 0.36296802163124087, "action_query_norm": 41.65305061340332, "action_relation_loss": 0.002848120266571641, "auxiliary_loss_weight": 1.0, "epoch": 17.315247895229184, "flow_matching_loss": 0.02543763369321823, "grad_norm": 0.09820523858070374, "h_stock_valid_norm": 99.1900016784668, "invalid_tail_samples": 24.4, "learning_rate": 3.502692440690165e-05, "loss": 0.0283, "positive_teacher_pairs": 26711.1, "query_h_norm_ratio": 0.4199352920055389, "relation_loss": 0.002848120266571641, "selected_pairs": 26711.1, "step": 18510, "student_distance_mean": 23.99757137298584, "teacher_distance_mean": 0.8524319231510162, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.002848120266571641, "weighted_relation_loss": 0.002848120266571641 }, { "action_query_batch_std": 0.3633705168962479, "action_query_norm": 41.643355178833005, "action_relation_loss": 0.002822555531747639, "auxiliary_loss_weight": 1.0, "epoch": 17.324602432179606, "flow_matching_loss": 0.02480455543845892, "grad_norm": 0.10668966919183731, "h_stock_valid_norm": 98.44186553955078, "invalid_tail_samples": 22.6, "learning_rate": 3.497434720070165e-05, "loss": 0.0276, "positive_teacher_pairs": 27124.8, "query_h_norm_ratio": 0.42302840650081636, "relation_loss": 0.002822555531747639, "selected_pairs": 27124.8, "step": 18520, "student_distance_mean": 24.06101016998291, "teacher_distance_mean": 0.8591370105743408, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.002822555531747639, "weighted_relation_loss": 0.002822555531747639 }, { "action_query_batch_std": 0.36173452734947203, "action_query_norm": 41.61268577575684, "action_relation_loss": 0.0027660041116178034, "auxiliary_loss_weight": 1.0, "epoch": 17.33395696913003, "flow_matching_loss": 0.02425333671271801, "grad_norm": 0.09740934520959854, "h_stock_valid_norm": 98.16307754516602, "invalid_tail_samples": 24.6, "learning_rate": 3.4921788252086616e-05, "loss": 0.027, "positive_teacher_pairs": 26673.5, "query_h_norm_ratio": 0.42391647696495055, "relation_loss": 0.0027660041116178034, "selected_pairs": 26673.5, "step": 18530, "student_distance_mean": 23.91819496154785, "teacher_distance_mean": 0.8537682354450226, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0027660041116178034, "weighted_relation_loss": 0.0027660041116178034 }, { "action_query_batch_std": 0.35927637815475466, "action_query_norm": 41.616434478759764, "action_relation_loss": 0.002887378679588437, "auxiliary_loss_weight": 1.0, "epoch": 17.34331150608045, "flow_matching_loss": 0.024470832757651807, "grad_norm": 0.10318230092525482, "h_stock_valid_norm": 97.93116836547851, "invalid_tail_samples": 21.4, "learning_rate": 3.486924762492065e-05, "loss": 0.0274, "positive_teacher_pairs": 27406.1, "query_h_norm_ratio": 0.42496044635772706, "relation_loss": 0.002887378679588437, "selected_pairs": 27406.1, "step": 18540, "student_distance_mean": 23.800197029113768, "teacher_distance_mean": 0.8477123320102692, "valid_action_samples": 234.6, "weighted_auxiliary_loss": 0.002887378679588437, "weighted_relation_loss": 0.002887378679588437 }, { "action_query_batch_std": 0.36372252702713015, "action_query_norm": 41.642604446411134, "action_relation_loss": 0.002774538565427065, "auxiliary_loss_weight": 1.0, "epoch": 17.35266604303087, "flow_matching_loss": 0.023960239440202712, "grad_norm": 0.09664306044578552, "h_stock_valid_norm": 98.23893356323242, "invalid_tail_samples": 23.1, "learning_rate": 3.4816725383045534e-05, "loss": 0.0267, "positive_teacher_pairs": 27017.8, "query_h_norm_ratio": 0.42389459908008575, "relation_loss": 0.002774538565427065, "selected_pairs": 27017.8, "step": 18550, "student_distance_mean": 24.10980091094971, "teacher_distance_mean": 0.8618335843086242, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.002774538565427065, "weighted_relation_loss": 0.002774538565427065 }, { "action_query_batch_std": 0.36055498719215395, "action_query_norm": 41.61036148071289, "action_relation_loss": 0.002861997974105179, "auxiliary_loss_weight": 1.0, "epoch": 17.36202057998129, "flow_matching_loss": 0.024960286729037762, "grad_norm": 0.10856472700834274, "h_stock_valid_norm": 98.25688705444335, "invalid_tail_samples": 23.9, "learning_rate": 3.476422159028079e-05, "loss": 0.0278, "positive_teacher_pairs": 26832.8, "query_h_norm_ratio": 0.4234928458929062, "relation_loss": 0.002861997974105179, "selected_pairs": 26832.8, "step": 18560, "student_distance_mean": 23.86324348449707, "teacher_distance_mean": 0.8548852801322937, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.002861997974105179, "weighted_relation_loss": 0.002861997974105179 }, { "action_query_batch_std": 0.3642189711332321, "action_query_norm": 41.637538528442384, "action_relation_loss": 0.0028490638360381126, "auxiliary_loss_weight": 1.0, "epoch": 17.371375116931713, "flow_matching_loss": 0.02328752875328064, "grad_norm": 0.1096220389008522, "h_stock_valid_norm": 98.14099502563477, "invalid_tail_samples": 22.1, "learning_rate": 3.471173631042345e-05, "loss": 0.0261, "positive_teacher_pairs": 27248.1, "query_h_norm_ratio": 0.424266853928566, "relation_loss": 0.0028490638360381126, "selected_pairs": 27248.1, "step": 18570, "student_distance_mean": 24.061820411682127, "teacher_distance_mean": 0.8571873545646668, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.0028490638360381126, "weighted_relation_loss": 0.0028490638360381126 }, { "action_query_batch_std": 0.36060247421264646, "action_query_norm": 41.60705757141113, "action_relation_loss": 0.002938175364397466, "auxiliary_loss_weight": 1.0, "epoch": 17.38072965388213, "flow_matching_loss": 0.0241843581199646, "grad_norm": 0.127560093998909, "h_stock_valid_norm": 98.0178436279297, "invalid_tail_samples": 23.4, "learning_rate": 3.465926960724808e-05, "loss": 0.0271, "positive_teacher_pairs": 26944.1, "query_h_norm_ratio": 0.42448765933513644, "relation_loss": 0.002938175364397466, "selected_pairs": 26944.1, "step": 18580, "student_distance_mean": 23.843624687194826, "teacher_distance_mean": 0.8488309144973755, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.002938175364397466, "weighted_relation_loss": 0.002938175364397466 }, { "action_query_batch_std": 0.3616303414106369, "action_query_norm": 41.61185417175293, "action_relation_loss": 0.002841659029945731, "auxiliary_loss_weight": 1.0, "epoch": 17.390084190832553, "flow_matching_loss": 0.022663427516818047, "grad_norm": 0.11365131288766861, "h_stock_valid_norm": 98.08361434936523, "invalid_tail_samples": 23.4, "learning_rate": 3.460682154450666e-05, "loss": 0.0255, "positive_teacher_pairs": 26937.2, "query_h_norm_ratio": 0.42424941062927246, "relation_loss": 0.002841659029945731, "selected_pairs": 26937.2, "step": 18590, "student_distance_mean": 23.90051403045654, "teacher_distance_mean": 0.8517044067382813, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.002841659029945731, "weighted_relation_loss": 0.002841659029945731 }, { "action_query_batch_std": 0.3629885971546173, "action_query_norm": 41.600585556030275, "action_relation_loss": 0.0027940648607909678, "auxiliary_loss_weight": 1.0, "epoch": 17.399438727782975, "flow_matching_loss": 0.024764124676585196, "grad_norm": 0.12513862550258636, "h_stock_valid_norm": 98.04924087524414, "invalid_tail_samples": 24.9, "learning_rate": 3.4554392185928564e-05, "loss": 0.0276, "positive_teacher_pairs": 26597.6, "query_h_norm_ratio": 0.4242845743894577, "relation_loss": 0.0027940648607909678, "selected_pairs": 26597.6, "step": 18600, "student_distance_mean": 23.969414901733398, "teacher_distance_mean": 0.8560985207557679, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.0027940648607909678, "weighted_relation_loss": 0.0027940648607909678 }, { "action_query_batch_std": 0.3581430524587631, "action_query_norm": 41.56569595336914, "action_relation_loss": 0.002832869067788124, "auxiliary_loss_weight": 1.0, "epoch": 17.408793264733397, "flow_matching_loss": 0.025299837067723274, "grad_norm": 0.13399386405944824, "h_stock_valid_norm": 98.21967010498047, "invalid_tail_samples": 24.8, "learning_rate": 3.450198159522037e-05, "loss": 0.0281, "positive_teacher_pairs": 26620.9, "query_h_norm_ratio": 0.42319696843624116, "relation_loss": 0.002832869067788124, "selected_pairs": 26620.9, "step": 18610, "student_distance_mean": 23.599951934814452, "teacher_distance_mean": 0.8441881775856018, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.002832869067788124, "weighted_relation_loss": 0.002832869067788124 }, { "action_query_batch_std": 0.36112105250358584, "action_query_norm": 41.58848609924316, "action_relation_loss": 0.002838453371077776, "auxiliary_loss_weight": 1.0, "epoch": 17.418147801683816, "flow_matching_loss": 0.022957101836800574, "grad_norm": 0.09916279464960098, "h_stock_valid_norm": 98.14603042602539, "invalid_tail_samples": 22.0, "learning_rate": 3.444958983606592e-05, "loss": 0.0258, "positive_teacher_pairs": 27264.3, "query_h_norm_ratio": 0.4237449079751968, "relation_loss": 0.002838453371077776, "selected_pairs": 27264.3, "step": 18620, "student_distance_mean": 23.814281463623047, "teacher_distance_mean": 0.8499880075454712, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.002838453371077776, "weighted_relation_loss": 0.002838453371077776 }, { "action_query_batch_std": 0.3608220398426056, "action_query_norm": 41.59285621643066, "action_relation_loss": 0.0026986805256456136, "auxiliary_loss_weight": 1.0, "epoch": 17.427502338634238, "flow_matching_loss": 0.024164142645895482, "grad_norm": 0.14986006915569305, "h_stock_valid_norm": 98.26900863647461, "invalid_tail_samples": 25.4, "learning_rate": 3.439721697212612e-05, "loss": 0.0269, "positive_teacher_pairs": 26484.2, "query_h_norm_ratio": 0.4232565999031067, "relation_loss": 0.0026986805256456136, "selected_pairs": 26484.2, "step": 18630, "student_distance_mean": 23.905772590637206, "teacher_distance_mean": 0.8525522589683533, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.0026986805256456136, "weighted_relation_loss": 0.0026986805256456136 }, { "action_query_batch_std": 0.3589614540338516, "action_query_norm": 41.57743377685547, "action_relation_loss": 0.002901098178699613, "auxiliary_loss_weight": 1.0, "epoch": 17.43685687558466, "flow_matching_loss": 0.022947430983185767, "grad_norm": 0.1007683053612709, "h_stock_valid_norm": 98.64135818481445, "invalid_tail_samples": 23.1, "learning_rate": 3.4344863067038954e-05, "loss": 0.0258, "positive_teacher_pairs": 27013.4, "query_h_norm_ratio": 0.42150221168994906, "relation_loss": 0.002901098178699613, "selected_pairs": 27013.4, "step": 18640, "student_distance_mean": 23.712784385681154, "teacher_distance_mean": 0.8482330143451691, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.002901098178699613, "weighted_relation_loss": 0.002901098178699613 }, { "action_query_batch_std": 0.35947910249233245, "action_query_norm": 41.58600959777832, "action_relation_loss": 0.0029167930362746118, "auxiliary_loss_weight": 1.0, "epoch": 17.446211412535078, "flow_matching_loss": 0.0242327980697155, "grad_norm": 0.10410035401582718, "h_stock_valid_norm": 98.60058059692383, "invalid_tail_samples": 22.5, "learning_rate": 3.429252818441935e-05, "loss": 0.0271, "positive_teacher_pairs": 27164.1, "query_h_norm_ratio": 0.42176732122898103, "relation_loss": 0.0029167930362746118, "selected_pairs": 27164.1, "step": 18650, "student_distance_mean": 23.788075637817382, "teacher_distance_mean": 0.8537384569644928, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.0029167930362746118, "weighted_relation_loss": 0.0029167930362746118 }, { "action_query_batch_std": 0.35782996714115145, "action_query_norm": 41.58056411743164, "action_relation_loss": 0.0028418405214324593, "auxiliary_loss_weight": 1.0, "epoch": 17.4555659494855, "flow_matching_loss": 0.02464668620377779, "grad_norm": 0.09223771840333939, "h_stock_valid_norm": 98.68634338378907, "invalid_tail_samples": 23.8, "learning_rate": 3.4240212387859094e-05, "loss": 0.0275, "positive_teacher_pairs": 26848.0, "query_h_norm_ratio": 0.42134317457675935, "relation_loss": 0.0028418405214324593, "selected_pairs": 26848.0, "step": 18660, "student_distance_mean": 23.688100624084473, "teacher_distance_mean": 0.8476728141307831, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.0028418405214324593, "weighted_relation_loss": 0.0028418405214324593 }, { "action_query_batch_std": 0.3659472346305847, "action_query_norm": 41.62601776123047, "action_relation_loss": 0.002728116558864713, "auxiliary_loss_weight": 1.0, "epoch": 17.464920486435922, "flow_matching_loss": 0.025280851125717162, "grad_norm": 0.08615841716527939, "h_stock_valid_norm": 98.29812774658203, "invalid_tail_samples": 21.6, "learning_rate": 3.418791574092686e-05, "loss": 0.028, "positive_teacher_pairs": 27369.4, "query_h_norm_ratio": 0.42347000241279603, "relation_loss": 0.002728116558864713, "selected_pairs": 27369.4, "step": 18670, "student_distance_mean": 24.093918228149413, "teacher_distance_mean": 0.8611822426319122, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.002728116558864713, "weighted_relation_loss": 0.002728116558864713 }, { "action_query_batch_std": 0.3614562153816223, "action_query_norm": 41.605272674560545, "action_relation_loss": 0.00274677702691406, "auxiliary_loss_weight": 1.0, "epoch": 17.474275023386344, "flow_matching_loss": 0.023336385563015937, "grad_norm": 0.10779755562543869, "h_stock_valid_norm": 97.7720115661621, "invalid_tail_samples": 23.2, "learning_rate": 3.413563830716796e-05, "loss": 0.0261, "positive_teacher_pairs": 26993.8, "query_h_norm_ratio": 0.42553913295269014, "relation_loss": 0.00274677702691406, "selected_pairs": 26993.8, "step": 18680, "student_distance_mean": 23.901690673828124, "teacher_distance_mean": 0.8535219192504883, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.00274677702691406, "weighted_relation_loss": 0.00274677702691406 }, { "action_query_batch_std": 0.35869724452495577, "action_query_norm": 41.549415588378906, "action_relation_loss": 0.002940490213222802, "auxiliary_loss_weight": 1.0, "epoch": 17.483629560336762, "flow_matching_loss": 0.02512795738875866, "grad_norm": 0.1204582005739212, "h_stock_valid_norm": 97.79364700317383, "invalid_tail_samples": 25.7, "learning_rate": 3.408338015010445e-05, "loss": 0.0281, "positive_teacher_pairs": 26410.1, "query_h_norm_ratio": 0.42487089037895204, "relation_loss": 0.002940490213222802, "selected_pairs": 26410.1, "step": 18690, "student_distance_mean": 23.674489784240723, "teacher_distance_mean": 0.8454993963241577, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.002940490213222802, "weighted_relation_loss": 0.002940490213222802 }, { "action_query_batch_std": 0.36287951469421387, "action_query_norm": 41.604713439941406, "action_relation_loss": 0.0027508421102538706, "auxiliary_loss_weight": 1.0, "epoch": 17.492984097287184, "flow_matching_loss": 0.024662415124475957, "grad_norm": 0.09169971197843552, "h_stock_valid_norm": 98.48234634399414, "invalid_tail_samples": 21.6, "learning_rate": 3.40311413332349e-05, "loss": 0.0274, "positive_teacher_pairs": 27367.3, "query_h_norm_ratio": 0.4224604606628418, "relation_loss": 0.0027508421102538706, "selected_pairs": 27367.3, "step": 18700, "student_distance_mean": 24.08653030395508, "teacher_distance_mean": 0.8630158305168152, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.0027508421102538706, "weighted_relation_loss": 0.0027508421102538706 }, { "action_query_batch_std": 0.3586602836847305, "action_query_norm": 41.564535522460936, "action_relation_loss": 0.0028812123695388437, "auxiliary_loss_weight": 1.0, "epoch": 17.502338634237606, "flow_matching_loss": 0.023108762875199317, "grad_norm": 0.08950021862983704, "h_stock_valid_norm": 98.35720825195312, "invalid_tail_samples": 24.7, "learning_rate": 3.3978921920034365e-05, "loss": 0.026, "positive_teacher_pairs": 26653.3, "query_h_norm_ratio": 0.422590509057045, "relation_loss": 0.0028812123695388437, "selected_pairs": 26653.3, "step": 18710, "student_distance_mean": 23.697336196899414, "teacher_distance_mean": 0.847247987985611, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.0028812123695388437, "weighted_relation_loss": 0.0028812123695388437 }, { "action_query_batch_std": 0.3623656094074249, "action_query_norm": 41.584794998168945, "action_relation_loss": 0.0028200376778841018, "auxiliary_loss_weight": 1.0, "epoch": 17.511693171188025, "flow_matching_loss": 0.022454961203038692, "grad_norm": 0.10146541893482208, "h_stock_valid_norm": 98.1075439453125, "invalid_tail_samples": 23.8, "learning_rate": 3.392672197395441e-05, "loss": 0.0253, "positive_teacher_pairs": 26851.6, "query_h_norm_ratio": 0.4238730549812317, "relation_loss": 0.0028200376778841018, "selected_pairs": 26851.6, "step": 18720, "student_distance_mean": 23.917364883422852, "teacher_distance_mean": 0.8552358031272889, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.0028200376778841018, "weighted_relation_loss": 0.0028200376778841018 }, { "action_query_batch_std": 0.3574276179075241, "action_query_norm": 41.54058265686035, "action_relation_loss": 0.002848169533535838, "auxiliary_loss_weight": 1.0, "epoch": 17.521047708138447, "flow_matching_loss": 0.0227958669885993, "grad_norm": 0.1589346081018448, "h_stock_valid_norm": 97.89476699829102, "invalid_tail_samples": 24.7, "learning_rate": 3.387454155842287e-05, "loss": 0.0256, "positive_teacher_pairs": 26643.4, "query_h_norm_ratio": 0.42434251606464385, "relation_loss": 0.002848169533535838, "selected_pairs": 26643.4, "step": 18730, "student_distance_mean": 23.72008361816406, "teacher_distance_mean": 0.8541475236415863, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.002848169533535838, "weighted_relation_loss": 0.002848169533535838 }, { "action_query_batch_std": 0.35850814580917356, "action_query_norm": 41.54294357299805, "action_relation_loss": 0.002687619859352708, "auxiliary_loss_weight": 1.0, "epoch": 17.53040224508887, "flow_matching_loss": 0.023535108752548696, "grad_norm": 0.11354735493659973, "h_stock_valid_norm": 98.02016525268554, "invalid_tail_samples": 23.3, "learning_rate": 3.382238073684386e-05, "loss": 0.0262, "positive_teacher_pairs": 26969.5, "query_h_norm_ratio": 0.4238245815038681, "relation_loss": 0.002687619859352708, "selected_pairs": 26969.5, "step": 18740, "student_distance_mean": 23.71334590911865, "teacher_distance_mean": 0.8529600441455841, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.002687619859352708, "weighted_relation_loss": 0.002687619859352708 }, { "action_query_batch_std": 0.3621318221092224, "action_query_norm": 41.57981910705566, "action_relation_loss": 0.0027621957240626218, "auxiliary_loss_weight": 1.0, "epoch": 17.53975678203929, "flow_matching_loss": 0.022880923189222812, "grad_norm": 0.10485169291496277, "h_stock_valid_norm": 98.0818260192871, "invalid_tail_samples": 22.8, "learning_rate": 3.377023957259771e-05, "loss": 0.0256, "positive_teacher_pairs": 27088.0, "query_h_norm_ratio": 0.423934206366539, "relation_loss": 0.0027621957240626218, "selected_pairs": 27088.0, "step": 18750, "student_distance_mean": 24.038321495056152, "teacher_distance_mean": 0.8624837458133697, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0027621957240626218, "weighted_relation_loss": 0.0027621957240626218 }, { "action_query_batch_std": 0.3642215430736542, "action_query_norm": 41.59193153381348, "action_relation_loss": 0.0028109503677114845, "auxiliary_loss_weight": 1.0, "epoch": 17.54911131898971, "flow_matching_loss": 0.024035608768463133, "grad_norm": 0.10714223980903625, "h_stock_valid_norm": 97.7531120300293, "invalid_tail_samples": 22.4, "learning_rate": 3.3718118129040835e-05, "loss": 0.0268, "positive_teacher_pairs": 27180.2, "query_h_norm_ratio": 0.4254811525344849, "relation_loss": 0.0028109503677114845, "selected_pairs": 27180.2, "step": 18760, "student_distance_mean": 24.142616081237794, "teacher_distance_mean": 0.8644888520240783, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.0028109503677114845, "weighted_relation_loss": 0.0028109503677114845 }, { "action_query_batch_std": 0.36516263484954836, "action_query_norm": 41.58696670532227, "action_relation_loss": 0.002811044082045555, "auxiliary_loss_weight": 1.0, "epoch": 17.55846585594013, "flow_matching_loss": 0.022263696789741515, "grad_norm": 0.11166641116142273, "h_stock_valid_norm": 97.86922988891601, "invalid_tail_samples": 23.4, "learning_rate": 3.3666016469505724e-05, "loss": 0.0251, "positive_teacher_pairs": 26943.6, "query_h_norm_ratio": 0.42492546439170836, "relation_loss": 0.002811044082045555, "selected_pairs": 26943.6, "step": 18770, "student_distance_mean": 23.993774604797363, "teacher_distance_mean": 0.8584478259086609, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.002811044082045555, "weighted_relation_loss": 0.002811044082045555 }, { "action_query_batch_std": 0.3610899567604065, "action_query_norm": 41.56824264526367, "action_relation_loss": 0.002824081317521632, "auxiliary_loss_weight": 1.0, "epoch": 17.567820392890553, "flow_matching_loss": 0.023259949497878553, "grad_norm": 0.08908072859048843, "h_stock_valid_norm": 97.5889503479004, "invalid_tail_samples": 23.7, "learning_rate": 3.361393465730079e-05, "loss": 0.0261, "positive_teacher_pairs": 26875.8, "query_h_norm_ratio": 0.42595831155776975, "relation_loss": 0.002824081317521632, "selected_pairs": 26875.8, "step": 18780, "student_distance_mean": 23.795072174072267, "teacher_distance_mean": 0.8527871072292328, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.002824081317521632, "weighted_relation_loss": 0.002824081317521632 }, { "action_query_batch_std": 0.36403191089630127, "action_query_norm": 41.567373275756836, "action_relation_loss": 0.0028736092615872623, "auxiliary_loss_weight": 1.0, "epoch": 17.57717492984097, "flow_matching_loss": 0.025668614357709885, "grad_norm": 0.11198552697896957, "h_stock_valid_norm": 97.82281951904297, "invalid_tail_samples": 23.5, "learning_rate": 3.3561872755710366e-05, "loss": 0.0285, "positive_teacher_pairs": 26922.0, "query_h_norm_ratio": 0.4249305218458176, "relation_loss": 0.0028736092615872623, "selected_pairs": 26922.0, "step": 18790, "student_distance_mean": 24.049661254882814, "teacher_distance_mean": 0.8570180416107178, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0028736092615872623, "weighted_relation_loss": 0.0028736092615872623 }, { "action_query_batch_std": 0.36192681193351744, "action_query_norm": 41.56192588806152, "action_relation_loss": 0.0027842733543366194, "auxiliary_loss_weight": 1.0, "epoch": 17.586529466791394, "flow_matching_loss": 0.02386308629065752, "grad_norm": 0.09120997786521912, "h_stock_valid_norm": 98.14227600097657, "invalid_tail_samples": 24.1, "learning_rate": 3.350983082799456e-05, "loss": 0.0266, "positive_teacher_pairs": 26780.2, "query_h_norm_ratio": 0.4234915554523468, "relation_loss": 0.0027842733543366194, "selected_pairs": 26780.2, "step": 18800, "student_distance_mean": 23.9873327255249, "teacher_distance_mean": 0.8574211001396179, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.0027842733543366194, "weighted_relation_loss": 0.0027842733543366194 }, { "action_query_batch_std": 0.35703770220279696, "action_query_norm": 41.52278518676758, "action_relation_loss": 0.0028549466980621217, "auxiliary_loss_weight": 1.0, "epoch": 17.595884003741816, "flow_matching_loss": 0.022050132043659687, "grad_norm": 0.10431592911481857, "h_stock_valid_norm": 97.95033340454101, "invalid_tail_samples": 24.2, "learning_rate": 3.34578089373892e-05, "loss": 0.0249, "positive_teacher_pairs": 26756.7, "query_h_norm_ratio": 0.4239173620939255, "relation_loss": 0.0028549466980621217, "selected_pairs": 26756.7, "step": 18810, "student_distance_mean": 23.591683387756348, "teacher_distance_mean": 0.848661071062088, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0028549466980621217, "weighted_relation_loss": 0.0028549466980621217 }, { "action_query_batch_std": 0.3622562050819397, "action_query_norm": 41.564910125732425, "action_relation_loss": 0.0027363076340407135, "auxiliary_loss_weight": 1.0, "epoch": 17.605238540692234, "flow_matching_loss": 0.021788351982831956, "grad_norm": 0.12547966837882996, "h_stock_valid_norm": 98.03889541625976, "invalid_tail_samples": 24.0, "learning_rate": 3.340580714710581e-05, "loss": 0.0245, "positive_teacher_pairs": 26800.5, "query_h_norm_ratio": 0.4239652931690216, "relation_loss": 0.0027363076340407135, "selected_pairs": 26800.5, "step": 18820, "student_distance_mean": 23.91604881286621, "teacher_distance_mean": 0.8630214631557465, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0027363076340407135, "weighted_relation_loss": 0.0027363076340407135 }, { "action_query_batch_std": 0.362293952703476, "action_query_norm": 41.58187599182129, "action_relation_loss": 0.002822795184329152, "auxiliary_loss_weight": 1.0, "epoch": 17.614593077642656, "flow_matching_loss": 0.023399336077272893, "grad_norm": 0.13126789033412933, "h_stock_valid_norm": 98.08432235717774, "invalid_tail_samples": 20.5, "learning_rate": 3.3353825520331466e-05, "loss": 0.0262, "positive_teacher_pairs": 27627.5, "query_h_norm_ratio": 0.4239425450563431, "relation_loss": 0.002822795184329152, "selected_pairs": 27627.5, "step": 18830, "student_distance_mean": 23.933966064453124, "teacher_distance_mean": 0.8551330327987671, "valid_action_samples": 235.5, "weighted_auxiliary_loss": 0.002822795184329152, "weighted_relation_loss": 0.002822795184329152 }, { "action_query_batch_std": 0.3566432327032089, "action_query_norm": 41.532597351074216, "action_relation_loss": 0.002809474105015397, "auxiliary_loss_weight": 1.0, "epoch": 17.623947614593078, "flow_matching_loss": 0.02296545747667551, "grad_norm": 0.08761792629957199, "h_stock_valid_norm": 97.99875259399414, "invalid_tail_samples": 26.8, "learning_rate": 3.330186412022876e-05, "loss": 0.0258, "positive_teacher_pairs": 26158.0, "query_h_norm_ratio": 0.42381306886672976, "relation_loss": 0.002809474105015397, "selected_pairs": 26158.0, "step": 18840, "student_distance_mean": 23.725415420532226, "teacher_distance_mean": 0.8504809737205505, "valid_action_samples": 229.2, "weighted_auxiliary_loss": 0.002809474105015397, "weighted_relation_loss": 0.002809474105015397 }, { "action_query_batch_std": 0.3584039151668549, "action_query_norm": 41.54461402893067, "action_relation_loss": 0.0028600260149687527, "auxiliary_loss_weight": 1.0, "epoch": 17.6333021515435, "flow_matching_loss": 0.021621453762054443, "grad_norm": 0.13334921002388, "h_stock_valid_norm": 98.01619720458984, "invalid_tail_samples": 24.8, "learning_rate": 3.324992300993568e-05, "loss": 0.0245, "positive_teacher_pairs": 26622.7, "query_h_norm_ratio": 0.42385609447956085, "relation_loss": 0.0028600260149687527, "selected_pairs": 26622.7, "step": 18850, "student_distance_mean": 23.643452644348145, "teacher_distance_mean": 0.8451345086097717, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0028600260149687527, "weighted_relation_loss": 0.0028600260149687527 }, { "action_query_batch_std": 0.35936957597732544, "action_query_norm": 41.539282608032224, "action_relation_loss": 0.0028713261475786568, "auxiliary_loss_weight": 1.0, "epoch": 17.64265668849392, "flow_matching_loss": 0.02323358803987503, "grad_norm": 0.1123945489525795, "h_stock_valid_norm": 98.43043975830078, "invalid_tail_samples": 24.2, "learning_rate": 3.319800225256556e-05, "loss": 0.0261, "positive_teacher_pairs": 26768.6, "query_h_norm_ratio": 0.4220190316438675, "relation_loss": 0.0028713261475786568, "selected_pairs": 26768.6, "step": 18860, "student_distance_mean": 23.77473373413086, "teacher_distance_mean": 0.8524449408054352, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0028713261475786568, "weighted_relation_loss": 0.0028713261475786568 }, { "action_query_batch_std": 0.36041370034217834, "action_query_norm": 41.562487030029295, "action_relation_loss": 0.0027294097235426307, "auxiliary_loss_weight": 1.0, "epoch": 17.65201122544434, "flow_matching_loss": 0.02387097030878067, "grad_norm": 0.12577790021896362, "h_stock_valid_norm": 98.89133682250977, "invalid_tail_samples": 25.4, "learning_rate": 3.314610191120702e-05, "loss": 0.0266, "positive_teacher_pairs": 26481.6, "query_h_norm_ratio": 0.42028687298297884, "relation_loss": 0.0027294097235426307, "selected_pairs": 26481.6, "step": 18870, "student_distance_mean": 23.925662422180174, "teacher_distance_mean": 0.8568965256214142, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.0027294097235426307, "weighted_relation_loss": 0.0027294097235426307 }, { "action_query_batch_std": 0.3596271723508835, "action_query_norm": 41.539483642578126, "action_relation_loss": 0.0027250644750893118, "auxiliary_loss_weight": 1.0, "epoch": 17.661365762394762, "flow_matching_loss": 0.02426184844225645, "grad_norm": 0.10968275368213654, "h_stock_valid_norm": 98.70999221801758, "invalid_tail_samples": 23.3, "learning_rate": 3.30942220489239e-05, "loss": 0.027, "positive_teacher_pairs": 26968.2, "query_h_norm_ratio": 0.4208300471305847, "relation_loss": 0.0027250644750893118, "selected_pairs": 26968.2, "step": 18880, "student_distance_mean": 23.794416427612305, "teacher_distance_mean": 0.8545475721359252, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0027250644750893118, "weighted_relation_loss": 0.0027250644750893118 }, { "action_query_batch_std": 0.36023335456848143, "action_query_norm": 41.53952522277832, "action_relation_loss": 0.002775159990414977, "auxiliary_loss_weight": 1.0, "epoch": 17.67072029934518, "flow_matching_loss": 0.024192156083881856, "grad_norm": 0.09291891753673553, "h_stock_valid_norm": 98.60261764526368, "invalid_tail_samples": 26.0, "learning_rate": 3.3042362728755086e-05, "loss": 0.027, "positive_teacher_pairs": 26341.2, "query_h_norm_ratio": 0.4212894380092621, "relation_loss": 0.002775159990414977, "selected_pairs": 26341.2, "step": 18890, "student_distance_mean": 23.90711917877197, "teacher_distance_mean": 0.8570530116558075, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.002775159990414977, "weighted_relation_loss": 0.002775159990414977 }, { "action_query_batch_std": 0.36061089634895327, "action_query_norm": 41.55465087890625, "action_relation_loss": 0.002718998584896326, "auxiliary_loss_weight": 1.0, "epoch": 17.680074836295603, "flow_matching_loss": 0.02388896346092224, "grad_norm": 0.08508531749248505, "h_stock_valid_norm": 97.99980697631835, "invalid_tail_samples": 23.0, "learning_rate": 3.299052401371456e-05, "loss": 0.0266, "positive_teacher_pairs": 27047.0, "query_h_norm_ratio": 0.42403298020362856, "relation_loss": 0.002718998584896326, "selected_pairs": 27047.0, "step": 18900, "student_distance_mean": 23.904906463623046, "teacher_distance_mean": 0.859105521440506, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.002718998584896326, "weighted_relation_loss": 0.002718998584896326 }, { "action_query_batch_std": 0.36239842474460604, "action_query_norm": 41.56935615539551, "action_relation_loss": 0.002717875875532627, "auxiliary_loss_weight": 1.0, "epoch": 17.689429373246025, "flow_matching_loss": 0.022372651472687723, "grad_norm": 0.09759984165430069, "h_stock_valid_norm": 98.17450408935547, "invalid_tail_samples": 21.9, "learning_rate": 3.293870596679125e-05, "loss": 0.0251, "positive_teacher_pairs": 27290.8, "query_h_norm_ratio": 0.4234263151884079, "relation_loss": 0.002717875875532627, "selected_pairs": 27290.8, "step": 18910, "student_distance_mean": 23.952204513549805, "teacher_distance_mean": 0.859463506937027, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.002717875875532627, "weighted_relation_loss": 0.002717875875532627 }, { "action_query_batch_std": 0.3618119090795517, "action_query_norm": 41.54955787658692, "action_relation_loss": 0.002834203839302063, "auxiliary_loss_weight": 1.0, "epoch": 17.698783910196447, "flow_matching_loss": 0.024379417672753333, "grad_norm": 0.13816095888614655, "h_stock_valid_norm": 98.06003646850586, "invalid_tail_samples": 22.5, "learning_rate": 3.288690865094895e-05, "loss": 0.0272, "positive_teacher_pairs": 27160.7, "query_h_norm_ratio": 0.4237170577049255, "relation_loss": 0.002834203839302063, "selected_pairs": 27160.7, "step": 18920, "student_distance_mean": 23.930883979797365, "teacher_distance_mean": 0.8573597371578217, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.002834203839302063, "weighted_relation_loss": 0.002834203839302063 }, { "action_query_batch_std": 0.3573495090007782, "action_query_norm": 41.493981170654294, "action_relation_loss": 0.0028239669511094688, "auxiliary_loss_weight": 1.0, "epoch": 17.708138447146865, "flow_matching_loss": 0.024412672966718674, "grad_norm": 0.09400282055139542, "h_stock_valid_norm": 97.76975936889649, "invalid_tail_samples": 24.9, "learning_rate": 3.283513212912632e-05, "loss": 0.0272, "positive_teacher_pairs": 26593.2, "query_h_norm_ratio": 0.42441015839576723, "relation_loss": 0.0028239669511094688, "selected_pairs": 26593.2, "step": 18930, "student_distance_mean": 23.624027252197266, "teacher_distance_mean": 0.8512759149074555, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.0028239669511094688, "weighted_relation_loss": 0.0028239669511094688 }, { "action_query_batch_std": 0.3553832441568375, "action_query_norm": 41.50299606323242, "action_relation_loss": 0.0028414529981091617, "auxiliary_loss_weight": 1.0, "epoch": 17.717492984097287, "flow_matching_loss": 0.02463209703564644, "grad_norm": 0.0866384506225586, "h_stock_valid_norm": 97.86859741210938, "invalid_tail_samples": 24.0, "learning_rate": 3.2783376464236684e-05, "loss": 0.0275, "positive_teacher_pairs": 26803.4, "query_h_norm_ratio": 0.4240714073181152, "relation_loss": 0.0028414529981091617, "selected_pairs": 26803.4, "step": 18940, "student_distance_mean": 23.601073265075684, "teacher_distance_mean": 0.8474095225334167, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0028414529981091617, "weighted_relation_loss": 0.0028414529981091617 }, { "action_query_batch_std": 0.3587613344192505, "action_query_norm": 41.50759506225586, "action_relation_loss": 0.002850751136429608, "auxiliary_loss_weight": 1.0, "epoch": 17.72684752104771, "flow_matching_loss": 0.02250206582248211, "grad_norm": 0.08703123033046722, "h_stock_valid_norm": 98.00902786254883, "invalid_tail_samples": 23.4, "learning_rate": 3.273164171916806e-05, "loss": 0.0254, "positive_teacher_pairs": 26943.3, "query_h_norm_ratio": 0.42351458966732025, "relation_loss": 0.002850751136429608, "selected_pairs": 26943.3, "step": 18950, "student_distance_mean": 23.734034538269043, "teacher_distance_mean": 0.8561357200145722, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.002850751136429608, "weighted_relation_loss": 0.002850751136429608 }, { "action_query_batch_std": 0.36078269481658937, "action_query_norm": 41.51881866455078, "action_relation_loss": 0.0028737506130710245, "auxiliary_loss_weight": 1.0, "epoch": 17.736202057998128, "flow_matching_loss": 0.024213880114257336, "grad_norm": 0.09268900007009506, "h_stock_valid_norm": 97.87969284057617, "invalid_tail_samples": 24.8, "learning_rate": 3.267992795678306e-05, "loss": 0.0271, "positive_teacher_pairs": 26634.4, "query_h_norm_ratio": 0.424186772108078, "relation_loss": 0.0028737506130710245, "selected_pairs": 26634.4, "step": 18960, "student_distance_mean": 23.855875396728514, "teacher_distance_mean": 0.8568017423152924, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0028737506130710245, "weighted_relation_loss": 0.0028737506130710245 }, { "action_query_batch_std": 0.3594249993562698, "action_query_norm": 41.50054817199707, "action_relation_loss": 0.0028646262362599373, "auxiliary_loss_weight": 1.0, "epoch": 17.74555659494855, "flow_matching_loss": 0.023777990974485873, "grad_norm": 0.08496342599391937, "h_stock_valid_norm": 97.66379241943359, "invalid_tail_samples": 23.7, "learning_rate": 3.2628235239918744e-05, "loss": 0.0266, "positive_teacher_pairs": 26881.1, "query_h_norm_ratio": 0.42493548393249514, "relation_loss": 0.0028646262362599373, "selected_pairs": 26881.1, "step": 18970, "student_distance_mean": 23.721554374694826, "teacher_distance_mean": 0.8502222955226898, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0028646262362599373, "weighted_relation_loss": 0.0028646262362599373 }, { "action_query_batch_std": 0.3582867443561554, "action_query_norm": 41.49713287353516, "action_relation_loss": 0.002840516879223287, "auxiliary_loss_weight": 1.0, "epoch": 17.75491113189897, "flow_matching_loss": 0.023931561037898064, "grad_norm": 0.11863023787736893, "h_stock_valid_norm": 97.82100219726563, "invalid_tail_samples": 23.4, "learning_rate": 3.2576563631386695e-05, "loss": 0.0268, "positive_teacher_pairs": 26942.5, "query_h_norm_ratio": 0.4242159008979797, "relation_loss": 0.002840516879223287, "selected_pairs": 26942.5, "step": 18980, "student_distance_mean": 23.629087829589842, "teacher_distance_mean": 0.8486142992973328, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.002840516879223287, "weighted_relation_loss": 0.002840516879223287 }, { "action_query_batch_std": 0.3589050441980362, "action_query_norm": 41.50753402709961, "action_relation_loss": 0.002891431818716228, "auxiliary_loss_weight": 1.0, "epoch": 17.764265668849394, "flow_matching_loss": 0.022692495584487916, "grad_norm": 0.09759300202131271, "h_stock_valid_norm": 97.92700576782227, "invalid_tail_samples": 26.1, "learning_rate": 3.252491319397275e-05, "loss": 0.0256, "positive_teacher_pairs": 26335.8, "query_h_norm_ratio": 0.42386502027511597, "relation_loss": 0.002891431818716228, "selected_pairs": 26335.8, "step": 18990, "student_distance_mean": 23.685289192199708, "teacher_distance_mean": 0.8515005767345428, "valid_action_samples": 229.9, "weighted_auxiliary_loss": 0.002891431818716228, "weighted_relation_loss": 0.002891431818716228 }, { "action_query_batch_std": 0.3608406990766525, "action_query_norm": 41.51017379760742, "action_relation_loss": 0.0028767250245437027, "auxiliary_loss_weight": 1.0, "epoch": 17.773620205799812, "flow_matching_loss": 0.02380475401878357, "grad_norm": 0.10769370198249817, "h_stock_valid_norm": 97.68225631713867, "invalid_tail_samples": 24.6, "learning_rate": 3.247328399043706e-05, "loss": 0.0267, "positive_teacher_pairs": 26663.1, "query_h_norm_ratio": 0.4249523639678955, "relation_loss": 0.0028767250245437027, "selected_pairs": 26663.1, "step": 19000, "student_distance_mean": 23.863079071044922, "teacher_distance_mean": 0.8576821208000183, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0028767250245437027, "weighted_relation_loss": 0.0028767250245437027 }, { "action_query_batch_std": 0.3607034295797348, "action_query_norm": 41.539558792114256, "action_relation_loss": 0.002809323580004275, "auxiliary_loss_weight": 1.0, "epoch": 17.782974742750234, "flow_matching_loss": 0.023486892506480218, "grad_norm": 0.11660180240869522, "h_stock_valid_norm": 97.6992088317871, "invalid_tail_samples": 21.6, "learning_rate": 3.242167608351399e-05, "loss": 0.0263, "positive_teacher_pairs": 27358.8, "query_h_norm_ratio": 0.42518246471881865, "relation_loss": 0.002809323580004275, "selected_pairs": 27358.8, "step": 19010, "student_distance_mean": 23.884040069580077, "teacher_distance_mean": 0.8560178697109222, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.002809323580004275, "weighted_relation_loss": 0.002809323580004275 }, { "action_query_batch_std": 0.3620270162820816, "action_query_norm": 41.53199577331543, "action_relation_loss": 0.0028511233162134887, "auxiliary_loss_weight": 1.0, "epoch": 17.792329279700656, "flow_matching_loss": 0.023607007041573525, "grad_norm": 0.11745256185531616, "h_stock_valid_norm": 98.40322952270508, "invalid_tail_samples": 22.4, "learning_rate": 3.2370089535911986e-05, "loss": 0.0265, "positive_teacher_pairs": 27173.5, "query_h_norm_ratio": 0.4220657616853714, "relation_loss": 0.0028511233162134887, "selected_pairs": 27173.5, "step": 19020, "student_distance_mean": 23.821820640563963, "teacher_distance_mean": 0.8555988490581512, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.0028511233162134887, "weighted_relation_loss": 0.0028511233162134887 }, { "action_query_batch_std": 0.3586531072854996, "action_query_norm": 41.50255279541015, "action_relation_loss": 0.002928019408136606, "auxiliary_loss_weight": 1.0, "epoch": 17.801683816651074, "flow_matching_loss": 0.0240304185077548, "grad_norm": 0.1024695411324501, "h_stock_valid_norm": 98.48077774047852, "invalid_tail_samples": 25.0, "learning_rate": 3.23185244103136e-05, "loss": 0.027, "positive_teacher_pairs": 26572.0, "query_h_norm_ratio": 0.42143098413944247, "relation_loss": 0.002928019408136606, "selected_pairs": 26572.0, "step": 19030, "student_distance_mean": 23.607814598083497, "teacher_distance_mean": 0.8479469001293183, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.002928019408136606, "weighted_relation_loss": 0.002928019408136606 }, { "action_query_batch_std": 0.36173448860645296, "action_query_norm": 41.491799926757814, "action_relation_loss": 0.0027551221661269664, "auxiliary_loss_weight": 1.0, "epoch": 17.811038353601496, "flow_matching_loss": 0.024089815840125085, "grad_norm": 0.10187318921089172, "h_stock_valid_norm": 98.1889144897461, "invalid_tail_samples": 25.8, "learning_rate": 3.22669807693753e-05, "loss": 0.0268, "positive_teacher_pairs": 26384.6, "query_h_norm_ratio": 0.42257300317287444, "relation_loss": 0.0027551221661269664, "selected_pairs": 26384.6, "step": 19040, "student_distance_mean": 23.73546085357666, "teacher_distance_mean": 0.8528661787509918, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.0027551221661269664, "weighted_relation_loss": 0.0027551221661269664 }, { "action_query_batch_std": 0.36795127093791963, "action_query_norm": 41.54629364013672, "action_relation_loss": 0.0027972857234999536, "auxiliary_loss_weight": 1.0, "epoch": 17.82039289055192, "flow_matching_loss": 0.025444414094090463, "grad_norm": 0.10477697849273682, "h_stock_valid_norm": 98.32815551757812, "invalid_tail_samples": 20.7, "learning_rate": 3.2215458675727495e-05, "loss": 0.0282, "positive_teacher_pairs": 27579.6, "query_h_norm_ratio": 0.4225297838449478, "relation_loss": 0.0027972857234999536, "selected_pairs": 27579.6, "step": 19050, "student_distance_mean": 24.170174407958985, "teacher_distance_mean": 0.8675057232379914, "valid_action_samples": 235.3, "weighted_auxiliary_loss": 0.0027972857234999536, "weighted_relation_loss": 0.0027972857234999536 }, { "action_query_batch_std": 0.36313726007938385, "action_query_norm": 41.513056945800784, "action_relation_loss": 0.002839313098229468, "auxiliary_loss_weight": 1.0, "epoch": 17.82974742750234, "flow_matching_loss": 0.023823751509189604, "grad_norm": 0.10303233563899994, "h_stock_valid_norm": 98.0692352294922, "invalid_tail_samples": 24.7, "learning_rate": 3.216395819197438e-05, "loss": 0.0267, "positive_teacher_pairs": 26638.7, "query_h_norm_ratio": 0.42330682575702666, "relation_loss": 0.002839313098229468, "selected_pairs": 26638.7, "step": 19060, "student_distance_mean": 23.988732528686523, "teacher_distance_mean": 0.8628901720046998, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.002839313098229468, "weighted_relation_loss": 0.002839313098229468 }, { "action_query_batch_std": 0.3563916623592377, "action_query_norm": 41.492240524291994, "action_relation_loss": 0.002823011390864849, "auxiliary_loss_weight": 1.0, "epoch": 17.83910196445276, "flow_matching_loss": 0.02310802899301052, "grad_norm": 0.17021654546260834, "h_stock_valid_norm": 98.00934982299805, "invalid_tail_samples": 23.1, "learning_rate": 3.211247938069387e-05, "loss": 0.0259, "positive_teacher_pairs": 27025.6, "query_h_norm_ratio": 0.42335209548473357, "relation_loss": 0.002823011390864849, "selected_pairs": 27025.6, "step": 19070, "student_distance_mean": 23.643420028686524, "teacher_distance_mean": 0.8530223488807678, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.002823011390864849, "weighted_relation_loss": 0.002823011390864849 }, { "action_query_batch_std": 0.3612700581550598, "action_query_norm": 41.50589218139648, "action_relation_loss": 0.0026712379651144145, "auxiliary_loss_weight": 1.0, "epoch": 17.84845650140318, "flow_matching_loss": 0.024167279340326787, "grad_norm": 0.10026083141565323, "h_stock_valid_norm": 98.1725357055664, "invalid_tail_samples": 25.6, "learning_rate": 3.206102230443759e-05, "loss": 0.0268, "positive_teacher_pairs": 26436.9, "query_h_norm_ratio": 0.42278910875320436, "relation_loss": 0.0026712379651144145, "selected_pairs": 26436.9, "step": 19080, "student_distance_mean": 23.888658714294433, "teacher_distance_mean": 0.8581237733364105, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.0026712379651144145, "weighted_relation_loss": 0.0026712379651144145 }, { "action_query_batch_std": 0.35685337483882906, "action_query_norm": 41.482547760009766, "action_relation_loss": 0.0027846617856994273, "auxiliary_loss_weight": 1.0, "epoch": 17.857811038353603, "flow_matching_loss": 0.024244486540555953, "grad_norm": 0.11290956288576126, "h_stock_valid_norm": 98.34361267089844, "invalid_tail_samples": 27.0, "learning_rate": 3.2009587025730764e-05, "loss": 0.027, "positive_teacher_pairs": 26113.4, "query_h_norm_ratio": 0.4218147784471512, "relation_loss": 0.0027846617856994273, "selected_pairs": 26113.4, "step": 19090, "student_distance_mean": 23.708225059509278, "teacher_distance_mean": 0.8547636091709137, "valid_action_samples": 229.0, "weighted_auxiliary_loss": 0.0027846617856994273, "weighted_relation_loss": 0.0027846617856994273 }, { "action_query_batch_std": 0.36196483075618746, "action_query_norm": 41.50472221374512, "action_relation_loss": 0.0028033946407958867, "auxiliary_loss_weight": 1.0, "epoch": 17.86716557530402, "flow_matching_loss": 0.022957334481179714, "grad_norm": 0.10723144561052322, "h_stock_valid_norm": 97.95856704711915, "invalid_tail_samples": 22.1, "learning_rate": 3.195817360707207e-05, "loss": 0.0258, "positive_teacher_pairs": 27247.5, "query_h_norm_ratio": 0.4236998915672302, "relation_loss": 0.0028033946407958867, "selected_pairs": 27247.5, "step": 19100, "student_distance_mean": 23.8128454208374, "teacher_distance_mean": 0.8567805290222168, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.0028033946407958867, "weighted_relation_loss": 0.0028033946407958867 }, { "action_query_batch_std": 0.3620623052120209, "action_query_norm": 41.4915771484375, "action_relation_loss": 0.002723863604478538, "auxiliary_loss_weight": 1.0, "epoch": 17.876520112254443, "flow_matching_loss": 0.021597293205559254, "grad_norm": 0.09045445173978806, "h_stock_valid_norm": 97.82177963256837, "invalid_tail_samples": 25.2, "learning_rate": 3.19067821109337e-05, "loss": 0.0243, "positive_teacher_pairs": 26526.9, "query_h_norm_ratio": 0.42415663599967957, "relation_loss": 0.002723863604478538, "selected_pairs": 26526.9, "step": 19110, "student_distance_mean": 23.99604721069336, "teacher_distance_mean": 0.8633838295936584, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.002723863604478538, "weighted_relation_loss": 0.002723863604478538 }, { "action_query_batch_std": 0.3601249784231186, "action_query_norm": 41.482369613647464, "action_relation_loss": 0.0027581699658185245, "auxiliary_loss_weight": 1.0, "epoch": 17.885874649204865, "flow_matching_loss": 0.023617283441126347, "grad_norm": 0.09971446543931961, "h_stock_valid_norm": 97.71108932495117, "invalid_tail_samples": 23.5, "learning_rate": 3.185541259976114e-05, "loss": 0.0264, "positive_teacher_pairs": 26915.6, "query_h_norm_ratio": 0.4245435416698456, "relation_loss": 0.0027581699658185245, "selected_pairs": 26915.6, "step": 19120, "student_distance_mean": 23.74877586364746, "teacher_distance_mean": 0.8546323716640473, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0027581699658185245, "weighted_relation_loss": 0.0027581699658185245 }, { "action_query_batch_std": 0.3572971343994141, "action_query_norm": 41.490908813476565, "action_relation_loss": 0.0026908279629424213, "auxiliary_loss_weight": 1.0, "epoch": 17.895229186155284, "flow_matching_loss": 0.02277868930250406, "grad_norm": 0.10333620011806488, "h_stock_valid_norm": 97.89835205078126, "invalid_tail_samples": 22.4, "learning_rate": 3.180406513597316e-05, "loss": 0.0255, "positive_teacher_pairs": 27181.6, "query_h_norm_ratio": 0.42381811141967773, "relation_loss": 0.0026908279629424213, "selected_pairs": 27181.6, "step": 19130, "student_distance_mean": 23.57673625946045, "teacher_distance_mean": 0.8495950758457184, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.0026908279629424213, "weighted_relation_loss": 0.0026908279629424213 }, { "action_query_batch_std": 0.3622234106063843, "action_query_norm": 41.49251174926758, "action_relation_loss": 0.0028177032014355063, "auxiliary_loss_weight": 1.0, "epoch": 17.904583723105706, "flow_matching_loss": 0.02486497312784195, "grad_norm": 0.11503422260284424, "h_stock_valid_norm": 98.08628997802734, "invalid_tail_samples": 22.8, "learning_rate": 3.1752739781961835e-05, "loss": 0.0277, "positive_teacher_pairs": 27081.5, "query_h_norm_ratio": 0.4230236500501633, "relation_loss": 0.0028177032014355063, "selected_pairs": 27081.5, "step": 19140, "student_distance_mean": 23.847881507873534, "teacher_distance_mean": 0.8600888133049012, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0028177032014355063, "weighted_relation_loss": 0.0028177032014355063 }, { "action_query_batch_std": 0.35484537184238435, "action_query_norm": 41.45974617004394, "action_relation_loss": 0.002673183334991336, "auxiliary_loss_weight": 1.0, "epoch": 17.913938260056128, "flow_matching_loss": 0.024810289964079857, "grad_norm": 0.08469665050506592, "h_stock_valid_norm": 98.10970840454101, "invalid_tail_samples": 26.1, "learning_rate": 3.170143660009228e-05, "loss": 0.0275, "positive_teacher_pairs": 26319.1, "query_h_norm_ratio": 0.42258996367454527, "relation_loss": 0.002673183334991336, "selected_pairs": 26319.1, "step": 19150, "student_distance_mean": 23.518774604797365, "teacher_distance_mean": 0.8480320274829865, "valid_action_samples": 229.9, "weighted_auxiliary_loss": 0.002673183334991336, "weighted_relation_loss": 0.002673183334991336 }, { "action_query_batch_std": 0.35855036079883573, "action_query_norm": 41.45901679992676, "action_relation_loss": 0.0027475317940115927, "auxiliary_loss_weight": 1.0, "epoch": 17.92329279700655, "flow_matching_loss": 0.0228135509416461, "grad_norm": 0.09406659752130508, "h_stock_valid_norm": 98.40460586547852, "invalid_tail_samples": 24.8, "learning_rate": 3.16501556527027e-05, "loss": 0.0256, "positive_teacher_pairs": 26629.6, "query_h_norm_ratio": 0.42131529450416566, "relation_loss": 0.0027475317940115927, "selected_pairs": 26629.6, "step": 19160, "student_distance_mean": 23.493017578125, "teacher_distance_mean": 0.8475718796253204, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0027475317940115927, "weighted_relation_loss": 0.0027475317940115927 }, { "action_query_batch_std": 0.3573917210102081, "action_query_norm": 41.472578811645505, "action_relation_loss": 0.002753725461661816, "auxiliary_loss_weight": 1.0, "epoch": 17.932647333956968, "flow_matching_loss": 0.02318431679159403, "grad_norm": 0.0802338570356369, "h_stock_valid_norm": 98.39999923706054, "invalid_tail_samples": 20.9, "learning_rate": 3.1598897002104265e-05, "loss": 0.0259, "positive_teacher_pairs": 27526.3, "query_h_norm_ratio": 0.421471044421196, "relation_loss": 0.002753725461661816, "selected_pairs": 27526.3, "step": 19170, "student_distance_mean": 23.608107376098634, "teacher_distance_mean": 0.8486570298671723, "valid_action_samples": 235.1, "weighted_auxiliary_loss": 0.002753725461661816, "weighted_relation_loss": 0.002753725461661816 }, { "action_query_batch_std": 0.36230852007865905, "action_query_norm": 41.50362358093262, "action_relation_loss": 0.0028609688859432937, "auxiliary_loss_weight": 1.0, "epoch": 17.94200187090739, "flow_matching_loss": 0.023000023700296877, "grad_norm": 0.09073717892169952, "h_stock_valid_norm": 98.28783416748047, "invalid_tail_samples": 25.4, "learning_rate": 3.154766071058108e-05, "loss": 0.0259, "positive_teacher_pairs": 26483.2, "query_h_norm_ratio": 0.42226931154727937, "relation_loss": 0.0028609688859432937, "selected_pairs": 26483.2, "step": 19180, "student_distance_mean": 23.93866138458252, "teacher_distance_mean": 0.859505432844162, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.0028609688859432937, "weighted_relation_loss": 0.0028609688859432937 }, { "action_query_batch_std": 0.35748687386512756, "action_query_norm": 41.44481773376465, "action_relation_loss": 0.0028607377549633383, "auxiliary_loss_weight": 1.0, "epoch": 17.951356407857812, "flow_matching_loss": 0.02304181382060051, "grad_norm": 0.09975646436214447, "h_stock_valid_norm": 97.8285514831543, "invalid_tail_samples": 23.6, "learning_rate": 3.149644684039008e-05, "loss": 0.0259, "positive_teacher_pairs": 26896.1, "query_h_norm_ratio": 0.42365066409111024, "relation_loss": 0.0028607377549633383, "selected_pairs": 26896.1, "step": 19190, "student_distance_mean": 23.58475532531738, "teacher_distance_mean": 0.8509203493595123, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0028607377549633383, "weighted_relation_loss": 0.0028607377549633383 }, { "action_query_batch_std": 0.3584145486354828, "action_query_norm": 41.44669761657715, "action_relation_loss": 0.0028712031897157432, "auxiliary_loss_weight": 1.0, "epoch": 17.96071094480823, "flow_matching_loss": 0.02372115906327963, "grad_norm": 0.10137857496738434, "h_stock_valid_norm": 97.64738540649414, "invalid_tail_samples": 26.5, "learning_rate": 3.144525545376095e-05, "loss": 0.0266, "positive_teacher_pairs": 26225.4, "query_h_norm_ratio": 0.4244550108909607, "relation_loss": 0.0028712031897157432, "selected_pairs": 26225.4, "step": 19200, "student_distance_mean": 23.69122943878174, "teacher_distance_mean": 0.8552833795547485, "valid_action_samples": 229.5, "weighted_auxiliary_loss": 0.0028712031897157432, "weighted_relation_loss": 0.0028712031897157432 }, { "action_query_batch_std": 0.35771130621433256, "action_query_norm": 41.468824768066405, "action_relation_loss": 0.002817454095929861, "auxiliary_loss_weight": 1.0, "epoch": 17.970065481758652, "flow_matching_loss": 0.022931273840367795, "grad_norm": 0.08102462440729141, "h_stock_valid_norm": 97.65718536376953, "invalid_tail_samples": 25.8, "learning_rate": 3.139408661289603e-05, "loss": 0.0257, "positive_teacher_pairs": 26388.2, "query_h_norm_ratio": 0.4246378064155579, "relation_loss": 0.002817454095929861, "selected_pairs": 26388.2, "step": 19210, "student_distance_mean": 23.665503311157227, "teacher_distance_mean": 0.8518975794315338, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.002817454095929861, "weighted_relation_loss": 0.002817454095929861 }, { "action_query_batch_std": 0.3629310578107834, "action_query_norm": 41.475590515136716, "action_relation_loss": 0.002833176264539361, "auxiliary_loss_weight": 1.0, "epoch": 17.979420018709074, "flow_matching_loss": 0.02265915498137474, "grad_norm": 0.10410536825656891, "h_stock_valid_norm": 97.77486038208008, "invalid_tail_samples": 25.0, "learning_rate": 3.134294037997032e-05, "loss": 0.0255, "positive_teacher_pairs": 26577.9, "query_h_norm_ratio": 0.42419821321964263, "relation_loss": 0.002833176264539361, "selected_pairs": 26577.9, "step": 19220, "student_distance_mean": 24.00935592651367, "teacher_distance_mean": 0.8646668195724487, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.002833176264539361, "weighted_relation_loss": 0.002833176264539361 }, { "action_query_batch_std": 0.35673301815986636, "action_query_norm": 41.457810974121095, "action_relation_loss": 0.002763610752299428, "auxiliary_loss_weight": 1.0, "epoch": 17.988774555659496, "flow_matching_loss": 0.022704635560512543, "grad_norm": 0.1001870408654213, "h_stock_valid_norm": 97.62434310913086, "invalid_tail_samples": 22.9, "learning_rate": 3.129181681713127e-05, "loss": 0.0255, "positive_teacher_pairs": 27057.2, "query_h_norm_ratio": 0.4246671885251999, "relation_loss": 0.002763610752299428, "selected_pairs": 27057.2, "step": 19230, "student_distance_mean": 23.643404388427733, "teacher_distance_mean": 0.8520458459854126, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.002763610752299428, "weighted_relation_loss": 0.002763610752299428 }, { "action_query_batch_std": 0.35639767348766327, "action_query_norm": 41.43563957214356, "action_relation_loss": 0.002669444400817156, "auxiliary_loss_weight": 1.0, "epoch": 17.998129092609915, "flow_matching_loss": 0.024563679285347462, "grad_norm": 0.12982575595378876, "h_stock_valid_norm": 98.01669311523438, "invalid_tail_samples": 24.3, "learning_rate": 3.1240715986498855e-05, "loss": 0.0272, "positive_teacher_pairs": 26733.5, "query_h_norm_ratio": 0.4227430999279022, "relation_loss": 0.002669444400817156, "selected_pairs": 26733.5, "step": 19240, "student_distance_mean": 23.4914493560791, "teacher_distance_mean": 0.849436491727829, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.002669444400817156, "weighted_relation_loss": 0.002669444400817156 }, { "action_query_batch_std": 0.3581672877073288, "action_query_norm": 41.4740852355957, "action_relation_loss": 0.002736278926022351, "auxiliary_loss_weight": 1.0, "epoch": 18.007483629560337, "flow_matching_loss": 0.024217230454087257, "grad_norm": 0.11759805679321289, "h_stock_valid_norm": 98.04992294311523, "invalid_tail_samples": 19.1, "learning_rate": 3.1189637950165394e-05, "loss": 0.027, "positive_teacher_pairs": 24955.9, "query_h_norm_ratio": 0.42299116849899293, "relation_loss": 0.002736278926022351, "selected_pairs": 24955.9, "step": 19250, "student_distance_mean": 23.714816093444824, "teacher_distance_mean": 0.8541015625, "valid_action_samples": 217.0, "weighted_auxiliary_loss": 0.002736278926022351, "weighted_relation_loss": 0.002736278926022351 }, { "action_query_batch_std": 0.36507436633110046, "action_query_norm": 41.49333534240723, "action_relation_loss": 0.0026727113872766495, "auxiliary_loss_weight": 1.0, "epoch": 18.01683816651076, "flow_matching_loss": 0.023438489250838756, "grad_norm": 0.10641654580831528, "h_stock_valid_norm": 98.03143310546875, "invalid_tail_samples": 21.3, "learning_rate": 3.1138582770195544e-05, "loss": 0.0261, "positive_teacher_pairs": 27433.0, "query_h_norm_ratio": 0.4232703894376755, "relation_loss": 0.0026727113872766495, "selected_pairs": 27433.0, "step": 19260, "student_distance_mean": 24.09275665283203, "teacher_distance_mean": 0.8679484009742737, "valid_action_samples": 234.7, "weighted_auxiliary_loss": 0.0026727113872766495, "weighted_relation_loss": 0.0026727113872766495 }, { "action_query_batch_std": 0.35786008536815644, "action_query_norm": 41.47642860412598, "action_relation_loss": 0.0027554942527785896, "auxiliary_loss_weight": 1.0, "epoch": 18.026192703461177, "flow_matching_loss": 0.02355671264231205, "grad_norm": 0.08615340292453766, "h_stock_valid_norm": 97.82714004516602, "invalid_tail_samples": 23.6, "learning_rate": 3.108755050862615e-05, "loss": 0.0263, "positive_teacher_pairs": 26895.0, "query_h_norm_ratio": 0.423979315161705, "relation_loss": 0.0027554942527785896, "selected_pairs": 26895.0, "step": 19270, "student_distance_mean": 23.620745849609374, "teacher_distance_mean": 0.8464107871055603, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0027554942527785896, "weighted_relation_loss": 0.0027554942527785896 }, { "action_query_batch_std": 0.3621866166591644, "action_query_norm": 41.48133010864258, "action_relation_loss": 0.002535320189781487, "auxiliary_loss_weight": 1.0, "epoch": 18.0355472404116, "flow_matching_loss": 0.02501037362962961, "grad_norm": 0.17279686033725739, "h_stock_valid_norm": 97.99017715454102, "invalid_tail_samples": 21.5, "learning_rate": 3.1036541227466204e-05, "loss": 0.0275, "positive_teacher_pairs": 27379.5, "query_h_norm_ratio": 0.4233247756958008, "relation_loss": 0.002535320189781487, "selected_pairs": 27379.5, "step": 19280, "student_distance_mean": 23.90064353942871, "teacher_distance_mean": 0.8583579957485199, "valid_action_samples": 234.5, "weighted_auxiliary_loss": 0.002535320189781487, "weighted_relation_loss": 0.002535320189781487 }, { "action_query_batch_std": 0.3623041152954102, "action_query_norm": 41.44520454406738, "action_relation_loss": 0.0026081228163093327, "auxiliary_loss_weight": 1.0, "epoch": 18.04490177736202, "flow_matching_loss": 0.02327980250120163, "grad_norm": 0.11320079118013382, "h_stock_valid_norm": 98.22073287963867, "invalid_tail_samples": 24.8, "learning_rate": 3.0985554988696786e-05, "loss": 0.0259, "positive_teacher_pairs": 26622.2, "query_h_norm_ratio": 0.42196066677570343, "relation_loss": 0.0026081228163093327, "selected_pairs": 26622.2, "step": 19290, "student_distance_mean": 24.016537284851076, "teacher_distance_mean": 0.8675544619560241, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0026081228163093327, "weighted_relation_loss": 0.0026081228163093327 }, { "action_query_batch_std": 0.36061896979808805, "action_query_norm": 41.463731384277345, "action_relation_loss": 0.0027009929064661263, "auxiliary_loss_weight": 1.0, "epoch": 18.054256314312443, "flow_matching_loss": 0.023587910272181035, "grad_norm": 0.1179160624742508, "h_stock_valid_norm": 98.21023941040039, "invalid_tail_samples": 22.5, "learning_rate": 3.093459185427102e-05, "loss": 0.0263, "positive_teacher_pairs": 27150.4, "query_h_norm_ratio": 0.42219552397727966, "relation_loss": 0.0027009929064661263, "selected_pairs": 27150.4, "step": 19300, "student_distance_mean": 23.759381675720213, "teacher_distance_mean": 0.8553444743156433, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.0027009929064661263, "weighted_relation_loss": 0.0027009929064661263 }, { "action_query_batch_std": 0.3589116603136063, "action_query_norm": 41.44496307373047, "action_relation_loss": 0.0026479646330699325, "auxiliary_loss_weight": 1.0, "epoch": 18.06361085126286, "flow_matching_loss": 0.022270402126014232, "grad_norm": 0.07799434661865234, "h_stock_valid_norm": 98.36068572998047, "invalid_tail_samples": 25.0, "learning_rate": 3.0883651886113905e-05, "loss": 0.0249, "positive_teacher_pairs": 26582.5, "query_h_norm_ratio": 0.42136096954345703, "relation_loss": 0.0026479646330699325, "selected_pairs": 26582.5, "step": 19310, "student_distance_mean": 23.694946098327637, "teacher_distance_mean": 0.8530652940273284, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.0026479646330699325, "weighted_relation_loss": 0.0026479646330699325 }, { "action_query_batch_std": 0.3570502996444702, "action_query_norm": 41.460107421875, "action_relation_loss": 0.0028401265852153303, "auxiliary_loss_weight": 1.0, "epoch": 18.072965388213284, "flow_matching_loss": 0.023603460192680357, "grad_norm": 0.0947563424706459, "h_stock_valid_norm": 98.15598602294922, "invalid_tail_samples": 24.3, "learning_rate": 3.0832735146122294e-05, "loss": 0.0264, "positive_teacher_pairs": 26733.4, "query_h_norm_ratio": 0.4223919838666916, "relation_loss": 0.0028401265852153303, "selected_pairs": 26733.4, "step": 19320, "student_distance_mean": 23.62377986907959, "teacher_distance_mean": 0.8500696539878845, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0028401265852153303, "weighted_relation_loss": 0.0028401265852153303 }, { "action_query_batch_std": 0.3606134384870529, "action_query_norm": 41.481888961791995, "action_relation_loss": 0.002553727198392153, "auxiliary_loss_weight": 1.0, "epoch": 18.082319925163706, "flow_matching_loss": 0.02342517152428627, "grad_norm": 0.10154161602258682, "h_stock_valid_norm": 97.96357879638671, "invalid_tail_samples": 22.7, "learning_rate": 3.078184169616485e-05, "loss": 0.026, "positive_teacher_pairs": 27105.8, "query_h_norm_ratio": 0.42344391644001006, "relation_loss": 0.002553727198392153, "selected_pairs": 27105.8, "step": 19330, "student_distance_mean": 23.905222702026368, "teacher_distance_mean": 0.8617388665676117, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.002553727198392153, "weighted_relation_loss": 0.002553727198392153 }, { "action_query_batch_std": 0.3574449300765991, "action_query_norm": 41.44853248596191, "action_relation_loss": 0.0025571966310963035, "auxiliary_loss_weight": 1.0, "epoch": 18.091674462114124, "flow_matching_loss": 0.02296879794448614, "grad_norm": 0.10318510234355927, "h_stock_valid_norm": 97.66276168823242, "invalid_tail_samples": 25.6, "learning_rate": 3.073097159808187e-05, "loss": 0.0255, "positive_teacher_pairs": 26442.9, "query_h_norm_ratio": 0.42440742552280425, "relation_loss": 0.0025571966310963035, "selected_pairs": 26442.9, "step": 19340, "student_distance_mean": 23.626297569274904, "teacher_distance_mean": 0.8542176842689514, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.0025571966310963035, "weighted_relation_loss": 0.0025571966310963035 }, { "action_query_batch_std": 0.3586744487285614, "action_query_norm": 41.42660675048828, "action_relation_loss": 0.002694515325129032, "auxiliary_loss_weight": 1.0, "epoch": 18.101028999064546, "flow_matching_loss": 0.021434206515550613, "grad_norm": 0.0943421795964241, "h_stock_valid_norm": 97.23234634399414, "invalid_tail_samples": 26.7, "learning_rate": 3.068012491368537e-05, "loss": 0.0241, "positive_teacher_pairs": 26190.4, "query_h_norm_ratio": 0.42606072723865507, "relation_loss": 0.002694515325129032, "selected_pairs": 26190.4, "step": 19350, "student_distance_mean": 23.730061531066895, "teacher_distance_mean": 0.8568482577800751, "valid_action_samples": 229.3, "weighted_auxiliary_loss": 0.002694515325129032, "weighted_relation_loss": 0.002694515325129032 }, { "action_query_batch_std": 0.3557680696249008, "action_query_norm": 41.41257247924805, "action_relation_loss": 0.0027668218594044448, "auxiliary_loss_weight": 1.0, "epoch": 18.110383536014968, "flow_matching_loss": 0.023550966940820216, "grad_norm": 0.08553709089756012, "h_stock_valid_norm": 97.66891174316406, "invalid_tail_samples": 24.4, "learning_rate": 3.062930170475885e-05, "loss": 0.0263, "positive_teacher_pairs": 26709.4, "query_h_norm_ratio": 0.42402098178863523, "relation_loss": 0.0027668218594044448, "selected_pairs": 26709.4, "step": 19360, "student_distance_mean": 23.426888275146485, "teacher_distance_mean": 0.8473185241222382, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.0027668218594044448, "weighted_relation_loss": 0.0027668218594044448 }, { "action_query_batch_std": 0.3637657254934311, "action_query_norm": 41.478105545043945, "action_relation_loss": 0.002742646145634353, "auxiliary_loss_weight": 1.0, "epoch": 18.119738072965387, "flow_matching_loss": 0.02261907756328583, "grad_norm": 0.1023261621594429, "h_stock_valid_norm": 98.01263046264648, "invalid_tail_samples": 22.6, "learning_rate": 3.057850203305729e-05, "loss": 0.0254, "positive_teacher_pairs": 27129.6, "query_h_norm_ratio": 0.42319317162036896, "relation_loss": 0.002742646145634353, "selected_pairs": 27129.6, "step": 19370, "student_distance_mean": 23.939492416381835, "teacher_distance_mean": 0.8642533183097839, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.002742646145634353, "weighted_relation_loss": 0.002742646145634353 }, { "action_query_batch_std": 0.35907046496868134, "action_query_norm": 41.429375076293944, "action_relation_loss": 0.002613860764540732, "auxiliary_loss_weight": 1.0, "epoch": 18.12909260991581, "flow_matching_loss": 0.02274713385850191, "grad_norm": 0.0836653858423233, "h_stock_valid_norm": 98.18522415161132, "invalid_tail_samples": 23.6, "learning_rate": 3.052772596030708e-05, "loss": 0.0254, "positive_teacher_pairs": 26898.7, "query_h_norm_ratio": 0.4219519764184952, "relation_loss": 0.002613860764540732, "selected_pairs": 26898.7, "step": 19380, "student_distance_mean": 23.756561279296875, "teacher_distance_mean": 0.8604044556617737, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.002613860764540732, "weighted_relation_loss": 0.002613860764540732 }, { "action_query_batch_std": 0.3611716955900192, "action_query_norm": 41.44697189331055, "action_relation_loss": 0.002480732393451035, "auxiliary_loss_weight": 1.0, "epoch": 18.13844714686623, "flow_matching_loss": 0.022302616946399213, "grad_norm": 0.0933859795331955, "h_stock_valid_norm": 97.89070205688476, "invalid_tail_samples": 23.3, "learning_rate": 3.0476973548205943e-05, "loss": 0.0248, "positive_teacher_pairs": 26962.1, "query_h_norm_ratio": 0.4234019845724106, "relation_loss": 0.002480732393451035, "selected_pairs": 26962.1, "step": 19390, "student_distance_mean": 23.702657318115236, "teacher_distance_mean": 0.8590641498565674, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.002480732393451035, "weighted_relation_loss": 0.002480732393451035 }, { "action_query_batch_std": 0.3600744217634201, "action_query_norm": 41.442613983154295, "action_relation_loss": 0.0025790201034396887, "auxiliary_loss_weight": 1.0, "epoch": 18.147801683816652, "flow_matching_loss": 0.02449124976992607, "grad_norm": 0.10186479985713959, "h_stock_valid_norm": 98.13371505737305, "invalid_tail_samples": 24.1, "learning_rate": 3.0426244858422847e-05, "loss": 0.0271, "positive_teacher_pairs": 26778.1, "query_h_norm_ratio": 0.422308087348938, "relation_loss": 0.0025790201034396887, "selected_pairs": 26778.1, "step": 19400, "student_distance_mean": 23.805531120300294, "teacher_distance_mean": 0.8601747334003449, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.0025790201034396887, "weighted_relation_loss": 0.0025790201034396887 }, { "action_query_batch_std": 0.36036407947540283, "action_query_norm": 41.415785217285155, "action_relation_loss": 0.002679607574827969, "auxiliary_loss_weight": 1.0, "epoch": 18.15715622076707, "flow_matching_loss": 0.0226452449336648, "grad_norm": 0.10524068772792816, "h_stock_valid_norm": 98.22320785522462, "invalid_tail_samples": 24.6, "learning_rate": 3.0375539952597943e-05, "loss": 0.0253, "positive_teacher_pairs": 26666.9, "query_h_norm_ratio": 0.42165350914001465, "relation_loss": 0.002679607574827969, "selected_pairs": 26666.9, "step": 19410, "student_distance_mean": 23.76598491668701, "teacher_distance_mean": 0.8590372681617737, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.002679607574827969, "weighted_relation_loss": 0.002679607574827969 }, { "action_query_batch_std": 0.35667567551136015, "action_query_norm": 41.402244567871094, "action_relation_loss": 0.0026987661607563497, "auxiliary_loss_weight": 1.0, "epoch": 18.166510757717493, "flow_matching_loss": 0.02094700112938881, "grad_norm": 0.09207426756620407, "h_stock_valid_norm": 97.87904510498046, "invalid_tail_samples": 25.8, "learning_rate": 3.0324858892342468e-05, "loss": 0.0236, "positive_teacher_pairs": 26387.5, "query_h_norm_ratio": 0.4229989528656006, "relation_loss": 0.0026987661607563497, "selected_pairs": 26387.5, "step": 19420, "student_distance_mean": 23.613859176635742, "teacher_distance_mean": 0.8549656212329865, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.0026987661607563497, "weighted_relation_loss": 0.0026987661607563497 }, { "action_query_batch_std": 0.35340261161327363, "action_query_norm": 41.37889175415039, "action_relation_loss": 0.002690470195375383, "auxiliary_loss_weight": 1.0, "epoch": 18.175865294667915, "flow_matching_loss": 0.022701639123260973, "grad_norm": 0.09193913638591766, "h_stock_valid_norm": 97.7849952697754, "invalid_tail_samples": 25.8, "learning_rate": 3.0274201739238672e-05, "loss": 0.0254, "positive_teacher_pairs": 26388.4, "query_h_norm_ratio": 0.4231646955013275, "relation_loss": 0.002690470195375383, "selected_pairs": 26388.4, "step": 19430, "student_distance_mean": 23.436806869506835, "teacher_distance_mean": 0.8447066426277161, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.002690470195375383, "weighted_relation_loss": 0.002690470195375383 }, { "action_query_batch_std": 0.36092441976070405, "action_query_norm": 41.44686775207519, "action_relation_loss": 0.002609138307161629, "auxiliary_loss_weight": 1.0, "epoch": 18.185219831618333, "flow_matching_loss": 0.02216362152248621, "grad_norm": 0.10850401967763901, "h_stock_valid_norm": 98.10480270385742, "invalid_tail_samples": 22.2, "learning_rate": 3.0223568554839786e-05, "loss": 0.0248, "positive_teacher_pairs": 27230.7, "query_h_norm_ratio": 0.42247962653636933, "relation_loss": 0.002609138307161629, "selected_pairs": 27230.7, "step": 19440, "student_distance_mean": 23.88570079803467, "teacher_distance_mean": 0.8573775887489319, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.002609138307161629, "weighted_relation_loss": 0.002609138307161629 }, { "action_query_batch_std": 0.3555977940559387, "action_query_norm": 41.40472831726074, "action_relation_loss": 0.0027166108367964624, "auxiliary_loss_weight": 1.0, "epoch": 18.194574368568755, "flow_matching_loss": 0.02141523826867342, "grad_norm": 0.10226690769195557, "h_stock_valid_norm": 98.1840103149414, "invalid_tail_samples": 24.0, "learning_rate": 3.0172959400669886e-05, "loss": 0.0241, "positive_teacher_pairs": 26812.1, "query_h_norm_ratio": 0.4217079162597656, "relation_loss": 0.0027166108367964624, "selected_pairs": 26812.1, "step": 19450, "student_distance_mean": 23.43861026763916, "teacher_distance_mean": 0.8464733242988587, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0027166108367964624, "weighted_relation_loss": 0.0027166108367964624 }, { "action_query_batch_std": 0.3547834575176239, "action_query_norm": 41.39588890075684, "action_relation_loss": 0.0026815916411578656, "auxiliary_loss_weight": 1.0, "epoch": 18.203928905519177, "flow_matching_loss": 0.021900357306003572, "grad_norm": 0.11034874618053436, "h_stock_valid_norm": 98.26103973388672, "invalid_tail_samples": 24.3, "learning_rate": 3.0122374338223902e-05, "loss": 0.0246, "positive_teacher_pairs": 26732.2, "query_h_norm_ratio": 0.4212875157594681, "relation_loss": 0.0026815916411578656, "selected_pairs": 26732.2, "step": 19460, "student_distance_mean": 23.395539474487304, "teacher_distance_mean": 0.845202374458313, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0026815916411578656, "weighted_relation_loss": 0.0026815916411578656 }, { "action_query_batch_std": 0.35593743324279786, "action_query_norm": 41.423905563354495, "action_relation_loss": 0.0026621269062161446, "auxiliary_loss_weight": 1.0, "epoch": 18.2132834424696, "flow_matching_loss": 0.023101303912699222, "grad_norm": 0.08892893046140671, "h_stock_valid_norm": 98.407958984375, "invalid_tail_samples": 24.9, "learning_rate": 3.0071813428967427e-05, "loss": 0.0258, "positive_teacher_pairs": 26601.3, "query_h_norm_ratio": 0.42094252705574037, "relation_loss": 0.0026621269062161446, "selected_pairs": 26601.3, "step": 19470, "student_distance_mean": 23.492894172668457, "teacher_distance_mean": 0.8506606340408325, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.0026621269062161446, "weighted_relation_loss": 0.0026621269062161446 }, { "action_query_batch_std": 0.35920064747333524, "action_query_norm": 41.415354537963864, "action_relation_loss": 0.002576515800319612, "auxiliary_loss_weight": 1.0, "epoch": 18.222637979420018, "flow_matching_loss": 0.022840193659067153, "grad_norm": 0.09743218123912811, "h_stock_valid_norm": 98.52072601318359, "invalid_tail_samples": 24.3, "learning_rate": 3.0021276734336746e-05, "loss": 0.0254, "positive_teacher_pairs": 26733.7, "query_h_norm_ratio": 0.42037380337715147, "relation_loss": 0.002576515800319612, "selected_pairs": 26733.7, "step": 19480, "student_distance_mean": 23.791150093078613, "teacher_distance_mean": 0.8625891327857971, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.002576515800319612, "weighted_relation_loss": 0.002576515800319612 }, { "action_query_batch_std": 0.3574478805065155, "action_query_norm": 41.397988891601564, "action_relation_loss": 0.002619596687145531, "auxiliary_loss_weight": 1.0, "epoch": 18.23199251637044, "flow_matching_loss": 0.020988879911601543, "grad_norm": 0.1012367531657219, "h_stock_valid_norm": 98.28734741210937, "invalid_tail_samples": 24.0, "learning_rate": 2.997076431573871e-05, "loss": 0.0236, "positive_teacher_pairs": 26814.7, "query_h_norm_ratio": 0.4212006390094757, "relation_loss": 0.002619596687145531, "selected_pairs": 26814.7, "step": 19490, "student_distance_mean": 23.535295677185058, "teacher_distance_mean": 0.854188597202301, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.002619596687145531, "weighted_relation_loss": 0.002619596687145531 }, { "action_query_batch_std": 0.3578900694847107, "action_query_norm": 41.38380393981934, "action_relation_loss": 0.0025151583133265374, "auxiliary_loss_weight": 1.0, "epoch": 18.24134705332086, "flow_matching_loss": 0.02238942068070173, "grad_norm": 0.09900405257940292, "h_stock_valid_norm": 98.28351364135742, "invalid_tail_samples": 24.6, "learning_rate": 2.9920276234550636e-05, "loss": 0.0249, "positive_teacher_pairs": 26666.1, "query_h_norm_ratio": 0.4210682183504105, "relation_loss": 0.0025151583133265374, "selected_pairs": 26666.1, "step": 19500, "student_distance_mean": 23.59519863128662, "teacher_distance_mean": 0.858772611618042, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0025151583133265374, "weighted_relation_loss": 0.0025151583133265374 }, { "action_query_batch_std": 0.35594346821308137, "action_query_norm": 41.40449409484863, "action_relation_loss": 0.0027436514850705863, "auxiliary_loss_weight": 1.0, "epoch": 18.25070159027128, "flow_matching_loss": 0.024015955440700055, "grad_norm": 0.09272312372922897, "h_stock_valid_norm": 98.51466827392578, "invalid_tail_samples": 26.1, "learning_rate": 2.986981255212035e-05, "loss": 0.0268, "positive_teacher_pairs": 26322.2, "query_h_norm_ratio": 0.4202889323234558, "relation_loss": 0.0027436514850705863, "selected_pairs": 26322.2, "step": 19510, "student_distance_mean": 23.577046203613282, "teacher_distance_mean": 0.8560577154159545, "valid_action_samples": 229.9, "weighted_auxiliary_loss": 0.0027436514850705863, "weighted_relation_loss": 0.0027436514850705863 }, { "action_query_batch_std": 0.3569790482521057, "action_query_norm": 41.39748573303223, "action_relation_loss": 0.002626288472674787, "auxiliary_loss_weight": 1.0, "epoch": 18.260056127221702, "flow_matching_loss": 0.024236392602324484, "grad_norm": 0.1103837862610817, "h_stock_valid_norm": 98.46048049926758, "invalid_tail_samples": 23.6, "learning_rate": 2.9819373329765977e-05, "loss": 0.0269, "positive_teacher_pairs": 26897.4, "query_h_norm_ratio": 0.4204498648643494, "relation_loss": 0.002626288472674787, "selected_pairs": 26897.4, "step": 19520, "student_distance_mean": 23.607198905944824, "teacher_distance_mean": 0.8494709014892579, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.002626288472674787, "weighted_relation_loss": 0.002626288472674787 }, { "action_query_batch_std": 0.35919623970985415, "action_query_norm": 41.40957489013672, "action_relation_loss": 0.002631566091440618, "auxiliary_loss_weight": 1.0, "epoch": 18.269410664172124, "flow_matching_loss": 0.020875893719494342, "grad_norm": 0.10643650591373444, "h_stock_valid_norm": 98.28373184204102, "invalid_tail_samples": 23.3, "learning_rate": 2.9768958628775902e-05, "loss": 0.0235, "positive_teacher_pairs": 26965.3, "query_h_norm_ratio": 0.4213291883468628, "relation_loss": 0.002631566091440618, "selected_pairs": 26965.3, "step": 19530, "student_distance_mean": 23.73583564758301, "teacher_distance_mean": 0.8549091815948486, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.002631566091440618, "weighted_relation_loss": 0.002631566091440618 }, { "action_query_batch_std": 0.35595890283584597, "action_query_norm": 41.38478012084961, "action_relation_loss": 0.002726719621568918, "auxiliary_loss_weight": 1.0, "epoch": 18.278765201122546, "flow_matching_loss": 0.020870660804212092, "grad_norm": 0.08906856179237366, "h_stock_valid_norm": 98.29844436645507, "invalid_tail_samples": 24.9, "learning_rate": 2.9718568510408762e-05, "loss": 0.0236, "positive_teacher_pairs": 26598.2, "query_h_norm_ratio": 0.4210124731063843, "relation_loss": 0.002726719621568918, "selected_pairs": 26598.2, "step": 19540, "student_distance_mean": 23.5503719329834, "teacher_distance_mean": 0.8511991500854492, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.002726719621568918, "weighted_relation_loss": 0.002726719621568918 }, { "action_query_batch_std": 0.3542787045240402, "action_query_norm": 41.368818283081055, "action_relation_loss": 0.0026567675173282622, "auxiliary_loss_weight": 1.0, "epoch": 18.288119738072965, "flow_matching_loss": 0.023651565238833428, "grad_norm": 0.09059194475412369, "h_stock_valid_norm": 98.15455474853516, "invalid_tail_samples": 22.4, "learning_rate": 2.9668203035893272e-05, "loss": 0.0263, "positive_teacher_pairs": 27171.5, "query_h_norm_ratio": 0.42146817445755, "relation_loss": 0.0026567675173282622, "selected_pairs": 27171.5, "step": 19550, "student_distance_mean": 23.370348930358887, "teacher_distance_mean": 0.8483382046222687, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.0026567675173282622, "weighted_relation_loss": 0.0026567675173282622 }, { "action_query_batch_std": 0.35629654228687285, "action_query_norm": 41.3918342590332, "action_relation_loss": 0.0026406050892546773, "auxiliary_loss_weight": 1.0, "epoch": 18.297474275023387, "flow_matching_loss": 0.023109016567468645, "grad_norm": 0.09879928082227707, "h_stock_valid_norm": 98.03748168945313, "invalid_tail_samples": 24.7, "learning_rate": 2.9617862266428287e-05, "loss": 0.0257, "positive_teacher_pairs": 26642.5, "query_h_norm_ratio": 0.42220781147480013, "relation_loss": 0.0026406050892546773, "selected_pairs": 26642.5, "step": 19560, "student_distance_mean": 23.562988090515137, "teacher_distance_mean": 0.850154447555542, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.0026406050892546773, "weighted_relation_loss": 0.0026406050892546773 }, { "action_query_batch_std": 0.35659637451171877, "action_query_norm": 41.40700988769531, "action_relation_loss": 0.0027947211638092995, "auxiliary_loss_weight": 1.0, "epoch": 18.30682881197381, "flow_matching_loss": 0.02316934783011675, "grad_norm": 0.10217069089412689, "h_stock_valid_norm": 98.01484375, "invalid_tail_samples": 19.8, "learning_rate": 2.9567546263182556e-05, "loss": 0.026, "positive_teacher_pairs": 27784.2, "query_h_norm_ratio": 0.4224591463804245, "relation_loss": 0.0027947211638092995, "selected_pairs": 27784.2, "step": 19570, "student_distance_mean": 23.53284149169922, "teacher_distance_mean": 0.8502439260482788, "valid_action_samples": 236.2, "weighted_auxiliary_loss": 0.0027947211638092995, "weighted_relation_loss": 0.0027947211638092995 }, { "action_query_batch_std": 0.355823016166687, "action_query_norm": 41.373412704467775, "action_relation_loss": 0.002762938756495714, "auxiliary_loss_weight": 1.0, "epoch": 18.316183348924227, "flow_matching_loss": 0.02488679401576519, "grad_norm": 0.10518863797187805, "h_stock_valid_norm": 98.2110824584961, "invalid_tail_samples": 25.5, "learning_rate": 2.951725508729476e-05, "loss": 0.0276, "positive_teacher_pairs": 26463.2, "query_h_norm_ratio": 0.4212724775075912, "relation_loss": 0.002762938756495714, "selected_pairs": 26463.2, "step": 19580, "student_distance_mean": 23.539920806884766, "teacher_distance_mean": 0.8492608606815338, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.002762938756495714, "weighted_relation_loss": 0.002762938756495714 }, { "action_query_batch_std": 0.3514871150255203, "action_query_norm": 41.35981063842773, "action_relation_loss": 0.0028329209424555303, "auxiliary_loss_weight": 1.0, "epoch": 18.32553788587465, "flow_matching_loss": 0.022844151966273783, "grad_norm": 0.11011535674333572, "h_stock_valid_norm": 98.38299560546875, "invalid_tail_samples": 24.2, "learning_rate": 2.946698879987344e-05, "loss": 0.0257, "positive_teacher_pairs": 26761.1, "query_h_norm_ratio": 0.4203979939222336, "relation_loss": 0.0028329209424555303, "selected_pairs": 26761.1, "step": 19590, "student_distance_mean": 23.181852722167967, "teacher_distance_mean": 0.8370276272296906, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0028329209424555303, "weighted_relation_loss": 0.0028329209424555303 }, { "action_query_batch_std": 0.36147980093955995, "action_query_norm": 41.426152038574216, "action_relation_loss": 0.002663146215490997, "auxiliary_loss_weight": 1.0, "epoch": 18.33489242282507, "flow_matching_loss": 0.02329769767820835, "grad_norm": 0.10243247449398041, "h_stock_valid_norm": 98.03048171997071, "invalid_tail_samples": 24.8, "learning_rate": 2.9416747461996853e-05, "loss": 0.026, "positive_teacher_pairs": 26625.5, "query_h_norm_ratio": 0.4225892871618271, "relation_loss": 0.002663146215490997, "selected_pairs": 26625.5, "step": 19600, "student_distance_mean": 23.86171398162842, "teacher_distance_mean": 0.8621775865554809, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.002663146215490997, "weighted_relation_loss": 0.002663146215490997 }, { "action_query_batch_std": 0.35823929905891416, "action_query_norm": 41.3947265625, "action_relation_loss": 0.002645990275777876, "auxiliary_loss_weight": 1.0, "epoch": 18.34424695977549, "flow_matching_loss": 0.022595191746950148, "grad_norm": 0.11102621257305145, "h_stock_valid_norm": 98.19792175292969, "invalid_tail_samples": 25.2, "learning_rate": 2.9366531134712973e-05, "loss": 0.0252, "positive_teacher_pairs": 26521.6, "query_h_norm_ratio": 0.4215459585189819, "relation_loss": 0.002645990275777876, "selected_pairs": 26521.6, "step": 19610, "student_distance_mean": 23.595273590087892, "teacher_distance_mean": 0.8535040199756623, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.002645990275777876, "weighted_relation_loss": 0.002645990275777876 }, { "action_query_batch_std": 0.3597446769475937, "action_query_norm": 41.39160652160645, "action_relation_loss": 0.0026866156375035645, "auxiliary_loss_weight": 1.0, "epoch": 18.35360149672591, "flow_matching_loss": 0.021723247319459914, "grad_norm": 0.11830814927816391, "h_stock_valid_norm": 98.461962890625, "invalid_tail_samples": 23.3, "learning_rate": 2.9316339879039367e-05, "loss": 0.0244, "positive_teacher_pairs": 26971.1, "query_h_norm_ratio": 0.4203841060400009, "relation_loss": 0.0026866156375035645, "selected_pairs": 26971.1, "step": 19620, "student_distance_mean": 23.785003089904784, "teacher_distance_mean": 0.8578187227249146, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0026866156375035645, "weighted_relation_loss": 0.0026866156375035645 }, { "action_query_batch_std": 0.3564300358295441, "action_query_norm": 41.379225158691405, "action_relation_loss": 0.002667406597174704, "auxiliary_loss_weight": 1.0, "epoch": 18.362956033676333, "flow_matching_loss": 0.02195804752409458, "grad_norm": 0.10853725671768188, "h_stock_valid_norm": 98.85460662841797, "invalid_tail_samples": 22.5, "learning_rate": 2.9266173755963167e-05, "loss": 0.0246, "positive_teacher_pairs": 27152.3, "query_h_norm_ratio": 0.41858886182308197, "relation_loss": 0.002667406597174704, "selected_pairs": 27152.3, "step": 19630, "student_distance_mean": 23.492617225646974, "teacher_distance_mean": 0.8456463754177094, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.002667406597174704, "weighted_relation_loss": 0.002667406597174704 }, { "action_query_batch_std": 0.3541749805212021, "action_query_norm": 41.36149978637695, "action_relation_loss": 0.0026765787042677402, "auxiliary_loss_weight": 1.0, "epoch": 18.372310570626755, "flow_matching_loss": 0.021484961546957494, "grad_norm": 0.07650695741176605, "h_stock_valid_norm": 98.86350021362304, "invalid_tail_samples": 23.3, "learning_rate": 2.9216032826440926e-05, "loss": 0.0242, "positive_teacher_pairs": 26963.2, "query_h_norm_ratio": 0.41836984157562257, "relation_loss": 0.0026765787042677402, "selected_pairs": 26963.2, "step": 19640, "student_distance_mean": 23.37791805267334, "teacher_distance_mean": 0.8437573075294494, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0026765787042677402, "weighted_relation_loss": 0.0026765787042677402 }, { "action_query_batch_std": 0.3618071049451828, "action_query_norm": 41.417689895629884, "action_relation_loss": 0.002622066275216639, "auxiliary_loss_weight": 1.0, "epoch": 18.381665107577174, "flow_matching_loss": 0.022268937900662422, "grad_norm": 0.11574459820985794, "h_stock_valid_norm": 98.86472396850586, "invalid_tail_samples": 24.0, "learning_rate": 2.9165917151398592e-05, "loss": 0.0249, "positive_teacher_pairs": 26805.9, "query_h_norm_ratio": 0.41893393099308013, "relation_loss": 0.002622066275216639, "selected_pairs": 26805.9, "step": 19650, "student_distance_mean": 23.917077827453614, "teacher_distance_mean": 0.8637557208538056, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.002622066275216639, "weighted_relation_loss": 0.002622066275216639 }, { "action_query_batch_std": 0.36481223106384275, "action_query_norm": 41.43386535644531, "action_relation_loss": 0.0024777580983936787, "auxiliary_loss_weight": 1.0, "epoch": 18.391019644527596, "flow_matching_loss": 0.02297003027051687, "grad_norm": 0.08197879791259766, "h_stock_valid_norm": 98.32574768066407, "invalid_tail_samples": 22.8, "learning_rate": 2.9115826791731428e-05, "loss": 0.0254, "positive_teacher_pairs": 27093.6, "query_h_norm_ratio": 0.42139922380447387, "relation_loss": 0.0024777580983936787, "selected_pairs": 27093.6, "step": 19660, "student_distance_mean": 23.99474678039551, "teacher_distance_mean": 0.8645600199699401, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0024777580983936787, "weighted_relation_loss": 0.0024777580983936787 }, { "action_query_batch_std": 0.3595277041196823, "action_query_norm": 41.40184898376465, "action_relation_loss": 0.002677786792628467, "auxiliary_loss_weight": 1.0, "epoch": 18.400374181478018, "flow_matching_loss": 0.022863910906016825, "grad_norm": 0.08673696964979172, "h_stock_valid_norm": 97.97906188964843, "invalid_tail_samples": 23.9, "learning_rate": 2.906576180830398e-05, "loss": 0.0255, "positive_teacher_pairs": 26831.8, "query_h_norm_ratio": 0.4225623935461044, "relation_loss": 0.002677786792628467, "selected_pairs": 26831.8, "step": 19670, "student_distance_mean": 23.884504127502442, "teacher_distance_mean": 0.8607929170131683, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.002677786792628467, "weighted_relation_loss": 0.002677786792628467 }, { "action_query_batch_std": 0.35551570653915404, "action_query_norm": 41.384291076660155, "action_relation_loss": 0.002553486474789679, "auxiliary_loss_weight": 1.0, "epoch": 18.409728718428436, "flow_matching_loss": 0.021178372763097288, "grad_norm": 0.12872348725795746, "h_stock_valid_norm": 97.8449806213379, "invalid_tail_samples": 24.4, "learning_rate": 2.9015722261949917e-05, "loss": 0.0237, "positive_teacher_pairs": 26712.5, "query_h_norm_ratio": 0.42295933067798613, "relation_loss": 0.002553486474789679, "selected_pairs": 26712.5, "step": 19680, "student_distance_mean": 23.49356460571289, "teacher_distance_mean": 0.8486388802528382, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.002553486474789679, "weighted_relation_loss": 0.002553486474789679 }, { "action_query_batch_std": 0.3578273594379425, "action_query_norm": 41.3651668548584, "action_relation_loss": 0.0026614539325237273, "auxiliary_loss_weight": 1.0, "epoch": 18.419083255378858, "flow_matching_loss": 0.022904725559055806, "grad_norm": 0.1259746551513672, "h_stock_valid_norm": 98.10956420898438, "invalid_tail_samples": 23.2, "learning_rate": 2.8965708213471986e-05, "loss": 0.0256, "positive_teacher_pairs": 26984.7, "query_h_norm_ratio": 0.42162426710128786, "relation_loss": 0.0026614539325237273, "selected_pairs": 26984.7, "step": 19690, "student_distance_mean": 23.59221134185791, "teacher_distance_mean": 0.8547618389129639, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0026614539325237273, "weighted_relation_loss": 0.0026614539325237273 }, { "action_query_batch_std": 0.3588246822357178, "action_query_norm": 41.41553649902344, "action_relation_loss": 0.0026156280422583223, "auxiliary_loss_weight": 1.0, "epoch": 18.42843779232928, "flow_matching_loss": 0.022151867486536504, "grad_norm": 0.13998223841190338, "h_stock_valid_norm": 98.17529602050782, "invalid_tail_samples": 24.0, "learning_rate": 2.8915719723641975e-05, "loss": 0.0248, "positive_teacher_pairs": 26802.2, "query_h_norm_ratio": 0.42185634970664976, "relation_loss": 0.0026156280422583223, "selected_pairs": 26802.2, "step": 19700, "student_distance_mean": 23.575327682495118, "teacher_distance_mean": 0.84865021109581, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0026156280422583223, "weighted_relation_loss": 0.0026156280422583223 }, { "action_query_batch_std": 0.36106758415699003, "action_query_norm": 41.40872344970703, "action_relation_loss": 0.0027723102597519756, "auxiliary_loss_weight": 1.0, "epoch": 18.437792329279702, "flow_matching_loss": 0.021963108330965042, "grad_norm": 0.11503072082996368, "h_stock_valid_norm": 97.74918060302734, "invalid_tail_samples": 23.3, "learning_rate": 2.8865756853200604e-05, "loss": 0.0247, "positive_teacher_pairs": 26972.9, "query_h_norm_ratio": 0.42363132536411285, "relation_loss": 0.0027723102597519756, "selected_pairs": 26972.9, "step": 19710, "student_distance_mean": 23.847781944274903, "teacher_distance_mean": 0.8594668686389924, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0027723102597519756, "weighted_relation_loss": 0.0027723102597519756 }, { "action_query_batch_std": 0.3578753054141998, "action_query_norm": 41.380736923217775, "action_relation_loss": 0.0026065065059810875, "auxiliary_loss_weight": 1.0, "epoch": 18.44714686623012, "flow_matching_loss": 0.02189441882073879, "grad_norm": 0.12581583857536316, "h_stock_valid_norm": 97.85414199829101, "invalid_tail_samples": 26.0, "learning_rate": 2.8815819662857503e-05, "loss": 0.0245, "positive_teacher_pairs": 26343.1, "query_h_norm_ratio": 0.4228838622570038, "relation_loss": 0.0026065065059810875, "selected_pairs": 26343.1, "step": 19720, "student_distance_mean": 23.77409973144531, "teacher_distance_mean": 0.8570678651332855, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.0026065065059810875, "weighted_relation_loss": 0.0026065065059810875 }, { "action_query_batch_std": 0.36046393811702726, "action_query_norm": 41.375905227661136, "action_relation_loss": 0.0026387337129563093, "auxiliary_loss_weight": 1.0, "epoch": 18.456501403180543, "flow_matching_loss": 0.023972827196121215, "grad_norm": 0.1539067029953003, "h_stock_valid_norm": 98.18235473632812, "invalid_tail_samples": 22.3, "learning_rate": 2.876590821329105e-05, "loss": 0.0266, "positive_teacher_pairs": 27195.8, "query_h_norm_ratio": 0.4214207947254181, "relation_loss": 0.0026387337129563093, "selected_pairs": 27195.8, "step": 19730, "student_distance_mean": 23.742191886901857, "teacher_distance_mean": 0.8560385882854462, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.0026387337129563093, "weighted_relation_loss": 0.0026387337129563093 }, { "action_query_batch_std": 0.3610475420951843, "action_query_norm": 41.375936126708986, "action_relation_loss": 0.0027030311757698655, "auxiliary_loss_weight": 1.0, "epoch": 18.465855940130965, "flow_matching_loss": 0.023368004895746707, "grad_norm": 0.13853630423545837, "h_stock_valid_norm": 98.16306686401367, "invalid_tail_samples": 23.3, "learning_rate": 2.871602256514836e-05, "loss": 0.0261, "positive_teacher_pairs": 26966.2, "query_h_norm_ratio": 0.42150344848632815, "relation_loss": 0.0027030311757698655, "selected_pairs": 26966.2, "step": 19740, "student_distance_mean": 23.86467037200928, "teacher_distance_mean": 0.863780802488327, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0027030311757698655, "weighted_relation_loss": 0.0027030311757698655 }, { "action_query_batch_std": 0.358934623003006, "action_query_norm": 41.3751106262207, "action_relation_loss": 0.00272595772985369, "auxiliary_loss_weight": 1.0, "epoch": 18.475210477081383, "flow_matching_loss": 0.020744152925908567, "grad_norm": 0.12530578672885895, "h_stock_valid_norm": 97.93003921508789, "invalid_tail_samples": 23.0, "learning_rate": 2.8666162779045203e-05, "loss": 0.0235, "positive_teacher_pairs": 27036.5, "query_h_norm_ratio": 0.4225002646446228, "relation_loss": 0.00272595772985369, "selected_pairs": 27036.5, "step": 19750, "student_distance_mean": 23.72723846435547, "teacher_distance_mean": 0.8592106580734253, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.00272595772985369, "weighted_relation_loss": 0.00272595772985369 }, { "action_query_batch_std": 0.35667158365249635, "action_query_norm": 41.324711608886716, "action_relation_loss": 0.0025983996456488967, "auxiliary_loss_weight": 1.0, "epoch": 18.484565014031805, "flow_matching_loss": 0.02246224693953991, "grad_norm": 0.11072702705860138, "h_stock_valid_norm": 97.8064697265625, "invalid_tail_samples": 22.0, "learning_rate": 2.8616328915565904e-05, "loss": 0.0251, "positive_teacher_pairs": 27267.6, "query_h_norm_ratio": 0.4225189179182053, "relation_loss": 0.0025983996456488967, "selected_pairs": 27267.6, "step": 19760, "student_distance_mean": 23.543304443359375, "teacher_distance_mean": 0.8537887811660767, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.0025983996456488967, "weighted_relation_loss": 0.0025983996456488967 }, { "action_query_batch_std": 0.3619531661272049, "action_query_norm": 41.38009910583496, "action_relation_loss": 0.002657887525856495, "auxiliary_loss_weight": 1.0, "epoch": 18.493919550982227, "flow_matching_loss": 0.02349626161158085, "grad_norm": 0.11045220494270325, "h_stock_valid_norm": 98.31630935668946, "invalid_tail_samples": 24.7, "learning_rate": 2.856652103526334e-05, "loss": 0.0262, "positive_teacher_pairs": 26648.7, "query_h_norm_ratio": 0.4208905905485153, "relation_loss": 0.002657887525856495, "selected_pairs": 26648.7, "step": 19770, "student_distance_mean": 23.822317695617677, "teacher_distance_mean": 0.8601207256317138, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.002657887525856495, "weighted_relation_loss": 0.002657887525856495 }, { "action_query_batch_std": 0.35978823304176333, "action_query_norm": 41.37784881591797, "action_relation_loss": 0.0025720989098772405, "auxiliary_loss_weight": 1.0, "epoch": 18.50327408793265, "flow_matching_loss": 0.021788700856268405, "grad_norm": 0.10798805952072144, "h_stock_valid_norm": 98.28110961914062, "invalid_tail_samples": 23.1, "learning_rate": 2.8516739198658755e-05, "loss": 0.0244, "positive_teacher_pairs": 27010.2, "query_h_norm_ratio": 0.42101784348487853, "relation_loss": 0.0025720989098772405, "selected_pairs": 27010.2, "step": 19780, "student_distance_mean": 23.78249855041504, "teacher_distance_mean": 0.8561775147914886, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0025720989098772405, "weighted_relation_loss": 0.0025720989098772405 }, { "action_query_batch_std": 0.36792449057102206, "action_query_norm": 41.42776947021484, "action_relation_loss": 0.0026913550915196537, "auxiliary_loss_weight": 1.0, "epoch": 18.512628624883067, "flow_matching_loss": 0.021921231225132943, "grad_norm": 0.09597475826740265, "h_stock_valid_norm": 98.33642883300782, "invalid_tail_samples": 22.3, "learning_rate": 2.846698346624177e-05, "loss": 0.0246, "positive_teacher_pairs": 27197.8, "query_h_norm_ratio": 0.4212906450033188, "relation_loss": 0.0026913550915196537, "selected_pairs": 27197.8, "step": 19790, "student_distance_mean": 24.226238632202147, "teacher_distance_mean": 0.8694282591342926, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.0026913550915196537, "weighted_relation_loss": 0.0026913550915196537 }, { "action_query_batch_std": 0.35965092182159425, "action_query_norm": 41.36722946166992, "action_relation_loss": 0.0026205964153632522, "auxiliary_loss_weight": 1.0, "epoch": 18.52198316183349, "flow_matching_loss": 0.020195372402668, "grad_norm": 0.13719776272773743, "h_stock_valid_norm": 98.35628967285156, "invalid_tail_samples": 22.0, "learning_rate": 2.841725389847032e-05, "loss": 0.0228, "positive_teacher_pairs": 27264.6, "query_h_norm_ratio": 0.4205898970365524, "relation_loss": 0.0026205964153632522, "selected_pairs": 27264.6, "step": 19800, "student_distance_mean": 23.68711929321289, "teacher_distance_mean": 0.8536351382732391, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.0026205964153632522, "weighted_relation_loss": 0.0026205964153632522 }, { "action_query_batch_std": 0.3593859076499939, "action_query_norm": 41.38500480651855, "action_relation_loss": 0.002538703242316842, "auxiliary_loss_weight": 1.0, "epoch": 18.53133769878391, "flow_matching_loss": 0.022501344606280328, "grad_norm": 0.08456255495548248, "h_stock_valid_norm": 98.33751220703125, "invalid_tail_samples": 24.8, "learning_rate": 2.8367550555770506e-05, "loss": 0.025, "positive_teacher_pairs": 26622.3, "query_h_norm_ratio": 0.42084677517414093, "relation_loss": 0.002538703242316842, "selected_pairs": 26622.3, "step": 19810, "student_distance_mean": 23.764331436157228, "teacher_distance_mean": 0.8602001070976257, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.002538703242316842, "weighted_relation_loss": 0.002538703242316842 }, { "action_query_batch_std": 0.3672528237104416, "action_query_norm": 41.404777908325194, "action_relation_loss": 0.002587216906249523, "auxiliary_loss_weight": 1.0, "epoch": 18.54069223573433, "flow_matching_loss": 0.021948764473199843, "grad_norm": 0.13926994800567627, "h_stock_valid_norm": 98.3197006225586, "invalid_tail_samples": 22.7, "learning_rate": 2.831787349853655e-05, "loss": 0.0245, "positive_teacher_pairs": 27105.9, "query_h_norm_ratio": 0.42112602591514586, "relation_loss": 0.002587216906249523, "selected_pairs": 27105.9, "step": 19820, "student_distance_mean": 24.11591148376465, "teacher_distance_mean": 0.874002856016159, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.002587216906249523, "weighted_relation_loss": 0.002587216906249523 }, { "action_query_batch_std": 0.35580851435661315, "action_query_norm": 41.3259391784668, "action_relation_loss": 0.002647037268616259, "auxiliary_loss_weight": 1.0, "epoch": 18.55004677268475, "flow_matching_loss": 0.02159866727888584, "grad_norm": 0.12357795238494873, "h_stock_valid_norm": 98.2731948852539, "invalid_tail_samples": 22.8, "learning_rate": 2.8268222787130806e-05, "loss": 0.0242, "positive_teacher_pairs": 27079.4, "query_h_norm_ratio": 0.4205227971076965, "relation_loss": 0.002647037268616259, "selected_pairs": 27079.4, "step": 19830, "student_distance_mean": 23.496504402160646, "teacher_distance_mean": 0.8480593204498291, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.002647037268616259, "weighted_relation_loss": 0.002647037268616259 }, { "action_query_batch_std": 0.3620312035083771, "action_query_norm": 41.39604797363281, "action_relation_loss": 0.002566661289893091, "auxiliary_loss_weight": 1.0, "epoch": 18.559401309635174, "flow_matching_loss": 0.02302019000053406, "grad_norm": 0.12705574929714203, "h_stock_valid_norm": 98.27658004760742, "invalid_tail_samples": 23.9, "learning_rate": 2.821859848188355e-05, "loss": 0.0256, "positive_teacher_pairs": 26827.1, "query_h_norm_ratio": 0.4212249755859375, "relation_loss": 0.002566661289893091, "selected_pairs": 26827.1, "step": 19840, "student_distance_mean": 24.00627613067627, "teacher_distance_mean": 0.8670372843742371, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.002566661289893091, "weighted_relation_loss": 0.002566661289893091 }, { "action_query_batch_std": 0.35729049146175385, "action_query_norm": 41.3395191192627, "action_relation_loss": 0.0026144714327529074, "auxiliary_loss_weight": 1.0, "epoch": 18.568755846585596, "flow_matching_loss": 0.022712063416838645, "grad_norm": 0.09467917680740356, "h_stock_valid_norm": 98.37805404663087, "invalid_tail_samples": 25.5, "learning_rate": 2.816900064309299e-05, "loss": 0.0253, "positive_teacher_pairs": 26459.3, "query_h_norm_ratio": 0.4202135533094406, "relation_loss": 0.0026144714327529074, "selected_pairs": 26459.3, "step": 19850, "student_distance_mean": 23.64160041809082, "teacher_distance_mean": 0.8545915007591247, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.0026144714327529074, "weighted_relation_loss": 0.0026144714327529074 }, { "action_query_batch_std": 0.35676725804805753, "action_query_norm": 41.3462833404541, "action_relation_loss": 0.002531116595491767, "auxiliary_loss_weight": 1.0, "epoch": 18.578110383536014, "flow_matching_loss": 0.02465194445103407, "grad_norm": 0.1456872820854187, "h_stock_valid_norm": 98.74438705444337, "invalid_tail_samples": 23.7, "learning_rate": 2.811942933102517e-05, "loss": 0.0272, "positive_teacher_pairs": 26871.9, "query_h_norm_ratio": 0.41872615814208985, "relation_loss": 0.002531116595491767, "selected_pairs": 26871.9, "step": 19860, "student_distance_mean": 23.616798210144044, "teacher_distance_mean": 0.8565112113952636, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.002531116595491767, "weighted_relation_loss": 0.002531116595491767 }, { "action_query_batch_std": 0.3567824333906174, "action_query_norm": 41.3347785949707, "action_relation_loss": 0.0024985318770632146, "auxiliary_loss_weight": 1.0, "epoch": 18.587464920486436, "flow_matching_loss": 0.021645222790539265, "grad_norm": 0.1867092102766037, "h_stock_valid_norm": 98.7174575805664, "invalid_tail_samples": 23.5, "learning_rate": 2.806988460591391e-05, "loss": 0.0241, "positive_teacher_pairs": 26916.6, "query_h_norm_ratio": 0.4187199592590332, "relation_loss": 0.0024985318770632146, "selected_pairs": 26916.6, "step": 19870, "student_distance_mean": 23.569951057434082, "teacher_distance_mean": 0.8534242689609528, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0024985318770632146, "weighted_relation_loss": 0.0024985318770632146 }, { "action_query_batch_std": 0.3644925504922867, "action_query_norm": 41.38187828063965, "action_relation_loss": 0.0026091555831953884, "auxiliary_loss_weight": 1.0, "epoch": 18.596819457436858, "flow_matching_loss": 0.023245042935013772, "grad_norm": 0.09517563879489899, "h_stock_valid_norm": 98.57291793823242, "invalid_tail_samples": 21.4, "learning_rate": 2.802036652796074e-05, "loss": 0.0259, "positive_teacher_pairs": 27410.0, "query_h_norm_ratio": 0.41981338858604433, "relation_loss": 0.0026091555831953884, "selected_pairs": 27410.0, "step": 19880, "student_distance_mean": 23.962178039550782, "teacher_distance_mean": 0.8655130565166473, "valid_action_samples": 234.6, "weighted_auxiliary_loss": 0.0026091555831953884, "weighted_relation_loss": 0.0026091555831953884 }, { "action_query_batch_std": 0.3591341197490692, "action_query_norm": 41.35035438537598, "action_relation_loss": 0.0027192543260753156, "auxiliary_loss_weight": 1.0, "epoch": 18.606173994387277, "flow_matching_loss": 0.02171615567058325, "grad_norm": 0.07781301438808441, "h_stock_valid_norm": 98.39705123901368, "invalid_tail_samples": 26.5, "learning_rate": 2.797087515733478e-05, "loss": 0.0244, "positive_teacher_pairs": 26227.0, "query_h_norm_ratio": 0.42024131715297697, "relation_loss": 0.0027192543260753156, "selected_pairs": 26227.0, "step": 19890, "student_distance_mean": 23.80873966217041, "teacher_distance_mean": 0.8617952525615692, "valid_action_samples": 229.5, "weighted_auxiliary_loss": 0.0027192543260753156, "weighted_relation_loss": 0.0027192543260753156 }, { "action_query_batch_std": 0.3601096898317337, "action_query_norm": 41.358743286132814, "action_relation_loss": 0.002565549430437386, "auxiliary_loss_weight": 1.0, "epoch": 18.6155285313377, "flow_matching_loss": 0.022372598946094512, "grad_norm": 0.09469490498304367, "h_stock_valid_norm": 98.19267425537109, "invalid_tail_samples": 22.4, "learning_rate": 2.7921410554172723e-05, "loss": 0.0249, "positive_teacher_pairs": 27180.8, "query_h_norm_ratio": 0.42120074927806855, "relation_loss": 0.002565549430437386, "selected_pairs": 27180.8, "step": 19900, "student_distance_mean": 23.75250949859619, "teacher_distance_mean": 0.8594145834445953, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.002565549430437386, "weighted_relation_loss": 0.002565549430437386 }, { "action_query_batch_std": 0.3588172882795334, "action_query_norm": 41.337937927246095, "action_relation_loss": 0.0026836950331926347, "auxiliary_loss_weight": 1.0, "epoch": 18.62488306828812, "flow_matching_loss": 0.02397295366972685, "grad_norm": 0.11455629020929337, "h_stock_valid_norm": 98.43224411010742, "invalid_tail_samples": 24.6, "learning_rate": 2.787197277857871e-05, "loss": 0.0267, "positive_teacher_pairs": 26676.2, "query_h_norm_ratio": 0.4199655920267105, "relation_loss": 0.0026836950331926347, "selected_pairs": 26676.2, "step": 19910, "student_distance_mean": 23.69338493347168, "teacher_distance_mean": 0.8576735079288482, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0026836950331926347, "weighted_relation_loss": 0.0026836950331926347 }, { "action_query_batch_std": 0.3556972563266754, "action_query_norm": 41.332268142700194, "action_relation_loss": 0.0026428702520206572, "auxiliary_loss_weight": 1.0, "epoch": 18.63423760523854, "flow_matching_loss": 0.022447689063847066, "grad_norm": 0.11615438014268875, "h_stock_valid_norm": 98.51091842651367, "invalid_tail_samples": 23.2, "learning_rate": 2.782256189062429e-05, "loss": 0.0251, "positive_teacher_pairs": 26990.8, "query_h_norm_ratio": 0.4195722460746765, "relation_loss": 0.0026428702520206572, "selected_pairs": 26990.8, "step": 19920, "student_distance_mean": 23.53085117340088, "teacher_distance_mean": 0.8463195502758026, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0026428702520206572, "weighted_relation_loss": 0.0026428702520206572 }, { "action_query_batch_std": 0.3558430701494217, "action_query_norm": 41.31753768920898, "action_relation_loss": 0.0025974272517487406, "auxiliary_loss_weight": 1.0, "epoch": 18.64359214218896, "flow_matching_loss": 0.02264396958053112, "grad_norm": 0.09928220510482788, "h_stock_valid_norm": 98.58549346923829, "invalid_tail_samples": 23.1, "learning_rate": 2.777317795034839e-05, "loss": 0.0252, "positive_teacher_pairs": 27018.5, "query_h_norm_ratio": 0.4191065490245819, "relation_loss": 0.0025974272517487406, "selected_pairs": 27018.5, "step": 19930, "student_distance_mean": 23.573782920837402, "teacher_distance_mean": 0.8496235430240631, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0025974272517487406, "weighted_relation_loss": 0.0025974272517487406 }, { "action_query_batch_std": 0.3589083611965179, "action_query_norm": 41.333648681640625, "action_relation_loss": 0.0024494854966178536, "auxiliary_loss_weight": 1.0, "epoch": 18.652946679139383, "flow_matching_loss": 0.022612078487873076, "grad_norm": 0.08707337826490402, "h_stock_valid_norm": 98.5119873046875, "invalid_tail_samples": 21.2, "learning_rate": 2.7723821017757112e-05, "loss": 0.0251, "positive_teacher_pairs": 27455.1, "query_h_norm_ratio": 0.41958253681659696, "relation_loss": 0.0024494854966178536, "selected_pairs": 27455.1, "step": 19940, "student_distance_mean": 23.622442054748536, "teacher_distance_mean": 0.8568404614925385, "valid_action_samples": 234.8, "weighted_auxiliary_loss": 0.0024494854966178536, "weighted_relation_loss": 0.0024494854966178536 }, { "action_query_batch_std": 0.3624399662017822, "action_query_norm": 41.34843101501465, "action_relation_loss": 0.0026338213589042424, "auxiliary_loss_weight": 1.0, "epoch": 18.662301216089805, "flow_matching_loss": 0.023172469437122346, "grad_norm": 0.16246260702610016, "h_stock_valid_norm": 98.6130386352539, "invalid_tail_samples": 24.2, "learning_rate": 2.7674491152823822e-05, "loss": 0.0258, "positive_teacher_pairs": 26758.1, "query_h_norm_ratio": 0.4193021863698959, "relation_loss": 0.0026338213589042424, "selected_pairs": 26758.1, "step": 19950, "student_distance_mean": 23.924188232421876, "teacher_distance_mean": 0.8664376616477967, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0026338213589042424, "weighted_relation_loss": 0.0026338213589042424 }, { "action_query_batch_std": 0.3548862159252167, "action_query_norm": 41.32048797607422, "action_relation_loss": 0.0026710324687883257, "auxiliary_loss_weight": 1.0, "epoch": 18.671655753040223, "flow_matching_loss": 0.020617880672216416, "grad_norm": 0.09338665753602982, "h_stock_valid_norm": 98.70869140625, "invalid_tail_samples": 23.0, "learning_rate": 2.7625188415488944e-05, "loss": 0.0233, "positive_teacher_pairs": 27031.6, "query_h_norm_ratio": 0.41861594319343565, "relation_loss": 0.0026710324687883257, "selected_pairs": 27031.6, "step": 19960, "student_distance_mean": 23.41797637939453, "teacher_distance_mean": 0.8465493261814118, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.0026710324687883257, "weighted_relation_loss": 0.0026710324687883257 }, { "action_query_batch_std": 0.36139225363731386, "action_query_norm": 41.331091690063474, "action_relation_loss": 0.0026864356826990844, "auxiliary_loss_weight": 1.0, "epoch": 18.681010289990645, "flow_matching_loss": 0.0224954454228282, "grad_norm": 0.09438344836235046, "h_stock_valid_norm": 98.38487243652344, "invalid_tail_samples": 25.4, "learning_rate": 2.7575912865659924e-05, "loss": 0.0252, "positive_teacher_pairs": 26490.1, "query_h_norm_ratio": 0.4200985640287399, "relation_loss": 0.0026864356826990844, "selected_pairs": 26490.1, "step": 19970, "student_distance_mean": 23.93757095336914, "teacher_distance_mean": 0.8656992077827453, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.0026864356826990844, "weighted_relation_loss": 0.0026864356826990844 }, { "action_query_batch_std": 0.35901489555835725, "action_query_norm": 41.326022720336915, "action_relation_loss": 0.002703201910480857, "auxiliary_loss_weight": 1.0, "epoch": 18.690364826941067, "flow_matching_loss": 0.02355414368212223, "grad_norm": 0.09248378872871399, "h_stock_valid_norm": 98.212451171875, "invalid_tail_samples": 25.0, "learning_rate": 2.7526664563211245e-05, "loss": 0.0263, "positive_teacher_pairs": 26576.1, "query_h_norm_ratio": 0.42078384160995486, "relation_loss": 0.002703201910480857, "selected_pairs": 26576.1, "step": 19980, "student_distance_mean": 23.78921604156494, "teacher_distance_mean": 0.8626927077770233, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.002703201910480857, "weighted_relation_loss": 0.002703201910480857 }, { "action_query_batch_std": 0.3530276447534561, "action_query_norm": 41.28097076416016, "action_relation_loss": 0.0025645513320341705, "auxiliary_loss_weight": 1.0, "epoch": 18.699719363891486, "flow_matching_loss": 0.022856391221284866, "grad_norm": 0.10475710034370422, "h_stock_valid_norm": 98.2621223449707, "invalid_tail_samples": 23.3, "learning_rate": 2.7477443567984224e-05, "loss": 0.0254, "positive_teacher_pairs": 26978.5, "query_h_norm_ratio": 0.42011313438415526, "relation_loss": 0.0025645513320341705, "selected_pairs": 26978.5, "step": 19990, "student_distance_mean": 23.387526321411134, "teacher_distance_mean": 0.8480072379112243, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0025645513320341705, "weighted_relation_loss": 0.0025645513320341705 }, { "action_query_batch_std": 0.3538029372692108, "action_query_norm": 41.311539840698245, "action_relation_loss": 0.002594932587817311, "auxiliary_loss_weight": 1.0, "epoch": 18.709073900841908, "flow_matching_loss": 0.022114622034132482, "grad_norm": 0.10049362480640411, "h_stock_valid_norm": 98.12619476318359, "invalid_tail_samples": 21.5, "learning_rate": 2.7428249939787e-05, "loss": 0.0247, "positive_teacher_pairs": 27381.1, "query_h_norm_ratio": 0.42100509703159333, "relation_loss": 0.002594932587817311, "selected_pairs": 27381.1, "step": 20000, "student_distance_mean": 23.29423427581787, "teacher_distance_mean": 0.8440041184425354, "valid_action_samples": 234.5, "weighted_auxiliary_loss": 0.002594932587817311, "weighted_relation_loss": 0.002594932587817311 }, { "action_query_batch_std": 0.3566773861646652, "action_query_norm": 41.31823387145996, "action_relation_loss": 0.0027287133969366552, "auxiliary_loss_weight": 1.0, "epoch": 18.71842843779233, "flow_matching_loss": 0.021774382703006266, "grad_norm": 0.11307524889707565, "h_stock_valid_norm": 98.0926124572754, "invalid_tail_samples": 21.0, "learning_rate": 2.7379083738394484e-05, "loss": 0.0245, "positive_teacher_pairs": 27512.7, "query_h_norm_ratio": 0.42121856808662417, "relation_loss": 0.0027287133969366552, "selected_pairs": 27512.7, "step": 20010, "student_distance_mean": 23.45247287750244, "teacher_distance_mean": 0.8519261658191681, "valid_action_samples": 235.0, "weighted_auxiliary_loss": 0.0027287133969366552, "weighted_relation_loss": 0.0027287133969366552 }, { "action_query_batch_std": 0.35241506397724154, "action_query_norm": 41.28863792419433, "action_relation_loss": 0.00257877588737756, "auxiliary_loss_weight": 1.0, "epoch": 18.72778297474275, "flow_matching_loss": 0.023308438993990422, "grad_norm": 0.15201658010482788, "h_stock_valid_norm": 98.1703987121582, "invalid_tail_samples": 24.6, "learning_rate": 2.732994502354823e-05, "loss": 0.0259, "positive_teacher_pairs": 26662.0, "query_h_norm_ratio": 0.420582640171051, "relation_loss": 0.00257877588737756, "selected_pairs": 26662.0, "step": 20020, "student_distance_mean": 23.294841003417968, "teacher_distance_mean": 0.8431577920913697, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.00257877588737756, "weighted_relation_loss": 0.00257877588737756 }, { "action_query_batch_std": 0.3569696694612503, "action_query_norm": 41.29378814697266, "action_relation_loss": 0.0027113237651064993, "auxiliary_loss_weight": 1.0, "epoch": 18.73713751169317, "flow_matching_loss": 0.02312593311071396, "grad_norm": 0.13923393189907074, "h_stock_valid_norm": 98.18006820678711, "invalid_tail_samples": 25.0, "learning_rate": 2.72808338549564e-05, "loss": 0.0258, "positive_teacher_pairs": 26573.9, "query_h_norm_ratio": 0.4205964863300323, "relation_loss": 0.0027113237651064993, "selected_pairs": 26573.9, "step": 20030, "student_distance_mean": 23.60538806915283, "teacher_distance_mean": 0.8563238024711609, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.0027113237651064993, "weighted_relation_loss": 0.0027113237651064993 }, { "action_query_batch_std": 0.3544674217700958, "action_query_norm": 41.28792266845703, "action_relation_loss": 0.0027383025968447327, "auxiliary_loss_weight": 1.0, "epoch": 18.746492048643592, "flow_matching_loss": 0.021011458523571492, "grad_norm": 0.08662734925746918, "h_stock_valid_norm": 98.47890853881836, "invalid_tail_samples": 23.8, "learning_rate": 2.723175029229374e-05, "loss": 0.0237, "positive_teacher_pairs": 26844.8, "query_h_norm_ratio": 0.4192588746547699, "relation_loss": 0.0027383025968447327, "selected_pairs": 26844.8, "step": 20040, "student_distance_mean": 23.37554168701172, "teacher_distance_mean": 0.8492612302303314, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.0027383025968447327, "weighted_relation_loss": 0.0027383025968447327 }, { "action_query_batch_std": 0.35559056997299193, "action_query_norm": 41.30058250427246, "action_relation_loss": 0.002588012535125017, "auxiliary_loss_weight": 1.0, "epoch": 18.755846585594014, "flow_matching_loss": 0.02147888783365488, "grad_norm": 0.12603752315044403, "h_stock_valid_norm": 98.51394729614258, "invalid_tail_samples": 23.7, "learning_rate": 2.718269439520138e-05, "loss": 0.0241, "positive_teacher_pairs": 26881.7, "query_h_norm_ratio": 0.41924052238464354, "relation_loss": 0.002588012535125017, "selected_pairs": 26881.7, "step": 20050, "student_distance_mean": 23.47619762420654, "teacher_distance_mean": 0.8476019024848938, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.002588012535125017, "weighted_relation_loss": 0.002588012535125017 }, { "action_query_batch_std": 0.3578022688627243, "action_query_norm": 41.31504096984863, "action_relation_loss": 0.002556099742650986, "auxiliary_loss_weight": 1.0, "epoch": 18.765201122544433, "flow_matching_loss": 0.021850184351205826, "grad_norm": 0.14527001976966858, "h_stock_valid_norm": 98.11121520996093, "invalid_tail_samples": 27.5, "learning_rate": 2.7133666223286858e-05, "loss": 0.0244, "positive_teacher_pairs": 26004.6, "query_h_norm_ratio": 0.4211046814918518, "relation_loss": 0.002556099742650986, "selected_pairs": 26004.6, "step": 20060, "student_distance_mean": 23.689273643493653, "teacher_distance_mean": 0.8590044736862182, "valid_action_samples": 228.5, "weighted_auxiliary_loss": 0.002556099742650986, "weighted_relation_loss": 0.002556099742650986 }, { "action_query_batch_std": 0.352472311258316, "action_query_norm": 41.26922950744629, "action_relation_loss": 0.002574447588995099, "auxiliary_loss_weight": 1.0, "epoch": 18.774555659494855, "flow_matching_loss": 0.02150556556880474, "grad_norm": 0.1501600742340088, "h_stock_valid_norm": 97.56019897460938, "invalid_tail_samples": 22.3, "learning_rate": 2.7084665836124006e-05, "loss": 0.0241, "positive_teacher_pairs": 27195.3, "query_h_norm_ratio": 0.42301576435565946, "relation_loss": 0.002574447588995099, "selected_pairs": 27195.3, "step": 20070, "student_distance_mean": 23.26881332397461, "teacher_distance_mean": 0.8443916440010071, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.002574447588995099, "weighted_relation_loss": 0.002574447588995099 }, { "action_query_batch_std": 0.35791846811771394, "action_query_norm": 41.305016708374026, "action_relation_loss": 0.002529076603241265, "auxiliary_loss_weight": 1.0, "epoch": 18.783910196445277, "flow_matching_loss": 0.020812257006764413, "grad_norm": 0.0885283574461937, "h_stock_valid_norm": 97.23640518188476, "invalid_tail_samples": 21.8, "learning_rate": 2.703569329325296e-05, "loss": 0.0233, "positive_teacher_pairs": 27321.4, "query_h_norm_ratio": 0.42479305863380434, "relation_loss": 0.002529076603241265, "selected_pairs": 27321.4, "step": 20080, "student_distance_mean": 23.650253295898438, "teacher_distance_mean": 0.8572917997837066, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.002529076603241265, "weighted_relation_loss": 0.002529076603241265 }, { "action_query_batch_std": 0.3587322264909744, "action_query_norm": 41.299289321899415, "action_relation_loss": 0.0025678796926513316, "auxiliary_loss_weight": 1.0, "epoch": 18.7932647333957, "flow_matching_loss": 0.02116076145321131, "grad_norm": 0.1210450604557991, "h_stock_valid_norm": 97.24338455200196, "invalid_tail_samples": 23.1, "learning_rate": 2.698674865417994e-05, "loss": 0.0237, "positive_teacher_pairs": 27007.5, "query_h_norm_ratio": 0.42470415234565734, "relation_loss": 0.0025678796926513316, "selected_pairs": 27007.5, "step": 20090, "student_distance_mean": 23.566673851013185, "teacher_distance_mean": 0.8556505441665649, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0025678796926513316, "weighted_relation_loss": 0.0025678796926513316 }, { "action_query_batch_std": 0.35932793021202086, "action_query_norm": 41.312451171875, "action_relation_loss": 0.0025998976780101657, "auxiliary_loss_weight": 1.0, "epoch": 18.802619270346117, "flow_matching_loss": 0.022234075888991355, "grad_norm": 0.10218685865402222, "h_stock_valid_norm": 98.02817611694336, "invalid_tail_samples": 25.1, "learning_rate": 2.6937831978377325e-05, "loss": 0.0248, "positive_teacher_pairs": 26550.1, "query_h_norm_ratio": 0.42143902778625486, "relation_loss": 0.0025998976780101657, "selected_pairs": 26550.1, "step": 20100, "student_distance_mean": 23.73218822479248, "teacher_distance_mean": 0.8589517951011658, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.0025998976780101657, "weighted_relation_loss": 0.0025998976780101657 }, { "action_query_batch_std": 0.35191107392311094, "action_query_norm": 41.25356330871582, "action_relation_loss": 0.002699529938399792, "auxiliary_loss_weight": 1.0, "epoch": 18.81197380729654, "flow_matching_loss": 0.022117330692708492, "grad_norm": 0.09517297148704529, "h_stock_valid_norm": 98.18150939941407, "invalid_tail_samples": 23.8, "learning_rate": 2.6888943325283485e-05, "loss": 0.0248, "positive_teacher_pairs": 26858.8, "query_h_norm_ratio": 0.4201792001724243, "relation_loss": 0.002699529938399792, "selected_pairs": 26858.8, "step": 20110, "student_distance_mean": 23.285000801086426, "teacher_distance_mean": 0.8447826206684113, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.002699529938399792, "weighted_relation_loss": 0.002699529938399792 }, { "action_query_batch_std": 0.3544351369142532, "action_query_norm": 41.26200180053711, "action_relation_loss": 0.002662289282307029, "auxiliary_loss_weight": 1.0, "epoch": 18.82132834424696, "flow_matching_loss": 0.023394573107361795, "grad_norm": 0.10924913734197617, "h_stock_valid_norm": 97.86902236938477, "invalid_tail_samples": 23.7, "learning_rate": 2.6840082754302733e-05, "loss": 0.0261, "positive_teacher_pairs": 26878.1, "query_h_norm_ratio": 0.4216076284646988, "relation_loss": 0.002662289282307029, "selected_pairs": 26878.1, "step": 20120, "student_distance_mean": 23.381339073181152, "teacher_distance_mean": 0.8463830411434173, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.002662289282307029, "weighted_relation_loss": 0.002662289282307029 }, { "action_query_batch_std": 0.35599756240844727, "action_query_norm": 41.27452507019043, "action_relation_loss": 0.0027099279453977943, "auxiliary_loss_weight": 1.0, "epoch": 18.83068288119738, "flow_matching_loss": 0.022113875858485697, "grad_norm": 0.10944023728370667, "h_stock_valid_norm": 97.5851821899414, "invalid_tail_samples": 24.4, "learning_rate": 2.679125032480525e-05, "loss": 0.0248, "positive_teacher_pairs": 26710.1, "query_h_norm_ratio": 0.42296143174171447, "relation_loss": 0.0027099279453977943, "selected_pairs": 26710.1, "step": 20130, "student_distance_mean": 23.53398208618164, "teacher_distance_mean": 0.8528085052967072, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.0027099279453977943, "weighted_relation_loss": 0.0027099279453977943 }, { "action_query_batch_std": 0.36017599105834963, "action_query_norm": 41.32020111083985, "action_relation_loss": 0.002532225660979748, "auxiliary_loss_weight": 1.0, "epoch": 18.8400374181478, "flow_matching_loss": 0.021820996701717377, "grad_norm": 0.1324475258588791, "h_stock_valid_norm": 97.56577911376954, "invalid_tail_samples": 22.5, "learning_rate": 2.674244609612708e-05, "loss": 0.0244, "positive_teacher_pairs": 27152.8, "query_h_norm_ratio": 0.42351568043231963, "relation_loss": 0.002532225660979748, "selected_pairs": 27152.8, "step": 20140, "student_distance_mean": 23.748859214782716, "teacher_distance_mean": 0.8606077253818512, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.002532225660979748, "weighted_relation_loss": 0.002532225660979748 }, { "action_query_batch_std": 0.35994523763656616, "action_query_norm": 41.309869384765626, "action_relation_loss": 0.0025120690697804093, "auxiliary_loss_weight": 1.0, "epoch": 18.849391955098223, "flow_matching_loss": 0.020228963159024716, "grad_norm": 0.10119267553091049, "h_stock_valid_norm": 98.07919692993164, "invalid_tail_samples": 23.1, "learning_rate": 2.6693670127569958e-05, "loss": 0.0227, "positive_teacher_pairs": 27010.9, "query_h_norm_ratio": 0.4211921840906143, "relation_loss": 0.0025120690697804093, "selected_pairs": 27010.9, "step": 20150, "student_distance_mean": 23.676639747619628, "teacher_distance_mean": 0.8550749301910401, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0025120690697804093, "weighted_relation_loss": 0.0025120690697804093 }, { "action_query_batch_std": 0.3554902315139771, "action_query_norm": 41.27087936401367, "action_relation_loss": 0.0028360530268400908, "auxiliary_loss_weight": 1.0, "epoch": 18.858746492048645, "flow_matching_loss": 0.021017466485500336, "grad_norm": 0.10230797529220581, "h_stock_valid_norm": 98.51671981811523, "invalid_tail_samples": 25.7, "learning_rate": 2.6644922478401268e-05, "loss": 0.0239, "positive_teacher_pairs": 26413.8, "query_h_norm_ratio": 0.41892354786396024, "relation_loss": 0.0028360530268400908, "selected_pairs": 26413.8, "step": 20160, "student_distance_mean": 23.46788501739502, "teacher_distance_mean": 0.847030633687973, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.0028360530268400908, "weighted_relation_loss": 0.0028360530268400908 }, { "action_query_batch_std": 0.36090241372585297, "action_query_norm": 41.321572875976564, "action_relation_loss": 0.002509630867280066, "auxiliary_loss_weight": 1.0, "epoch": 18.868101028999064, "flow_matching_loss": 0.022499901801347734, "grad_norm": 0.09739919006824493, "h_stock_valid_norm": 98.6750259399414, "invalid_tail_samples": 23.3, "learning_rate": 2.6596203207854004e-05, "loss": 0.025, "positive_teacher_pairs": 26964.3, "query_h_norm_ratio": 0.41876574158668517, "relation_loss": 0.002509630867280066, "selected_pairs": 26964.3, "step": 20170, "student_distance_mean": 23.733274841308592, "teacher_distance_mean": 0.858119684457779, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.002509630867280066, "weighted_relation_loss": 0.002509630867280066 }, { "action_query_batch_std": 0.3578417718410492, "action_query_norm": 41.26668243408203, "action_relation_loss": 0.0026297467993572354, "auxiliary_loss_weight": 1.0, "epoch": 18.877455565949486, "flow_matching_loss": 0.0219601234421134, "grad_norm": 0.09465968608856201, "h_stock_valid_norm": 98.24654998779297, "invalid_tail_samples": 24.2, "learning_rate": 2.654751237512666e-05, "loss": 0.0246, "positive_teacher_pairs": 26754.7, "query_h_norm_ratio": 0.42003474533557894, "relation_loss": 0.0026297467993572354, "selected_pairs": 26754.7, "step": 20180, "student_distance_mean": 23.605106353759766, "teacher_distance_mean": 0.8584266543388367, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0026297467993572354, "weighted_relation_loss": 0.0026297467993572354 }, { "action_query_batch_std": 0.3563786864280701, "action_query_norm": 41.2621452331543, "action_relation_loss": 0.0028084066230803727, "auxiliary_loss_weight": 1.0, "epoch": 18.886810102899908, "flow_matching_loss": 0.02339555248618126, "grad_norm": 0.12599702179431915, "h_stock_valid_norm": 97.82634201049805, "invalid_tail_samples": 23.1, "learning_rate": 2.649885003938323e-05, "loss": 0.0262, "positive_teacher_pairs": 27019.8, "query_h_norm_ratio": 0.4217956095933914, "relation_loss": 0.0028084066230803727, "selected_pairs": 27019.8, "step": 20190, "student_distance_mean": 23.54237804412842, "teacher_distance_mean": 0.857443916797638, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0028084066230803727, "weighted_relation_loss": 0.0028084066230803727 }, { "action_query_batch_std": 0.3610017538070679, "action_query_norm": 41.322607803344724, "action_relation_loss": 0.002540275268256664, "auxiliary_loss_weight": 1.0, "epoch": 18.896164639850326, "flow_matching_loss": 0.02133347503840923, "grad_norm": 0.10769540071487427, "h_stock_valid_norm": 97.97584686279296, "invalid_tail_samples": 25.6, "learning_rate": 2.6450216259753e-05, "loss": 0.0239, "positive_teacher_pairs": 26439.1, "query_h_norm_ratio": 0.42176465690135956, "relation_loss": 0.002540275268256664, "selected_pairs": 26439.1, "step": 20200, "student_distance_mean": 23.808857917785645, "teacher_distance_mean": 0.8612808465957642, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.002540275268256664, "weighted_relation_loss": 0.002540275268256664 }, { "action_query_batch_std": 0.3575089037418365, "action_query_norm": 41.29107856750488, "action_relation_loss": 0.0026153221493586897, "auxiliary_loss_weight": 1.0, "epoch": 18.90551917680075, "flow_matching_loss": 0.020344369672238828, "grad_norm": 0.08517381548881531, "h_stock_valid_norm": 98.04021759033203, "invalid_tail_samples": 22.3, "learning_rate": 2.640161109533063e-05, "loss": 0.023, "positive_teacher_pairs": 27197.3, "query_h_norm_ratio": 0.42117137610912325, "relation_loss": 0.0026153221493586897, "selected_pairs": 27197.3, "step": 20210, "student_distance_mean": 23.477422523498536, "teacher_distance_mean": 0.851829570531845, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.0026153221493586897, "weighted_relation_loss": 0.0026153221493586897 }, { "action_query_batch_std": 0.3552309960126877, "action_query_norm": 41.26386070251465, "action_relation_loss": 0.002639248175546527, "auxiliary_loss_weight": 1.0, "epoch": 18.91487371375117, "flow_matching_loss": 0.022640109807252885, "grad_norm": 0.09779194742441177, "h_stock_valid_norm": 98.12931289672852, "invalid_tail_samples": 23.5, "learning_rate": 2.6353034605175936e-05, "loss": 0.0253, "positive_teacher_pairs": 26914.6, "query_h_norm_ratio": 0.42051029205322266, "relation_loss": 0.002639248175546527, "selected_pairs": 26914.6, "step": 20220, "student_distance_mean": 23.521957778930663, "teacher_distance_mean": 0.8522580564022064, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.002639248175546527, "weighted_relation_loss": 0.002639248175546527 }, { "action_query_batch_std": 0.35662115514278414, "action_query_norm": 41.27950820922852, "action_relation_loss": 0.0025921664666384457, "auxiliary_loss_weight": 1.0, "epoch": 18.92422825070159, "flow_matching_loss": 0.025185782089829446, "grad_norm": 0.09681390225887299, "h_stock_valid_norm": 98.31827239990234, "invalid_tail_samples": 24.4, "learning_rate": 2.630448684831398e-05, "loss": 0.0278, "positive_teacher_pairs": 26709.7, "query_h_norm_ratio": 0.4198582112789154, "relation_loss": 0.0025921664666384457, "selected_pairs": 26709.7, "step": 20230, "student_distance_mean": 23.600069427490233, "teacher_distance_mean": 0.8548310935497284, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.0025921664666384457, "weighted_relation_loss": 0.0025921664666384457 }, { "action_query_batch_std": 0.35298886299133303, "action_query_norm": 41.2479923248291, "action_relation_loss": 0.0025998949771746994, "auxiliary_loss_weight": 1.0, "epoch": 18.93358278765201, "flow_matching_loss": 0.02395041212439537, "grad_norm": 0.1484222412109375, "h_stock_valid_norm": 98.09399108886718, "invalid_tail_samples": 22.9, "learning_rate": 2.625596788373482e-05, "loss": 0.0266, "positive_teacher_pairs": 27075.3, "query_h_norm_ratio": 0.4204967349767685, "relation_loss": 0.0025998949771746994, "selected_pairs": 27075.3, "step": 20240, "student_distance_mean": 23.260311698913576, "teacher_distance_mean": 0.8414458096027374, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.0025998949771746994, "weighted_relation_loss": 0.0025998949771746994 }, { "action_query_batch_std": 0.35982379913330076, "action_query_norm": 41.3127197265625, "action_relation_loss": 0.0025930524338036776, "auxiliary_loss_weight": 1.0, "epoch": 18.942937324602433, "flow_matching_loss": 0.023354624211788178, "grad_norm": 0.12439883500337601, "h_stock_valid_norm": 97.92951583862305, "invalid_tail_samples": 23.2, "learning_rate": 2.620747777039363e-05, "loss": 0.0259, "positive_teacher_pairs": 26990.8, "query_h_norm_ratio": 0.4218627393245697, "relation_loss": 0.0025930524338036776, "selected_pairs": 26990.8, "step": 20250, "student_distance_mean": 23.690692901611328, "teacher_distance_mean": 0.8590226113796234, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0025930524338036776, "weighted_relation_loss": 0.0025930524338036776 }, { "action_query_batch_std": 0.3518933027982712, "action_query_norm": 41.21431999206543, "action_relation_loss": 0.002697371761314571, "auxiliary_loss_weight": 1.0, "epoch": 18.952291861552855, "flow_matching_loss": 0.02100256588310003, "grad_norm": 0.11496560275554657, "h_stock_valid_norm": 97.72486877441406, "invalid_tail_samples": 25.7, "learning_rate": 2.6159016567210424e-05, "loss": 0.0237, "positive_teacher_pairs": 26409.9, "query_h_norm_ratio": 0.42174471318721773, "relation_loss": 0.002697371761314571, "selected_pairs": 26409.9, "step": 20260, "student_distance_mean": 23.170933341979982, "teacher_distance_mean": 0.8397339403629303, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.002697371761314571, "weighted_relation_loss": 0.002697371761314571 }, { "action_query_batch_std": 0.3528324574232101, "action_query_norm": 41.220451736450194, "action_relation_loss": 0.0026683727279305457, "auxiliary_loss_weight": 1.0, "epoch": 18.961646398503273, "flow_matching_loss": 0.020706414710730314, "grad_norm": 0.08698040246963501, "h_stock_valid_norm": 97.86321792602538, "invalid_tail_samples": 26.3, "learning_rate": 2.6110584333070153e-05, "loss": 0.0234, "positive_teacher_pairs": 26270.4, "query_h_norm_ratio": 0.42120776176452634, "relation_loss": 0.0026683727279305457, "selected_pairs": 26270.4, "step": 20270, "student_distance_mean": 23.35675983428955, "teacher_distance_mean": 0.8463076233863831, "valid_action_samples": 229.7, "weighted_auxiliary_loss": 0.0026683727279305457, "weighted_relation_loss": 0.0026683727279305457 }, { "action_query_batch_std": 0.359128350019455, "action_query_norm": 41.2543140411377, "action_relation_loss": 0.0026538181118667126, "auxiliary_loss_weight": 1.0, "epoch": 18.971000935453695, "flow_matching_loss": 0.021685274504125118, "grad_norm": 0.10271217674016953, "h_stock_valid_norm": 97.87563095092773, "invalid_tail_samples": 24.9, "learning_rate": 2.6062181126822537e-05, "loss": 0.0243, "positive_teacher_pairs": 26590.9, "query_h_norm_ratio": 0.4215039849281311, "relation_loss": 0.0026538181118667126, "selected_pairs": 26590.9, "step": 20280, "student_distance_mean": 23.604777145385743, "teacher_distance_mean": 0.8561300277709961, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.0026538181118667126, "weighted_relation_loss": 0.0026538181118667126 }, { "action_query_batch_std": 0.3579549461603165, "action_query_norm": 41.2629581451416, "action_relation_loss": 0.00266910707578063, "auxiliary_loss_weight": 1.0, "epoch": 18.980355472404117, "flow_matching_loss": 0.023302202112972736, "grad_norm": 0.11394598335027695, "h_stock_valid_norm": 97.81619873046876, "invalid_tail_samples": 24.8, "learning_rate": 2.601380700728203e-05, "loss": 0.026, "positive_teacher_pairs": 26617.1, "query_h_norm_ratio": 0.4218463569879532, "relation_loss": 0.00266910707578063, "selected_pairs": 26617.1, "step": 20290, "student_distance_mean": 23.596531486511232, "teacher_distance_mean": 0.8568740427494049, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.00266910707578063, "weighted_relation_loss": 0.00266910707578063 }, { "action_query_batch_std": 0.3535026639699936, "action_query_norm": 41.24837417602539, "action_relation_loss": 0.0027196403359994294, "auxiliary_loss_weight": 1.0, "epoch": 18.989710009354535, "flow_matching_loss": 0.022274040244519712, "grad_norm": 0.09739185124635696, "h_stock_valid_norm": 97.6262596130371, "invalid_tail_samples": 21.9, "learning_rate": 2.596546203322777e-05, "loss": 0.025, "positive_teacher_pairs": 27290.2, "query_h_norm_ratio": 0.42251557409763335, "relation_loss": 0.0027196403359994294, "selected_pairs": 27290.2, "step": 20300, "student_distance_mean": 23.38591785430908, "teacher_distance_mean": 0.8454155027866364, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.0027196403359994294, "weighted_relation_loss": 0.0027196403359994294 }, { "action_query_batch_std": 0.35724384486675265, "action_query_norm": 41.279862594604495, "action_relation_loss": 0.00253694923594594, "auxiliary_loss_weight": 1.0, "epoch": 18.999064546304957, "flow_matching_loss": 0.020498932152986527, "grad_norm": 0.11789274960756302, "h_stock_valid_norm": 97.79358367919922, "invalid_tail_samples": 24.7, "learning_rate": 2.5917146263403457e-05, "loss": 0.023, "positive_teacher_pairs": 26641.6, "query_h_norm_ratio": 0.42211476266384124, "relation_loss": 0.00253694923594594, "selected_pairs": 26641.6, "step": 20310, "student_distance_mean": 23.57979965209961, "teacher_distance_mean": 0.8523175418376923, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.00253694923594594, "weighted_relation_loss": 0.00253694923594594 }, { "action_query_batch_std": 0.3548440128564835, "action_query_norm": 41.252234649658206, "action_relation_loss": 0.0024218685692176225, "auxiliary_loss_weight": 1.0, "epoch": 19.00841908325538, "flow_matching_loss": 0.019953125901520253, "grad_norm": 0.12982134521007538, "h_stock_valid_norm": 97.28045806884765, "invalid_tail_samples": 20.1, "learning_rate": 2.5868859756517296e-05, "loss": 0.0224, "positive_teacher_pairs": 24783.1, "query_h_norm_ratio": 0.4240587830543518, "relation_loss": 0.0024218685692176225, "selected_pairs": 24783.1, "step": 20320, "student_distance_mean": 23.473668479919432, "teacher_distance_mean": 0.8545320928096771, "valid_action_samples": 216.0, "weighted_auxiliary_loss": 0.0024218685692176225, "weighted_relation_loss": 0.0024218685692176225 }, { "action_query_batch_std": 0.3538114219903946, "action_query_norm": 41.24662284851074, "action_relation_loss": 0.002596100652590394, "auxiliary_loss_weight": 1.0, "epoch": 19.0177736202058, "flow_matching_loss": 0.02224995233118534, "grad_norm": 0.1258336752653122, "h_stock_valid_norm": 97.60379638671876, "invalid_tail_samples": 23.6, "learning_rate": 2.5820602571241947e-05, "loss": 0.0248, "positive_teacher_pairs": 26899.7, "query_h_norm_ratio": 0.4225948989391327, "relation_loss": 0.002596100652590394, "selected_pairs": 26899.7, "step": 20330, "student_distance_mean": 23.38761329650879, "teacher_distance_mean": 0.8486927092075348, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.002596100652590394, "weighted_relation_loss": 0.002596100652590394 }, { "action_query_batch_std": 0.3551014721393585, "action_query_norm": 41.255902481079104, "action_relation_loss": 0.002543793083168566, "auxiliary_loss_weight": 1.0, "epoch": 19.02712815715622, "flow_matching_loss": 0.02162636537104845, "grad_norm": 0.11726074665784836, "h_stock_valid_norm": 98.04588470458984, "invalid_tail_samples": 22.5, "learning_rate": 2.577237476621442e-05, "loss": 0.0242, "positive_teacher_pairs": 27153.6, "query_h_norm_ratio": 0.4207884192466736, "relation_loss": 0.002543793083168566, "selected_pairs": 27153.6, "step": 20340, "student_distance_mean": 23.38265495300293, "teacher_distance_mean": 0.846642130613327, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.002543793083168566, "weighted_relation_loss": 0.002543793083168566 }, { "action_query_batch_std": 0.3614625036716461, "action_query_norm": 41.28997993469238, "action_relation_loss": 0.0024984056130051614, "auxiliary_loss_weight": 1.0, "epoch": 19.036482694106642, "flow_matching_loss": 0.021629124879837036, "grad_norm": 0.13205784559249878, "h_stock_valid_norm": 98.34067153930664, "invalid_tail_samples": 23.0, "learning_rate": 2.572417640003609e-05, "loss": 0.0241, "positive_teacher_pairs": 27034.5, "query_h_norm_ratio": 0.41987154483795164, "relation_loss": 0.0024984056130051614, "selected_pairs": 27034.5, "step": 20350, "student_distance_mean": 23.84988498687744, "teacher_distance_mean": 0.8649242460727692, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.0024984056130051614, "weighted_relation_loss": 0.0024984056130051614 }, { "action_query_batch_std": 0.35311519503593447, "action_query_norm": 41.22582473754883, "action_relation_loss": 0.002444312535226345, "auxiliary_loss_weight": 1.0, "epoch": 19.045837231057064, "flow_matching_loss": 0.019631014205515385, "grad_norm": 0.09087485074996948, "h_stock_valid_norm": 98.58200454711914, "invalid_tail_samples": 25.8, "learning_rate": 2.5676007531272473e-05, "loss": 0.0221, "positive_teacher_pairs": 26386.6, "query_h_norm_ratio": 0.41818901896476746, "relation_loss": 0.002444312535226345, "selected_pairs": 26386.6, "step": 20360, "student_distance_mean": 23.32636661529541, "teacher_distance_mean": 0.8467443466186524, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.002444312535226345, "weighted_relation_loss": 0.002444312535226345 }, { "action_query_batch_std": 0.3533233106136322, "action_query_norm": 41.2310791015625, "action_relation_loss": 0.002494306582957506, "auxiliary_loss_weight": 1.0, "epoch": 19.055191768007482, "flow_matching_loss": 0.022003446333110334, "grad_norm": 0.09396729618310928, "h_stock_valid_norm": 98.45219192504882, "invalid_tail_samples": 25.3, "learning_rate": 2.5627868218453332e-05, "loss": 0.0245, "positive_teacher_pairs": 26512.9, "query_h_norm_ratio": 0.4187955021858215, "relation_loss": 0.002494306582957506, "selected_pairs": 26512.9, "step": 20370, "student_distance_mean": 23.342057991027833, "teacher_distance_mean": 0.8488598346710206, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.002494306582957506, "weighted_relation_loss": 0.002494306582957506 }, { "action_query_batch_std": 0.357212033867836, "action_query_norm": 41.24055976867676, "action_relation_loss": 0.002344426093623042, "auxiliary_loss_weight": 1.0, "epoch": 19.064546304957904, "flow_matching_loss": 0.020843381620943548, "grad_norm": 0.10336697101593018, "h_stock_valid_norm": 98.11948089599609, "invalid_tail_samples": 24.3, "learning_rate": 2.5579758520072443e-05, "loss": 0.0232, "positive_teacher_pairs": 26735.2, "query_h_norm_ratio": 0.42031204998493193, "relation_loss": 0.002344426093623042, "selected_pairs": 26735.2, "step": 20380, "student_distance_mean": 23.585442733764648, "teacher_distance_mean": 0.8581943571567535, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.002344426093623042, "weighted_relation_loss": 0.002344426093623042 }, { "action_query_batch_std": 0.3598633587360382, "action_query_norm": 41.26972923278809, "action_relation_loss": 0.002513816230930388, "auxiliary_loss_weight": 1.0, "epoch": 19.073900841908326, "flow_matching_loss": 0.021763997711241247, "grad_norm": 0.1033959612250328, "h_stock_valid_norm": 97.52647476196289, "invalid_tail_samples": 24.3, "learning_rate": 2.5531678494587615e-05, "loss": 0.0243, "positive_teacher_pairs": 26735.0, "query_h_norm_ratio": 0.42316837310791017, "relation_loss": 0.002513816230930388, "selected_pairs": 26735.0, "step": 20390, "student_distance_mean": 23.77376194000244, "teacher_distance_mean": 0.8620216310024261, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.002513816230930388, "weighted_relation_loss": 0.002513816230930388 }, { "action_query_batch_std": 0.35921033620834353, "action_query_norm": 41.268072509765624, "action_relation_loss": 0.002527760015800595, "auxiliary_loss_weight": 1.0, "epoch": 19.08325537885875, "flow_matching_loss": 0.020196139626204968, "grad_norm": 0.10059574991464615, "h_stock_valid_norm": 97.47602462768555, "invalid_tail_samples": 24.4, "learning_rate": 2.5483628200420644e-05, "loss": 0.0227, "positive_teacher_pairs": 26723.0, "query_h_norm_ratio": 0.4233698308467865, "relation_loss": 0.002527760015800595, "selected_pairs": 26723.0, "step": 20400, "student_distance_mean": 23.67998161315918, "teacher_distance_mean": 0.8568553626537323, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.002527760015800595, "weighted_relation_loss": 0.002527760015800595 }, { "action_query_batch_std": 0.3607629776000977, "action_query_norm": 41.27919235229492, "action_relation_loss": 0.0024028885876759888, "auxiliary_loss_weight": 1.0, "epoch": 19.092609915809167, "flow_matching_loss": 0.021199660375714302, "grad_norm": 0.10273286700248718, "h_stock_valid_norm": 97.81751098632813, "invalid_tail_samples": 23.6, "learning_rate": 2.5435607695957154e-05, "loss": 0.0236, "positive_teacher_pairs": 26894.4, "query_h_norm_ratio": 0.42200509309768675, "relation_loss": 0.0024028885876759888, "selected_pairs": 26894.4, "step": 20410, "student_distance_mean": 23.800944328308105, "teacher_distance_mean": 0.8607842147350311, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0024028885876759888, "weighted_relation_loss": 0.0024028885876759888 }, { "action_query_batch_std": 0.3581500858068466, "action_query_norm": 41.26313667297363, "action_relation_loss": 0.00244584025349468, "auxiliary_loss_weight": 1.0, "epoch": 19.10196445275959, "flow_matching_loss": 0.021410389617085458, "grad_norm": 0.10579556226730347, "h_stock_valid_norm": 98.27010803222656, "invalid_tail_samples": 21.8, "learning_rate": 2.5387617039546586e-05, "loss": 0.0239, "positive_teacher_pairs": 27322.6, "query_h_norm_ratio": 0.41989842653274534, "relation_loss": 0.00244584025349468, "selected_pairs": 27322.6, "step": 20420, "student_distance_mean": 23.666666412353514, "teacher_distance_mean": 0.8582909345626831, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.00244584025349468, "weighted_relation_loss": 0.00244584025349468 }, { "action_query_batch_std": 0.3583013266324997, "action_query_norm": 41.26915283203125, "action_relation_loss": 0.0024870823370292785, "auxiliary_loss_weight": 1.0, "epoch": 19.11131898971001, "flow_matching_loss": 0.02067771162837744, "grad_norm": 0.09564168751239777, "h_stock_valid_norm": 98.51641464233398, "invalid_tail_samples": 24.1, "learning_rate": 2.5339656289502106e-05, "loss": 0.0232, "positive_teacher_pairs": 26778.8, "query_h_norm_ratio": 0.4189101576805115, "relation_loss": 0.0024870823370292785, "selected_pairs": 26778.8, "step": 20430, "student_distance_mean": 23.69442653656006, "teacher_distance_mean": 0.8599696815013885, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.0024870823370292785, "weighted_relation_loss": 0.0024870823370292785 }, { "action_query_batch_std": 0.3575382620096207, "action_query_norm": 41.239539337158206, "action_relation_loss": 0.002455548895522952, "auxiliary_loss_weight": 1.0, "epoch": 19.12067352666043, "flow_matching_loss": 0.02058957740664482, "grad_norm": 0.10344081372022629, "h_stock_valid_norm": 98.51489334106445, "invalid_tail_samples": 24.1, "learning_rate": 2.529172550410056e-05, "loss": 0.023, "positive_teacher_pairs": 26789.0, "query_h_norm_ratio": 0.41861593127250674, "relation_loss": 0.002455548895522952, "selected_pairs": 26789.0, "step": 20440, "student_distance_mean": 23.510577392578124, "teacher_distance_mean": 0.8517818331718445, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.002455548895522952, "weighted_relation_loss": 0.002455548895522952 }, { "action_query_batch_std": 0.35590306520462034, "action_query_norm": 41.24114151000977, "action_relation_loss": 0.0025360036408528684, "auxiliary_loss_weight": 1.0, "epoch": 19.13002806361085, "flow_matching_loss": 0.021402212604880334, "grad_norm": 0.12161195278167725, "h_stock_valid_norm": 98.3881332397461, "invalid_tail_samples": 22.8, "learning_rate": 2.524382474158234e-05, "loss": 0.0239, "positive_teacher_pairs": 27079.8, "query_h_norm_ratio": 0.4191719502210617, "relation_loss": 0.0025360036408528684, "selected_pairs": 27079.8, "step": 20450, "student_distance_mean": 23.564591217041016, "teacher_distance_mean": 0.8519168078899384, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0025360036408528684, "weighted_relation_loss": 0.0025360036408528684 }, { "action_query_batch_std": 0.3570566654205322, "action_query_norm": 41.24278335571289, "action_relation_loss": 0.002513445424847305, "auxiliary_loss_weight": 1.0, "epoch": 19.139382600561273, "flow_matching_loss": 0.022675498761236666, "grad_norm": 0.1336217075586319, "h_stock_valid_norm": 98.50116958618165, "invalid_tail_samples": 23.6, "learning_rate": 2.5195954060151433e-05, "loss": 0.0252, "positive_teacher_pairs": 26898.7, "query_h_norm_ratio": 0.41870543658733367, "relation_loss": 0.002513445424847305, "selected_pairs": 26898.7, "step": 20460, "student_distance_mean": 23.54936866760254, "teacher_distance_mean": 0.8554010391235352, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.002513445424847305, "weighted_relation_loss": 0.002513445424847305 }, { "action_query_batch_std": 0.35748036205768585, "action_query_norm": 41.22652244567871, "action_relation_loss": 0.0026201332453638314, "auxiliary_loss_weight": 1.0, "epoch": 19.14873713751169, "flow_matching_loss": 0.021927267871797086, "grad_norm": 0.12321754544973373, "h_stock_valid_norm": 98.44405746459961, "invalid_tail_samples": 25.7, "learning_rate": 2.5148113517975212e-05, "loss": 0.0245, "positive_teacher_pairs": 26411.9, "query_h_norm_ratio": 0.4187853425741196, "relation_loss": 0.0026201332453638314, "selected_pairs": 26411.9, "step": 20470, "student_distance_mean": 23.6272834777832, "teacher_distance_mean": 0.8617434084415436, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.0026201332453638314, "weighted_relation_loss": 0.0026201332453638314 }, { "action_query_batch_std": 0.35307380855083464, "action_query_norm": 41.20241928100586, "action_relation_loss": 0.0025300498818978667, "auxiliary_loss_weight": 1.0, "epoch": 19.158091674462113, "flow_matching_loss": 0.02214444875717163, "grad_norm": 0.09375987201929092, "h_stock_valid_norm": 98.20038223266602, "invalid_tail_samples": 22.9, "learning_rate": 2.5100303173184447e-05, "loss": 0.0247, "positive_teacher_pairs": 27056.8, "query_h_norm_ratio": 0.4195770412683487, "relation_loss": 0.0025300498818978667, "selected_pairs": 27056.8, "step": 20480, "student_distance_mean": 23.286230850219727, "teacher_distance_mean": 0.8485614359378815, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.0025300498818978667, "weighted_relation_loss": 0.0025300498818978667 }, { "action_query_batch_std": 0.3560927927494049, "action_query_norm": 41.21014175415039, "action_relation_loss": 0.002583629940636456, "auxiliary_loss_weight": 1.0, "epoch": 19.167446211412535, "flow_matching_loss": 0.020370223466306923, "grad_norm": 0.09538672119379044, "h_stock_valid_norm": 98.09262466430664, "invalid_tail_samples": 26.4, "learning_rate": 2.5052523083873196e-05, "loss": 0.023, "positive_teacher_pairs": 26247.3, "query_h_norm_ratio": 0.4201184004545212, "relation_loss": 0.002583629940636456, "selected_pairs": 26247.3, "step": 20490, "student_distance_mean": 23.489109230041503, "teacher_distance_mean": 0.8538908660411835, "valid_action_samples": 229.6, "weighted_auxiliary_loss": 0.002583629940636456, "weighted_relation_loss": 0.002583629940636456 }, { "action_query_batch_std": 0.35676389634609224, "action_query_norm": 41.23764305114746, "action_relation_loss": 0.0025232362328097223, "auxiliary_loss_weight": 1.0, "epoch": 19.176800748362957, "flow_matching_loss": 0.020841182582080363, "grad_norm": 0.09000909328460693, "h_stock_valid_norm": 98.12751998901368, "invalid_tail_samples": 24.9, "learning_rate": 2.500477330809881e-05, "loss": 0.0234, "positive_teacher_pairs": 26597.2, "query_h_norm_ratio": 0.4202464997768402, "relation_loss": 0.0025232362328097223, "selected_pairs": 26597.2, "step": 20500, "student_distance_mean": 23.618011665344238, "teacher_distance_mean": 0.8566208600997924, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.0025232362328097223, "weighted_relation_loss": 0.0025232362328097223 }, { "action_query_batch_std": 0.35619641840457916, "action_query_norm": 41.24004783630371, "action_relation_loss": 0.0024292933056131007, "auxiliary_loss_weight": 1.0, "epoch": 19.186155285313376, "flow_matching_loss": 0.021556035801768302, "grad_norm": 0.1039961576461792, "h_stock_valid_norm": 98.20929718017578, "invalid_tail_samples": 24.7, "learning_rate": 2.4957053903881733e-05, "loss": 0.024, "positive_teacher_pairs": 26641.8, "query_h_norm_ratio": 0.4199216902256012, "relation_loss": 0.0024292933056131007, "selected_pairs": 26641.8, "step": 20510, "student_distance_mean": 23.584021186828615, "teacher_distance_mean": 0.8536025285720825, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.0024292933056131007, "weighted_relation_loss": 0.0024292933056131007 }, { "action_query_batch_std": 0.36008617877960203, "action_query_norm": 41.21305885314941, "action_relation_loss": 0.0024797685444355013, "auxiliary_loss_weight": 1.0, "epoch": 19.195509822263798, "flow_matching_loss": 0.023159079626202582, "grad_norm": 0.09190710633993149, "h_stock_valid_norm": 98.46674880981445, "invalid_tail_samples": 25.5, "learning_rate": 2.4909364929205576e-05, "loss": 0.0256, "positive_teacher_pairs": 26461.8, "query_h_norm_ratio": 0.4185508966445923, "relation_loss": 0.0024797685444355013, "selected_pairs": 26461.8, "step": 20520, "student_distance_mean": 23.750569343566895, "teacher_distance_mean": 0.8640811979770661, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.0024797685444355013, "weighted_relation_loss": 0.0024797685444355013 }, { "action_query_batch_std": 0.35693089067935946, "action_query_norm": 41.229858779907225, "action_relation_loss": 0.0024673404404893517, "auxiliary_loss_weight": 1.0, "epoch": 19.20486435921422, "flow_matching_loss": 0.020769105385988952, "grad_norm": 0.10478352010250092, "h_stock_valid_norm": 98.14714050292969, "invalid_tail_samples": 27.3, "learning_rate": 2.4861706442016923e-05, "loss": 0.0232, "positive_teacher_pairs": 26049.9, "query_h_norm_ratio": 0.42008598148822784, "relation_loss": 0.0024673404404893517, "selected_pairs": 26049.9, "step": 20530, "student_distance_mean": 23.578345489501952, "teacher_distance_mean": 0.8568997383117676, "valid_action_samples": 228.7, "weighted_auxiliary_loss": 0.0024673404404893517, "weighted_relation_loss": 0.0024673404404893517 }, { "action_query_batch_std": 0.3580689549446106, "action_query_norm": 41.21538543701172, "action_relation_loss": 0.002425667527131736, "auxiliary_loss_weight": 1.0, "epoch": 19.21421889616464, "flow_matching_loss": 0.021052449755370618, "grad_norm": 0.10474555939435959, "h_stock_valid_norm": 98.06524887084962, "invalid_tail_samples": 23.9, "learning_rate": 2.481407850022533e-05, "loss": 0.0235, "positive_teacher_pairs": 26840.1, "query_h_norm_ratio": 0.4202880471944809, "relation_loss": 0.002425667527131736, "selected_pairs": 26840.1, "step": 20540, "student_distance_mean": 23.478864860534667, "teacher_distance_mean": 0.8540429949760437, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.002425667527131736, "weighted_relation_loss": 0.002425667527131736 }, { "action_query_batch_std": 0.35693740248680117, "action_query_norm": 41.20273399353027, "action_relation_loss": 0.0025492121931165457, "auxiliary_loss_weight": 1.0, "epoch": 19.22357343311506, "flow_matching_loss": 0.022642349638044835, "grad_norm": 0.09852689504623413, "h_stock_valid_norm": 97.77341995239257, "invalid_tail_samples": 25.2, "learning_rate": 2.4766481161703213e-05, "loss": 0.0252, "positive_teacher_pairs": 26528.2, "query_h_norm_ratio": 0.4214148551225662, "relation_loss": 0.0025492121931165457, "selected_pairs": 26528.2, "step": 20550, "student_distance_mean": 23.532014656066895, "teacher_distance_mean": 0.8546782195568084, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.0025492121931165457, "weighted_relation_loss": 0.0025492121931165457 }, { "action_query_batch_std": 0.3530094027519226, "action_query_norm": 41.19824447631836, "action_relation_loss": 0.002473701606504619, "auxiliary_loss_weight": 1.0, "epoch": 19.232927970065482, "flow_matching_loss": 0.020496219769120215, "grad_norm": 0.09458249062299728, "h_stock_valid_norm": 97.64965438842773, "invalid_tail_samples": 24.0, "learning_rate": 2.4718914484285876e-05, "loss": 0.023, "positive_teacher_pairs": 26800.8, "query_h_norm_ratio": 0.42190084159374236, "relation_loss": 0.002473701606504619, "selected_pairs": 26800.8, "step": 20560, "student_distance_mean": 23.302256393432618, "teacher_distance_mean": 0.8462191581726074, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.002473701606504619, "weighted_relation_loss": 0.002473701606504619 }, { "action_query_batch_std": 0.35513125360012054, "action_query_norm": 41.20552406311035, "action_relation_loss": 0.0023907575057819487, "auxiliary_loss_weight": 1.0, "epoch": 19.242282507015904, "flow_matching_loss": 0.019792041555047036, "grad_norm": 0.12376553565263748, "h_stock_valid_norm": 97.33621292114258, "invalid_tail_samples": 24.1, "learning_rate": 2.467137852577129e-05, "loss": 0.0222, "positive_teacher_pairs": 26780.2, "query_h_norm_ratio": 0.4233327955007553, "relation_loss": 0.0023907575057819487, "selected_pairs": 26780.2, "step": 20570, "student_distance_mean": 23.386537551879883, "teacher_distance_mean": 0.8526998579502105, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.0023907575057819487, "weighted_relation_loss": 0.0023907575057819487 }, { "action_query_batch_std": 0.35570707619190217, "action_query_norm": 41.198782730102536, "action_relation_loss": 0.002622132725082338, "auxiliary_loss_weight": 1.0, "epoch": 19.251637043966323, "flow_matching_loss": 0.021654252894222736, "grad_norm": 0.10534064471721649, "h_stock_valid_norm": 97.46932907104492, "invalid_tail_samples": 24.8, "learning_rate": 2.4623873343920123e-05, "loss": 0.0243, "positive_teacher_pairs": 26623.3, "query_h_norm_ratio": 0.42268656492233275, "relation_loss": 0.002622132725082338, "selected_pairs": 26623.3, "step": 20580, "student_distance_mean": 23.47716655731201, "teacher_distance_mean": 0.8544344186782837, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.002622132725082338, "weighted_relation_loss": 0.002622132725082338 }, { "action_query_batch_std": 0.3582139045000076, "action_query_norm": 41.2289379119873, "action_relation_loss": 0.002413375838659704, "auxiliary_loss_weight": 1.0, "epoch": 19.260991580916745, "flow_matching_loss": 0.021381580270826817, "grad_norm": 0.11530537903308868, "h_stock_valid_norm": 97.6081314086914, "invalid_tail_samples": 21.7, "learning_rate": 2.4576398996455656e-05, "loss": 0.0238, "positive_teacher_pairs": 27343.1, "query_h_norm_ratio": 0.42239580750465394, "relation_loss": 0.002413375838659704, "selected_pairs": 27343.1, "step": 20590, "student_distance_mean": 23.614050483703615, "teacher_distance_mean": 0.8579456984996796, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.002413375838659704, "weighted_relation_loss": 0.002413375838659704 }, { "action_query_batch_std": 0.3581290602684021, "action_query_norm": 41.20871086120606, "action_relation_loss": 0.0024913713103160264, "auxiliary_loss_weight": 1.0, "epoch": 19.270346117867167, "flow_matching_loss": 0.02253756280988455, "grad_norm": 0.10455089062452316, "h_stock_valid_norm": 97.82547760009766, "invalid_tail_samples": 20.8, "learning_rate": 2.452895554106368e-05, "loss": 0.025, "positive_teacher_pairs": 27548.9, "query_h_norm_ratio": 0.42125022411346436, "relation_loss": 0.0024913713103160264, "selected_pairs": 27548.9, "step": 20600, "student_distance_mean": 23.619594192504884, "teacher_distance_mean": 0.8588152766227722, "valid_action_samples": 235.2, "weighted_auxiliary_loss": 0.0024913713103160264, "weighted_relation_loss": 0.0024913713103160264 }, { "action_query_batch_std": 0.35505245327949525, "action_query_norm": 41.190606689453126, "action_relation_loss": 0.002605677116662264, "auxiliary_loss_weight": 1.0, "epoch": 19.279700654817585, "flow_matching_loss": 0.02185645271092653, "grad_norm": 0.10322257876396179, "h_stock_valid_norm": 97.7494140625, "invalid_tail_samples": 22.3, "learning_rate": 2.4481543035392506e-05, "loss": 0.0245, "positive_teacher_pairs": 27197.5, "query_h_norm_ratio": 0.42139383852481843, "relation_loss": 0.002605677116662264, "selected_pairs": 27197.5, "step": 20610, "student_distance_mean": 23.34589042663574, "teacher_distance_mean": 0.8495869576931, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.002605677116662264, "weighted_relation_loss": 0.002605677116662264 }, { "action_query_batch_std": 0.3501790136098862, "action_query_norm": 41.1531795501709, "action_relation_loss": 0.002590023004449904, "auxiliary_loss_weight": 1.0, "epoch": 19.289055191768007, "flow_matching_loss": 0.02107368828728795, "grad_norm": 0.1269165277481079, "h_stock_valid_norm": 97.45953903198242, "invalid_tail_samples": 25.0, "learning_rate": 2.4434161537052774e-05, "loss": 0.0237, "positive_teacher_pairs": 26575.2, "query_h_norm_ratio": 0.4222627431154251, "relation_loss": 0.002590023004449904, "selected_pairs": 26575.2, "step": 20620, "student_distance_mean": 23.138168144226075, "teacher_distance_mean": 0.8437453627586364, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.002590023004449904, "weighted_relation_loss": 0.002590023004449904 }, { "action_query_batch_std": 0.3559260666370392, "action_query_norm": 41.19982681274414, "action_relation_loss": 0.0025673114694654943, "auxiliary_loss_weight": 1.0, "epoch": 19.29840972871843, "flow_matching_loss": 0.02130030132830143, "grad_norm": 0.09840232878923416, "h_stock_valid_norm": 97.4428482055664, "invalid_tail_samples": 24.0, "learning_rate": 2.4386811103617474e-05, "loss": 0.0239, "positive_teacher_pairs": 26802.2, "query_h_norm_ratio": 0.4228130131959915, "relation_loss": 0.0025673114694654943, "selected_pairs": 26802.2, "step": 20630, "student_distance_mean": 23.314450454711913, "teacher_distance_mean": 0.8488773167133331, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0025673114694654943, "weighted_relation_loss": 0.0025673114694654943 }, { "action_query_batch_std": 0.35686067342758176, "action_query_norm": 41.20243606567383, "action_relation_loss": 0.0025915249017998574, "auxiliary_loss_weight": 1.0, "epoch": 19.30776426566885, "flow_matching_loss": 0.021452457644045353, "grad_norm": 0.10731368511915207, "h_stock_valid_norm": 97.58427581787109, "invalid_tail_samples": 22.8, "learning_rate": 2.4339491792621833e-05, "loss": 0.024, "positive_teacher_pairs": 27085.8, "query_h_norm_ratio": 0.42222629487514496, "relation_loss": 0.0025915249017998574, "selected_pairs": 27085.8, "step": 20640, "student_distance_mean": 23.491821479797363, "teacher_distance_mean": 0.8541159510612488, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0025915249017998574, "weighted_relation_loss": 0.0025915249017998574 }, { "action_query_batch_std": 0.3573232084512711, "action_query_norm": 41.19375877380371, "action_relation_loss": 0.0025732306530699134, "auxiliary_loss_weight": 1.0, "epoch": 19.31711880261927, "flow_matching_loss": 0.02043631635606289, "grad_norm": 0.12230178713798523, "h_stock_valid_norm": 97.99563598632812, "invalid_tail_samples": 23.5, "learning_rate": 2.4292203661563312e-05, "loss": 0.023, "positive_teacher_pairs": 26920.3, "query_h_norm_ratio": 0.4203655689954758, "relation_loss": 0.0025732306530699134, "selected_pairs": 26920.3, "step": 20650, "student_distance_mean": 23.478157806396485, "teacher_distance_mean": 0.856582760810852, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0025732306530699134, "weighted_relation_loss": 0.0025732306530699134 }, { "action_query_batch_std": 0.35632666647434236, "action_query_norm": 41.181695556640626, "action_relation_loss": 0.002496825018897653, "auxiliary_loss_weight": 1.0, "epoch": 19.32647333956969, "flow_matching_loss": 0.020978260040283202, "grad_norm": 0.12179645150899887, "h_stock_valid_norm": 97.92079467773438, "invalid_tail_samples": 21.9, "learning_rate": 2.424494676790141e-05, "loss": 0.0235, "positive_teacher_pairs": 27289.7, "query_h_norm_ratio": 0.4205628871917725, "relation_loss": 0.002496825018897653, "selected_pairs": 27289.7, "step": 20660, "student_distance_mean": 23.416480827331544, "teacher_distance_mean": 0.8541265368461609, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.002496825018897653, "weighted_relation_loss": 0.002496825018897653 }, { "action_query_batch_std": 0.3586688458919525, "action_query_norm": 41.212730407714844, "action_relation_loss": 0.0025503049371764066, "auxiliary_loss_weight": 1.0, "epoch": 19.335827876520113, "flow_matching_loss": 0.022199755348265172, "grad_norm": 0.10055994242429733, "h_stock_valid_norm": 97.90097503662109, "invalid_tail_samples": 25.2, "learning_rate": 2.4197721169057745e-05, "loss": 0.0248, "positive_teacher_pairs": 26524.0, "query_h_norm_ratio": 0.420970955491066, "relation_loss": 0.0025503049371764066, "selected_pairs": 26524.0, "step": 20670, "student_distance_mean": 23.754311943054198, "teacher_distance_mean": 0.864881831407547, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.0025503049371764066, "weighted_relation_loss": 0.0025503049371764066 }, { "action_query_batch_std": 0.35987584888935087, "action_query_norm": 41.21487731933594, "action_relation_loss": 0.002403718512505293, "auxiliary_loss_weight": 1.0, "epoch": 19.345182413470532, "flow_matching_loss": 0.02129723522812128, "grad_norm": 0.10339018702507019, "h_stock_valid_norm": 97.78286056518554, "invalid_tail_samples": 22.7, "learning_rate": 2.4150526922415857e-05, "loss": 0.0237, "positive_teacher_pairs": 27110.4, "query_h_norm_ratio": 0.42149660289287566, "relation_loss": 0.002403718512505293, "selected_pairs": 27110.4, "step": 20680, "student_distance_mean": 23.63936576843262, "teacher_distance_mean": 0.8588218510150909, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.002403718512505293, "weighted_relation_loss": 0.002403718512505293 }, { "action_query_batch_std": 0.35168724358081815, "action_query_norm": 41.15486602783203, "action_relation_loss": 0.002529632905498147, "auxiliary_loss_weight": 1.0, "epoch": 19.354536950420954, "flow_matching_loss": 0.02187868542969227, "grad_norm": 0.09270469844341278, "h_stock_valid_norm": 97.6706787109375, "invalid_tail_samples": 23.4, "learning_rate": 2.41033640853212e-05, "loss": 0.0244, "positive_teacher_pairs": 26951.1, "query_h_norm_ratio": 0.4213665068149567, "relation_loss": 0.002529632905498147, "selected_pairs": 26951.1, "step": 20690, "student_distance_mean": 23.23093376159668, "teacher_distance_mean": 0.8439264595508575, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.002529632905498147, "weighted_relation_loss": 0.002529632905498147 }, { "action_query_batch_std": 0.3538693219423294, "action_query_norm": 41.16582984924317, "action_relation_loss": 0.002376763056963682, "auxiliary_loss_weight": 1.0, "epoch": 19.363891487371376, "flow_matching_loss": 0.019854104053229092, "grad_norm": 0.09344989061355591, "h_stock_valid_norm": 97.915087890625, "invalid_tail_samples": 23.7, "learning_rate": 2.405623271508108e-05, "loss": 0.0222, "positive_teacher_pairs": 26876.6, "query_h_norm_ratio": 0.42042577266693115, "relation_loss": 0.002376763056963682, "selected_pairs": 26876.6, "step": 20700, "student_distance_mean": 23.29548587799072, "teacher_distance_mean": 0.8498884081840515, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.002376763056963682, "weighted_relation_loss": 0.002376763056963682 }, { "action_query_batch_std": 0.35231936872005465, "action_query_norm": 41.16770629882812, "action_relation_loss": 0.0024523611646145582, "auxiliary_loss_weight": 1.0, "epoch": 19.373246024321794, "flow_matching_loss": 0.020135718584060668, "grad_norm": 0.10223744064569473, "h_stock_valid_norm": 97.97978134155274, "invalid_tail_samples": 24.2, "learning_rate": 2.4009132868964522e-05, "loss": 0.0226, "positive_teacher_pairs": 26755.6, "query_h_norm_ratio": 0.4201699733734131, "relation_loss": 0.0024523611646145582, "selected_pairs": 26755.6, "step": 20710, "student_distance_mean": 23.253325271606446, "teacher_distance_mean": 0.847421008348465, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0024523611646145582, "weighted_relation_loss": 0.0024523611646145582 }, { "action_query_batch_std": 0.3512034177780151, "action_query_norm": 41.16729507446289, "action_relation_loss": 0.0024504652246832848, "auxiliary_loss_weight": 1.0, "epoch": 19.382600561272216, "flow_matching_loss": 0.022342630475759507, "grad_norm": 0.11379864811897278, "h_stock_valid_norm": 97.92314529418945, "invalid_tail_samples": 25.7, "learning_rate": 2.3962064604202327e-05, "loss": 0.0248, "positive_teacher_pairs": 26416.6, "query_h_norm_ratio": 0.4204060584306717, "relation_loss": 0.0024504652246832848, "selected_pairs": 26416.6, "step": 20720, "student_distance_mean": 23.179970741271973, "teacher_distance_mean": 0.8431564331054687, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.0024504652246832848, "weighted_relation_loss": 0.0024504652246832848 }, { "action_query_batch_std": 0.35803778767585753, "action_query_norm": 41.19730644226074, "action_relation_loss": 0.0024036138085648416, "auxiliary_loss_weight": 1.0, "epoch": 19.39195509822264, "flow_matching_loss": 0.020692568458616733, "grad_norm": 0.09875648468732834, "h_stock_valid_norm": 97.93683700561523, "invalid_tail_samples": 24.5, "learning_rate": 2.3915027977986858e-05, "loss": 0.0231, "positive_teacher_pairs": 26696.2, "query_h_norm_ratio": 0.42065576612949374, "relation_loss": 0.0024036138085648416, "selected_pairs": 26696.2, "step": 20730, "student_distance_mean": 23.58182716369629, "teacher_distance_mean": 0.8611415743827819, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.0024036138085648416, "weighted_relation_loss": 0.0024036138085648416 }, { "action_query_batch_std": 0.3532515287399292, "action_query_norm": 41.16096420288086, "action_relation_loss": 0.002487456030212343, "auxiliary_loss_weight": 1.0, "epoch": 19.40130963517306, "flow_matching_loss": 0.022954692132771015, "grad_norm": 0.09810654073953629, "h_stock_valid_norm": 97.83175506591797, "invalid_tail_samples": 22.4, "learning_rate": 2.386802304747205e-05, "loss": 0.0254, "positive_teacher_pairs": 27178.0, "query_h_norm_ratio": 0.42073517143726347, "relation_loss": 0.002487456030212343, "selected_pairs": 27178.0, "step": 20740, "student_distance_mean": 23.288357734680176, "teacher_distance_mean": 0.8479250907897949, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.002487456030212343, "weighted_relation_loss": 0.002487456030212343 }, { "action_query_batch_std": 0.35308838486671446, "action_query_norm": 41.14351463317871, "action_relation_loss": 0.002388557605445385, "auxiliary_loss_weight": 1.0, "epoch": 19.41066417212348, "flow_matching_loss": 0.0213964831084013, "grad_norm": 0.0857366994023323, "h_stock_valid_norm": 97.90363082885742, "invalid_tail_samples": 23.4, "learning_rate": 2.382104986977332e-05, "loss": 0.0238, "positive_teacher_pairs": 26940.8, "query_h_norm_ratio": 0.4202471375465393, "relation_loss": 0.002388557605445385, "selected_pairs": 26940.8, "step": 20750, "student_distance_mean": 23.264055252075195, "teacher_distance_mean": 0.8499489605426789, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.002388557605445385, "weighted_relation_loss": 0.002388557605445385 }, { "action_query_batch_std": 0.35827969908714297, "action_query_norm": 41.19026870727539, "action_relation_loss": 0.002513884985819459, "auxiliary_loss_weight": 1.0, "epoch": 19.4200187090739, "flow_matching_loss": 0.021760342735797168, "grad_norm": 0.08466657996177673, "h_stock_valid_norm": 98.02865676879883, "invalid_tail_samples": 20.9, "learning_rate": 2.377410850196749e-05, "loss": 0.0243, "positive_teacher_pairs": 27525.3, "query_h_norm_ratio": 0.4201875180006027, "relation_loss": 0.002513884985819459, "selected_pairs": 27525.3, "step": 20760, "student_distance_mean": 23.567083168029786, "teacher_distance_mean": 0.8604134678840637, "valid_action_samples": 235.1, "weighted_auxiliary_loss": 0.002513884985819459, "weighted_relation_loss": 0.002513884985819459 }, { "action_query_batch_std": 0.3599929243326187, "action_query_norm": 41.18854026794433, "action_relation_loss": 0.0023898114915937184, "auxiliary_loss_weight": 1.0, "epoch": 19.429373246024323, "flow_matching_loss": 0.022340320516377687, "grad_norm": 0.10427963733673096, "h_stock_valid_norm": 97.84160766601562, "invalid_tail_samples": 23.5, "learning_rate": 2.3727199001092797e-05, "loss": 0.0247, "positive_teacher_pairs": 26920.2, "query_h_norm_ratio": 0.4209736555814743, "relation_loss": 0.0023898114915937184, "selected_pairs": 26920.2, "step": 20770, "student_distance_mean": 23.645342445373537, "teacher_distance_mean": 0.8621614813804627, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0023898114915937184, "weighted_relation_loss": 0.0023898114915937184 }, { "action_query_batch_std": 0.3548332154750824, "action_query_norm": 41.18098831176758, "action_relation_loss": 0.0024194483878090976, "auxiliary_loss_weight": 1.0, "epoch": 19.43872778297474, "flow_matching_loss": 0.01991759315133095, "grad_norm": 0.10585086047649384, "h_stock_valid_norm": 97.69696731567383, "invalid_tail_samples": 22.2, "learning_rate": 2.3680321424148677e-05, "loss": 0.0223, "positive_teacher_pairs": 27217.7, "query_h_norm_ratio": 0.421524578332901, "relation_loss": 0.0024194483878090976, "selected_pairs": 27217.7, "step": 20780, "student_distance_mean": 23.417063903808593, "teacher_distance_mean": 0.8535641729831696, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.0024194483878090976, "weighted_relation_loss": 0.0024194483878090976 }, { "action_query_batch_std": 0.3529189735651016, "action_query_norm": 41.15956153869629, "action_relation_loss": 0.0025960490806028248, "auxiliary_loss_weight": 1.0, "epoch": 19.448082319925163, "flow_matching_loss": 0.0214657349511981, "grad_norm": 0.0981394574046135, "h_stock_valid_norm": 97.53450012207031, "invalid_tail_samples": 21.2, "learning_rate": 2.3633475828095793e-05, "loss": 0.0241, "positive_teacher_pairs": 27456.6, "query_h_norm_ratio": 0.42200144231319425, "relation_loss": 0.0025960490806028248, "selected_pairs": 27456.6, "step": 20790, "student_distance_mean": 23.276371574401857, "teacher_distance_mean": 0.8485074043273926, "valid_action_samples": 234.8, "weighted_auxiliary_loss": 0.0025960490806028248, "weighted_relation_loss": 0.0025960490806028248 }, { "action_query_batch_std": 0.3548136979341507, "action_query_norm": 41.16788177490234, "action_relation_loss": 0.0024616159964352844, "auxiliary_loss_weight": 1.0, "epoch": 19.457436856875585, "flow_matching_loss": 0.02137096170336008, "grad_norm": 0.10398489981889725, "h_stock_valid_norm": 97.58359069824219, "invalid_tail_samples": 23.3, "learning_rate": 2.358666226985599e-05, "loss": 0.0238, "positive_teacher_pairs": 26966.4, "query_h_norm_ratio": 0.42187574207782746, "relation_loss": 0.0024616159964352844, "selected_pairs": 26966.4, "step": 20800, "student_distance_mean": 23.432235145568846, "teacher_distance_mean": 0.8529497385025024, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0024616159964352844, "weighted_relation_loss": 0.0024616159964352844 }, { "action_query_batch_std": 0.3572328627109528, "action_query_norm": 41.15083656311035, "action_relation_loss": 0.002371598710305989, "auxiliary_loss_weight": 1.0, "epoch": 19.466791393826007, "flow_matching_loss": 0.020715409703552724, "grad_norm": 0.08668249845504761, "h_stock_valid_norm": 97.79848937988281, "invalid_tail_samples": 26.7, "learning_rate": 2.353988080631213e-05, "loss": 0.0231, "positive_teacher_pairs": 26176.7, "query_h_norm_ratio": 0.42077392935752866, "relation_loss": 0.002371598710305989, "selected_pairs": 26176.7, "step": 20810, "student_distance_mean": 23.513108253479004, "teacher_distance_mean": 0.8578766822814942, "valid_action_samples": 229.3, "weighted_auxiliary_loss": 0.002371598710305989, "weighted_relation_loss": 0.002371598710305989 }, { "action_query_batch_std": 0.35692674219608306, "action_query_norm": 41.17460250854492, "action_relation_loss": 0.00235864263959229, "auxiliary_loss_weight": 1.0, "epoch": 19.476145930776426, "flow_matching_loss": 0.02003376539796591, "grad_norm": 0.09578695148229599, "h_stock_valid_norm": 97.71363143920898, "invalid_tail_samples": 23.0, "learning_rate": 2.3493131494308142e-05, "loss": 0.0224, "positive_teacher_pairs": 27035.6, "query_h_norm_ratio": 0.42138386368751524, "relation_loss": 0.00235864263959229, "selected_pairs": 27035.6, "step": 20820, "student_distance_mean": 23.536137962341307, "teacher_distance_mean": 0.8579287111759186, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.00235864263959229, "weighted_relation_loss": 0.00235864263959229 }, { "action_query_batch_std": 0.3598463922739029, "action_query_norm": 41.18679695129394, "action_relation_loss": 0.002384451194666326, "auxiliary_loss_weight": 1.0, "epoch": 19.485500467726848, "flow_matching_loss": 0.020422383211553097, "grad_norm": 0.09006652235984802, "h_stock_valid_norm": 97.68451919555665, "invalid_tail_samples": 23.9, "learning_rate": 2.344641439064881e-05, "loss": 0.0228, "positive_teacher_pairs": 26828.2, "query_h_norm_ratio": 0.4216345876455307, "relation_loss": 0.002384451194666326, "selected_pairs": 26828.2, "step": 20830, "student_distance_mean": 23.610967445373536, "teacher_distance_mean": 0.8623341858386994, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.002384451194666326, "weighted_relation_loss": 0.002384451194666326 }, { "action_query_batch_std": 0.3557833284139633, "action_query_norm": 41.160922622680665, "action_relation_loss": 0.0025017713895067574, "auxiliary_loss_weight": 1.0, "epoch": 19.49485500467727, "flow_matching_loss": 0.020085790194571018, "grad_norm": 0.11111767590045929, "h_stock_valid_norm": 98.24641189575195, "invalid_tail_samples": 24.0, "learning_rate": 2.339972955209984e-05, "loss": 0.0226, "positive_teacher_pairs": 26813.1, "query_h_norm_ratio": 0.41896032989025117, "relation_loss": 0.0025017713895067574, "selected_pairs": 26813.1, "step": 20840, "student_distance_mean": 23.424378395080566, "teacher_distance_mean": 0.853520268201828, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0025017713895067574, "weighted_relation_loss": 0.0025017713895067574 }, { "action_query_batch_std": 0.3547031283378601, "action_query_norm": 41.151484680175784, "action_relation_loss": 0.002411357592791319, "auxiliary_loss_weight": 1.0, "epoch": 19.504209541627688, "flow_matching_loss": 0.02284929919987917, "grad_norm": 0.08833751827478409, "h_stock_valid_norm": 98.35219650268554, "invalid_tail_samples": 21.8, "learning_rate": 2.335307703538771e-05, "loss": 0.0253, "positive_teacher_pairs": 27317.5, "query_h_norm_ratio": 0.4184124290943146, "relation_loss": 0.002411357592791319, "selected_pairs": 27317.5, "step": 20850, "student_distance_mean": 23.351209259033205, "teacher_distance_mean": 0.8532798409461975, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.002411357592791319, "weighted_relation_loss": 0.002411357592791319 }, { "action_query_batch_std": 0.36082902550697327, "action_query_norm": 41.19889183044434, "action_relation_loss": 0.0023876762948930263, "auxiliary_loss_weight": 1.0, "epoch": 19.51356407857811, "flow_matching_loss": 0.022136747464537622, "grad_norm": 0.10014259815216064, "h_stock_valid_norm": 98.25969161987305, "invalid_tail_samples": 23.2, "learning_rate": 2.330645689719962e-05, "loss": 0.0245, "positive_teacher_pairs": 26987.8, "query_h_norm_ratio": 0.419290217757225, "relation_loss": 0.0023876762948930263, "selected_pairs": 26987.8, "step": 20860, "student_distance_mean": 23.696081733703615, "teacher_distance_mean": 0.8673037886619568, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0023876762948930263, "weighted_relation_loss": 0.0023876762948930263 }, { "action_query_batch_std": 0.35606837570667266, "action_query_norm": 41.175558471679686, "action_relation_loss": 0.0025041377637535335, "auxiliary_loss_weight": 1.0, "epoch": 19.522918615528532, "flow_matching_loss": 0.020560615323483945, "grad_norm": 0.12278562784194946, "h_stock_valid_norm": 98.21347274780274, "invalid_tail_samples": 22.5, "learning_rate": 2.3259869194183414e-05, "loss": 0.0231, "positive_teacher_pairs": 27150.1, "query_h_norm_ratio": 0.41925043165683745, "relation_loss": 0.0025041377637535335, "selected_pairs": 27150.1, "step": 20870, "student_distance_mean": 23.57216148376465, "teacher_distance_mean": 0.8588767766952514, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.0025041377637535335, "weighted_relation_loss": 0.0025041377637535335 }, { "action_query_batch_std": 0.3556240350008011, "action_query_norm": 41.1852481842041, "action_relation_loss": 0.0024185116635635495, "auxiliary_loss_weight": 1.0, "epoch": 19.532273152478954, "flow_matching_loss": 0.019230378791689873, "grad_norm": 0.08424112200737, "h_stock_valid_norm": 98.62224349975585, "invalid_tail_samples": 25.4, "learning_rate": 2.321331398294759e-05, "loss": 0.0216, "positive_teacher_pairs": 26482.7, "query_h_norm_ratio": 0.41761431396007537, "relation_loss": 0.0024185116635635495, "selected_pairs": 26482.7, "step": 20880, "student_distance_mean": 23.50809803009033, "teacher_distance_mean": 0.8566109657287597, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.0024185116635635495, "weighted_relation_loss": 0.0024185116635635495 }, { "action_query_batch_std": 0.3540663480758667, "action_query_norm": 41.17834243774414, "action_relation_loss": 0.002455872902646661, "auxiliary_loss_weight": 1.0, "epoch": 19.541627689429372, "flow_matching_loss": 0.02020274605602026, "grad_norm": 0.16836413741111755, "h_stock_valid_norm": 98.65409774780274, "invalid_tail_samples": 22.9, "learning_rate": 2.3166791320061094e-05, "loss": 0.0227, "positive_teacher_pairs": 27058.6, "query_h_norm_ratio": 0.4174023002386093, "relation_loss": 0.002455872902646661, "selected_pairs": 27058.6, "step": 20890, "student_distance_mean": 23.22104549407959, "teacher_distance_mean": 0.8449335157871246, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.002455872902646661, "weighted_relation_loss": 0.002455872902646661 }, { "action_query_batch_std": 0.36096824109554293, "action_query_norm": 41.20226287841797, "action_relation_loss": 0.002380034828092903, "auxiliary_loss_weight": 1.0, "epoch": 19.550982226379794, "flow_matching_loss": 0.02018573824316263, "grad_norm": 0.09330224245786667, "h_stock_valid_norm": 98.50757751464843, "invalid_tail_samples": 23.0, "learning_rate": 2.312030126205335e-05, "loss": 0.0226, "positive_teacher_pairs": 27041.8, "query_h_norm_ratio": 0.4182680666446686, "relation_loss": 0.002380034828092903, "selected_pairs": 27041.8, "step": 20900, "student_distance_mean": 23.820124626159668, "teacher_distance_mean": 0.8720930397510529, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.002380034828092903, "weighted_relation_loss": 0.002380034828092903 }, { "action_query_batch_std": 0.35113403797149656, "action_query_norm": 41.111198043823244, "action_relation_loss": 0.002612124942243099, "auxiliary_loss_weight": 1.0, "epoch": 19.560336763330216, "flow_matching_loss": 0.01972144525498152, "grad_norm": 0.10112150758504868, "h_stock_valid_norm": 98.27763366699219, "invalid_tail_samples": 24.6, "learning_rate": 2.3073843865414162e-05, "loss": 0.0223, "positive_teacher_pairs": 26666.1, "query_h_norm_ratio": 0.41831904351711274, "relation_loss": 0.002612124942243099, "selected_pairs": 26666.1, "step": 20910, "student_distance_mean": 23.209861755371094, "teacher_distance_mean": 0.8464496970176697, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.002612124942243099, "weighted_relation_loss": 0.002612124942243099 }, { "action_query_batch_std": 0.35793322026729585, "action_query_norm": 41.15518455505371, "action_relation_loss": 0.002355671371333301, "auxiliary_loss_weight": 1.0, "epoch": 19.569691300280635, "flow_matching_loss": 0.02114080060273409, "grad_norm": 0.10429860651493073, "h_stock_valid_norm": 97.81792297363282, "invalid_tail_samples": 24.8, "learning_rate": 2.302741918659363e-05, "loss": 0.0235, "positive_teacher_pairs": 26618.1, "query_h_norm_ratio": 0.4207365959882736, "relation_loss": 0.002355671371333301, "selected_pairs": 26618.1, "step": 20920, "student_distance_mean": 23.5119348526001, "teacher_distance_mean": 0.8589855194091797, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.002355671371333301, "weighted_relation_loss": 0.002355671371333301 }, { "action_query_batch_std": 0.35643433332443236, "action_query_norm": 41.13987007141113, "action_relation_loss": 0.0024666909594088793, "auxiliary_loss_weight": 1.0, "epoch": 19.579045837231057, "flow_matching_loss": 0.019602044858038424, "grad_norm": 0.10215643048286438, "h_stock_valid_norm": 97.936328125, "invalid_tail_samples": 24.0, "learning_rate": 2.2981027282002154e-05, "loss": 0.0221, "positive_teacher_pairs": 26803.9, "query_h_norm_ratio": 0.42007095515728, "relation_loss": 0.0024666909594088793, "selected_pairs": 26803.9, "step": 20930, "student_distance_mean": 23.537831687927245, "teacher_distance_mean": 0.8595274269580842, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0024666909594088793, "weighted_relation_loss": 0.0024666909594088793 }, { "action_query_batch_std": 0.3538141161203384, "action_query_norm": 41.12592544555664, "action_relation_loss": 0.002464111289009452, "auxiliary_loss_weight": 1.0, "epoch": 19.58840037418148, "flow_matching_loss": 0.020072199031710626, "grad_norm": 0.10687386989593506, "h_stock_valid_norm": 97.89617462158203, "invalid_tail_samples": 25.1, "learning_rate": 2.2934668208010236e-05, "loss": 0.0225, "positive_teacher_pairs": 26559.1, "query_h_norm_ratio": 0.4200985699892044, "relation_loss": 0.002464111289009452, "selected_pairs": 26559.1, "step": 20940, "student_distance_mean": 23.4090295791626, "teacher_distance_mean": 0.8525089502334595, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.002464111289009452, "weighted_relation_loss": 0.002464111289009452 }, { "action_query_batch_std": 0.3534138947725296, "action_query_norm": 41.13463363647461, "action_relation_loss": 0.002468543965369463, "auxiliary_loss_weight": 1.0, "epoch": 19.5977549111319, "flow_matching_loss": 0.02061512004584074, "grad_norm": 0.0947057455778122, "h_stock_valid_norm": 98.10944290161133, "invalid_tail_samples": 23.5, "learning_rate": 2.2888342020948555e-05, "loss": 0.0231, "positive_teacher_pairs": 26922.7, "query_h_norm_ratio": 0.4192743211984634, "relation_loss": 0.002468543965369463, "selected_pairs": 26922.7, "step": 20950, "student_distance_mean": 23.330421257019044, "teacher_distance_mean": 0.8513484418392181, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.002468543965369463, "weighted_relation_loss": 0.002468543965369463 }, { "action_query_batch_std": 0.3536087661981583, "action_query_norm": 41.1328987121582, "action_relation_loss": 0.0024056462803855538, "auxiliary_loss_weight": 1.0, "epoch": 19.60710944808232, "flow_matching_loss": 0.020617248862981795, "grad_norm": 0.14979666471481323, "h_stock_valid_norm": 98.14612274169922, "invalid_tail_samples": 22.4, "learning_rate": 2.2842048777107783e-05, "loss": 0.023, "positive_teacher_pairs": 27180.3, "query_h_norm_ratio": 0.41909952759742736, "relation_loss": 0.0024056462803855538, "selected_pairs": 27180.3, "step": 20960, "student_distance_mean": 23.363059043884277, "teacher_distance_mean": 0.8531110465526581, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.0024056462803855538, "weighted_relation_loss": 0.0024056462803855538 }, { "action_query_batch_std": 0.35614014565944674, "action_query_norm": 41.15681838989258, "action_relation_loss": 0.002392108947969973, "auxiliary_loss_weight": 1.0, "epoch": 19.61646398503274, "flow_matching_loss": 0.019645036850124597, "grad_norm": 0.10410427302122116, "h_stock_valid_norm": 98.09650802612305, "invalid_tail_samples": 23.1, "learning_rate": 2.2795788532738553e-05, "loss": 0.022, "positive_teacher_pairs": 27013.6, "query_h_norm_ratio": 0.41955626308918, "relation_loss": 0.002392108947969973, "selected_pairs": 27013.6, "step": 20970, "student_distance_mean": 23.353488731384278, "teacher_distance_mean": 0.8526619911193848, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.002392108947969973, "weighted_relation_loss": 0.002392108947969973 }, { "action_query_batch_std": 0.35288701951503754, "action_query_norm": 41.129695129394534, "action_relation_loss": 0.0025317773688584566, "auxiliary_loss_weight": 1.0, "epoch": 19.625818521983163, "flow_matching_loss": 0.021660999953746797, "grad_norm": 0.11006204783916473, "h_stock_valid_norm": 98.06522216796876, "invalid_tail_samples": 23.9, "learning_rate": 2.2749561344051468e-05, "loss": 0.0242, "positive_teacher_pairs": 26831.8, "query_h_norm_ratio": 0.4194129705429077, "relation_loss": 0.0025317773688584566, "selected_pairs": 26831.8, "step": 20980, "student_distance_mean": 23.25205307006836, "teacher_distance_mean": 0.8498416423797608, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0025317773688584566, "weighted_relation_loss": 0.0025317773688584566 }, { "action_query_batch_std": 0.3564710199832916, "action_query_norm": 41.17767868041992, "action_relation_loss": 0.0024227271787822247, "auxiliary_loss_weight": 1.0, "epoch": 19.63517305893358, "flow_matching_loss": 0.020468478463590144, "grad_norm": 0.1635923683643341, "h_stock_valid_norm": 97.81162796020507, "invalid_tail_samples": 23.3, "learning_rate": 2.2703367267216896e-05, "loss": 0.0229, "positive_teacher_pairs": 26964.2, "query_h_norm_ratio": 0.420992323756218, "relation_loss": 0.0024227271787822247, "selected_pairs": 26964.2, "step": 20990, "student_distance_mean": 23.342495727539063, "teacher_distance_mean": 0.8534628987312317, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0024227271787822247, "weighted_relation_loss": 0.0024227271787822247 }, { "action_query_batch_std": 0.3566118270158768, "action_query_norm": 41.16198310852051, "action_relation_loss": 0.0024541130987927318, "auxiliary_loss_weight": 1.0, "epoch": 19.644527595884004, "flow_matching_loss": 0.01955606210976839, "grad_norm": 0.10300537943840027, "h_stock_valid_norm": 97.74997329711914, "invalid_tail_samples": 22.4, "learning_rate": 2.2657206358364997e-05, "loss": 0.022, "positive_teacher_pairs": 27180.4, "query_h_norm_ratio": 0.421096995472908, "relation_loss": 0.0024541130987927318, "selected_pairs": 27180.4, "step": 21000, "student_distance_mean": 23.507527160644532, "teacher_distance_mean": 0.8563460767269134, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.0024541130987927318, "weighted_relation_loss": 0.0024541130987927318 }, { "action_query_batch_std": 0.3523163586854935, "action_query_norm": 41.14704475402832, "action_relation_loss": 0.0024378196336328982, "auxiliary_loss_weight": 1.0, "epoch": 19.653882132834426, "flow_matching_loss": 0.021441625244915486, "grad_norm": 0.09479736536741257, "h_stock_valid_norm": 97.84136428833008, "invalid_tail_samples": 23.3, "learning_rate": 2.261107867358563e-05, "loss": 0.0239, "positive_teacher_pairs": 26969.9, "query_h_norm_ratio": 0.420551934838295, "relation_loss": 0.0024378196336328982, "selected_pairs": 26969.9, "step": 21010, "student_distance_mean": 23.257819747924806, "teacher_distance_mean": 0.8459058821201324, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0024378196336328982, "weighted_relation_loss": 0.0024378196336328982 }, { "action_query_batch_std": 0.3575033754110336, "action_query_norm": 41.169673156738284, "action_relation_loss": 0.00241561378352344, "auxiliary_loss_weight": 1.0, "epoch": 19.663236669784844, "flow_matching_loss": 0.020134420692920686, "grad_norm": 0.10061004012823105, "h_stock_valid_norm": 97.97097091674804, "invalid_tail_samples": 23.4, "learning_rate": 2.2564984268928263e-05, "loss": 0.0226, "positive_teacher_pairs": 26945.5, "query_h_norm_ratio": 0.4202245384454727, "relation_loss": 0.00241561378352344, "selected_pairs": 26945.5, "step": 21020, "student_distance_mean": 23.56921844482422, "teacher_distance_mean": 0.8603592813014984, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.00241561378352344, "weighted_relation_loss": 0.00241561378352344 }, { "action_query_batch_std": 0.352164426445961, "action_query_norm": 41.11510467529297, "action_relation_loss": 0.002512814477086067, "auxiliary_loss_weight": 1.0, "epoch": 19.672591206735266, "flow_matching_loss": 0.02223347593098879, "grad_norm": 0.10028384625911713, "h_stock_valid_norm": 98.06679000854493, "invalid_tail_samples": 25.6, "learning_rate": 2.251892320040198e-05, "loss": 0.0247, "positive_teacher_pairs": 26432.8, "query_h_norm_ratio": 0.419258314371109, "relation_loss": 0.002512814477086067, "selected_pairs": 26432.8, "step": 21030, "student_distance_mean": 23.185825920104982, "teacher_distance_mean": 0.8482008814811707, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.002512814477086067, "weighted_relation_loss": 0.002512814477086067 }, { "action_query_batch_std": 0.3561264991760254, "action_query_norm": 41.13571319580078, "action_relation_loss": 0.002389914938248694, "auxiliary_loss_weight": 1.0, "epoch": 19.681945743685688, "flow_matching_loss": 0.020153612829744816, "grad_norm": 0.12284523993730545, "h_stock_valid_norm": 98.07933197021484, "invalid_tail_samples": 22.5, "learning_rate": 2.2472895523975312e-05, "loss": 0.0225, "positive_teacher_pairs": 27149.0, "query_h_norm_ratio": 0.41941521465778353, "relation_loss": 0.002389914938248694, "selected_pairs": 27149.0, "step": 21040, "student_distance_mean": 23.384742546081544, "teacher_distance_mean": 0.8537565886974334, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.002389914938248694, "weighted_relation_loss": 0.002389914938248694 }, { "action_query_batch_std": 0.3557699978351593, "action_query_norm": 41.14555130004883, "action_relation_loss": 0.002548105036839843, "auxiliary_loss_weight": 1.0, "epoch": 19.69130028063611, "flow_matching_loss": 0.02047793259844184, "grad_norm": 0.07605370879173279, "h_stock_valid_norm": 98.04266510009765, "invalid_tail_samples": 23.4, "learning_rate": 2.2426901295576212e-05, "loss": 0.023, "positive_teacher_pairs": 26943.2, "query_h_norm_ratio": 0.4196724593639374, "relation_loss": 0.002548105036839843, "selected_pairs": 26943.2, "step": 21050, "student_distance_mean": 23.426186752319335, "teacher_distance_mean": 0.8577932715415955, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.002548105036839843, "weighted_relation_loss": 0.002548105036839843 }, { "action_query_batch_std": 0.3520794302225113, "action_query_norm": 41.11707878112793, "action_relation_loss": 0.0025676370831206443, "auxiliary_loss_weight": 1.0, "epoch": 19.70065481758653, "flow_matching_loss": 0.020379840582609176, "grad_norm": 0.10098891705274582, "h_stock_valid_norm": 98.01846618652344, "invalid_tail_samples": 21.6, "learning_rate": 2.2380940571092013e-05, "loss": 0.0229, "positive_teacher_pairs": 27365.3, "query_h_norm_ratio": 0.41948592066764834, "relation_loss": 0.0025676370831206443, "selected_pairs": 27365.3, "step": 21060, "student_distance_mean": 23.100732231140135, "teacher_distance_mean": 0.8447649538516998, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.0025676370831206443, "weighted_relation_loss": 0.0025676370831206443 }, { "action_query_batch_std": 0.35485748052597044, "action_query_norm": 41.14862060546875, "action_relation_loss": 0.0023738923715427517, "auxiliary_loss_weight": 1.0, "epoch": 19.71000935453695, "flow_matching_loss": 0.022390094958245753, "grad_norm": 0.10463591665029526, "h_stock_valid_norm": 98.16730194091797, "invalid_tail_samples": 21.7, "learning_rate": 2.2335013406369302e-05, "loss": 0.0248, "positive_teacher_pairs": 27344.0, "query_h_norm_ratio": 0.4191693991422653, "relation_loss": 0.0023738923715427517, "selected_pairs": 27344.0, "step": 21070, "student_distance_mean": 23.470610046386717, "teacher_distance_mean": 0.8575551033020019, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.0023738923715427517, "weighted_relation_loss": 0.0023738923715427517 }, { "action_query_batch_std": 0.3546704024076462, "action_query_norm": 41.14657783508301, "action_relation_loss": 0.00241143899038434, "auxiliary_loss_weight": 1.0, "epoch": 19.719363891487372, "flow_matching_loss": 0.020735901407897474, "grad_norm": 0.11300720274448395, "h_stock_valid_norm": 98.00754776000977, "invalid_tail_samples": 25.7, "learning_rate": 2.228911985721397e-05, "loss": 0.0231, "positive_teacher_pairs": 26414.5, "query_h_norm_ratio": 0.41983396708965304, "relation_loss": 0.00241143899038434, "selected_pairs": 26414.5, "step": 21080, "student_distance_mean": 23.43655433654785, "teacher_distance_mean": 0.8538690447807312, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.00241143899038434, "weighted_relation_loss": 0.00241143899038434 }, { "action_query_batch_std": 0.3553370475769043, "action_query_norm": 41.12236557006836, "action_relation_loss": 0.0024784676032140853, "auxiliary_loss_weight": 1.0, "epoch": 19.72871842843779, "flow_matching_loss": 0.020089869480580093, "grad_norm": 0.11859192699193954, "h_stock_valid_norm": 98.20736694335938, "invalid_tail_samples": 22.8, "learning_rate": 2.224325997939095e-05, "loss": 0.0226, "positive_teacher_pairs": 27083.4, "query_h_norm_ratio": 0.4187304198741913, "relation_loss": 0.0024784676032140853, "selected_pairs": 27083.4, "step": 21090, "student_distance_mean": 23.396327400207518, "teacher_distance_mean": 0.8558204114437103, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0024784676032140853, "weighted_relation_loss": 0.0024784676032140853 }, { "action_query_batch_std": 0.35355812311172485, "action_query_norm": 41.09989204406738, "action_relation_loss": 0.002512845839373767, "auxiliary_loss_weight": 1.0, "epoch": 19.738072965388213, "flow_matching_loss": 0.021340103819966316, "grad_norm": 0.11407491564750671, "h_stock_valid_norm": 98.06134872436523, "invalid_tail_samples": 24.2, "learning_rate": 2.219743382862437e-05, "loss": 0.0239, "positive_teacher_pairs": 26762.6, "query_h_norm_ratio": 0.4191273868083954, "relation_loss": 0.002512845839373767, "selected_pairs": 26762.6, "step": 21100, "student_distance_mean": 23.392310905456544, "teacher_distance_mean": 0.855107432603836, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.002512845839373767, "weighted_relation_loss": 0.002512845839373767 }, { "action_query_batch_std": 0.35389175117015836, "action_query_norm": 41.13523902893066, "action_relation_loss": 0.0024701459798961876, "auxiliary_loss_weight": 1.0, "epoch": 19.747427502338635, "flow_matching_loss": 0.020759089011698963, "grad_norm": 0.09893452376127243, "h_stock_valid_norm": 97.58051986694336, "invalid_tail_samples": 25.9, "learning_rate": 2.2151641460597294e-05, "loss": 0.0232, "positive_teacher_pairs": 26363.2, "query_h_norm_ratio": 0.42155244052410124, "relation_loss": 0.0024701459798961876, "selected_pairs": 26363.2, "step": 21110, "student_distance_mean": 23.31480827331543, "teacher_distance_mean": 0.8523089528083801, "valid_action_samples": 230.1, "weighted_auxiliary_loss": 0.0024701459798961876, "weighted_relation_loss": 0.0024701459798961876 }, { "action_query_batch_std": 0.3527189761400223, "action_query_norm": 41.113932037353514, "action_relation_loss": 0.0024309220490977166, "auxiliary_loss_weight": 1.0, "epoch": 19.756782039289057, "flow_matching_loss": 0.017628098651766778, "grad_norm": 0.10943096876144409, "h_stock_valid_norm": 97.65790252685547, "invalid_tail_samples": 21.0, "learning_rate": 2.210588293095177e-05, "loss": 0.0201, "positive_teacher_pairs": 27502.1, "query_h_norm_ratio": 0.42100362479686737, "relation_loss": 0.0024309220490977166, "selected_pairs": 27502.1, "step": 21120, "student_distance_mean": 23.264935874938963, "teacher_distance_mean": 0.8468704044818878, "valid_action_samples": 235.0, "weighted_auxiliary_loss": 0.0024309220490977166, "weighted_relation_loss": 0.0024309220490977166 }, { "action_query_batch_std": 0.35383606851100924, "action_query_norm": 41.11367416381836, "action_relation_loss": 0.0024921112228184937, "auxiliary_loss_weight": 1.0, "epoch": 19.766136576239475, "flow_matching_loss": 0.02175320703536272, "grad_norm": 0.0924428328871727, "h_stock_valid_norm": 98.08992614746094, "invalid_tail_samples": 23.1, "learning_rate": 2.2060158295288714e-05, "loss": 0.0242, "positive_teacher_pairs": 27009.7, "query_h_norm_ratio": 0.4191478431224823, "relation_loss": 0.0024921112228184937, "selected_pairs": 27009.7, "step": 21130, "student_distance_mean": 23.426318168640137, "teacher_distance_mean": 0.8532328605651855, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0024921112228184937, "weighted_relation_loss": 0.0024921112228184937 }, { "action_query_batch_std": 0.36057782769203184, "action_query_norm": 41.16186180114746, "action_relation_loss": 0.002440260723233223, "auxiliary_loss_weight": 1.0, "epoch": 19.775491113189897, "flow_matching_loss": 0.020575304701924323, "grad_norm": 0.11374568194150925, "h_stock_valid_norm": 98.18341217041015, "invalid_tail_samples": 22.1, "learning_rate": 2.2014467609167905e-05, "loss": 0.023, "positive_teacher_pairs": 27247.0, "query_h_norm_ratio": 0.41923647522926333, "relation_loss": 0.002440260723233223, "selected_pairs": 27247.0, "step": 21140, "student_distance_mean": 23.658187484741212, "teacher_distance_mean": 0.8654014825820923, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.002440260723233223, "weighted_relation_loss": 0.002440260723233223 }, { "action_query_batch_std": 0.3516050487756729, "action_query_norm": 41.09518394470215, "action_relation_loss": 0.002476942352950573, "auxiliary_loss_weight": 1.0, "epoch": 19.78484565014032, "flow_matching_loss": 0.02028384804725647, "grad_norm": 0.11189033836126328, "h_stock_valid_norm": 98.06021728515626, "invalid_tail_samples": 24.6, "learning_rate": 2.1968810928107806e-05, "loss": 0.0228, "positive_teacher_pairs": 26671.1, "query_h_norm_ratio": 0.419083771109581, "relation_loss": 0.002476942352950573, "selected_pairs": 26671.1, "step": 21150, "student_distance_mean": 23.204462242126464, "teacher_distance_mean": 0.8492263615131378, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.002476942352950573, "weighted_relation_loss": 0.002476942352950573 }, { "action_query_batch_std": 0.3548377454280853, "action_query_norm": 41.12210540771484, "action_relation_loss": 0.002505274722352624, "auxiliary_loss_weight": 1.0, "epoch": 19.794200187090738, "flow_matching_loss": 0.020561904273927213, "grad_norm": 0.15165425837039948, "h_stock_valid_norm": 97.64869689941406, "invalid_tail_samples": 26.3, "learning_rate": 2.1923188307585606e-05, "loss": 0.0231, "positive_teacher_pairs": 26278.6, "query_h_norm_ratio": 0.4211268961429596, "relation_loss": 0.002505274722352624, "selected_pairs": 26278.6, "step": 21160, "student_distance_mean": 23.281835556030273, "teacher_distance_mean": 0.8507069826126099, "valid_action_samples": 229.7, "weighted_auxiliary_loss": 0.002505274722352624, "weighted_relation_loss": 0.002505274722352624 }, { "action_query_batch_std": 0.35753807723522185, "action_query_norm": 41.15183334350586, "action_relation_loss": 0.0023759847972542048, "auxiliary_loss_weight": 1.0, "epoch": 19.80355472404116, "flow_matching_loss": 0.020471185259521008, "grad_norm": 0.14762534201145172, "h_stock_valid_norm": 97.67130584716797, "invalid_tail_samples": 22.3, "learning_rate": 2.187759980303708e-05, "loss": 0.0228, "positive_teacher_pairs": 27202.0, "query_h_norm_ratio": 0.4213324189186096, "relation_loss": 0.0023759847972542048, "selected_pairs": 27202.0, "step": 21170, "student_distance_mean": 23.566792488098145, "teacher_distance_mean": 0.8606051564216614, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.0023759847972542048, "weighted_relation_loss": 0.0023759847972542048 }, { "action_query_batch_std": 0.3550322026014328, "action_query_norm": 41.10702285766602, "action_relation_loss": 0.002489486080594361, "auxiliary_loss_weight": 1.0, "epoch": 19.81290926099158, "flow_matching_loss": 0.022850301302969455, "grad_norm": 0.13083185255527496, "h_stock_valid_norm": 97.4837745666504, "invalid_tail_samples": 24.9, "learning_rate": 2.1832045469856545e-05, "loss": 0.0253, "positive_teacher_pairs": 26600.1, "query_h_norm_ratio": 0.42168561816215516, "relation_loss": 0.002489486080594361, "selected_pairs": 26600.1, "step": 21180, "student_distance_mean": 23.407133102416992, "teacher_distance_mean": 0.8545000076293945, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.002489486080594361, "weighted_relation_loss": 0.002489486080594361 }, { "action_query_batch_std": 0.3545167833566666, "action_query_norm": 41.10519790649414, "action_relation_loss": 0.002330090862233192, "auxiliary_loss_weight": 1.0, "epoch": 19.822263797942004, "flow_matching_loss": 0.019958303961902856, "grad_norm": 0.08525583893060684, "h_stock_valid_norm": 97.81184234619141, "invalid_tail_samples": 23.2, "learning_rate": 2.1786525363396844e-05, "loss": 0.0223, "positive_teacher_pairs": 26992.0, "query_h_norm_ratio": 0.42025491297245027, "relation_loss": 0.002330090862233192, "selected_pairs": 26992.0, "step": 21190, "student_distance_mean": 23.388391494750977, "teacher_distance_mean": 0.8534283995628357, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.002330090862233192, "weighted_relation_loss": 0.002330090862233192 }, { "action_query_batch_std": 0.3579480141401291, "action_query_norm": 41.12312316894531, "action_relation_loss": 0.00243040774948895, "auxiliary_loss_weight": 1.0, "epoch": 19.831618334892422, "flow_matching_loss": 0.021151081286370756, "grad_norm": 0.12399405986070633, "h_stock_valid_norm": 97.78617553710937, "invalid_tail_samples": 25.5, "learning_rate": 2.1741039538969183e-05, "loss": 0.0236, "positive_teacher_pairs": 26465.1, "query_h_norm_ratio": 0.42054429948329924, "relation_loss": 0.00243040774948895, "selected_pairs": 26465.1, "step": 21200, "student_distance_mean": 23.550033378601075, "teacher_distance_mean": 0.8579222977161407, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.00243040774948895, "weighted_relation_loss": 0.00243040774948895 }, { "action_query_batch_std": 0.35147140026092527, "action_query_norm": 41.0938663482666, "action_relation_loss": 0.002546926005743444, "auxiliary_loss_weight": 1.0, "epoch": 19.840972871842844, "flow_matching_loss": 0.021179012209177017, "grad_norm": 0.10044851899147034, "h_stock_valid_norm": 97.70638427734374, "invalid_tail_samples": 24.5, "learning_rate": 2.169558805184313e-05, "loss": 0.0237, "positive_teacher_pairs": 26685.3, "query_h_norm_ratio": 0.42058914601802827, "relation_loss": 0.002546926005743444, "selected_pairs": 26685.3, "step": 21210, "student_distance_mean": 23.13525276184082, "teacher_distance_mean": 0.8431875348091126, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.002546926005743444, "weighted_relation_loss": 0.002546926005743444 }, { "action_query_batch_std": 0.3568002790212631, "action_query_norm": 41.11601219177246, "action_relation_loss": 0.0024757725186645985, "auxiliary_loss_weight": 1.0, "epoch": 19.850327408793266, "flow_matching_loss": 0.02195242643356323, "grad_norm": 0.0922171026468277, "h_stock_valid_norm": 97.98769912719726, "invalid_tail_samples": 24.7, "learning_rate": 2.165017095724651e-05, "loss": 0.0244, "positive_teacher_pairs": 26649.2, "query_h_norm_ratio": 0.4196085661649704, "relation_loss": 0.0024757725186645985, "selected_pairs": 26649.2, "step": 21220, "student_distance_mean": 23.580020332336424, "teacher_distance_mean": 0.8606465458869934, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.0024757725186645985, "weighted_relation_loss": 0.0024757725186645985 }, { "action_query_batch_std": 0.3524134337902069, "action_query_norm": 41.085345077514646, "action_relation_loss": 0.002433960884809494, "auxiliary_loss_weight": 1.0, "epoch": 19.859681945743684, "flow_matching_loss": 0.020807249844074248, "grad_norm": 0.09788979589939117, "h_stock_valid_norm": 98.040087890625, "invalid_tail_samples": 24.9, "learning_rate": 2.1604788310365405e-05, "loss": 0.0232, "positive_teacher_pairs": 26599.7, "query_h_norm_ratio": 0.41907021403312683, "relation_loss": 0.002433960884809494, "selected_pairs": 26599.7, "step": 21230, "student_distance_mean": 23.293887329101562, "teacher_distance_mean": 0.8519236147403717, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.002433960884809494, "weighted_relation_loss": 0.002433960884809494 }, { "action_query_batch_std": 0.3496001183986664, "action_query_norm": 41.068386459350585, "action_relation_loss": 0.002516385493800044, "auxiliary_loss_weight": 1.0, "epoch": 19.869036482694106, "flow_matching_loss": 0.018967788107693194, "grad_norm": 0.08661983162164688, "h_stock_valid_norm": 97.8896697998047, "invalid_tail_samples": 25.7, "learning_rate": 2.155944016634398e-05, "loss": 0.0215, "positive_teacher_pairs": 26420.0, "query_h_norm_ratio": 0.41953891813755034, "relation_loss": 0.002516385493800044, "selected_pairs": 26420.0, "step": 21240, "student_distance_mean": 23.040003967285156, "teacher_distance_mean": 0.8422824919223786, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.002516385493800044, "weighted_relation_loss": 0.002516385493800044 }, { "action_query_batch_std": 0.3528449207544327, "action_query_norm": 41.10701026916504, "action_relation_loss": 0.002334035257808864, "auxiliary_loss_weight": 1.0, "epoch": 19.87839101964453, "flow_matching_loss": 0.019213375635445118, "grad_norm": 0.07817153632640839, "h_stock_valid_norm": 97.70742263793946, "invalid_tail_samples": 23.9, "learning_rate": 2.1514126580284538e-05, "loss": 0.0215, "positive_teacher_pairs": 26823.3, "query_h_norm_ratio": 0.4207163602113724, "relation_loss": 0.002334035257808864, "selected_pairs": 26823.3, "step": 21250, "student_distance_mean": 23.26838073730469, "teacher_distance_mean": 0.8513802528381348, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.002334035257808864, "weighted_relation_loss": 0.002334035257808864 }, { "action_query_batch_std": 0.35508295297622683, "action_query_norm": 41.101922607421876, "action_relation_loss": 0.0024533417541533708, "auxiliary_loss_weight": 1.0, "epoch": 19.88774555659495, "flow_matching_loss": 0.0194211196154356, "grad_norm": 0.11496840417385101, "h_stock_valid_norm": 97.44944229125977, "invalid_tail_samples": 21.4, "learning_rate": 2.1468847607247344e-05, "loss": 0.0219, "positive_teacher_pairs": 27406.0, "query_h_norm_ratio": 0.42178007364273074, "relation_loss": 0.0024533417541533708, "selected_pairs": 27406.0, "step": 21260, "student_distance_mean": 23.38440990447998, "teacher_distance_mean": 0.8561869978904724, "valid_action_samples": 234.6, "weighted_auxiliary_loss": 0.0024533417541533708, "weighted_relation_loss": 0.0024533417541533708 }, { "action_query_batch_std": 0.35871967673301697, "action_query_norm": 41.1244514465332, "action_relation_loss": 0.002373825688846409, "auxiliary_loss_weight": 1.0, "epoch": 19.89710009354537, "flow_matching_loss": 0.020226328633725643, "grad_norm": 0.11558353900909424, "h_stock_valid_norm": 97.51172790527343, "invalid_tail_samples": 22.4, "learning_rate": 2.1423603302250623e-05, "loss": 0.0226, "positive_teacher_pairs": 27173.8, "query_h_norm_ratio": 0.4217421382665634, "relation_loss": 0.002373825688846409, "selected_pairs": 27173.8, "step": 21270, "student_distance_mean": 23.630062675476076, "teacher_distance_mean": 0.8644936978816986, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.002373825688846409, "weighted_relation_loss": 0.002373825688846409 }, { "action_query_batch_std": 0.3580430865287781, "action_query_norm": 41.11700248718262, "action_relation_loss": 0.0024156418396160005, "auxiliary_loss_weight": 1.0, "epoch": 19.90645463049579, "flow_matching_loss": 0.02113049030303955, "grad_norm": 0.30305489897727966, "h_stock_valid_norm": 97.67404479980469, "invalid_tail_samples": 23.6, "learning_rate": 2.1378393720270468e-05, "loss": 0.0235, "positive_teacher_pairs": 26893.0, "query_h_norm_ratio": 0.42096500396728515, "relation_loss": 0.0024156418396160005, "selected_pairs": 26893.0, "step": 21280, "student_distance_mean": 23.603069305419922, "teacher_distance_mean": 0.860652619600296, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0024156418396160005, "weighted_relation_loss": 0.0024156418396160005 }, { "action_query_batch_std": 0.35497220754623415, "action_query_norm": 41.11979866027832, "action_relation_loss": 0.002329081273637712, "auxiliary_loss_weight": 1.0, "epoch": 19.915809167446213, "flow_matching_loss": 0.020986630395054818, "grad_norm": 0.12086959183216095, "h_stock_valid_norm": 97.96223907470703, "invalid_tail_samples": 23.4, "learning_rate": 2.133321891624076e-05, "loss": 0.0233, "positive_teacher_pairs": 26942.4, "query_h_norm_ratio": 0.4197563260793686, "relation_loss": 0.002329081273637712, "selected_pairs": 26942.4, "step": 21290, "student_distance_mean": 23.320067596435546, "teacher_distance_mean": 0.8502300918102265, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.002329081273637712, "weighted_relation_loss": 0.002329081273637712 }, { "action_query_batch_std": 0.3572104126214981, "action_query_norm": 41.08684463500977, "action_relation_loss": 0.002406806778162718, "auxiliary_loss_weight": 1.0, "epoch": 19.92516370439663, "flow_matching_loss": 0.020581818372011184, "grad_norm": 0.09749861061573029, "h_stock_valid_norm": 98.1005142211914, "invalid_tail_samples": 25.3, "learning_rate": 2.1288078945053193e-05, "loss": 0.023, "positive_teacher_pairs": 26506.7, "query_h_norm_ratio": 0.4188264936208725, "relation_loss": 0.002406806778162718, "selected_pairs": 26506.7, "step": 21300, "student_distance_mean": 23.60292568206787, "teacher_distance_mean": 0.8636962234973907, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.002406806778162718, "weighted_relation_loss": 0.002406806778162718 }, { "action_query_batch_std": 0.35043210685253146, "action_query_norm": 41.05605239868164, "action_relation_loss": 0.0024716909043490886, "auxiliary_loss_weight": 1.0, "epoch": 19.934518241347053, "flow_matching_loss": 0.018970589712262155, "grad_norm": 0.09167185425758362, "h_stock_valid_norm": 98.5309341430664, "invalid_tail_samples": 25.2, "learning_rate": 2.1242973861557064e-05, "loss": 0.0214, "positive_teacher_pairs": 26523.8, "query_h_norm_ratio": 0.41668767631053927, "relation_loss": 0.0024716909043490886, "selected_pairs": 26523.8, "step": 21310, "student_distance_mean": 23.11498603820801, "teacher_distance_mean": 0.8453199684619903, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.0024716909043490886, "weighted_relation_loss": 0.0024716909043490886 }, { "action_query_batch_std": 0.3577509313821793, "action_query_norm": 41.1181941986084, "action_relation_loss": 0.0024141987320035695, "auxiliary_loss_weight": 1.0, "epoch": 19.943872778297475, "flow_matching_loss": 0.01894173864275217, "grad_norm": 0.09991934895515442, "h_stock_valid_norm": 98.50388946533204, "invalid_tail_samples": 22.5, "learning_rate": 2.1197903720559304e-05, "loss": 0.0214, "positive_teacher_pairs": 27152.9, "query_h_norm_ratio": 0.41743132174015046, "relation_loss": 0.0024141987320035695, "selected_pairs": 27152.9, "step": 21320, "student_distance_mean": 23.650269508361816, "teacher_distance_mean": 0.8659355103969574, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.0024141987320035695, "weighted_relation_loss": 0.0024141987320035695 }, { "action_query_batch_std": 0.35772926807403566, "action_query_norm": 41.09094924926758, "action_relation_loss": 0.002443296927958727, "auxiliary_loss_weight": 1.0, "epoch": 19.953227315247894, "flow_matching_loss": 0.02008818741887808, "grad_norm": 0.11249673366546631, "h_stock_valid_norm": 98.20913314819336, "invalid_tail_samples": 26.4, "learning_rate": 2.115286857682438e-05, "loss": 0.0225, "positive_teacher_pairs": 26255.2, "query_h_norm_ratio": 0.4184045553207397, "relation_loss": 0.002443296927958727, "selected_pairs": 26255.2, "step": 21330, "student_distance_mean": 23.603252029418947, "teacher_distance_mean": 0.8625416815280914, "valid_action_samples": 229.6, "weighted_auxiliary_loss": 0.002443296927958727, "weighted_relation_loss": 0.002443296927958727 }, { "action_query_batch_std": 0.3553559184074402, "action_query_norm": 41.097220993041994, "action_relation_loss": 0.0023639410035684707, "auxiliary_loss_weight": 1.0, "epoch": 19.962581852198316, "flow_matching_loss": 0.022018645703792573, "grad_norm": 0.11080475151538849, "h_stock_valid_norm": 98.25602416992187, "invalid_tail_samples": 24.3, "learning_rate": 2.1107868485074228e-05, "loss": 0.0244, "positive_teacher_pairs": 26736.3, "query_h_norm_ratio": 0.4182675749063492, "relation_loss": 0.0023639410035684707, "selected_pairs": 26736.3, "step": 21340, "student_distance_mean": 23.454302024841308, "teacher_distance_mean": 0.8567478835582734, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0023639410035684707, "weighted_relation_loss": 0.0023639410035684707 }, { "action_query_batch_std": 0.35553973615169526, "action_query_norm": 41.07160186767578, "action_relation_loss": 0.0024963817792013287, "auxiliary_loss_weight": 1.0, "epoch": 19.971936389148738, "flow_matching_loss": 0.0232964594848454, "grad_norm": 0.11943913251161575, "h_stock_valid_norm": 97.86240615844727, "invalid_tail_samples": 22.0, "learning_rate": 2.1062903499988234e-05, "loss": 0.0258, "positive_teacher_pairs": 27263.0, "query_h_norm_ratio": 0.41969078183174136, "relation_loss": 0.0024963817792013287, "selected_pairs": 27263.0, "step": 21350, "student_distance_mean": 23.39482002258301, "teacher_distance_mean": 0.856287705898285, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.0024963817792013287, "weighted_relation_loss": 0.0024963817792013287 }, { "action_query_batch_std": 0.35680682957172394, "action_query_norm": 41.094612503051756, "action_relation_loss": 0.0023271954152733086, "auxiliary_loss_weight": 1.0, "epoch": 19.98129092609916, "flow_matching_loss": 0.01937800841405988, "grad_norm": 0.09530945122241974, "h_stock_valid_norm": 97.64230728149414, "invalid_tail_samples": 26.9, "learning_rate": 2.101797367620308e-05, "loss": 0.0217, "positive_teacher_pairs": 26132.5, "query_h_norm_ratio": 0.4208699643611908, "relation_loss": 0.0023271954152733086, "selected_pairs": 26132.5, "step": 21360, "student_distance_mean": 23.58305072784424, "teacher_distance_mean": 0.8639300227165222, "valid_action_samples": 229.1, "weighted_auxiliary_loss": 0.0023271954152733086, "weighted_relation_loss": 0.0023271954152733086 }, { "action_query_batch_std": 0.35427753925323485, "action_query_norm": 41.07653312683105, "action_relation_loss": 0.0025251065148040653, "auxiliary_loss_weight": 1.0, "epoch": 19.990645463049578, "flow_matching_loss": 0.020457311533391476, "grad_norm": 0.09968598932027817, "h_stock_valid_norm": 97.68145294189453, "invalid_tail_samples": 23.4, "learning_rate": 2.0973079068312713e-05, "loss": 0.023, "positive_teacher_pairs": 26946.2, "query_h_norm_ratio": 0.42051844894886015, "relation_loss": 0.0025251065148040653, "selected_pairs": 26946.2, "step": 21370, "student_distance_mean": 23.375032424926758, "teacher_distance_mean": 0.857511454820633, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.0025251065148040653, "weighted_relation_loss": 0.0025251065148040653 }, { "action_query_batch_std": 0.35771481692790985, "action_query_norm": 41.117269134521486, "action_relation_loss": 0.0024040362797677515, "auxiliary_loss_weight": 1.0, "epoch": 20.0, "flow_matching_loss": 0.02208117563277483, "grad_norm": 0.199631929397583, "h_stock_valid_norm": 97.66683349609374, "invalid_tail_samples": 22.2, "learning_rate": 2.0928219730868358e-05, "loss": 0.0245, "positive_teacher_pairs": 24176.4, "query_h_norm_ratio": 0.42100304961204527, "relation_loss": 0.0024040362797677515, "selected_pairs": 24176.4, "step": 21380, "student_distance_mean": 23.673295783996583, "teacher_distance_mean": 0.8634997725486755, "valid_action_samples": 213.9, "weighted_auxiliary_loss": 0.0024040362797677515, "weighted_relation_loss": 0.0024040362797677515 }, { "action_query_batch_std": 0.3508912682533264, "action_query_norm": 41.053609466552736, "action_relation_loss": 0.002433061436749995, "auxiliary_loss_weight": 1.0, "epoch": 20.009354536950422, "flow_matching_loss": 0.021155987121164798, "grad_norm": 0.15969818830490112, "h_stock_valid_norm": 97.78216857910157, "invalid_tail_samples": 24.3, "learning_rate": 2.0883395718378302e-05, "loss": 0.0236, "positive_teacher_pairs": 26738.5, "query_h_norm_ratio": 0.4198497414588928, "relation_loss": 0.002433061436749995, "selected_pairs": 26738.5, "step": 21390, "student_distance_mean": 23.181756591796876, "teacher_distance_mean": 0.8456033170223236, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.002433061436749995, "weighted_relation_loss": 0.002433061436749995 }, { "action_query_batch_std": 0.35489111244678495, "action_query_norm": 41.068415832519534, "action_relation_loss": 0.002211524057202041, "auxiliary_loss_weight": 1.0, "epoch": 20.01870907390084, "flow_matching_loss": 0.019307220727205275, "grad_norm": 0.11012116819620132, "h_stock_valid_norm": 98.23711700439453, "invalid_tail_samples": 21.6, "learning_rate": 2.083860708530798e-05, "loss": 0.0215, "positive_teacher_pairs": 27358.8, "query_h_norm_ratio": 0.41805807054042815, "relation_loss": 0.002211524057202041, "selected_pairs": 27358.8, "step": 21400, "student_distance_mean": 23.31810188293457, "teacher_distance_mean": 0.8532844603061676, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.002211524057202041, "weighted_relation_loss": 0.002211524057202041 }, { "action_query_batch_std": 0.3536251187324524, "action_query_norm": 41.07903060913086, "action_relation_loss": 0.0023255666717886926, "auxiliary_loss_weight": 1.0, "epoch": 20.028063610851262, "flow_matching_loss": 0.021358259953558445, "grad_norm": 0.09548547863960266, "h_stock_valid_norm": 98.33829040527344, "invalid_tail_samples": 21.4, "learning_rate": 2.0793853886079796e-05, "loss": 0.0237, "positive_teacher_pairs": 27408.7, "query_h_norm_ratio": 0.4177356094121933, "relation_loss": 0.0023255666717886926, "selected_pairs": 27408.7, "step": 21410, "student_distance_mean": 23.303352546691894, "teacher_distance_mean": 0.8520319998264313, "valid_action_samples": 234.6, "weighted_auxiliary_loss": 0.0023255666717886926, "weighted_relation_loss": 0.0023255666717886926 }, { "action_query_batch_std": 0.3562025725841522, "action_query_norm": 41.09241561889648, "action_relation_loss": 0.002184440474957228, "auxiliary_loss_weight": 1.0, "epoch": 20.037418147801684, "flow_matching_loss": 0.018909294065088032, "grad_norm": 0.11678414791822433, "h_stock_valid_norm": 98.41162414550782, "invalid_tail_samples": 26.0, "learning_rate": 2.074913617507309e-05, "loss": 0.0211, "positive_teacher_pairs": 26354.4, "query_h_norm_ratio": 0.41755781769752504, "relation_loss": 0.002184440474957228, "selected_pairs": 26354.4, "step": 21420, "student_distance_mean": 23.506536293029786, "teacher_distance_mean": 0.8614849925041199, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.002184440474957228, "weighted_relation_loss": 0.002184440474957228 }, { "action_query_batch_std": 0.3507415443658829, "action_query_norm": 41.06829681396484, "action_relation_loss": 0.002299749571830034, "auxiliary_loss_weight": 1.0, "epoch": 20.046772684752106, "flow_matching_loss": 0.020598297752439976, "grad_norm": 0.10253921151161194, "h_stock_valid_norm": 98.61096649169922, "invalid_tail_samples": 21.8, "learning_rate": 2.070445400662411e-05, "loss": 0.0229, "positive_teacher_pairs": 27312.9, "query_h_norm_ratio": 0.41647201478481294, "relation_loss": 0.002299749571830034, "selected_pairs": 27312.9, "step": 21430, "student_distance_mean": 23.151806640625, "teacher_distance_mean": 0.848334151506424, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.002299749571830034, "weighted_relation_loss": 0.002299749571830034 }, { "action_query_batch_std": 0.35290609002113343, "action_query_norm": 41.068791198730466, "action_relation_loss": 0.002343347785063088, "auxiliary_loss_weight": 1.0, "epoch": 20.056127221702525, "flow_matching_loss": 0.018454311322420834, "grad_norm": 0.1114642322063446, "h_stock_valid_norm": 98.50767669677734, "invalid_tail_samples": 21.2, "learning_rate": 2.0659807435025907e-05, "loss": 0.0208, "positive_teacher_pairs": 27452.7, "query_h_norm_ratio": 0.4169120997190475, "relation_loss": 0.002343347785063088, "selected_pairs": 27452.7, "step": 21440, "student_distance_mean": 23.271577072143554, "teacher_distance_mean": 0.8506998181343078, "valid_action_samples": 234.8, "weighted_auxiliary_loss": 0.002343347785063088, "weighted_relation_loss": 0.002343347785063088 }, { "action_query_batch_std": 0.35828558802604676, "action_query_norm": 41.10804824829101, "action_relation_loss": 0.0022442884743213653, "auxiliary_loss_weight": 1.0, "epoch": 20.065481758652947, "flow_matching_loss": 0.01930547272786498, "grad_norm": 0.09811097383499146, "h_stock_valid_norm": 98.45193252563476, "invalid_tail_samples": 25.0, "learning_rate": 2.061519651452825e-05, "loss": 0.0215, "positive_teacher_pairs": 26577.0, "query_h_norm_ratio": 0.41754749715328215, "relation_loss": 0.0022442884743213653, "selected_pairs": 26577.0, "step": 21450, "student_distance_mean": 23.646924209594726, "teacher_distance_mean": 0.8634220242500306, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.0022442884743213653, "weighted_relation_loss": 0.0022442884743213653 }, { "action_query_batch_std": 0.3562535524368286, "action_query_norm": 41.11012077331543, "action_relation_loss": 0.002258172375150025, "auxiliary_loss_weight": 1.0, "epoch": 20.07483629560337, "flow_matching_loss": 0.019719632528722286, "grad_norm": 0.09237167239189148, "h_stock_valid_norm": 98.29825286865234, "invalid_tail_samples": 21.5, "learning_rate": 2.0570621299337656e-05, "loss": 0.022, "positive_teacher_pairs": 27388.4, "query_h_norm_ratio": 0.41821915209293364, "relation_loss": 0.002258172375150025, "selected_pairs": 27388.4, "step": 21460, "student_distance_mean": 23.467362213134766, "teacher_distance_mean": 0.8582565307617187, "valid_action_samples": 234.5, "weighted_auxiliary_loss": 0.002258172375150025, "weighted_relation_loss": 0.002258172375150025 }, { "action_query_batch_std": 0.3547758966684341, "action_query_norm": 41.074210739135744, "action_relation_loss": 0.0024181450949981808, "auxiliary_loss_weight": 1.0, "epoch": 20.084190832553787, "flow_matching_loss": 0.02084645889699459, "grad_norm": 0.10750094801187515, "h_stock_valid_norm": 98.43445053100587, "invalid_tail_samples": 25.1, "learning_rate": 2.0526081843617183e-05, "loss": 0.0233, "positive_teacher_pairs": 26558.4, "query_h_norm_ratio": 0.4172757208347321, "relation_loss": 0.0024181450949981808, "selected_pairs": 26558.4, "step": 21470, "student_distance_mean": 23.514167976379394, "teacher_distance_mean": 0.8597387671470642, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.0024181450949981808, "weighted_relation_loss": 0.0024181450949981808 }, { "action_query_batch_std": 0.35219936072826385, "action_query_norm": 41.05126190185547, "action_relation_loss": 0.0023883525282144547, "auxiliary_loss_weight": 1.0, "epoch": 20.09354536950421, "flow_matching_loss": 0.021026354655623435, "grad_norm": 0.09123481065034866, "h_stock_valid_norm": 98.23166046142578, "invalid_tail_samples": 23.2, "learning_rate": 2.0481578201486485e-05, "loss": 0.0234, "positive_teacher_pairs": 26984.8, "query_h_norm_ratio": 0.4179043143987656, "relation_loss": 0.0023883525282144547, "selected_pairs": 26984.8, "step": 21480, "student_distance_mean": 23.194408226013184, "teacher_distance_mean": 0.8502972424030304, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0023883525282144547, "weighted_relation_loss": 0.0023883525282144547 }, { "action_query_batch_std": 0.3515554517507553, "action_query_norm": 41.039730072021484, "action_relation_loss": 0.002298139384947717, "auxiliary_loss_weight": 1.0, "epoch": 20.10289990645463, "flow_matching_loss": 0.017921657115221024, "grad_norm": 0.10005924105644226, "h_stock_valid_norm": 98.11813583374024, "invalid_tail_samples": 25.9, "learning_rate": 2.0437110427021677e-05, "loss": 0.0202, "positive_teacher_pairs": 26360.7, "query_h_norm_ratio": 0.4182703346014023, "relation_loss": 0.002298139384947717, "selected_pairs": 26360.7, "step": 21490, "student_distance_mean": 23.09849319458008, "teacher_distance_mean": 0.8449884593486786, "valid_action_samples": 230.1, "weighted_auxiliary_loss": 0.002298139384947717, "weighted_relation_loss": 0.002298139384947717 }, { "action_query_batch_std": 0.354197558760643, "action_query_norm": 41.05708045959473, "action_relation_loss": 0.0023969741305336356, "auxiliary_loss_weight": 1.0, "epoch": 20.112254443405053, "flow_matching_loss": 0.019343852065503597, "grad_norm": 0.15996143221855164, "h_stock_valid_norm": 98.00337448120118, "invalid_tail_samples": 24.7, "learning_rate": 2.0392678574255282e-05, "loss": 0.0217, "positive_teacher_pairs": 26643.8, "query_h_norm_ratio": 0.4189404398202896, "relation_loss": 0.0023969741305336356, "selected_pairs": 26643.8, "step": 21500, "student_distance_mean": 23.36863422393799, "teacher_distance_mean": 0.8528348207473755, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.0023969741305336356, "weighted_relation_loss": 0.0023969741305336356 }, { "action_query_batch_std": 0.35448374450206754, "action_query_norm": 41.0783332824707, "action_relation_loss": 0.0023501104209572078, "auxiliary_loss_weight": 1.0, "epoch": 20.12160898035547, "flow_matching_loss": 0.01987286191433668, "grad_norm": 0.09164662659168243, "h_stock_valid_norm": 97.67416687011719, "invalid_tail_samples": 22.1, "learning_rate": 2.0348282697176217e-05, "loss": 0.0222, "positive_teacher_pairs": 27246.9, "query_h_norm_ratio": 0.4205667555332184, "relation_loss": 0.0023501104209572078, "selected_pairs": 27246.9, "step": 21510, "student_distance_mean": 23.293946838378908, "teacher_distance_mean": 0.8552718877792358, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.0023501104209572078, "weighted_relation_loss": 0.0023501104209572078 }, { "action_query_batch_std": 0.35192869007587435, "action_query_norm": 41.0475341796875, "action_relation_loss": 0.002545885811559856, "auxiliary_loss_weight": 1.0, "epoch": 20.130963517305894, "flow_matching_loss": 0.020748252235352992, "grad_norm": 0.10265166312456131, "h_stock_valid_norm": 97.62122650146485, "invalid_tail_samples": 22.3, "learning_rate": 2.030392284972964e-05, "loss": 0.0233, "positive_teacher_pairs": 27201.9, "query_h_norm_ratio": 0.4204801023006439, "relation_loss": 0.002545885811559856, "selected_pairs": 27201.9, "step": 21520, "student_distance_mean": 23.181599044799803, "teacher_distance_mean": 0.849888551235199, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.002545885811559856, "weighted_relation_loss": 0.002545885811559856 }, { "action_query_batch_std": 0.3510326355695724, "action_query_norm": 41.04510765075683, "action_relation_loss": 0.0023368707858026027, "auxiliary_loss_weight": 1.0, "epoch": 20.140318054256316, "flow_matching_loss": 0.019123362191021443, "grad_norm": 0.08194886147975922, "h_stock_valid_norm": 97.78994903564453, "invalid_tail_samples": 23.4, "learning_rate": 2.0259599085816973e-05, "loss": 0.0215, "positive_teacher_pairs": 26943.3, "query_h_norm_ratio": 0.41973120868206026, "relation_loss": 0.0023368707858026027, "selected_pairs": 26943.3, "step": 21530, "student_distance_mean": 23.218228340148926, "teacher_distance_mean": 0.8501653790473938, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.0023368707858026027, "weighted_relation_loss": 0.0023368707858026027 }, { "action_query_batch_std": 0.35233975350856783, "action_query_norm": 41.028630065917966, "action_relation_loss": 0.0023320928448811173, "auxiliary_loss_weight": 1.0, "epoch": 20.149672591206734, "flow_matching_loss": 0.0203684164211154, "grad_norm": 0.10421299934387207, "h_stock_valid_norm": 98.02361679077148, "invalid_tail_samples": 24.9, "learning_rate": 2.0215311459295755e-05, "loss": 0.0227, "positive_teacher_pairs": 26604.4, "query_h_norm_ratio": 0.4185622215270996, "relation_loss": 0.0023320928448811173, "selected_pairs": 26604.4, "step": 21540, "student_distance_mean": 23.328689956665038, "teacher_distance_mean": 0.8552115499973297, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.0023320928448811173, "weighted_relation_loss": 0.0023320928448811173 }, { "action_query_batch_std": 0.3521490156650543, "action_query_norm": 41.035888290405275, "action_relation_loss": 0.00235490829218179, "auxiliary_loss_weight": 1.0, "epoch": 20.159027128157156, "flow_matching_loss": 0.02091907262802124, "grad_norm": 0.09710785001516342, "h_stock_valid_norm": 98.33877258300781, "invalid_tail_samples": 25.7, "learning_rate": 2.0171060023979606e-05, "loss": 0.0233, "positive_teacher_pairs": 26413.9, "query_h_norm_ratio": 0.41729271709918975, "relation_loss": 0.00235490829218179, "selected_pairs": 26413.9, "step": 21550, "student_distance_mean": 23.36631488800049, "teacher_distance_mean": 0.8554230749607086, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.00235490829218179, "weighted_relation_loss": 0.00235490829218179 }, { "action_query_batch_std": 0.3525861382484436, "action_query_norm": 41.05697517395019, "action_relation_loss": 0.0022776711732149122, "auxiliary_loss_weight": 1.0, "epoch": 20.168381665107578, "flow_matching_loss": 0.01974712535738945, "grad_norm": 0.09982693195343018, "h_stock_valid_norm": 98.28556976318359, "invalid_tail_samples": 25.1, "learning_rate": 2.012684483363823e-05, "loss": 0.022, "positive_teacher_pairs": 26552.2, "query_h_norm_ratio": 0.417732959985733, "relation_loss": 0.0022776711732149122, "selected_pairs": 26552.2, "step": 21560, "student_distance_mean": 23.232019233703614, "teacher_distance_mean": 0.8524809360504151, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.0022776711732149122, "weighted_relation_loss": 0.0022776711732149122 }, { "action_query_batch_std": 0.35481260120868685, "action_query_norm": 41.06956062316895, "action_relation_loss": 0.0023170117055997252, "auxiliary_loss_weight": 1.0, "epoch": 20.177736202057996, "flow_matching_loss": 0.018706829473376273, "grad_norm": 0.09853038936853409, "h_stock_valid_norm": 98.09704208374023, "invalid_tail_samples": 24.4, "learning_rate": 2.0082665941997237e-05, "loss": 0.021, "positive_teacher_pairs": 26717.2, "query_h_norm_ratio": 0.41866492927074433, "relation_loss": 0.0023170117055997252, "selected_pairs": 26717.2, "step": 21570, "student_distance_mean": 23.288229751586915, "teacher_distance_mean": 0.8561842918395997, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.0023170117055997252, "weighted_relation_loss": 0.0023170117055997252 }, { "action_query_batch_std": 0.35322259962558744, "action_query_norm": 41.07120056152344, "action_relation_loss": 0.002266060374677181, "auxiliary_loss_weight": 1.0, "epoch": 20.18709073900842, "flow_matching_loss": 0.020013961754739285, "grad_norm": 0.10415330529212952, "h_stock_valid_norm": 98.0959243774414, "invalid_tail_samples": 23.1, "learning_rate": 2.0038523402738146e-05, "loss": 0.0223, "positive_teacher_pairs": 27012.1, "query_h_norm_ratio": 0.41868590414524076, "relation_loss": 0.002266060374677181, "selected_pairs": 27012.1, "step": 21580, "student_distance_mean": 23.3031436920166, "teacher_distance_mean": 0.8544401943683624, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.002266060374677181, "weighted_relation_loss": 0.002266060374677181 }, { "action_query_batch_std": 0.35336015820503236, "action_query_norm": 41.06555862426758, "action_relation_loss": 0.0023508024867624046, "auxiliary_loss_weight": 1.0, "epoch": 20.19644527595884, "flow_matching_loss": 0.019518831558525563, "grad_norm": 0.1598234325647354, "h_stock_valid_norm": 98.20610733032227, "invalid_tail_samples": 24.0, "learning_rate": 1.99944172694983e-05, "loss": 0.0219, "positive_teacher_pairs": 26811.3, "query_h_norm_ratio": 0.4181589901447296, "relation_loss": 0.0023508024867624046, "selected_pairs": 26811.3, "step": 21590, "student_distance_mean": 23.330523681640624, "teacher_distance_mean": 0.8543040752410889, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0023508024867624046, "weighted_relation_loss": 0.0023508024867624046 }, { "action_query_batch_std": 0.3528548628091812, "action_query_norm": 41.049189758300784, "action_relation_loss": 0.0022195513593032956, "auxiliary_loss_weight": 1.0, "epoch": 20.205799812909262, "flow_matching_loss": 0.020435584336519243, "grad_norm": 0.09306608885526657, "h_stock_valid_norm": 98.1911605834961, "invalid_tail_samples": 22.8, "learning_rate": 1.99503475958708e-05, "loss": 0.0227, "positive_teacher_pairs": 27094.4, "query_h_norm_ratio": 0.4180596500635147, "relation_loss": 0.0022195513593032956, "selected_pairs": 27094.4, "step": 21600, "student_distance_mean": 23.27682228088379, "teacher_distance_mean": 0.8546176552772522, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0022195513593032956, "weighted_relation_loss": 0.0022195513593032956 }, { "action_query_batch_std": 0.3566500276327133, "action_query_norm": 41.066627502441406, "action_relation_loss": 0.0022668152349069716, "auxiliary_loss_weight": 1.0, "epoch": 20.21515434985968, "flow_matching_loss": 0.01964399553835392, "grad_norm": 0.09626005589962006, "h_stock_valid_norm": 98.62735748291016, "invalid_tail_samples": 24.7, "learning_rate": 1.9906314435404484e-05, "loss": 0.0219, "positive_teacher_pairs": 26645.8, "query_h_norm_ratio": 0.4163830041885376, "relation_loss": 0.0022668152349069716, "selected_pairs": 26645.8, "step": 21610, "student_distance_mean": 23.39410572052002, "teacher_distance_mean": 0.8569809019565582, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.0022668152349069716, "weighted_relation_loss": 0.0022668152349069716 }, { "action_query_batch_std": 0.35052470564842225, "action_query_norm": 41.040060424804686, "action_relation_loss": 0.0023032369092106817, "auxiliary_loss_weight": 1.0, "epoch": 20.224508886810103, "flow_matching_loss": 0.01932609435170889, "grad_norm": 0.08889070898294449, "h_stock_valid_norm": 98.20409545898437, "invalid_tail_samples": 22.2, "learning_rate": 1.986231784160378e-05, "loss": 0.0216, "positive_teacher_pairs": 27220.9, "query_h_norm_ratio": 0.41790762543678284, "relation_loss": 0.0023032369092106817, "selected_pairs": 27220.9, "step": 21620, "student_distance_mean": 23.13356456756592, "teacher_distance_mean": 0.8488250315189362, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.0023032369092106817, "weighted_relation_loss": 0.0023032369092106817 }, { "action_query_batch_std": 0.35540677309036256, "action_query_norm": 41.04880561828613, "action_relation_loss": 0.00236958060413599, "auxiliary_loss_weight": 1.0, "epoch": 20.233863423760525, "flow_matching_loss": 0.02097729854285717, "grad_norm": 0.0996338427066803, "h_stock_valid_norm": 98.2158576965332, "invalid_tail_samples": 24.5, "learning_rate": 1.9818357867928693e-05, "loss": 0.0233, "positive_teacher_pairs": 26689.7, "query_h_norm_ratio": 0.4179467648267746, "relation_loss": 0.00236958060413599, "selected_pairs": 26689.7, "step": 21630, "student_distance_mean": 23.370011138916016, "teacher_distance_mean": 0.8578679919242859, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.00236958060413599, "weighted_relation_loss": 0.00236958060413599 }, { "action_query_batch_std": 0.3537587523460388, "action_query_norm": 41.060818099975585, "action_relation_loss": 0.00231046078260988, "auxiliary_loss_weight": 1.0, "epoch": 20.243217960710943, "flow_matching_loss": 0.020845812372863294, "grad_norm": 0.15203358232975006, "h_stock_valid_norm": 98.21369400024415, "invalid_tail_samples": 24.2, "learning_rate": 1.977443456779474e-05, "loss": 0.0232, "positive_teacher_pairs": 26761.5, "query_h_norm_ratio": 0.41808036267757415, "relation_loss": 0.00231046078260988, "selected_pairs": 26761.5, "step": 21640, "student_distance_mean": 23.306848335266114, "teacher_distance_mean": 0.8533181846141815, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.00231046078260988, "weighted_relation_loss": 0.00231046078260988 }, { "action_query_batch_std": 0.3558522671461105, "action_query_norm": 41.05347442626953, "action_relation_loss": 0.0023099427577108144, "auxiliary_loss_weight": 1.0, "epoch": 20.252572497661365, "flow_matching_loss": 0.020640315767377616, "grad_norm": 0.09343203157186508, "h_stock_valid_norm": 98.21760711669921, "invalid_tail_samples": 24.9, "learning_rate": 1.9730547994572858e-05, "loss": 0.023, "positive_teacher_pairs": 26594.9, "query_h_norm_ratio": 0.41798681318759917, "relation_loss": 0.0023099427577108144, "selected_pairs": 26594.9, "step": 21650, "student_distance_mean": 23.377012252807617, "teacher_distance_mean": 0.855999332666397, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.0023099427577108144, "weighted_relation_loss": 0.0023099427577108144 }, { "action_query_batch_std": 0.3527176886796951, "action_query_norm": 41.04461441040039, "action_relation_loss": 0.002467458578757942, "auxiliary_loss_weight": 1.0, "epoch": 20.261927034611787, "flow_matching_loss": 0.020617585349828004, "grad_norm": 0.10113399475812912, "h_stock_valid_norm": 98.36528930664062, "invalid_tail_samples": 26.2, "learning_rate": 1.9686698201589393e-05, "loss": 0.0231, "positive_teacher_pairs": 26300.7, "query_h_norm_ratio": 0.4172679841518402, "relation_loss": 0.002467458578757942, "selected_pairs": 26300.7, "step": 21660, "student_distance_mean": 23.196188545227052, "teacher_distance_mean": 0.8517269551753998, "valid_action_samples": 229.8, "weighted_auxiliary_loss": 0.002467458578757942, "weighted_relation_loss": 0.002467458578757942 }, { "action_query_batch_std": 0.35127354562282564, "action_query_norm": 41.02847900390625, "action_relation_loss": 0.0023789691273123025, "auxiliary_loss_weight": 1.0, "epoch": 20.27128157156221, "flow_matching_loss": 0.020791278406977653, "grad_norm": 0.10498250275850296, "h_stock_valid_norm": 98.47248229980468, "invalid_tail_samples": 22.7, "learning_rate": 1.9642885242125964e-05, "loss": 0.0232, "positive_teacher_pairs": 27103.9, "query_h_norm_ratio": 0.41665092706680296, "relation_loss": 0.0023789691273123025, "selected_pairs": 27103.9, "step": 21670, "student_distance_mean": 23.113460540771484, "teacher_distance_mean": 0.8498983800411224, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.0023789691273123025, "weighted_relation_loss": 0.0023789691273123025 }, { "action_query_batch_std": 0.35056039690971375, "action_query_norm": 41.00428695678711, "action_relation_loss": 0.002309318934567273, "auxiliary_loss_weight": 1.0, "epoch": 20.280636108512628, "flow_matching_loss": 0.01997268684208393, "grad_norm": 0.09687624126672745, "h_stock_valid_norm": 98.39494934082032, "invalid_tail_samples": 26.6, "learning_rate": 1.9599109169419466e-05, "loss": 0.0223, "positive_teacher_pairs": 26213.2, "query_h_norm_ratio": 0.41673611402511596, "relation_loss": 0.002309318934567273, "selected_pairs": 26213.2, "step": 21680, "student_distance_mean": 23.140028190612792, "teacher_distance_mean": 0.8503220736980438, "valid_action_samples": 229.4, "weighted_auxiliary_loss": 0.002309318934567273, "weighted_relation_loss": 0.002309318934567273 }, { "action_query_batch_std": 0.3582870364189148, "action_query_norm": 41.04278984069824, "action_relation_loss": 0.002376033691689372, "auxiliary_loss_weight": 1.0, "epoch": 20.28999064546305, "flow_matching_loss": 0.01986974198371172, "grad_norm": 0.1460157185792923, "h_stock_valid_norm": 98.14044647216797, "invalid_tail_samples": 26.0, "learning_rate": 1.9555370036661948e-05, "loss": 0.0222, "positive_teacher_pairs": 26351.1, "query_h_norm_ratio": 0.41820585131645205, "relation_loss": 0.002376033691689372, "selected_pairs": 26351.1, "step": 21690, "student_distance_mean": 23.6151123046875, "teacher_distance_mean": 0.8657501876354218, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.002376033691689372, "weighted_relation_loss": 0.002376033691689372 }, { "action_query_batch_std": 0.35677351951599123, "action_query_norm": 41.06456451416015, "action_relation_loss": 0.0022774202283471824, "auxiliary_loss_weight": 1.0, "epoch": 20.29934518241347, "flow_matching_loss": 0.01960767265409231, "grad_norm": 0.09120769798755646, "h_stock_valid_norm": 97.99837722778321, "invalid_tail_samples": 20.0, "learning_rate": 1.9511667897000574e-05, "loss": 0.0219, "positive_teacher_pairs": 27743.2, "query_h_norm_ratio": 0.4190338790416718, "relation_loss": 0.0022774202283471824, "selected_pairs": 27743.2, "step": 21700, "student_distance_mean": 23.475227928161623, "teacher_distance_mean": 0.8618841886520385, "valid_action_samples": 236.0, "weighted_auxiliary_loss": 0.0022774202283471824, "weighted_relation_loss": 0.0022774202283471824 }, { "action_query_batch_std": 0.35095253586769104, "action_query_norm": 41.01750030517578, "action_relation_loss": 0.0023975386517122387, "auxiliary_loss_weight": 1.0, "epoch": 20.30869971936389, "flow_matching_loss": 0.020070871524512767, "grad_norm": 0.12439413368701935, "h_stock_valid_norm": 98.3128448486328, "invalid_tail_samples": 23.5, "learning_rate": 1.946800280353755e-05, "loss": 0.0225, "positive_teacher_pairs": 26919.3, "query_h_norm_ratio": 0.41721666157245635, "relation_loss": 0.0023975386517122387, "selected_pairs": 26919.3, "step": 21710, "student_distance_mean": 23.11442279815674, "teacher_distance_mean": 0.8516731142997742, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0023975386517122387, "weighted_relation_loss": 0.0023975386517122387 }, { "action_query_batch_std": 0.3515661060810089, "action_query_norm": 41.009314346313474, "action_relation_loss": 0.002278072130866349, "auxiliary_loss_weight": 1.0, "epoch": 20.318054256314312, "flow_matching_loss": 0.018740891572088005, "grad_norm": 0.12123086303472519, "h_stock_valid_norm": 98.23733596801758, "invalid_tail_samples": 25.0, "learning_rate": 1.9424374809330114e-05, "loss": 0.021, "positive_teacher_pairs": 26574.7, "query_h_norm_ratio": 0.41745362877845765, "relation_loss": 0.002278072130866349, "selected_pairs": 26574.7, "step": 21720, "student_distance_mean": 23.07822780609131, "teacher_distance_mean": 0.8465249598026275, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.002278072130866349, "weighted_relation_loss": 0.002278072130866349 }, { "action_query_batch_std": 0.3574503302574158, "action_query_norm": 41.07299270629883, "action_relation_loss": 0.0023707979125902057, "auxiliary_loss_weight": 1.0, "epoch": 20.327408793264734, "flow_matching_loss": 0.019999714475125073, "grad_norm": 0.09489107877016068, "h_stock_valid_norm": 98.59155731201172, "invalid_tail_samples": 23.9, "learning_rate": 1.9380783967390382e-05, "loss": 0.0224, "positive_teacher_pairs": 26828.6, "query_h_norm_ratio": 0.41660008430480955, "relation_loss": 0.0023707979125902057, "selected_pairs": 26828.6, "step": 21730, "student_distance_mean": 23.59613742828369, "teacher_distance_mean": 0.8682154417037964, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0023707979125902057, "weighted_relation_loss": 0.0023707979125902057 }, { "action_query_batch_std": 0.3545467406511307, "action_query_norm": 41.03861427307129, "action_relation_loss": 0.0023393883369863034, "auxiliary_loss_weight": 1.0, "epoch": 20.336763330215156, "flow_matching_loss": 0.018930432479828598, "grad_norm": 0.10103140771389008, "h_stock_valid_norm": 98.2885643005371, "invalid_tail_samples": 23.2, "learning_rate": 1.933723033068533e-05, "loss": 0.0213, "positive_teacher_pairs": 26989.8, "query_h_norm_ratio": 0.41753461956977844, "relation_loss": 0.0023393883369863034, "selected_pairs": 26989.8, "step": 21740, "student_distance_mean": 23.331103324890137, "teacher_distance_mean": 0.8581591308116913, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0023393883369863034, "weighted_relation_loss": 0.0023393883369863034 }, { "action_query_batch_std": 0.35294999182224274, "action_query_norm": 41.00924644470215, "action_relation_loss": 0.0024237021803855895, "auxiliary_loss_weight": 1.0, "epoch": 20.346117867165574, "flow_matching_loss": 0.019832700304687024, "grad_norm": 0.16059298813343048, "h_stock_valid_norm": 98.28219909667969, "invalid_tail_samples": 25.4, "learning_rate": 1.929371395213674e-05, "loss": 0.0223, "positive_teacher_pairs": 26476.8, "query_h_norm_ratio": 0.4172612398862839, "relation_loss": 0.0024237021803855895, "selected_pairs": 26476.8, "step": 21750, "student_distance_mean": 23.237394714355467, "teacher_distance_mean": 0.8539641201496124, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.0024237021803855895, "weighted_relation_loss": 0.0024237021803855895 }, { "action_query_batch_std": 0.3499897301197052, "action_query_norm": 41.0189094543457, "action_relation_loss": 0.0023466049460694194, "auxiliary_loss_weight": 1.0, "epoch": 20.355472404115996, "flow_matching_loss": 0.019006383046507834, "grad_norm": 0.11047320812940598, "h_stock_valid_norm": 98.1027717590332, "invalid_tail_samples": 23.6, "learning_rate": 1.9250234884621092e-05, "loss": 0.0214, "positive_teacher_pairs": 26893.6, "query_h_norm_ratio": 0.4181250810623169, "relation_loss": 0.0023466049460694194, "selected_pairs": 26893.6, "step": 21760, "student_distance_mean": 23.164582633972167, "teacher_distance_mean": 0.8489976823329926, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0023466049460694194, "weighted_relation_loss": 0.0023466049460694194 }, { "action_query_batch_std": 0.35447021424770353, "action_query_norm": 41.02370986938477, "action_relation_loss": 0.002385712810792029, "auxiliary_loss_weight": 1.0, "epoch": 20.36482694106642, "flow_matching_loss": 0.02003353536128998, "grad_norm": 0.08756469190120697, "h_stock_valid_norm": 98.12808609008789, "invalid_tail_samples": 24.1, "learning_rate": 1.920679318096959e-05, "loss": 0.0224, "positive_teacher_pairs": 26781.5, "query_h_norm_ratio": 0.41806638836860655, "relation_loss": 0.002385712810792029, "selected_pairs": 26781.5, "step": 21770, "student_distance_mean": 23.479391860961915, "teacher_distance_mean": 0.8607537090778351, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.002385712810792029, "weighted_relation_loss": 0.002385712810792029 }, { "action_query_batch_std": 0.3498883366584778, "action_query_norm": 41.005712890625, "action_relation_loss": 0.002345501189120114, "auxiliary_loss_weight": 1.0, "epoch": 20.374181478016837, "flow_matching_loss": 0.020845656096935273, "grad_norm": 0.18532179296016693, "h_stock_valid_norm": 98.06346740722657, "invalid_tail_samples": 24.3, "learning_rate": 1.9163388893967982e-05, "loss": 0.0232, "positive_teacher_pairs": 26751.3, "query_h_norm_ratio": 0.41816048622131347, "relation_loss": 0.002345501189120114, "selected_pairs": 26751.3, "step": 21780, "student_distance_mean": 23.090456199645995, "teacher_distance_mean": 0.8490921020507812, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.002345501189120114, "weighted_relation_loss": 0.002345501189120114 }, { "action_query_batch_std": 0.3579398661851883, "action_query_norm": 41.050656127929685, "action_relation_loss": 0.0022776634665206074, "auxiliary_loss_weight": 1.0, "epoch": 20.38353601496726, "flow_matching_loss": 0.020457855705171824, "grad_norm": 0.11068091541528702, "h_stock_valid_norm": 98.50353546142578, "invalid_tail_samples": 25.0, "learning_rate": 1.9120022076356575e-05, "loss": 0.0227, "positive_teacher_pairs": 26578.3, "query_h_norm_ratio": 0.41674659252166746, "relation_loss": 0.0022776634665206074, "selected_pairs": 26578.3, "step": 21790, "student_distance_mean": 23.5451322555542, "teacher_distance_mean": 0.8667750298976898, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.0022776634665206074, "weighted_relation_loss": 0.0022776634665206074 }, { "action_query_batch_std": 0.35341529846191405, "action_query_norm": 41.01119804382324, "action_relation_loss": 0.0022135223960503938, "auxiliary_loss_weight": 1.0, "epoch": 20.39289055191768, "flow_matching_loss": 0.019687497802078725, "grad_norm": 0.0991063043475151, "h_stock_valid_norm": 98.65928726196289, "invalid_tail_samples": 23.7, "learning_rate": 1.9076692780830114e-05, "loss": 0.0219, "positive_teacher_pairs": 26872.9, "query_h_norm_ratio": 0.4156925529241562, "relation_loss": 0.0022135223960503938, "selected_pairs": 26872.9, "step": 21800, "student_distance_mean": 23.209871101379395, "teacher_distance_mean": 0.8549434959888458, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0022135223960503938, "weighted_relation_loss": 0.0022135223960503938 }, { "action_query_batch_std": 0.3573841392993927, "action_query_norm": 41.05343132019043, "action_relation_loss": 0.002262817497830838, "auxiliary_loss_weight": 1.0, "epoch": 20.4022450888681, "flow_matching_loss": 0.018621262349188327, "grad_norm": 0.09832743555307388, "h_stock_valid_norm": 98.11487350463867, "invalid_tail_samples": 22.7, "learning_rate": 1.903340106003782e-05, "loss": 0.0209, "positive_teacher_pairs": 27103.6, "query_h_norm_ratio": 0.4184246152639389, "relation_loss": 0.002262817497830838, "selected_pairs": 27103.6, "step": 21810, "student_distance_mean": 23.472141075134278, "teacher_distance_mean": 0.8646336793899536, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.002262817497830838, "weighted_relation_loss": 0.002262817497830838 }, { "action_query_batch_std": 0.3508643418550491, "action_query_norm": 41.002814865112306, "action_relation_loss": 0.0022952925646677613, "auxiliary_loss_weight": 1.0, "epoch": 20.41159962581852, "flow_matching_loss": 0.01992616234347224, "grad_norm": 0.14128214120864868, "h_stock_valid_norm": 98.05573425292968, "invalid_tail_samples": 25.3, "learning_rate": 1.8990146966583183e-05, "loss": 0.0222, "positive_teacher_pairs": 26508.3, "query_h_norm_ratio": 0.41816283762454987, "relation_loss": 0.0022952925646677613, "selected_pairs": 26508.3, "step": 21820, "student_distance_mean": 23.19825973510742, "teacher_distance_mean": 0.8525031805038452, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.0022952925646677613, "weighted_relation_loss": 0.0022952925646677613 }, { "action_query_batch_std": 0.35221806466579436, "action_query_norm": 40.99984283447266, "action_relation_loss": 0.0023371792165562512, "auxiliary_loss_weight": 1.0, "epoch": 20.420954162768943, "flow_matching_loss": 0.020800992473959924, "grad_norm": 0.10245228558778763, "h_stock_valid_norm": 98.0008659362793, "invalid_tail_samples": 23.9, "learning_rate": 1.8946930553024035e-05, "loss": 0.0231, "positive_teacher_pairs": 26831.3, "query_h_norm_ratio": 0.4183668166399002, "relation_loss": 0.0023371792165562512, "selected_pairs": 26831.3, "step": 21830, "student_distance_mean": 23.14894218444824, "teacher_distance_mean": 0.8478293538093566, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0023371792165562512, "weighted_relation_loss": 0.0023371792165562512 }, { "action_query_batch_std": 0.35282736718654634, "action_query_norm": 41.01791229248047, "action_relation_loss": 0.002426998899318278, "auxiliary_loss_weight": 1.0, "epoch": 20.430308699719365, "flow_matching_loss": 0.020878909155726433, "grad_norm": 0.16609908640384674, "h_stock_valid_norm": 98.0553352355957, "invalid_tail_samples": 22.8, "learning_rate": 1.8903751871872378e-05, "loss": 0.0233, "positive_teacher_pairs": 27083.6, "query_h_norm_ratio": 0.418321031332016, "relation_loss": 0.002426998899318278, "selected_pairs": 27083.6, "step": 21840, "student_distance_mean": 23.25203056335449, "teacher_distance_mean": 0.8534398913383484, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.002426998899318278, "weighted_relation_loss": 0.002426998899318278 }, { "action_query_batch_std": 0.3508568346500397, "action_query_norm": 41.0088996887207, "action_relation_loss": 0.002251979405991733, "auxiliary_loss_weight": 1.0, "epoch": 20.439663236669784, "flow_matching_loss": 0.019524863362312316, "grad_norm": 0.09449224919080734, "h_stock_valid_norm": 98.16452484130859, "invalid_tail_samples": 22.3, "learning_rate": 1.8860610975594382e-05, "loss": 0.0218, "positive_teacher_pairs": 27196.7, "query_h_norm_ratio": 0.41776070892810824, "relation_loss": 0.002251979405991733, "selected_pairs": 27196.7, "step": 21850, "student_distance_mean": 23.170781517028807, "teacher_distance_mean": 0.8529504060745239, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.002251979405991733, "weighted_relation_loss": 0.002251979405991733 }, { "action_query_batch_std": 0.35219759941101075, "action_query_norm": 41.0157112121582, "action_relation_loss": 0.0023993955925107, "auxiliary_loss_weight": 1.0, "epoch": 20.449017773620206, "flow_matching_loss": 0.019954023975878955, "grad_norm": 0.10482773184776306, "h_stock_valid_norm": 98.11751556396484, "invalid_tail_samples": 23.6, "learning_rate": 1.8817507916610307e-05, "loss": 0.0224, "positive_teacher_pairs": 26897.6, "query_h_norm_ratio": 0.4180280417203903, "relation_loss": 0.0023993955925107, "selected_pairs": 26897.6, "step": 21860, "student_distance_mean": 23.178153800964356, "teacher_distance_mean": 0.855341249704361, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0023993955925107, "weighted_relation_loss": 0.0023993955925107 }, { "action_query_batch_std": 0.34945274889469147, "action_query_norm": 40.99850959777832, "action_relation_loss": 0.00235576368868351, "auxiliary_loss_weight": 1.0, "epoch": 20.458372310570628, "flow_matching_loss": 0.02156717423349619, "grad_norm": 0.10592044144868851, "h_stock_valid_norm": 98.2188819885254, "invalid_tail_samples": 23.6, "learning_rate": 1.8774442747294407e-05, "loss": 0.0239, "positive_teacher_pairs": 26890.6, "query_h_norm_ratio": 0.41742281913757323, "relation_loss": 0.00235576368868351, "selected_pairs": 26890.6, "step": 21870, "student_distance_mean": 22.931802177429198, "teacher_distance_mean": 0.8434747755527496, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.00235576368868351, "weighted_relation_loss": 0.00235576368868351 }, { "action_query_batch_std": 0.3542636543512344, "action_query_norm": 41.02711029052735, "action_relation_loss": 0.002322632004506886, "auxiliary_loss_weight": 1.0, "epoch": 20.467726847521046, "flow_matching_loss": 0.021302318759262563, "grad_norm": 0.128797248005867, "h_stock_valid_norm": 98.39573822021484, "invalid_tail_samples": 22.9, "learning_rate": 1.8731415519974965e-05, "loss": 0.0236, "positive_teacher_pairs": 27057.9, "query_h_norm_ratio": 0.4169656813144684, "relation_loss": 0.002322632004506886, "selected_pairs": 27057.9, "step": 21880, "student_distance_mean": 23.30941276550293, "teacher_distance_mean": 0.8541561841964722, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.002322632004506886, "weighted_relation_loss": 0.002322632004506886 }, { "action_query_batch_std": 0.35380028188228607, "action_query_norm": 41.01491584777832, "action_relation_loss": 0.002303566108457744, "auxiliary_loss_weight": 1.0, "epoch": 20.477081384471468, "flow_matching_loss": 0.01946809673681855, "grad_norm": 0.13113461434841156, "h_stock_valid_norm": 98.6115707397461, "invalid_tail_samples": 24.0, "learning_rate": 1.86884262869341e-05, "loss": 0.0218, "positive_teacher_pairs": 26800.1, "query_h_norm_ratio": 0.41592669785022734, "relation_loss": 0.002303566108457744, "selected_pairs": 26800.1, "step": 21890, "student_distance_mean": 23.14449825286865, "teacher_distance_mean": 0.8481038689613343, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.002303566108457744, "weighted_relation_loss": 0.002303566108457744 }, { "action_query_batch_std": 0.3576713979244232, "action_query_norm": 41.01951179504395, "action_relation_loss": 0.002328691561706364, "auxiliary_loss_weight": 1.0, "epoch": 20.48643592142189, "flow_matching_loss": 0.01968366503715515, "grad_norm": 0.09779343754053116, "h_stock_valid_norm": 98.9679183959961, "invalid_tail_samples": 21.6, "learning_rate": 1.8645475100407788e-05, "loss": 0.022, "positive_teacher_pairs": 27361.3, "query_h_norm_ratio": 0.41447383165359497, "relation_loss": 0.002328691561706364, "selected_pairs": 27361.3, "step": 21900, "student_distance_mean": 23.506632232666014, "teacher_distance_mean": 0.8653329849243164, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.002328691561706364, "weighted_relation_loss": 0.002328691561706364 }, { "action_query_batch_std": 0.35733542740345003, "action_query_norm": 41.02192726135254, "action_relation_loss": 0.002257665176875889, "auxiliary_loss_weight": 1.0, "epoch": 20.495790458372312, "flow_matching_loss": 0.019364064466208218, "grad_norm": 0.12488632649183273, "h_stock_valid_norm": 98.67206573486328, "invalid_tail_samples": 25.9, "learning_rate": 1.8602562012585768e-05, "loss": 0.0216, "positive_teacher_pairs": 26368.4, "query_h_norm_ratio": 0.4157423049211502, "relation_loss": 0.002257665176875889, "selected_pairs": 26368.4, "step": 21910, "student_distance_mean": 23.57096462249756, "teacher_distance_mean": 0.8695890307426453, "valid_action_samples": 230.1, "weighted_auxiliary_loss": 0.002257665176875889, "weighted_relation_loss": 0.002257665176875889 }, { "action_query_batch_std": 0.3499072015285492, "action_query_norm": 40.99232940673828, "action_relation_loss": 0.0023296428844332695, "auxiliary_loss_weight": 1.0, "epoch": 20.50514499532273, "flow_matching_loss": 0.021206812001764774, "grad_norm": 0.15123067796230316, "h_stock_valid_norm": 98.56966934204101, "invalid_tail_samples": 22.9, "learning_rate": 1.8559687075611466e-05, "loss": 0.0235, "positive_teacher_pairs": 27059.1, "query_h_norm_ratio": 0.4158741652965546, "relation_loss": 0.0023296428844332695, "selected_pairs": 27059.1, "step": 21920, "student_distance_mean": 22.99987907409668, "teacher_distance_mean": 0.843986839056015, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.0023296428844332695, "weighted_relation_loss": 0.0023296428844332695 }, { "action_query_batch_std": 0.35259418189525604, "action_query_norm": 41.02521591186523, "action_relation_loss": 0.002399705071002245, "auxiliary_loss_weight": 1.0, "epoch": 20.514499532273152, "flow_matching_loss": 0.021057757921516894, "grad_norm": 0.08835771679878235, "h_stock_valid_norm": 98.32023696899414, "invalid_tail_samples": 26.2, "learning_rate": 1.8516850341582017e-05, "loss": 0.0235, "positive_teacher_pairs": 26295.7, "query_h_norm_ratio": 0.4172633409500122, "relation_loss": 0.002399705071002245, "selected_pairs": 26295.7, "step": 21930, "student_distance_mean": 23.3246639251709, "teacher_distance_mean": 0.8569990634918213, "valid_action_samples": 229.8, "weighted_auxiliary_loss": 0.002399705071002245, "weighted_relation_loss": 0.002399705071002245 }, { "action_query_batch_std": 0.3569083124399185, "action_query_norm": 41.03659248352051, "action_relation_loss": 0.0023474615067243577, "auxiliary_loss_weight": 1.0, "epoch": 20.523854069223574, "flow_matching_loss": 0.01926483428105712, "grad_norm": 0.12467844039201736, "h_stock_valid_norm": 98.04558715820312, "invalid_tail_samples": 23.0, "learning_rate": 1.847405186254807e-05, "loss": 0.0216, "positive_teacher_pairs": 27030.2, "query_h_norm_ratio": 0.4185495346784592, "relation_loss": 0.0023474615067243577, "selected_pairs": 27030.2, "step": 21940, "student_distance_mean": 23.506885528564453, "teacher_distance_mean": 0.8639645993709564, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.0023474615067243577, "weighted_relation_loss": 0.0023474615067243577 }, { "action_query_batch_std": 0.3557713538408279, "action_query_norm": 41.03469390869141, "action_relation_loss": 0.0022675345186144113, "auxiliary_loss_weight": 1.0, "epoch": 20.533208606173993, "flow_matching_loss": 0.019660162553191186, "grad_norm": 0.10677041113376617, "h_stock_valid_norm": 97.90414733886719, "invalid_tail_samples": 20.8, "learning_rate": 1.843129169051379e-05, "loss": 0.0219, "positive_teacher_pairs": 27551.2, "query_h_norm_ratio": 0.4191324770450592, "relation_loss": 0.0022675345186144113, "selected_pairs": 27551.2, "step": 21950, "student_distance_mean": 23.325975036621095, "teacher_distance_mean": 0.8588447511196137, "valid_action_samples": 235.2, "weighted_auxiliary_loss": 0.0022675345186144113, "weighted_relation_loss": 0.0022675345186144113 }, { "action_query_batch_std": 0.35472410917282104, "action_query_norm": 41.01180076599121, "action_relation_loss": 0.002272390713915229, "auxiliary_loss_weight": 1.0, "epoch": 20.542563143124415, "flow_matching_loss": 0.01873991722241044, "grad_norm": 0.11390136182308197, "h_stock_valid_norm": 97.77975921630859, "invalid_tail_samples": 22.7, "learning_rate": 1.8388569877436863e-05, "loss": 0.021, "positive_teacher_pairs": 27107.6, "query_h_norm_ratio": 0.4194324642419815, "relation_loss": 0.002272390713915229, "selected_pairs": 27107.6, "step": 21960, "student_distance_mean": 23.32289237976074, "teacher_distance_mean": 0.8580171883106231, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.002272390713915229, "weighted_relation_loss": 0.002272390713915229 }, { "action_query_batch_std": 0.3550864666700363, "action_query_norm": 41.00415382385254, "action_relation_loss": 0.002235751482658088, "auxiliary_loss_weight": 1.0, "epoch": 20.551917680074837, "flow_matching_loss": 0.019466070272028447, "grad_norm": 0.08094828575849533, "h_stock_valid_norm": 98.0899543762207, "invalid_tail_samples": 24.3, "learning_rate": 1.834588647522828e-05, "loss": 0.0217, "positive_teacher_pairs": 26734.5, "query_h_norm_ratio": 0.41803018450737, "relation_loss": 0.002235751482658088, "selected_pairs": 26734.5, "step": 21970, "student_distance_mean": 23.389320182800294, "teacher_distance_mean": 0.8609029829502106, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.002235751482658088, "weighted_relation_loss": 0.002235751482658088 }, { "action_query_batch_std": 0.35177905559539796, "action_query_norm": 41.00231437683105, "action_relation_loss": 0.002496922155842185, "auxiliary_loss_weight": 1.0, "epoch": 20.56127221702526, "flow_matching_loss": 0.019055388495326044, "grad_norm": 0.08695012331008911, "h_stock_valid_norm": 98.21733474731445, "invalid_tail_samples": 25.1, "learning_rate": 1.8303241535752435e-05, "loss": 0.0216, "positive_teacher_pairs": 26545.4, "query_h_norm_ratio": 0.4174668401479721, "relation_loss": 0.002496922155842185, "selected_pairs": 26545.4, "step": 21980, "student_distance_mean": 23.086149978637696, "teacher_distance_mean": 0.8488863050937653, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.002496922155842185, "weighted_relation_loss": 0.002496922155842185 }, { "action_query_batch_std": 0.3551753133535385, "action_query_norm": 41.02674827575684, "action_relation_loss": 0.0022545970627106727, "auxiliary_loss_weight": 1.0, "epoch": 20.570626753975677, "flow_matching_loss": 0.019142607506364585, "grad_norm": 0.08928057551383972, "h_stock_valid_norm": 98.36990737915039, "invalid_tail_samples": 24.0, "learning_rate": 1.8260635110826934e-05, "loss": 0.0214, "positive_teacher_pairs": 26805.9, "query_h_norm_ratio": 0.4170715183019638, "relation_loss": 0.0022545970627106727, "selected_pairs": 26805.9, "step": 21990, "student_distance_mean": 23.47476997375488, "teacher_distance_mean": 0.8634514749050141, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0022545970627106727, "weighted_relation_loss": 0.0022545970627106727 }, { "action_query_batch_std": 0.35396202504634855, "action_query_norm": 41.00783157348633, "action_relation_loss": 0.0022688355995342134, "auxiliary_loss_weight": 1.0, "epoch": 20.5799812909261, "flow_matching_loss": 0.019190611969679593, "grad_norm": 0.11742313951253891, "h_stock_valid_norm": 98.59990310668945, "invalid_tail_samples": 22.9, "learning_rate": 1.8218067252222597e-05, "loss": 0.0215, "positive_teacher_pairs": 27059.3, "query_h_norm_ratio": 0.4159031867980957, "relation_loss": 0.0022688355995342134, "selected_pairs": 27059.3, "step": 22000, "student_distance_mean": 23.402433776855467, "teacher_distance_mean": 0.8597420692443848, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.0022688355995342134, "weighted_relation_loss": 0.0022688355995342134 }, { "action_query_batch_std": 0.35301052033901215, "action_query_norm": 40.983435821533206, "action_relation_loss": 0.0021784478100016712, "auxiliary_loss_weight": 1.0, "epoch": 20.58933582787652, "flow_matching_loss": 0.018709355033934116, "grad_norm": 0.13093076646327972, "h_stock_valid_norm": 98.81623153686523, "invalid_tail_samples": 23.8, "learning_rate": 1.817553801166339e-05, "loss": 0.0209, "positive_teacher_pairs": 26858.9, "query_h_norm_ratio": 0.4147489100694656, "relation_loss": 0.0021784478100016712, "selected_pairs": 26858.9, "step": 22010, "student_distance_mean": 23.264721488952638, "teacher_distance_mean": 0.8536525905132294, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.0021784478100016712, "weighted_relation_loss": 0.0021784478100016712 }, { "action_query_batch_std": 0.35222579538822174, "action_query_norm": 40.982536697387694, "action_relation_loss": 0.002298186137340963, "auxiliary_loss_weight": 1.0, "epoch": 20.59869036482694, "flow_matching_loss": 0.019627390056848527, "grad_norm": 0.1532394289970398, "h_stock_valid_norm": 98.66714096069336, "invalid_tail_samples": 23.6, "learning_rate": 1.8133047440826333e-05, "loss": 0.0219, "positive_teacher_pairs": 26898.8, "query_h_norm_ratio": 0.4153664082288742, "relation_loss": 0.002298186137340963, "selected_pairs": 26898.8, "step": 22020, "student_distance_mean": 23.12513427734375, "teacher_distance_mean": 0.8521599471569061, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.002298186137340963, "weighted_relation_loss": 0.002298186137340963 }, { "action_query_batch_std": 0.35115292072296145, "action_query_norm": 40.99417572021484, "action_relation_loss": 0.0022596195340156555, "auxiliary_loss_weight": 1.0, "epoch": 20.60804490177736, "flow_matching_loss": 0.019559785816818477, "grad_norm": 0.11176110804080963, "h_stock_valid_norm": 98.23292465209961, "invalid_tail_samples": 22.1, "learning_rate": 1.809059559134151e-05, "loss": 0.0218, "positive_teacher_pairs": 27251.2, "query_h_norm_ratio": 0.41731824576854704, "relation_loss": 0.0022596195340156555, "selected_pairs": 27251.2, "step": 22030, "student_distance_mean": 23.136780738830566, "teacher_distance_mean": 0.8534752070903778, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.0022596195340156555, "weighted_relation_loss": 0.0022596195340156555 }, { "action_query_batch_std": 0.35124051570892334, "action_query_norm": 40.980445861816406, "action_relation_loss": 0.0023242352530360223, "auxiliary_loss_weight": 1.0, "epoch": 20.617399438727784, "flow_matching_loss": 0.02056262604892254, "grad_norm": 0.0869961827993393, "h_stock_valid_norm": 98.2149787902832, "invalid_tail_samples": 24.6, "learning_rate": 1.80481825147919e-05, "loss": 0.0229, "positive_teacher_pairs": 26663.5, "query_h_norm_ratio": 0.41725781559944153, "relation_loss": 0.0023242352530360223, "selected_pairs": 26663.5, "step": 22040, "student_distance_mean": 23.057643127441406, "teacher_distance_mean": 0.8512354791164398, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0023242352530360223, "weighted_relation_loss": 0.0023242352530360223 }, { "action_query_batch_std": 0.3542291700839996, "action_query_norm": 41.00839424133301, "action_relation_loss": 0.002321322006173432, "auxiliary_loss_weight": 1.0, "epoch": 20.626753975678206, "flow_matching_loss": 0.020648880489170553, "grad_norm": 0.12005643546581268, "h_stock_valid_norm": 98.18767013549805, "invalid_tail_samples": 25.6, "learning_rate": 1.8005808262713396e-05, "loss": 0.023, "positive_teacher_pairs": 26439.1, "query_h_norm_ratio": 0.41765460968017576, "relation_loss": 0.002321322006173432, "selected_pairs": 26439.1, "step": 22050, "student_distance_mean": 23.272370719909667, "teacher_distance_mean": 0.8552681088447571, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.002321322006173432, "weighted_relation_loss": 0.002321322006173432 }, { "action_query_batch_std": 0.34936304688453673, "action_query_norm": 40.96491012573242, "action_relation_loss": 0.0024173761252313853, "auxiliary_loss_weight": 1.0, "epoch": 20.636108512628624, "flow_matching_loss": 0.019689891301095486, "grad_norm": 0.09139902144670486, "h_stock_valid_norm": 98.27416152954102, "invalid_tail_samples": 24.3, "learning_rate": 1.7963472886594714e-05, "loss": 0.0221, "positive_teacher_pairs": 26734.3, "query_h_norm_ratio": 0.416844043135643, "relation_loss": 0.0024173761252313853, "selected_pairs": 26734.3, "step": 22060, "student_distance_mean": 23.07574329376221, "teacher_distance_mean": 0.8498256921768188, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0024173761252313853, "weighted_relation_loss": 0.0024173761252313853 }, { "action_query_batch_std": 0.3479832410812378, "action_query_norm": 40.95675964355469, "action_relation_loss": 0.0024060097988694907, "auxiliary_loss_weight": 1.0, "epoch": 20.645463049579046, "flow_matching_loss": 0.020157302729785442, "grad_norm": 0.08708252757787704, "h_stock_valid_norm": 98.6760383605957, "invalid_tail_samples": 22.5, "learning_rate": 1.7921176437877302e-05, "loss": 0.0226, "positive_teacher_pairs": 27153.4, "query_h_norm_ratio": 0.4150641769170761, "relation_loss": 0.0024060097988694907, "selected_pairs": 27153.4, "step": 22070, "student_distance_mean": 22.921710205078124, "teacher_distance_mean": 0.8484510779380798, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.0024060097988694907, "weighted_relation_loss": 0.0024060097988694907 }, { "action_query_batch_std": 0.3505344927310944, "action_query_norm": 40.975229263305664, "action_relation_loss": 0.00229058510158211, "auxiliary_loss_weight": 1.0, "epoch": 20.654817586529468, "flow_matching_loss": 0.01968748737126589, "grad_norm": 0.08092714846134186, "h_stock_valid_norm": 98.93022155761719, "invalid_tail_samples": 23.1, "learning_rate": 1.7878918967955366e-05, "loss": 0.022, "positive_teacher_pairs": 27012.4, "query_h_norm_ratio": 0.4141874432563782, "relation_loss": 0.00229058510158211, "selected_pairs": 27012.4, "step": 22080, "student_distance_mean": 23.01228256225586, "teacher_distance_mean": 0.8507722377777099, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.00229058510158211, "weighted_relation_loss": 0.00229058510158211 }, { "action_query_batch_std": 0.35197688937187194, "action_query_norm": 40.9753231048584, "action_relation_loss": 0.0022899986477568747, "auxiliary_loss_weight": 1.0, "epoch": 20.664172123479887, "flow_matching_loss": 0.0189046080224216, "grad_norm": 0.09612464159727097, "h_stock_valid_norm": 98.88132400512696, "invalid_tail_samples": 21.9, "learning_rate": 1.7836700528175693e-05, "loss": 0.0212, "positive_teacher_pairs": 27285.6, "query_h_norm_ratio": 0.4143903285264969, "relation_loss": 0.0022899986477568747, "selected_pairs": 27285.6, "step": 22090, "student_distance_mean": 23.143687438964843, "teacher_distance_mean": 0.853682941198349, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.0022899986477568747, "weighted_relation_loss": 0.0022899986477568747 }, { "action_query_batch_std": 0.35237019658088686, "action_query_norm": 40.981224822998044, "action_relation_loss": 0.0022858506534248592, "auxiliary_loss_weight": 1.0, "epoch": 20.67352666043031, "flow_matching_loss": 0.01938177701085806, "grad_norm": 0.08035140484571457, "h_stock_valid_norm": 98.4118263244629, "invalid_tail_samples": 26.8, "learning_rate": 1.779452116983769e-05, "loss": 0.0217, "positive_teacher_pairs": 26159.4, "query_h_norm_ratio": 0.41643557250499724, "relation_loss": 0.0022858506534248592, "selected_pairs": 26159.4, "step": 22100, "student_distance_mean": 23.212581443786622, "teacher_distance_mean": 0.8557725846767426, "valid_action_samples": 229.2, "weighted_auxiliary_loss": 0.0022858506534248592, "weighted_relation_loss": 0.0022858506534248592 }, { "action_query_batch_std": 0.3520238041877747, "action_query_norm": 40.97197494506836, "action_relation_loss": 0.002430608728900552, "auxiliary_loss_weight": 1.0, "epoch": 20.68288119738073, "flow_matching_loss": 0.019675070140510797, "grad_norm": 0.1572459638118744, "h_stock_valid_norm": 97.66564102172852, "invalid_tail_samples": 20.7, "learning_rate": 1.775238094419325e-05, "loss": 0.0221, "positive_teacher_pairs": 27571.0, "query_h_norm_ratio": 0.41951523125171664, "relation_loss": 0.002430608728900552, "selected_pairs": 27571.0, "step": 22110, "student_distance_mean": 23.109002113342285, "teacher_distance_mean": 0.8528156995773315, "valid_action_samples": 235.3, "weighted_auxiliary_loss": 0.002430608728900552, "weighted_relation_loss": 0.002430608728900552 }, { "action_query_batch_std": 0.3539894908666611, "action_query_norm": 41.00118560791016, "action_relation_loss": 0.0023286401527002456, "auxiliary_loss_weight": 1.0, "epoch": 20.69223573433115, "flow_matching_loss": 0.0192240659147501, "grad_norm": 0.10230943560600281, "h_stock_valid_norm": 97.09116592407227, "invalid_tail_samples": 23.4, "learning_rate": 1.7710279902446708e-05, "loss": 0.0216, "positive_teacher_pairs": 26951.5, "query_h_norm_ratio": 0.4223012775182724, "relation_loss": 0.0023286401527002456, "selected_pairs": 26951.5, "step": 22120, "student_distance_mean": 23.18202133178711, "teacher_distance_mean": 0.8533107161521911, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.0023286401527002456, "weighted_relation_loss": 0.0023286401527002456 }, { "action_query_batch_std": 0.35128759443759916, "action_query_norm": 40.95638084411621, "action_relation_loss": 0.0023582896683365107, "auxiliary_loss_weight": 1.0, "epoch": 20.70159027128157, "flow_matching_loss": 0.020104354806244375, "grad_norm": 0.11776643246412277, "h_stock_valid_norm": 97.25535736083984, "invalid_tail_samples": 25.5, "learning_rate": 1.7668218095754795e-05, "loss": 0.0225, "positive_teacher_pairs": 26456.8, "query_h_norm_ratio": 0.4211234778165817, "relation_loss": 0.0023582896683365107, "selected_pairs": 26456.8, "step": 22130, "student_distance_mean": 23.071606826782226, "teacher_distance_mean": 0.8481730103492737, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.0023582896683365107, "weighted_relation_loss": 0.0023582896683365107 }, { "action_query_batch_std": 0.3545372813940048, "action_query_norm": 40.964769744873045, "action_relation_loss": 0.0022769691655412315, "auxiliary_loss_weight": 1.0, "epoch": 20.710944808231993, "flow_matching_loss": 0.019368675258010625, "grad_norm": 0.13187062740325928, "h_stock_valid_norm": 97.44668884277344, "invalid_tail_samples": 23.6, "learning_rate": 1.7626195575226594e-05, "loss": 0.0216, "positive_teacher_pairs": 26898.1, "query_h_norm_ratio": 0.4203821510076523, "relation_loss": 0.0022769691655412315, "selected_pairs": 26898.1, "step": 22140, "student_distance_mean": 23.274655151367188, "teacher_distance_mean": 0.8585481703281402, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0022769691655412315, "weighted_relation_loss": 0.0022769691655412315 }, { "action_query_batch_std": 0.35072227716445925, "action_query_norm": 40.955592727661134, "action_relation_loss": 0.0025105864275246858, "auxiliary_loss_weight": 1.0, "epoch": 20.720299345182415, "flow_matching_loss": 0.020204053074121476, "grad_norm": 0.09722384810447693, "h_stock_valid_norm": 97.8525489807129, "invalid_tail_samples": 23.9, "learning_rate": 1.758421239192343e-05, "loss": 0.0227, "positive_teacher_pairs": 26824.9, "query_h_norm_ratio": 0.41854638457298277, "relation_loss": 0.0025105864275246858, "selected_pairs": 26824.9, "step": 22150, "student_distance_mean": 23.01792221069336, "teacher_distance_mean": 0.8505948185920715, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0025105864275246858, "weighted_relation_loss": 0.0025105864275246858 }, { "action_query_batch_std": 0.35305900275707247, "action_query_norm": 40.97858238220215, "action_relation_loss": 0.0022266840562224386, "auxiliary_loss_weight": 1.0, "epoch": 20.729653882132833, "flow_matching_loss": 0.020871713943779468, "grad_norm": 0.13183841109275818, "h_stock_valid_norm": 97.71117248535157, "invalid_tail_samples": 22.4, "learning_rate": 1.7542268596858814e-05, "loss": 0.0231, "positive_teacher_pairs": 27184.2, "query_h_norm_ratio": 0.4193859934806824, "relation_loss": 0.0022266840562224386, "selected_pairs": 27184.2, "step": 22160, "student_distance_mean": 23.237982940673827, "teacher_distance_mean": 0.8574661016464233, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.0022266840562224386, "weighted_relation_loss": 0.0022266840562224386 }, { "action_query_batch_std": 0.35392343401908877, "action_query_norm": 41.001324844360354, "action_relation_loss": 0.002318636700510979, "auxiliary_loss_weight": 1.0, "epoch": 20.739008419083255, "flow_matching_loss": 0.01979295173659921, "grad_norm": 0.09189622849225998, "h_stock_valid_norm": 97.49767761230468, "invalid_tail_samples": 23.5, "learning_rate": 1.750036424099841e-05, "loss": 0.0221, "positive_teacher_pairs": 26924.0, "query_h_norm_ratio": 0.42053923904895785, "relation_loss": 0.002318636700510979, "selected_pairs": 26924.0, "step": 22170, "student_distance_mean": 23.283037376403808, "teacher_distance_mean": 0.85691978931427, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.002318636700510979, "weighted_relation_loss": 0.002318636700510979 }, { "action_query_batch_std": 0.3521749168634415, "action_query_norm": 40.95079727172852, "action_relation_loss": 0.0022597919683903455, "auxiliary_loss_weight": 1.0, "epoch": 20.748362956033677, "flow_matching_loss": 0.01745082763954997, "grad_norm": 0.11953090131282806, "h_stock_valid_norm": 97.66660995483399, "invalid_tail_samples": 25.7, "learning_rate": 1.7458499375259956e-05, "loss": 0.0197, "positive_teacher_pairs": 26410.8, "query_h_norm_ratio": 0.4192959815263748, "relation_loss": 0.0022597919683903455, "selected_pairs": 26410.8, "step": 22180, "student_distance_mean": 23.231294059753417, "teacher_distance_mean": 0.8581580936908721, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.0022597919683903455, "weighted_relation_loss": 0.0022597919683903455 }, { "action_query_batch_std": 0.3561197191476822, "action_query_norm": 40.99186973571777, "action_relation_loss": 0.002263228641822934, "auxiliary_loss_weight": 1.0, "epoch": 20.757717492984096, "flow_matching_loss": 0.01946650743484497, "grad_norm": 0.07565869390964508, "h_stock_valid_norm": 97.9091064453125, "invalid_tail_samples": 23.9, "learning_rate": 1.7416674050513245e-05, "loss": 0.0217, "positive_teacher_pairs": 26833.5, "query_h_norm_ratio": 0.4186743527650833, "relation_loss": 0.002263228641822934, "selected_pairs": 26833.5, "step": 22190, "student_distance_mean": 23.40074634552002, "teacher_distance_mean": 0.8637134492397308, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.002263228641822934, "weighted_relation_loss": 0.002263228641822934 }, { "action_query_batch_std": 0.34815865755081177, "action_query_norm": 40.941851425170896, "action_relation_loss": 0.002334009180776775, "auxiliary_loss_weight": 1.0, "epoch": 20.767072029934518, "flow_matching_loss": 0.021068440563976765, "grad_norm": 0.13262373208999634, "h_stock_valid_norm": 97.69076919555664, "invalid_tail_samples": 21.1, "learning_rate": 1.737488831757997e-05, "loss": 0.0234, "positive_teacher_pairs": 27476.9, "query_h_norm_ratio": 0.4190985202789307, "relation_loss": 0.002334009180776775, "selected_pairs": 27476.9, "step": 22200, "student_distance_mean": 22.87056484222412, "teacher_distance_mean": 0.8424690186977386, "valid_action_samples": 234.9, "weighted_auxiliary_loss": 0.002334009180776775, "weighted_relation_loss": 0.002334009180776775 }, { "action_query_batch_std": 0.3512087732553482, "action_query_norm": 40.966880798339844, "action_relation_loss": 0.0021920791594311597, "auxiliary_loss_weight": 1.0, "epoch": 20.77642656688494, "flow_matching_loss": 0.01916970582678914, "grad_norm": 0.0905023142695427, "h_stock_valid_norm": 97.6724021911621, "invalid_tail_samples": 22.8, "learning_rate": 1.733314222723373e-05, "loss": 0.0214, "positive_teacher_pairs": 27080.9, "query_h_norm_ratio": 0.41943292021751405, "relation_loss": 0.0021920791594311597, "selected_pairs": 27080.9, "step": 22210, "student_distance_mean": 23.180217933654784, "teacher_distance_mean": 0.8545158565044403, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0021920791594311597, "weighted_relation_loss": 0.0021920791594311597 }, { "action_query_batch_std": 0.3514805227518082, "action_query_norm": 40.96918640136719, "action_relation_loss": 0.0022902354830875993, "auxiliary_loss_weight": 1.0, "epoch": 20.78578110383536, "flow_matching_loss": 0.018679173663258553, "grad_norm": 0.0905953124165535, "h_stock_valid_norm": 97.29475402832031, "invalid_tail_samples": 23.2, "learning_rate": 1.7291435830199954e-05, "loss": 0.021, "positive_teacher_pairs": 26988.9, "query_h_norm_ratio": 0.42108452022075654, "relation_loss": 0.0022902354830875993, "selected_pairs": 26988.9, "step": 22220, "student_distance_mean": 23.039737129211424, "teacher_distance_mean": 0.8488244891166687, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0022902354830875993, "weighted_relation_loss": 0.0022902354830875993 }, { "action_query_batch_std": 0.35884750485420225, "action_query_norm": 41.02574996948242, "action_relation_loss": 0.002285069297067821, "auxiliary_loss_weight": 1.0, "epoch": 20.79513564078578, "flow_matching_loss": 0.021087325178086758, "grad_norm": 0.10636463761329651, "h_stock_valid_norm": 97.1374641418457, "invalid_tail_samples": 22.8, "learning_rate": 1.7249769177155878e-05, "loss": 0.0234, "positive_teacher_pairs": 27081.1, "query_h_norm_ratio": 0.42234845757484435, "relation_loss": 0.002285069297067821, "selected_pairs": 27081.1, "step": 22230, "student_distance_mean": 23.64753475189209, "teacher_distance_mean": 0.8738548815250397, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.002285069297067821, "weighted_relation_loss": 0.002285069297067821 }, { "action_query_batch_std": 0.35645546317100524, "action_query_norm": 41.007730102539064, "action_relation_loss": 0.002232576999813318, "auxiliary_loss_weight": 1.0, "epoch": 20.804490177736202, "flow_matching_loss": 0.02082666363567114, "grad_norm": 0.09702441096305847, "h_stock_valid_norm": 97.62184371948243, "invalid_tail_samples": 23.9, "learning_rate": 1.720814231873038e-05, "loss": 0.0231, "positive_teacher_pairs": 26829.7, "query_h_norm_ratio": 0.4200681060552597, "relation_loss": 0.002232576999813318, "selected_pairs": 26829.7, "step": 22240, "student_distance_mean": 23.515988540649413, "teacher_distance_mean": 0.8653818726539612, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.002232576999813318, "weighted_relation_loss": 0.002232576999813318 }, { "action_query_batch_std": 0.35439781546592714, "action_query_norm": 40.99397773742676, "action_relation_loss": 0.0023359128972515464, "auxiliary_loss_weight": 1.0, "epoch": 20.813844714686624, "flow_matching_loss": 0.020452614687383176, "grad_norm": 0.10383297502994537, "h_stock_valid_norm": 97.73386840820312, "invalid_tail_samples": 21.8, "learning_rate": 1.716655530550405e-05, "loss": 0.0228, "positive_teacher_pairs": 27316.2, "query_h_norm_ratio": 0.4194455534219742, "relation_loss": 0.0023359128972515464, "selected_pairs": 27316.2, "step": 22250, "student_distance_mean": 23.41396255493164, "teacher_distance_mean": 0.8586272478103638, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.0023359128972515464, "weighted_relation_loss": 0.0023359128972515464 }, { "action_query_batch_std": 0.3557309120893478, "action_query_norm": 40.99952735900879, "action_relation_loss": 0.0023785537341609597, "auxiliary_loss_weight": 1.0, "epoch": 20.823199251637043, "flow_matching_loss": 0.02056278046220541, "grad_norm": 0.10852204263210297, "h_stock_valid_norm": 98.13619842529297, "invalid_tail_samples": 21.7, "learning_rate": 1.7125008188009017e-05, "loss": 0.0229, "positive_teacher_pairs": 27339.7, "query_h_norm_ratio": 0.4177856266498566, "relation_loss": 0.0023785537341609597, "selected_pairs": 27339.7, "step": 22260, "student_distance_mean": 23.420362091064455, "teacher_distance_mean": 0.8615343570709229, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.0023785537341609597, "weighted_relation_loss": 0.0023785537341609597 }, { "action_query_batch_std": 0.35056706964969636, "action_query_norm": 40.961144256591794, "action_relation_loss": 0.0022394439205527306, "auxiliary_loss_weight": 1.0, "epoch": 20.832553788587465, "flow_matching_loss": 0.019292376935482025, "grad_norm": 0.0936623215675354, "h_stock_valid_norm": 98.01719589233399, "invalid_tail_samples": 24.2, "learning_rate": 1.708350101672894e-05, "loss": 0.0215, "positive_teacher_pairs": 26755.1, "query_h_norm_ratio": 0.417900425195694, "relation_loss": 0.0022394439205527306, "selected_pairs": 26755.1, "step": 22270, "student_distance_mean": 23.141460609436034, "teacher_distance_mean": 0.8533702909946441, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0022394439205527306, "weighted_relation_loss": 0.0022394439205527306 }, { "action_query_batch_std": 0.35202584266662595, "action_query_norm": 40.97019882202149, "action_relation_loss": 0.0021928278962150215, "auxiliary_loss_weight": 1.0, "epoch": 20.841908325537887, "flow_matching_loss": 0.02027285974472761, "grad_norm": 0.08733360469341278, "h_stock_valid_norm": 97.92593307495117, "invalid_tail_samples": 23.9, "learning_rate": 1.7042033842098957e-05, "loss": 0.0225, "positive_teacher_pairs": 26828.5, "query_h_norm_ratio": 0.4183821529150009, "relation_loss": 0.0021928278962150215, "selected_pairs": 26828.5, "step": 22280, "student_distance_mean": 23.159545135498046, "teacher_distance_mean": 0.8527722597122193, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0021928278962150215, "weighted_relation_loss": 0.0021928278962150215 }, { "action_query_batch_std": 0.35032196044921876, "action_query_norm": 40.95303916931152, "action_relation_loss": 0.0022797319805249574, "auxiliary_loss_weight": 1.0, "epoch": 20.85126286248831, "flow_matching_loss": 0.02163433376699686, "grad_norm": 0.10254623740911484, "h_stock_valid_norm": 97.87989807128906, "invalid_tail_samples": 24.8, "learning_rate": 1.7000606714505567e-05, "loss": 0.0239, "positive_teacher_pairs": 26630.9, "query_h_norm_ratio": 0.4184048682451248, "relation_loss": 0.0022797319805249574, "selected_pairs": 26630.9, "step": 22290, "student_distance_mean": 23.087105369567873, "teacher_distance_mean": 0.8525071322917939, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0022797319805249574, "weighted_relation_loss": 0.0022797319805249574 }, { "action_query_batch_std": 0.35454944968223573, "action_query_norm": 40.97753677368164, "action_relation_loss": 0.0024141873931512237, "auxiliary_loss_weight": 1.0, "epoch": 20.860617399438727, "flow_matching_loss": 0.021173722669482233, "grad_norm": 0.09345310926437378, "h_stock_valid_norm": 98.19568634033203, "invalid_tail_samples": 23.1, "learning_rate": 1.695921968428668e-05, "loss": 0.0236, "positive_teacher_pairs": 27014.8, "query_h_norm_ratio": 0.41730855107307435, "relation_loss": 0.0024141873931512237, "selected_pairs": 27014.8, "step": 22300, "student_distance_mean": 23.31320972442627, "teacher_distance_mean": 0.858293479681015, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0024141873931512237, "weighted_relation_loss": 0.0024141873931512237 }, { "action_query_batch_std": 0.3555565059185028, "action_query_norm": 40.99645080566406, "action_relation_loss": 0.0023094174335710703, "auxiliary_loss_weight": 1.0, "epoch": 20.86997193638915, "flow_matching_loss": 0.01819348894059658, "grad_norm": 0.10672001540660858, "h_stock_valid_norm": 98.08112716674805, "invalid_tail_samples": 25.7, "learning_rate": 1.6917872801731416e-05, "loss": 0.0205, "positive_teacher_pairs": 26419.6, "query_h_norm_ratio": 0.41798787415027616, "relation_loss": 0.0023094174335710703, "selected_pairs": 26419.6, "step": 22310, "student_distance_mean": 23.331517219543457, "teacher_distance_mean": 0.8599628210067749, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.0023094174335710703, "weighted_relation_loss": 0.0023094174335710703 }, { "action_query_batch_std": 0.348847559094429, "action_query_norm": 40.93336791992188, "action_relation_loss": 0.002300865715369582, "auxiliary_loss_weight": 1.0, "epoch": 20.87932647333957, "flow_matching_loss": 0.01945893606171012, "grad_norm": 0.08025160431861877, "h_stock_valid_norm": 97.97822494506836, "invalid_tail_samples": 25.3, "learning_rate": 1.687656611708014e-05, "loss": 0.0218, "positive_teacher_pairs": 26506.9, "query_h_norm_ratio": 0.41778424978256223, "relation_loss": 0.002300865715369582, "selected_pairs": 26506.9, "step": 22320, "student_distance_mean": 22.983300018310548, "teacher_distance_mean": 0.848354059457779, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.002300865715369582, "weighted_relation_loss": 0.002300865715369582 }, { "action_query_batch_std": 0.35123060643672943, "action_query_norm": 40.95010414123535, "action_relation_loss": 0.0022245598724111916, "auxiliary_loss_weight": 1.0, "epoch": 20.88868101028999, "flow_matching_loss": 0.02028316156938672, "grad_norm": 0.10445397347211838, "h_stock_valid_norm": 98.14135971069337, "invalid_tail_samples": 24.6, "learning_rate": 1.6835299680524368e-05, "loss": 0.0225, "positive_teacher_pairs": 26667.1, "query_h_norm_ratio": 0.41725927889347075, "relation_loss": 0.0022245598724111916, "selected_pairs": 26667.1, "step": 22330, "student_distance_mean": 23.14187698364258, "teacher_distance_mean": 0.8556691944599152, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0022245598724111916, "weighted_relation_loss": 0.0022245598724111916 }, { "action_query_batch_std": 0.3501691222190857, "action_query_norm": 40.94533271789551, "action_relation_loss": 0.002272215159609914, "auxiliary_loss_weight": 1.0, "epoch": 20.89803554724041, "flow_matching_loss": 0.018493746314197777, "grad_norm": 0.10506627708673477, "h_stock_valid_norm": 98.1951515197754, "invalid_tail_samples": 24.9, "learning_rate": 1.679407354220669e-05, "loss": 0.0208, "positive_teacher_pairs": 26601.8, "query_h_norm_ratio": 0.41698208451271057, "relation_loss": 0.002272215159609914, "selected_pairs": 26601.8, "step": 22340, "student_distance_mean": 23.03660430908203, "teacher_distance_mean": 0.8514031410217285, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.002272215159609914, "weighted_relation_loss": 0.002272215159609914 }, { "action_query_batch_std": 0.35293697416782377, "action_query_norm": 40.98249626159668, "action_relation_loss": 0.0022539522498846052, "auxiliary_loss_weight": 1.0, "epoch": 20.907390084190833, "flow_matching_loss": 0.017676498368382455, "grad_norm": 0.11603834480047226, "h_stock_valid_norm": 98.1182991027832, "invalid_tail_samples": 25.2, "learning_rate": 1.6752887752220793e-05, "loss": 0.0199, "positive_teacher_pairs": 26535.4, "query_h_norm_ratio": 0.4176895350217819, "relation_loss": 0.0022539522498846052, "selected_pairs": 26535.4, "step": 22350, "student_distance_mean": 23.261747550964355, "teacher_distance_mean": 0.8595798730850219, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.0022539522498846052, "weighted_relation_loss": 0.0022539522498846052 }, { "action_query_batch_std": 0.349379700422287, "action_query_norm": 40.93867111206055, "action_relation_loss": 0.002320609032176435, "auxiliary_loss_weight": 1.0, "epoch": 20.916744621141255, "flow_matching_loss": 0.017561376560479403, "grad_norm": 0.13117852807044983, "h_stock_valid_norm": 98.13078308105469, "invalid_tail_samples": 24.3, "learning_rate": 1.6711742360611277e-05, "loss": 0.0199, "positive_teacher_pairs": 26734.7, "query_h_norm_ratio": 0.4171887397766113, "relation_loss": 0.002320609032176435, "selected_pairs": 26734.7, "step": 22360, "student_distance_mean": 23.017044067382812, "teacher_distance_mean": 0.8479538261890411, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.002320609032176435, "weighted_relation_loss": 0.002320609032176435 }, { "action_query_batch_std": 0.35321756899356843, "action_query_norm": 40.956913757324216, "action_relation_loss": 0.00236212695017457, "auxiliary_loss_weight": 1.0, "epoch": 20.926099158091674, "flow_matching_loss": 0.0191637403331697, "grad_norm": 0.08029670268297195, "h_stock_valid_norm": 97.96337051391602, "invalid_tail_samples": 24.3, "learning_rate": 1.6670637417373652e-05, "loss": 0.0215, "positive_teacher_pairs": 26741.2, "query_h_norm_ratio": 0.41809155642986295, "relation_loss": 0.00236212695017457, "selected_pairs": 26741.2, "step": 22370, "student_distance_mean": 23.211198616027833, "teacher_distance_mean": 0.8550454199314117, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.00236212695017457, "weighted_relation_loss": 0.00236212695017457 }, { "action_query_batch_std": 0.3529053807258606, "action_query_norm": 40.954559326171875, "action_relation_loss": 0.002260146103799343, "auxiliary_loss_weight": 1.0, "epoch": 20.935453695042096, "flow_matching_loss": 0.020575348660349844, "grad_norm": 0.12312287092208862, "h_stock_valid_norm": 97.99020080566406, "invalid_tail_samples": 20.3, "learning_rate": 1.6629572972454333e-05, "loss": 0.0228, "positive_teacher_pairs": 27665.1, "query_h_norm_ratio": 0.4179489254951477, "relation_loss": 0.002260146103799343, "selected_pairs": 27665.1, "step": 22380, "student_distance_mean": 23.16234760284424, "teacher_distance_mean": 0.8544592797756195, "valid_action_samples": 235.7, "weighted_auxiliary_loss": 0.002260146103799343, "weighted_relation_loss": 0.002260146103799343 }, { "action_query_batch_std": 0.3473969131708145, "action_query_norm": 40.90746726989746, "action_relation_loss": 0.0022533552721142767, "auxiliary_loss_weight": 1.0, "epoch": 20.944808231992518, "flow_matching_loss": 0.01787747424095869, "grad_norm": 0.11216370761394501, "h_stock_valid_norm": 98.11271743774414, "invalid_tail_samples": 25.5, "learning_rate": 1.6588549075750464e-05, "loss": 0.0201, "positive_teacher_pairs": 26462.8, "query_h_norm_ratio": 0.41694530844688416, "relation_loss": 0.0022533552721142767, "selected_pairs": 26462.8, "step": 22390, "student_distance_mean": 22.88265914916992, "teacher_distance_mean": 0.8458777129650116, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.0022533552721142767, "weighted_relation_loss": 0.0022533552721142767 }, { "action_query_batch_std": 0.35026181042194365, "action_query_norm": 40.92576370239258, "action_relation_loss": 0.0022530496353283525, "auxiliary_loss_weight": 1.0, "epoch": 20.954162768942936, "flow_matching_loss": 0.01860562600195408, "grad_norm": 0.09687870740890503, "h_stock_valid_norm": 98.10309600830078, "invalid_tail_samples": 23.7, "learning_rate": 1.6547565777109976e-05, "loss": 0.0209, "positive_teacher_pairs": 26876.1, "query_h_norm_ratio": 0.4171731799840927, "relation_loss": 0.0022530496353283525, "selected_pairs": 26876.1, "step": 22400, "student_distance_mean": 23.079208183288575, "teacher_distance_mean": 0.8541008412837983, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0022530496353283525, "weighted_relation_loss": 0.0022530496353283525 }, { "action_query_batch_std": 0.3512772560119629, "action_query_norm": 40.942766952514646, "action_relation_loss": 0.002432092116214335, "auxiliary_loss_weight": 1.0, "epoch": 20.963517305893358, "flow_matching_loss": 0.018826870061457158, "grad_norm": 0.09080616384744644, "h_stock_valid_norm": 98.32205505371094, "invalid_tail_samples": 24.9, "learning_rate": 1.650662312633143e-05, "loss": 0.0213, "positive_teacher_pairs": 26590.7, "query_h_norm_ratio": 0.4164161145687103, "relation_loss": 0.002432092116214335, "selected_pairs": 26590.7, "step": 22410, "student_distance_mean": 23.020368385314942, "teacher_distance_mean": 0.8528976678848267, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.002432092116214335, "weighted_relation_loss": 0.002432092116214335 }, { "action_query_batch_std": 0.3527579367160797, "action_query_norm": 40.95445709228515, "action_relation_loss": 0.002303655620198697, "auxiliary_loss_weight": 1.0, "epoch": 20.97287184284378, "flow_matching_loss": 0.01906510116532445, "grad_norm": 0.08756162226200104, "h_stock_valid_norm": 98.28914337158203, "invalid_tail_samples": 26.7, "learning_rate": 1.6465721173164002e-05, "loss": 0.0214, "positive_teacher_pairs": 26179.4, "query_h_norm_ratio": 0.416674530506134, "relation_loss": 0.002303655620198697, "selected_pairs": 26179.4, "step": 22420, "student_distance_mean": 23.20816135406494, "teacher_distance_mean": 0.8565963208675385, "valid_action_samples": 229.3, "weighted_auxiliary_loss": 0.002303655620198697, "weighted_relation_loss": 0.002303655620198697 }, { "action_query_batch_std": 0.35016959607601167, "action_query_norm": 40.91701049804688, "action_relation_loss": 0.0024361380375921724, "auxiliary_loss_weight": 1.0, "epoch": 20.9822263797942, "flow_matching_loss": 0.020290889870375396, "grad_norm": 0.14950154721736908, "h_stock_valid_norm": 98.25290603637696, "invalid_tail_samples": 24.3, "learning_rate": 1.6424859967307428e-05, "loss": 0.0227, "positive_teacher_pairs": 26741.2, "query_h_norm_ratio": 0.41644900739192964, "relation_loss": 0.0024361380375921724, "selected_pairs": 26741.2, "step": 22430, "student_distance_mean": 23.07914218902588, "teacher_distance_mean": 0.8517954170703887, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0024361380375921724, "weighted_relation_loss": 0.0024361380375921724 }, { "action_query_batch_std": 0.3524070084095001, "action_query_norm": 40.9715274810791, "action_relation_loss": 0.00226714804302901, "auxiliary_loss_weight": 1.0, "epoch": 20.99158091674462, "flow_matching_loss": 0.01830556197091937, "grad_norm": 0.13892601430416107, "h_stock_valid_norm": 98.5342010498047, "invalid_tail_samples": 22.4, "learning_rate": 1.6384039558411903e-05, "loss": 0.0206, "positive_teacher_pairs": 27182.4, "query_h_norm_ratio": 0.4158117711544037, "relation_loss": 0.00226714804302901, "selected_pairs": 27182.4, "step": 22440, "student_distance_mean": 23.23599147796631, "teacher_distance_mean": 0.8572915852069855, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.00226714804302901, "weighted_relation_loss": 0.00226714804302901 }, { "action_query_batch_std": 0.3483229994773865, "action_query_norm": 40.92371597290039, "action_relation_loss": 0.002235451294109225, "auxiliary_loss_weight": 1.0, "epoch": 21.000935453695043, "flow_matching_loss": 0.01873501380905509, "grad_norm": 0.10522134602069855, "h_stock_valid_norm": 98.31050567626953, "invalid_tail_samples": 22.1, "learning_rate": 1.634325999607811e-05, "loss": 0.021, "positive_teacher_pairs": 24271.0, "query_h_norm_ratio": 0.41627306342124937, "relation_loss": 0.002235451294109225, "selected_pairs": 24271.0, "step": 22450, "student_distance_mean": 22.85482406616211, "teacher_distance_mean": 0.844015383720398, "valid_action_samples": 214.0, "weighted_auxiliary_loss": 0.002235451294109225, "weighted_relation_loss": 0.002235451294109225 }, { "action_query_batch_std": 0.35296079218387605, "action_query_norm": 40.951611328125, "action_relation_loss": 0.002238153188955039, "auxiliary_loss_weight": 1.0, "epoch": 21.010289990645465, "flow_matching_loss": 0.01956739742308855, "grad_norm": 0.09858188778162003, "h_stock_valid_norm": 98.29468688964843, "invalid_tail_samples": 22.8, "learning_rate": 1.6302521329857045e-05, "loss": 0.0218, "positive_teacher_pairs": 27089.3, "query_h_norm_ratio": 0.41662359833717344, "relation_loss": 0.002238153188955039, "selected_pairs": 27089.3, "step": 22460, "student_distance_mean": 23.191672134399415, "teacher_distance_mean": 0.857388299703598, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.002238153188955039, "weighted_relation_loss": 0.002238153188955039 }, { "action_query_batch_std": 0.35436886847019194, "action_query_norm": 40.962345886230466, "action_relation_loss": 0.002173441497143358, "auxiliary_loss_weight": 1.0, "epoch": 21.019644527595883, "flow_matching_loss": 0.019914102740585804, "grad_norm": 0.12154101580381393, "h_stock_valid_norm": 97.85830230712891, "invalid_tail_samples": 23.1, "learning_rate": 1.6261823609250027e-05, "loss": 0.0221, "positive_teacher_pairs": 27010.6, "query_h_norm_ratio": 0.41859171688556673, "relation_loss": 0.002173441497143358, "selected_pairs": 27010.6, "step": 22470, "student_distance_mean": 23.318238830566408, "teacher_distance_mean": 0.860969877243042, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.002173441497143358, "weighted_relation_loss": 0.002173441497143358 }, { "action_query_batch_std": 0.3550168961286545, "action_query_norm": 40.955804443359376, "action_relation_loss": 0.0022227165172807872, "auxiliary_loss_weight": 1.0, "epoch": 21.028999064546305, "flow_matching_loss": 0.01767159104347229, "grad_norm": 0.09910617768764496, "h_stock_valid_norm": 97.83523406982422, "invalid_tail_samples": 22.2, "learning_rate": 1.6221166883708627e-05, "loss": 0.0199, "positive_teacher_pairs": 27222.1, "query_h_norm_ratio": 0.4186233103275299, "relation_loss": 0.0022227165172807872, "selected_pairs": 27222.1, "step": 22480, "student_distance_mean": 23.239179611206055, "teacher_distance_mean": 0.8579420566558837, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.0022227165172807872, "weighted_relation_loss": 0.0022227165172807872 }, { "action_query_batch_std": 0.3500003606081009, "action_query_norm": 40.95580368041992, "action_relation_loss": 0.0022366487653926017, "auxiliary_loss_weight": 1.0, "epoch": 21.038353601496727, "flow_matching_loss": 0.019305373076349497, "grad_norm": 0.10824110358953476, "h_stock_valid_norm": 97.88977661132813, "invalid_tail_samples": 23.6, "learning_rate": 1.6180551202634603e-05, "loss": 0.0215, "positive_teacher_pairs": 26906.2, "query_h_norm_ratio": 0.41838937997817993, "relation_loss": 0.0022366487653926017, "selected_pairs": 26906.2, "step": 22490, "student_distance_mean": 23.026094436645508, "teacher_distance_mean": 0.8498268187046051, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0022366487653926017, "weighted_relation_loss": 0.0022366487653926017 }, { "action_query_batch_std": 0.35213756263256074, "action_query_norm": 40.93923797607422, "action_relation_loss": 0.0022745259338989854, "auxiliary_loss_weight": 1.0, "epoch": 21.047708138447145, "flow_matching_loss": 0.01791217029094696, "grad_norm": 0.1527150720357895, "h_stock_valid_norm": 98.04242477416992, "invalid_tail_samples": 23.2, "learning_rate": 1.613997661537981e-05, "loss": 0.0202, "positive_teacher_pairs": 26996.3, "query_h_norm_ratio": 0.4175682157278061, "relation_loss": 0.0022745259338989854, "selected_pairs": 26996.3, "step": 22500, "student_distance_mean": 23.19380111694336, "teacher_distance_mean": 0.8583734571933747, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0022745259338989854, "weighted_relation_loss": 0.0022745259338989854 }, { "action_query_batch_std": 0.34881835877895356, "action_query_norm": 40.91412467956543, "action_relation_loss": 0.0023192269261926414, "auxiliary_loss_weight": 1.0, "epoch": 21.057062675397567, "flow_matching_loss": 0.01877179937437177, "grad_norm": 0.09712641686201096, "h_stock_valid_norm": 98.2964698791504, "invalid_tail_samples": 22.9, "learning_rate": 1.609944317124624e-05, "loss": 0.0211, "positive_teacher_pairs": 27057.3, "query_h_norm_ratio": 0.41623497009277344, "relation_loss": 0.0023192269261926414, "selected_pairs": 27057.3, "step": 22510, "student_distance_mean": 22.999904441833497, "teacher_distance_mean": 0.8511442601680755, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.0023192269261926414, "weighted_relation_loss": 0.0023192269261926414 }, { "action_query_batch_std": 0.35575630366802213, "action_query_norm": 40.97647705078125, "action_relation_loss": 0.0022168920142576097, "auxiliary_loss_weight": 1.0, "epoch": 21.06641721234799, "flow_matching_loss": 0.018523948453366756, "grad_norm": 0.12874625623226166, "h_stock_valid_norm": 98.20391006469727, "invalid_tail_samples": 24.7, "learning_rate": 1.605895091948582e-05, "loss": 0.0207, "positive_teacher_pairs": 26638.9, "query_h_norm_ratio": 0.4172610968351364, "relation_loss": 0.0022168920142576097, "selected_pairs": 26638.9, "step": 22520, "student_distance_mean": 23.278434181213377, "teacher_distance_mean": 0.8578325390815735, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.0022168920142576097, "weighted_relation_loss": 0.0022168920142576097 }, { "action_query_batch_std": 0.3524499982595444, "action_query_norm": 40.944759368896484, "action_relation_loss": 0.0022598672658205032, "auxiliary_loss_weight": 1.0, "epoch": 21.07577174929841, "flow_matching_loss": 0.018351737316697835, "grad_norm": 0.08552693575620651, "h_stock_valid_norm": 98.20086669921875, "invalid_tail_samples": 22.7, "learning_rate": 1.6018499909300477e-05, "loss": 0.0206, "positive_teacher_pairs": 27110.1, "query_h_norm_ratio": 0.4169521301984787, "relation_loss": 0.0022598672658205032, "selected_pairs": 27110.1, "step": 22530, "student_distance_mean": 23.122834777832033, "teacher_distance_mean": 0.8524871408939362, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.0022598672658205032, "weighted_relation_loss": 0.0022598672658205032 }, { "action_query_batch_std": 0.3501693785190582, "action_query_norm": 40.93105201721191, "action_relation_loss": 0.0023011012934148313, "auxiliary_loss_weight": 1.0, "epoch": 21.08512628624883, "flow_matching_loss": 0.01790554225444794, "grad_norm": 0.10420790314674377, "h_stock_valid_norm": 98.274853515625, "invalid_tail_samples": 22.5, "learning_rate": 1.597809018984199e-05, "loss": 0.0202, "positive_teacher_pairs": 27153.8, "query_h_norm_ratio": 0.4165007770061493, "relation_loss": 0.0023011012934148313, "selected_pairs": 27153.8, "step": 22540, "student_distance_mean": 23.038796043395998, "teacher_distance_mean": 0.8515476763248444, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.0023011012934148313, "weighted_relation_loss": 0.0023011012934148313 }, { "action_query_batch_std": 0.34696981906890867, "action_query_norm": 40.90302696228027, "action_relation_loss": 0.0022526882123202084, "auxiliary_loss_weight": 1.0, "epoch": 21.09448082319925, "flow_matching_loss": 0.019514921214431526, "grad_norm": 0.1151537224650383, "h_stock_valid_norm": 98.11539230346679, "invalid_tail_samples": 22.5, "learning_rate": 1.593772181021196e-05, "loss": 0.0218, "positive_teacher_pairs": 27152.7, "query_h_norm_ratio": 0.41689073145389555, "relation_loss": 0.0022526882123202084, "selected_pairs": 27152.7, "step": 22550, "student_distance_mean": 22.83361473083496, "teacher_distance_mean": 0.8447019338607789, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.0022526882123202084, "weighted_relation_loss": 0.0022526882123202084 }, { "action_query_batch_std": 0.3533198952674866, "action_query_norm": 40.9704833984375, "action_relation_loss": 0.0021763896220363677, "auxiliary_loss_weight": 1.0, "epoch": 21.103835360149674, "flow_matching_loss": 0.0190091154538095, "grad_norm": 0.08335302770137787, "h_stock_valid_norm": 97.91030502319336, "invalid_tail_samples": 23.1, "learning_rate": 1.5897394819461813e-05, "loss": 0.0212, "positive_teacher_pairs": 27009.7, "query_h_norm_ratio": 0.41845051646232606, "relation_loss": 0.0021763896220363677, "selected_pairs": 27009.7, "step": 22560, "student_distance_mean": 23.221919059753418, "teacher_distance_mean": 0.8585618019104004, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0021763896220363677, "weighted_relation_loss": 0.0021763896220363677 }, { "action_query_batch_std": 0.35359120070934297, "action_query_norm": 40.956132125854495, "action_relation_loss": 0.002189308358356357, "auxiliary_loss_weight": 1.0, "epoch": 21.113189897100092, "flow_matching_loss": 0.01808615503832698, "grad_norm": 0.09213841706514359, "h_stock_valid_norm": 98.1633201599121, "invalid_tail_samples": 22.7, "learning_rate": 1.5857109266592625e-05, "loss": 0.0203, "positive_teacher_pairs": 27103.4, "query_h_norm_ratio": 0.4172267585992813, "relation_loss": 0.002189308358356357, "selected_pairs": 27103.4, "step": 22570, "student_distance_mean": 23.207831192016602, "teacher_distance_mean": 0.858489853143692, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.002189308358356357, "weighted_relation_loss": 0.002189308358356357 }, { "action_query_batch_std": 0.35030455589294435, "action_query_norm": 40.90352363586426, "action_relation_loss": 0.0022807331755757333, "auxiliary_loss_weight": 1.0, "epoch": 21.122544434050514, "flow_matching_loss": 0.01946716532111168, "grad_norm": 0.10002139955759048, "h_stock_valid_norm": 98.27940444946289, "invalid_tail_samples": 26.5, "learning_rate": 1.581686520055514e-05, "loss": 0.0217, "positive_teacher_pairs": 26226.8, "query_h_norm_ratio": 0.41619797646999357, "relation_loss": 0.0022807331755757333, "selected_pairs": 26226.8, "step": 22580, "student_distance_mean": 23.044969177246095, "teacher_distance_mean": 0.8551080346107482, "valid_action_samples": 229.5, "weighted_auxiliary_loss": 0.0022807331755757333, "weighted_relation_loss": 0.0022807331755757333 }, { "action_query_batch_std": 0.353768527507782, "action_query_norm": 40.938972854614256, "action_relation_loss": 0.0022029954358004033, "auxiliary_loss_weight": 1.0, "epoch": 21.131898971000936, "flow_matching_loss": 0.01989644467830658, "grad_norm": 0.10191550105810165, "h_stock_valid_norm": 98.3064178466797, "invalid_tail_samples": 25.0, "learning_rate": 1.5776662670249704e-05, "loss": 0.0221, "positive_teacher_pairs": 26575.8, "query_h_norm_ratio": 0.41644780039787294, "relation_loss": 0.0022029954358004033, "selected_pairs": 26575.8, "step": 22590, "student_distance_mean": 23.336264610290527, "teacher_distance_mean": 0.862355375289917, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.0022029954358004033, "weighted_relation_loss": 0.0022029954358004033 }, { "action_query_batch_std": 0.35786037147045135, "action_query_norm": 40.97918434143067, "action_relation_loss": 0.002175613527651876, "auxiliary_loss_weight": 1.0, "epoch": 21.141253507951358, "flow_matching_loss": 0.019294323958456518, "grad_norm": 0.12248951941728592, "h_stock_valid_norm": 98.28541107177735, "invalid_tail_samples": 24.3, "learning_rate": 1.573650172452615e-05, "loss": 0.0215, "positive_teacher_pairs": 26731.9, "query_h_norm_ratio": 0.4169442743062973, "relation_loss": 0.002175613527651876, "selected_pairs": 26731.9, "step": 22600, "student_distance_mean": 23.476053619384764, "teacher_distance_mean": 0.8660019338130951, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.002175613527651876, "weighted_relation_loss": 0.002175613527651876 }, { "action_query_batch_std": 0.35107546448707583, "action_query_norm": 40.92860336303711, "action_relation_loss": 0.002245326666161418, "auxiliary_loss_weight": 1.0, "epoch": 21.150608044901777, "flow_matching_loss": 0.01735308105126023, "grad_norm": 0.11721895635128021, "h_stock_valid_norm": 98.05516891479492, "invalid_tail_samples": 22.6, "learning_rate": 1.5696382412183852e-05, "loss": 0.0196, "positive_teacher_pairs": 27125.9, "query_h_norm_ratio": 0.4174077302217484, "relation_loss": 0.002245326666161418, "selected_pairs": 27125.9, "step": 22610, "student_distance_mean": 23.164657402038575, "teacher_distance_mean": 0.8560261487960815, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.002245326666161418, "weighted_relation_loss": 0.002245326666161418 }, { "action_query_batch_std": 0.3482648730278015, "action_query_norm": 40.9119514465332, "action_relation_loss": 0.0021692376816645265, "auxiliary_loss_weight": 1.0, "epoch": 21.1599625818522, "flow_matching_loss": 0.019656293746083974, "grad_norm": 0.10905440896749496, "h_stock_valid_norm": 97.92607192993164, "invalid_tail_samples": 23.3, "learning_rate": 1.565630478197155e-05, "loss": 0.0218, "positive_teacher_pairs": 26965.0, "query_h_norm_ratio": 0.41778606474399566, "relation_loss": 0.0021692376816645265, "selected_pairs": 26965.0, "step": 22620, "student_distance_mean": 22.93798999786377, "teacher_distance_mean": 0.8477884113788605, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0021692376816645265, "weighted_relation_loss": 0.0021692376816645265 }, { "action_query_batch_std": 0.34926846623420715, "action_query_norm": 40.92271461486816, "action_relation_loss": 0.0022364453179761767, "auxiliary_loss_weight": 1.0, "epoch": 21.16931711880262, "flow_matching_loss": 0.019594068825244903, "grad_norm": 0.12013394385576248, "h_stock_valid_norm": 97.7669288635254, "invalid_tail_samples": 20.2, "learning_rate": 1.5616268882587332e-05, "loss": 0.0218, "positive_teacher_pairs": 27688.0, "query_h_norm_ratio": 0.4185789316892624, "relation_loss": 0.0022364453179761767, "selected_pairs": 27688.0, "step": 22630, "student_distance_mean": 22.997855567932127, "teacher_distance_mean": 0.8505739867687225, "valid_action_samples": 235.8, "weighted_auxiliary_loss": 0.0022364453179761767, "weighted_relation_loss": 0.0022364453179761767 }, { "action_query_batch_std": 0.3494103759527206, "action_query_norm": 40.90648422241211, "action_relation_loss": 0.0021635858807712792, "auxiliary_loss_weight": 1.0, "epoch": 21.17867165575304, "flow_matching_loss": 0.019025259464979172, "grad_norm": 0.10209611058235168, "h_stock_valid_norm": 97.76040573120117, "invalid_tail_samples": 23.7, "learning_rate": 1.5576274762678594e-05, "loss": 0.0212, "positive_teacher_pairs": 26874.7, "query_h_norm_ratio": 0.4184385806322098, "relation_loss": 0.0021635858807712792, "selected_pairs": 26874.7, "step": 22640, "student_distance_mean": 23.012207984924316, "teacher_distance_mean": 0.8487162470817566, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0021635858807712792, "weighted_relation_loss": 0.0021635858807712792 }, { "action_query_batch_std": 0.34952176809310914, "action_query_norm": 40.90249443054199, "action_relation_loss": 0.0022221044171601536, "auxiliary_loss_weight": 1.0, "epoch": 21.18802619270346, "flow_matching_loss": 0.01823324868455529, "grad_norm": 0.08942200243473053, "h_stock_valid_norm": 97.71342010498047, "invalid_tail_samples": 25.0, "learning_rate": 1.5536322470841952e-05, "loss": 0.0205, "positive_teacher_pairs": 26579.3, "query_h_norm_ratio": 0.4185983031988144, "relation_loss": 0.0022221044171601536, "selected_pairs": 26579.3, "step": 22650, "student_distance_mean": 23.003540802001954, "teacher_distance_mean": 0.850579684972763, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.0022221044171601536, "weighted_relation_loss": 0.0022221044171601536 }, { "action_query_batch_std": 0.3490843653678894, "action_query_norm": 40.906215286254884, "action_relation_loss": 0.0022405080730095507, "auxiliary_loss_weight": 1.0, "epoch": 21.197380729653883, "flow_matching_loss": 0.019975644443184136, "grad_norm": 0.10367430001497269, "h_stock_valid_norm": 97.97197570800782, "invalid_tail_samples": 24.6, "learning_rate": 1.549641205562324e-05, "loss": 0.0222, "positive_teacher_pairs": 26673.1, "query_h_norm_ratio": 0.41753241419792175, "relation_loss": 0.0022405080730095507, "selected_pairs": 26673.1, "step": 22660, "student_distance_mean": 23.082332801818847, "teacher_distance_mean": 0.8532684981822968, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0022405080730095507, "weighted_relation_loss": 0.0022405080730095507 }, { "action_query_batch_std": 0.35119680166244505, "action_query_norm": 40.9122615814209, "action_relation_loss": 0.002161772735416889, "auxiliary_loss_weight": 1.0, "epoch": 21.2067352666043, "flow_matching_loss": 0.019552530907094478, "grad_norm": 0.09070755541324615, "h_stock_valid_norm": 97.92974472045898, "invalid_tail_samples": 23.7, "learning_rate": 1.5456543565517334e-05, "loss": 0.0217, "positive_teacher_pairs": 26879.4, "query_h_norm_ratio": 0.4177752614021301, "relation_loss": 0.002161772735416889, "selected_pairs": 26879.4, "step": 22670, "student_distance_mean": 23.114950752258302, "teacher_distance_mean": 0.8536933779716491, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.002161772735416889, "weighted_relation_loss": 0.002161772735416889 }, { "action_query_batch_std": 0.35223848223686216, "action_query_norm": 40.92066612243652, "action_relation_loss": 0.0022837764117866755, "auxiliary_loss_weight": 1.0, "epoch": 21.216089803554723, "flow_matching_loss": 0.018382636923342945, "grad_norm": 0.09176210314035416, "h_stock_valid_norm": 97.86638488769532, "invalid_tail_samples": 26.8, "learning_rate": 1.541671704896825e-05, "loss": 0.0207, "positive_teacher_pairs": 26164.2, "query_h_norm_ratio": 0.4181288093328476, "relation_loss": 0.0022837764117866755, "selected_pairs": 26164.2, "step": 22680, "student_distance_mean": 23.1839168548584, "teacher_distance_mean": 0.8543808698654175, "valid_action_samples": 229.2, "weighted_auxiliary_loss": 0.0022837764117866755, "weighted_relation_loss": 0.0022837764117866755 }, { "action_query_batch_std": 0.35078323185443877, "action_query_norm": 40.92591018676758, "action_relation_loss": 0.0022802296094596385, "auxiliary_loss_weight": 1.0, "epoch": 21.225444340505145, "flow_matching_loss": 0.020386040583252905, "grad_norm": 0.19413813948631287, "h_stock_valid_norm": 97.74632110595704, "invalid_tail_samples": 23.1, "learning_rate": 1.5376932554368938e-05, "loss": 0.0227, "positive_teacher_pairs": 27015.0, "query_h_norm_ratio": 0.4186978995800018, "relation_loss": 0.0022802296094596385, "selected_pairs": 27015.0, "step": 22690, "student_distance_mean": 23.048692893981933, "teacher_distance_mean": 0.8490243494510651, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0022802296094596385, "weighted_relation_loss": 0.0022802296094596385 }, { "action_query_batch_std": 0.3488989472389221, "action_query_norm": 40.91690673828125, "action_relation_loss": 0.002259928616695106, "auxiliary_loss_weight": 1.0, "epoch": 21.234798877455567, "flow_matching_loss": 0.018743183091282846, "grad_norm": 0.27576932311058044, "h_stock_valid_norm": 98.06450958251953, "invalid_tail_samples": 21.4, "learning_rate": 1.5337190130061318e-05, "loss": 0.021, "positive_teacher_pairs": 27407.3, "query_h_norm_ratio": 0.41724573373794555, "relation_loss": 0.002259928616695106, "selected_pairs": 27407.3, "step": 22700, "student_distance_mean": 22.917891693115234, "teacher_distance_mean": 0.8454705774784088, "valid_action_samples": 234.6, "weighted_auxiliary_loss": 0.002259928616695106, "weighted_relation_loss": 0.002259928616695106 }, { "action_query_batch_std": 0.35486293137073516, "action_query_norm": 40.950544357299805, "action_relation_loss": 0.0022241999628022312, "auxiliary_loss_weight": 1.0, "epoch": 21.244153414405986, "flow_matching_loss": 0.01810530060902238, "grad_norm": 0.10478392243385315, "h_stock_valid_norm": 98.30147171020508, "invalid_tail_samples": 25.3, "learning_rate": 1.5297489824336165e-05, "loss": 0.0203, "positive_teacher_pairs": 26504.0, "query_h_norm_ratio": 0.4165847599506378, "relation_loss": 0.0022241999628022312, "selected_pairs": 26504.0, "step": 22710, "student_distance_mean": 23.25147819519043, "teacher_distance_mean": 0.8603722155094147, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.0022241999628022312, "weighted_relation_loss": 0.0022241999628022312 }, { "action_query_batch_std": 0.34935817718505857, "action_query_norm": 40.920935440063474, "action_relation_loss": 0.002159284777007997, "auxiliary_loss_weight": 1.0, "epoch": 21.253507951356408, "flow_matching_loss": 0.017448091972619297, "grad_norm": 0.10147882997989655, "h_stock_valid_norm": 98.0514747619629, "invalid_tail_samples": 23.1, "learning_rate": 1.5257831685433121e-05, "loss": 0.0196, "positive_teacher_pairs": 27012.1, "query_h_norm_ratio": 0.41734306514263153, "relation_loss": 0.002159284777007997, "selected_pairs": 27012.1, "step": 22720, "student_distance_mean": 23.037029647827147, "teacher_distance_mean": 0.8520468533039093, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.002159284777007997, "weighted_relation_loss": 0.002159284777007997 }, { "action_query_batch_std": 0.34670062363147736, "action_query_norm": 40.894738006591794, "action_relation_loss": 0.0022326358128339054, "auxiliary_loss_weight": 1.0, "epoch": 21.26286248830683, "flow_matching_loss": 0.018794896174222232, "grad_norm": 0.11605657637119293, "h_stock_valid_norm": 98.49314956665039, "invalid_tail_samples": 25.0, "learning_rate": 1.521821576154055e-05, "loss": 0.021, "positive_teacher_pairs": 26580.1, "query_h_norm_ratio": 0.415206116437912, "relation_loss": 0.0022326358128339054, "selected_pairs": 26580.1, "step": 22730, "student_distance_mean": 22.83160572052002, "teacher_distance_mean": 0.8469596922397613, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.0022326358128339054, "weighted_relation_loss": 0.0022326358128339054 }, { "action_query_batch_std": 0.35368116199970245, "action_query_norm": 40.91840934753418, "action_relation_loss": 0.0022519099758937953, "auxiliary_loss_weight": 1.0, "epoch": 21.27221702525725, "flow_matching_loss": 0.01762992814183235, "grad_norm": 0.10241924971342087, "h_stock_valid_norm": 98.4147560119629, "invalid_tail_samples": 24.0, "learning_rate": 1.5178642100795542e-05, "loss": 0.0199, "positive_teacher_pairs": 26806.9, "query_h_norm_ratio": 0.41577699184417727, "relation_loss": 0.0022519099758937953, "selected_pairs": 26806.9, "step": 22740, "student_distance_mean": 23.16023998260498, "teacher_distance_mean": 0.8576762735843658, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0022519099758937953, "weighted_relation_loss": 0.0022519099758937953 }, { "action_query_batch_std": 0.35059289932250975, "action_query_norm": 40.89923782348633, "action_relation_loss": 0.002193937113042921, "auxiliary_loss_weight": 1.0, "epoch": 21.28157156220767, "flow_matching_loss": 0.018616346083581446, "grad_norm": 0.09690862894058228, "h_stock_valid_norm": 98.52701416015626, "invalid_tail_samples": 23.8, "learning_rate": 1.5139110751283819e-05, "loss": 0.0208, "positive_teacher_pairs": 26852.8, "query_h_norm_ratio": 0.415110844373703, "relation_loss": 0.002193937113042921, "selected_pairs": 26852.8, "step": 22750, "student_distance_mean": 23.050198554992676, "teacher_distance_mean": 0.8533592879772186, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.002193937113042921, "weighted_relation_loss": 0.002193937113042921 }, { "action_query_batch_std": 0.34779036343097686, "action_query_norm": 40.894575119018555, "action_relation_loss": 0.002226987574249506, "auxiliary_loss_weight": 1.0, "epoch": 21.290926099158092, "flow_matching_loss": 0.02093381164595485, "grad_norm": 0.0948602706193924, "h_stock_valid_norm": 98.47644805908203, "invalid_tail_samples": 22.7, "learning_rate": 1.5099621761039683e-05, "loss": 0.0232, "positive_teacher_pairs": 27105.1, "query_h_norm_ratio": 0.415274515748024, "relation_loss": 0.002226987574249506, "selected_pairs": 27105.1, "step": 22760, "student_distance_mean": 22.849188995361327, "teacher_distance_mean": 0.8437100291252136, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.002226987574249506, "weighted_relation_loss": 0.002226987574249506 }, { "action_query_batch_std": 0.3510949581861496, "action_query_norm": 40.929095077514646, "action_relation_loss": 0.002206914231646806, "auxiliary_loss_weight": 1.0, "epoch": 21.300280636108514, "flow_matching_loss": 0.019292285945266486, "grad_norm": 0.10223927348852158, "h_stock_valid_norm": 98.04336166381836, "invalid_tail_samples": 21.2, "learning_rate": 1.5060175178046016e-05, "loss": 0.0215, "positive_teacher_pairs": 27452.8, "query_h_norm_ratio": 0.4174619674682617, "relation_loss": 0.002206914231646806, "selected_pairs": 27452.8, "step": 22770, "student_distance_mean": 23.08407516479492, "teacher_distance_mean": 0.8515381217002869, "valid_action_samples": 234.8, "weighted_auxiliary_loss": 0.002206914231646806, "weighted_relation_loss": 0.002206914231646806 }, { "action_query_batch_std": 0.35583006143569945, "action_query_norm": 40.95743827819824, "action_relation_loss": 0.0020904222852550446, "auxiliary_loss_weight": 1.0, "epoch": 21.309635173058933, "flow_matching_loss": 0.0201387002132833, "grad_norm": 0.1167697086930275, "h_stock_valid_norm": 97.86989212036133, "invalid_tail_samples": 23.6, "learning_rate": 1.5020771050234117e-05, "loss": 0.0222, "positive_teacher_pairs": 26911.3, "query_h_norm_ratio": 0.4184907883405685, "relation_loss": 0.0020904222852550446, "selected_pairs": 26911.3, "step": 22780, "student_distance_mean": 23.371187019348145, "teacher_distance_mean": 0.863712626695633, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0020904222852550446, "weighted_relation_loss": 0.0020904222852550446 }, { "action_query_batch_std": 0.3507529318332672, "action_query_norm": 40.90351867675781, "action_relation_loss": 0.002163197030313313, "auxiliary_loss_weight": 1.0, "epoch": 21.318989710009355, "flow_matching_loss": 0.018885099422186614, "grad_norm": 0.147997185587883, "h_stock_valid_norm": 97.7584846496582, "invalid_tail_samples": 26.9, "learning_rate": 1.4981409425483716e-05, "loss": 0.021, "positive_teacher_pairs": 26138.1, "query_h_norm_ratio": 0.4184186518192291, "relation_loss": 0.002163197030313313, "selected_pairs": 26138.1, "step": 22790, "student_distance_mean": 23.09907474517822, "teacher_distance_mean": 0.8521228432655334, "valid_action_samples": 229.1, "weighted_auxiliary_loss": 0.002163197030313313, "weighted_relation_loss": 0.002163197030313313 }, { "action_query_batch_std": 0.3497656971216202, "action_query_norm": 40.90317840576172, "action_relation_loss": 0.002169678499922156, "auxiliary_loss_weight": 1.0, "epoch": 21.328344246959777, "flow_matching_loss": 0.017253033723682164, "grad_norm": 0.08664190024137497, "h_stock_valid_norm": 97.99648742675781, "invalid_tail_samples": 24.6, "learning_rate": 1.4942090351622883e-05, "loss": 0.0194, "positive_teacher_pairs": 26670.9, "query_h_norm_ratio": 0.4173961341381073, "relation_loss": 0.002169678499922156, "selected_pairs": 26670.9, "step": 22800, "student_distance_mean": 23.141951179504396, "teacher_distance_mean": 0.8547110676765441, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.002169678499922156, "weighted_relation_loss": 0.002169678499922156 }, { "action_query_batch_std": 0.3491384118795395, "action_query_norm": 40.88763694763183, "action_relation_loss": 0.00226747109554708, "auxiliary_loss_weight": 1.0, "epoch": 21.337698783910195, "flow_matching_loss": 0.017619803827255965, "grad_norm": 0.10323385894298553, "h_stock_valid_norm": 98.16284942626953, "invalid_tail_samples": 25.5, "learning_rate": 1.490281387642804e-05, "loss": 0.0199, "positive_teacher_pairs": 26455.4, "query_h_norm_ratio": 0.41653220653533934, "relation_loss": 0.00226747109554708, "selected_pairs": 26455.4, "step": 22810, "student_distance_mean": 22.91903190612793, "teacher_distance_mean": 0.849175900220871, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.00226747109554708, "weighted_relation_loss": 0.00226747109554708 }, { "action_query_batch_std": 0.3479614436626434, "action_query_norm": 40.899970626831056, "action_relation_loss": 0.0022447420051321387, "auxiliary_loss_weight": 1.0, "epoch": 21.347053320860617, "flow_matching_loss": 0.0175293886102736, "grad_norm": 0.10585862398147583, "h_stock_valid_norm": 98.0390853881836, "invalid_tail_samples": 23.7, "learning_rate": 1.4863580047623765e-05, "loss": 0.0198, "positive_teacher_pairs": 26869.5, "query_h_norm_ratio": 0.41718530654907227, "relation_loss": 0.0022447420051321387, "selected_pairs": 26869.5, "step": 22820, "student_distance_mean": 22.914368057250975, "teacher_distance_mean": 0.8484698235988617, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0022447420051321387, "weighted_relation_loss": 0.0022447420051321387 }, { "action_query_batch_std": 0.35122097134590147, "action_query_norm": 40.904660034179685, "action_relation_loss": 0.0021403686492703854, "auxiliary_loss_weight": 1.0, "epoch": 21.35640785781104, "flow_matching_loss": 0.01686710650101304, "grad_norm": 0.0960199385881424, "h_stock_valid_norm": 98.38430862426758, "invalid_tail_samples": 24.9, "learning_rate": 1.4824388912882897e-05, "loss": 0.019, "positive_teacher_pairs": 26595.4, "query_h_norm_ratio": 0.41576640009880067, "relation_loss": 0.0021403686492703854, "selected_pairs": 26595.4, "step": 22830, "student_distance_mean": 23.082257652282713, "teacher_distance_mean": 0.854604172706604, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.0021403686492703854, "weighted_relation_loss": 0.0021403686492703854 }, { "action_query_batch_std": 0.34973866641521456, "action_query_norm": 40.90168380737305, "action_relation_loss": 0.0021970242960378528, "auxiliary_loss_weight": 1.0, "epoch": 21.36576239476146, "flow_matching_loss": 0.018333970755338668, "grad_norm": 0.10541188716888428, "h_stock_valid_norm": 98.16550216674804, "invalid_tail_samples": 22.1, "learning_rate": 1.4785240519826344e-05, "loss": 0.0205, "positive_teacher_pairs": 27242.7, "query_h_norm_ratio": 0.4166644632816315, "relation_loss": 0.0021970242960378528, "selected_pairs": 27242.7, "step": 22840, "student_distance_mean": 22.902908897399904, "teacher_distance_mean": 0.8468108654022217, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.0021970242960378528, "weighted_relation_loss": 0.0021970242960378528 }, { "action_query_batch_std": 0.3520269632339478, "action_query_norm": 40.91297378540039, "action_relation_loss": 0.0022273391019552945, "auxiliary_loss_weight": 1.0, "epoch": 21.37511693171188, "flow_matching_loss": 0.01734156599268317, "grad_norm": 0.12159529328346252, "h_stock_valid_norm": 97.94789581298828, "invalid_tail_samples": 24.2, "learning_rate": 1.4746134916023097e-05, "loss": 0.0196, "positive_teacher_pairs": 26755.4, "query_h_norm_ratio": 0.41770492792129515, "relation_loss": 0.0022273391019552945, "selected_pairs": 26755.4, "step": 22850, "student_distance_mean": 23.08509178161621, "teacher_distance_mean": 0.8531951546669007, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0022273391019552945, "weighted_relation_loss": 0.0022273391019552945 }, { "action_query_batch_std": 0.34726912081241607, "action_query_norm": 40.86095924377442, "action_relation_loss": 0.0022204141831025483, "auxiliary_loss_weight": 1.0, "epoch": 21.3844714686623, "flow_matching_loss": 0.01835748106241226, "grad_norm": 0.09926709532737732, "h_stock_valid_norm": 98.1355224609375, "invalid_tail_samples": 25.6, "learning_rate": 1.4707072148990141e-05, "loss": 0.0206, "positive_teacher_pairs": 26438.2, "query_h_norm_ratio": 0.4163740485906601, "relation_loss": 0.0022204141831025483, "selected_pairs": 26438.2, "step": 22860, "student_distance_mean": 22.867959594726564, "teacher_distance_mean": 0.8463808774948121, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.0022204141831025483, "weighted_relation_loss": 0.0022204141831025483 }, { "action_query_batch_std": 0.35062127709388735, "action_query_norm": 40.89724845886231, "action_relation_loss": 0.002243541181087494, "auxiliary_loss_weight": 1.0, "epoch": 21.393826005612723, "flow_matching_loss": 0.019162527844309808, "grad_norm": 0.10249580442905426, "h_stock_valid_norm": 97.99340896606445, "invalid_tail_samples": 24.8, "learning_rate": 1.4668052266192423e-05, "loss": 0.0214, "positive_teacher_pairs": 26616.0, "query_h_norm_ratio": 0.41734840273857116, "relation_loss": 0.002243541181087494, "selected_pairs": 26616.0, "step": 22870, "student_distance_mean": 23.04878749847412, "teacher_distance_mean": 0.8514677226543427, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.002243541181087494, "weighted_relation_loss": 0.002243541181087494 }, { "action_query_batch_std": 0.3518178880214691, "action_query_norm": 40.89996070861817, "action_relation_loss": 0.002161222184076905, "auxiliary_loss_weight": 1.0, "epoch": 21.403180542563142, "flow_matching_loss": 0.01957376580685377, "grad_norm": 0.10232657194137573, "h_stock_valid_norm": 98.01754684448242, "invalid_tail_samples": 21.1, "learning_rate": 1.4629075315042795e-05, "loss": 0.0217, "positive_teacher_pairs": 27481.5, "query_h_norm_ratio": 0.4172767102718353, "relation_loss": 0.002161222184076905, "selected_pairs": 27481.5, "step": 22880, "student_distance_mean": 23.224177360534668, "teacher_distance_mean": 0.8572475194931031, "valid_action_samples": 234.9, "weighted_auxiliary_loss": 0.002161222184076905, "weighted_relation_loss": 0.002161222184076905 }, { "action_query_batch_std": 0.3504867136478424, "action_query_norm": 40.89320106506348, "action_relation_loss": 0.002164178225211799, "auxiliary_loss_weight": 1.0, "epoch": 21.412535079513564, "flow_matching_loss": 0.01927729919552803, "grad_norm": 0.10128524154424667, "h_stock_valid_norm": 97.71122817993164, "invalid_tail_samples": 23.0, "learning_rate": 1.4590141342901925e-05, "loss": 0.0214, "positive_teacher_pairs": 27038.0, "query_h_norm_ratio": 0.4185125470161438, "relation_loss": 0.002164178225211799, "selected_pairs": 27038.0, "step": 22890, "student_distance_mean": 23.07155246734619, "teacher_distance_mean": 0.8523436665534974, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.002164178225211799, "weighted_relation_loss": 0.002164178225211799 }, { "action_query_batch_std": 0.3565142720937729, "action_query_norm": 40.9425350189209, "action_relation_loss": 0.002054353873245418, "auxiliary_loss_weight": 1.0, "epoch": 21.421889616463986, "flow_matching_loss": 0.019389237463474273, "grad_norm": 0.10256616026163101, "h_stock_valid_norm": 97.86513290405273, "invalid_tail_samples": 23.4, "learning_rate": 1.4551250397078253e-05, "loss": 0.0214, "positive_teacher_pairs": 26945.3, "query_h_norm_ratio": 0.41836076974868774, "relation_loss": 0.002054353873245418, "selected_pairs": 26945.3, "step": 22900, "student_distance_mean": 23.495555305480956, "teacher_distance_mean": 0.8691042780876159, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.002054353873245418, "weighted_relation_loss": 0.002054353873245418 }, { "action_query_batch_std": 0.3553712725639343, "action_query_norm": 40.949758529663086, "action_relation_loss": 0.0022733663441613316, "auxiliary_loss_weight": 1.0, "epoch": 21.431244153414404, "flow_matching_loss": 0.01781175211071968, "grad_norm": 0.14570240676403046, "h_stock_valid_norm": 98.08903427124024, "invalid_tail_samples": 23.6, "learning_rate": 1.4512402524827945e-05, "loss": 0.0201, "positive_teacher_pairs": 26899.5, "query_h_norm_ratio": 0.4174776881933212, "relation_loss": 0.0022733663441613316, "selected_pairs": 26899.5, "step": 22910, "student_distance_mean": 23.387875747680663, "teacher_distance_mean": 0.8660071969032288, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0022733663441613316, "weighted_relation_loss": 0.0022733663441613316 }, { "action_query_batch_std": 0.35583025217056274, "action_query_norm": 40.9258472442627, "action_relation_loss": 0.0020992020959965884, "auxiliary_loss_weight": 1.0, "epoch": 21.440598690364826, "flow_matching_loss": 0.01825886024162173, "grad_norm": 0.13868993520736694, "h_stock_valid_norm": 98.00345077514649, "invalid_tail_samples": 23.0, "learning_rate": 1.447359777335482e-05, "loss": 0.0204, "positive_teacher_pairs": 27034.0, "query_h_norm_ratio": 0.4175970911979675, "relation_loss": 0.0020992020959965884, "selected_pairs": 27034.0, "step": 22920, "student_distance_mean": 23.31498622894287, "teacher_distance_mean": 0.8613941669464111, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.0020992020959965884, "weighted_relation_loss": 0.0020992020959965884 }, { "action_query_batch_std": 0.3539259731769562, "action_query_norm": 40.907819747924805, "action_relation_loss": 0.002168287057429552, "auxiliary_loss_weight": 1.0, "epoch": 21.44995322731525, "flow_matching_loss": 0.017918859701603652, "grad_norm": 0.12192896008491516, "h_stock_valid_norm": 98.11310195922852, "invalid_tail_samples": 24.3, "learning_rate": 1.4434836189810335e-05, "loss": 0.0201, "positive_teacher_pairs": 26735.0, "query_h_norm_ratio": 0.4169480711221695, "relation_loss": 0.002168287057429552, "selected_pairs": 26735.0, "step": 22930, "student_distance_mean": 23.253621101379395, "teacher_distance_mean": 0.8580859303474426, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.002168287057429552, "weighted_relation_loss": 0.002168287057429552 }, { "action_query_batch_std": 0.35356192886829374, "action_query_norm": 40.902819061279295, "action_relation_loss": 0.002212131896521896, "auxiliary_loss_weight": 1.0, "epoch": 21.45930776426567, "flow_matching_loss": 0.0187641903758049, "grad_norm": 0.08194923400878906, "h_stock_valid_norm": 97.8932373046875, "invalid_tail_samples": 24.2, "learning_rate": 1.4396117821293453e-05, "loss": 0.021, "positive_teacher_pairs": 26759.8, "query_h_norm_ratio": 0.41783430576324465, "relation_loss": 0.002212131896521896, "selected_pairs": 26759.8, "step": 22940, "student_distance_mean": 23.229980659484863, "teacher_distance_mean": 0.8574157238006592, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.002212131896521896, "weighted_relation_loss": 0.002212131896521896 }, { "action_query_batch_std": 0.35089996457099915, "action_query_norm": 40.89215927124023, "action_relation_loss": 0.002120430988725275, "auxiliary_loss_weight": 1.0, "epoch": 21.46866230121609, "flow_matching_loss": 0.018794584833085538, "grad_norm": 0.10181162506341934, "h_stock_valid_norm": 97.90436782836915, "invalid_tail_samples": 25.8, "learning_rate": 1.4357442714850633e-05, "loss": 0.0209, "positive_teacher_pairs": 26393.2, "query_h_norm_ratio": 0.41767561435699463, "relation_loss": 0.002120430988725275, "selected_pairs": 26393.2, "step": 22950, "student_distance_mean": 23.04529857635498, "teacher_distance_mean": 0.8535067737102509, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.002120430988725275, "weighted_relation_loss": 0.002120430988725275 }, { "action_query_batch_std": 0.3507977396249771, "action_query_norm": 40.903128433227536, "action_relation_loss": 0.0021786822588182988, "auxiliary_loss_weight": 1.0, "epoch": 21.47801683816651, "flow_matching_loss": 0.018224022909998895, "grad_norm": 0.08724480867385864, "h_stock_valid_norm": 97.90445556640626, "invalid_tail_samples": 23.1, "learning_rate": 1.43188109174758e-05, "loss": 0.0204, "positive_teacher_pairs": 27010.7, "query_h_norm_ratio": 0.41778793931007385, "relation_loss": 0.0021786822588182988, "selected_pairs": 27010.7, "step": 22960, "student_distance_mean": 23.168931198120116, "teacher_distance_mean": 0.8578958332538604, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0021786822588182988, "weighted_relation_loss": 0.0021786822588182988 }, { "action_query_batch_std": 0.3523415446281433, "action_query_norm": 40.898827743530276, "action_relation_loss": 0.0022133432561531664, "auxiliary_loss_weight": 1.0, "epoch": 21.487371375116933, "flow_matching_loss": 0.02077936930581927, "grad_norm": 0.12260377407073975, "h_stock_valid_norm": 97.87756576538087, "invalid_tail_samples": 25.9, "learning_rate": 1.4280222476110206e-05, "loss": 0.023, "positive_teacher_pairs": 26364.4, "query_h_norm_ratio": 0.41785991191864014, "relation_loss": 0.0022133432561531664, "selected_pairs": 26364.4, "step": 22970, "student_distance_mean": 23.218113517761232, "teacher_distance_mean": 0.8575498819351196, "valid_action_samples": 230.1, "weighted_auxiliary_loss": 0.0022133432561531664, "weighted_relation_loss": 0.0022133432561531664 }, { "action_query_batch_std": 0.35104221999645235, "action_query_norm": 40.896803283691405, "action_relation_loss": 0.002148125623352826, "auxiliary_loss_weight": 1.0, "epoch": 21.49672591206735, "flow_matching_loss": 0.018021642789244653, "grad_norm": 0.09153969585895538, "h_stock_valid_norm": 98.09562606811524, "invalid_tail_samples": 24.3, "learning_rate": 1.4241677437642469e-05, "loss": 0.0202, "positive_teacher_pairs": 26737.7, "query_h_norm_ratio": 0.41691436171531676, "relation_loss": 0.002148125623352826, "selected_pairs": 26737.7, "step": 22980, "student_distance_mean": 23.139046096801756, "teacher_distance_mean": 0.8570938885211945, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.002148125623352826, "weighted_relation_loss": 0.002148125623352826 }, { "action_query_batch_std": 0.3501764565706253, "action_query_norm": 40.889212417602536, "action_relation_loss": 0.0022166750626638533, "auxiliary_loss_weight": 1.0, "epoch": 21.506080449017773, "flow_matching_loss": 0.01764487735927105, "grad_norm": 0.08970385044813156, "h_stock_valid_norm": 97.99965286254883, "invalid_tail_samples": 24.0, "learning_rate": 1.420317584890844e-05, "loss": 0.0199, "positive_teacher_pairs": 26805.0, "query_h_norm_ratio": 0.4172394037246704, "relation_loss": 0.0022166750626638533, "selected_pairs": 26805.0, "step": 22990, "student_distance_mean": 23.03099308013916, "teacher_distance_mean": 0.8536903560161591, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0022166750626638533, "weighted_relation_loss": 0.0022166750626638533 }, { "action_query_batch_std": 0.34744271636009216, "action_query_norm": 40.8553825378418, "action_relation_loss": 0.00217963510658592, "auxiliary_loss_weight": 1.0, "epoch": 21.515434985968195, "flow_matching_loss": 0.018177211098372937, "grad_norm": 0.10532987117767334, "h_stock_valid_norm": 97.8814826965332, "invalid_tail_samples": 22.8, "learning_rate": 1.4164717756691176e-05, "loss": 0.0204, "positive_teacher_pairs": 27086.5, "query_h_norm_ratio": 0.41739759743213656, "relation_loss": 0.00217963510658592, "selected_pairs": 27086.5, "step": 23000, "student_distance_mean": 22.8771764755249, "teacher_distance_mean": 0.847283661365509, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.00217963510658592, "weighted_relation_loss": 0.00217963510658592 }, { "action_query_batch_std": 0.35396081805229185, "action_query_norm": 40.91129112243652, "action_relation_loss": 0.0021050618845038114, "auxiliary_loss_weight": 1.0, "epoch": 21.524789522918617, "flow_matching_loss": 0.01988883838057518, "grad_norm": 0.09990138560533524, "h_stock_valid_norm": 97.98846054077148, "invalid_tail_samples": 22.8, "learning_rate": 1.4126303207720882e-05, "loss": 0.022, "positive_teacher_pairs": 27081.2, "query_h_norm_ratio": 0.4175130039453506, "relation_loss": 0.0021050618845038114, "selected_pairs": 27081.2, "step": 23010, "student_distance_mean": 23.26800193786621, "teacher_distance_mean": 0.8617390334606171, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0021050618845038114, "weighted_relation_loss": 0.0021050618845038114 }, { "action_query_batch_std": 0.35003008544445036, "action_query_norm": 40.885487747192386, "action_relation_loss": 0.002161786938086152, "auxiliary_loss_weight": 1.0, "epoch": 21.534144059869035, "flow_matching_loss": 0.01943021295592189, "grad_norm": 0.10527092218399048, "h_stock_valid_norm": 97.77840194702148, "invalid_tail_samples": 24.4, "learning_rate": 1.408793224867484e-05, "loss": 0.0216, "positive_teacher_pairs": 26716.1, "query_h_norm_ratio": 0.4181497871875763, "relation_loss": 0.002161786938086152, "selected_pairs": 26716.1, "step": 23020, "student_distance_mean": 23.034885978698732, "teacher_distance_mean": 0.8543200135231018, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.002161786938086152, "weighted_relation_loss": 0.002161786938086152 }, { "action_query_batch_std": 0.3506717950105667, "action_query_norm": 40.887638854980466, "action_relation_loss": 0.0021961990278214216, "auxiliary_loss_weight": 1.0, "epoch": 21.543498596819457, "flow_matching_loss": 0.019520097598433494, "grad_norm": 0.11279764026403427, "h_stock_valid_norm": 97.73698501586914, "invalid_tail_samples": 24.9, "learning_rate": 1.4049604926177423e-05, "loss": 0.0217, "positive_teacher_pairs": 26599.0, "query_h_norm_ratio": 0.4183459997177124, "relation_loss": 0.0021961990278214216, "selected_pairs": 26599.0, "step": 23030, "student_distance_mean": 23.037625885009767, "teacher_distance_mean": 0.8548133671283722, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.0021961990278214216, "weighted_relation_loss": 0.0021961990278214216 }, { "action_query_batch_std": 0.3495196431875229, "action_query_norm": 40.88341865539551, "action_relation_loss": 0.0022237901110202076, "auxiliary_loss_weight": 1.0, "epoch": 21.55285313376988, "flow_matching_loss": 0.01960750427097082, "grad_norm": 0.09889258444309235, "h_stock_valid_norm": 97.84570007324218, "invalid_tail_samples": 22.5, "learning_rate": 1.4011321286799916e-05, "loss": 0.0218, "positive_teacher_pairs": 27154.9, "query_h_norm_ratio": 0.41783835291862487, "relation_loss": 0.0022237901110202076, "selected_pairs": 27154.9, "step": 23040, "student_distance_mean": 22.925423049926756, "teacher_distance_mean": 0.8492319762706757, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.0022237901110202076, "weighted_relation_loss": 0.0022237901110202076 }, { "action_query_batch_std": 0.3494176954030991, "action_query_norm": 40.87905921936035, "action_relation_loss": 0.00220481741707772, "auxiliary_loss_weight": 1.0, "epoch": 21.562207670720298, "flow_matching_loss": 0.016897210106253623, "grad_norm": 0.10214468091726303, "h_stock_valid_norm": 98.12181549072265, "invalid_tail_samples": 26.0, "learning_rate": 1.3973081377060565e-05, "loss": 0.0191, "positive_teacher_pairs": 26348.0, "query_h_norm_ratio": 0.4166155606508255, "relation_loss": 0.00220481741707772, "selected_pairs": 26348.0, "step": 23050, "student_distance_mean": 23.051347923278808, "teacher_distance_mean": 0.8540005505084991, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.00220481741707772, "weighted_relation_loss": 0.00220481741707772 }, { "action_query_batch_std": 0.34955317080020903, "action_query_norm": 40.88945960998535, "action_relation_loss": 0.0021925556473433973, "auxiliary_loss_weight": 1.0, "epoch": 21.57156220767072, "flow_matching_loss": 0.020281597319990397, "grad_norm": 0.09566525369882584, "h_stock_valid_norm": 97.9874282836914, "invalid_tail_samples": 22.7, "learning_rate": 1.393488524342445e-05, "loss": 0.0225, "positive_teacher_pairs": 27112.2, "query_h_norm_ratio": 0.4172962874174118, "relation_loss": 0.0021925556473433973, "selected_pairs": 27112.2, "step": 23060, "student_distance_mean": 23.014820861816407, "teacher_distance_mean": 0.8522536396980286, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.0021925556473433973, "weighted_relation_loss": 0.0021925556473433973 }, { "action_query_batch_std": 0.349824795126915, "action_query_norm": 40.87125091552734, "action_relation_loss": 0.002104581333696842, "auxiliary_loss_weight": 1.0, "epoch": 21.580916744621142, "flow_matching_loss": 0.020589852519333363, "grad_norm": 0.14249886572360992, "h_stock_valid_norm": 98.04321060180663, "invalid_tail_samples": 26.5, "learning_rate": 1.3896732932303486e-05, "loss": 0.0227, "positive_teacher_pairs": 26231.7, "query_h_norm_ratio": 0.41687228679656985, "relation_loss": 0.002104581333696842, "selected_pairs": 26231.7, "step": 23070, "student_distance_mean": 23.154132652282716, "teacher_distance_mean": 0.8577911078929901, "valid_action_samples": 229.5, "weighted_auxiliary_loss": 0.002104581333696842, "weighted_relation_loss": 0.002104581333696842 }, { "action_query_batch_std": 0.3503269016742706, "action_query_norm": 40.86998405456543, "action_relation_loss": 0.0021774732624180613, "auxiliary_loss_weight": 1.0, "epoch": 21.590271281571564, "flow_matching_loss": 0.01872373130172491, "grad_norm": 0.09604749828577042, "h_stock_valid_norm": 97.94187545776367, "invalid_tail_samples": 22.9, "learning_rate": 1.3858624490056304e-05, "loss": 0.0209, "positive_teacher_pairs": 27064.2, "query_h_norm_ratio": 0.41728905141353606, "relation_loss": 0.0021774732624180613, "selected_pairs": 27064.2, "step": 23080, "student_distance_mean": 23.025790786743165, "teacher_distance_mean": 0.8555888950824737, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.0021774732624180613, "weighted_relation_loss": 0.0021774732624180613 }, { "action_query_batch_std": 0.3525254726409912, "action_query_norm": 40.88857727050781, "action_relation_loss": 0.002101389970630407, "auxiliary_loss_weight": 1.0, "epoch": 21.599625818521982, "flow_matching_loss": 0.01746738739311695, "grad_norm": 0.09945331513881683, "h_stock_valid_norm": 97.83227081298828, "invalid_tail_samples": 23.5, "learning_rate": 1.3820559962988299e-05, "loss": 0.0196, "positive_teacher_pairs": 26916.9, "query_h_norm_ratio": 0.41794741451740264, "relation_loss": 0.002101389970630407, "selected_pairs": 26916.9, "step": 23090, "student_distance_mean": 23.165944480895995, "teacher_distance_mean": 0.8593064248561859, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.002101389970630407, "weighted_relation_loss": 0.002101389970630407 }, { "action_query_batch_std": 0.3486390024423599, "action_query_norm": 40.84654350280762, "action_relation_loss": 0.002329082367941737, "auxiliary_loss_weight": 1.0, "epoch": 21.608980355472404, "flow_matching_loss": 0.018892497196793555, "grad_norm": 0.1337936520576477, "h_stock_valid_norm": 97.94718704223632, "invalid_tail_samples": 24.8, "learning_rate": 1.3782539397351418e-05, "loss": 0.0212, "positive_teacher_pairs": 26618.8, "query_h_norm_ratio": 0.4170305341482162, "relation_loss": 0.002329082367941737, "selected_pairs": 26618.8, "step": 23100, "student_distance_mean": 22.963363456726075, "teacher_distance_mean": 0.8528796970844269, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.002329082367941737, "weighted_relation_loss": 0.002329082367941737 }, { "action_query_batch_std": 0.3509960174560547, "action_query_norm": 40.883404922485354, "action_relation_loss": 0.002136921836063266, "auxiliary_loss_weight": 1.0, "epoch": 21.618334892422826, "flow_matching_loss": 0.019923126325011253, "grad_norm": 0.0940355584025383, "h_stock_valid_norm": 97.7161018371582, "invalid_tail_samples": 21.8, "learning_rate": 1.3744562839344266e-05, "loss": 0.0221, "positive_teacher_pairs": 27317.3, "query_h_norm_ratio": 0.41839563846588135, "relation_loss": 0.002136921836063266, "selected_pairs": 27317.3, "step": 23110, "student_distance_mean": 23.081598854064943, "teacher_distance_mean": 0.8571161389350891, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.002136921836063266, "weighted_relation_loss": 0.002136921836063266 }, { "action_query_batch_std": 0.34915315806865693, "action_query_norm": 40.8625789642334, "action_relation_loss": 0.0022382883937098084, "auxiliary_loss_weight": 1.0, "epoch": 21.627689429373245, "flow_matching_loss": 0.018692814279347658, "grad_norm": 0.17483709752559662, "h_stock_valid_norm": 97.87484664916992, "invalid_tail_samples": 23.7, "learning_rate": 1.370663033511193e-05, "loss": 0.0209, "positive_teacher_pairs": 26872.3, "query_h_norm_ratio": 0.4175028294324875, "relation_loss": 0.0022382883937098084, "selected_pairs": 26872.3, "step": 23120, "student_distance_mean": 22.936262130737305, "teacher_distance_mean": 0.8523586332798004, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0022382883937098084, "weighted_relation_loss": 0.0022382883937098084 }, { "action_query_batch_std": 0.3512852698564529, "action_query_norm": 40.85760765075683, "action_relation_loss": 0.0021481756353750824, "auxiliary_loss_weight": 1.0, "epoch": 21.637043966323667, "flow_matching_loss": 0.018985367752611636, "grad_norm": 0.12445438653230667, "h_stock_valid_norm": 97.84795684814453, "invalid_tail_samples": 23.2, "learning_rate": 1.3668741930745964e-05, "loss": 0.0211, "positive_teacher_pairs": 26998.6, "query_h_norm_ratio": 0.41756452322006227, "relation_loss": 0.0021481756353750824, "selected_pairs": 26998.6, "step": 23130, "student_distance_mean": 23.073838233947754, "teacher_distance_mean": 0.8554975330829621, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0021481756353750824, "weighted_relation_loss": 0.0021481756353750824 }, { "action_query_batch_std": 0.3504486113786697, "action_query_norm": 40.87649307250977, "action_relation_loss": 0.002149263839237392, "auxiliary_loss_weight": 1.0, "epoch": 21.64639850327409, "flow_matching_loss": 0.01755537400022149, "grad_norm": 0.09201261401176453, "h_stock_valid_norm": 97.64300918579102, "invalid_tail_samples": 23.5, "learning_rate": 1.3630897672284382e-05, "loss": 0.0197, "positive_teacher_pairs": 26917.9, "query_h_norm_ratio": 0.4186328053474426, "relation_loss": 0.002149263839237392, "selected_pairs": 26917.9, "step": 23140, "student_distance_mean": 23.03529644012451, "teacher_distance_mean": 0.8544784009456634, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.002149263839237392, "weighted_relation_loss": 0.002149263839237392 }, { "action_query_batch_std": 0.34834648966789244, "action_query_norm": 40.848776245117186, "action_relation_loss": 0.0021635104902088644, "auxiliary_loss_weight": 1.0, "epoch": 21.65575304022451, "flow_matching_loss": 0.018220537807792425, "grad_norm": 0.08738987147808075, "h_stock_valid_norm": 97.66350173950195, "invalid_tail_samples": 26.9, "learning_rate": 1.3593097605711508e-05, "loss": 0.0204, "positive_teacher_pairs": 26144.3, "query_h_norm_ratio": 0.41826215386390686, "relation_loss": 0.0021635104902088644, "selected_pairs": 26144.3, "step": 23150, "student_distance_mean": 22.956068229675292, "teacher_distance_mean": 0.8533890604972839, "valid_action_samples": 229.1, "weighted_auxiliary_loss": 0.0021635104902088644, "weighted_relation_loss": 0.0021635104902088644 }, { "action_query_batch_std": 0.3480793833732605, "action_query_norm": 40.85136947631836, "action_relation_loss": 0.002361361775547266, "auxiliary_loss_weight": 1.0, "epoch": 21.66510757717493, "flow_matching_loss": 0.020768039487302305, "grad_norm": 0.11209594458341599, "h_stock_valid_norm": 97.72668838500977, "invalid_tail_samples": 23.3, "learning_rate": 1.3555341776957992e-05, "loss": 0.0231, "positive_teacher_pairs": 26964.3, "query_h_norm_ratio": 0.4180198162794113, "relation_loss": 0.002361361775547266, "selected_pairs": 26964.3, "step": 23160, "student_distance_mean": 22.851109313964844, "teacher_distance_mean": 0.8463043570518494, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.002361361775547266, "weighted_relation_loss": 0.002361361775547266 }, { "action_query_batch_std": 0.351250496506691, "action_query_norm": 40.867314147949216, "action_relation_loss": 0.002198648639023304, "auxiliary_loss_weight": 1.0, "epoch": 21.67446211412535, "flow_matching_loss": 0.01781523898243904, "grad_norm": 0.08798828721046448, "h_stock_valid_norm": 97.73321685791015, "invalid_tail_samples": 24.2, "learning_rate": 1.3517630231900724e-05, "loss": 0.02, "positive_teacher_pairs": 26755.4, "query_h_norm_ratio": 0.41815229058265685, "relation_loss": 0.002198648639023304, "selected_pairs": 26755.4, "step": 23170, "student_distance_mean": 23.100949096679688, "teacher_distance_mean": 0.8562601506710052, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.002198648639023304, "weighted_relation_loss": 0.002198648639023304 }, { "action_query_batch_std": 0.3538341671228409, "action_query_norm": 40.89773674011231, "action_relation_loss": 0.00210999611299485, "auxiliary_loss_weight": 1.0, "epoch": 21.683816651075773, "flow_matching_loss": 0.017706008162349463, "grad_norm": 0.09504697471857071, "h_stock_valid_norm": 97.96786270141601, "invalid_tail_samples": 24.0, "learning_rate": 1.3479963016362767e-05, "loss": 0.0198, "positive_teacher_pairs": 26801.5, "query_h_norm_ratio": 0.41746210753917695, "relation_loss": 0.00210999611299485, "selected_pairs": 26801.5, "step": 23180, "student_distance_mean": 23.270135116577148, "teacher_distance_mean": 0.8620006740093231, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.00210999611299485, "weighted_relation_loss": 0.00210999611299485 }, { "action_query_batch_std": 0.35049317479133607, "action_query_norm": 40.86059036254883, "action_relation_loss": 0.002316607069224119, "auxiliary_loss_weight": 1.0, "epoch": 21.69317118802619, "flow_matching_loss": 0.019070213567465542, "grad_norm": 0.0920209214091301, "h_stock_valid_norm": 97.6926513671875, "invalid_tail_samples": 22.6, "learning_rate": 1.3442340176113377e-05, "loss": 0.0214, "positive_teacher_pairs": 27126.0, "query_h_norm_ratio": 0.41825818419456484, "relation_loss": 0.002316607069224119, "selected_pairs": 27126.0, "step": 23190, "student_distance_mean": 23.049904441833498, "teacher_distance_mean": 0.8556494593620301, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.002316607069224119, "weighted_relation_loss": 0.002316607069224119 }, { "action_query_batch_std": 0.3476662069559097, "action_query_norm": 40.84772720336914, "action_relation_loss": 0.0022534484043717383, "auxiliary_loss_weight": 1.0, "epoch": 21.702525724976613, "flow_matching_loss": 0.01970300544053316, "grad_norm": 0.08945652842521667, "h_stock_valid_norm": 97.58172073364258, "invalid_tail_samples": 23.1, "learning_rate": 1.340476175686784e-05, "loss": 0.022, "positive_teacher_pairs": 27014.2, "query_h_norm_ratio": 0.418604364991188, "relation_loss": 0.0022534484043717383, "selected_pairs": 27014.2, "step": 23200, "student_distance_mean": 22.84386920928955, "teacher_distance_mean": 0.8509067952632904, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0022534484043717383, "weighted_relation_loss": 0.0022534484043717383 }, { "action_query_batch_std": 0.34931340515613557, "action_query_norm": 40.83986892700195, "action_relation_loss": 0.0022185014095157385, "auxiliary_loss_weight": 1.0, "epoch": 21.711880261927035, "flow_matching_loss": 0.019179464876651765, "grad_norm": 0.07999581843614578, "h_stock_valid_norm": 97.50111694335938, "invalid_tail_samples": 24.2, "learning_rate": 1.3367227804287469e-05, "loss": 0.0214, "positive_teacher_pairs": 26758.7, "query_h_norm_ratio": 0.418867164850235, "relation_loss": 0.0022185014095157385, "selected_pairs": 26758.7, "step": 23210, "student_distance_mean": 23.037190246582032, "teacher_distance_mean": 0.8586019515991211, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0022185014095157385, "weighted_relation_loss": 0.0022185014095157385 }, { "action_query_batch_std": 0.35467382669448855, "action_query_norm": 40.92348098754883, "action_relation_loss": 0.0021312486031092705, "auxiliary_loss_weight": 1.0, "epoch": 21.721234798877454, "flow_matching_loss": 0.01831276835873723, "grad_norm": 0.08317180722951889, "h_stock_valid_norm": 97.86179275512696, "invalid_tail_samples": 22.3, "learning_rate": 1.332973836397956e-05, "loss": 0.0204, "positive_teacher_pairs": 27199.2, "query_h_norm_ratio": 0.41817925572395326, "relation_loss": 0.0021312486031092705, "selected_pairs": 27199.2, "step": 23220, "student_distance_mean": 23.28612937927246, "teacher_distance_mean": 0.8661631107330322, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.0021312486031092705, "weighted_relation_loss": 0.0021312486031092705 }, { "action_query_batch_std": 0.3486302852630615, "action_query_norm": 40.86497192382812, "action_relation_loss": 0.0021966884727589787, "auxiliary_loss_weight": 1.0, "epoch": 21.730589335827876, "flow_matching_loss": 0.01900133416056633, "grad_norm": 0.09736490249633789, "h_stock_valid_norm": 97.64623794555663, "invalid_tail_samples": 22.1, "learning_rate": 1.329229348149731e-05, "loss": 0.0212, "positive_teacher_pairs": 27246.6, "query_h_norm_ratio": 0.4185032159090042, "relation_loss": 0.0021966884727589787, "selected_pairs": 27246.6, "step": 23230, "student_distance_mean": 22.956842994689943, "teacher_distance_mean": 0.8508980929851532, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.0021966884727589787, "weighted_relation_loss": 0.0021966884727589787 }, { "action_query_batch_std": 0.34883267879486085, "action_query_norm": 40.853098678588864, "action_relation_loss": 0.0022570531349629165, "auxiliary_loss_weight": 1.0, "epoch": 21.739943872778298, "flow_matching_loss": 0.018345562182366847, "grad_norm": 0.10256943106651306, "h_stock_valid_norm": 97.39312133789062, "invalid_tail_samples": 22.9, "learning_rate": 1.3254893202339796e-05, "loss": 0.0206, "positive_teacher_pairs": 27058.4, "query_h_norm_ratio": 0.41947194635868074, "relation_loss": 0.0022570531349629165, "selected_pairs": 27058.4, "step": 23240, "student_distance_mean": 22.989525032043456, "teacher_distance_mean": 0.8535291910171509, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.0022570531349629165, "weighted_relation_loss": 0.0022570531349629165 }, { "action_query_batch_std": 0.34744167029857637, "action_query_norm": 40.841617584228516, "action_relation_loss": 0.0021962311118841173, "auxiliary_loss_weight": 1.0, "epoch": 21.74929840972872, "flow_matching_loss": 0.019906277395784856, "grad_norm": 0.12863558530807495, "h_stock_valid_norm": 97.55293121337891, "invalid_tail_samples": 24.8, "learning_rate": 1.3217537571951872e-05, "loss": 0.0221, "positive_teacher_pairs": 26618.5, "query_h_norm_ratio": 0.4186625599861145, "relation_loss": 0.0021962311118841173, "selected_pairs": 26618.5, "step": 23250, "student_distance_mean": 22.86318359375, "teacher_distance_mean": 0.8483159661293029, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0021962311118841173, "weighted_relation_loss": 0.0021962311118841173 }, { "action_query_batch_std": 0.35212617218494413, "action_query_norm": 40.889739990234375, "action_relation_loss": 0.002109903935343027, "auxiliary_loss_weight": 1.0, "epoch": 21.75865294667914, "flow_matching_loss": 0.01769296173006296, "grad_norm": 0.11628998070955276, "h_stock_valid_norm": 97.7650032043457, "invalid_tail_samples": 24.3, "learning_rate": 1.3180226635724169e-05, "loss": 0.0198, "positive_teacher_pairs": 26738.3, "query_h_norm_ratio": 0.41824604868888854, "relation_loss": 0.002109903935343027, "selected_pairs": 26738.3, "step": 23260, "student_distance_mean": 23.11638240814209, "teacher_distance_mean": 0.8605891466140747, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.002109903935343027, "weighted_relation_loss": 0.002109903935343027 }, { "action_query_batch_std": 0.3528038144111633, "action_query_norm": 40.89388580322266, "action_relation_loss": 0.002090930484700948, "auxiliary_loss_weight": 1.0, "epoch": 21.76800748362956, "flow_matching_loss": 0.018321341648697854, "grad_norm": 0.0763324499130249, "h_stock_valid_norm": 98.00179061889648, "invalid_tail_samples": 21.7, "learning_rate": 1.314296043899298e-05, "loss": 0.0204, "positive_teacher_pairs": 27341.7, "query_h_norm_ratio": 0.4172857582569122, "relation_loss": 0.002090930484700948, "selected_pairs": 27341.7, "step": 23270, "student_distance_mean": 23.158841133117676, "teacher_distance_mean": 0.8613059461116791, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.002090930484700948, "weighted_relation_loss": 0.002090930484700948 }, { "action_query_batch_std": 0.3521402269601822, "action_query_norm": 40.887291717529294, "action_relation_loss": 0.0021974863833747805, "auxiliary_loss_weight": 1.0, "epoch": 21.777362020579982, "flow_matching_loss": 0.018499866873025895, "grad_norm": 0.12625135481357574, "h_stock_valid_norm": 97.97281799316406, "invalid_tail_samples": 23.2, "learning_rate": 1.3105739027040248e-05, "loss": 0.0207, "positive_teacher_pairs": 26989.5, "query_h_norm_ratio": 0.417336693406105, "relation_loss": 0.0021974863833747805, "selected_pairs": 26989.5, "step": 23280, "student_distance_mean": 23.101320266723633, "teacher_distance_mean": 0.8602680206298828, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0021974863833747805, "weighted_relation_loss": 0.0021974863833747805 }, { "action_query_batch_std": 0.34905995428562164, "action_query_norm": 40.850547790527344, "action_relation_loss": 0.002107081178110093, "auxiliary_loss_weight": 1.0, "epoch": 21.7867165575304, "flow_matching_loss": 0.018507501389831305, "grad_norm": 0.07752898335456848, "h_stock_valid_norm": 97.65296096801758, "invalid_tail_samples": 25.4, "learning_rate": 1.3068562445093491e-05, "loss": 0.0206, "positive_teacher_pairs": 26484.2, "query_h_norm_ratio": 0.4183258295059204, "relation_loss": 0.002107081178110093, "selected_pairs": 26484.2, "step": 23290, "student_distance_mean": 23.0070592880249, "teacher_distance_mean": 0.8554937720298768, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.002107081178110093, "weighted_relation_loss": 0.002107081178110093 }, { "action_query_batch_std": 0.3549045234918594, "action_query_norm": 40.90382270812988, "action_relation_loss": 0.002147181355394423, "auxiliary_loss_weight": 1.0, "epoch": 21.796071094480823, "flow_matching_loss": 0.01954119438305497, "grad_norm": 0.08109335601329803, "h_stock_valid_norm": 97.72986907958985, "invalid_tail_samples": 24.3, "learning_rate": 1.3031430738325778e-05, "loss": 0.0217, "positive_teacher_pairs": 26737.0, "query_h_norm_ratio": 0.4185417205095291, "relation_loss": 0.002147181355394423, "selected_pairs": 26737.0, "step": 23300, "student_distance_mean": 23.369583320617675, "teacher_distance_mean": 0.8681683242321014, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.002147181355394423, "weighted_relation_loss": 0.002147181355394423 }, { "action_query_batch_std": 0.34890898764133454, "action_query_norm": 40.86053047180176, "action_relation_loss": 0.002242671023122966, "auxiliary_loss_weight": 1.0, "epoch": 21.805425631431245, "flow_matching_loss": 0.018921780027449132, "grad_norm": 0.09445303678512573, "h_stock_valid_norm": 97.36440811157226, "invalid_tail_samples": 25.9, "learning_rate": 1.299434395185563e-05, "loss": 0.0212, "positive_teacher_pairs": 26374.4, "query_h_norm_ratio": 0.419667637348175, "relation_loss": 0.002242671023122966, "selected_pairs": 26374.4, "step": 23310, "student_distance_mean": 23.04708023071289, "teacher_distance_mean": 0.8547684967517852, "valid_action_samples": 230.1, "weighted_auxiliary_loss": 0.002242671023122966, "weighted_relation_loss": 0.002242671023122966 }, { "action_query_batch_std": 0.34798086285591123, "action_query_norm": 40.85361785888672, "action_relation_loss": 0.0022517408709973098, "auxiliary_loss_weight": 1.0, "epoch": 21.814780168381667, "flow_matching_loss": 0.01736700991168618, "grad_norm": 0.13987086713314056, "h_stock_valid_norm": 97.6569694519043, "invalid_tail_samples": 24.2, "learning_rate": 1.295730213074699e-05, "loss": 0.0196, "positive_teacher_pairs": 26757.3, "query_h_norm_ratio": 0.4183399647474289, "relation_loss": 0.0022517408709973098, "selected_pairs": 26757.3, "step": 23320, "student_distance_mean": 22.905315017700197, "teacher_distance_mean": 0.8511657953262329, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0022517408709973098, "weighted_relation_loss": 0.0022517408709973098 }, { "action_query_batch_std": 0.3531468540430069, "action_query_norm": 40.8733211517334, "action_relation_loss": 0.0021323674125596883, "auxiliary_loss_weight": 1.0, "epoch": 21.824134705332085, "flow_matching_loss": 0.018242873810231687, "grad_norm": 0.09627649933099747, "h_stock_valid_norm": 97.71111526489258, "invalid_tail_samples": 25.0, "learning_rate": 1.2920305320009152e-05, "loss": 0.0204, "positive_teacher_pairs": 26567.8, "query_h_norm_ratio": 0.4183108687400818, "relation_loss": 0.0021323674125596883, "selected_pairs": 26567.8, "step": 23330, "student_distance_mean": 23.196446228027344, "teacher_distance_mean": 0.8628508269786834, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.0021323674125596883, "weighted_relation_loss": 0.0021323674125596883 }, { "action_query_batch_std": 0.3474243015050888, "action_query_norm": 40.84400978088379, "action_relation_loss": 0.002261191071011126, "auxiliary_loss_weight": 1.0, "epoch": 21.833489242282507, "flow_matching_loss": 0.018420317582786082, "grad_norm": 0.09037171304225922, "h_stock_valid_norm": 97.68903427124023, "invalid_tail_samples": 23.5, "learning_rate": 1.2883353564596729e-05, "loss": 0.0207, "positive_teacher_pairs": 26917.6, "query_h_norm_ratio": 0.41810397803783417, "relation_loss": 0.002261191071011126, "selected_pairs": 26917.6, "step": 23340, "student_distance_mean": 22.8634090423584, "teacher_distance_mean": 0.8484084844589234, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.002261191071011126, "weighted_relation_loss": 0.002261191071011126 }, { "action_query_batch_std": 0.347142431139946, "action_query_norm": 40.83272438049316, "action_relation_loss": 0.0021275987848639486, "auxiliary_loss_weight": 1.0, "epoch": 21.84284377923293, "flow_matching_loss": 0.019460823759436606, "grad_norm": 0.09289294481277466, "h_stock_valid_norm": 97.65790328979492, "invalid_tail_samples": 24.0, "learning_rate": 1.2846446909409604e-05, "loss": 0.0216, "positive_teacher_pairs": 26803.6, "query_h_norm_ratio": 0.41812337636947633, "relation_loss": 0.0021275987848639486, "selected_pairs": 26803.6, "step": 23350, "student_distance_mean": 22.904920387268067, "teacher_distance_mean": 0.8523203790187835, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0021275987848639486, "weighted_relation_loss": 0.0021275987848639486 }, { "action_query_batch_std": 0.35249671041965486, "action_query_norm": 40.86802520751953, "action_relation_loss": 0.0021040193736553193, "auxiliary_loss_weight": 1.0, "epoch": 21.852198316183348, "flow_matching_loss": 0.01857465049251914, "grad_norm": 0.1033901646733284, "h_stock_valid_norm": 97.58963165283203, "invalid_tail_samples": 24.8, "learning_rate": 1.280958539929284e-05, "loss": 0.0207, "positive_teacher_pairs": 26615.1, "query_h_norm_ratio": 0.4187764197587967, "relation_loss": 0.0021040193736553193, "selected_pairs": 26615.1, "step": 23360, "student_distance_mean": 23.289059257507326, "teacher_distance_mean": 0.8622651517391204, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0021040193736553193, "weighted_relation_loss": 0.0021040193736553193 }, { "action_query_batch_std": 0.35358574986457825, "action_query_norm": 40.86834182739258, "action_relation_loss": 0.0021265996154397728, "auxiliary_loss_weight": 1.0, "epoch": 21.86155285313377, "flow_matching_loss": 0.017366335727274418, "grad_norm": 0.0925690308213234, "h_stock_valid_norm": 97.88720169067383, "invalid_tail_samples": 23.7, "learning_rate": 1.277276907903664e-05, "loss": 0.0195, "positive_teacher_pairs": 26872.7, "query_h_norm_ratio": 0.41750648319721223, "relation_loss": 0.0021265996154397728, "selected_pairs": 26872.7, "step": 23370, "student_distance_mean": 23.2574520111084, "teacher_distance_mean": 0.8617159605026246, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0021265996154397728, "weighted_relation_loss": 0.0021265996154397728 }, { "action_query_batch_std": 0.34679156839847564, "action_query_norm": 40.828453826904294, "action_relation_loss": 0.0021275726146996023, "auxiliary_loss_weight": 1.0, "epoch": 21.87090739008419, "flow_matching_loss": 0.01977771520614624, "grad_norm": 0.07143034040927887, "h_stock_valid_norm": 97.88933181762695, "invalid_tail_samples": 25.2, "learning_rate": 1.2735997993376298e-05, "loss": 0.0219, "positive_teacher_pairs": 26530.6, "query_h_norm_ratio": 0.41709230840206146, "relation_loss": 0.0021275726146996023, "selected_pairs": 26530.6, "step": 23380, "student_distance_mean": 22.810803604125976, "teacher_distance_mean": 0.8470286905765534, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.0021275726146996023, "weighted_relation_loss": 0.0021275726146996023 }, { "action_query_batch_std": 0.3513321757316589, "action_query_norm": 40.85137672424317, "action_relation_loss": 0.0021435156697407363, "auxiliary_loss_weight": 1.0, "epoch": 21.880261927034613, "flow_matching_loss": 0.01729458700865507, "grad_norm": 0.08204533159732819, "h_stock_valid_norm": 97.90290069580078, "invalid_tail_samples": 24.0, "learning_rate": 1.2699272186992166e-05, "loss": 0.0194, "positive_teacher_pairs": 26803.8, "query_h_norm_ratio": 0.4172664791345596, "relation_loss": 0.0021435156697407363, "selected_pairs": 26803.8, "step": 23390, "student_distance_mean": 23.140047454833983, "teacher_distance_mean": 0.8611633896827697, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0021435156697407363, "weighted_relation_loss": 0.0021435156697407363 }, { "action_query_batch_std": 0.35005209147930144, "action_query_norm": 40.853820419311525, "action_relation_loss": 0.0022213489864952862, "auxiliary_loss_weight": 1.0, "epoch": 21.889616463985032, "flow_matching_loss": 0.016761256940662862, "grad_norm": 0.09611459821462631, "h_stock_valid_norm": 97.87066268920898, "invalid_tail_samples": 25.2, "learning_rate": 1.2662591704509547e-05, "loss": 0.019, "positive_teacher_pairs": 26523.3, "query_h_norm_ratio": 0.4174271017313004, "relation_loss": 0.0022213489864952862, "selected_pairs": 26523.3, "step": 23400, "student_distance_mean": 23.122623443603516, "teacher_distance_mean": 0.8606972992420197, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.0022213489864952862, "weighted_relation_loss": 0.0022213489864952862 }, { "action_query_batch_std": 0.3488642543554306, "action_query_norm": 40.84860687255859, "action_relation_loss": 0.002113549644127488, "auxiliary_loss_weight": 1.0, "epoch": 21.898971000935454, "flow_matching_loss": 0.01971525847911835, "grad_norm": 0.08096697926521301, "h_stock_valid_norm": 97.86753845214844, "invalid_tail_samples": 25.3, "learning_rate": 1.2625956590498711e-05, "loss": 0.0218, "positive_teacher_pairs": 26500.1, "query_h_norm_ratio": 0.41738922595977784, "relation_loss": 0.002113549644127488, "selected_pairs": 26500.1, "step": 23410, "student_distance_mean": 22.957968521118165, "teacher_distance_mean": 0.8516542434692382, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.002113549644127488, "weighted_relation_loss": 0.002113549644127488 }, { "action_query_batch_std": 0.35291163325309755, "action_query_norm": 40.86743659973145, "action_relation_loss": 0.0020805982290767132, "auxiliary_loss_weight": 1.0, "epoch": 21.908325537885876, "flow_matching_loss": 0.016964821983128785, "grad_norm": 0.11043213307857513, "h_stock_valid_norm": 97.95081481933593, "invalid_tail_samples": 23.4, "learning_rate": 1.2589366889474757e-05, "loss": 0.019, "positive_teacher_pairs": 26940.0, "query_h_norm_ratio": 0.4172269105911255, "relation_loss": 0.0020805982290767132, "selected_pairs": 26940.0, "step": 23420, "student_distance_mean": 23.215331840515137, "teacher_distance_mean": 0.8606866657733917, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.0020805982290767132, "weighted_relation_loss": 0.0020805982290767132 }, { "action_query_batch_std": 0.35295838713645933, "action_query_norm": 40.886904907226565, "action_relation_loss": 0.0021905751316808166, "auxiliary_loss_weight": 1.0, "epoch": 21.917680074836294, "flow_matching_loss": 0.019893867336213587, "grad_norm": 0.21620045602321625, "h_stock_valid_norm": 97.9907356262207, "invalid_tail_samples": 22.4, "learning_rate": 1.2552822645897621e-05, "loss": 0.0221, "positive_teacher_pairs": 27174.7, "query_h_norm_ratio": 0.41725540459156035, "relation_loss": 0.0021905751316808166, "selected_pairs": 27174.7, "step": 23430, "student_distance_mean": 23.16678066253662, "teacher_distance_mean": 0.8617683351039886, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.0021905751316808166, "weighted_relation_loss": 0.0021905751316808166 }, { "action_query_batch_std": 0.3510841131210327, "action_query_norm": 40.8488037109375, "action_relation_loss": 0.002126326283905655, "auxiliary_loss_weight": 1.0, "epoch": 21.927034611786716, "flow_matching_loss": 0.018229990452528, "grad_norm": 0.08855490386486053, "h_stock_valid_norm": 97.97025299072266, "invalid_tail_samples": 21.8, "learning_rate": 1.2516323904172e-05, "loss": 0.0204, "positive_teacher_pairs": 27317.0, "query_h_norm_ratio": 0.4169537752866745, "relation_loss": 0.002126326283905655, "selected_pairs": 27317.0, "step": 23440, "student_distance_mean": 23.0488618850708, "teacher_distance_mean": 0.8581844627857208, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.002126326283905655, "weighted_relation_loss": 0.002126326283905655 }, { "action_query_batch_std": 0.3490076869726181, "action_query_norm": 40.82139930725098, "action_relation_loss": 0.0021556376479566096, "auxiliary_loss_weight": 1.0, "epoch": 21.93638914873714, "flow_matching_loss": 0.01891662711277604, "grad_norm": 0.11134834587574005, "h_stock_valid_norm": 98.0601303100586, "invalid_tail_samples": 22.1, "learning_rate": 1.2479870708647324e-05, "loss": 0.0211, "positive_teacher_pairs": 27244.7, "query_h_norm_ratio": 0.4162931263446808, "relation_loss": 0.0021556376479566096, "selected_pairs": 27244.7, "step": 23450, "student_distance_mean": 22.86545124053955, "teacher_distance_mean": 0.8488706409931183, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.0021556376479566096, "weighted_relation_loss": 0.0021556376479566096 }, { "action_query_batch_std": 0.34624482691287994, "action_query_norm": 40.811064910888675, "action_relation_loss": 0.002221098146401346, "auxiliary_loss_weight": 1.0, "epoch": 21.94574368568756, "flow_matching_loss": 0.018714678660035133, "grad_norm": 0.09067696332931519, "h_stock_valid_norm": 98.02334899902344, "invalid_tail_samples": 23.0, "learning_rate": 1.2443463103617658e-05, "loss": 0.0209, "positive_teacher_pairs": 27040.2, "query_h_norm_ratio": 0.41634093821048734, "relation_loss": 0.002221098146401346, "selected_pairs": 27040.2, "step": 23460, "student_distance_mean": 22.796988487243652, "teacher_distance_mean": 0.8469535052776337, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.002221098146401346, "weighted_relation_loss": 0.002221098146401346 }, { "action_query_batch_std": 0.3502708196640015, "action_query_norm": 40.8501277923584, "action_relation_loss": 0.0021044312859885396, "auxiliary_loss_weight": 1.0, "epoch": 21.95509822263798, "flow_matching_loss": 0.01668113274499774, "grad_norm": 0.08773232251405716, "h_stock_valid_norm": 97.91693267822265, "invalid_tail_samples": 24.6, "learning_rate": 1.240710113332167e-05, "loss": 0.0188, "positive_teacher_pairs": 26668.8, "query_h_norm_ratio": 0.41719402074813844, "relation_loss": 0.0021044312859885396, "selected_pairs": 26668.8, "step": 23470, "student_distance_mean": 23.155811882019044, "teacher_distance_mean": 0.8579237222671509, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0021044312859885396, "weighted_relation_loss": 0.0021044312859885396 }, { "action_query_batch_std": 0.35168923139572145, "action_query_norm": 40.86979293823242, "action_relation_loss": 0.002208888262975961, "auxiliary_loss_weight": 1.0, "epoch": 21.9644527595884, "flow_matching_loss": 0.019055926240980625, "grad_norm": 0.12544003129005432, "h_stock_valid_norm": 97.98461456298828, "invalid_tail_samples": 22.4, "learning_rate": 1.2370784841942584e-05, "loss": 0.0213, "positive_teacher_pairs": 27175.5, "query_h_norm_ratio": 0.417107367515564, "relation_loss": 0.002208888262975961, "selected_pairs": 27175.5, "step": 23480, "student_distance_mean": 23.026560592651368, "teacher_distance_mean": 0.8549975335597992, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.002208888262975961, "weighted_relation_loss": 0.002208888262975961 }, { "action_query_batch_std": 0.35054963231086733, "action_query_norm": 40.840664291381835, "action_relation_loss": 0.002165077475365251, "auxiliary_loss_weight": 1.0, "epoch": 21.973807296538823, "flow_matching_loss": 0.016729397140443324, "grad_norm": 0.09174078702926636, "h_stock_valid_norm": 97.8623275756836, "invalid_tail_samples": 25.6, "learning_rate": 1.2334514273608117e-05, "loss": 0.0189, "positive_teacher_pairs": 26445.2, "query_h_norm_ratio": 0.41732960343360903, "relation_loss": 0.002165077475365251, "selected_pairs": 26445.2, "step": 23490, "student_distance_mean": 22.98121910095215, "teacher_distance_mean": 0.8546140730381012, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.002165077475365251, "weighted_relation_loss": 0.002165077475365251 }, { "action_query_batch_std": 0.34643651843070983, "action_query_norm": 40.81309928894043, "action_relation_loss": 0.0023318052291870115, "auxiliary_loss_weight": 1.0, "epoch": 21.98316183348924, "flow_matching_loss": 0.01841773958876729, "grad_norm": 0.09526622295379639, "h_stock_valid_norm": 97.75305709838867, "invalid_tail_samples": 23.7, "learning_rate": 1.2298289472390417e-05, "loss": 0.0207, "positive_teacher_pairs": 26881.2, "query_h_norm_ratio": 0.4175169825553894, "relation_loss": 0.0023318052291870115, "selected_pairs": 26881.2, "step": 23500, "student_distance_mean": 22.80832290649414, "teacher_distance_mean": 0.8471233963966369, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0023318052291870115, "weighted_relation_loss": 0.0023318052291870115 }, { "action_query_batch_std": 0.3489471793174744, "action_query_norm": 40.843936157226565, "action_relation_loss": 0.0022580217802897094, "auxiliary_loss_weight": 1.0, "epoch": 21.992516370439663, "flow_matching_loss": 0.018747478444129228, "grad_norm": 0.09469529241323471, "h_stock_valid_norm": 97.92053604125977, "invalid_tail_samples": 21.2, "learning_rate": 1.226211048230606e-05, "loss": 0.021, "positive_teacher_pairs": 27470.3, "query_h_norm_ratio": 0.41711496412754057, "relation_loss": 0.0022580217802897094, "selected_pairs": 27470.3, "step": 23510, "student_distance_mean": 22.875692939758302, "teacher_distance_mean": 0.8514962911605835, "valid_action_samples": 234.8, "weighted_auxiliary_loss": 0.0022580217802897094, "weighted_relation_loss": 0.0022580217802897094 }, { "action_query_batch_std": 0.34816305339336395, "action_query_norm": 40.83118896484375, "action_relation_loss": 0.002241098484955728, "auxiliary_loss_weight": 1.0, "epoch": 22.001870907390085, "flow_matching_loss": 0.0174473924562335, "grad_norm": 0.08970163762569427, "h_stock_valid_norm": 97.82058639526367, "invalid_tail_samples": 22.8, "learning_rate": 1.2225977347315921e-05, "loss": 0.0197, "positive_teacher_pairs": 24058.7, "query_h_norm_ratio": 0.41740956008434293, "relation_loss": 0.002241098484955728, "selected_pairs": 24058.7, "step": 23520, "student_distance_mean": 22.794245529174805, "teacher_distance_mean": 0.8477723836898804, "valid_action_samples": 213.3, "weighted_auxiliary_loss": 0.002241098484955728, "weighted_relation_loss": 0.002241098484955728 }, { "action_query_batch_std": 0.3459670215845108, "action_query_norm": 40.802667236328126, "action_relation_loss": 0.0020568782347254455, "auxiliary_loss_weight": 1.0, "epoch": 22.011225444340504, "flow_matching_loss": 0.01854914063587785, "grad_norm": 0.12785950303077698, "h_stock_valid_norm": 97.7497459411621, "invalid_tail_samples": 28.0, "learning_rate": 1.2189890111325148e-05, "loss": 0.0206, "positive_teacher_pairs": 25891.5, "query_h_norm_ratio": 0.4174245119094849, "relation_loss": 0.0020568782347254455, "selected_pairs": 25891.5, "step": 23530, "student_distance_mean": 22.800192642211915, "teacher_distance_mean": 0.85164195895195, "valid_action_samples": 228.0, "weighted_auxiliary_loss": 0.0020568782347254455, "weighted_relation_loss": 0.0020568782347254455 }, { "action_query_batch_std": 0.3449630498886108, "action_query_norm": 40.81236953735352, "action_relation_loss": 0.002061582857277244, "auxiliary_loss_weight": 1.0, "epoch": 22.020579981290926, "flow_matching_loss": 0.0190609241835773, "grad_norm": 0.1273183673620224, "h_stock_valid_norm": 97.86057052612304, "invalid_tail_samples": 27.1, "learning_rate": 1.2153848818183161e-05, "loss": 0.0211, "positive_teacher_pairs": 26090.6, "query_h_norm_ratio": 0.41704751253128053, "relation_loss": 0.002061582857277244, "selected_pairs": 26090.6, "step": 23540, "student_distance_mean": 22.791987419128418, "teacher_distance_mean": 0.8503153681755066, "valid_action_samples": 228.9, "weighted_auxiliary_loss": 0.002061582857277244, "weighted_relation_loss": 0.002061582857277244 }, { "action_query_batch_std": 0.35463556051254275, "action_query_norm": 40.87304344177246, "action_relation_loss": 0.0020514488220214843, "auxiliary_loss_weight": 1.0, "epoch": 22.029934518241348, "flow_matching_loss": 0.017627991177141665, "grad_norm": 0.112796850502491, "h_stock_valid_norm": 98.0605369567871, "invalid_tail_samples": 23.7, "learning_rate": 1.2117853511683507e-05, "loss": 0.0197, "positive_teacher_pairs": 26874.1, "query_h_norm_ratio": 0.4168174505233765, "relation_loss": 0.0020514488220214843, "selected_pairs": 26874.1, "step": 23550, "student_distance_mean": 23.16886672973633, "teacher_distance_mean": 0.8596763372421264, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0020514488220214843, "weighted_relation_loss": 0.0020514488220214843 }, { "action_query_batch_std": 0.35117517709732055, "action_query_norm": 40.86205978393555, "action_relation_loss": 0.002099504030775279, "auxiliary_loss_weight": 1.0, "epoch": 22.03928905519177, "flow_matching_loss": 0.01680407002568245, "grad_norm": 0.09841073304414749, "h_stock_valid_norm": 97.99096374511718, "invalid_tail_samples": 21.7, "learning_rate": 1.2081904235563906e-05, "loss": 0.0189, "positive_teacher_pairs": 27342.8, "query_h_norm_ratio": 0.41700004041194916, "relation_loss": 0.002099504030775279, "selected_pairs": 27342.8, "step": 23560, "student_distance_mean": 23.14405002593994, "teacher_distance_mean": 0.8590806543827056, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.002099504030775279, "weighted_relation_loss": 0.002099504030775279 }, { "action_query_batch_std": 0.3481352686882019, "action_query_norm": 40.823530197143555, "action_relation_loss": 0.0021180459531024098, "auxiliary_loss_weight": 1.0, "epoch": 22.048643592142188, "flow_matching_loss": 0.017924181651324034, "grad_norm": 0.11005187034606934, "h_stock_valid_norm": 98.13203125, "invalid_tail_samples": 24.1, "learning_rate": 1.20460010335061e-05, "loss": 0.02, "positive_teacher_pairs": 26782.3, "query_h_norm_ratio": 0.4160117894411087, "relation_loss": 0.0021180459531024098, "selected_pairs": 26782.3, "step": 23570, "student_distance_mean": 22.87143211364746, "teacher_distance_mean": 0.8512828946113586, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.0021180459531024098, "weighted_relation_loss": 0.0021180459531024098 }, { "action_query_batch_std": 0.3516850918531418, "action_query_norm": 40.86639060974121, "action_relation_loss": 0.002089414303191006, "auxiliary_loss_weight": 1.0, "epoch": 22.05799812909261, "flow_matching_loss": 0.017744565661996604, "grad_norm": 0.09214925020933151, "h_stock_valid_norm": 98.29550552368164, "invalid_tail_samples": 25.1, "learning_rate": 1.2010143949135865e-05, "loss": 0.0198, "positive_teacher_pairs": 26564.5, "query_h_norm_ratio": 0.4157532602548599, "relation_loss": 0.002089414303191006, "selected_pairs": 26564.5, "step": 23580, "student_distance_mean": 23.191164016723633, "teacher_distance_mean": 0.8636395275592804, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.002089414303191006, "weighted_relation_loss": 0.002089414303191006 }, { "action_query_batch_std": 0.355782949924469, "action_query_norm": 40.88807373046875, "action_relation_loss": 0.0021135336137376726, "auxiliary_loss_weight": 1.0, "epoch": 22.067352666043032, "flow_matching_loss": 0.018294787406921385, "grad_norm": 0.0801146849989891, "h_stock_valid_norm": 97.92133026123047, "invalid_tail_samples": 21.2, "learning_rate": 1.1974333026022938e-05, "loss": 0.0204, "positive_teacher_pairs": 27461.7, "query_h_norm_ratio": 0.4175622969865799, "relation_loss": 0.0021135336137376726, "selected_pairs": 27461.7, "step": 23590, "student_distance_mean": 23.397561836242676, "teacher_distance_mean": 0.8694544672966004, "valid_action_samples": 234.8, "weighted_auxiliary_loss": 0.0021135336137376726, "weighted_relation_loss": 0.0021135336137376726 }, { "action_query_batch_std": 0.35244332253932953, "action_query_norm": 40.88188934326172, "action_relation_loss": 0.0020334429922513665, "auxiliary_loss_weight": 1.0, "epoch": 22.07670720299345, "flow_matching_loss": 0.019759645126760005, "grad_norm": 0.0848734974861145, "h_stock_valid_norm": 97.84278030395508, "invalid_tail_samples": 22.4, "learning_rate": 1.1938568307680964e-05, "loss": 0.0218, "positive_teacher_pairs": 27181.0, "query_h_norm_ratio": 0.417834410071373, "relation_loss": 0.0020334429922513665, "selected_pairs": 27181.0, "step": 23600, "student_distance_mean": 23.06207981109619, "teacher_distance_mean": 0.8568421840667725, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.0020334429922513665, "weighted_relation_loss": 0.0020334429922513665 }, { "action_query_batch_std": 0.35247364938259124, "action_query_norm": 40.8460807800293, "action_relation_loss": 0.00208442643051967, "auxiliary_loss_weight": 1.0, "epoch": 22.086061739943872, "flow_matching_loss": 0.016840056516230106, "grad_norm": 0.12679696083068848, "h_stock_valid_norm": 97.58981781005859, "invalid_tail_samples": 24.6, "learning_rate": 1.1902849837567464e-05, "loss": 0.0189, "positive_teacher_pairs": 26660.5, "query_h_norm_ratio": 0.41855316162109374, "relation_loss": 0.00208442643051967, "selected_pairs": 26660.5, "step": 23610, "student_distance_mean": 23.23484573364258, "teacher_distance_mean": 0.8624653458595276, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.00208442643051967, "weighted_relation_loss": 0.00208442643051967 }, { "action_query_batch_std": 0.3493127405643463, "action_query_norm": 40.82159233093262, "action_relation_loss": 0.0021661870181560517, "auxiliary_loss_weight": 1.0, "epoch": 22.095416276894294, "flow_matching_loss": 0.017891449481248857, "grad_norm": 0.10024784505367279, "h_stock_valid_norm": 97.53485794067383, "invalid_tail_samples": 25.0, "learning_rate": 1.1867177659083739e-05, "loss": 0.0201, "positive_teacher_pairs": 26571.1, "query_h_norm_ratio": 0.41853408217430116, "relation_loss": 0.0021661870181560517, "selected_pairs": 26571.1, "step": 23620, "student_distance_mean": 22.957920455932616, "teacher_distance_mean": 0.852611380815506, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.0021661870181560517, "weighted_relation_loss": 0.0021661870181560517 }, { "action_query_batch_std": 0.3504002243280411, "action_query_norm": 40.86529006958008, "action_relation_loss": 0.0021562979905866086, "auxiliary_loss_weight": 1.0, "epoch": 22.104770813844716, "flow_matching_loss": 0.018855020962655546, "grad_norm": 0.09824316203594208, "h_stock_valid_norm": 97.62019882202148, "invalid_tail_samples": 20.0, "learning_rate": 1.1831551815574848e-05, "loss": 0.021, "positive_teacher_pairs": 27736.0, "query_h_norm_ratio": 0.4186177760362625, "relation_loss": 0.0021562979905866086, "selected_pairs": 27736.0, "step": 23630, "student_distance_mean": 23.02950973510742, "teacher_distance_mean": 0.8554836869239807, "valid_action_samples": 236.0, "weighted_auxiliary_loss": 0.0021562979905866086, "weighted_relation_loss": 0.0021562979905866086 }, { "action_query_batch_std": 0.3495037168264389, "action_query_norm": 40.84339637756348, "action_relation_loss": 0.002245269645936787, "auxiliary_loss_weight": 1.0, "epoch": 22.114125350795135, "flow_matching_loss": 0.018861996568739416, "grad_norm": 0.12703627347946167, "h_stock_valid_norm": 97.86536331176758, "invalid_tail_samples": 25.0, "learning_rate": 1.1795972350329554e-05, "loss": 0.0211, "positive_teacher_pairs": 26579.5, "query_h_norm_ratio": 0.41734724342823026, "relation_loss": 0.002245269645936787, "selected_pairs": 26579.5, "step": 23640, "student_distance_mean": 22.939640617370607, "teacher_distance_mean": 0.853944593667984, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.002245269645936787, "weighted_relation_loss": 0.002245269645936787 }, { "action_query_batch_std": 0.3459760695695877, "action_query_norm": 40.8090160369873, "action_relation_loss": 0.0021129284985363485, "auxiliary_loss_weight": 1.0, "epoch": 22.123479887745557, "flow_matching_loss": 0.018138814717531204, "grad_norm": 0.09378980845212936, "h_stock_valid_norm": 97.84596633911133, "invalid_tail_samples": 23.3, "learning_rate": 1.176043930658024e-05, "loss": 0.0203, "positive_teacher_pairs": 26965.6, "query_h_norm_ratio": 0.4170774966478348, "relation_loss": 0.0021129284985363485, "selected_pairs": 26965.6, "step": 23650, "student_distance_mean": 22.808216285705566, "teacher_distance_mean": 0.84664067029953, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0021129284985363485, "weighted_relation_loss": 0.0021129284985363485 }, { "action_query_batch_std": 0.34931338131427764, "action_query_norm": 40.858218383789065, "action_relation_loss": 0.0020962335867807267, "auxiliary_loss_weight": 1.0, "epoch": 22.13283442469598, "flow_matching_loss": 0.018010623659938572, "grad_norm": 0.09712062031030655, "h_stock_valid_norm": 97.83157730102539, "invalid_tail_samples": 24.6, "learning_rate": 1.1724952727502942e-05, "loss": 0.0201, "positive_teacher_pairs": 26669.5, "query_h_norm_ratio": 0.4176399827003479, "relation_loss": 0.0020962335867807267, "selected_pairs": 26669.5, "step": 23660, "student_distance_mean": 23.07593193054199, "teacher_distance_mean": 0.8559212267398835, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0020962335867807267, "weighted_relation_loss": 0.0020962335867807267 }, { "action_query_batch_std": 0.3513458877801895, "action_query_norm": 40.85997123718262, "action_relation_loss": 0.002087342622689903, "auxiliary_loss_weight": 1.0, "epoch": 22.142188961646397, "flow_matching_loss": 0.018416247516870498, "grad_norm": 0.08661138266324997, "h_stock_valid_norm": 97.86880111694336, "invalid_tail_samples": 23.4, "learning_rate": 1.1689512656217178e-05, "loss": 0.0205, "positive_teacher_pairs": 26948.6, "query_h_norm_ratio": 0.41749849617481233, "relation_loss": 0.002087342622689903, "selected_pairs": 26948.6, "step": 23670, "student_distance_mean": 23.082146644592285, "teacher_distance_mean": 0.8560546994209289, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.002087342622689903, "weighted_relation_loss": 0.002087342622689903 }, { "action_query_batch_std": 0.3494957000017166, "action_query_norm": 40.83638153076172, "action_relation_loss": 0.002108856337144971, "auxiliary_loss_weight": 1.0, "epoch": 22.15154349859682, "flow_matching_loss": 0.01867959937080741, "grad_norm": 0.11444606631994247, "h_stock_valid_norm": 97.9418556213379, "invalid_tail_samples": 25.1, "learning_rate": 1.1654119135785962e-05, "loss": 0.0208, "positive_teacher_pairs": 26555.9, "query_h_norm_ratio": 0.41695054471492765, "relation_loss": 0.002108856337144971, "selected_pairs": 26555.9, "step": 23680, "student_distance_mean": 23.019787216186522, "teacher_distance_mean": 0.8550256669521332, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.002108856337144971, "weighted_relation_loss": 0.002108856337144971 }, { "action_query_batch_std": 0.3478525787591934, "action_query_norm": 40.82752571105957, "action_relation_loss": 0.0021398998913355173, "auxiliary_loss_weight": 1.0, "epoch": 22.16089803554724, "flow_matching_loss": 0.01848315093666315, "grad_norm": 0.13836920261383057, "h_stock_valid_norm": 98.24667892456054, "invalid_tail_samples": 23.1, "learning_rate": 1.1618772209215794e-05, "loss": 0.0206, "positive_teacher_pairs": 27019.2, "query_h_norm_ratio": 0.4155635148286819, "relation_loss": 0.0021398998913355173, "selected_pairs": 27019.2, "step": 23690, "student_distance_mean": 22.85799560546875, "teacher_distance_mean": 0.8487030029296875, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0021398998913355173, "weighted_relation_loss": 0.0021398998913355173 }, { "action_query_batch_std": 0.35055847764015197, "action_query_norm": 40.84348678588867, "action_relation_loss": 0.002060342812910676, "auxiliary_loss_weight": 1.0, "epoch": 22.170252572497663, "flow_matching_loss": 0.016916164290159942, "grad_norm": 0.09674052894115448, "h_stock_valid_norm": 98.36694259643555, "invalid_tail_samples": 22.6, "learning_rate": 1.1583471919456506e-05, "loss": 0.019, "positive_teacher_pairs": 27126.0, "query_h_norm_ratio": 0.41521660685539247, "relation_loss": 0.002060342812910676, "selected_pairs": 27126.0, "step": 23700, "student_distance_mean": 22.99634552001953, "teacher_distance_mean": 0.8545035779476166, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.002060342812910676, "weighted_relation_loss": 0.002060342812910676 }, { "action_query_batch_std": 0.34810554683208467, "action_query_norm": 40.823981857299806, "action_relation_loss": 0.0021361228660680353, "auxiliary_loss_weight": 1.0, "epoch": 22.17960710944808, "flow_matching_loss": 0.017457714769989252, "grad_norm": 0.1026804968714714, "h_stock_valid_norm": 98.1904182434082, "invalid_tail_samples": 25.4, "learning_rate": 1.1548218309401266e-05, "loss": 0.0196, "positive_teacher_pairs": 26476.7, "query_h_norm_ratio": 0.4157676786184311, "relation_loss": 0.0021361228660680353, "selected_pairs": 26476.7, "step": 23710, "student_distance_mean": 22.784664154052734, "teacher_distance_mean": 0.846165931224823, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.0021361228660680353, "weighted_relation_loss": 0.0021361228660680353 }, { "action_query_batch_std": 0.3503779500722885, "action_query_norm": 40.823097229003906, "action_relation_loss": 0.002129070193041116, "auxiliary_loss_weight": 1.0, "epoch": 22.188961646398504, "flow_matching_loss": 0.01733510522171855, "grad_norm": 0.11400020867586136, "h_stock_valid_norm": 97.80561218261718, "invalid_tail_samples": 25.1, "learning_rate": 1.1513011421886555e-05, "loss": 0.0195, "positive_teacher_pairs": 26556.4, "query_h_norm_ratio": 0.41739384829998016, "relation_loss": 0.002129070193041116, "selected_pairs": 26556.4, "step": 23720, "student_distance_mean": 23.047933769226074, "teacher_distance_mean": 0.8566198825836182, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.002129070193041116, "weighted_relation_loss": 0.002129070193041116 }, { "action_query_batch_std": 0.3513912230730057, "action_query_norm": 40.84076843261719, "action_relation_loss": 0.0020430605043657126, "auxiliary_loss_weight": 1.0, "epoch": 22.198316183348926, "flow_matching_loss": 0.01596337528899312, "grad_norm": 0.2114395797252655, "h_stock_valid_norm": 97.53727340698242, "invalid_tail_samples": 21.8, "learning_rate": 1.1477851299692056e-05, "loss": 0.018, "positive_teacher_pairs": 27320.2, "query_h_norm_ratio": 0.41872344315052035, "relation_loss": 0.0020430605043657126, "selected_pairs": 27320.2, "step": 23730, "student_distance_mean": 23.014277267456055, "teacher_distance_mean": 0.8551732838153839, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.0020430605043657126, "weighted_relation_loss": 0.0020430605043657126 }, { "action_query_batch_std": 0.34895937144756317, "action_query_norm": 40.838177871704104, "action_relation_loss": 0.0021325009525753557, "auxiliary_loss_weight": 1.0, "epoch": 22.207670720299344, "flow_matching_loss": 0.017085214238613845, "grad_norm": 0.15325678884983063, "h_stock_valid_norm": 97.5036994934082, "invalid_tail_samples": 21.9, "learning_rate": 1.144273798554063e-05, "loss": 0.0192, "positive_teacher_pairs": 27289.5, "query_h_norm_ratio": 0.41883830428123475, "relation_loss": 0.0021325009525753557, "selected_pairs": 27289.5, "step": 23740, "student_distance_mean": 22.907831764221193, "teacher_distance_mean": 0.8521166265010833, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.0021325009525753557, "weighted_relation_loss": 0.0021325009525753557 }, { "action_query_batch_std": 0.35270353555679324, "action_query_norm": 40.83035392761231, "action_relation_loss": 0.00212514519225806, "auxiliary_loss_weight": 1.0, "epoch": 22.217025257249766, "flow_matching_loss": 0.01798565676435828, "grad_norm": 0.09319111704826355, "h_stock_valid_norm": 97.54648361206054, "invalid_tail_samples": 23.8, "learning_rate": 1.1407671522098262e-05, "loss": 0.0201, "positive_teacher_pairs": 26846.0, "query_h_norm_ratio": 0.4185762584209442, "relation_loss": 0.00212514519225806, "selected_pairs": 26846.0, "step": 23750, "student_distance_mean": 23.099261474609374, "teacher_distance_mean": 0.861338347196579, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.00212514519225806, "weighted_relation_loss": 0.00212514519225806 }, { "action_query_batch_std": 0.34930036067962644, "action_query_norm": 40.798352813720705, "action_relation_loss": 0.0020494975382462145, "auxiliary_loss_weight": 1.0, "epoch": 22.226379794200188, "flow_matching_loss": 0.017683976236730813, "grad_norm": 0.09460613131523132, "h_stock_valid_norm": 97.75336532592773, "invalid_tail_samples": 22.5, "learning_rate": 1.1372651951974e-05, "loss": 0.0197, "positive_teacher_pairs": 27152.3, "query_h_norm_ratio": 0.4173611342906952, "relation_loss": 0.0020494975382462145, "selected_pairs": 27152.3, "step": 23760, "student_distance_mean": 23.009911346435548, "teacher_distance_mean": 0.8581305623054505, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.0020494975382462145, "weighted_relation_loss": 0.0020494975382462145 }, { "action_query_batch_std": 0.34615033864974976, "action_query_norm": 40.79229316711426, "action_relation_loss": 0.0020997258950956168, "auxiliary_loss_weight": 1.0, "epoch": 22.235734331150606, "flow_matching_loss": 0.017177801020443438, "grad_norm": 0.08339061588048935, "h_stock_valid_norm": 97.8672248840332, "invalid_tail_samples": 23.6, "learning_rate": 1.1337679317719952e-05, "loss": 0.0193, "positive_teacher_pairs": 26909.5, "query_h_norm_ratio": 0.4168133556842804, "relation_loss": 0.0020997258950956168, "selected_pairs": 26909.5, "step": 23770, "student_distance_mean": 22.78512496948242, "teacher_distance_mean": 0.8480682730674743, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0020997258950956168, "weighted_relation_loss": 0.0020997258950956168 }, { "action_query_batch_std": 0.3493582189083099, "action_query_norm": 40.81434020996094, "action_relation_loss": 0.002094562549609691, "auxiliary_loss_weight": 1.0, "epoch": 22.24508886810103, "flow_matching_loss": 0.01614360688254237, "grad_norm": 0.08019273728132248, "h_stock_valid_norm": 97.75819244384766, "invalid_tail_samples": 26.2, "learning_rate": 1.1302753661831151e-05, "loss": 0.0182, "positive_teacher_pairs": 26299.2, "query_h_norm_ratio": 0.41750659644603727, "relation_loss": 0.002094562549609691, "selected_pairs": 26299.2, "step": 23780, "student_distance_mean": 22.88293399810791, "teacher_distance_mean": 0.8506523907184601, "valid_action_samples": 229.8, "weighted_auxiliary_loss": 0.002094562549609691, "weighted_relation_loss": 0.002094562549609691 }, { "action_query_batch_std": 0.34621461629867556, "action_query_norm": 40.818972778320315, "action_relation_loss": 0.002194523252546787, "auxiliary_loss_weight": 1.0, "epoch": 22.25444340505145, "flow_matching_loss": 0.017745980620384218, "grad_norm": 0.17296725511550903, "h_stock_valid_norm": 97.71716842651367, "invalid_tail_samples": 24.0, "learning_rate": 1.1267875026745561e-05, "loss": 0.0199, "positive_teacher_pairs": 26805.6, "query_h_norm_ratio": 0.41772725582122805, "relation_loss": 0.002194523252546787, "selected_pairs": 26805.6, "step": 23790, "student_distance_mean": 22.78506736755371, "teacher_distance_mean": 0.847198623418808, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.002194523252546787, "weighted_relation_loss": 0.002194523252546787 }, { "action_query_batch_std": 0.3573063939809799, "action_query_norm": 40.87803001403809, "action_relation_loss": 0.0020510048838332296, "auxiliary_loss_weight": 1.0, "epoch": 22.263797942001872, "flow_matching_loss": 0.017380001209676265, "grad_norm": 0.10977038741111755, "h_stock_valid_norm": 97.56794891357421, "invalid_tail_samples": 23.3, "learning_rate": 1.1233043454844016e-05, "loss": 0.0194, "positive_teacher_pairs": 26963.9, "query_h_norm_ratio": 0.41897078454494474, "relation_loss": 0.0020510048838332296, "selected_pairs": 26963.9, "step": 23800, "student_distance_mean": 23.437066078186035, "teacher_distance_mean": 0.8721794664859772, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0020510048838332296, "weighted_relation_loss": 0.0020510048838332296 }, { "action_query_batch_std": 0.354949751496315, "action_query_norm": 40.84057121276855, "action_relation_loss": 0.002112687425687909, "auxiliary_loss_weight": 1.0, "epoch": 22.27315247895229, "flow_matching_loss": 0.01850593900308013, "grad_norm": 0.12428075075149536, "h_stock_valid_norm": 97.33687591552734, "invalid_tail_samples": 23.1, "learning_rate": 1.1198258988450144e-05, "loss": 0.0206, "positive_teacher_pairs": 27015.4, "query_h_norm_ratio": 0.4195818483829498, "relation_loss": 0.002112687425687909, "selected_pairs": 27015.4, "step": 23810, "student_distance_mean": 23.31623935699463, "teacher_distance_mean": 0.8694539546966553, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.002112687425687909, "weighted_relation_loss": 0.002112687425687909 }, { "action_query_batch_std": 0.34941443502902986, "action_query_norm": 40.826150512695314, "action_relation_loss": 0.00211502630263567, "auxiliary_loss_weight": 1.0, "epoch": 22.282507015902713, "flow_matching_loss": 0.01831147205084562, "grad_norm": 0.11009105294942856, "h_stock_valid_norm": 97.37522964477539, "invalid_tail_samples": 21.4, "learning_rate": 1.1163521669830368e-05, "loss": 0.0204, "positive_teacher_pairs": 27405.1, "query_h_norm_ratio": 0.4192686527967453, "relation_loss": 0.00211502630263567, "selected_pairs": 27405.1, "step": 23820, "student_distance_mean": 22.94960823059082, "teacher_distance_mean": 0.8559471309185028, "valid_action_samples": 234.6, "weighted_auxiliary_loss": 0.00211502630263567, "weighted_relation_loss": 0.00211502630263567 }, { "action_query_batch_std": 0.346015653014183, "action_query_norm": 40.786949920654294, "action_relation_loss": 0.0021731693064793943, "auxiliary_loss_weight": 1.0, "epoch": 22.291861552853135, "flow_matching_loss": 0.01859332751482725, "grad_norm": 0.10916482657194138, "h_stock_valid_norm": 97.82630233764648, "invalid_tail_samples": 27.3, "learning_rate": 1.1128831541193818e-05, "loss": 0.0208, "positive_teacher_pairs": 26051.9, "query_h_norm_ratio": 0.41693301498889923, "relation_loss": 0.0021731693064793943, "selected_pairs": 26051.9, "step": 23830, "student_distance_mean": 22.866211700439454, "teacher_distance_mean": 0.8502493321895599, "valid_action_samples": 228.7, "weighted_auxiliary_loss": 0.0021731693064793943, "weighted_relation_loss": 0.0021731693064793943 }, { "action_query_batch_std": 0.35114347338676455, "action_query_norm": 40.822030258178714, "action_relation_loss": 0.0022131934762001037, "auxiliary_loss_weight": 1.0, "epoch": 22.301216089803553, "flow_matching_loss": 0.018245735485106707, "grad_norm": 0.11392652243375778, "h_stock_valid_norm": 97.9726547241211, "invalid_tail_samples": 23.1, "learning_rate": 1.1094188644692255e-05, "loss": 0.0205, "positive_teacher_pairs": 27009.0, "query_h_norm_ratio": 0.4166688293218613, "relation_loss": 0.0022131934762001037, "selected_pairs": 27009.0, "step": 23840, "student_distance_mean": 23.006905174255373, "teacher_distance_mean": 0.8565351903438568, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0022131934762001037, "weighted_relation_loss": 0.0022131934762001037 }, { "action_query_batch_std": 0.34840327203273774, "action_query_norm": 40.78988761901856, "action_relation_loss": 0.002131305949296802, "auxiliary_loss_weight": 1.0, "epoch": 22.310570626753975, "flow_matching_loss": 0.01839590920135379, "grad_norm": 0.13701027631759644, "h_stock_valid_norm": 97.64288635253907, "invalid_tail_samples": 26.7, "learning_rate": 1.1059593022420067e-05, "loss": 0.0205, "positive_teacher_pairs": 26184.5, "query_h_norm_ratio": 0.41774965524673463, "relation_loss": 0.002131305949296802, "selected_pairs": 26184.5, "step": 23850, "student_distance_mean": 22.99454116821289, "teacher_distance_mean": 0.8580619692802429, "valid_action_samples": 229.3, "weighted_auxiliary_loss": 0.002131305949296802, "weighted_relation_loss": 0.002131305949296802 }, { "action_query_batch_std": 0.35093735456466674, "action_query_norm": 40.82414283752441, "action_relation_loss": 0.002150159887969494, "auxiliary_loss_weight": 1.0, "epoch": 22.319925163704397, "flow_matching_loss": 0.018067675922065974, "grad_norm": 0.1090458482503891, "h_stock_valid_norm": 97.67624130249024, "invalid_tail_samples": 24.2, "learning_rate": 1.1025044716414184e-05, "loss": 0.0202, "positive_teacher_pairs": 26757.7, "query_h_norm_ratio": 0.4179555684328079, "relation_loss": 0.002150159887969494, "selected_pairs": 26757.7, "step": 23860, "student_distance_mean": 23.124706268310547, "teacher_distance_mean": 0.8608139157295227, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.002150159887969494, "weighted_relation_loss": 0.002150159887969494 }, { "action_query_batch_std": 0.3506525486707687, "action_query_norm": 40.80496406555176, "action_relation_loss": 0.0020113020786084236, "auxiliary_loss_weight": 1.0, "epoch": 22.32927970065482, "flow_matching_loss": 0.016997635271400212, "grad_norm": 0.10058266669511795, "h_stock_valid_norm": 97.92334213256837, "invalid_tail_samples": 24.0, "learning_rate": 1.0990543768654082e-05, "loss": 0.019, "positive_teacher_pairs": 26804.4, "query_h_norm_ratio": 0.41670753955841067, "relation_loss": 0.0020113020786084236, "selected_pairs": 26804.4, "step": 23870, "student_distance_mean": 23.03685932159424, "teacher_distance_mean": 0.8588102400302887, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0020113020786084236, "weighted_relation_loss": 0.0020113020786084236 }, { "action_query_batch_std": 0.346627289056778, "action_query_norm": 40.75433158874512, "action_relation_loss": 0.002179406792856753, "auxiliary_loss_weight": 1.0, "epoch": 22.338634237605238, "flow_matching_loss": 0.016878704261034726, "grad_norm": 0.10829087346792221, "h_stock_valid_norm": 97.80125198364257, "invalid_tail_samples": 24.5, "learning_rate": 1.0956090221061655e-05, "loss": 0.0191, "positive_teacher_pairs": 26689.7, "query_h_norm_ratio": 0.41671003103256227, "relation_loss": 0.002179406792856753, "selected_pairs": 26689.7, "step": 23880, "student_distance_mean": 22.825977897644044, "teacher_distance_mean": 0.8518024265766144, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.002179406792856753, "weighted_relation_loss": 0.002179406792856753 }, { "action_query_batch_std": 0.34948924481868743, "action_query_norm": 40.78249397277832, "action_relation_loss": 0.002036551584023982, "auxiliary_loss_weight": 1.0, "epoch": 22.34798877455566, "flow_matching_loss": 0.01806167159229517, "grad_norm": 0.09938054531812668, "h_stock_valid_norm": 97.83184432983398, "invalid_tail_samples": 23.8, "learning_rate": 1.0921684115501208e-05, "loss": 0.0201, "positive_teacher_pairs": 26859.9, "query_h_norm_ratio": 0.41686452329158785, "relation_loss": 0.002036551584023982, "selected_pairs": 26859.9, "step": 23890, "student_distance_mean": 22.956085777282716, "teacher_distance_mean": 0.8553228437900543, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.002036551584023982, "weighted_relation_loss": 0.002036551584023982 }, { "action_query_batch_std": 0.3475064069032669, "action_query_norm": 40.790840530395506, "action_relation_loss": 0.002176578948274255, "auxiliary_loss_weight": 1.0, "epoch": 22.35734331150608, "flow_matching_loss": 0.018374201469123365, "grad_norm": 0.11478500068187714, "h_stock_valid_norm": 97.82283401489258, "invalid_tail_samples": 23.9, "learning_rate": 1.0887325493779405e-05, "loss": 0.0206, "positive_teacher_pairs": 26838.5, "query_h_norm_ratio": 0.4169889628887177, "relation_loss": 0.002176578948274255, "selected_pairs": 26838.5, "step": 23900, "student_distance_mean": 22.90255661010742, "teacher_distance_mean": 0.8536721050739289, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.002176578948274255, "weighted_relation_loss": 0.002176578948274255 }, { "action_query_batch_std": 0.35070980489254, "action_query_norm": 40.79458084106445, "action_relation_loss": 0.0020393421058543027, "auxiliary_loss_weight": 1.0, "epoch": 22.3666978484565, "flow_matching_loss": 0.016406848561018705, "grad_norm": 0.12017332762479782, "h_stock_valid_norm": 97.96829147338867, "invalid_tail_samples": 24.5, "learning_rate": 1.0853014397645207e-05, "loss": 0.0184, "positive_teacher_pairs": 26695.7, "query_h_norm_ratio": 0.4164064019918442, "relation_loss": 0.0020393421058543027, "selected_pairs": 26695.7, "step": 23910, "student_distance_mean": 22.99672927856445, "teacher_distance_mean": 0.8573339462280274, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.0020393421058543027, "weighted_relation_loss": 0.0020393421058543027 }, { "action_query_batch_std": 0.34781189560890197, "action_query_norm": 40.787496185302736, "action_relation_loss": 0.0021246668184176087, "auxiliary_loss_weight": 1.0, "epoch": 22.376052385406922, "flow_matching_loss": 0.017447217460721733, "grad_norm": 0.11833827942609787, "h_stock_valid_norm": 97.74444732666015, "invalid_tail_samples": 25.6, "learning_rate": 1.0818750868789829e-05, "loss": 0.0196, "positive_teacher_pairs": 26433.6, "query_h_norm_ratio": 0.41728958785533904, "relation_loss": 0.0021246668184176087, "selected_pairs": 26433.6, "step": 23920, "student_distance_mean": 22.81471996307373, "teacher_distance_mean": 0.8489904463291168, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.0021246668184176087, "weighted_relation_loss": 0.0021246668184176087 }, { "action_query_batch_std": 0.3522741585969925, "action_query_norm": 40.828162384033206, "action_relation_loss": 0.002020621451083571, "auxiliary_loss_weight": 1.0, "epoch": 22.385406922357344, "flow_matching_loss": 0.017598217446357013, "grad_norm": 0.13214924931526184, "h_stock_valid_norm": 98.00770492553711, "invalid_tail_samples": 22.1, "learning_rate": 1.0784534948846703e-05, "loss": 0.0196, "positive_teacher_pairs": 27245.9, "query_h_norm_ratio": 0.4165827870368958, "relation_loss": 0.002020621451083571, "selected_pairs": 27245.9, "step": 23930, "student_distance_mean": 23.142811584472657, "teacher_distance_mean": 0.8632162034511566, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.002020621451083571, "weighted_relation_loss": 0.002020621451083571 }, { "action_query_batch_std": 0.3517685145139694, "action_query_norm": 40.805152130126956, "action_relation_loss": 0.0021143052959814667, "auxiliary_loss_weight": 1.0, "epoch": 22.394761459307766, "flow_matching_loss": 0.01881320970132947, "grad_norm": 0.13990046083927155, "h_stock_valid_norm": 98.0085578918457, "invalid_tail_samples": 25.6, "learning_rate": 1.0750366679391393e-05, "loss": 0.0209, "positive_teacher_pairs": 26440.8, "query_h_norm_ratio": 0.4163470357656479, "relation_loss": 0.0021143052959814667, "selected_pairs": 26440.8, "step": 23940, "student_distance_mean": 23.146740341186522, "teacher_distance_mean": 0.8619961440563202, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.0021143052959814667, "weighted_relation_loss": 0.0021143052959814667 }, { "action_query_batch_std": 0.34771160781383514, "action_query_norm": 40.8330738067627, "action_relation_loss": 0.0020110207144170998, "auxiliary_loss_weight": 1.0, "epoch": 22.404115996258184, "flow_matching_loss": 0.01780571509152651, "grad_norm": 0.10087810456752777, "h_stock_valid_norm": 97.84759292602538, "invalid_tail_samples": 22.5, "learning_rate": 1.0716246101941557e-05, "loss": 0.0198, "positive_teacher_pairs": 27157.4, "query_h_norm_ratio": 0.41731628179550173, "relation_loss": 0.0020110207144170998, "selected_pairs": 27157.4, "step": 23950, "student_distance_mean": 22.828743171691894, "teacher_distance_mean": 0.850716894865036, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.0020110207144170998, "weighted_relation_loss": 0.0020110207144170998 }, { "action_query_batch_std": 0.3494638502597809, "action_query_norm": 40.776310729980466, "action_relation_loss": 0.002100602281279862, "auxiliary_loss_weight": 1.0, "epoch": 22.413470533208606, "flow_matching_loss": 0.01677681440487504, "grad_norm": 0.09767525643110275, "h_stock_valid_norm": 97.82458953857422, "invalid_tail_samples": 24.4, "learning_rate": 1.0682173257956934e-05, "loss": 0.0189, "positive_teacher_pairs": 26709.9, "query_h_norm_ratio": 0.41683806478977203, "relation_loss": 0.002100602281279862, "selected_pairs": 26709.9, "step": 23960, "student_distance_mean": 22.942413330078125, "teacher_distance_mean": 0.852373731136322, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.002100602281279862, "weighted_relation_loss": 0.002100602281279862 }, { "action_query_batch_std": 0.3499838560819626, "action_query_norm": 40.822357940673825, "action_relation_loss": 0.0021021330147050323, "auxiliary_loss_weight": 1.0, "epoch": 22.42282507015903, "flow_matching_loss": 0.016180775500833987, "grad_norm": 0.0949501097202301, "h_stock_valid_norm": 98.04284439086913, "invalid_tail_samples": 25.3, "learning_rate": 1.064814818883922e-05, "loss": 0.0183, "positive_teacher_pairs": 26502.5, "query_h_norm_ratio": 0.41637648940086364, "relation_loss": 0.0021021330147050323, "selected_pairs": 26502.5, "step": 23970, "student_distance_mean": 23.071041107177734, "teacher_distance_mean": 0.8569958508014679, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.0021021330147050323, "weighted_relation_loss": 0.0021021330147050323 }, { "action_query_batch_std": 0.3514868974685669, "action_query_norm": 40.815674209594725, "action_relation_loss": 0.002168475661892444, "auxiliary_loss_weight": 1.0, "epoch": 22.432179607109447, "flow_matching_loss": 0.018531528860330583, "grad_norm": 0.11732813715934753, "h_stock_valid_norm": 97.90873565673829, "invalid_tail_samples": 23.9, "learning_rate": 1.06141709359321e-05, "loss": 0.0207, "positive_teacher_pairs": 26835.2, "query_h_norm_ratio": 0.4168775141239166, "relation_loss": 0.002168475661892444, "selected_pairs": 26835.2, "step": 23980, "student_distance_mean": 23.055560493469237, "teacher_distance_mean": 0.8574924468994141, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.002168475661892444, "weighted_relation_loss": 0.002168475661892444 }, { "action_query_batch_std": 0.34806529581546786, "action_query_norm": 40.78258590698242, "action_relation_loss": 0.0020554266520775855, "auxiliary_loss_weight": 1.0, "epoch": 22.44153414405987, "flow_matching_loss": 0.016590792499482632, "grad_norm": 0.10853446274995804, "h_stock_valid_norm": 97.90133666992188, "invalid_tail_samples": 25.4, "learning_rate": 1.058024154052114e-05, "loss": 0.0186, "positive_teacher_pairs": 26475.9, "query_h_norm_ratio": 0.4165710985660553, "relation_loss": 0.0020554266520775855, "selected_pairs": 26475.9, "step": 23990, "student_distance_mean": 22.838426208496095, "teacher_distance_mean": 0.849645984172821, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.0020554266520775855, "weighted_relation_loss": 0.0020554266520775855 }, { "action_query_batch_std": 0.34995185136795043, "action_query_norm": 40.83575439453125, "action_relation_loss": 0.002111117565073073, "auxiliary_loss_weight": 1.0, "epoch": 22.45088868101029, "flow_matching_loss": 0.01703068716451526, "grad_norm": 0.15551283955574036, "h_stock_valid_norm": 97.81092529296875, "invalid_tail_samples": 22.6, "learning_rate": 1.0546360043833747e-05, "loss": 0.0191, "positive_teacher_pairs": 27126.5, "query_h_norm_ratio": 0.4174982160329819, "relation_loss": 0.002111117565073073, "selected_pairs": 27126.5, "step": 24000, "student_distance_mean": 23.10806064605713, "teacher_distance_mean": 0.8591970384120942, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.002111117565073073, "weighted_relation_loss": 0.002111117565073073 }, { "action_query_batch_std": 0.34357411563396456, "action_query_norm": 40.76793441772461, "action_relation_loss": 0.002166377764660865, "auxiliary_loss_weight": 1.0, "epoch": 22.46024321796071, "flow_matching_loss": 0.0184944030828774, "grad_norm": 0.1053575649857521, "h_stock_valid_norm": 97.83793258666992, "invalid_tail_samples": 21.7, "learning_rate": 1.0512526487039138e-05, "loss": 0.0207, "positive_teacher_pairs": 27335.3, "query_h_norm_ratio": 0.41669322848320006, "relation_loss": 0.002166377764660865, "selected_pairs": 27335.3, "step": 24010, "student_distance_mean": 22.630657577514647, "teacher_distance_mean": 0.8427047371864319, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.002166377764660865, "weighted_relation_loss": 0.002166377764660865 }, { "action_query_batch_std": 0.3509309083223343, "action_query_norm": 40.798851013183594, "action_relation_loss": 0.002009846572764218, "auxiliary_loss_weight": 1.0, "epoch": 22.46959775491113, "flow_matching_loss": 0.0160703438334167, "grad_norm": 0.08967047929763794, "h_stock_valid_norm": 97.82081756591796, "invalid_tail_samples": 23.1, "learning_rate": 1.0478740911248258e-05, "loss": 0.0181, "positive_teacher_pairs": 27018.1, "query_h_norm_ratio": 0.4170789748430252, "relation_loss": 0.002009846572764218, "selected_pairs": 27018.1, "step": 24020, "student_distance_mean": 22.875905418395995, "teacher_distance_mean": 0.8529518127441407, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.002009846572764218, "weighted_relation_loss": 0.002009846572764218 }, { "action_query_batch_std": 0.35007095634937285, "action_query_norm": 40.790442657470706, "action_relation_loss": 0.002178037608973682, "auxiliary_loss_weight": 1.0, "epoch": 22.478952291861553, "flow_matching_loss": 0.016530559025704862, "grad_norm": 0.10697557777166367, "h_stock_valid_norm": 97.80721817016601, "invalid_tail_samples": 22.7, "learning_rate": 1.0445003357513793e-05, "loss": 0.0187, "positive_teacher_pairs": 27104.7, "query_h_norm_ratio": 0.41705048084259033, "relation_loss": 0.002178037608973682, "selected_pairs": 27104.7, "step": 24030, "student_distance_mean": 22.944181632995605, "teacher_distance_mean": 0.8573908507823944, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.002178037608973682, "weighted_relation_loss": 0.002178037608973682 }, { "action_query_batch_std": 0.3486235707998276, "action_query_norm": 40.7749137878418, "action_relation_loss": 0.002009091363288462, "auxiliary_loss_weight": 1.0, "epoch": 22.488306828811975, "flow_matching_loss": 0.01700847102329135, "grad_norm": 0.09336473047733307, "h_stock_valid_norm": 97.81156539916992, "invalid_tail_samples": 22.4, "learning_rate": 1.0411313866830042e-05, "loss": 0.019, "positive_teacher_pairs": 27182.1, "query_h_norm_ratio": 0.4168752431869507, "relation_loss": 0.002009091363288462, "selected_pairs": 27182.1, "step": 24040, "student_distance_mean": 22.993414306640624, "teacher_distance_mean": 0.8568706572055816, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.002009091363288462, "weighted_relation_loss": 0.002009091363288462 }, { "action_query_batch_std": 0.348845911026001, "action_query_norm": 40.79842758178711, "action_relation_loss": 0.002148772485088557, "auxiliary_loss_weight": 1.0, "epoch": 22.497661365762394, "flow_matching_loss": 0.015731734689325094, "grad_norm": 0.09689901769161224, "h_stock_valid_norm": 97.80419235229492, "invalid_tail_samples": 22.8, "learning_rate": 1.0377672480132915e-05, "loss": 0.0179, "positive_teacher_pairs": 27081.9, "query_h_norm_ratio": 0.41714669167995455, "relation_loss": 0.002148772485088557, "selected_pairs": 27081.9, "step": 24050, "student_distance_mean": 22.84507808685303, "teacher_distance_mean": 0.8495422303676605, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.002148772485088557, "weighted_relation_loss": 0.002148772485088557 }, { "action_query_batch_std": 0.34957429468631745, "action_query_norm": 40.80439338684082, "action_relation_loss": 0.002120108553208411, "auxiliary_loss_weight": 1.0, "epoch": 22.507015902712816, "flow_matching_loss": 0.01643299050629139, "grad_norm": 0.12947343289852142, "h_stock_valid_norm": 97.73323287963868, "invalid_tail_samples": 20.9, "learning_rate": 1.0344079238299864e-05, "loss": 0.0186, "positive_teacher_pairs": 27527.0, "query_h_norm_ratio": 0.41751269102096555, "relation_loss": 0.002120108553208411, "selected_pairs": 27527.0, "step": 24060, "student_distance_mean": 22.848410606384277, "teacher_distance_mean": 0.8507800161838531, "valid_action_samples": 235.1, "weighted_auxiliary_loss": 0.002120108553208411, "weighted_relation_loss": 0.002120108553208411 }, { "action_query_batch_std": 0.3525917261838913, "action_query_norm": 40.809823989868164, "action_relation_loss": 0.002105812565423548, "auxiliary_loss_weight": 1.0, "epoch": 22.516370439663238, "flow_matching_loss": 0.01731391092762351, "grad_norm": 0.0879070833325386, "h_stock_valid_norm": 97.82227020263672, "invalid_tail_samples": 25.4, "learning_rate": 1.0310534182149833e-05, "loss": 0.0194, "positive_teacher_pairs": 26483.9, "query_h_norm_ratio": 0.41718330085277555, "relation_loss": 0.002105812565423548, "selected_pairs": 26483.9, "step": 24070, "student_distance_mean": 23.17246780395508, "teacher_distance_mean": 0.8612770140171051, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.002105812565423548, "weighted_relation_loss": 0.002105812565423548 }, { "action_query_batch_std": 0.3471011400222778, "action_query_norm": 40.77782936096192, "action_relation_loss": 0.0021514427033253016, "auxiliary_loss_weight": 1.0, "epoch": 22.525724976613656, "flow_matching_loss": 0.017151215020567177, "grad_norm": 0.0926484763622284, "h_stock_valid_norm": 97.65115661621094, "invalid_tail_samples": 24.8, "learning_rate": 1.0277037352443258e-05, "loss": 0.0193, "positive_teacher_pairs": 26625.2, "query_h_norm_ratio": 0.417587947845459, "relation_loss": 0.0021514427033253016, "selected_pairs": 26625.2, "step": 24080, "student_distance_mean": 22.835616493225096, "teacher_distance_mean": 0.850798225402832, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0021514427033253016, "weighted_relation_loss": 0.0021514427033253016 }, { "action_query_batch_std": 0.3479691594839096, "action_query_norm": 40.7947696685791, "action_relation_loss": 0.002157353749498725, "auxiliary_loss_weight": 1.0, "epoch": 22.535079513564078, "flow_matching_loss": 0.018015866354107856, "grad_norm": 0.09572894871234894, "h_stock_valid_norm": 97.6223991394043, "invalid_tail_samples": 21.6, "learning_rate": 1.024358878988193e-05, "loss": 0.0202, "positive_teacher_pairs": 27366.9, "query_h_norm_ratio": 0.41788381338119507, "relation_loss": 0.002157353749498725, "selected_pairs": 27366.9, "step": 24090, "student_distance_mean": 22.871367073059083, "teacher_distance_mean": 0.8527596354484558, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.002157353749498725, "weighted_relation_loss": 0.002157353749498725 }, { "action_query_batch_std": 0.3468227356672287, "action_query_norm": 40.78254432678223, "action_relation_loss": 0.0021073397132568062, "auxiliary_loss_weight": 1.0, "epoch": 22.5444340505145, "flow_matching_loss": 0.017986131086945533, "grad_norm": 0.09608770906925201, "h_stock_valid_norm": 97.77827453613281, "invalid_tail_samples": 26.1, "learning_rate": 1.0210188535108995e-05, "loss": 0.0201, "positive_teacher_pairs": 26328.0, "query_h_norm_ratio": 0.41709227561950685, "relation_loss": 0.0021073397132568062, "selected_pairs": 26328.0, "step": 24100, "student_distance_mean": 22.7656192779541, "teacher_distance_mean": 0.8485282361507416, "valid_action_samples": 229.9, "weighted_auxiliary_loss": 0.0021073397132568062, "weighted_relation_loss": 0.0021073397132568062 }, { "action_query_batch_std": 0.35223848521709444, "action_query_norm": 40.82504386901856, "action_relation_loss": 0.0021083715837448835, "auxiliary_loss_weight": 1.0, "epoch": 22.553788587464922, "flow_matching_loss": 0.01581037463620305, "grad_norm": 0.09754971414804459, "h_stock_valid_norm": 97.96093673706055, "invalid_tail_samples": 22.6, "learning_rate": 1.0176836628708935e-05, "loss": 0.0179, "positive_teacher_pairs": 27130.6, "query_h_norm_ratio": 0.4167494922876358, "relation_loss": 0.0021083715837448835, "selected_pairs": 27130.6, "step": 24110, "student_distance_mean": 23.189783668518068, "teacher_distance_mean": 0.8670444846153259, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.0021083715837448835, "weighted_relation_loss": 0.0021083715837448835 }, { "action_query_batch_std": 0.3498631030321121, "action_query_norm": 40.792847061157225, "action_relation_loss": 0.0020279604359529912, "auxiliary_loss_weight": 1.0, "epoch": 22.56314312441534, "flow_matching_loss": 0.0180779074318707, "grad_norm": 0.09113913774490356, "h_stock_valid_norm": 97.99922561645508, "invalid_tail_samples": 23.7, "learning_rate": 1.0143533111207454e-05, "loss": 0.0201, "positive_teacher_pairs": 26878.9, "query_h_norm_ratio": 0.41625922322273257, "relation_loss": 0.0020279604359529912, "selected_pairs": 26878.9, "step": 24120, "student_distance_mean": 23.033404922485353, "teacher_distance_mean": 0.8619843065738678, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0020279604359529912, "weighted_relation_loss": 0.0020279604359529912 }, { "action_query_batch_std": 0.34789353609085083, "action_query_norm": 40.79242362976074, "action_relation_loss": 0.002142752450890839, "auxiliary_loss_weight": 1.0, "epoch": 22.572497661365762, "flow_matching_loss": 0.018716789595782757, "grad_norm": 0.0952097699046135, "h_stock_valid_norm": 98.04525833129883, "invalid_tail_samples": 23.4, "learning_rate": 1.0110278023071446e-05, "loss": 0.0209, "positive_teacher_pairs": 26956.0, "query_h_norm_ratio": 0.41605846881866454, "relation_loss": 0.002142752450890839, "selected_pairs": 26956.0, "step": 24130, "student_distance_mean": 22.86411762237549, "teacher_distance_mean": 0.8538169026374817, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.002142752450890839, "weighted_relation_loss": 0.002142752450890839 }, { "action_query_batch_std": 0.34236363172531126, "action_query_norm": 40.738132858276366, "action_relation_loss": 0.00214854150544852, "auxiliary_loss_weight": 1.0, "epoch": 22.581852198316184, "flow_matching_loss": 0.01815407397225499, "grad_norm": 0.11968429386615753, "h_stock_valid_norm": 97.94654541015625, "invalid_tail_samples": 23.1, "learning_rate": 1.007707140470901e-05, "loss": 0.0203, "positive_teacher_pairs": 27023.3, "query_h_norm_ratio": 0.41592274606227875, "relation_loss": 0.00214854150544852, "selected_pairs": 27023.3, "step": 24140, "student_distance_mean": 22.553985595703125, "teacher_distance_mean": 0.8428349375724793, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.00214854150544852, "weighted_relation_loss": 0.00214854150544852 }, { "action_query_batch_std": 0.34621343910694125, "action_query_norm": 40.79181900024414, "action_relation_loss": 0.002030929399188608, "auxiliary_loss_weight": 1.0, "epoch": 22.591206735266603, "flow_matching_loss": 0.015902674570679665, "grad_norm": 0.11750461906194687, "h_stock_valid_norm": 97.70786514282227, "invalid_tail_samples": 24.3, "learning_rate": 1.0043913296469298e-05, "loss": 0.0179, "positive_teacher_pairs": 26734.7, "query_h_norm_ratio": 0.4174901694059372, "relation_loss": 0.002030929399188608, "selected_pairs": 26734.7, "step": 24150, "student_distance_mean": 22.82017230987549, "teacher_distance_mean": 0.8502480864524842, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.002030929399188608, "weighted_relation_loss": 0.002030929399188608 }, { "action_query_batch_std": 0.34761241674423216, "action_query_norm": 40.78842391967773, "action_relation_loss": 0.0021302281995303927, "auxiliary_loss_weight": 1.0, "epoch": 22.600561272217025, "flow_matching_loss": 0.016754387971013786, "grad_norm": 0.14889897406101227, "h_stock_valid_norm": 97.84331588745117, "invalid_tail_samples": 24.2, "learning_rate": 1.001080373864255e-05, "loss": 0.0189, "positive_teacher_pairs": 26760.6, "query_h_norm_ratio": 0.41687813103199006, "relation_loss": 0.0021302281995303927, "selected_pairs": 26760.6, "step": 24160, "student_distance_mean": 22.855389976501463, "teacher_distance_mean": 0.852543169260025, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0021302281995303927, "weighted_relation_loss": 0.0021302281995303927 }, { "action_query_batch_std": 0.3476191520690918, "action_query_norm": 40.78401260375976, "action_relation_loss": 0.002187184733338654, "auxiliary_loss_weight": 1.0, "epoch": 22.609915809167447, "flow_matching_loss": 0.017301785293966532, "grad_norm": 0.10170643031597137, "h_stock_valid_norm": 98.04324188232422, "invalid_tail_samples": 24.5, "learning_rate": 9.977742771459991e-06, "loss": 0.0195, "positive_teacher_pairs": 26699.1, "query_h_norm_ratio": 0.415983447432518, "relation_loss": 0.002187184733338654, "selected_pairs": 26699.1, "step": 24170, "student_distance_mean": 22.799064064025877, "teacher_distance_mean": 0.8507328987121582, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.002187184733338654, "weighted_relation_loss": 0.002187184733338654 }, { "action_query_batch_std": 0.3467151880264282, "action_query_norm": 40.788478469848634, "action_relation_loss": 0.0020696508814580738, "auxiliary_loss_weight": 1.0, "epoch": 22.61927034611787, "flow_matching_loss": 0.018180291447788478, "grad_norm": 0.0828692764043808, "h_stock_valid_norm": 98.09579544067383, "invalid_tail_samples": 21.1, "learning_rate": 9.944730435093802e-06, "loss": 0.0202, "positive_teacher_pairs": 27487.1, "query_h_norm_ratio": 0.4158034652471542, "relation_loss": 0.0020696508814580738, "selected_pairs": 27487.1, "step": 24180, "student_distance_mean": 22.867459106445313, "teacher_distance_mean": 0.8534013748168945, "valid_action_samples": 234.9, "weighted_auxiliary_loss": 0.0020696508814580738, "weighted_relation_loss": 0.0020696508814580738 }, { "action_query_batch_std": 0.34763323366641996, "action_query_norm": 40.79763984680176, "action_relation_loss": 0.0021710295812226834, "auxiliary_loss_weight": 1.0, "epoch": 22.628624883068287, "flow_matching_loss": 0.01752804294228554, "grad_norm": 0.08384914696216583, "h_stock_valid_norm": 97.97075119018555, "invalid_tail_samples": 23.2, "learning_rate": 9.911766769657115e-06, "loss": 0.0197, "positive_teacher_pairs": 26993.2, "query_h_norm_ratio": 0.41643090546131134, "relation_loss": 0.0021710295812226834, "selected_pairs": 26993.2, "step": 24190, "student_distance_mean": 22.961390876770018, "teacher_distance_mean": 0.8552118599414825, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0021710295812226834, "weighted_relation_loss": 0.0021710295812226834 }, { "action_query_batch_std": 0.3508993059396744, "action_query_norm": 40.79710426330566, "action_relation_loss": 0.002154997014440596, "auxiliary_loss_weight": 1.0, "epoch": 22.63797942001871, "flow_matching_loss": 0.017286648880690335, "grad_norm": 0.08270809054374695, "h_stock_valid_norm": 98.04245223999024, "invalid_tail_samples": 22.8, "learning_rate": 9.878851815203882e-06, "loss": 0.0194, "positive_teacher_pairs": 27096.7, "query_h_norm_ratio": 0.41611859798431394, "relation_loss": 0.002154997014440596, "selected_pairs": 27096.7, "step": 24200, "student_distance_mean": 23.046519660949706, "teacher_distance_mean": 0.8588520467281342, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.002154997014440596, "weighted_relation_loss": 0.002154997014440596 }, { "action_query_batch_std": 0.3483246326446533, "action_query_norm": 40.78819198608399, "action_relation_loss": 0.002147616143338382, "auxiliary_loss_weight": 1.0, "epoch": 22.64733395696913, "flow_matching_loss": 0.017265864368528127, "grad_norm": 0.08303944021463394, "h_stock_valid_norm": 97.87439041137695, "invalid_tail_samples": 24.8, "learning_rate": 9.845985611728864e-06, "loss": 0.0194, "positive_teacher_pairs": 26617.4, "query_h_norm_ratio": 0.4167467415332794, "relation_loss": 0.002147616143338382, "selected_pairs": 26617.4, "step": 24210, "student_distance_mean": 22.9161735534668, "teacher_distance_mean": 0.8565591633319855, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.002147616143338382, "weighted_relation_loss": 0.002147616143338382 }, { "action_query_batch_std": 0.3504564255475998, "action_query_norm": 40.78449478149414, "action_relation_loss": 0.0021651130286045373, "auxiliary_loss_weight": 1.0, "epoch": 22.65668849391955, "flow_matching_loss": 0.019254656601697208, "grad_norm": 0.1608385443687439, "h_stock_valid_norm": 97.73444061279297, "invalid_tail_samples": 23.9, "learning_rate": 9.813168199167606e-06, "loss": 0.0214, "positive_teacher_pairs": 26825.5, "query_h_norm_ratio": 0.41730065941810607, "relation_loss": 0.0021651130286045373, "selected_pairs": 26825.5, "step": 24220, "student_distance_mean": 22.980266189575197, "teacher_distance_mean": 0.8566284716129303, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0021651130286045373, "weighted_relation_loss": 0.0021651130286045373 }, { "action_query_batch_std": 0.34744673371315005, "action_query_norm": 40.7797248840332, "action_relation_loss": 0.002035243425052613, "auxiliary_loss_weight": 1.0, "epoch": 22.66604303086997, "flow_matching_loss": 0.01957924831658602, "grad_norm": 0.09654366225004196, "h_stock_valid_norm": 97.87623138427735, "invalid_tail_samples": 24.1, "learning_rate": 9.780399617396341e-06, "loss": 0.0216, "positive_teacher_pairs": 26780.5, "query_h_norm_ratio": 0.41664727628231046, "relation_loss": 0.002035243425052613, "selected_pairs": 26780.5, "step": 24230, "student_distance_mean": 22.803497314453125, "teacher_distance_mean": 0.8502298176288605, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.002035243425052613, "weighted_relation_loss": 0.002035243425052613 }, { "action_query_batch_std": 0.3493572026491165, "action_query_norm": 40.76748771667481, "action_relation_loss": 0.0020903711556456983, "auxiliary_loss_weight": 1.0, "epoch": 22.675397567820394, "flow_matching_loss": 0.017971752025187016, "grad_norm": 0.09016891568899155, "h_stock_valid_norm": 97.74524154663087, "invalid_tail_samples": 23.7, "learning_rate": 9.747679906232016e-06, "loss": 0.0201, "positive_teacher_pairs": 26877.4, "query_h_norm_ratio": 0.41708196997642516, "relation_loss": 0.0020903711556456983, "selected_pairs": 26877.4, "step": 24240, "student_distance_mean": 22.928942489624024, "teacher_distance_mean": 0.8577432453632354, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0020903711556456983, "weighted_relation_loss": 0.0020903711556456983 }, { "action_query_batch_std": 0.3455043226480484, "action_query_norm": 40.73721694946289, "action_relation_loss": 0.002107298863120377, "auxiliary_loss_weight": 1.0, "epoch": 22.684752104770816, "flow_matching_loss": 0.017579436115920544, "grad_norm": 0.07746658474206924, "h_stock_valid_norm": 97.9000358581543, "invalid_tail_samples": 21.2, "learning_rate": 9.715009105432138e-06, "loss": 0.0197, "positive_teacher_pairs": 27467.2, "query_h_norm_ratio": 0.4161131829023361, "relation_loss": 0.002107298863120377, "selected_pairs": 27467.2, "step": 24250, "student_distance_mean": 22.677493476867674, "teacher_distance_mean": 0.8477605104446411, "valid_action_samples": 234.8, "weighted_auxiliary_loss": 0.002107298863120377, "weighted_relation_loss": 0.002107298863120377 }, { "action_query_batch_std": 0.3529743760824203, "action_query_norm": 40.80659217834473, "action_relation_loss": 0.0020424593007192017, "auxiliary_loss_weight": 1.0, "epoch": 22.694106641721234, "flow_matching_loss": 0.017885181587189436, "grad_norm": 0.10172972828149796, "h_stock_valid_norm": 97.9221206665039, "invalid_tail_samples": 25.4, "learning_rate": 9.682387254694835e-06, "loss": 0.0199, "positive_teacher_pairs": 26482.2, "query_h_norm_ratio": 0.416726416349411, "relation_loss": 0.0020424593007192017, "selected_pairs": 26482.2, "step": 24260, "student_distance_mean": 23.172096061706544, "teacher_distance_mean": 0.8660654067993164, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.0020424593007192017, "weighted_relation_loss": 0.0020424593007192017 }, { "action_query_batch_std": 0.3485968381166458, "action_query_norm": 40.765890502929686, "action_relation_loss": 0.0020637293113395573, "auxiliary_loss_weight": 1.0, "epoch": 22.703461178671656, "flow_matching_loss": 0.017938202898949384, "grad_norm": 0.1107143759727478, "h_stock_valid_norm": 97.88024291992187, "invalid_tail_samples": 25.2, "learning_rate": 9.649814393658723e-06, "loss": 0.02, "positive_teacher_pairs": 26526.5, "query_h_norm_ratio": 0.4164906919002533, "relation_loss": 0.0020637293113395573, "selected_pairs": 26526.5, "step": 24270, "student_distance_mean": 22.842038345336913, "teacher_distance_mean": 0.852258950471878, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.0020637293113395573, "weighted_relation_loss": 0.0020637293113395573 }, { "action_query_batch_std": 0.34945483803749083, "action_query_norm": 40.79711723327637, "action_relation_loss": 0.002123286062851548, "auxiliary_loss_weight": 1.0, "epoch": 22.712815715622078, "flow_matching_loss": 0.018646195344626904, "grad_norm": 0.15158464014530182, "h_stock_valid_norm": 98.04828491210938, "invalid_tail_samples": 22.2, "learning_rate": 9.617290561902881e-06, "loss": 0.0208, "positive_teacher_pairs": 27218.8, "query_h_norm_ratio": 0.4160931080579758, "relation_loss": 0.002123286062851548, "selected_pairs": 27218.8, "step": 24280, "student_distance_mean": 22.989536094665528, "teacher_distance_mean": 0.8579918205738067, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.002123286062851548, "weighted_relation_loss": 0.002123286062851548 }, { "action_query_batch_std": 0.3466006815433502, "action_query_norm": 40.75594863891602, "action_relation_loss": 0.0020904571516439318, "auxiliary_loss_weight": 1.0, "epoch": 22.722170252572496, "flow_matching_loss": 0.018580698966979982, "grad_norm": 0.12260454893112183, "h_stock_valid_norm": 98.01770095825195, "invalid_tail_samples": 23.2, "learning_rate": 9.584815798946861e-06, "loss": 0.0207, "positive_teacher_pairs": 26989.9, "query_h_norm_ratio": 0.41580512523651125, "relation_loss": 0.0020904571516439318, "selected_pairs": 26989.9, "step": 24290, "student_distance_mean": 22.815884017944335, "teacher_distance_mean": 0.8526827692985535, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0020904571516439318, "weighted_relation_loss": 0.0020904571516439318 }, { "action_query_batch_std": 0.3490023612976074, "action_query_norm": 40.783233642578125, "action_relation_loss": 0.002072194789070636, "auxiliary_loss_weight": 1.0, "epoch": 22.73152478952292, "flow_matching_loss": 0.01584047554060817, "grad_norm": 0.1275133192539215, "h_stock_valid_norm": 97.85112686157227, "invalid_tail_samples": 23.3, "learning_rate": 9.55239014425055e-06, "loss": 0.0179, "positive_teacher_pairs": 26968.6, "query_h_norm_ratio": 0.4167889267206192, "relation_loss": 0.002072194789070636, "selected_pairs": 26968.6, "step": 24300, "student_distance_mean": 22.932421493530274, "teacher_distance_mean": 0.8578994631767273, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.002072194789070636, "weighted_relation_loss": 0.002072194789070636 }, { "action_query_batch_std": 0.34606834650039675, "action_query_norm": 40.74465713500977, "action_relation_loss": 0.0020887105958536266, "auxiliary_loss_weight": 1.0, "epoch": 22.74087932647334, "flow_matching_loss": 0.019021268095821144, "grad_norm": 0.1189136728644371, "h_stock_valid_norm": 98.04926071166992, "invalid_tail_samples": 23.6, "learning_rate": 9.520013637214176e-06, "loss": 0.0211, "positive_teacher_pairs": 26895.7, "query_h_norm_ratio": 0.4155567139387131, "relation_loss": 0.0020887105958536266, "selected_pairs": 26895.7, "step": 24310, "student_distance_mean": 22.731558990478515, "teacher_distance_mean": 0.8506321966648102, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0020887105958536266, "weighted_relation_loss": 0.0020887105958536266 }, { "action_query_batch_std": 0.3478266835212708, "action_query_norm": 40.773141860961914, "action_relation_loss": 0.0020914795226417483, "auxiliary_loss_weight": 1.0, "epoch": 22.75023386342376, "flow_matching_loss": 0.01710228994488716, "grad_norm": 0.09496574848890305, "h_stock_valid_norm": 98.12352676391602, "invalid_tail_samples": 21.1, "learning_rate": 9.48768631717824e-06, "loss": 0.0192, "positive_teacher_pairs": 27479.5, "query_h_norm_ratio": 0.4155302196741104, "relation_loss": 0.0020914795226417483, "selected_pairs": 27479.5, "step": 24320, "student_distance_mean": 22.71428108215332, "teacher_distance_mean": 0.849378091096878, "valid_action_samples": 234.9, "weighted_auxiliary_loss": 0.0020914795226417483, "weighted_relation_loss": 0.0020914795226417483 }, { "action_query_batch_std": 0.347366127371788, "action_query_norm": 40.743910217285155, "action_relation_loss": 0.0020701287081465124, "auxiliary_loss_weight": 1.0, "epoch": 22.75958840037418, "flow_matching_loss": 0.01727978279814124, "grad_norm": 0.11441058665513992, "h_stock_valid_norm": 98.0903923034668, "invalid_tail_samples": 27.3, "learning_rate": 9.455408223423496e-06, "loss": 0.0193, "positive_teacher_pairs": 26052.3, "query_h_norm_ratio": 0.415372297167778, "relation_loss": 0.0020701287081465124, "selected_pairs": 26052.3, "step": 24330, "student_distance_mean": 22.892733764648437, "teacher_distance_mean": 0.8559616327285766, "valid_action_samples": 228.7, "weighted_auxiliary_loss": 0.0020701287081465124, "weighted_relation_loss": 0.0020701287081465124 }, { "action_query_batch_std": 0.3466757953166962, "action_query_norm": 40.77121696472168, "action_relation_loss": 0.00206946162506938, "auxiliary_loss_weight": 1.0, "epoch": 22.768942937324603, "flow_matching_loss": 0.019098660722374917, "grad_norm": 0.114744633436203, "h_stock_valid_norm": 98.09696426391602, "invalid_tail_samples": 23.8, "learning_rate": 9.423179395170845e-06, "loss": 0.0212, "positive_teacher_pairs": 26851.1, "query_h_norm_ratio": 0.4156242787837982, "relation_loss": 0.00206946162506938, "selected_pairs": 26851.1, "step": 24340, "student_distance_mean": 22.789191055297852, "teacher_distance_mean": 0.8511699616909028, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.00206946162506938, "weighted_relation_loss": 0.00206946162506938 }, { "action_query_batch_std": 0.350870418548584, "action_query_norm": 40.806864166259764, "action_relation_loss": 0.0020714620361104606, "auxiliary_loss_weight": 1.0, "epoch": 22.778297474275025, "flow_matching_loss": 0.01777997612953186, "grad_norm": 0.11060896515846252, "h_stock_valid_norm": 97.9223731994629, "invalid_tail_samples": 19.2, "learning_rate": 9.390999871581391e-06, "loss": 0.0199, "positive_teacher_pairs": 27927.1, "query_h_norm_ratio": 0.41672763228416443, "relation_loss": 0.0020714620361104606, "selected_pairs": 27927.1, "step": 24350, "student_distance_mean": 23.01049976348877, "teacher_distance_mean": 0.8596964716911316, "valid_action_samples": 236.8, "weighted_auxiliary_loss": 0.0020714620361104606, "weighted_relation_loss": 0.0020714620361104606 }, { "action_query_batch_std": 0.352052703499794, "action_query_norm": 40.82632675170898, "action_relation_loss": 0.00212076521711424, "auxiliary_loss_weight": 1.0, "epoch": 22.787652011225443, "flow_matching_loss": 0.018546319101005793, "grad_norm": 0.08198712021112442, "h_stock_valid_norm": 97.92401885986328, "invalid_tail_samples": 24.4, "learning_rate": 9.358869691756273e-06, "loss": 0.0207, "positive_teacher_pairs": 26719.0, "query_h_norm_ratio": 0.41692063212394714, "relation_loss": 0.00212076521711424, "selected_pairs": 26719.0, "step": 24360, "student_distance_mean": 23.02833309173584, "teacher_distance_mean": 0.8596248149871826, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.00212076521711424, "weighted_relation_loss": 0.00212076521711424 }, { "action_query_batch_std": 0.3446770519018173, "action_query_norm": 40.766302490234374, "action_relation_loss": 0.0021305480040609837, "auxiliary_loss_weight": 1.0, "epoch": 22.797006548175865, "flow_matching_loss": 0.017267544846981765, "grad_norm": 0.09254445880651474, "h_stock_valid_norm": 97.96540603637695, "invalid_tail_samples": 26.1, "learning_rate": 9.326788894736688e-06, "loss": 0.0194, "positive_teacher_pairs": 26320.1, "query_h_norm_ratio": 0.4161306768655777, "relation_loss": 0.0021305480040609837, "selected_pairs": 26320.1, "step": 24370, "student_distance_mean": 22.730103302001954, "teacher_distance_mean": 0.8488696813583374, "valid_action_samples": 229.9, "weighted_auxiliary_loss": 0.0021305480040609837, "weighted_relation_loss": 0.0021305480040609837 }, { "action_query_batch_std": 0.3466774135828018, "action_query_norm": 40.78260192871094, "action_relation_loss": 0.002082586265169084, "auxiliary_loss_weight": 1.0, "epoch": 22.806361085126287, "flow_matching_loss": 0.01729603037238121, "grad_norm": 0.12889400124549866, "h_stock_valid_norm": 97.8546356201172, "invalid_tail_samples": 23.8, "learning_rate": 9.294757519503811e-06, "loss": 0.0194, "positive_teacher_pairs": 26846.6, "query_h_norm_ratio": 0.4167681485414505, "relation_loss": 0.002082586265169084, "selected_pairs": 26846.6, "step": 24380, "student_distance_mean": 22.827331352233887, "teacher_distance_mean": 0.8503986895084381, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.002082586265169084, "weighted_relation_loss": 0.002082586265169084 }, { "action_query_batch_std": 0.3450722604990005, "action_query_norm": 40.74889450073242, "action_relation_loss": 0.0020830529392696917, "auxiliary_loss_weight": 1.0, "epoch": 22.815715622076706, "flow_matching_loss": 0.016937302984297277, "grad_norm": 0.08525311946868896, "h_stock_valid_norm": 98.0740364074707, "invalid_tail_samples": 23.5, "learning_rate": 9.262775604978819e-06, "loss": 0.019, "positive_teacher_pairs": 26919.4, "query_h_norm_ratio": 0.415493506193161, "relation_loss": 0.0020830529392696917, "selected_pairs": 26919.4, "step": 24390, "student_distance_mean": 22.70676441192627, "teacher_distance_mean": 0.8490934491157531, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0020830529392696917, "weighted_relation_loss": 0.0020830529392696917 }, { "action_query_batch_std": 0.3483558475971222, "action_query_norm": 40.793164825439455, "action_relation_loss": 0.0021122679696418344, "auxiliary_loss_weight": 1.0, "epoch": 22.825070159027128, "flow_matching_loss": 0.01865677097812295, "grad_norm": 0.1038319319486618, "h_stock_valid_norm": 98.03370742797851, "invalid_tail_samples": 24.3, "learning_rate": 9.230843190022725e-06, "loss": 0.0208, "positive_teacher_pairs": 26739.8, "query_h_norm_ratio": 0.41611576080322266, "relation_loss": 0.0021122679696418344, "selected_pairs": 26739.8, "step": 24400, "student_distance_mean": 22.9426118850708, "teacher_distance_mean": 0.8556721270084381, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0021122679696418344, "weighted_relation_loss": 0.0021122679696418344 }, { "action_query_batch_std": 0.34475726187229155, "action_query_norm": 40.75646820068359, "action_relation_loss": 0.0021178033668547867, "auxiliary_loss_weight": 1.0, "epoch": 22.83442469597755, "flow_matching_loss": 0.01712898975238204, "grad_norm": 0.1054869294166565, "h_stock_valid_norm": 98.08187408447266, "invalid_tail_samples": 24.2, "learning_rate": 9.198960313436445e-06, "loss": 0.0192, "positive_teacher_pairs": 26754.1, "query_h_norm_ratio": 0.41553749740123747, "relation_loss": 0.0021178033668547867, "selected_pairs": 26754.1, "step": 24410, "student_distance_mean": 22.70933303833008, "teacher_distance_mean": 0.8483922421932221, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0021178033668547867, "weighted_relation_loss": 0.0021178033668547867 }, { "action_query_batch_std": 0.3533098191022873, "action_query_norm": 40.80668144226074, "action_relation_loss": 0.001989171782042831, "auxiliary_loss_weight": 1.0, "epoch": 22.84377923292797, "flow_matching_loss": 0.017099518980830907, "grad_norm": 0.0990842953324318, "h_stock_valid_norm": 98.29472045898437, "invalid_tail_samples": 22.1, "learning_rate": 9.16712701396067e-06, "loss": 0.0191, "positive_teacher_pairs": 27244.9, "query_h_norm_ratio": 0.41514859199523924, "relation_loss": 0.001989171782042831, "selected_pairs": 27244.9, "step": 24420, "student_distance_mean": 23.09694061279297, "teacher_distance_mean": 0.8618566691875458, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.001989171782042831, "weighted_relation_loss": 0.001989171782042831 }, { "action_query_batch_std": 0.3483207285404205, "action_query_norm": 40.76109313964844, "action_relation_loss": 0.0022237664088606834, "auxiliary_loss_weight": 1.0, "epoch": 22.85313376987839, "flow_matching_loss": 0.015592989977449179, "grad_norm": 0.10030663013458252, "h_stock_valid_norm": 97.94803619384766, "invalid_tail_samples": 24.3, "learning_rate": 9.135343330275864e-06, "loss": 0.0178, "positive_teacher_pairs": 26730.6, "query_h_norm_ratio": 0.4161576867103577, "relation_loss": 0.0022237664088606834, "selected_pairs": 26730.6, "step": 24430, "student_distance_mean": 22.89478130340576, "teacher_distance_mean": 0.8547436356544494, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0022237664088606834, "weighted_relation_loss": 0.0022237664088606834 }, { "action_query_batch_std": 0.34947572350502015, "action_query_norm": 40.76898384094238, "action_relation_loss": 0.0020729853655211627, "auxiliary_loss_weight": 1.0, "epoch": 22.862488306828812, "flow_matching_loss": 0.015876058861613272, "grad_norm": 0.13105541467666626, "h_stock_valid_norm": 98.05869598388672, "invalid_tail_samples": 22.3, "learning_rate": 9.10360930100218e-06, "loss": 0.0179, "positive_teacher_pairs": 27199.3, "query_h_norm_ratio": 0.4157626301050186, "relation_loss": 0.0020729853655211627, "selected_pairs": 27199.3, "step": 24440, "student_distance_mean": 22.84840621948242, "teacher_distance_mean": 0.8535149216651916, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.0020729853655211627, "weighted_relation_loss": 0.0020729853655211627 }, { "action_query_batch_std": 0.35328505635261537, "action_query_norm": 40.81799850463867, "action_relation_loss": 0.002016133302822709, "auxiliary_loss_weight": 1.0, "epoch": 22.871842843779234, "flow_matching_loss": 0.017191296629607677, "grad_norm": 0.09765328466892242, "h_stock_valid_norm": 98.01180572509766, "invalid_tail_samples": 24.7, "learning_rate": 9.07192496469949e-06, "loss": 0.0192, "positive_teacher_pairs": 26649.6, "query_h_norm_ratio": 0.41646764278411863, "relation_loss": 0.002016133302822709, "selected_pairs": 26649.6, "step": 24450, "student_distance_mean": 23.15149269104004, "teacher_distance_mean": 0.8668935060501098, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.002016133302822709, "weighted_relation_loss": 0.002016133302822709 }, { "action_query_batch_std": 0.35283600687980654, "action_query_norm": 40.76839256286621, "action_relation_loss": 0.0020629003527574243, "auxiliary_loss_weight": 1.0, "epoch": 22.881197380729652, "flow_matching_loss": 0.016366266552358864, "grad_norm": 0.09530330449342728, "h_stock_valid_norm": 97.99501495361328, "invalid_tail_samples": 23.5, "learning_rate": 9.040290359867231e-06, "loss": 0.0184, "positive_teacher_pairs": 26925.1, "query_h_norm_ratio": 0.41602663397789, "relation_loss": 0.0020629003527574243, "selected_pairs": 26925.1, "step": 24460, "student_distance_mean": 23.216433143615724, "teacher_distance_mean": 0.8674599707126618, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0020629003527574243, "weighted_relation_loss": 0.0020629003527574243 }, { "action_query_batch_std": 0.3477292060852051, "action_query_norm": 40.771643447875974, "action_relation_loss": 0.00204258079174906, "auxiliary_loss_weight": 1.0, "epoch": 22.890551917680074, "flow_matching_loss": 0.018095082510262726, "grad_norm": 0.08494090288877487, "h_stock_valid_norm": 98.11907043457032, "invalid_tail_samples": 22.4, "learning_rate": 9.008705524944438e-06, "loss": 0.0201, "positive_teacher_pairs": 27174.9, "query_h_norm_ratio": 0.4155353128910065, "relation_loss": 0.00204258079174906, "selected_pairs": 27174.9, "step": 24470, "student_distance_mean": 22.820771980285645, "teacher_distance_mean": 0.8546174168586731, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.00204258079174906, "weighted_relation_loss": 0.00204258079174906 }, { "action_query_batch_std": 0.34240533113479615, "action_query_norm": 40.72547950744629, "action_relation_loss": 0.0020828594220802187, "auxiliary_loss_weight": 1.0, "epoch": 22.899906454630496, "flow_matching_loss": 0.017485632747411727, "grad_norm": 0.10019098222255707, "h_stock_valid_norm": 98.18506088256837, "invalid_tail_samples": 24.2, "learning_rate": 8.977170498309651e-06, "loss": 0.0196, "positive_teacher_pairs": 26758.1, "query_h_norm_ratio": 0.4147870600223541, "relation_loss": 0.0020828594220802187, "selected_pairs": 26758.1, "step": 24480, "student_distance_mean": 22.528042030334472, "teacher_distance_mean": 0.8423701405525208, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0020828594220802187, "weighted_relation_loss": 0.0020828594220802187 }, { "action_query_batch_std": 0.34448841512203215, "action_query_norm": 40.74551429748535, "action_relation_loss": 0.0021043709828518333, "auxiliary_loss_weight": 1.0, "epoch": 22.90926099158092, "flow_matching_loss": 0.01702535282820463, "grad_norm": 0.11495797336101532, "h_stock_valid_norm": 98.24905853271484, "invalid_tail_samples": 23.4, "learning_rate": 8.945685318280916e-06, "loss": 0.0191, "positive_teacher_pairs": 26942.2, "query_h_norm_ratio": 0.41472010016441346, "relation_loss": 0.0021043709828518333, "selected_pairs": 26942.2, "step": 24490, "student_distance_mean": 22.60946617126465, "teacher_distance_mean": 0.8451205134391785, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.0021043709828518333, "weighted_relation_loss": 0.0021043709828518333 }, { "action_query_batch_std": 0.34732393026351926, "action_query_norm": 40.76275100708008, "action_relation_loss": 0.0021748880739323796, "auxiliary_loss_weight": 1.0, "epoch": 22.918615528531337, "flow_matching_loss": 0.01771827954798937, "grad_norm": 0.10794107615947723, "h_stock_valid_norm": 97.94320831298828, "invalid_tail_samples": 21.9, "learning_rate": 8.914250023115672e-06, "loss": 0.0199, "positive_teacher_pairs": 27293.2, "query_h_norm_ratio": 0.416191092133522, "relation_loss": 0.0021748880739323796, "selected_pairs": 27293.2, "step": 24500, "student_distance_mean": 22.822027015686036, "teacher_distance_mean": 0.8535805821418763, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.0021748880739323796, "weighted_relation_loss": 0.0021748880739323796 }, { "action_query_batch_std": 0.3498919397592545, "action_query_norm": 40.77208290100098, "action_relation_loss": 0.0020532696973532437, "auxiliary_loss_weight": 1.0, "epoch": 22.92797006548176, "flow_matching_loss": 0.015765600837767124, "grad_norm": 0.10149592906236649, "h_stock_valid_norm": 98.1176368713379, "invalid_tail_samples": 24.9, "learning_rate": 8.882864651010798e-06, "loss": 0.0178, "positive_teacher_pairs": 26600.5, "query_h_norm_ratio": 0.4155478924512863, "relation_loss": 0.0020532696973532437, "selected_pairs": 26600.5, "step": 24510, "student_distance_mean": 23.0004976272583, "teacher_distance_mean": 0.8592985391616821, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.0020532696973532437, "weighted_relation_loss": 0.0020532696973532437 }, { "action_query_batch_std": 0.3466715842485428, "action_query_norm": 40.76272735595703, "action_relation_loss": 0.0020903391530737283, "auxiliary_loss_weight": 1.0, "epoch": 22.93732460243218, "flow_matching_loss": 0.017486527655273677, "grad_norm": 0.10467404127120972, "h_stock_valid_norm": 98.03298110961914, "invalid_tail_samples": 25.1, "learning_rate": 8.851529240102462e-06, "loss": 0.0196, "positive_teacher_pairs": 26551.2, "query_h_norm_ratio": 0.4158078104257584, "relation_loss": 0.0020903391530737283, "selected_pairs": 26551.2, "step": 24520, "student_distance_mean": 22.75035228729248, "teacher_distance_mean": 0.850022429227829, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.0020903391530737283, "weighted_relation_loss": 0.0020903391530737283 }, { "action_query_batch_std": 0.3460367053747177, "action_query_norm": 40.73759994506836, "action_relation_loss": 0.0020390406367368995, "auxiliary_loss_weight": 1.0, "epoch": 22.9466791393826, "flow_matching_loss": 0.018156478367745876, "grad_norm": 0.1159542053937912, "h_stock_valid_norm": 98.11792526245117, "invalid_tail_samples": 24.8, "learning_rate": 8.820243828466134e-06, "loss": 0.0202, "positive_teacher_pairs": 26626.4, "query_h_norm_ratio": 0.4151920258998871, "relation_loss": 0.0020390406367368995, "selected_pairs": 26626.4, "step": 24530, "student_distance_mean": 22.76610622406006, "teacher_distance_mean": 0.8505248427391052, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0020390406367368995, "weighted_relation_loss": 0.0020390406367368995 }, { "action_query_batch_std": 0.35041622519493104, "action_query_norm": 40.782532119750975, "action_relation_loss": 0.0021804188610985873, "auxiliary_loss_weight": 1.0, "epoch": 22.95603367633302, "flow_matching_loss": 0.017160100396722555, "grad_norm": 0.10268943756818771, "h_stock_valid_norm": 98.05061416625976, "invalid_tail_samples": 22.6, "learning_rate": 8.789008454116566e-06, "loss": 0.0193, "positive_teacher_pairs": 27127.0, "query_h_norm_ratio": 0.4159388929605484, "relation_loss": 0.0021804188610985873, "selected_pairs": 27127.0, "step": 24540, "student_distance_mean": 22.980444526672365, "teacher_distance_mean": 0.8588224649429321, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.0021804188610985873, "weighted_relation_loss": 0.0021804188610985873 }, { "action_query_batch_std": 0.3468331038951874, "action_query_norm": 40.75528144836426, "action_relation_loss": 0.002142968901898712, "auxiliary_loss_weight": 1.0, "epoch": 22.965388213283443, "flow_matching_loss": 0.01726660141721368, "grad_norm": 0.09703025966882706, "h_stock_valid_norm": 97.83344955444336, "invalid_tail_samples": 25.0, "learning_rate": 8.757823155007655e-06, "loss": 0.0194, "positive_teacher_pairs": 26574.6, "query_h_norm_ratio": 0.4165796786546707, "relation_loss": 0.002142968901898712, "selected_pairs": 26574.6, "step": 24550, "student_distance_mean": 22.781289100646973, "teacher_distance_mean": 0.8544678926467896, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.002142968901898712, "weighted_relation_loss": 0.002142968901898712 }, { "action_query_batch_std": 0.34486712217330934, "action_query_norm": 40.77389259338379, "action_relation_loss": 0.0020587034989148377, "auxiliary_loss_weight": 1.0, "epoch": 22.974742750233865, "flow_matching_loss": 0.015173956099897624, "grad_norm": 0.09739833325147629, "h_stock_valid_norm": 97.91430130004883, "invalid_tail_samples": 23.3, "learning_rate": 8.72668796903251e-06, "loss": 0.0172, "positive_teacher_pairs": 26961.0, "query_h_norm_ratio": 0.4164296269416809, "relation_loss": 0.0020587034989148377, "selected_pairs": 26961.0, "step": 24560, "student_distance_mean": 22.646388435363768, "teacher_distance_mean": 0.8486080408096314, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0020587034989148377, "weighted_relation_loss": 0.0020587034989148377 }, { "action_query_batch_std": 0.3452453941106796, "action_query_norm": 40.750105667114255, "action_relation_loss": 0.0021316677564755084, "auxiliary_loss_weight": 1.0, "epoch": 22.984097287184284, "flow_matching_loss": 0.017454800102859734, "grad_norm": 0.09415741264820099, "h_stock_valid_norm": 98.01689376831055, "invalid_tail_samples": 25.1, "learning_rate": 8.695602934023301e-06, "loss": 0.0196, "positive_teacher_pairs": 26544.5, "query_h_norm_ratio": 0.41574729681015016, "relation_loss": 0.0021316677564755084, "selected_pairs": 26544.5, "step": 24570, "student_distance_mean": 22.708436965942383, "teacher_distance_mean": 0.8498486697673797, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.0021316677564755084, "weighted_relation_loss": 0.0021316677564755084 }, { "action_query_batch_std": 0.3494799882173538, "action_query_norm": 40.7651424407959, "action_relation_loss": 0.0021281092660501598, "auxiliary_loss_weight": 1.0, "epoch": 22.993451824134706, "flow_matching_loss": 0.01579985162243247, "grad_norm": 0.10585572570562363, "h_stock_valid_norm": 98.07760848999024, "invalid_tail_samples": 25.8, "learning_rate": 8.664568087751274e-06, "loss": 0.0179, "positive_teacher_pairs": 26387.5, "query_h_norm_ratio": 0.4156438231468201, "relation_loss": 0.0021281092660501598, "selected_pairs": 26387.5, "step": 24580, "student_distance_mean": 22.962254905700682, "teacher_distance_mean": 0.8596825420856475, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.0021281092660501598, "weighted_relation_loss": 0.0021281092660501598 }, { "action_query_batch_std": 0.348647403717041, "action_query_norm": 40.7900749206543, "action_relation_loss": 0.0020171675249002876, "auxiliary_loss_weight": 1.0, "epoch": 23.002806361085128, "flow_matching_loss": 0.017588116135448216, "grad_norm": 0.09333271533250809, "h_stock_valid_norm": 98.07856674194336, "invalid_tail_samples": 21.4, "learning_rate": 8.633583467926697e-06, "loss": 0.0196, "positive_teacher_pairs": 24489.3, "query_h_norm_ratio": 0.4158943474292755, "relation_loss": 0.0020171675249002876, "selected_pairs": 24489.3, "step": 24590, "student_distance_mean": 23.106528663635252, "teacher_distance_mean": 0.8614144921302795, "valid_action_samples": 214.7, "weighted_auxiliary_loss": 0.0020171675249002876, "weighted_relation_loss": 0.0020171675249002876 }, { "action_query_batch_std": 0.34946068823337556, "action_query_norm": 40.77101211547851, "action_relation_loss": 0.002041423064656556, "auxiliary_loss_weight": 1.0, "epoch": 23.012160898035546, "flow_matching_loss": 0.01776952464133501, "grad_norm": 0.07504939287900925, "h_stock_valid_norm": 97.85028305053712, "invalid_tail_samples": 23.7, "learning_rate": 8.602649112198796e-06, "loss": 0.0198, "positive_teacher_pairs": 26872.9, "query_h_norm_ratio": 0.41666948795318604, "relation_loss": 0.002041423064656556, "selected_pairs": 26872.9, "step": 24600, "student_distance_mean": 22.893512153625487, "teacher_distance_mean": 0.8546447157859802, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.002041423064656556, "weighted_relation_loss": 0.002041423064656556 }, { "action_query_batch_std": 0.34871854782104494, "action_query_norm": 40.781058883666994, "action_relation_loss": 0.0020744840148836374, "auxiliary_loss_weight": 1.0, "epoch": 23.021515434985968, "flow_matching_loss": 0.01821792433038354, "grad_norm": 0.1410948932170868, "h_stock_valid_norm": 97.7973876953125, "invalid_tail_samples": 23.5, "learning_rate": 8.571765058155745e-06, "loss": 0.0203, "positive_teacher_pairs": 26931.1, "query_h_norm_ratio": 0.4169978141784668, "relation_loss": 0.0020744840148836374, "selected_pairs": 26931.1, "step": 24610, "student_distance_mean": 22.889016342163085, "teacher_distance_mean": 0.8547844529151917, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0020744840148836374, "weighted_relation_loss": 0.0020744840148836374 }, { "action_query_batch_std": 0.3441041558980942, "action_query_norm": 40.72617378234863, "action_relation_loss": 0.0020799717167392373, "auxiliary_loss_weight": 1.0, "epoch": 23.03086997193639, "flow_matching_loss": 0.016985157504677773, "grad_norm": 0.11679089069366455, "h_stock_valid_norm": 97.48934783935547, "invalid_tail_samples": 23.2, "learning_rate": 8.540931343324583e-06, "loss": 0.0191, "positive_teacher_pairs": 26990.8, "query_h_norm_ratio": 0.4177521139383316, "relation_loss": 0.0020799717167392373, "selected_pairs": 26990.8, "step": 24620, "student_distance_mean": 22.639284896850587, "teacher_distance_mean": 0.8456320583820343, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0020799717167392373, "weighted_relation_loss": 0.0020799717167392373 }, { "action_query_batch_std": 0.34869123697280885, "action_query_norm": 40.79165115356445, "action_relation_loss": 0.0020393873914144934, "auxiliary_loss_weight": 1.0, "epoch": 23.04022450888681, "flow_matching_loss": 0.01707688020542264, "grad_norm": 0.09566428512334824, "h_stock_valid_norm": 97.59707336425781, "invalid_tail_samples": 24.0, "learning_rate": 8.51014800517117e-06, "loss": 0.0191, "positive_teacher_pairs": 26803.9, "query_h_norm_ratio": 0.41796507239341735, "relation_loss": 0.0020393873914144934, "selected_pairs": 26803.9, "step": 24630, "student_distance_mean": 22.98780059814453, "teacher_distance_mean": 0.8587874352931977, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0020393873914144934, "weighted_relation_loss": 0.0020393873914144934 }, { "action_query_batch_std": 0.34896980226039886, "action_query_norm": 40.777880859375, "action_relation_loss": 0.002038756152614951, "auxiliary_loss_weight": 1.0, "epoch": 23.04957904583723, "flow_matching_loss": 0.01575220385566354, "grad_norm": 0.09679616242647171, "h_stock_valid_norm": 97.5096824645996, "invalid_tail_samples": 21.9, "learning_rate": 8.479415081100167e-06, "loss": 0.0178, "positive_teacher_pairs": 27299.5, "query_h_norm_ratio": 0.4181956976652145, "relation_loss": 0.002038756152614951, "selected_pairs": 27299.5, "step": 24640, "student_distance_mean": 22.917684936523436, "teacher_distance_mean": 0.8555600583553314, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.002038756152614951, "weighted_relation_loss": 0.002038756152614951 }, { "action_query_batch_std": 0.3485812693834305, "action_query_norm": 40.76556129455567, "action_relation_loss": 0.002082550199702382, "auxiliary_loss_weight": 1.0, "epoch": 23.058933582787652, "flow_matching_loss": 0.017819190677255393, "grad_norm": 0.13774143159389496, "h_stock_valid_norm": 97.47199783325195, "invalid_tail_samples": 22.6, "learning_rate": 8.448732608454967e-06, "loss": 0.0199, "positive_teacher_pairs": 27127.9, "query_h_norm_ratio": 0.41823089122772217, "relation_loss": 0.002082550199702382, "selected_pairs": 27127.9, "step": 24650, "student_distance_mean": 23.020295715332033, "teacher_distance_mean": 0.8605577051639557, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.002082550199702382, "weighted_relation_loss": 0.002082550199702382 }, { "action_query_batch_std": 0.34223687648773193, "action_query_norm": 40.697056198120116, "action_relation_loss": 0.0021121171885170043, "auxiliary_loss_weight": 1.0, "epoch": 23.068288119738074, "flow_matching_loss": 0.01710210870951414, "grad_norm": 0.12551350891590118, "h_stock_valid_norm": 97.70117797851563, "invalid_tail_samples": 24.7, "learning_rate": 8.418100624517688e-06, "loss": 0.0192, "positive_teacher_pairs": 26635.6, "query_h_norm_ratio": 0.4165483206510544, "relation_loss": 0.0021121171885170043, "selected_pairs": 26635.6, "step": 24660, "student_distance_mean": 22.456073760986328, "teacher_distance_mean": 0.838535475730896, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.0021121171885170043, "weighted_relation_loss": 0.0021121171885170043 }, { "action_query_batch_std": 0.34558612704277036, "action_query_norm": 40.72804336547851, "action_relation_loss": 0.002117391733918339, "auxiliary_loss_weight": 1.0, "epoch": 23.077642656688493, "flow_matching_loss": 0.01763462955132127, "grad_norm": 0.10127682983875275, "h_stock_valid_norm": 97.82369995117188, "invalid_tail_samples": 24.0, "learning_rate": 8.387519166509062e-06, "loss": 0.0198, "positive_teacher_pairs": 26813.1, "query_h_norm_ratio": 0.4163457900285721, "relation_loss": 0.002117391733918339, "selected_pairs": 26813.1, "step": 24670, "student_distance_mean": 22.786998748779297, "teacher_distance_mean": 0.853293526172638, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.002117391733918339, "weighted_relation_loss": 0.002117391733918339 }, { "action_query_batch_std": 0.346370142698288, "action_query_norm": 40.77567596435547, "action_relation_loss": 0.0020492708310484884, "auxiliary_loss_weight": 1.0, "epoch": 23.086997193638915, "flow_matching_loss": 0.01610864754766226, "grad_norm": 0.1319095343351364, "h_stock_valid_norm": 97.9210220336914, "invalid_tail_samples": 22.2, "learning_rate": 8.356988271588445e-06, "loss": 0.0182, "positive_teacher_pairs": 27224.4, "query_h_norm_ratio": 0.41641653776168824, "relation_loss": 0.0020492708310484884, "selected_pairs": 27224.4, "step": 24680, "student_distance_mean": 22.754622650146484, "teacher_distance_mean": 0.850665706396103, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.0020492708310484884, "weighted_relation_loss": 0.0020492708310484884 }, { "action_query_batch_std": 0.35110002756118774, "action_query_norm": 40.764462280273435, "action_relation_loss": 0.0019527132040821015, "auxiliary_loss_weight": 1.0, "epoch": 23.096351730589337, "flow_matching_loss": 0.017975630331784488, "grad_norm": 0.1013169065117836, "h_stock_valid_norm": 98.00078048706055, "invalid_tail_samples": 25.4, "learning_rate": 8.326507976853765e-06, "loss": 0.0199, "positive_teacher_pairs": 26491.7, "query_h_norm_ratio": 0.41596412658691406, "relation_loss": 0.0019527132040821015, "selected_pairs": 26491.7, "step": 24690, "student_distance_mean": 22.97237777709961, "teacher_distance_mean": 0.8608135402202606, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.0019527132040821015, "weighted_relation_loss": 0.0019527132040821015 }, { "action_query_batch_std": 0.3474987894296646, "action_query_norm": 40.73275299072266, "action_relation_loss": 0.0020795765449292958, "auxiliary_loss_weight": 1.0, "epoch": 23.105706267539755, "flow_matching_loss": 0.016500148735940457, "grad_norm": 0.11660478264093399, "h_stock_valid_norm": 97.81790390014649, "invalid_tail_samples": 22.7, "learning_rate": 8.296078319341443e-06, "loss": 0.0186, "positive_teacher_pairs": 27105.7, "query_h_norm_ratio": 0.4164156913757324, "relation_loss": 0.0020795765449292958, "selected_pairs": 27105.7, "step": 24700, "student_distance_mean": 22.667393302917482, "teacher_distance_mean": 0.8480458498001099, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.0020795765449292958, "weighted_relation_loss": 0.0020795765449292958 }, { "action_query_batch_std": 0.35180575847625734, "action_query_norm": 40.77725448608398, "action_relation_loss": 0.002011965401470661, "auxiliary_loss_weight": 1.0, "epoch": 23.115060804490177, "flow_matching_loss": 0.016140114422887562, "grad_norm": 0.08449000120162964, "h_stock_valid_norm": 97.82626190185547, "invalid_tail_samples": 23.3, "learning_rate": 8.265699336026383e-06, "loss": 0.0182, "positive_teacher_pairs": 26964.4, "query_h_norm_ratio": 0.4168358385562897, "relation_loss": 0.002011965401470661, "selected_pairs": 26964.4, "step": 24710, "student_distance_mean": 23.07126941680908, "teacher_distance_mean": 0.8621327579021454, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.002011965401470661, "weighted_relation_loss": 0.002011965401470661 }, { "action_query_batch_std": 0.34771236777305603, "action_query_norm": 40.7476619720459, "action_relation_loss": 0.0021140942350029945, "auxiliary_loss_weight": 1.0, "epoch": 23.1244153414406, "flow_matching_loss": 0.016877587139606475, "grad_norm": 0.15506285429000854, "h_stock_valid_norm": 97.82284698486328, "invalid_tail_samples": 23.5, "learning_rate": 8.235371063821923e-06, "loss": 0.019, "positive_teacher_pairs": 26925.7, "query_h_norm_ratio": 0.41654608845710756, "relation_loss": 0.0021140942350029945, "selected_pairs": 26925.7, "step": 24720, "student_distance_mean": 22.772105598449706, "teacher_distance_mean": 0.8507194697856904, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0021140942350029945, "weighted_relation_loss": 0.0021140942350029945 }, { "action_query_batch_std": 0.3468026667833328, "action_query_norm": 40.72882347106933, "action_relation_loss": 0.002062406961340457, "auxiliary_loss_weight": 1.0, "epoch": 23.13376987839102, "flow_matching_loss": 0.016762857884168626, "grad_norm": 0.08367954194545746, "h_stock_valid_norm": 97.94164276123047, "invalid_tail_samples": 22.8, "learning_rate": 8.205093539579767e-06, "loss": 0.0188, "positive_teacher_pairs": 27083.4, "query_h_norm_ratio": 0.4158536732196808, "relation_loss": 0.002062406961340457, "selected_pairs": 27083.4, "step": 24730, "student_distance_mean": 22.7744140625, "teacher_distance_mean": 0.8512308239936829, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.002062406961340457, "weighted_relation_loss": 0.002062406961340457 }, { "action_query_batch_std": 0.34847443699836733, "action_query_norm": 40.772453689575194, "action_relation_loss": 0.001985512860119343, "auxiliary_loss_weight": 1.0, "epoch": 23.14312441534144, "flow_matching_loss": 0.01800412777811289, "grad_norm": 0.09317531436681747, "h_stock_valid_norm": 97.90293045043946, "invalid_tail_samples": 22.6, "learning_rate": 8.174866800089963e-06, "loss": 0.02, "positive_teacher_pairs": 27128.5, "query_h_norm_ratio": 0.416462641954422, "relation_loss": 0.001985512860119343, "selected_pairs": 27128.5, "step": 24740, "student_distance_mean": 22.86556510925293, "teacher_distance_mean": 0.855720865726471, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.001985512860119343, "weighted_relation_loss": 0.001985512860119343 }, { "action_query_batch_std": 0.35014876127243044, "action_query_norm": 40.77800178527832, "action_relation_loss": 0.0020214877906255422, "auxiliary_loss_weight": 1.0, "epoch": 23.15247895229186, "flow_matching_loss": 0.01704214308410883, "grad_norm": 0.09782521426677704, "h_stock_valid_norm": 97.94093246459961, "invalid_tail_samples": 23.4, "learning_rate": 8.144690882080853e-06, "loss": 0.0191, "positive_teacher_pairs": 26945.2, "query_h_norm_ratio": 0.41635439693927767, "relation_loss": 0.0020214877906255422, "selected_pairs": 26945.2, "step": 24750, "student_distance_mean": 23.04148635864258, "teacher_distance_mean": 0.8614963114261627, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.0020214877906255422, "weighted_relation_loss": 0.0020214877906255422 }, { "action_query_batch_std": 0.3478027552366257, "action_query_norm": 40.73755111694336, "action_relation_loss": 0.002005912933964282, "auxiliary_loss_weight": 1.0, "epoch": 23.161833489242284, "flow_matching_loss": 0.017171171866357325, "grad_norm": 0.09745035320520401, "h_stock_valid_norm": 97.97151336669921, "invalid_tail_samples": 25.5, "learning_rate": 8.114565822219006e-06, "loss": 0.0192, "positive_teacher_pairs": 26463.0, "query_h_norm_ratio": 0.41581220328807833, "relation_loss": 0.002005912933964282, "selected_pairs": 26463.0, "step": 24760, "student_distance_mean": 22.721972465515137, "teacher_distance_mean": 0.8527036786079407, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.002005912933964282, "weighted_relation_loss": 0.002005912933964282 }, { "action_query_batch_std": 0.34885447323322294, "action_query_norm": 40.752837371826175, "action_relation_loss": 0.0020286345272324978, "auxiliary_loss_weight": 1.0, "epoch": 23.171188026192702, "flow_matching_loss": 0.016557225864380597, "grad_norm": 0.12638716399669647, "h_stock_valid_norm": 97.79086685180664, "invalid_tail_samples": 23.7, "learning_rate": 8.084491657109233e-06, "loss": 0.0186, "positive_teacher_pairs": 26872.1, "query_h_norm_ratio": 0.4167383223772049, "relation_loss": 0.0020286345272324978, "selected_pairs": 26872.1, "step": 24770, "student_distance_mean": 22.900328826904296, "teacher_distance_mean": 0.8588464856147766, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0020286345272324978, "weighted_relation_loss": 0.0020286345272324978 }, { "action_query_batch_std": 0.343980610370636, "action_query_norm": 40.73369789123535, "action_relation_loss": 0.0020244539133273064, "auxiliary_loss_weight": 1.0, "epoch": 23.180542563143124, "flow_matching_loss": 0.016384244617074727, "grad_norm": 0.09734518080949783, "h_stock_valid_norm": 97.86199951171875, "invalid_tail_samples": 26.3, "learning_rate": 8.054468423294476e-06, "loss": 0.0184, "positive_teacher_pairs": 26274.3, "query_h_norm_ratio": 0.4162383019924164, "relation_loss": 0.0020244539133273064, "selected_pairs": 26274.3, "step": 24780, "student_distance_mean": 22.590379524230958, "teacher_distance_mean": 0.8449669897556304, "valid_action_samples": 229.7, "weighted_auxiliary_loss": 0.0020244539133273064, "weighted_relation_loss": 0.0020244539133273064 }, { "action_query_batch_std": 0.3502886474132538, "action_query_norm": 40.735151290893555, "action_relation_loss": 0.0019815304200164973, "auxiliary_loss_weight": 1.0, "epoch": 23.189897100093546, "flow_matching_loss": 0.015329010784626007, "grad_norm": 0.10362957417964935, "h_stock_valid_norm": 97.94108963012695, "invalid_tail_samples": 24.6, "learning_rate": 8.024496157255785e-06, "loss": 0.0173, "positive_teacher_pairs": 26669.2, "query_h_norm_ratio": 0.41591823697090147, "relation_loss": 0.0019815304200164973, "selected_pairs": 26669.2, "step": 24790, "student_distance_mean": 22.994124603271484, "teacher_distance_mean": 0.8604507565498352, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0019815304200164973, "weighted_relation_loss": 0.0019815304200164973 }, { "action_query_batch_std": 0.34613523483276365, "action_query_norm": 40.73296966552734, "action_relation_loss": 0.002055450121406466, "auxiliary_loss_weight": 1.0, "epoch": 23.199251637043965, "flow_matching_loss": 0.01764195170253515, "grad_norm": 0.08876968920230865, "h_stock_valid_norm": 97.95620651245117, "invalid_tail_samples": 24.5, "learning_rate": 7.994574895412293e-06, "loss": 0.0197, "positive_teacher_pairs": 26687.5, "query_h_norm_ratio": 0.41582997143268585, "relation_loss": 0.002055450121406466, "selected_pairs": 26687.5, "step": 24800, "student_distance_mean": 22.800552558898925, "teacher_distance_mean": 0.8533102333545685, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.002055450121406466, "weighted_relation_loss": 0.002055450121406466 }, { "action_query_batch_std": 0.34782259464263915, "action_query_norm": 40.75630493164063, "action_relation_loss": 0.002027591783553362, "auxiliary_loss_weight": 1.0, "epoch": 23.208606173994387, "flow_matching_loss": 0.017509107198566198, "grad_norm": 0.10109513998031616, "h_stock_valid_norm": 98.03141784667969, "invalid_tail_samples": 24.0, "learning_rate": 7.964704674121149e-06, "loss": 0.0195, "positive_teacher_pairs": 26806.3, "query_h_norm_ratio": 0.415750190615654, "relation_loss": 0.002027591783553362, "selected_pairs": 26806.3, "step": 24810, "student_distance_mean": 22.93185329437256, "teacher_distance_mean": 0.8585955798625946, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.002027591783553362, "weighted_relation_loss": 0.002027591783553362 }, { "action_query_batch_std": 0.3517557144165039, "action_query_norm": 40.772509002685545, "action_relation_loss": 0.002007829525973648, "auxiliary_loss_weight": 1.0, "epoch": 23.21796071094481, "flow_matching_loss": 0.01611957075074315, "grad_norm": 0.082331083714962, "h_stock_valid_norm": 98.11890411376953, "invalid_tail_samples": 24.2, "learning_rate": 7.934885529677505e-06, "loss": 0.0181, "positive_teacher_pairs": 26762.7, "query_h_norm_ratio": 0.41554428040981295, "relation_loss": 0.002007829525973648, "selected_pairs": 26762.7, "step": 24820, "student_distance_mean": 23.120599365234376, "teacher_distance_mean": 0.8659135282039643, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.002007829525973648, "weighted_relation_loss": 0.002007829525973648 }, { "action_query_batch_std": 0.3461989969015121, "action_query_norm": 40.75299224853516, "action_relation_loss": 0.0020581895252689717, "auxiliary_loss_weight": 1.0, "epoch": 23.22731524789523, "flow_matching_loss": 0.01883517885580659, "grad_norm": 0.08120597153902054, "h_stock_valid_norm": 98.11047439575195, "invalid_tail_samples": 24.5, "learning_rate": 7.905117498314412e-06, "loss": 0.0209, "positive_teacher_pairs": 26683.5, "query_h_norm_ratio": 0.4153804838657379, "relation_loss": 0.0020581895252689717, "selected_pairs": 26683.5, "step": 24830, "student_distance_mean": 22.75551700592041, "teacher_distance_mean": 0.8521635830402374, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.0020581895252689717, "weighted_relation_loss": 0.0020581895252689717 }, { "action_query_batch_std": 0.3476424187421799, "action_query_norm": 40.76216201782226, "action_relation_loss": 0.0020283070276491343, "auxiliary_loss_weight": 1.0, "epoch": 23.23666978484565, "flow_matching_loss": 0.01689100619405508, "grad_norm": 0.14037416875362396, "h_stock_valid_norm": 98.16100845336913, "invalid_tail_samples": 22.2, "learning_rate": 7.87540061620286e-06, "loss": 0.0189, "positive_teacher_pairs": 27226.3, "query_h_norm_ratio": 0.4152607411146164, "relation_loss": 0.0020283070276491343, "selected_pairs": 27226.3, "step": 24840, "student_distance_mean": 22.803909683227538, "teacher_distance_mean": 0.8538430154323577, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.0020283070276491343, "weighted_relation_loss": 0.0020283070276491343 }, { "action_query_batch_std": 0.3472156047821045, "action_query_norm": 40.75777816772461, "action_relation_loss": 0.0020439678337424994, "auxiliary_loss_weight": 1.0, "epoch": 23.24602432179607, "flow_matching_loss": 0.017643998842686415, "grad_norm": 0.09651478379964828, "h_stock_valid_norm": 98.11901473999023, "invalid_tail_samples": 24.5, "learning_rate": 7.845734919451647e-06, "loss": 0.0197, "positive_teacher_pairs": 26690.9, "query_h_norm_ratio": 0.41539360880851744, "relation_loss": 0.0020439678337424994, "selected_pairs": 26690.9, "step": 24850, "student_distance_mean": 22.830424308776855, "teacher_distance_mean": 0.8543524026870728, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.0020439678337424994, "weighted_relation_loss": 0.0020439678337424994 }, { "action_query_batch_std": 0.3472936302423477, "action_query_norm": 40.73690681457519, "action_relation_loss": 0.002155410498380661, "auxiliary_loss_weight": 1.0, "epoch": 23.255378858746493, "flow_matching_loss": 0.016024164296686648, "grad_norm": 0.11114592105150223, "h_stock_valid_norm": 97.94485855102539, "invalid_tail_samples": 25.1, "learning_rate": 7.816120444107383e-06, "loss": 0.0182, "positive_teacher_pairs": 26548.6, "query_h_norm_ratio": 0.41592179238796234, "relation_loss": 0.002155410498380661, "selected_pairs": 26548.6, "step": 24860, "student_distance_mean": 22.92107219696045, "teacher_distance_mean": 0.8571955502033234, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.002155410498380661, "weighted_relation_loss": 0.002155410498380661 }, { "action_query_batch_std": 0.34687656760215757, "action_query_norm": 40.740461349487305, "action_relation_loss": 0.0020379848778247834, "auxiliary_loss_weight": 1.0, "epoch": 23.26473339569691, "flow_matching_loss": 0.01724417684599757, "grad_norm": 0.09939008206129074, "h_stock_valid_norm": 98.02946243286132, "invalid_tail_samples": 24.1, "learning_rate": 7.786557226154473e-06, "loss": 0.0193, "positive_teacher_pairs": 26778.5, "query_h_norm_ratio": 0.41559688150882723, "relation_loss": 0.0020379848778247834, "selected_pairs": 26778.5, "step": 24870, "student_distance_mean": 22.844051361083984, "teacher_distance_mean": 0.8541529655456543, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.0020379848778247834, "weighted_relation_loss": 0.0020379848778247834 }, { "action_query_batch_std": 0.34512803256511687, "action_query_norm": 40.73731460571289, "action_relation_loss": 0.0020845553488470616, "auxiliary_loss_weight": 1.0, "epoch": 23.274087932647333, "flow_matching_loss": 0.018589724879711868, "grad_norm": 0.1051168143749237, "h_stock_valid_norm": 97.83503036499023, "invalid_tail_samples": 26.4, "learning_rate": 7.757045301514998e-06, "loss": 0.0207, "positive_teacher_pairs": 26249.9, "query_h_norm_ratio": 0.41638941764831544, "relation_loss": 0.0020845553488470616, "selected_pairs": 26249.9, "step": 24880, "student_distance_mean": 22.630630874633788, "teacher_distance_mean": 0.8475408613681793, "valid_action_samples": 229.6, "weighted_auxiliary_loss": 0.0020845553488470616, "weighted_relation_loss": 0.0020845553488470616 }, { "action_query_batch_std": 0.34633457064628603, "action_query_norm": 40.732791137695315, "action_relation_loss": 0.0020776102202944456, "auxiliary_loss_weight": 1.0, "epoch": 23.283442469597755, "flow_matching_loss": 0.0167292264290154, "grad_norm": 0.1756746768951416, "h_stock_valid_norm": 98.02664947509766, "invalid_tail_samples": 23.8, "learning_rate": 7.727584706048735e-06, "loss": 0.0188, "positive_teacher_pairs": 26849.3, "query_h_norm_ratio": 0.415532311797142, "relation_loss": 0.0020776102202944456, "selected_pairs": 26849.3, "step": 24890, "student_distance_mean": 22.787127876281737, "teacher_distance_mean": 0.8540769279003143, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.0020776102202944456, "weighted_relation_loss": 0.0020776102202944456 }, { "action_query_batch_std": 0.34551896452903746, "action_query_norm": 40.7384635925293, "action_relation_loss": 0.0020078653236851097, "auxiliary_loss_weight": 1.0, "epoch": 23.292797006548177, "flow_matching_loss": 0.017597032990306617, "grad_norm": 0.1370079517364502, "h_stock_valid_norm": 97.77407455444336, "invalid_tail_samples": 24.1, "learning_rate": 7.698175475553077e-06, "loss": 0.0196, "positive_teacher_pairs": 26786.7, "query_h_norm_ratio": 0.41666240692138673, "relation_loss": 0.0020078653236851097, "selected_pairs": 26786.7, "step": 24900, "student_distance_mean": 22.718737411499024, "teacher_distance_mean": 0.854044783115387, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.0020078653236851097, "weighted_relation_loss": 0.0020078653236851097 }, { "action_query_batch_std": 0.35079931020736693, "action_query_norm": 40.79915657043457, "action_relation_loss": 0.0020266053499653934, "auxiliary_loss_weight": 1.0, "epoch": 23.302151543498596, "flow_matching_loss": 0.018419349659234287, "grad_norm": 0.09546174108982086, "h_stock_valid_norm": 97.95435943603516, "invalid_tail_samples": 22.3, "learning_rate": 7.668817645763021e-06, "loss": 0.0204, "positive_teacher_pairs": 27193.4, "query_h_norm_ratio": 0.41651511490345, "relation_loss": 0.0020266053499653934, "selected_pairs": 27193.4, "step": 24910, "student_distance_mean": 23.010663986206055, "teacher_distance_mean": 0.8632689654827118, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.0020266053499653934, "weighted_relation_loss": 0.0020266053499653934 }, { "action_query_batch_std": 0.3473410904407501, "action_query_norm": 40.752133178710935, "action_relation_loss": 0.0020683595910668375, "auxiliary_loss_weight": 1.0, "epoch": 23.311506080449018, "flow_matching_loss": 0.017906177695840596, "grad_norm": 0.09005887061357498, "h_stock_valid_norm": 97.85909423828124, "invalid_tail_samples": 24.0, "learning_rate": 7.639511252351088e-06, "loss": 0.02, "positive_teacher_pairs": 26798.3, "query_h_norm_ratio": 0.41643805503845216, "relation_loss": 0.0020683595910668375, "selected_pairs": 26798.3, "step": 24920, "student_distance_mean": 22.82270202636719, "teacher_distance_mean": 0.8541198790073394, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0020683595910668375, "weighted_relation_loss": 0.0020683595910668375 }, { "action_query_batch_std": 0.34884867668151853, "action_query_norm": 40.74888038635254, "action_relation_loss": 0.00207964078290388, "auxiliary_loss_weight": 1.0, "epoch": 23.32086061739944, "flow_matching_loss": 0.01803843742236495, "grad_norm": 0.10810409486293793, "h_stock_valid_norm": 98.00203247070313, "invalid_tail_samples": 24.5, "learning_rate": 7.610256330927324e-06, "loss": 0.0201, "positive_teacher_pairs": 26691.1, "query_h_norm_ratio": 0.41579863131046296, "relation_loss": 0.00207964078290388, "selected_pairs": 26691.1, "step": 24930, "student_distance_mean": 22.93487377166748, "teacher_distance_mean": 0.8558902740478516, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.00207964078290388, "weighted_relation_loss": 0.00207964078290388 }, { "action_query_batch_std": 0.3394696950912476, "action_query_norm": 40.690133285522464, "action_relation_loss": 0.002182164532132447, "auxiliary_loss_weight": 1.0, "epoch": 23.330215154349858, "flow_matching_loss": 0.015867122169584035, "grad_norm": 0.0816485658288002, "h_stock_valid_norm": 98.14118576049805, "invalid_tail_samples": 25.9, "learning_rate": 7.581052917039211e-06, "loss": 0.018, "positive_teacher_pairs": 26368.4, "query_h_norm_ratio": 0.4146092802286148, "relation_loss": 0.002182164532132447, "selected_pairs": 26368.4, "step": 24940, "student_distance_mean": 22.359049797058105, "teacher_distance_mean": 0.8364940047264099, "valid_action_samples": 230.1, "weighted_auxiliary_loss": 0.002182164532132447, "weighted_relation_loss": 0.002182164532132447 }, { "action_query_batch_std": 0.3485654056072235, "action_query_norm": 40.749569702148435, "action_relation_loss": 0.0019698293064720927, "auxiliary_loss_weight": 1.0, "epoch": 23.33956969130028, "flow_matching_loss": 0.01710126306861639, "grad_norm": 0.09375561028718948, "h_stock_valid_norm": 97.85088119506835, "invalid_tail_samples": 23.5, "learning_rate": 7.551901046171645e-06, "loss": 0.0191, "positive_teacher_pairs": 26924.3, "query_h_norm_ratio": 0.4164476454257965, "relation_loss": 0.0019698293064720927, "selected_pairs": 26924.3, "step": 24950, "student_distance_mean": 22.88029899597168, "teacher_distance_mean": 0.8571976661682129, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0019698293064720927, "weighted_relation_loss": 0.0019698293064720927 }, { "action_query_batch_std": 0.3462609976530075, "action_query_norm": 40.72504844665527, "action_relation_loss": 0.0020821419777348636, "auxiliary_loss_weight": 1.0, "epoch": 23.348924228250702, "flow_matching_loss": 0.016073268093168735, "grad_norm": 0.08714274317026138, "h_stock_valid_norm": 97.72581481933594, "invalid_tail_samples": 25.6, "learning_rate": 7.522800753746895e-06, "loss": 0.0182, "positive_teacher_pairs": 26442.2, "query_h_norm_ratio": 0.41672970950603483, "relation_loss": 0.0020821419777348636, "selected_pairs": 26442.2, "step": 24960, "student_distance_mean": 22.812699127197266, "teacher_distance_mean": 0.8561252772808075, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.0020821419777348636, "weighted_relation_loss": 0.0020821419777348636 }, { "action_query_batch_std": 0.3486126929521561, "action_query_norm": 40.74413223266602, "action_relation_loss": 0.002108931285329163, "auxiliary_loss_weight": 1.0, "epoch": 23.358278765201124, "flow_matching_loss": 0.01738578137010336, "grad_norm": 0.08968445658683777, "h_stock_valid_norm": 97.87494049072265, "invalid_tail_samples": 24.3, "learning_rate": 7.493752075124577e-06, "loss": 0.0195, "positive_teacher_pairs": 26739.0, "query_h_norm_ratio": 0.41628915071487427, "relation_loss": 0.002108931285329163, "selected_pairs": 26739.0, "step": 24970, "student_distance_mean": 22.96895236968994, "teacher_distance_mean": 0.8601784944534302, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.002108931285329163, "weighted_relation_loss": 0.002108931285329163 }, { "action_query_batch_std": 0.34200324714183805, "action_query_norm": 40.68895950317383, "action_relation_loss": 0.002003942185547203, "auxiliary_loss_weight": 1.0, "epoch": 23.367633302151543, "flow_matching_loss": 0.016449785511940717, "grad_norm": 0.09030092507600784, "h_stock_valid_norm": 97.9266860961914, "invalid_tail_samples": 25.4, "learning_rate": 7.464755045601557e-06, "loss": 0.0185, "positive_teacher_pairs": 26484.2, "query_h_norm_ratio": 0.41550560891628263, "relation_loss": 0.002003942185547203, "selected_pairs": 26484.2, "step": 24980, "student_distance_mean": 22.528100776672364, "teacher_distance_mean": 0.8436359584331512, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.002003942185547203, "weighted_relation_loss": 0.002003942185547203 }, { "action_query_batch_std": 0.3486866295337677, "action_query_norm": 40.76504020690918, "action_relation_loss": 0.0019853984471410514, "auxiliary_loss_weight": 1.0, "epoch": 23.376987839101965, "flow_matching_loss": 0.015619882941246032, "grad_norm": 0.07973547279834747, "h_stock_valid_norm": 98.14310455322266, "invalid_tail_samples": 23.7, "learning_rate": 7.435809700411972e-06, "loss": 0.0176, "positive_teacher_pairs": 26875.9, "query_h_norm_ratio": 0.4153659850358963, "relation_loss": 0.0019853984471410514, "selected_pairs": 26875.9, "step": 24990, "student_distance_mean": 22.86029167175293, "teacher_distance_mean": 0.8558652102947235, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0019853984471410514, "weighted_relation_loss": 0.0019853984471410514 }, { "action_query_batch_std": 0.3515302002429962, "action_query_norm": 40.761832046508786, "action_relation_loss": 0.0019940051482990385, "auxiliary_loss_weight": 1.0, "epoch": 23.386342376052387, "flow_matching_loss": 0.016647026129066943, "grad_norm": 0.1071041151881218, "h_stock_valid_norm": 98.02650604248046, "invalid_tail_samples": 21.8, "learning_rate": 7.40691607472715e-06, "loss": 0.0186, "positive_teacher_pairs": 27314.7, "query_h_norm_ratio": 0.41583068370819093, "relation_loss": 0.0019940051482990385, "selected_pairs": 27314.7, "step": 25000, "student_distance_mean": 23.04846935272217, "teacher_distance_mean": 0.8619038224220276, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.0019940051482990385, "weighted_relation_loss": 0.0019940051482990385 }, { "action_query_batch_std": 0.3409247934818268, "action_query_norm": 40.6980697631836, "action_relation_loss": 0.0021389634581282734, "auxiliary_loss_weight": 1.0, "epoch": 23.395696913002805, "flow_matching_loss": 0.01559969699010253, "grad_norm": 0.08028081804513931, "h_stock_valid_norm": 98.05153274536133, "invalid_tail_samples": 23.1, "learning_rate": 7.3780742036555606e-06, "loss": 0.0177, "positive_teacher_pairs": 27018.6, "query_h_norm_ratio": 0.41506982743740084, "relation_loss": 0.0021389634581282734, "selected_pairs": 27018.6, "step": 25010, "student_distance_mean": 22.39442958831787, "teacher_distance_mean": 0.837670648097992, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0021389634581282734, "weighted_relation_loss": 0.0021389634581282734 }, { "action_query_batch_std": 0.34763861298561094, "action_query_norm": 40.75246620178223, "action_relation_loss": 0.002064408641308546, "auxiliary_loss_weight": 1.0, "epoch": 23.405051449953227, "flow_matching_loss": 0.017193533945828676, "grad_norm": 0.14122284948825836, "h_stock_valid_norm": 98.04494171142578, "invalid_tail_samples": 23.0, "learning_rate": 7.349284122242783e-06, "loss": 0.0193, "positive_teacher_pairs": 27034.2, "query_h_norm_ratio": 0.4156548023223877, "relation_loss": 0.002064408641308546, "selected_pairs": 27034.2, "step": 25020, "student_distance_mean": 22.73447380065918, "teacher_distance_mean": 0.8518600404262543, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.002064408641308546, "weighted_relation_loss": 0.002064408641308546 }, { "action_query_batch_std": 0.3445045590400696, "action_query_norm": 40.72468719482422, "action_relation_loss": 0.00213906456483528, "auxiliary_loss_weight": 1.0, "epoch": 23.41440598690365, "flow_matching_loss": 0.01626672763377428, "grad_norm": 0.20869964361190796, "h_stock_valid_norm": 97.74055404663086, "invalid_tail_samples": 26.2, "learning_rate": 7.320545865471512e-06, "loss": 0.0184, "positive_teacher_pairs": 26298.4, "query_h_norm_ratio": 0.41666334569454194, "relation_loss": 0.00213906456483528, "selected_pairs": 26298.4, "step": 25030, "student_distance_mean": 22.654017066955568, "teacher_distance_mean": 0.8490740776062011, "valid_action_samples": 229.8, "weighted_auxiliary_loss": 0.00213906456483528, "weighted_relation_loss": 0.00213906456483528 }, { "action_query_batch_std": 0.3449371725320816, "action_query_norm": 40.747208786010745, "action_relation_loss": 0.0019530956516973675, "auxiliary_loss_weight": 1.0, "epoch": 23.42376052385407, "flow_matching_loss": 0.016327657271176577, "grad_norm": 0.08609282970428467, "h_stock_valid_norm": 98.07883224487304, "invalid_tail_samples": 22.6, "learning_rate": 7.291859468261425e-06, "loss": 0.0183, "positive_teacher_pairs": 27138.2, "query_h_norm_ratio": 0.41545735895633695, "relation_loss": 0.0019530956516973675, "selected_pairs": 27138.2, "step": 25040, "student_distance_mean": 22.657612800598145, "teacher_distance_mean": 0.8482806086540222, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.0019530956516973675, "weighted_relation_loss": 0.0019530956516973675 }, { "action_query_batch_std": 0.3475876361131668, "action_query_norm": 40.746258926391604, "action_relation_loss": 0.00208037244156003, "auxiliary_loss_weight": 1.0, "epoch": 23.43311506080449, "flow_matching_loss": 0.015662139095366002, "grad_norm": 0.1364711970090866, "h_stock_valid_norm": 97.8647834777832, "invalid_tail_samples": 24.4, "learning_rate": 7.263224965469195e-06, "loss": 0.0177, "positive_teacher_pairs": 26711.3, "query_h_norm_ratio": 0.4163556009531021, "relation_loss": 0.00208037244156003, "selected_pairs": 26711.3, "step": 25050, "student_distance_mean": 22.76005268096924, "teacher_distance_mean": 0.8531992137432098, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.00208037244156003, "weighted_relation_loss": 0.00208037244156003 }, { "action_query_batch_std": 0.3476477324962616, "action_query_norm": 40.738485717773436, "action_relation_loss": 0.0020452418248169124, "auxiliary_loss_weight": 1.0, "epoch": 23.44246959775491, "flow_matching_loss": 0.017520982772111893, "grad_norm": 0.2387775480747223, "h_stock_valid_norm": 97.76121139526367, "invalid_tail_samples": 24.8, "learning_rate": 7.234642391888446e-06, "loss": 0.0196, "positive_teacher_pairs": 26623.0, "query_h_norm_ratio": 0.41671771109104155, "relation_loss": 0.0020452418248169124, "selected_pairs": 26623.0, "step": 25060, "student_distance_mean": 22.948941040039063, "teacher_distance_mean": 0.8610044360160828, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0020452418248169124, "weighted_relation_loss": 0.0020452418248169124 }, { "action_query_batch_std": 0.34648035168647767, "action_query_norm": 40.72793807983398, "action_relation_loss": 0.0020869842963293197, "auxiliary_loss_weight": 1.0, "epoch": 23.451824134705333, "flow_matching_loss": 0.017317048367112876, "grad_norm": 0.09936577081680298, "h_stock_valid_norm": 97.5571533203125, "invalid_tail_samples": 24.0, "learning_rate": 7.206111782249697e-06, "loss": 0.0194, "positive_teacher_pairs": 26804.4, "query_h_norm_ratio": 0.41748283207416537, "relation_loss": 0.0020869842963293197, "selected_pairs": 26804.4, "step": 25070, "student_distance_mean": 22.67321891784668, "teacher_distance_mean": 0.8511164486408234, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0020869842963293197, "weighted_relation_loss": 0.0020869842963293197 }, { "action_query_batch_std": 0.34974526762962344, "action_query_norm": 40.72610015869141, "action_relation_loss": 0.0020697711152024567, "auxiliary_loss_weight": 1.0, "epoch": 23.46117867165575, "flow_matching_loss": 0.017178981471806763, "grad_norm": 0.09482438862323761, "h_stock_valid_norm": 97.84447326660157, "invalid_tail_samples": 23.2, "learning_rate": 7.1776331712203385e-06, "loss": 0.0192, "positive_teacher_pairs": 26987.8, "query_h_norm_ratio": 0.41623567044734955, "relation_loss": 0.0020697711152024567, "selected_pairs": 26987.8, "step": 25080, "student_distance_mean": 22.946511459350585, "teacher_distance_mean": 0.8602640450000762, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0020697711152024567, "weighted_relation_loss": 0.0020697711152024567 }, { "action_query_batch_std": 0.34950862526893617, "action_query_norm": 40.7448429107666, "action_relation_loss": 0.0019383959239348768, "auxiliary_loss_weight": 1.0, "epoch": 23.470533208606174, "flow_matching_loss": 0.01662822309881449, "grad_norm": 0.08026940375566483, "h_stock_valid_norm": 97.77490768432617, "invalid_tail_samples": 23.7, "learning_rate": 7.149206593404561e-06, "loss": 0.0186, "positive_teacher_pairs": 26871.2, "query_h_norm_ratio": 0.41672379076480864, "relation_loss": 0.0019383959239348768, "selected_pairs": 26871.2, "step": 25090, "student_distance_mean": 22.97083396911621, "teacher_distance_mean": 0.862037068605423, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0019383959239348768, "weighted_relation_loss": 0.0019383959239348768 }, { "action_query_batch_std": 0.34771862626075745, "action_query_norm": 40.714700317382814, "action_relation_loss": 0.0019876194768585266, "auxiliary_loss_weight": 1.0, "epoch": 23.479887745556596, "flow_matching_loss": 0.016526438202708958, "grad_norm": 0.2076907604932785, "h_stock_valid_norm": 97.93125915527344, "invalid_tail_samples": 24.7, "learning_rate": 7.120832083343337e-06, "loss": 0.0185, "positive_teacher_pairs": 26639.2, "query_h_norm_ratio": 0.41575060188770296, "relation_loss": 0.0019876194768585266, "selected_pairs": 26639.2, "step": 25100, "student_distance_mean": 22.76803207397461, "teacher_distance_mean": 0.8525038421154022, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.0019876194768585266, "weighted_relation_loss": 0.0019876194768585266 }, { "action_query_batch_std": 0.3468040645122528, "action_query_norm": 40.75459938049316, "action_relation_loss": 0.001974848494865, "auxiliary_loss_weight": 1.0, "epoch": 23.489242282507014, "flow_matching_loss": 0.014823612384498119, "grad_norm": 0.08157746493816376, "h_stock_valid_norm": 97.90364532470703, "invalid_tail_samples": 22.9, "learning_rate": 7.092509675514369e-06, "loss": 0.0168, "positive_teacher_pairs": 27055.6, "query_h_norm_ratio": 0.4162737250328064, "relation_loss": 0.001974848494865, "selected_pairs": 27055.6, "step": 25110, "student_distance_mean": 22.903787040710448, "teacher_distance_mean": 0.8569399237632751, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.001974848494865, "weighted_relation_loss": 0.001974848494865 }, { "action_query_batch_std": 0.3469160169363022, "action_query_norm": 40.74464111328125, "action_relation_loss": 0.002042776218149811, "auxiliary_loss_weight": 1.0, "epoch": 23.498596819457436, "flow_matching_loss": 0.016220353543758392, "grad_norm": 0.09940143674612045, "h_stock_valid_norm": 98.02597122192383, "invalid_tail_samples": 23.1, "learning_rate": 7.064239404332063e-06, "loss": 0.0183, "positive_teacher_pairs": 27012.7, "query_h_norm_ratio": 0.4156536072492599, "relation_loss": 0.002042776218149811, "selected_pairs": 27012.7, "step": 25120, "student_distance_mean": 22.770227432250977, "teacher_distance_mean": 0.8545400619506835, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.002042776218149811, "weighted_relation_loss": 0.002042776218149811 }, { "action_query_batch_std": 0.34739882349967954, "action_query_norm": 40.75100135803223, "action_relation_loss": 0.0020835028379224243, "auxiliary_loss_weight": 1.0, "epoch": 23.507951356407858, "flow_matching_loss": 0.017431695014238358, "grad_norm": 0.11416081339120865, "h_stock_valid_norm": 98.02338409423828, "invalid_tail_samples": 22.2, "learning_rate": 7.03602130414745e-06, "loss": 0.0195, "positive_teacher_pairs": 27225.8, "query_h_norm_ratio": 0.4157279014587402, "relation_loss": 0.0020835028379224243, "selected_pairs": 27225.8, "step": 25130, "student_distance_mean": 22.857093620300294, "teacher_distance_mean": 0.8570019364356994, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.0020835028379224243, "weighted_relation_loss": 0.0020835028379224243 }, { "action_query_batch_std": 0.3484572798013687, "action_query_norm": 40.73262062072754, "action_relation_loss": 0.002052266034297645, "auxiliary_loss_weight": 1.0, "epoch": 23.51730589335828, "flow_matching_loss": 0.0176374688744545, "grad_norm": 0.11554910242557526, "h_stock_valid_norm": 98.04007949829102, "invalid_tail_samples": 23.1, "learning_rate": 7.007855409248198e-06, "loss": 0.0197, "positive_teacher_pairs": 27010.0, "query_h_norm_ratio": 0.41547088623046874, "relation_loss": 0.002052266034297645, "selected_pairs": 27010.0, "step": 25140, "student_distance_mean": 22.771446418762206, "teacher_distance_mean": 0.8534028589725494, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.002052266034297645, "weighted_relation_loss": 0.002052266034297645 }, { "action_query_batch_std": 0.3487879395484924, "action_query_norm": 40.7857666015625, "action_relation_loss": 0.001983218884561211, "auxiliary_loss_weight": 1.0, "epoch": 23.5266604303087, "flow_matching_loss": 0.015698001254349947, "grad_norm": 0.10259365290403366, "h_stock_valid_norm": 98.13163681030274, "invalid_tail_samples": 22.7, "learning_rate": 6.979741753858521e-06, "loss": 0.0177, "positive_teacher_pairs": 27117.5, "query_h_norm_ratio": 0.41562536358833313, "relation_loss": 0.001983218884561211, "selected_pairs": 27117.5, "step": 25150, "student_distance_mean": 22.96022758483887, "teacher_distance_mean": 0.8620621621608734, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.001983218884561211, "weighted_relation_loss": 0.001983218884561211 }, { "action_query_batch_std": 0.34654973447322845, "action_query_norm": 40.74836196899414, "action_relation_loss": 0.0019794676103629173, "auxiliary_loss_weight": 1.0, "epoch": 23.53601496725912, "flow_matching_loss": 0.01743858549743891, "grad_norm": 0.09213615208864212, "h_stock_valid_norm": 98.08988571166992, "invalid_tail_samples": 24.4, "learning_rate": 6.951680372139158e-06, "loss": 0.0194, "positive_teacher_pairs": 26711.1, "query_h_norm_ratio": 0.41542240381240847, "relation_loss": 0.0019794676103629173, "selected_pairs": 26711.1, "step": 25160, "student_distance_mean": 22.752892875671385, "teacher_distance_mean": 0.852127081155777, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.0019794676103629173, "weighted_relation_loss": 0.0019794676103629173 }, { "action_query_batch_std": 0.34347043633461, "action_query_norm": 40.716762924194335, "action_relation_loss": 0.0020291159395128488, "auxiliary_loss_weight": 1.0, "epoch": 23.545369504209543, "flow_matching_loss": 0.017901107668876648, "grad_norm": 0.10247954726219177, "h_stock_valid_norm": 97.94337615966796, "invalid_tail_samples": 23.2, "learning_rate": 6.923671298187334e-06, "loss": 0.0199, "positive_teacher_pairs": 26988.1, "query_h_norm_ratio": 0.41572031676769255, "relation_loss": 0.0020291159395128488, "selected_pairs": 26988.1, "step": 25170, "student_distance_mean": 22.505489921569826, "teacher_distance_mean": 0.8429591476917266, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0020291159395128488, "weighted_relation_loss": 0.0020291159395128488 }, { "action_query_batch_std": 0.3476086616516113, "action_query_norm": 40.76179084777832, "action_relation_loss": 0.002032387291546911, "auxiliary_loss_weight": 1.0, "epoch": 23.55472404115996, "flow_matching_loss": 0.01588670127093792, "grad_norm": 0.08829838782548904, "h_stock_valid_norm": 98.07935409545898, "invalid_tail_samples": 23.5, "learning_rate": 6.895714566036704e-06, "loss": 0.0179, "positive_teacher_pairs": 26915.5, "query_h_norm_ratio": 0.41560650169849395, "relation_loss": 0.002032387291546911, "selected_pairs": 26915.5, "step": 25180, "student_distance_mean": 22.72064838409424, "teacher_distance_mean": 0.8523014485836029, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.002032387291546911, "weighted_relation_loss": 0.002032387291546911 }, { "action_query_batch_std": 0.3502443045377731, "action_query_norm": 40.756425857543945, "action_relation_loss": 0.002029734989628196, "auxiliary_loss_weight": 1.0, "epoch": 23.564078578110383, "flow_matching_loss": 0.01609508404508233, "grad_norm": 0.15413956344127655, "h_stock_valid_norm": 97.87354583740235, "invalid_tail_samples": 22.3, "learning_rate": 6.86781020965736e-06, "loss": 0.0181, "positive_teacher_pairs": 27198.2, "query_h_norm_ratio": 0.4164247751235962, "relation_loss": 0.002029734989628196, "selected_pairs": 27198.2, "step": 25190, "student_distance_mean": 22.925461769104004, "teacher_distance_mean": 0.8594076454639434, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.002029734989628196, "weighted_relation_loss": 0.002029734989628196 }, { "action_query_batch_std": 0.3476431846618652, "action_query_norm": 40.7352596282959, "action_relation_loss": 0.0020174438948743047, "auxiliary_loss_weight": 1.0, "epoch": 23.573433115060805, "flow_matching_loss": 0.01611078353598714, "grad_norm": 0.09838441014289856, "h_stock_valid_norm": 98.10590438842773, "invalid_tail_samples": 24.2, "learning_rate": 6.839958262955709e-06, "loss": 0.0181, "positive_teacher_pairs": 26762.5, "query_h_norm_ratio": 0.41521849036216735, "relation_loss": 0.0020174438948743047, "selected_pairs": 26762.5, "step": 25200, "student_distance_mean": 22.828954696655273, "teacher_distance_mean": 0.8574173092842102, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0020174438948743047, "weighted_relation_loss": 0.0020174438948743047 }, { "action_query_batch_std": 0.349499836564064, "action_query_norm": 40.76260604858398, "action_relation_loss": 0.0019456233480013908, "auxiliary_loss_weight": 1.0, "epoch": 23.582787652011227, "flow_matching_loss": 0.016313616745173933, "grad_norm": 0.13494010269641876, "h_stock_valid_norm": 98.03893356323242, "invalid_tail_samples": 21.6, "learning_rate": 6.8121587597744894e-06, "loss": 0.0183, "positive_teacher_pairs": 27359.0, "query_h_norm_ratio": 0.41578373610973357, "relation_loss": 0.0019456233480013908, "selected_pairs": 27359.0, "step": 25210, "student_distance_mean": 22.96843147277832, "teacher_distance_mean": 0.8614673972129822, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.0019456233480013908, "weighted_relation_loss": 0.0019456233480013908 }, { "action_query_batch_std": 0.3484904170036316, "action_query_norm": 40.73589897155762, "action_relation_loss": 0.002016292931511998, "auxiliary_loss_weight": 1.0, "epoch": 23.592142188961645, "flow_matching_loss": 0.016638618893921375, "grad_norm": 0.08781719952821732, "h_stock_valid_norm": 97.89434204101562, "invalid_tail_samples": 26.0, "learning_rate": 6.784411733892732e-06, "loss": 0.0187, "positive_teacher_pairs": 26344.1, "query_h_norm_ratio": 0.41612487733364106, "relation_loss": 0.002016292931511998, "selected_pairs": 26344.1, "step": 25220, "student_distance_mean": 22.84037971496582, "teacher_distance_mean": 0.8575632810592652, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.002016292931511998, "weighted_relation_loss": 0.002016292931511998 }, { "action_query_batch_std": 0.3481846243143082, "action_query_norm": 40.73599510192871, "action_relation_loss": 0.002052739984355867, "auxiliary_loss_weight": 1.0, "epoch": 23.601496725912067, "flow_matching_loss": 0.015518965292721986, "grad_norm": 0.11239901930093765, "h_stock_valid_norm": 97.79420700073243, "invalid_tail_samples": 22.0, "learning_rate": 6.756717219025666e-06, "loss": 0.0176, "positive_teacher_pairs": 27274.5, "query_h_norm_ratio": 0.4165508896112442, "relation_loss": 0.002052739984355867, "selected_pairs": 27274.5, "step": 25230, "student_distance_mean": 22.825635528564455, "teacher_distance_mean": 0.8550836324691773, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.002052739984355867, "weighted_relation_loss": 0.002052739984355867 }, { "action_query_batch_std": 0.34444091022014617, "action_query_norm": 40.705312728881836, "action_relation_loss": 0.0020393623970448973, "auxiliary_loss_weight": 1.0, "epoch": 23.61085126286249, "flow_matching_loss": 0.016620440408587456, "grad_norm": 0.12446478009223938, "h_stock_valid_norm": 97.8706672668457, "invalid_tail_samples": 21.6, "learning_rate": 6.729075248824762e-06, "loss": 0.0187, "positive_teacher_pairs": 27363.7, "query_h_norm_ratio": 0.4159132570028305, "relation_loss": 0.0020393623970448973, "selected_pairs": 27363.7, "step": 25240, "student_distance_mean": 22.64878101348877, "teacher_distance_mean": 0.8501187860965729, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.0020393623970448973, "weighted_relation_loss": 0.0020393623970448973 }, { "action_query_batch_std": 0.345394229888916, "action_query_norm": 40.71989822387695, "action_relation_loss": 0.00199774953071028, "auxiliary_loss_weight": 1.0, "epoch": 23.620205799812908, "flow_matching_loss": 0.016794197168201207, "grad_norm": 0.1169453114271164, "h_stock_valid_norm": 97.82650985717774, "invalid_tail_samples": 22.9, "learning_rate": 6.701485856877615e-06, "loss": 0.0188, "positive_teacher_pairs": 27063.2, "query_h_norm_ratio": 0.41624786555767057, "relation_loss": 0.00199774953071028, "selected_pairs": 27063.2, "step": 25250, "student_distance_mean": 22.76842098236084, "teacher_distance_mean": 0.8541735887527466, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.00199774953071028, "weighted_relation_loss": 0.00199774953071028 }, { "action_query_batch_std": 0.3477183490991592, "action_query_norm": 40.73935546875, "action_relation_loss": 0.0019427810912020504, "auxiliary_loss_weight": 1.0, "epoch": 23.62956033676333, "flow_matching_loss": 0.017032453510910272, "grad_norm": 0.08551908284425735, "h_stock_valid_norm": 97.99978179931641, "invalid_tail_samples": 26.2, "learning_rate": 6.673949076707925e-06, "loss": 0.019, "positive_teacher_pairs": 26298.0, "query_h_norm_ratio": 0.4157110840082169, "relation_loss": 0.0019427810912020504, "selected_pairs": 26298.0, "step": 25260, "student_distance_mean": 22.778371810913086, "teacher_distance_mean": 0.8533273279666901, "valid_action_samples": 229.8, "weighted_auxiliary_loss": 0.0019427810912020504, "weighted_relation_loss": 0.0019427810912020504 }, { "action_query_batch_std": 0.35004229545593263, "action_query_norm": 40.745222091674805, "action_relation_loss": 0.001950160099659115, "auxiliary_loss_weight": 1.0, "epoch": 23.63891487371375, "flow_matching_loss": 0.01680471245199442, "grad_norm": 0.1357143521308899, "h_stock_valid_norm": 97.9077049255371, "invalid_tail_samples": 25.2, "learning_rate": 6.646464941775499e-06, "loss": 0.0188, "positive_teacher_pairs": 26523.9, "query_h_norm_ratio": 0.4161617785692215, "relation_loss": 0.001950160099659115, "selected_pairs": 26523.9, "step": 25270, "student_distance_mean": 23.04728603363037, "teacher_distance_mean": 0.8642933785915374, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.001950160099659115, "weighted_relation_loss": 0.001950160099659115 }, { "action_query_batch_std": 0.3454556792974472, "action_query_norm": 40.70995025634765, "action_relation_loss": 0.0019971991190686823, "auxiliary_loss_weight": 1.0, "epoch": 23.648269410664174, "flow_matching_loss": 0.015059915184974671, "grad_norm": 0.08569449931383133, "h_stock_valid_norm": 97.82760772705078, "invalid_tail_samples": 23.9, "learning_rate": 6.619033485476128e-06, "loss": 0.0171, "positive_teacher_pairs": 26828.6, "query_h_norm_ratio": 0.4161423474550247, "relation_loss": 0.0019971991190686823, "selected_pairs": 26828.6, "step": 25280, "student_distance_mean": 22.68051414489746, "teacher_distance_mean": 0.8521145522594452, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0019971991190686823, "weighted_relation_loss": 0.0019971991190686823 }, { "action_query_batch_std": 0.3459338039159775, "action_query_norm": 40.714324188232425, "action_relation_loss": 0.002116319735068828, "auxiliary_loss_weight": 1.0, "epoch": 23.657623947614592, "flow_matching_loss": 0.01709431866183877, "grad_norm": 0.08505735546350479, "h_stock_valid_norm": 97.71660690307617, "invalid_tail_samples": 23.1, "learning_rate": 6.59165474114164e-06, "loss": 0.0192, "positive_teacher_pairs": 27009.3, "query_h_norm_ratio": 0.4166595250368118, "relation_loss": 0.002116319735068828, "selected_pairs": 27009.3, "step": 25290, "student_distance_mean": 22.81599826812744, "teacher_distance_mean": 0.8544628262519837, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.002116319735068828, "weighted_relation_loss": 0.002116319735068828 }, { "action_query_batch_std": 0.3487987250089645, "action_query_norm": 40.7347297668457, "action_relation_loss": 0.00196103883208707, "auxiliary_loss_weight": 1.0, "epoch": 23.666978484565014, "flow_matching_loss": 0.01602438846603036, "grad_norm": 0.09324026852846146, "h_stock_valid_norm": 97.88962326049804, "invalid_tail_samples": 25.3, "learning_rate": 6.564328742039783e-06, "loss": 0.018, "positive_teacher_pairs": 26507.6, "query_h_norm_ratio": 0.4161305069923401, "relation_loss": 0.00196103883208707, "selected_pairs": 26507.6, "step": 25300, "student_distance_mean": 22.91395511627197, "teacher_distance_mean": 0.8608613610267639, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.00196103883208707, "weighted_relation_loss": 0.00196103883208707 }, { "action_query_batch_std": 0.34637720286846163, "action_query_norm": 40.718849182128906, "action_relation_loss": 0.0020155386184342204, "auxiliary_loss_weight": 1.0, "epoch": 23.676333021515436, "flow_matching_loss": 0.016540302243083716, "grad_norm": 0.10933537781238556, "h_stock_valid_norm": 97.73377914428711, "invalid_tail_samples": 24.6, "learning_rate": 6.537055521374219e-06, "loss": 0.0186, "positive_teacher_pairs": 26662.2, "query_h_norm_ratio": 0.41663173139095305, "relation_loss": 0.0020155386184342204, "selected_pairs": 26662.2, "step": 25310, "student_distance_mean": 22.780628776550294, "teacher_distance_mean": 0.8551479160785675, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0020155386184342204, "weighted_relation_loss": 0.0020155386184342204 }, { "action_query_batch_std": 0.34766672253608705, "action_query_norm": 40.70105323791504, "action_relation_loss": 0.0020346434554085135, "auxiliary_loss_weight": 1.0, "epoch": 23.685687558465855, "flow_matching_loss": 0.017848546989262103, "grad_norm": 0.10494983196258545, "h_stock_valid_norm": 97.85922012329101, "invalid_tail_samples": 25.7, "learning_rate": 6.509835112284485e-06, "loss": 0.0199, "positive_teacher_pairs": 26413.3, "query_h_norm_ratio": 0.41591706573963166, "relation_loss": 0.0020346434554085135, "selected_pairs": 26413.3, "step": 25320, "student_distance_mean": 22.819813346862794, "teacher_distance_mean": 0.8562312662601471, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.0020346434554085135, "weighted_relation_loss": 0.0020346434554085135 }, { "action_query_batch_std": 0.34235765039920807, "action_query_norm": 40.6927848815918, "action_relation_loss": 0.00205215752357617, "auxiliary_loss_weight": 1.0, "epoch": 23.695042095416277, "flow_matching_loss": 0.016176778823137283, "grad_norm": 0.08763092011213303, "h_stock_valid_norm": 97.64910278320312, "invalid_tail_samples": 23.5, "learning_rate": 6.482667547845944e-06, "loss": 0.0182, "positive_teacher_pairs": 26928.2, "query_h_norm_ratio": 0.41672863364219664, "relation_loss": 0.00205215752357617, "selected_pairs": 26928.2, "step": 25330, "student_distance_mean": 22.451692008972167, "teacher_distance_mean": 0.8429404199123383, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.00205215752357617, "weighted_relation_loss": 0.00205215752357617 }, { "action_query_batch_std": 0.342371928691864, "action_query_norm": 40.682373428344725, "action_relation_loss": 0.0019787222845479846, "auxiliary_loss_weight": 1.0, "epoch": 23.7043966323667, "flow_matching_loss": 0.01619078582152724, "grad_norm": 0.12628796696662903, "h_stock_valid_norm": 97.78047332763671, "invalid_tail_samples": 24.9, "learning_rate": 6.455552861069736e-06, "loss": 0.0182, "positive_teacher_pairs": 26608.2, "query_h_norm_ratio": 0.41606042981147767, "relation_loss": 0.0019787222845479846, "selected_pairs": 26608.2, "step": 25340, "student_distance_mean": 22.626897239685057, "teacher_distance_mean": 0.8509035408496857, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.0019787222845479846, "weighted_relation_loss": 0.0019787222845479846 }, { "action_query_batch_std": 0.34805082678794863, "action_query_norm": 40.730097961425784, "action_relation_loss": 0.0019592809956520798, "auxiliary_loss_weight": 1.0, "epoch": 23.71375116931712, "flow_matching_loss": 0.01746669951826334, "grad_norm": 0.11724373698234558, "h_stock_valid_norm": 97.91788864135742, "invalid_tail_samples": 24.2, "learning_rate": 6.428491084902788e-06, "loss": 0.0194, "positive_teacher_pairs": 26758.3, "query_h_norm_ratio": 0.41596410870552064, "relation_loss": 0.0019592809956520798, "selected_pairs": 26758.3, "step": 25350, "student_distance_mean": 22.910112190246583, "teacher_distance_mean": 0.8587798416614533, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0019592809956520798, "weighted_relation_loss": 0.0019592809956520798 }, { "action_query_batch_std": 0.3450307101011276, "action_query_norm": 40.731056213378906, "action_relation_loss": 0.00205424897139892, "auxiliary_loss_weight": 1.0, "epoch": 23.72310570626754, "flow_matching_loss": 0.015671515744179486, "grad_norm": 0.09408263117074966, "h_stock_valid_norm": 97.73210296630859, "invalid_tail_samples": 22.9, "learning_rate": 6.401482252227698e-06, "loss": 0.0177, "positive_teacher_pairs": 27056.5, "query_h_norm_ratio": 0.41676445603370665, "relation_loss": 0.00205424897139892, "selected_pairs": 27056.5, "step": 25360, "student_distance_mean": 22.675310134887695, "teacher_distance_mean": 0.8500539839267731, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.00205424897139892, "weighted_relation_loss": 0.00205424897139892 }, { "action_query_batch_std": 0.3482148140668869, "action_query_norm": 40.73749961853027, "action_relation_loss": 0.0020030262414366005, "auxiliary_loss_weight": 1.0, "epoch": 23.73246024321796, "flow_matching_loss": 0.014839706756174565, "grad_norm": 0.07245764136314392, "h_stock_valid_norm": 97.89058380126953, "invalid_tail_samples": 23.5, "learning_rate": 6.37452639586274e-06, "loss": 0.0168, "positive_teacher_pairs": 26917.3, "query_h_norm_ratio": 0.41615564525127413, "relation_loss": 0.0020030262414366005, "selected_pairs": 26917.3, "step": 25370, "student_distance_mean": 22.801546478271483, "teacher_distance_mean": 0.8543863475322724, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0020030262414366005, "weighted_relation_loss": 0.0020030262414366005 }, { "action_query_batch_std": 0.34853472411632536, "action_query_norm": 40.75855560302735, "action_relation_loss": 0.0020222926279529927, "auxiliary_loss_weight": 1.0, "epoch": 23.741814780168383, "flow_matching_loss": 0.016028139833360912, "grad_norm": 0.13099409639835358, "h_stock_valid_norm": 97.95098495483398, "invalid_tail_samples": 23.5, "learning_rate": 6.347623548561826e-06, "loss": 0.0181, "positive_teacher_pairs": 26919.8, "query_h_norm_ratio": 0.41611321568489074, "relation_loss": 0.0020222926279529927, "selected_pairs": 26919.8, "step": 25380, "student_distance_mean": 22.852530670166015, "teacher_distance_mean": 0.8581567645072937, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0020222926279529927, "weighted_relation_loss": 0.0020222926279529927 }, { "action_query_batch_std": 0.3489438593387604, "action_query_norm": 40.74990348815918, "action_relation_loss": 0.0019666382460854946, "auxiliary_loss_weight": 1.0, "epoch": 23.7511693171188, "flow_matching_loss": 0.01701699560508132, "grad_norm": 0.07207988202571869, "h_stock_valid_norm": 98.09116821289062, "invalid_tail_samples": 23.4, "learning_rate": 6.320773743014441e-06, "loss": 0.019, "positive_teacher_pairs": 26946.2, "query_h_norm_ratio": 0.4154298037290573, "relation_loss": 0.0019666382460854946, "selected_pairs": 26946.2, "step": 25390, "student_distance_mean": 22.87278232574463, "teacher_distance_mean": 0.8573069274425507, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.0019666382460854946, "weighted_relation_loss": 0.0019666382460854946 }, { "action_query_batch_std": 0.3494224339723587, "action_query_norm": 40.74763984680176, "action_relation_loss": 0.0019280819571577013, "auxiliary_loss_weight": 1.0, "epoch": 23.760523854069223, "flow_matching_loss": 0.01627680119127035, "grad_norm": 0.08350599557161331, "h_stock_valid_norm": 97.99827117919922, "invalid_tail_samples": 23.5, "learning_rate": 6.293977011845648e-06, "loss": 0.0182, "positive_teacher_pairs": 26923.0, "query_h_norm_ratio": 0.41580261290073395, "relation_loss": 0.0019280819571577013, "selected_pairs": 26923.0, "step": 25400, "student_distance_mean": 23.03394603729248, "teacher_distance_mean": 0.8643244743347168, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0019280819571577013, "weighted_relation_loss": 0.0019280819571577013 }, { "action_query_batch_std": 0.34528208076953887, "action_query_norm": 40.712771606445315, "action_relation_loss": 0.002005394222214818, "auxiliary_loss_weight": 1.0, "epoch": 23.769878391019645, "flow_matching_loss": 0.01569254705682397, "grad_norm": 0.12096519023180008, "h_stock_valid_norm": 98.00024871826172, "invalid_tail_samples": 25.2, "learning_rate": 6.2672333876159835e-06, "loss": 0.0177, "positive_teacher_pairs": 26533.1, "query_h_norm_ratio": 0.41543759107589723, "relation_loss": 0.002005394222214818, "selected_pairs": 26533.1, "step": 25410, "student_distance_mean": 22.62521457672119, "teacher_distance_mean": 0.8491647601127624, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.002005394222214818, "weighted_relation_loss": 0.002005394222214818 }, { "action_query_batch_std": 0.3471266657114029, "action_query_norm": 40.720573806762694, "action_relation_loss": 0.002055643079802394, "auxiliary_loss_weight": 1.0, "epoch": 23.779232927970064, "flow_matching_loss": 0.017181696835905313, "grad_norm": 0.09436918050050735, "h_stock_valid_norm": 97.97545852661133, "invalid_tail_samples": 22.5, "learning_rate": 6.2405429028215e-06, "loss": 0.0192, "positive_teacher_pairs": 27150.1, "query_h_norm_ratio": 0.41562274694442747, "relation_loss": 0.002055643079802394, "selected_pairs": 27150.1, "step": 25420, "student_distance_mean": 22.854799461364745, "teacher_distance_mean": 0.8573266923427582, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.002055643079802394, "weighted_relation_loss": 0.002055643079802394 }, { "action_query_batch_std": 0.34472190141677855, "action_query_norm": 40.69859580993652, "action_relation_loss": 0.00192225300706923, "auxiliary_loss_weight": 1.0, "epoch": 23.788587464920486, "flow_matching_loss": 0.016320824064314364, "grad_norm": 0.09569409489631653, "h_stock_valid_norm": 97.96891937255859, "invalid_tail_samples": 25.5, "learning_rate": 6.213905589893631e-06, "loss": 0.0182, "positive_teacher_pairs": 26458.2, "query_h_norm_ratio": 0.4154249161481857, "relation_loss": 0.00192225300706923, "selected_pairs": 26458.2, "step": 25430, "student_distance_mean": 22.715534591674803, "teacher_distance_mean": 0.8517082035541534, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.00192225300706923, "weighted_relation_loss": 0.00192225300706923 }, { "action_query_batch_std": 0.35018416345119474, "action_query_norm": 40.75208778381348, "action_relation_loss": 0.002005868311971426, "auxiliary_loss_weight": 1.0, "epoch": 23.797942001870908, "flow_matching_loss": 0.015808261279016734, "grad_norm": 0.14964516460895538, "h_stock_valid_norm": 97.8653694152832, "invalid_tail_samples": 23.3, "learning_rate": 6.187321481199221e-06, "loss": 0.0178, "positive_teacher_pairs": 26967.1, "query_h_norm_ratio": 0.41641426980495455, "relation_loss": 0.002005868311971426, "selected_pairs": 26967.1, "step": 25440, "student_distance_mean": 23.04481906890869, "teacher_distance_mean": 0.8642821550369263, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.002005868311971426, "weighted_relation_loss": 0.002005868311971426 }, { "action_query_batch_std": 0.3484767436981201, "action_query_norm": 40.74485549926758, "action_relation_loss": 0.0020017250208184123, "auxiliary_loss_weight": 1.0, "epoch": 23.80729653882133, "flow_matching_loss": 0.018921134062111378, "grad_norm": 0.10588591545820236, "h_stock_valid_norm": 97.87754440307617, "invalid_tail_samples": 23.9, "learning_rate": 6.1607906090404895e-06, "loss": 0.0209, "positive_teacher_pairs": 26824.3, "query_h_norm_ratio": 0.41628819704055786, "relation_loss": 0.0020017250208184123, "selected_pairs": 26824.3, "step": 25450, "student_distance_mean": 22.892047500610353, "teacher_distance_mean": 0.8573077023029327, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0020017250208184123, "weighted_relation_loss": 0.0020017250208184123 }, { "action_query_batch_std": 0.3457764536142349, "action_query_norm": 40.70555458068848, "action_relation_loss": 0.0019114892813377083, "auxiliary_loss_weight": 1.0, "epoch": 23.81665107577175, "flow_matching_loss": 0.01749465465545654, "grad_norm": 0.09878968447446823, "h_stock_valid_norm": 97.70949020385743, "invalid_tail_samples": 23.2, "learning_rate": 6.134313005654929e-06, "loss": 0.0194, "positive_teacher_pairs": 27002.4, "query_h_norm_ratio": 0.41660297811031344, "relation_loss": 0.0019114892813377083, "selected_pairs": 27002.4, "step": 25460, "student_distance_mean": 22.787814140319824, "teacher_distance_mean": 0.8550746977329254, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0019114892813377083, "weighted_relation_loss": 0.0019114892813377083 }, { "action_query_batch_std": 0.34536112248897555, "action_query_norm": 40.704508209228514, "action_relation_loss": 0.002035416790749878, "auxiliary_loss_weight": 1.0, "epoch": 23.82600561272217, "flow_matching_loss": 0.016706031281501055, "grad_norm": 0.09791398048400879, "h_stock_valid_norm": 97.75278778076172, "invalid_tail_samples": 24.9, "learning_rate": 6.107888703215337e-06, "loss": 0.0187, "positive_teacher_pairs": 26602.2, "query_h_norm_ratio": 0.4164045363664627, "relation_loss": 0.002035416790749878, "selected_pairs": 26602.2, "step": 25470, "student_distance_mean": 22.568789100646974, "teacher_distance_mean": 0.8469401121139526, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.002035416790749878, "weighted_relation_loss": 0.002035416790749878 }, { "action_query_batch_std": 0.3444299757480621, "action_query_norm": 40.69476470947266, "action_relation_loss": 0.0021263332455419004, "auxiliary_loss_weight": 1.0, "epoch": 23.835360149672592, "flow_matching_loss": 0.01659996621310711, "grad_norm": 0.10334820300340652, "h_stock_valid_norm": 97.78198852539063, "invalid_tail_samples": 25.1, "learning_rate": 6.081517733829722e-06, "loss": 0.0187, "positive_teacher_pairs": 26549.8, "query_h_norm_ratio": 0.4161795198917389, "relation_loss": 0.0021263332455419004, "selected_pairs": 26549.8, "step": 25480, "student_distance_mean": 22.68378791809082, "teacher_distance_mean": 0.8493653535842896, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.0021263332455419004, "weighted_relation_loss": 0.0021263332455419004 }, { "action_query_batch_std": 0.3478917211294174, "action_query_norm": 40.721093368530276, "action_relation_loss": 0.0020497477846220134, "auxiliary_loss_weight": 1.0, "epoch": 23.84471468662301, "flow_matching_loss": 0.016891910042613745, "grad_norm": 0.08555004000663757, "h_stock_valid_norm": 97.87212524414062, "invalid_tail_samples": 20.8, "learning_rate": 6.055200129541294e-06, "loss": 0.0189, "positive_teacher_pairs": 27551.4, "query_h_norm_ratio": 0.41606738567352297, "relation_loss": 0.0020497477846220134, "selected_pairs": 27551.4, "step": 25490, "student_distance_mean": 22.799495697021484, "teacher_distance_mean": 0.8546085596084595, "valid_action_samples": 235.2, "weighted_auxiliary_loss": 0.0020497477846220134, "weighted_relation_loss": 0.0020497477846220134 }, { "action_query_batch_std": 0.3438145309686661, "action_query_norm": 40.701052856445315, "action_relation_loss": 0.0019755305256694555, "auxiliary_loss_weight": 1.0, "epoch": 23.854069223573433, "flow_matching_loss": 0.016575330309569834, "grad_norm": 0.09487071633338928, "h_stock_valid_norm": 97.6781509399414, "invalid_tail_samples": 24.8, "learning_rate": 6.0289359223284434e-06, "loss": 0.0186, "positive_teacher_pairs": 26616.7, "query_h_norm_ratio": 0.4166867107152939, "relation_loss": 0.0019755305256694555, "selected_pairs": 26616.7, "step": 25500, "student_distance_mean": 22.651385879516603, "teacher_distance_mean": 0.848243910074234, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0019755305256694555, "weighted_relation_loss": 0.0019755305256694555 }, { "action_query_batch_std": 0.35188809037208557, "action_query_norm": 40.75667839050293, "action_relation_loss": 0.0020200424361974, "auxiliary_loss_weight": 1.0, "epoch": 23.863423760523855, "flow_matching_loss": 0.01639723777770996, "grad_norm": 0.10658877342939377, "h_stock_valid_norm": 97.7925193786621, "invalid_tail_samples": 22.1, "learning_rate": 6.002725144104648e-06, "loss": 0.0184, "positive_teacher_pairs": 27244.8, "query_h_norm_ratio": 0.41677382588386536, "relation_loss": 0.0020200424361974, "selected_pairs": 27244.8, "step": 25510, "student_distance_mean": 23.01175174713135, "teacher_distance_mean": 0.8631963133811951, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.0020200424361974, "weighted_relation_loss": 0.0020200424361974 }, { "action_query_batch_std": 0.34535232484340667, "action_query_norm": 40.70101089477539, "action_relation_loss": 0.002037016814574599, "auxiliary_loss_weight": 1.0, "epoch": 23.872778297474277, "flow_matching_loss": 0.017503343056887388, "grad_norm": 0.1305437684059143, "h_stock_valid_norm": 97.7208740234375, "invalid_tail_samples": 24.0, "learning_rate": 5.976567826718477e-06, "loss": 0.0195, "positive_teacher_pairs": 26802.6, "query_h_norm_ratio": 0.4165066808462143, "relation_loss": 0.002037016814574599, "selected_pairs": 26802.6, "step": 25520, "student_distance_mean": 22.60199394226074, "teacher_distance_mean": 0.8483396530151367, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.002037016814574599, "weighted_relation_loss": 0.002037016814574599 }, { "action_query_batch_std": 0.3497002154588699, "action_query_norm": 40.73396797180176, "action_relation_loss": 0.0019444869249127805, "auxiliary_loss_weight": 1.0, "epoch": 23.882132834424695, "flow_matching_loss": 0.01760655762627721, "grad_norm": 0.10572923719882965, "h_stock_valid_norm": 97.58830032348632, "invalid_tail_samples": 23.1, "learning_rate": 5.9504640019535315e-06, "loss": 0.0196, "positive_teacher_pairs": 27007.7, "query_h_norm_ratio": 0.41740704476833346, "relation_loss": 0.0019444869249127805, "selected_pairs": 27007.7, "step": 25530, "student_distance_mean": 22.985490798950195, "teacher_distance_mean": 0.8622898459434509, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0019444869249127805, "weighted_relation_loss": 0.0019444869249127805 }, { "action_query_batch_std": 0.3468210458755493, "action_query_norm": 40.72671279907227, "action_relation_loss": 0.0021165146376006306, "auxiliary_loss_weight": 1.0, "epoch": 23.891487371375117, "flow_matching_loss": 0.016225191298872232, "grad_norm": 0.10818019509315491, "h_stock_valid_norm": 97.49924926757812, "invalid_tail_samples": 23.4, "learning_rate": 5.924413701528414e-06, "loss": 0.0183, "positive_teacher_pairs": 26937.4, "query_h_norm_ratio": 0.4177144765853882, "relation_loss": 0.0021165146376006306, "selected_pairs": 26937.4, "step": 25540, "student_distance_mean": 22.723182106018065, "teacher_distance_mean": 0.8544721662998199, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.0021165146376006306, "weighted_relation_loss": 0.0021165146376006306 }, { "action_query_batch_std": 0.34587887227535247, "action_query_norm": 40.717094802856444, "action_relation_loss": 0.0019995384267531336, "auxiliary_loss_weight": 1.0, "epoch": 23.90084190832554, "flow_matching_loss": 0.01709451749920845, "grad_norm": 0.10202275216579437, "h_stock_valid_norm": 97.43702621459961, "invalid_tail_samples": 24.4, "learning_rate": 5.898416957096703e-06, "loss": 0.0191, "positive_teacher_pairs": 26711.8, "query_h_norm_ratio": 0.4178875356912613, "relation_loss": 0.0019995384267531336, "selected_pairs": 26711.8, "step": 25550, "student_distance_mean": 22.693419647216796, "teacher_distance_mean": 0.8529676735401154, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.0019995384267531336, "weighted_relation_loss": 0.0019995384267531336 }, { "action_query_batch_std": 0.34647700786590574, "action_query_norm": 40.70559730529785, "action_relation_loss": 0.0019832113641314207, "auxiliary_loss_weight": 1.0, "epoch": 23.910196445275957, "flow_matching_loss": 0.015337708406150341, "grad_norm": 0.08590581268072128, "h_stock_valid_norm": 97.53593597412109, "invalid_tail_samples": 22.7, "learning_rate": 5.872473800246913e-06, "loss": 0.0173, "positive_teacher_pairs": 27112.2, "query_h_norm_ratio": 0.41734439432621, "relation_loss": 0.0019832113641314207, "selected_pairs": 27112.2, "step": 25560, "student_distance_mean": 22.786660385131835, "teacher_distance_mean": 0.855935400724411, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.0019832113641314207, "weighted_relation_loss": 0.0019832113641314207 }, { "action_query_batch_std": 0.3449841022491455, "action_query_norm": 40.68352432250977, "action_relation_loss": 0.0020728703239001334, "auxiliary_loss_weight": 1.0, "epoch": 23.91955098222638, "flow_matching_loss": 0.015326428692787886, "grad_norm": 0.14282429218292236, "h_stock_valid_norm": 97.53402709960938, "invalid_tail_samples": 26.3, "learning_rate": 5.846584262502402e-06, "loss": 0.0174, "positive_teacher_pairs": 26278.7, "query_h_norm_ratio": 0.41712253987789155, "relation_loss": 0.0020728703239001334, "selected_pairs": 26278.7, "step": 25570, "student_distance_mean": 22.586478424072265, "teacher_distance_mean": 0.846331512928009, "valid_action_samples": 229.7, "weighted_auxiliary_loss": 0.0020728703239001334, "weighted_relation_loss": 0.0020728703239001334 }, { "action_query_batch_std": 0.34577019810676574, "action_query_norm": 40.73562240600586, "action_relation_loss": 0.001970016793347895, "auxiliary_loss_weight": 1.0, "epoch": 23.9289055191768, "flow_matching_loss": 0.015436748042702675, "grad_norm": 0.10915224999189377, "h_stock_valid_norm": 97.67436981201172, "invalid_tail_samples": 23.0, "learning_rate": 5.820748375321411e-06, "loss": 0.0174, "positive_teacher_pairs": 27037.7, "query_h_norm_ratio": 0.4170562207698822, "relation_loss": 0.001970016793347895, "selected_pairs": 27037.7, "step": 25580, "student_distance_mean": 22.64460868835449, "teacher_distance_mean": 0.8504914283752442, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.001970016793347895, "weighted_relation_loss": 0.001970016793347895 }, { "action_query_batch_std": 0.34595268666744233, "action_query_norm": 40.71394653320313, "action_relation_loss": 0.0019737593131139873, "auxiliary_loss_weight": 1.0, "epoch": 23.938260056127223, "flow_matching_loss": 0.01620680596679449, "grad_norm": 0.10742640495300293, "h_stock_valid_norm": 97.7217010498047, "invalid_tail_samples": 22.8, "learning_rate": 5.794966170096977e-06, "loss": 0.0182, "positive_teacher_pairs": 27087.0, "query_h_norm_ratio": 0.41663223803043364, "relation_loss": 0.0019737593131139873, "selected_pairs": 27087.0, "step": 25590, "student_distance_mean": 22.624727249145508, "teacher_distance_mean": 0.8511089026927948, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0019737593131139873, "weighted_relation_loss": 0.0019737593131139873 }, { "action_query_batch_std": 0.3516565412282944, "action_query_norm": 40.74902458190918, "action_relation_loss": 0.0020201702252961697, "auxiliary_loss_weight": 1.0, "epoch": 23.947614593077642, "flow_matching_loss": 0.016257894411683082, "grad_norm": 0.07915398478507996, "h_stock_valid_norm": 97.71090316772461, "invalid_tail_samples": 22.9, "learning_rate": 5.769237678156897e-06, "loss": 0.0183, "positive_teacher_pairs": 27060.3, "query_h_norm_ratio": 0.41703979671001434, "relation_loss": 0.0020201702252961697, "selected_pairs": 27060.3, "step": 25600, "student_distance_mean": 23.03507423400879, "teacher_distance_mean": 0.8650133550167084, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.0020201702252961697, "weighted_relation_loss": 0.0020201702252961697 }, { "action_query_batch_std": 0.3492622792720795, "action_query_norm": 40.77143516540527, "action_relation_loss": 0.00192562056472525, "auxiliary_loss_weight": 1.0, "epoch": 23.956969130028064, "flow_matching_loss": 0.015620946325361729, "grad_norm": 0.10739689320325851, "h_stock_valid_norm": 97.86555557250976, "invalid_tail_samples": 21.8, "learning_rate": 5.743562930763735e-06, "loss": 0.0175, "positive_teacher_pairs": 27312.3, "query_h_norm_ratio": 0.41660805940628054, "relation_loss": 0.00192562056472525, "selected_pairs": 27312.3, "step": 25610, "student_distance_mean": 22.938637351989748, "teacher_distance_mean": 0.8625989258289337, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.00192562056472525, "weighted_relation_loss": 0.00192562056472525 }, { "action_query_batch_std": 0.3478145897388458, "action_query_norm": 40.70330123901367, "action_relation_loss": 0.0019515263382345438, "auxiliary_loss_weight": 1.0, "epoch": 23.966323666978486, "flow_matching_loss": 0.01667455621063709, "grad_norm": 0.09567393362522125, "h_stock_valid_norm": 97.91506729125976, "invalid_tail_samples": 23.3, "learning_rate": 5.717941959114726e-06, "loss": 0.0186, "positive_teacher_pairs": 26976.4, "query_h_norm_ratio": 0.41570245027542113, "relation_loss": 0.0019515263382345438, "selected_pairs": 26976.4, "step": 25620, "student_distance_mean": 22.79834117889404, "teacher_distance_mean": 0.8557830631732941, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0019515263382345438, "weighted_relation_loss": 0.0019515263382345438 }, { "action_query_batch_std": 0.34473452568054197, "action_query_norm": 40.70646286010742, "action_relation_loss": 0.0019551914534531533, "auxiliary_loss_weight": 1.0, "epoch": 23.975678203928904, "flow_matching_loss": 0.016045672167092562, "grad_norm": 0.12905119359493256, "h_stock_valid_norm": 97.86812820434571, "invalid_tail_samples": 23.2, "learning_rate": 5.69237479434176e-06, "loss": 0.018, "positive_teacher_pairs": 26990.2, "query_h_norm_ratio": 0.41593667566776277, "relation_loss": 0.0019551914534531533, "selected_pairs": 26990.2, "step": 25630, "student_distance_mean": 22.7333044052124, "teacher_distance_mean": 0.8535255134105683, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0019551914534531533, "weighted_relation_loss": 0.0019551914534531533 }, { "action_query_batch_std": 0.35136068761348727, "action_query_norm": 40.7225528717041, "action_relation_loss": 0.002021171746309847, "auxiliary_loss_weight": 1.0, "epoch": 23.985032740879326, "flow_matching_loss": 0.019478092435747385, "grad_norm": 0.1098906472325325, "h_stock_valid_norm": 97.80858535766602, "invalid_tail_samples": 22.0, "learning_rate": 5.666861467511353e-06, "loss": 0.0215, "positive_teacher_pairs": 27268.8, "query_h_norm_ratio": 0.41635343730449675, "relation_loss": 0.002021171746309847, "selected_pairs": 27268.8, "step": 25640, "student_distance_mean": 23.028049278259278, "teacher_distance_mean": 0.8645212650299072, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.002021171746309847, "weighted_relation_loss": 0.002021171746309847 }, { "action_query_batch_std": 0.34623396396636963, "action_query_norm": 40.71686019897461, "action_relation_loss": 0.001997164427302778, "auxiliary_loss_weight": 1.0, "epoch": 23.99438727782975, "flow_matching_loss": 0.01776417689397931, "grad_norm": 0.12627212703227997, "h_stock_valid_norm": 97.45456085205078, "invalid_tail_samples": 24.4, "learning_rate": 5.641402009624591e-06, "loss": 0.0198, "positive_teacher_pairs": 26721.6, "query_h_norm_ratio": 0.4178058922290802, "relation_loss": 0.001997164427302778, "selected_pairs": 26721.6, "step": 25650, "student_distance_mean": 22.727458953857422, "teacher_distance_mean": 0.8540994584560394, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.001997164427302778, "weighted_relation_loss": 0.001997164427302778 }, { "action_query_batch_std": 0.3471417874097824, "action_query_norm": 40.71430625915527, "action_relation_loss": 0.0019335932796821, "auxiliary_loss_weight": 1.0, "epoch": 24.003741814780167, "flow_matching_loss": 0.017708856705576183, "grad_norm": 0.09659254550933838, "h_stock_valid_norm": 97.63247985839844, "invalid_tail_samples": 22.6, "learning_rate": 5.615996451617145e-06, "loss": 0.0196, "positive_teacher_pairs": 24154.5, "query_h_norm_ratio": 0.4170175164937973, "relation_loss": 0.0019335932796821, "selected_pairs": 24154.5, "step": 25660, "student_distance_mean": 22.870930480957032, "teacher_distance_mean": 0.8605303823947906, "valid_action_samples": 213.5, "weighted_auxiliary_loss": 0.0019335932796821, "weighted_relation_loss": 0.0019335932796821 }, { "action_query_batch_std": 0.34915971159935, "action_query_norm": 40.73521347045899, "action_relation_loss": 0.001993447553832084, "auxiliary_loss_weight": 1.0, "epoch": 24.01309635173059, "flow_matching_loss": 0.017183942720294, "grad_norm": 0.10152506083250046, "h_stock_valid_norm": 97.6190689086914, "invalid_tail_samples": 23.2, "learning_rate": 5.590644824359148e-06, "loss": 0.0192, "positive_teacher_pairs": 26990.7, "query_h_norm_ratio": 0.4172880232334137, "relation_loss": 0.001993447553832084, "selected_pairs": 26990.7, "step": 25670, "student_distance_mean": 22.986635780334474, "teacher_distance_mean": 0.8648000299930573, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.001993447553832084, "weighted_relation_loss": 0.001993447553832084 }, { "action_query_batch_std": 0.34089582562446596, "action_query_norm": 40.67399024963379, "action_relation_loss": 0.001972186774946749, "auxiliary_loss_weight": 1.0, "epoch": 24.02245088868101, "flow_matching_loss": 0.0169203688390553, "grad_norm": 0.10619154572486877, "h_stock_valid_norm": 97.62919464111329, "invalid_tail_samples": 23.4, "learning_rate": 5.56534715865521e-06, "loss": 0.0189, "positive_teacher_pairs": 26950.9, "query_h_norm_ratio": 0.41661970019340516, "relation_loss": 0.001972186774946749, "selected_pairs": 26950.9, "step": 25680, "student_distance_mean": 22.44938144683838, "teacher_distance_mean": 0.8440729796886444, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.001972186774946749, "weighted_relation_loss": 0.001972186774946749 }, { "action_query_batch_std": 0.34433724284172057, "action_query_norm": 40.71342163085937, "action_relation_loss": 0.002019184653181583, "auxiliary_loss_weight": 1.0, "epoch": 24.031805425631433, "flow_matching_loss": 0.01640786975622177, "grad_norm": 0.08012671023607254, "h_stock_valid_norm": 97.70212936401367, "invalid_tail_samples": 23.7, "learning_rate": 5.5401034852443965e-06, "loss": 0.0184, "positive_teacher_pairs": 26873.9, "query_h_norm_ratio": 0.4167117357254028, "relation_loss": 0.002019184653181583, "selected_pairs": 26873.9, "step": 25690, "student_distance_mean": 22.61585521697998, "teacher_distance_mean": 0.8506939768791199, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.002019184653181583, "weighted_relation_loss": 0.002019184653181583 }, { "action_query_batch_std": 0.349028667807579, "action_query_norm": 40.73986701965332, "action_relation_loss": 0.0019713807851076126, "auxiliary_loss_weight": 1.0, "epoch": 24.04115996258185, "flow_matching_loss": 0.01582814184948802, "grad_norm": 0.08994711935520172, "h_stock_valid_norm": 97.86076965332032, "invalid_tail_samples": 26.3, "learning_rate": 5.514913834800134e-06, "loss": 0.0178, "positive_teacher_pairs": 26285.0, "query_h_norm_ratio": 0.4163107484579086, "relation_loss": 0.0019713807851076126, "selected_pairs": 26285.0, "step": 25700, "student_distance_mean": 22.952449607849122, "teacher_distance_mean": 0.8630145847797394, "valid_action_samples": 229.7, "weighted_auxiliary_loss": 0.0019713807851076126, "weighted_relation_loss": 0.0019713807851076126 }, { "action_query_batch_std": 0.35002942383289337, "action_query_norm": 40.74540824890137, "action_relation_loss": 0.0019422117271460592, "auxiliary_loss_weight": 1.0, "epoch": 24.050514499532273, "flow_matching_loss": 0.0177392085082829, "grad_norm": 0.09202460199594498, "h_stock_valid_norm": 97.77011108398438, "invalid_tail_samples": 23.1, "learning_rate": 5.489778237930238e-06, "loss": 0.0197, "positive_teacher_pairs": 27012.2, "query_h_norm_ratio": 0.41674855053424836, "relation_loss": 0.0019422117271460592, "selected_pairs": 27012.2, "step": 25710, "student_distance_mean": 23.02626838684082, "teacher_distance_mean": 0.8656353533267975, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0019422117271460592, "weighted_relation_loss": 0.0019422117271460592 }, { "action_query_batch_std": 0.346309033036232, "action_query_norm": 40.700704193115236, "action_relation_loss": 0.00195218255976215, "auxiliary_loss_weight": 1.0, "epoch": 24.059869036482695, "flow_matching_loss": 0.016333051957190037, "grad_norm": 0.0929916724562645, "h_stock_valid_norm": 97.7328872680664, "invalid_tail_samples": 25.6, "learning_rate": 5.464696725176827e-06, "loss": 0.0183, "positive_teacher_pairs": 26459.1, "query_h_norm_ratio": 0.41644851863384247, "relation_loss": 0.00195218255976215, "selected_pairs": 26459.1, "step": 25720, "student_distance_mean": 22.820880699157716, "teacher_distance_mean": 0.8549070119857788, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.00195218255976215, "weighted_relation_loss": 0.00195218255976215 }, { "action_query_batch_std": 0.35008967816829684, "action_query_norm": 40.76154098510742, "action_relation_loss": 0.002014702802989632, "auxiliary_loss_weight": 1.0, "epoch": 24.069223573433113, "flow_matching_loss": 0.014757737889885903, "grad_norm": 0.12217307835817337, "h_stock_valid_norm": 97.8601287841797, "invalid_tail_samples": 21.2, "learning_rate": 5.439669327016294e-06, "loss": 0.0168, "positive_teacher_pairs": 27454.3, "query_h_norm_ratio": 0.41653292775154116, "relation_loss": 0.002014702802989632, "selected_pairs": 27454.3, "step": 25730, "student_distance_mean": 23.013442993164062, "teacher_distance_mean": 0.8614897072315216, "valid_action_samples": 234.8, "weighted_auxiliary_loss": 0.002014702802989632, "weighted_relation_loss": 0.002014702802989632 }, { "action_query_batch_std": 0.34431433379650117, "action_query_norm": 40.70149269104004, "action_relation_loss": 0.0020135967060923576, "auxiliary_loss_weight": 1.0, "epoch": 24.078578110383535, "flow_matching_loss": 0.016312819626182317, "grad_norm": 0.08834051340818405, "h_stock_valid_norm": 97.71073837280274, "invalid_tail_samples": 22.8, "learning_rate": 5.4146960738592985e-06, "loss": 0.0183, "positive_teacher_pairs": 27090.9, "query_h_norm_ratio": 0.41655333936214445, "relation_loss": 0.0020135967060923576, "selected_pairs": 27090.9, "step": 25740, "student_distance_mean": 22.632842445373534, "teacher_distance_mean": 0.8463819861412049, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0020135967060923576, "weighted_relation_loss": 0.0020135967060923576 }, { "action_query_batch_std": 0.3505248546600342, "action_query_norm": 40.76031227111817, "action_relation_loss": 0.001892353326547891, "auxiliary_loss_weight": 1.0, "epoch": 24.087932647333957, "flow_matching_loss": 0.015921211149543524, "grad_norm": 0.09076981991529465, "h_stock_valid_norm": 97.91356506347657, "invalid_tail_samples": 25.9, "learning_rate": 5.389776996050694e-06, "loss": 0.0178, "positive_teacher_pairs": 26375.8, "query_h_norm_ratio": 0.4162963002920151, "relation_loss": 0.001892353326547891, "selected_pairs": 26375.8, "step": 25750, "student_distance_mean": 23.13095703125, "teacher_distance_mean": 0.8673052668571473, "valid_action_samples": 230.1, "weighted_auxiliary_loss": 0.001892353326547891, "weighted_relation_loss": 0.001892353326547891 }, { "action_query_batch_std": 0.3471780240535736, "action_query_norm": 40.707213973999025, "action_relation_loss": 0.002014081121888012, "auxiliary_loss_weight": 1.0, "epoch": 24.09728718428438, "flow_matching_loss": 0.016268499288707973, "grad_norm": 0.07307583838701248, "h_stock_valid_norm": 97.69912643432617, "invalid_tail_samples": 24.4, "learning_rate": 5.364912123869492e-06, "loss": 0.0183, "positive_teacher_pairs": 26707.1, "query_h_norm_ratio": 0.4166618317365646, "relation_loss": 0.002014081121888012, "selected_pairs": 26707.1, "step": 25760, "student_distance_mean": 22.728616142272948, "teacher_distance_mean": 0.8522765278816223, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.002014081121888012, "weighted_relation_loss": 0.002014081121888012 }, { "action_query_batch_std": 0.34111957252025604, "action_query_norm": 40.65851974487305, "action_relation_loss": 0.002071499393787235, "auxiliary_loss_weight": 1.0, "epoch": 24.106641721234798, "flow_matching_loss": 0.015187492314726114, "grad_norm": 0.06500968337059021, "h_stock_valid_norm": 97.77426452636719, "invalid_tail_samples": 25.3, "learning_rate": 5.3401014875288864e-06, "loss": 0.0173, "positive_teacher_pairs": 26504.7, "query_h_norm_ratio": 0.41584297716617585, "relation_loss": 0.002071499393787235, "selected_pairs": 26504.7, "step": 25770, "student_distance_mean": 22.419452095031737, "teacher_distance_mean": 0.8424722671508789, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.002071499393787235, "weighted_relation_loss": 0.002071499393787235 }, { "action_query_batch_std": 0.3469307482242584, "action_query_norm": 40.7313175201416, "action_relation_loss": 0.002028310520108789, "auxiliary_loss_weight": 1.0, "epoch": 24.11599625818522, "flow_matching_loss": 0.018222783971577883, "grad_norm": 0.1699662059545517, "h_stock_valid_norm": 97.8963996887207, "invalid_tail_samples": 21.0, "learning_rate": 5.315345117176129e-06, "loss": 0.0203, "positive_teacher_pairs": 27503.5, "query_h_norm_ratio": 0.41606766879558565, "relation_loss": 0.002028310520108789, "selected_pairs": 27503.5, "step": 25780, "student_distance_mean": 22.65946235656738, "teacher_distance_mean": 0.8513547897338867, "valid_action_samples": 235.0, "weighted_auxiliary_loss": 0.002028310520108789, "weighted_relation_loss": 0.002028310520108789 }, { "action_query_batch_std": 0.34675362408161164, "action_query_norm": 40.735086059570314, "action_relation_loss": 0.0019140461809001863, "auxiliary_loss_weight": 1.0, "epoch": 24.125350795135642, "flow_matching_loss": 0.015601447131484748, "grad_norm": 0.08746389299631119, "h_stock_valid_norm": 97.93358459472657, "invalid_tail_samples": 25.6, "learning_rate": 5.2906430428925405e-06, "loss": 0.0175, "positive_teacher_pairs": 26430.9, "query_h_norm_ratio": 0.4159483343362808, "relation_loss": 0.0019140461809001863, "selected_pairs": 26430.9, "step": 25790, "student_distance_mean": 22.819921493530273, "teacher_distance_mean": 0.8587824761867523, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.0019140461809001863, "weighted_relation_loss": 0.0019140461809001863 }, { "action_query_batch_std": 0.3432715445756912, "action_query_norm": 40.6989070892334, "action_relation_loss": 0.0020112254773266614, "auxiliary_loss_weight": 1.0, "epoch": 24.13470533208606, "flow_matching_loss": 0.016549435164779424, "grad_norm": 0.10275005549192429, "h_stock_valid_norm": 98.07846221923828, "invalid_tail_samples": 23.1, "learning_rate": 5.265995294693471e-06, "loss": 0.0186, "positive_teacher_pairs": 27016.5, "query_h_norm_ratio": 0.41496547758579255, "relation_loss": 0.0020112254773266614, "selected_pairs": 27016.5, "step": 25800, "student_distance_mean": 22.626646995544434, "teacher_distance_mean": 0.848939198255539, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0020112254773266614, "weighted_relation_loss": 0.0020112254773266614 }, { "action_query_batch_std": 0.3449310749769211, "action_query_norm": 40.68340072631836, "action_relation_loss": 0.001987033779732883, "auxiliary_loss_weight": 1.0, "epoch": 24.144059869036482, "flow_matching_loss": 0.014683582354336977, "grad_norm": 0.15339034795761108, "h_stock_valid_norm": 98.03788528442382, "invalid_tail_samples": 25.9, "learning_rate": 5.241401902528254e-06, "loss": 0.0167, "positive_teacher_pairs": 26362.7, "query_h_norm_ratio": 0.41497922241687774, "relation_loss": 0.001987033779732883, "selected_pairs": 26362.7, "step": 25810, "student_distance_mean": 22.636153602600096, "teacher_distance_mean": 0.8507691502571106, "valid_action_samples": 230.1, "weighted_auxiliary_loss": 0.001987033779732883, "weighted_relation_loss": 0.001987033779732883 }, { "action_query_batch_std": 0.3498484790325165, "action_query_norm": 40.73987731933594, "action_relation_loss": 0.0019625841290690006, "auxiliary_loss_weight": 1.0, "epoch": 24.153414405986904, "flow_matching_loss": 0.01692827856168151, "grad_norm": 0.16647562384605408, "h_stock_valid_norm": 97.8500144958496, "invalid_tail_samples": 23.8, "learning_rate": 5.216862896280189e-06, "loss": 0.0189, "positive_teacher_pairs": 26848.0, "query_h_norm_ratio": 0.4163508892059326, "relation_loss": 0.0019625841290690006, "selected_pairs": 26848.0, "step": 25820, "student_distance_mean": 22.998246002197266, "teacher_distance_mean": 0.8640395522117614, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.0019625841290690006, "weighted_relation_loss": 0.0019625841290690006 }, { "action_query_batch_std": 0.34485094249248505, "action_query_norm": 40.70074195861817, "action_relation_loss": 0.0019585160771384835, "auxiliary_loss_weight": 1.0, "epoch": 24.162768942937326, "flow_matching_loss": 0.016454536374658345, "grad_norm": 0.11128968000411987, "h_stock_valid_norm": 97.90480194091796, "invalid_tail_samples": 24.3, "learning_rate": 5.192378305766471e-06, "loss": 0.0184, "positive_teacher_pairs": 26735.3, "query_h_norm_ratio": 0.4157203435897827, "relation_loss": 0.0019585160771384835, "selected_pairs": 26735.3, "step": 25830, "student_distance_mean": 22.67492332458496, "teacher_distance_mean": 0.8521020889282227, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0019585160771384835, "weighted_relation_loss": 0.0019585160771384835 }, { "action_query_batch_std": 0.344538813829422, "action_query_norm": 40.71064910888672, "action_relation_loss": 0.0019466530880890786, "auxiliary_loss_weight": 1.0, "epoch": 24.172123479887745, "flow_matching_loss": 0.01741872075945139, "grad_norm": 0.1402021199464798, "h_stock_valid_norm": 97.99424667358399, "invalid_tail_samples": 24.8, "learning_rate": 5.1679481607382065e-06, "loss": 0.0194, "positive_teacher_pairs": 26625.9, "query_h_norm_ratio": 0.41544193029403687, "relation_loss": 0.0019466530880890786, "selected_pairs": 26625.9, "step": 25840, "student_distance_mean": 22.687520217895507, "teacher_distance_mean": 0.8503529310226441, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0019466530880890786, "weighted_relation_loss": 0.0019466530880890786 }, { "action_query_batch_std": 0.34359546303749083, "action_query_norm": 40.71679420471192, "action_relation_loss": 0.0019782942486926912, "auxiliary_loss_weight": 1.0, "epoch": 24.181478016838167, "flow_matching_loss": 0.014504733216017484, "grad_norm": 0.0942864939570427, "h_stock_valid_norm": 97.83588485717773, "invalid_tail_samples": 25.3, "learning_rate": 5.1435724908803105e-06, "loss": 0.0165, "positive_teacher_pairs": 26507.2, "query_h_norm_ratio": 0.41617511510849, "relation_loss": 0.0019782942486926912, "selected_pairs": 26507.2, "step": 25850, "student_distance_mean": 22.73740291595459, "teacher_distance_mean": 0.853841507434845, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.0019782942486926912, "weighted_relation_loss": 0.0019782942486926912 }, { "action_query_batch_std": 0.3430435746908188, "action_query_norm": 40.68876838684082, "action_relation_loss": 0.0020033957320265473, "auxiliary_loss_weight": 1.0, "epoch": 24.19083255378859, "flow_matching_loss": 0.017040968127548694, "grad_norm": 0.1121753677725792, "h_stock_valid_norm": 97.98733673095703, "invalid_tail_samples": 25.5, "learning_rate": 5.119251325811514e-06, "loss": 0.019, "positive_teacher_pairs": 26467.7, "query_h_norm_ratio": 0.4152481287717819, "relation_loss": 0.0020033957320265473, "selected_pairs": 26467.7, "step": 25860, "student_distance_mean": 22.530857849121094, "teacher_distance_mean": 0.8454391241073609, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.0020033957320265473, "weighted_relation_loss": 0.0020033957320265473 }, { "action_query_batch_std": 0.3515368402004242, "action_query_norm": 40.74988059997558, "action_relation_loss": 0.0019404142163693904, "auxiliary_loss_weight": 1.0, "epoch": 24.200187090739007, "flow_matching_loss": 0.015482317935675383, "grad_norm": 0.12056808918714523, "h_stock_valid_norm": 97.64740676879883, "invalid_tail_samples": 22.1, "learning_rate": 5.094984695084348e-06, "loss": 0.0174, "positive_teacher_pairs": 27246.6, "query_h_norm_ratio": 0.41731933653354647, "relation_loss": 0.0019404142163693904, "selected_pairs": 27246.6, "step": 25870, "student_distance_mean": 23.01334743499756, "teacher_distance_mean": 0.8655564248561859, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.0019404142163693904, "weighted_relation_loss": 0.0019404142163693904 }, { "action_query_batch_std": 0.3505537658929825, "action_query_norm": 40.734422302246095, "action_relation_loss": 0.0019447624799795449, "auxiliary_loss_weight": 1.0, "epoch": 24.20954162768943, "flow_matching_loss": 0.017292108107358217, "grad_norm": 0.128386452794075, "h_stock_valid_norm": 97.67241821289062, "invalid_tail_samples": 25.2, "learning_rate": 5.070772628185039e-06, "loss": 0.0192, "positive_teacher_pairs": 26524.4, "query_h_norm_ratio": 0.4170531749725342, "relation_loss": 0.0019447624799795449, "selected_pairs": 26524.4, "step": 25880, "student_distance_mean": 22.864990043640137, "teacher_distance_mean": 0.8591930329799652, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.0019447624799795449, "weighted_relation_loss": 0.0019447624799795449 }, { "action_query_batch_std": 0.34945446252822876, "action_query_norm": 40.752587509155276, "action_relation_loss": 0.001901188085321337, "auxiliary_loss_weight": 1.0, "epoch": 24.21889616463985, "flow_matching_loss": 0.01628040401265025, "grad_norm": 0.07819628715515137, "h_stock_valid_norm": 97.81086883544921, "invalid_tail_samples": 23.2, "learning_rate": 5.046615154533535e-06, "loss": 0.0182, "positive_teacher_pairs": 26999.5, "query_h_norm_ratio": 0.41664821207523345, "relation_loss": 0.001901188085321337, "selected_pairs": 26999.5, "step": 25890, "student_distance_mean": 22.920051193237306, "teacher_distance_mean": 0.8622937560081482, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.001901188085321337, "weighted_relation_loss": 0.001901188085321337 }, { "action_query_batch_std": 0.34915741086006163, "action_query_norm": 40.740840148925784, "action_relation_loss": 0.001965860277414322, "auxiliary_loss_weight": 1.0, "epoch": 24.22825070159027, "flow_matching_loss": 0.01616215715184808, "grad_norm": 0.0906200036406517, "h_stock_valid_norm": 97.62332077026367, "invalid_tail_samples": 25.4, "learning_rate": 5.022512303483451e-06, "loss": 0.0181, "positive_teacher_pairs": 26480.8, "query_h_norm_ratio": 0.41732709407806395, "relation_loss": 0.001965860277414322, "selected_pairs": 26480.8, "step": 25900, "student_distance_mean": 22.832813453674316, "teacher_distance_mean": 0.8589461863040924, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.001965860277414322, "weighted_relation_loss": 0.001965860277414322 }, { "action_query_batch_std": 0.344023260474205, "action_query_norm": 40.66886825561524, "action_relation_loss": 0.0019650321686640383, "auxiliary_loss_weight": 1.0, "epoch": 24.23760523854069, "flow_matching_loss": 0.017529718484729527, "grad_norm": 0.09821547567844391, "h_stock_valid_norm": 97.60243606567383, "invalid_tail_samples": 24.2, "learning_rate": 4.998464104322015e-06, "loss": 0.0195, "positive_teacher_pairs": 26760.8, "query_h_norm_ratio": 0.4166809320449829, "relation_loss": 0.0019650321686640383, "selected_pairs": 26760.8, "step": 25910, "student_distance_mean": 22.533359336853028, "teacher_distance_mean": 0.8461904644966125, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0019650321686640383, "weighted_relation_loss": 0.0019650321686640383 }, { "action_query_batch_std": 0.3471950054168701, "action_query_norm": 40.7264461517334, "action_relation_loss": 0.001981324318330735, "auxiliary_loss_weight": 1.0, "epoch": 24.246959775491113, "flow_matching_loss": 0.01567436596378684, "grad_norm": 0.09350208938121796, "h_stock_valid_norm": 97.61920471191407, "invalid_tail_samples": 24.6, "learning_rate": 4.974470586270047e-06, "loss": 0.0177, "positive_teacher_pairs": 26667.5, "query_h_norm_ratio": 0.41719890832901, "relation_loss": 0.001981324318330735, "selected_pairs": 26667.5, "step": 25920, "student_distance_mean": 22.777193069458008, "teacher_distance_mean": 0.8562030851840973, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.001981324318330735, "weighted_relation_loss": 0.001981324318330735 }, { "action_query_batch_std": 0.34864521622657774, "action_query_norm": 40.710225677490236, "action_relation_loss": 0.0019243414513766765, "auxiliary_loss_weight": 1.0, "epoch": 24.256314312441535, "flow_matching_loss": 0.01563436249271035, "grad_norm": 0.0863773450255394, "h_stock_valid_norm": 97.74206924438477, "invalid_tail_samples": 21.7, "learning_rate": 4.950531778481965e-06, "loss": 0.0176, "positive_teacher_pairs": 27333.7, "query_h_norm_ratio": 0.4165085583925247, "relation_loss": 0.0019243414513766765, "selected_pairs": 27333.7, "step": 25930, "student_distance_mean": 22.888291931152345, "teacher_distance_mean": 0.8590570867061615, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.0019243414513766765, "weighted_relation_loss": 0.0019243414513766765 }, { "action_query_batch_std": 0.345610174536705, "action_query_norm": 40.71420860290527, "action_relation_loss": 0.002011643152218312, "auxiliary_loss_weight": 1.0, "epoch": 24.265668849391954, "flow_matching_loss": 0.01637981813400984, "grad_norm": 0.09635227173566818, "h_stock_valid_norm": 97.6932975769043, "invalid_tail_samples": 23.2, "learning_rate": 4.926647710045651e-06, "loss": 0.0184, "positive_teacher_pairs": 27007.0, "query_h_norm_ratio": 0.4167572855949402, "relation_loss": 0.002011643152218312, "selected_pairs": 27007.0, "step": 25940, "student_distance_mean": 22.71100902557373, "teacher_distance_mean": 0.8521972894668579, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.002011643152218312, "weighted_relation_loss": 0.002011643152218312 }, { "action_query_batch_std": 0.34620143175125123, "action_query_norm": 40.680212783813474, "action_relation_loss": 0.0019508983823470771, "auxiliary_loss_weight": 1.0, "epoch": 24.275023386342376, "flow_matching_loss": 0.015987034328281878, "grad_norm": 0.10448918491601944, "h_stock_valid_norm": 97.77350616455078, "invalid_tail_samples": 25.1, "learning_rate": 4.9028184099825125e-06, "loss": 0.0179, "positive_teacher_pairs": 26547.5, "query_h_norm_ratio": 0.4160673290491104, "relation_loss": 0.0019508983823470771, "selected_pairs": 26547.5, "step": 25950, "student_distance_mean": 22.733317184448243, "teacher_distance_mean": 0.8535877704620362, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.0019508983823470771, "weighted_relation_loss": 0.0019508983823470771 }, { "action_query_batch_std": 0.3442567765712738, "action_query_norm": 40.68384056091308, "action_relation_loss": 0.001967011217493564, "auxiliary_loss_weight": 1.0, "epoch": 24.284377923292798, "flow_matching_loss": 0.015889668092131614, "grad_norm": 0.10403163731098175, "h_stock_valid_norm": 97.72660064697266, "invalid_tail_samples": 23.8, "learning_rate": 4.879043907247382e-06, "loss": 0.0179, "positive_teacher_pairs": 26857.4, "query_h_norm_ratio": 0.41630509197711946, "relation_loss": 0.001967011217493564, "selected_pairs": 26857.4, "step": 25960, "student_distance_mean": 22.593253326416015, "teacher_distance_mean": 0.8483340620994568, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.001967011217493564, "weighted_relation_loss": 0.001967011217493564 }, { "action_query_batch_std": 0.3472143203020096, "action_query_norm": 40.7003849029541, "action_relation_loss": 0.0019553775317035617, "auxiliary_loss_weight": 1.0, "epoch": 24.293732460243216, "flow_matching_loss": 0.017201354075223208, "grad_norm": 0.09984355419874191, "h_stock_valid_norm": 97.88954467773438, "invalid_tail_samples": 23.2, "learning_rate": 4.8553242307285414e-06, "loss": 0.0192, "positive_teacher_pairs": 26987.7, "query_h_norm_ratio": 0.4157818168401718, "relation_loss": 0.0019553775317035617, "selected_pairs": 26987.7, "step": 25970, "student_distance_mean": 22.764182472229002, "teacher_distance_mean": 0.8549225747585296, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0019553775317035617, "weighted_relation_loss": 0.0019553775317035617 }, { "action_query_batch_std": 0.3466362476348877, "action_query_norm": 40.704851913452146, "action_relation_loss": 0.002032322040759027, "auxiliary_loss_weight": 1.0, "epoch": 24.30308699719364, "flow_matching_loss": 0.01551086874678731, "grad_norm": 0.07280497997999191, "h_stock_valid_norm": 97.74346313476562, "invalid_tail_samples": 25.7, "learning_rate": 4.8316594092476185e-06, "loss": 0.0175, "positive_teacher_pairs": 26414.4, "query_h_norm_ratio": 0.4164490312337875, "relation_loss": 0.002032322040759027, "selected_pairs": 26414.4, "step": 25980, "student_distance_mean": 22.803600120544434, "teacher_distance_mean": 0.8590709149837494, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.002032322040759027, "weighted_relation_loss": 0.002032322040759027 }, { "action_query_batch_std": 0.3480400323867798, "action_query_norm": 40.7234504699707, "action_relation_loss": 0.0018812108668498696, "auxiliary_loss_weight": 1.0, "epoch": 24.31244153414406, "flow_matching_loss": 0.016731508169323207, "grad_norm": 0.08858615905046463, "h_stock_valid_norm": 97.8927734375, "invalid_tail_samples": 22.3, "learning_rate": 4.808049471559617e-06, "loss": 0.0186, "positive_teacher_pairs": 27194.8, "query_h_norm_ratio": 0.4160026103258133, "relation_loss": 0.0018812108668498696, "selected_pairs": 27194.8, "step": 25990, "student_distance_mean": 22.78453254699707, "teacher_distance_mean": 0.8564530551433563, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.0018812108668498696, "weighted_relation_loss": 0.0018812108668498696 }, { "action_query_batch_std": 0.34265189468860624, "action_query_norm": 40.67395286560058, "action_relation_loss": 0.0021226508310064674, "auxiliary_loss_weight": 1.0, "epoch": 24.321796071094482, "flow_matching_loss": 0.016473021917045118, "grad_norm": 0.09409723430871964, "h_stock_valid_norm": 97.87540664672852, "invalid_tail_samples": 21.9, "learning_rate": 4.784494446352833e-06, "loss": 0.0186, "positive_teacher_pairs": 27298.0, "query_h_norm_ratio": 0.41557046175003054, "relation_loss": 0.0021226508310064674, "selected_pairs": 27298.0, "step": 26000, "student_distance_mean": 22.410684394836426, "teacher_distance_mean": 0.8424726307392121, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.0021226508310064674, "weighted_relation_loss": 0.0021226508310064674 }, { "action_query_batch_std": 0.3435136079788208, "action_query_norm": 40.70029182434082, "action_relation_loss": 0.001954959274735302, "auxiliary_loss_weight": 1.0, "epoch": 24.3311506080449, "flow_matching_loss": 0.01650980208069086, "grad_norm": 0.1942884773015976, "h_stock_valid_norm": 97.95198440551758, "invalid_tail_samples": 25.5, "learning_rate": 4.760994362248833e-06, "loss": 0.0185, "positive_teacher_pairs": 26464.2, "query_h_norm_ratio": 0.41551493704319, "relation_loss": 0.001954959274735302, "selected_pairs": 26464.2, "step": 26010, "student_distance_mean": 22.52806854248047, "teacher_distance_mean": 0.8459527432918549, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.001954959274735302, "weighted_relation_loss": 0.001954959274735302 }, { "action_query_batch_std": 0.3462091952562332, "action_query_norm": 40.6985668182373, "action_relation_loss": 0.0019259684486314654, "auxiliary_loss_weight": 1.0, "epoch": 24.340505144995323, "flow_matching_loss": 0.015092043019831181, "grad_norm": 0.09341267496347427, "h_stock_valid_norm": 97.90926818847656, "invalid_tail_samples": 22.8, "learning_rate": 4.737549247802442e-06, "loss": 0.017, "positive_teacher_pairs": 27081.7, "query_h_norm_ratio": 0.41567806899547577, "relation_loss": 0.0019259684486314654, "selected_pairs": 27081.7, "step": 26020, "student_distance_mean": 22.72015495300293, "teacher_distance_mean": 0.8539652526378632, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0019259684486314654, "weighted_relation_loss": 0.0019259684486314654 }, { "action_query_batch_std": 0.35169881880283355, "action_query_norm": 40.714224624633786, "action_relation_loss": 0.0019657825818285347, "auxiliary_loss_weight": 1.0, "epoch": 24.349859681945745, "flow_matching_loss": 0.01570819616317749, "grad_norm": 0.10083052515983582, "h_stock_valid_norm": 97.93196868896484, "invalid_tail_samples": 25.8, "learning_rate": 4.714159131501689e-06, "loss": 0.0177, "positive_teacher_pairs": 26393.5, "query_h_norm_ratio": 0.4157432347536087, "relation_loss": 0.0019657825818285347, "selected_pairs": 26393.5, "step": 26030, "student_distance_mean": 23.187365531921387, "teacher_distance_mean": 0.8706495463848114, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.0019657825818285347, "weighted_relation_loss": 0.0019657825818285347 }, { "action_query_batch_std": 0.34823534190654754, "action_query_norm": 40.72103042602539, "action_relation_loss": 0.0019479844602756202, "auxiliary_loss_weight": 1.0, "epoch": 24.359214218896163, "flow_matching_loss": 0.014921520464122295, "grad_norm": 0.0936526283621788, "h_stock_valid_norm": 97.93578567504883, "invalid_tail_samples": 24.0, "learning_rate": 4.690824041767766e-06, "loss": 0.0169, "positive_teacher_pairs": 26807.1, "query_h_norm_ratio": 0.4157951533794403, "relation_loss": 0.0019479844602756202, "selected_pairs": 26807.1, "step": 26040, "student_distance_mean": 22.935769271850585, "teacher_distance_mean": 0.8628329813480378, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0019479844602756202, "weighted_relation_loss": 0.0019479844602756202 }, { "action_query_batch_std": 0.3495925575494766, "action_query_norm": 40.715749740600586, "action_relation_loss": 0.0019820838468149306, "auxiliary_loss_weight": 1.0, "epoch": 24.368568755846585, "flow_matching_loss": 0.015104941744357347, "grad_norm": 0.10580452531576157, "h_stock_valid_norm": 98.05875396728516, "invalid_tail_samples": 22.9, "learning_rate": 4.6675440069550105e-06, "loss": 0.0171, "positive_teacher_pairs": 27058.9, "query_h_norm_ratio": 0.4152214348316193, "relation_loss": 0.0019820838468149306, "selected_pairs": 27058.9, "step": 26050, "student_distance_mean": 23.007563591003418, "teacher_distance_mean": 0.8653549134731293, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.0019820838468149306, "weighted_relation_loss": 0.0019820838468149306 }, { "action_query_batch_std": 0.34522143602371214, "action_query_norm": 40.717987823486325, "action_relation_loss": 0.001903063023928553, "auxiliary_loss_weight": 1.0, "epoch": 24.377923292797007, "flow_matching_loss": 0.016122500970959665, "grad_norm": 0.12376508861780167, "h_stock_valid_norm": 97.98771057128906, "invalid_tail_samples": 23.0, "learning_rate": 4.64431905535086e-06, "loss": 0.018, "positive_teacher_pairs": 27034.8, "query_h_norm_ratio": 0.415543732047081, "relation_loss": 0.001903063023928553, "selected_pairs": 27034.8, "step": 26060, "student_distance_mean": 22.622614669799805, "teacher_distance_mean": 0.852598637342453, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.001903063023928553, "weighted_relation_loss": 0.001903063023928553 }, { "action_query_batch_std": 0.3472137749195099, "action_query_norm": 40.687811279296874, "action_relation_loss": 0.0019996139802969993, "auxiliary_loss_weight": 1.0, "epoch": 24.38727782974743, "flow_matching_loss": 0.016737152077257633, "grad_norm": 0.11582843214273453, "h_stock_valid_norm": 98.03446197509766, "invalid_tail_samples": 22.3, "learning_rate": 4.621149215175808e-06, "loss": 0.0187, "positive_teacher_pairs": 27197.5, "query_h_norm_ratio": 0.41503959596157075, "relation_loss": 0.0019996139802969993, "selected_pairs": 27197.5, "step": 26070, "student_distance_mean": 22.84398365020752, "teacher_distance_mean": 0.8595598101615906, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.0019996139802969993, "weighted_relation_loss": 0.0019996139802969993 }, { "action_query_batch_std": 0.3485974818468094, "action_query_norm": 40.71489143371582, "action_relation_loss": 0.0019369442830793559, "auxiliary_loss_weight": 1.0, "epoch": 24.396632366697848, "flow_matching_loss": 0.015494906157255173, "grad_norm": 0.09915784001350403, "h_stock_valid_norm": 98.28551330566407, "invalid_tail_samples": 21.6, "learning_rate": 4.5980345145834154e-06, "loss": 0.0174, "positive_teacher_pairs": 27361.6, "query_h_norm_ratio": 0.41425434350967405, "relation_loss": 0.0019369442830793559, "selected_pairs": 27361.6, "step": 26080, "student_distance_mean": 22.88420925140381, "teacher_distance_mean": 0.8594091951847076, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.0019369442830793559, "weighted_relation_loss": 0.0019369442830793559 }, { "action_query_batch_std": 0.3434859424829483, "action_query_norm": 40.68959007263184, "action_relation_loss": 0.0019674943294376137, "auxiliary_loss_weight": 1.0, "epoch": 24.40598690364827, "flow_matching_loss": 0.016319410316646098, "grad_norm": 0.08859653770923615, "h_stock_valid_norm": 98.36853942871093, "invalid_tail_samples": 23.3, "learning_rate": 4.574974981660213e-06, "loss": 0.0183, "positive_teacher_pairs": 26965.4, "query_h_norm_ratio": 0.4136494368314743, "relation_loss": 0.0019674943294376137, "selected_pairs": 26965.4, "step": 26090, "student_distance_mean": 22.549509048461914, "teacher_distance_mean": 0.8457883358001709, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0019674943294376137, "weighted_relation_loss": 0.0019674943294376137 }, { "action_query_batch_std": 0.34629112482070923, "action_query_norm": 40.708417129516604, "action_relation_loss": 0.0019404031569138168, "auxiliary_loss_weight": 1.0, "epoch": 24.41534144059869, "flow_matching_loss": 0.015966577362269162, "grad_norm": 0.09852728247642517, "h_stock_valid_norm": 98.35862884521484, "invalid_tail_samples": 22.3, "learning_rate": 4.551970644425707e-06, "loss": 0.0179, "positive_teacher_pairs": 27200.8, "query_h_norm_ratio": 0.41388037204742434, "relation_loss": 0.0019404031569138168, "selected_pairs": 27200.8, "step": 26100, "student_distance_mean": 22.7287935256958, "teacher_distance_mean": 0.8549024999141693, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.0019404031569138168, "weighted_relation_loss": 0.0019404031569138168 }, { "action_query_batch_std": 0.3480671882629395, "action_query_norm": 40.69691772460938, "action_relation_loss": 0.0019633354735560716, "auxiliary_loss_weight": 1.0, "epoch": 24.42469597754911, "flow_matching_loss": 0.015062033198773861, "grad_norm": 0.09462246298789978, "h_stock_valid_norm": 98.2724983215332, "invalid_tail_samples": 21.9, "learning_rate": 4.529021530832328e-06, "loss": 0.017, "positive_teacher_pairs": 27288.5, "query_h_norm_ratio": 0.414127054810524, "relation_loss": 0.0019633354735560716, "selected_pairs": 27288.5, "step": 26110, "student_distance_mean": 22.709775161743163, "teacher_distance_mean": 0.8534591555595398, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.0019633354735560716, "weighted_relation_loss": 0.0019633354735560716 }, { "action_query_batch_std": 0.3500743299722672, "action_query_norm": 40.73619003295899, "action_relation_loss": 0.001991976529825479, "auxiliary_loss_weight": 1.0, "epoch": 24.434050514499532, "flow_matching_loss": 0.017683285381644966, "grad_norm": 0.12089208513498306, "h_stock_valid_norm": 98.26843795776367, "invalid_tail_samples": 25.5, "learning_rate": 4.5061276687654306e-06, "loss": 0.0197, "positive_teacher_pairs": 26460.5, "query_h_norm_ratio": 0.41454215049743653, "relation_loss": 0.001991976529825479, "selected_pairs": 26460.5, "step": 26120, "student_distance_mean": 23.028341865539552, "teacher_distance_mean": 0.864560866355896, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.001991976529825479, "weighted_relation_loss": 0.001991976529825479 }, { "action_query_batch_std": 0.3423299193382263, "action_query_norm": 40.68173408508301, "action_relation_loss": 0.0019663236220367254, "auxiliary_loss_weight": 1.0, "epoch": 24.443405051449954, "flow_matching_loss": 0.015497940964996815, "grad_norm": 0.09566304832696915, "h_stock_valid_norm": 98.11632537841797, "invalid_tail_samples": 26.0, "learning_rate": 4.4832890860431965e-06, "loss": 0.0175, "positive_teacher_pairs": 26351.5, "query_h_norm_ratio": 0.41462917923927306, "relation_loss": 0.0019663236220367254, "selected_pairs": 26351.5, "step": 26130, "student_distance_mean": 22.494115829467773, "teacher_distance_mean": 0.8457066357135773, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.0019663236220367254, "weighted_relation_loss": 0.0019663236220367254 }, { "action_query_batch_std": 0.3415446370840073, "action_query_norm": 40.65990943908692, "action_relation_loss": 0.001997803570702672, "auxiliary_loss_weight": 1.0, "epoch": 24.452759588400376, "flow_matching_loss": 0.015087474416941405, "grad_norm": 0.09106363356113434, "h_stock_valid_norm": 98.08243179321289, "invalid_tail_samples": 23.8, "learning_rate": 4.460505810416682e-06, "loss": 0.0171, "positive_teacher_pairs": 26860.1, "query_h_norm_ratio": 0.41454980373382566, "relation_loss": 0.001997803570702672, "selected_pairs": 26860.1, "step": 26140, "student_distance_mean": 22.385251426696776, "teacher_distance_mean": 0.8414897561073303, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.001997803570702672, "weighted_relation_loss": 0.001997803570702672 }, { "action_query_batch_std": 0.34996587932109835, "action_query_norm": 40.707685470581055, "action_relation_loss": 0.0019300899817608296, "auxiliary_loss_weight": 1.0, "epoch": 24.462114125350794, "flow_matching_loss": 0.016273791156709193, "grad_norm": 0.1457020491361618, "h_stock_valid_norm": 97.8409408569336, "invalid_tail_samples": 21.4, "learning_rate": 4.4377778695696984e-06, "loss": 0.0182, "positive_teacher_pairs": 27406.5, "query_h_norm_ratio": 0.41606088578701017, "relation_loss": 0.0019300899817608296, "selected_pairs": 27406.5, "step": 26150, "student_distance_mean": 22.86258602142334, "teacher_distance_mean": 0.861279284954071, "valid_action_samples": 234.6, "weighted_auxiliary_loss": 0.0019300899817608296, "weighted_relation_loss": 0.0019300899817608296 }, { "action_query_batch_std": 0.34937328696250913, "action_query_norm": 40.724813079833986, "action_relation_loss": 0.0018605261691845953, "auxiliary_loss_weight": 1.0, "epoch": 24.471468662301216, "flow_matching_loss": 0.016085118148475887, "grad_norm": 0.09771998226642609, "h_stock_valid_norm": 98.03037033081054, "invalid_tail_samples": 21.6, "learning_rate": 4.415105291118843e-06, "loss": 0.0179, "positive_teacher_pairs": 27360.8, "query_h_norm_ratio": 0.41543270349502565, "relation_loss": 0.0018605261691845953, "selected_pairs": 27360.8, "step": 26160, "student_distance_mean": 22.933075523376466, "teacher_distance_mean": 0.8622393429279327, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.0018605261691845953, "weighted_relation_loss": 0.0018605261691845953 }, { "action_query_batch_std": 0.34608738124370575, "action_query_norm": 40.68628578186035, "action_relation_loss": 0.0019658836885355414, "auxiliary_loss_weight": 1.0, "epoch": 24.48082319925164, "flow_matching_loss": 0.014964199531823397, "grad_norm": 0.09657455235719681, "h_stock_valid_norm": 97.88439865112305, "invalid_tail_samples": 21.5, "learning_rate": 4.392488102613435e-06, "loss": 0.0169, "positive_teacher_pairs": 27388.4, "query_h_norm_ratio": 0.4156586408615112, "relation_loss": 0.0019658836885355414, "selected_pairs": 27388.4, "step": 26170, "student_distance_mean": 22.6428430557251, "teacher_distance_mean": 0.8507429182529449, "valid_action_samples": 234.5, "weighted_auxiliary_loss": 0.0019658836885355414, "weighted_relation_loss": 0.0019658836885355414 }, { "action_query_batch_std": 0.3482853263616562, "action_query_norm": 40.709634399414064, "action_relation_loss": 0.0019313187687657774, "auxiliary_loss_weight": 1.0, "epoch": 24.490177736202057, "flow_matching_loss": 0.014214618597179651, "grad_norm": 0.13864564895629883, "h_stock_valid_norm": 97.99451446533203, "invalid_tail_samples": 24.6, "learning_rate": 4.369926331535473e-06, "loss": 0.0161, "positive_teacher_pairs": 26666.3, "query_h_norm_ratio": 0.4154288679361343, "relation_loss": 0.0019313187687657774, "selected_pairs": 26666.3, "step": 26180, "student_distance_mean": 22.91625232696533, "teacher_distance_mean": 0.8616195976734161, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0019313187687657774, "weighted_relation_loss": 0.0019313187687657774 }, { "action_query_batch_std": 0.345378777384758, "action_query_norm": 40.67867851257324, "action_relation_loss": 0.0020114992279559375, "auxiliary_loss_weight": 1.0, "epoch": 24.49953227315248, "flow_matching_loss": 0.016173185780644417, "grad_norm": 0.09422285109758377, "h_stock_valid_norm": 98.13294296264648, "invalid_tail_samples": 23.0, "learning_rate": 4.347420005299668e-06, "loss": 0.0182, "positive_teacher_pairs": 27031.0, "query_h_norm_ratio": 0.4145287811756134, "relation_loss": 0.0020114992279559375, "selected_pairs": 27031.0, "step": 26190, "student_distance_mean": 22.63258171081543, "teacher_distance_mean": 0.852333790063858, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.0020114992279559375, "weighted_relation_loss": 0.0020114992279559375 }, { "action_query_batch_std": 0.3481723815202713, "action_query_norm": 40.70675849914551, "action_relation_loss": 0.0019924533553421497, "auxiliary_loss_weight": 1.0, "epoch": 24.5088868101029, "flow_matching_loss": 0.017584202345460653, "grad_norm": 0.11715111881494522, "h_stock_valid_norm": 97.92015380859375, "invalid_tail_samples": 22.7, "learning_rate": 4.324969151253317e-06, "loss": 0.0196, "positive_teacher_pairs": 27108.0, "query_h_norm_ratio": 0.41571774482727053, "relation_loss": 0.0019924533553421497, "selected_pairs": 27108.0, "step": 26200, "student_distance_mean": 22.854326438903808, "teacher_distance_mean": 0.8619442999362945, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.0019924533553421497, "weighted_relation_loss": 0.0019924533553421497 }, { "action_query_batch_std": 0.34472562968730924, "action_query_norm": 40.65942726135254, "action_relation_loss": 0.0020151128759607674, "auxiliary_loss_weight": 1.0, "epoch": 24.51824134705332, "flow_matching_loss": 0.016987452749162912, "grad_norm": 0.0849326029419899, "h_stock_valid_norm": 97.85604476928711, "invalid_tail_samples": 25.1, "learning_rate": 4.302573796676312e-06, "loss": 0.019, "positive_teacher_pairs": 26549.1, "query_h_norm_ratio": 0.41550564765930176, "relation_loss": 0.0020151128759607674, "selected_pairs": 26549.1, "step": 26210, "student_distance_mean": 22.609195518493653, "teacher_distance_mean": 0.85024134516716, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.0020151128759607674, "weighted_relation_loss": 0.0020151128759607674 }, { "action_query_batch_std": 0.34457465410232546, "action_query_norm": 40.69706153869629, "action_relation_loss": 0.0019619671860709787, "auxiliary_loss_weight": 1.0, "epoch": 24.52759588400374, "flow_matching_loss": 0.015205666236579419, "grad_norm": 0.07967142015695572, "h_stock_valid_norm": 97.76651229858399, "invalid_tail_samples": 23.1, "learning_rate": 4.2802339687811385e-06, "loss": 0.0172, "positive_teacher_pairs": 27013.8, "query_h_norm_ratio": 0.4162705779075623, "relation_loss": 0.0019619671860709787, "selected_pairs": 27013.8, "step": 26220, "student_distance_mean": 22.668764305114745, "teacher_distance_mean": 0.8533636152744293, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0019619671860709787, "weighted_relation_loss": 0.0019619671860709787 }, { "action_query_batch_std": 0.34568984508514405, "action_query_norm": 40.67297210693359, "action_relation_loss": 0.0020222312421537937, "auxiliary_loss_weight": 1.0, "epoch": 24.536950420954163, "flow_matching_loss": 0.015450872853398323, "grad_norm": 0.11240563541650772, "h_stock_valid_norm": 97.87520446777344, "invalid_tail_samples": 25.8, "learning_rate": 4.257949694712771e-06, "loss": 0.0175, "positive_teacher_pairs": 26383.0, "query_h_norm_ratio": 0.4155616223812103, "relation_loss": 0.0020222312421537937, "selected_pairs": 26383.0, "step": 26230, "student_distance_mean": 22.690288543701172, "teacher_distance_mean": 0.8545526087284088, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.0020222312421537937, "weighted_relation_loss": 0.0020222312421537937 }, { "action_query_batch_std": 0.34719103276729585, "action_query_norm": 40.69769401550293, "action_relation_loss": 0.002063684759195894, "auxiliary_loss_weight": 1.0, "epoch": 24.546304957904585, "flow_matching_loss": 0.017104511614888906, "grad_norm": 0.1015988290309906, "h_stock_valid_norm": 97.82771072387695, "invalid_tail_samples": 24.6, "learning_rate": 4.235721001548726e-06, "loss": 0.0192, "positive_teacher_pairs": 26667.5, "query_h_norm_ratio": 0.4160179316997528, "relation_loss": 0.002063684759195894, "selected_pairs": 26667.5, "step": 26240, "student_distance_mean": 22.68313217163086, "teacher_distance_mean": 0.8539424955844879, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.002063684759195894, "weighted_relation_loss": 0.002063684759195894 }, { "action_query_batch_std": 0.3469379752874374, "action_query_norm": 40.71034126281738, "action_relation_loss": 0.0019201438175514341, "auxiliary_loss_weight": 1.0, "epoch": 24.555659494855004, "flow_matching_loss": 0.016739954892545938, "grad_norm": 0.09335900098085403, "h_stock_valid_norm": 97.81738510131837, "invalid_tail_samples": 21.5, "learning_rate": 4.21354791629896e-06, "loss": 0.0187, "positive_teacher_pairs": 27389.7, "query_h_norm_ratio": 0.4161910951137543, "relation_loss": 0.0019201438175514341, "selected_pairs": 27389.7, "step": 26250, "student_distance_mean": 22.637127113342284, "teacher_distance_mean": 0.8522831857204437, "valid_action_samples": 234.5, "weighted_auxiliary_loss": 0.0019201438175514341, "weighted_relation_loss": 0.0019201438175514341 }, { "action_query_batch_std": 0.339715787768364, "action_query_norm": 40.61813812255859, "action_relation_loss": 0.001965216547250748, "auxiliary_loss_weight": 1.0, "epoch": 24.565014031805426, "flow_matching_loss": 0.015472012665122747, "grad_norm": 0.10567410290241241, "h_stock_valid_norm": 98.00642395019531, "invalid_tail_samples": 24.0, "learning_rate": 4.191430465905843e-06, "loss": 0.0174, "positive_teacher_pairs": 26804.6, "query_h_norm_ratio": 0.4144494831562042, "relation_loss": 0.001965216547250748, "selected_pairs": 26804.6, "step": 26260, "student_distance_mean": 22.25915660858154, "teacher_distance_mean": 0.837384831905365, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.001965216547250748, "weighted_relation_loss": 0.001965216547250748 }, { "action_query_batch_std": 0.34422069489955903, "action_query_norm": 40.673279190063475, "action_relation_loss": 0.002020677307154983, "auxiliary_loss_weight": 1.0, "epoch": 24.574368568755848, "flow_matching_loss": 0.017867149971425533, "grad_norm": 0.09491481631994247, "h_stock_valid_norm": 98.0659049987793, "invalid_tail_samples": 25.5, "learning_rate": 4.169368677244184e-06, "loss": 0.0199, "positive_teacher_pairs": 26458.5, "query_h_norm_ratio": 0.4147576779127121, "relation_loss": 0.002020677307154983, "selected_pairs": 26458.5, "step": 26270, "student_distance_mean": 22.460037612915038, "teacher_distance_mean": 0.8442013382911682, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.002020677307154983, "weighted_relation_loss": 0.002020677307154983 }, { "action_query_batch_std": 0.35011328756809235, "action_query_norm": 40.71681518554688, "action_relation_loss": 0.001910493418108672, "auxiliary_loss_weight": 1.0, "epoch": 24.583723105706266, "flow_matching_loss": 0.014996388927102089, "grad_norm": 0.09990518540143967, "h_stock_valid_norm": 97.9389419555664, "invalid_tail_samples": 24.1, "learning_rate": 4.147362577121122e-06, "loss": 0.0169, "positive_teacher_pairs": 26782.5, "query_h_norm_ratio": 0.4157368868589401, "relation_loss": 0.001910493418108672, "selected_pairs": 26782.5, "step": 26280, "student_distance_mean": 23.054411125183105, "teacher_distance_mean": 0.8668675124645233, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.001910493418108672, "weighted_relation_loss": 0.001910493418108672 }, { "action_query_batch_std": 0.3453492820262909, "action_query_norm": 40.67926940917969, "action_relation_loss": 0.0019482666626572608, "auxiliary_loss_weight": 1.0, "epoch": 24.593077642656688, "flow_matching_loss": 0.014898242894560099, "grad_norm": 0.16605909168720245, "h_stock_valid_norm": 97.92928466796874, "invalid_tail_samples": 24.4, "learning_rate": 4.125412192276157e-06, "loss": 0.0168, "positive_teacher_pairs": 26708.4, "query_h_norm_ratio": 0.41539977490901947, "relation_loss": 0.0019482666626572608, "selected_pairs": 26708.4, "step": 26290, "student_distance_mean": 22.681930541992188, "teacher_distance_mean": 0.8519282639026642, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.0019482666626572608, "weighted_relation_loss": 0.0019482666626572608 }, { "action_query_batch_std": 0.3507969856262207, "action_query_norm": 40.71549186706543, "action_relation_loss": 0.001992459991015494, "auxiliary_loss_weight": 1.0, "epoch": 24.60243217960711, "flow_matching_loss": 0.01710844235494733, "grad_norm": 0.10348804295063019, "h_stock_valid_norm": 97.82526321411133, "invalid_tail_samples": 22.6, "learning_rate": 4.10351754938107e-06, "loss": 0.0191, "positive_teacher_pairs": 27131.7, "query_h_norm_ratio": 0.4162087976932526, "relation_loss": 0.001992459991015494, "selected_pairs": 27131.7, "step": 26300, "student_distance_mean": 22.919045639038085, "teacher_distance_mean": 0.8624108612537384, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.001992459991015494, "weighted_relation_loss": 0.001992459991015494 }, { "action_query_batch_std": 0.34301899969577787, "action_query_norm": 40.68040046691895, "action_relation_loss": 0.002052655804436654, "auxiliary_loss_weight": 1.0, "epoch": 24.611786716557532, "flow_matching_loss": 0.014957759249955415, "grad_norm": 0.08574594557285309, "h_stock_valid_norm": 98.17883605957032, "invalid_tail_samples": 22.1, "learning_rate": 4.081678675039913e-06, "loss": 0.017, "positive_teacher_pairs": 27249.3, "query_h_norm_ratio": 0.4143510043621063, "relation_loss": 0.002052655804436654, "selected_pairs": 27249.3, "step": 26310, "student_distance_mean": 22.375490951538087, "teacher_distance_mean": 0.8432863116264343, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.002052655804436654, "weighted_relation_loss": 0.002052655804436654 }, { "action_query_batch_std": 0.3506490021944046, "action_query_norm": 40.73988800048828, "action_relation_loss": 0.0019435611786320806, "auxiliary_loss_weight": 1.0, "epoch": 24.62114125350795, "flow_matching_loss": 0.018667061068117618, "grad_norm": 0.09788044542074203, "h_stock_valid_norm": 98.11617126464844, "invalid_tail_samples": 21.4, "learning_rate": 4.0598955957889876e-06, "loss": 0.0206, "positive_teacher_pairs": 27407.5, "query_h_norm_ratio": 0.4152232587337494, "relation_loss": 0.0019435611786320806, "selected_pairs": 27407.5, "step": 26320, "student_distance_mean": 22.940979957580566, "teacher_distance_mean": 0.8656389772891998, "valid_action_samples": 234.6, "weighted_auxiliary_loss": 0.0019435611786320806, "weighted_relation_loss": 0.0019435611786320806 }, { "action_query_batch_std": 0.34098553359508516, "action_query_norm": 40.656067276000975, "action_relation_loss": 0.0019699632073752584, "auxiliary_loss_weight": 1.0, "epoch": 24.630495790458372, "flow_matching_loss": 0.01626026425510645, "grad_norm": 0.10083042830228806, "h_stock_valid_norm": 97.99658966064453, "invalid_tail_samples": 21.6, "learning_rate": 4.038168338096776e-06, "loss": 0.0182, "positive_teacher_pairs": 27360.3, "query_h_norm_ratio": 0.4148727774620056, "relation_loss": 0.0019699632073752584, "selected_pairs": 27360.3, "step": 26330, "student_distance_mean": 22.43275375366211, "teacher_distance_mean": 0.8444082736968994, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.0019699632073752584, "weighted_relation_loss": 0.0019699632073752584 }, { "action_query_batch_std": 0.3465292125940323, "action_query_norm": 40.67936325073242, "action_relation_loss": 0.002034902642481029, "auxiliary_loss_weight": 1.0, "epoch": 24.639850327408794, "flow_matching_loss": 0.015837622713297604, "grad_norm": 0.0916980504989624, "h_stock_valid_norm": 98.04437408447265, "invalid_tail_samples": 25.5, "learning_rate": 4.016496928363944e-06, "loss": 0.0179, "positive_teacher_pairs": 26462.4, "query_h_norm_ratio": 0.41490971446037295, "relation_loss": 0.002034902642481029, "selected_pairs": 26462.4, "step": 26340, "student_distance_mean": 22.73456745147705, "teacher_distance_mean": 0.8556677103042603, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.002034902642481029, "weighted_relation_loss": 0.002034902642481029 }, { "action_query_batch_std": 0.34750497341156006, "action_query_norm": 40.7140926361084, "action_relation_loss": 0.0019588835653848945, "auxiliary_loss_weight": 1.0, "epoch": 24.649204864359213, "flow_matching_loss": 0.01546412417665124, "grad_norm": 0.1713038980960846, "h_stock_valid_norm": 98.10043258666992, "invalid_tail_samples": 22.1, "learning_rate": 3.994881392923317e-06, "loss": 0.0174, "positive_teacher_pairs": 27248.1, "query_h_norm_ratio": 0.41502591371536257, "relation_loss": 0.0019588835653848945, "selected_pairs": 27248.1, "step": 26350, "student_distance_mean": 22.727522468566896, "teacher_distance_mean": 0.8560960471630097, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.0019588835653848945, "weighted_relation_loss": 0.0019588835653848945 }, { "action_query_batch_std": 0.34525555968284605, "action_query_norm": 40.695771026611325, "action_relation_loss": 0.001964894263073802, "auxiliary_loss_weight": 1.0, "epoch": 24.658559401309635, "flow_matching_loss": 0.017589033488184212, "grad_norm": 0.0938817709684372, "h_stock_valid_norm": 97.92042465209961, "invalid_tail_samples": 25.3, "learning_rate": 3.9733217580397945e-06, "loss": 0.0196, "positive_teacher_pairs": 26503.0, "query_h_norm_ratio": 0.41560410559177396, "relation_loss": 0.001964894263073802, "selected_pairs": 26503.0, "step": 26360, "student_distance_mean": 22.798545837402344, "teacher_distance_mean": 0.8573636949062348, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.001964894263073802, "weighted_relation_loss": 0.001964894263073802 }, { "action_query_batch_std": 0.3429465562105179, "action_query_norm": 40.67837371826172, "action_relation_loss": 0.002047843614127487, "auxiliary_loss_weight": 1.0, "epoch": 24.667913938260057, "flow_matching_loss": 0.017184707336127758, "grad_norm": 0.13436353206634521, "h_stock_valid_norm": 97.84415969848632, "invalid_tail_samples": 25.0, "learning_rate": 3.951818049910366e-06, "loss": 0.0192, "positive_teacher_pairs": 26573.6, "query_h_norm_ratio": 0.4157486200332642, "relation_loss": 0.002047843614127487, "selected_pairs": 26573.6, "step": 26370, "student_distance_mean": 22.507000350952147, "teacher_distance_mean": 0.8468840897083283, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.002047843614127487, "weighted_relation_loss": 0.002047843614127487 }, { "action_query_batch_std": 0.34104676842689513, "action_query_norm": 40.6589771270752, "action_relation_loss": 0.0019099976285360753, "auxiliary_loss_weight": 1.0, "epoch": 24.67726847521048, "flow_matching_loss": 0.01543425964191556, "grad_norm": 0.1044015884399414, "h_stock_valid_norm": 97.8396240234375, "invalid_tail_samples": 24.9, "learning_rate": 3.930370294664071e-06, "loss": 0.0173, "positive_teacher_pairs": 26597.9, "query_h_norm_ratio": 0.4155688464641571, "relation_loss": 0.0019099976285360753, "selected_pairs": 26597.9, "step": 26380, "student_distance_mean": 22.538696098327637, "teacher_distance_mean": 0.8466160535812378, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.0019099976285360753, "weighted_relation_loss": 0.0019099976285360753 }, { "action_query_batch_std": 0.3454879134893417, "action_query_norm": 40.690771865844724, "action_relation_loss": 0.0019222526345402003, "auxiliary_loss_weight": 1.0, "epoch": 24.686623012160897, "flow_matching_loss": 0.01482789684087038, "grad_norm": 0.09992438554763794, "h_stock_valid_norm": 97.86219940185546, "invalid_tail_samples": 21.9, "learning_rate": 3.908978518361938e-06, "loss": 0.0168, "positive_teacher_pairs": 27296.2, "query_h_norm_ratio": 0.41579862833023074, "relation_loss": 0.0019222526345402003, "selected_pairs": 27296.2, "step": 26390, "student_distance_mean": 22.65956974029541, "teacher_distance_mean": 0.8531278252601624, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.0019222526345402003, "weighted_relation_loss": 0.0019222526345402003 }, { "action_query_batch_std": 0.3477976113557816, "action_query_norm": 40.696902465820315, "action_relation_loss": 0.0019225807976908983, "auxiliary_loss_weight": 1.0, "epoch": 24.69597754911132, "flow_matching_loss": 0.016792679112404583, "grad_norm": 0.10789452493190765, "h_stock_valid_norm": 97.82762832641602, "invalid_tail_samples": 23.6, "learning_rate": 3.887642746997017e-06, "loss": 0.0187, "positive_teacher_pairs": 26890.6, "query_h_norm_ratio": 0.4160072773694992, "relation_loss": 0.0019225807976908983, "selected_pairs": 26890.6, "step": 26400, "student_distance_mean": 22.71832618713379, "teacher_distance_mean": 0.8567950189113617, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0019225807976908983, "weighted_relation_loss": 0.0019225807976908983 }, { "action_query_batch_std": 0.34779230654239657, "action_query_norm": 40.66339111328125, "action_relation_loss": 0.0020720209460705517, "auxiliary_loss_weight": 1.0, "epoch": 24.70533208606174, "flow_matching_loss": 0.01657564379274845, "grad_norm": 0.10061172395944595, "h_stock_valid_norm": 97.95223770141601, "invalid_tail_samples": 25.1, "learning_rate": 3.866363006494255e-06, "loss": 0.0186, "positive_teacher_pairs": 26556.2, "query_h_norm_ratio": 0.415138041973114, "relation_loss": 0.0020720209460705517, "selected_pairs": 26556.2, "step": 26410, "student_distance_mean": 22.749052619934083, "teacher_distance_mean": 0.855964207649231, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.0020720209460705517, "weighted_relation_loss": 0.0020720209460705517 }, { "action_query_batch_std": 0.34720302522182467, "action_query_norm": 40.673278427124025, "action_relation_loss": 0.00200276697287336, "auxiliary_loss_weight": 1.0, "epoch": 24.71468662301216, "flow_matching_loss": 0.016823900770395993, "grad_norm": 0.09521540254354477, "h_stock_valid_norm": 97.7970199584961, "invalid_tail_samples": 22.1, "learning_rate": 3.8451393227105725e-06, "loss": 0.0188, "positive_teacher_pairs": 27245.9, "query_h_norm_ratio": 0.41590004563331606, "relation_loss": 0.00200276697287336, "selected_pairs": 27245.9, "step": 26420, "student_distance_mean": 22.863432121276855, "teacher_distance_mean": 0.8599147200584412, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.00200276697287336, "weighted_relation_loss": 0.00200276697287336 }, { "action_query_batch_std": 0.345606729388237, "action_query_norm": 40.68305549621582, "action_relation_loss": 0.0019542199559509756, "auxiliary_loss_weight": 1.0, "epoch": 24.72404115996258, "flow_matching_loss": 0.01543239140883088, "grad_norm": 0.08938373625278473, "h_stock_valid_norm": 97.89850769042968, "invalid_tail_samples": 23.8, "learning_rate": 3.823971721434727e-06, "loss": 0.0174, "positive_teacher_pairs": 26847.8, "query_h_norm_ratio": 0.4155645489692688, "relation_loss": 0.0019542199559509756, "selected_pairs": 26847.8, "step": 26430, "student_distance_mean": 22.73139133453369, "teacher_distance_mean": 0.8540280401706696, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.0019542199559509756, "weighted_relation_loss": 0.0019542199559509756 }, { "action_query_batch_std": 0.3450278162956238, "action_query_norm": 40.69929466247559, "action_relation_loss": 0.0018907591002061963, "auxiliary_loss_weight": 1.0, "epoch": 24.733395696913004, "flow_matching_loss": 0.01531425267457962, "grad_norm": 0.08693420141935349, "h_stock_valid_norm": 97.87737655639648, "invalid_tail_samples": 23.3, "learning_rate": 3.8028602283873505e-06, "loss": 0.0172, "positive_teacher_pairs": 26970.7, "query_h_norm_ratio": 0.4158221423625946, "relation_loss": 0.0018907591002061963, "selected_pairs": 26970.7, "step": 26440, "student_distance_mean": 22.64361228942871, "teacher_distance_mean": 0.8519418597221374, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0018907591002061963, "weighted_relation_loss": 0.0018907591002061963 }, { "action_query_batch_std": 0.34783112406730654, "action_query_norm": 40.68293762207031, "action_relation_loss": 0.002026167616713792, "auxiliary_loss_weight": 1.0, "epoch": 24.742750233863426, "flow_matching_loss": 0.01706618517637253, "grad_norm": 0.10355259478092194, "h_stock_valid_norm": 97.92661972045899, "invalid_tail_samples": 25.3, "learning_rate": 3.781804869220912e-06, "loss": 0.0191, "positive_teacher_pairs": 26505.4, "query_h_norm_ratio": 0.4154451549053192, "relation_loss": 0.002026167616713792, "selected_pairs": 26505.4, "step": 26450, "student_distance_mean": 22.89730033874512, "teacher_distance_mean": 0.8622684121131897, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.002026167616713792, "weighted_relation_loss": 0.002026167616713792 }, { "action_query_batch_std": 0.34454052448272704, "action_query_norm": 40.70092849731445, "action_relation_loss": 0.0020853063324466348, "auxiliary_loss_weight": 1.0, "epoch": 24.752104770813844, "flow_matching_loss": 0.015840970259159804, "grad_norm": 0.3126986622810364, "h_stock_valid_norm": 98.1063232421875, "invalid_tail_samples": 23.3, "learning_rate": 3.760805669519646e-06, "loss": 0.0179, "positive_teacher_pairs": 26966.3, "query_h_norm_ratio": 0.41486703753471377, "relation_loss": 0.0020853063324466348, "selected_pairs": 26966.3, "step": 26460, "student_distance_mean": 22.655785751342773, "teacher_distance_mean": 0.8506422460079193, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0020853063324466348, "weighted_relation_loss": 0.0020853063324466348 }, { "action_query_batch_std": 0.34487585425376893, "action_query_norm": 40.63492546081543, "action_relation_loss": 0.002004219149239361, "auxiliary_loss_weight": 1.0, "epoch": 24.761459307764266, "flow_matching_loss": 0.016802537627518176, "grad_norm": 0.10173865407705307, "h_stock_valid_norm": 98.06369094848633, "invalid_tail_samples": 26.6, "learning_rate": 3.7398626547995587e-06, "loss": 0.0188, "positive_teacher_pairs": 26209.0, "query_h_norm_ratio": 0.414374440908432, "relation_loss": 0.002004219149239361, "selected_pairs": 26209.0, "step": 26470, "student_distance_mean": 22.581168174743652, "teacher_distance_mean": 0.8504232704639435, "valid_action_samples": 229.4, "weighted_auxiliary_loss": 0.002004219149239361, "weighted_relation_loss": 0.002004219149239361 }, { "action_query_batch_std": 0.34071231484413145, "action_query_norm": 40.66885147094727, "action_relation_loss": 0.001982584164943546, "auxiliary_loss_weight": 1.0, "epoch": 24.770813844714688, "flow_matching_loss": 0.015145753882825375, "grad_norm": 0.08572811633348465, "h_stock_valid_norm": 97.84540252685547, "invalid_tail_samples": 22.3, "learning_rate": 3.7189758505083995e-06, "loss": 0.0171, "positive_teacher_pairs": 27201.9, "query_h_norm_ratio": 0.41564701199531556, "relation_loss": 0.001982584164943546, "selected_pairs": 27201.9, "step": 26480, "student_distance_mean": 22.385942268371583, "teacher_distance_mean": 0.843765264749527, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.001982584164943546, "weighted_relation_loss": 0.001982584164943546 }, { "action_query_batch_std": 0.34279951751232146, "action_query_norm": 40.66095809936523, "action_relation_loss": 0.0019604608649387957, "auxiliary_loss_weight": 1.0, "epoch": 24.780168381665106, "flow_matching_loss": 0.01715685296803713, "grad_norm": 0.10764091461896896, "h_stock_valid_norm": 98.07054061889649, "invalid_tail_samples": 24.3, "learning_rate": 3.6981452820255837e-06, "loss": 0.0191, "positive_teacher_pairs": 26734.9, "query_h_norm_ratio": 0.4146113395690918, "relation_loss": 0.0019604608649387957, "selected_pairs": 26734.9, "step": 26490, "student_distance_mean": 22.439784431457518, "teacher_distance_mean": 0.8450819492340088, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0019604608649387957, "weighted_relation_loss": 0.0019604608649387957 }, { "action_query_batch_std": 0.3426966041326523, "action_query_norm": 40.65768203735352, "action_relation_loss": 0.001949961401987821, "auxiliary_loss_weight": 1.0, "epoch": 24.78952291861553, "flow_matching_loss": 0.016437170468270777, "grad_norm": 0.23449085652828217, "h_stock_valid_norm": 98.07962036132812, "invalid_tail_samples": 24.8, "learning_rate": 3.6773709746622363e-06, "loss": 0.0184, "positive_teacher_pairs": 26624.0, "query_h_norm_ratio": 0.41453985273838045, "relation_loss": 0.001949961401987821, "selected_pairs": 26624.0, "step": 26500, "student_distance_mean": 22.644374275207518, "teacher_distance_mean": 0.8528895795345306, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.001949961401987821, "weighted_relation_loss": 0.001949961401987821 }, { "action_query_batch_std": 0.3480449229478836, "action_query_norm": 40.705601119995116, "action_relation_loss": 0.0019356238306500017, "auxiliary_loss_weight": 1.0, "epoch": 24.79887745556595, "flow_matching_loss": 0.015227765310555696, "grad_norm": 0.10488836467266083, "h_stock_valid_norm": 98.07556762695313, "invalid_tail_samples": 25.3, "learning_rate": 3.6566529536610995e-06, "loss": 0.0172, "positive_teacher_pairs": 26500.9, "query_h_norm_ratio": 0.41504487693309783, "relation_loss": 0.0019356238306500017, "selected_pairs": 26500.9, "step": 26510, "student_distance_mean": 22.880722427368163, "teacher_distance_mean": 0.8626170575618743, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.0019356238306500017, "weighted_relation_loss": 0.0019356238306500017 }, { "action_query_batch_std": 0.34835530519485475, "action_query_norm": 40.6958065032959, "action_relation_loss": 0.0018942257738672197, "auxiliary_loss_weight": 1.0, "epoch": 24.80823199251637, "flow_matching_loss": 0.01438616756349802, "grad_norm": 0.108968585729599, "h_stock_valid_norm": 98.00640563964843, "invalid_tail_samples": 23.2, "learning_rate": 3.635991244196513e-06, "loss": 0.0163, "positive_teacher_pairs": 26987.8, "query_h_norm_ratio": 0.41523689925670626, "relation_loss": 0.0018942257738672197, "selected_pairs": 26987.8, "step": 26520, "student_distance_mean": 22.9161958694458, "teacher_distance_mean": 0.8635007858276367, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0018942257738672197, "weighted_relation_loss": 0.0018942257738672197 }, { "action_query_batch_std": 0.3467751830816269, "action_query_norm": 40.692800521850586, "action_relation_loss": 0.0019482884905301034, "auxiliary_loss_weight": 1.0, "epoch": 24.81758652946679, "flow_matching_loss": 0.018731429893523454, "grad_norm": 0.10325559228658676, "h_stock_valid_norm": 97.95403289794922, "invalid_tail_samples": 23.9, "learning_rate": 3.615385871374405e-06, "loss": 0.0207, "positive_teacher_pairs": 26823.8, "query_h_norm_ratio": 0.4154288738965988, "relation_loss": 0.0019482884905301034, "selected_pairs": 26823.8, "step": 26530, "student_distance_mean": 22.677438926696777, "teacher_distance_mean": 0.8536558747291565, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0019482884905301034, "weighted_relation_loss": 0.0019482884905301034 }, { "action_query_batch_std": 0.3475425481796265, "action_query_norm": 40.696706008911136, "action_relation_loss": 0.0019401596044190228, "auxiliary_loss_weight": 1.0, "epoch": 24.826941066417213, "flow_matching_loss": 0.017476718313992022, "grad_norm": 0.129449263215065, "h_stock_valid_norm": 97.99859466552735, "invalid_tail_samples": 22.8, "learning_rate": 3.5948368602322367e-06, "loss": 0.0194, "positive_teacher_pairs": 27078.5, "query_h_norm_ratio": 0.4152813881635666, "relation_loss": 0.0019401596044190228, "selected_pairs": 27078.5, "step": 26540, "student_distance_mean": 22.85547618865967, "teacher_distance_mean": 0.8604686617851257, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0019401596044190228, "weighted_relation_loss": 0.0019401596044190228 }, { "action_query_batch_std": 0.35056803822517396, "action_query_norm": 40.70787582397461, "action_relation_loss": 0.0019786858349107204, "auxiliary_loss_weight": 1.0, "epoch": 24.836295603367635, "flow_matching_loss": 0.01672425717115402, "grad_norm": 0.14247770607471466, "h_stock_valid_norm": 97.97924118041992, "invalid_tail_samples": 24.3, "learning_rate": 3.5743442357390187e-06, "loss": 0.0187, "positive_teacher_pairs": 26732.4, "query_h_norm_ratio": 0.4154755979776382, "relation_loss": 0.0019786858349107204, "selected_pairs": 26732.4, "step": 26550, "student_distance_mean": 22.988055419921874, "teacher_distance_mean": 0.8665674388408661, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0019786858349107204, "weighted_relation_loss": 0.0019786858349107204 }, { "action_query_batch_std": 0.344851553440094, "action_query_norm": 40.6720272064209, "action_relation_loss": 0.0019694863352924586, "auxiliary_loss_weight": 1.0, "epoch": 24.845650140318053, "flow_matching_loss": 0.01636503906920552, "grad_norm": 0.12025183439254761, "h_stock_valid_norm": 98.08115768432617, "invalid_tail_samples": 21.5, "learning_rate": 3.5539080227951937e-06, "loss": 0.0183, "positive_teacher_pairs": 27386.1, "query_h_norm_ratio": 0.41467897295951844, "relation_loss": 0.0019694863352924586, "selected_pairs": 27386.1, "step": 26560, "student_distance_mean": 22.506038093566893, "teacher_distance_mean": 0.8472756683826447, "valid_action_samples": 234.5, "weighted_auxiliary_loss": 0.0019694863352924586, "weighted_relation_loss": 0.0019694863352924586 }, { "action_query_batch_std": 0.34272881150245665, "action_query_norm": 40.64541358947754, "action_relation_loss": 0.0019236169289797544, "auxiliary_loss_weight": 1.0, "epoch": 24.855004677268475, "flow_matching_loss": 0.015474700275808573, "grad_norm": 0.08868031203746796, "h_stock_valid_norm": 98.02170486450196, "invalid_tail_samples": 24.8, "learning_rate": 3.533528246232709e-06, "loss": 0.0174, "positive_teacher_pairs": 26621.6, "query_h_norm_ratio": 0.41466293334960935, "relation_loss": 0.0019236169289797544, "selected_pairs": 26621.6, "step": 26570, "student_distance_mean": 22.48790874481201, "teacher_distance_mean": 0.8457021832466125, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0019236169289797544, "weighted_relation_loss": 0.0019236169289797544 }, { "action_query_batch_std": 0.3439452737569809, "action_query_norm": 40.66818542480469, "action_relation_loss": 0.001996341336052865, "auxiliary_loss_weight": 1.0, "epoch": 24.864359214218897, "flow_matching_loss": 0.013859689328819513, "grad_norm": 0.08605322241783142, "h_stock_valid_norm": 98.11221389770508, "invalid_tail_samples": 22.5, "learning_rate": 3.5132049308149117e-06, "loss": 0.0159, "positive_teacher_pairs": 27155.4, "query_h_norm_ratio": 0.4145078927278519, "relation_loss": 0.001996341336052865, "selected_pairs": 27155.4, "step": 26580, "student_distance_mean": 22.604469299316406, "teacher_distance_mean": 0.8507469356060028, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.001996341336052865, "weighted_relation_loss": 0.001996341336052865 }, { "action_query_batch_std": 0.35045350790023805, "action_query_norm": 40.68764801025391, "action_relation_loss": 0.0019517453736625611, "auxiliary_loss_weight": 1.0, "epoch": 24.873713751169316, "flow_matching_loss": 0.015928878169506788, "grad_norm": 0.1130688339471817, "h_stock_valid_norm": 98.12228851318359, "invalid_tail_samples": 24.2, "learning_rate": 3.4929381012365425e-06, "loss": 0.0179, "positive_teacher_pairs": 26755.4, "query_h_norm_ratio": 0.4146651059389114, "relation_loss": 0.0019517453736625611, "selected_pairs": 26755.4, "step": 26590, "student_distance_mean": 22.993132019042967, "teacher_distance_mean": 0.8645830392837525, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0019517453736625611, "weighted_relation_loss": 0.0019517453736625611 }, { "action_query_batch_std": 0.3460786074399948, "action_query_norm": 40.69507331848145, "action_relation_loss": 0.0019139752141200006, "auxiliary_loss_weight": 1.0, "epoch": 24.883068288119738, "flow_matching_loss": 0.01564086154103279, "grad_norm": 0.09793597459793091, "h_stock_valid_norm": 98.01414794921875, "invalid_tail_samples": 21.1, "learning_rate": 3.472727782123697e-06, "loss": 0.0176, "positive_teacher_pairs": 27486.0, "query_h_norm_ratio": 0.41520085036754606, "relation_loss": 0.0019139752141200006, "selected_pairs": 27486.0, "step": 26600, "student_distance_mean": 22.630066108703613, "teacher_distance_mean": 0.8521816432476044, "valid_action_samples": 234.9, "weighted_auxiliary_loss": 0.0019139752141200006, "weighted_relation_loss": 0.0019139752141200006 }, { "action_query_batch_std": 0.34282579123973844, "action_query_norm": 40.67916488647461, "action_relation_loss": 0.002037266024854034, "auxiliary_loss_weight": 1.0, "epoch": 24.89242282507016, "flow_matching_loss": 0.015134448558092118, "grad_norm": 0.10388446599245071, "h_stock_valid_norm": 97.8757209777832, "invalid_tail_samples": 23.2, "learning_rate": 3.4525739980338425e-06, "loss": 0.0172, "positive_teacher_pairs": 26988.9, "query_h_norm_ratio": 0.4156288206577301, "relation_loss": 0.002037266024854034, "selected_pairs": 26988.9, "step": 26610, "student_distance_mean": 22.531906127929688, "teacher_distance_mean": 0.8475111067295075, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.002037266024854034, "weighted_relation_loss": 0.002037266024854034 }, { "action_query_batch_std": 0.3438380122184753, "action_query_norm": 40.6661190032959, "action_relation_loss": 0.0019445643294602633, "auxiliary_loss_weight": 1.0, "epoch": 24.90177736202058, "flow_matching_loss": 0.016212190967053175, "grad_norm": 0.17809619009494781, "h_stock_valid_norm": 97.93863143920899, "invalid_tail_samples": 22.9, "learning_rate": 3.432476773455712e-06, "loss": 0.0182, "positive_teacher_pairs": 27061.7, "query_h_norm_ratio": 0.41522522568702697, "relation_loss": 0.0019445643294602633, "selected_pairs": 27061.7, "step": 26620, "student_distance_mean": 22.585935211181642, "teacher_distance_mean": 0.8501305937767029, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.0019445643294602633, "weighted_relation_loss": 0.0019445643294602633 }, { "action_query_batch_std": 0.34669519364833834, "action_query_norm": 40.670335388183595, "action_relation_loss": 0.001953963888809085, "auxiliary_loss_weight": 1.0, "epoch": 24.911131898971, "flow_matching_loss": 0.015322363749146462, "grad_norm": 0.10126281529664993, "h_stock_valid_norm": 97.86461715698242, "invalid_tail_samples": 23.5, "learning_rate": 3.4124361328093378e-06, "loss": 0.0173, "positive_teacher_pairs": 26921.1, "query_h_norm_ratio": 0.41558080315589907, "relation_loss": 0.001953963888809085, "selected_pairs": 26921.1, "step": 26630, "student_distance_mean": 22.82313289642334, "teacher_distance_mean": 0.8595704674720764, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.001953963888809085, "weighted_relation_loss": 0.001953963888809085 }, { "action_query_batch_std": 0.3451068729162216, "action_query_norm": 40.66450157165527, "action_relation_loss": 0.0019473739201202988, "auxiliary_loss_weight": 1.0, "epoch": 24.920486435921422, "flow_matching_loss": 0.017468793597072364, "grad_norm": 0.0988059788942337, "h_stock_valid_norm": 97.85213623046874, "invalid_tail_samples": 26.8, "learning_rate": 3.392452100445975e-06, "loss": 0.0194, "positive_teacher_pairs": 26167.9, "query_h_norm_ratio": 0.4155716776847839, "relation_loss": 0.0019473739201202988, "selected_pairs": 26167.9, "step": 26640, "student_distance_mean": 22.754016876220703, "teacher_distance_mean": 0.8579560041427612, "valid_action_samples": 229.2, "weighted_auxiliary_loss": 0.0019473739201202988, "weighted_relation_loss": 0.0019473739201202988 }, { "action_query_batch_std": 0.3467362970113754, "action_query_norm": 40.69515151977539, "action_relation_loss": 0.0019058934063650667, "auxiliary_loss_weight": 1.0, "epoch": 24.929840972871844, "flow_matching_loss": 0.017802657466381787, "grad_norm": 0.10223283618688583, "h_stock_valid_norm": 97.9675422668457, "invalid_tail_samples": 24.0, "learning_rate": 3.3725247006481163e-06, "loss": 0.0197, "positive_teacher_pairs": 26805.8, "query_h_norm_ratio": 0.41539534628391267, "relation_loss": 0.0019058934063650667, "selected_pairs": 26805.8, "step": 26650, "student_distance_mean": 22.76315689086914, "teacher_distance_mean": 0.8569309413433075, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0019058934063650667, "weighted_relation_loss": 0.0019058934063650667 }, { "action_query_batch_std": 0.34706045091152193, "action_query_norm": 40.6755989074707, "action_relation_loss": 0.0019743863958865404, "auxiliary_loss_weight": 1.0, "epoch": 24.939195509822262, "flow_matching_loss": 0.016446453332901, "grad_norm": 0.0811353549361229, "h_stock_valid_norm": 97.85492858886718, "invalid_tail_samples": 23.9, "learning_rate": 3.3526539576294313e-06, "loss": 0.0184, "positive_teacher_pairs": 26824.6, "query_h_norm_ratio": 0.4156783729791641, "relation_loss": 0.0019743863958865404, "selected_pairs": 26824.6, "step": 26660, "student_distance_mean": 22.840336036682128, "teacher_distance_mean": 0.8621124148368835, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0019743863958865404, "weighted_relation_loss": 0.0019743863958865404 }, { "action_query_batch_std": 0.3445183277130127, "action_query_norm": 40.67184257507324, "action_relation_loss": 0.0019704361446201803, "auxiliary_loss_weight": 1.0, "epoch": 24.948550046772684, "flow_matching_loss": 0.014335073716938495, "grad_norm": 0.08687210083007812, "h_stock_valid_norm": 97.90335159301758, "invalid_tail_samples": 25.1, "learning_rate": 3.332839895534745e-06, "loss": 0.0163, "positive_teacher_pairs": 26559.0, "query_h_norm_ratio": 0.4154312163591385, "relation_loss": 0.0019704361446201803, "selected_pairs": 26559.0, "step": 26670, "student_distance_mean": 22.69031677246094, "teacher_distance_mean": 0.8539897322654724, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.0019704361446201803, "weighted_relation_loss": 0.0019704361446201803 }, { "action_query_batch_std": 0.3467892646789551, "action_query_norm": 40.68534049987793, "action_relation_loss": 0.0019130464643239975, "auxiliary_loss_weight": 1.0, "epoch": 24.957904583723106, "flow_matching_loss": 0.014813712611794472, "grad_norm": 0.08647322654724121, "h_stock_valid_norm": 97.72708435058594, "invalid_tail_samples": 22.1, "learning_rate": 3.3130825384400155e-06, "loss": 0.0167, "positive_teacher_pairs": 27244.6, "query_h_norm_ratio": 0.4163191705942154, "relation_loss": 0.0019130464643239975, "selected_pairs": 27244.6, "step": 26680, "student_distance_mean": 22.792236328125, "teacher_distance_mean": 0.8576843738555908, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.0019130464643239975, "weighted_relation_loss": 0.0019130464643239975 }, { "action_query_batch_std": 0.3457540422677994, "action_query_norm": 40.697197341918944, "action_relation_loss": 0.001960672379937023, "auxiliary_loss_weight": 1.0, "epoch": 24.96725912067353, "flow_matching_loss": 0.016816566791385414, "grad_norm": 0.10166017711162567, "h_stock_valid_norm": 97.7004150390625, "invalid_tail_samples": 23.0, "learning_rate": 3.293381910352278e-06, "loss": 0.0188, "positive_teacher_pairs": 27035.9, "query_h_norm_ratio": 0.41655449867248534, "relation_loss": 0.001960672379937023, "selected_pairs": 27035.9, "step": 26690, "student_distance_mean": 22.74029121398926, "teacher_distance_mean": 0.8549809157848358, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.001960672379937023, "weighted_relation_loss": 0.001960672379937023 }, { "action_query_batch_std": 0.346600678563118, "action_query_norm": 40.69897727966308, "action_relation_loss": 0.0018809766159392893, "auxiliary_loss_weight": 1.0, "epoch": 24.976613657623947, "flow_matching_loss": 0.016807017754763363, "grad_norm": 0.09584419429302216, "h_stock_valid_norm": 97.74853057861328, "invalid_tail_samples": 24.4, "learning_rate": 3.273738035209678e-06, "loss": 0.0187, "positive_teacher_pairs": 26709.1, "query_h_norm_ratio": 0.41636863350868225, "relation_loss": 0.0018809766159392893, "selected_pairs": 26709.1, "step": 26700, "student_distance_mean": 22.76158332824707, "teacher_distance_mean": 0.8558022916316986, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.0018809766159392893, "weighted_relation_loss": 0.0018809766159392893 }, { "action_query_batch_std": 0.3445211827754974, "action_query_norm": 40.69261703491211, "action_relation_loss": 0.001878824911545962, "auxiliary_loss_weight": 1.0, "epoch": 24.98596819457437, "flow_matching_loss": 0.01645999038591981, "grad_norm": 0.11640273779630661, "h_stock_valid_norm": 97.77771606445313, "invalid_tail_samples": 25.4, "learning_rate": 3.254150936881356e-06, "loss": 0.0183, "positive_teacher_pairs": 26479.0, "query_h_norm_ratio": 0.4161758482456207, "relation_loss": 0.001878824911545962, "selected_pairs": 26479.0, "step": 26710, "student_distance_mean": 22.64390754699707, "teacher_distance_mean": 0.8531536757946014, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.001878824911545962, "weighted_relation_loss": 0.001878824911545962 }, { "action_query_batch_std": 0.3455888867378235, "action_query_norm": 40.663753509521484, "action_relation_loss": 0.0019593306700699032, "auxiliary_loss_weight": 1.0, "epoch": 24.99532273152479, "flow_matching_loss": 0.01516038728877902, "grad_norm": 0.15904125571250916, "h_stock_valid_norm": 97.85699005126953, "invalid_tail_samples": 26.3, "learning_rate": 3.234620639167496e-06, "loss": 0.0171, "positive_teacher_pairs": 26271.5, "query_h_norm_ratio": 0.41554788053035735, "relation_loss": 0.0019593306700699032, "selected_pairs": 26271.5, "step": 26720, "student_distance_mean": 22.765337181091308, "teacher_distance_mean": 0.8584648728370666, "valid_action_samples": 229.7, "weighted_auxiliary_loss": 0.0019593306700699032, "weighted_relation_loss": 0.0019593306700699032 }, { "action_query_batch_std": 0.34755218029022217, "action_query_norm": 40.67998695373535, "action_relation_loss": 0.001956566807348281, "auxiliary_loss_weight": 1.0, "epoch": 25.00467726847521, "flow_matching_loss": 0.015079733077436685, "grad_norm": 0.08210590481758118, "h_stock_valid_norm": 98.00325164794921, "invalid_tail_samples": 21.2, "learning_rate": 3.2151471657992482e-06, "loss": 0.017, "positive_teacher_pairs": 24424.8, "query_h_norm_ratio": 0.41509059965610506, "relation_loss": 0.001956566807348281, "selected_pairs": 24424.8, "step": 26730, "student_distance_mean": 22.786448097229005, "teacher_distance_mean": 0.8599992752075195, "valid_action_samples": 214.9, "weighted_auxiliary_loss": 0.001956566807348281, "weighted_relation_loss": 0.001956566807348281 }, { "action_query_batch_std": 0.3478986084461212, "action_query_norm": 40.68893737792969, "action_relation_loss": 0.0019800390116870405, "auxiliary_loss_weight": 1.0, "epoch": 25.01403180542563, "flow_matching_loss": 0.016846116073429583, "grad_norm": 0.14422698318958282, "h_stock_valid_norm": 97.72510223388672, "invalid_tail_samples": 25.2, "learning_rate": 3.195730540438718e-06, "loss": 0.0188, "positive_teacher_pairs": 26532.7, "query_h_norm_ratio": 0.4163664162158966, "relation_loss": 0.0019800390116870405, "selected_pairs": 26532.7, "step": 26740, "student_distance_mean": 22.891070938110353, "teacher_distance_mean": 0.8633697330951691, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.0019800390116870405, "weighted_relation_loss": 0.0019800390116870405 }, { "action_query_batch_std": 0.34357230067253114, "action_query_norm": 40.650838470458986, "action_relation_loss": 0.0019510584068484604, "auxiliary_loss_weight": 1.0, "epoch": 25.023386342376053, "flow_matching_loss": 0.018362791929394006, "grad_norm": 0.08828077465295792, "h_stock_valid_norm": 97.80401153564453, "invalid_tail_samples": 23.7, "learning_rate": 3.1763707866789336e-06, "loss": 0.0203, "positive_teacher_pairs": 26872.2, "query_h_norm_ratio": 0.41563856303691865, "relation_loss": 0.0019510584068484604, "selected_pairs": 26872.2, "step": 26750, "student_distance_mean": 22.521900177001953, "teacher_distance_mean": 0.8482341170310974, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0019510584068484604, "weighted_relation_loss": 0.0019510584068484604 }, { "action_query_batch_std": 0.34768947064876554, "action_query_norm": 40.70719833374024, "action_relation_loss": 0.0018893347936682404, "auxiliary_loss_weight": 1.0, "epoch": 25.03274087932647, "flow_matching_loss": 0.0159782943315804, "grad_norm": 0.09924796968698502, "h_stock_valid_norm": 97.86937942504883, "invalid_tail_samples": 21.7, "learning_rate": 3.1570679280438165e-06, "loss": 0.0179, "positive_teacher_pairs": 27334.5, "query_h_norm_ratio": 0.41593533754348755, "relation_loss": 0.0018893347936682404, "selected_pairs": 27334.5, "step": 26760, "student_distance_mean": 22.802927780151368, "teacher_distance_mean": 0.8601479887962341, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.0018893347936682404, "weighted_relation_loss": 0.0018893347936682404 }, { "action_query_batch_std": 0.3445039510726929, "action_query_norm": 40.66517601013184, "action_relation_loss": 0.0019283033441752195, "auxiliary_loss_weight": 1.0, "epoch": 25.042095416276894, "flow_matching_loss": 0.015691744349896907, "grad_norm": 0.16171902418136597, "h_stock_valid_norm": 97.90906219482422, "invalid_tail_samples": 24.2, "learning_rate": 3.1378219879881767e-06, "loss": 0.0176, "positive_teacher_pairs": 26759.2, "query_h_norm_ratio": 0.4153375387191772, "relation_loss": 0.0019283033441752195, "selected_pairs": 26759.2, "step": 26770, "student_distance_mean": 22.656945991516114, "teacher_distance_mean": 0.8541248261928558, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0019283033441752195, "weighted_relation_loss": 0.0019283033441752195 }, { "action_query_batch_std": 0.3503099292516708, "action_query_norm": 40.70689163208008, "action_relation_loss": 0.0019565678667277098, "auxiliary_loss_weight": 1.0, "epoch": 25.051449953227316, "flow_matching_loss": 0.017094272747635843, "grad_norm": 0.0960322692990303, "h_stock_valid_norm": 98.01139831542969, "invalid_tail_samples": 21.9, "learning_rate": 3.11863298989763e-06, "loss": 0.0191, "positive_teacher_pairs": 27291.6, "query_h_norm_ratio": 0.4153303027153015, "relation_loss": 0.0019565678667277098, "selected_pairs": 27291.6, "step": 26780, "student_distance_mean": 22.971653556823732, "teacher_distance_mean": 0.8670066177845002, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.0019565678667277098, "weighted_relation_loss": 0.0019565678667277098 }, { "action_query_batch_std": 0.3492968946695328, "action_query_norm": 40.7423454284668, "action_relation_loss": 0.0019085398525930941, "auxiliary_loss_weight": 1.0, "epoch": 25.060804490177738, "flow_matching_loss": 0.015334452409297228, "grad_norm": 0.08223196864128113, "h_stock_valid_norm": 97.8815788269043, "invalid_tail_samples": 21.7, "learning_rate": 3.0995009570886303e-06, "loss": 0.0172, "positive_teacher_pairs": 27340.9, "query_h_norm_ratio": 0.4162467747926712, "relation_loss": 0.0019085398525930941, "selected_pairs": 27340.9, "step": 26790, "student_distance_mean": 22.875923728942873, "teacher_distance_mean": 0.8618344008922577, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.0019085398525930941, "weighted_relation_loss": 0.0019085398525930941 }, { "action_query_batch_std": 0.3454472064971924, "action_query_norm": 40.684017944335935, "action_relation_loss": 0.001972932496573776, "auxiliary_loss_weight": 1.0, "epoch": 25.070159027128156, "flow_matching_loss": 0.014645525813102722, "grad_norm": 0.11827743053436279, "h_stock_valid_norm": 98.18706283569335, "invalid_tail_samples": 23.0, "learning_rate": 3.0804259128083936e-06, "loss": 0.0166, "positive_teacher_pairs": 27036.1, "query_h_norm_ratio": 0.4143550664186478, "relation_loss": 0.001972932496573776, "selected_pairs": 27036.1, "step": 26800, "student_distance_mean": 22.690138626098634, "teacher_distance_mean": 0.8528465867042542, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.001972932496573776, "weighted_relation_loss": 0.001972932496573776 }, { "action_query_batch_std": 0.34726628065109255, "action_query_norm": 40.68882675170899, "action_relation_loss": 0.0018688746728003024, "auxiliary_loss_weight": 1.0, "epoch": 25.079513564078578, "flow_matching_loss": 0.015867495723068715, "grad_norm": 0.13893365859985352, "h_stock_valid_norm": 97.98335037231445, "invalid_tail_samples": 20.5, "learning_rate": 3.06140788023489e-06, "loss": 0.0177, "positive_teacher_pairs": 27618.5, "query_h_norm_ratio": 0.4152654200792313, "relation_loss": 0.0018688746728003024, "selected_pairs": 27618.5, "step": 26810, "student_distance_mean": 22.78143424987793, "teacher_distance_mean": 0.8567586123943329, "valid_action_samples": 235.5, "weighted_auxiliary_loss": 0.0018688746728003024, "weighted_relation_loss": 0.0018688746728003024 }, { "action_query_batch_std": 0.3442356437444687, "action_query_norm": 40.668635559082034, "action_relation_loss": 0.0020070894388481975, "auxiliary_loss_weight": 1.0, "epoch": 25.088868101029, "flow_matching_loss": 0.01579457111656666, "grad_norm": 0.10261648148298264, "h_stock_valid_norm": 97.84101867675781, "invalid_tail_samples": 20.6, "learning_rate": 3.042446882476846e-06, "loss": 0.0178, "positive_teacher_pairs": 27602.7, "query_h_norm_ratio": 0.41566104590892794, "relation_loss": 0.0020070894388481975, "selected_pairs": 27602.7, "step": 26820, "student_distance_mean": 22.523268699645996, "teacher_distance_mean": 0.8488270342350006, "valid_action_samples": 235.4, "weighted_auxiliary_loss": 0.0020070894388481975, "weighted_relation_loss": 0.0020070894388481975 }, { "action_query_batch_std": 0.34112181663513186, "action_query_norm": 40.65599136352539, "action_relation_loss": 0.0019376832293346523, "auxiliary_loss_weight": 1.0, "epoch": 25.09822263797942, "flow_matching_loss": 0.015596618130803108, "grad_norm": 0.09194627404212952, "h_stock_valid_norm": 97.90914535522461, "invalid_tail_samples": 24.0, "learning_rate": 3.023542942573643e-06, "loss": 0.0175, "positive_teacher_pairs": 26807.6, "query_h_norm_ratio": 0.41524293422698977, "relation_loss": 0.0019376832293346523, "selected_pairs": 26807.6, "step": 26830, "student_distance_mean": 22.43730010986328, "teacher_distance_mean": 0.8456153273582458, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0019376832293346523, "weighted_relation_loss": 0.0019376832293346523 }, { "action_query_batch_std": 0.34867856502532957, "action_query_norm": 40.6970817565918, "action_relation_loss": 0.0019542088150046764, "auxiliary_loss_weight": 1.0, "epoch": 25.10757717492984, "flow_matching_loss": 0.014740274846553802, "grad_norm": 0.11499129235744476, "h_stock_valid_norm": 97.93331527709961, "invalid_tail_samples": 22.6, "learning_rate": 3.004696083495351e-06, "loss": 0.0167, "positive_teacher_pairs": 27126.7, "query_h_norm_ratio": 0.41556265354156496, "relation_loss": 0.0019542088150046764, "selected_pairs": 27126.7, "step": 26840, "student_distance_mean": 22.989385414123536, "teacher_distance_mean": 0.8667202532291413, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.0019542088150046764, "weighted_relation_loss": 0.0019542088150046764 }, { "action_query_batch_std": 0.3430558830499649, "action_query_norm": 40.64410209655762, "action_relation_loss": 0.0019945801352150737, "auxiliary_loss_weight": 1.0, "epoch": 25.116931711880262, "flow_matching_loss": 0.016683919075876474, "grad_norm": 0.1388736516237259, "h_stock_valid_norm": 97.9672966003418, "invalid_tail_samples": 22.9, "learning_rate": 2.98590632814269e-06, "loss": 0.0187, "positive_teacher_pairs": 27054.0, "query_h_norm_ratio": 0.4148767739534378, "relation_loss": 0.0019945801352150737, "selected_pairs": 27054.0, "step": 26850, "student_distance_mean": 22.53719310760498, "teacher_distance_mean": 0.8503017246723175, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.0019945801352150737, "weighted_relation_loss": 0.0019945801352150737 }, { "action_query_batch_std": 0.34319622814655304, "action_query_norm": 40.639752578735354, "action_relation_loss": 0.001968870195560157, "auxiliary_loss_weight": 1.0, "epoch": 25.126286248830684, "flow_matching_loss": 0.01668990748003125, "grad_norm": 0.10907869786024094, "h_stock_valid_norm": 97.9736717224121, "invalid_tail_samples": 26.6, "learning_rate": 2.9671736993469702e-06, "loss": 0.0187, "positive_teacher_pairs": 26206.7, "query_h_norm_ratio": 0.41480604708194735, "relation_loss": 0.001968870195560157, "selected_pairs": 26206.7, "step": 26860, "student_distance_mean": 22.633358001708984, "teacher_distance_mean": 0.8546272993087769, "valid_action_samples": 229.4, "weighted_auxiliary_loss": 0.001968870195560157, "weighted_relation_loss": 0.001968870195560157 }, { "action_query_batch_std": 0.34681912660598757, "action_query_norm": 40.67931632995605, "action_relation_loss": 0.0018924801144748927, "auxiliary_loss_weight": 1.0, "epoch": 25.135640785781103, "flow_matching_loss": 0.015185260120779276, "grad_norm": 0.09460456669330597, "h_stock_valid_norm": 98.04712829589843, "invalid_tail_samples": 24.3, "learning_rate": 2.9484982198701216e-06, "loss": 0.0171, "positive_teacher_pairs": 26733.7, "query_h_norm_ratio": 0.4148980170488358, "relation_loss": 0.0018924801144748927, "selected_pairs": 26733.7, "step": 26870, "student_distance_mean": 22.653191375732423, "teacher_distance_mean": 0.8525093376636506, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0018924801144748927, "weighted_relation_loss": 0.0018924801144748927 }, { "action_query_batch_std": 0.341787314414978, "action_query_norm": 40.63343124389648, "action_relation_loss": 0.0019248241442255676, "auxiliary_loss_weight": 1.0, "epoch": 25.144995322731525, "flow_matching_loss": 0.015682105626910924, "grad_norm": 0.10535989701747894, "h_stock_valid_norm": 97.97815017700195, "invalid_tail_samples": 22.5, "learning_rate": 2.929879912404604e-06, "loss": 0.0176, "positive_teacher_pairs": 27156.1, "query_h_norm_ratio": 0.41472240090370177, "relation_loss": 0.0019248241442255676, "selected_pairs": 27156.1, "step": 26880, "student_distance_mean": 22.542717933654785, "teacher_distance_mean": 0.8497180342674255, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.0019248241442255676, "weighted_relation_loss": 0.0019248241442255676 }, { "action_query_batch_std": 0.34935579299926756, "action_query_norm": 40.71403160095215, "action_relation_loss": 0.001886040112003684, "auxiliary_loss_weight": 1.0, "epoch": 25.154349859681947, "flow_matching_loss": 0.01619606204330921, "grad_norm": 0.11401388794183731, "h_stock_valid_norm": 98.16274032592773, "invalid_tail_samples": 21.6, "learning_rate": 2.9113187995734147e-06, "loss": 0.0181, "positive_teacher_pairs": 27372.3, "query_h_norm_ratio": 0.4147636145353317, "relation_loss": 0.001886040112003684, "selected_pairs": 27372.3, "step": 26890, "student_distance_mean": 22.882273864746093, "teacher_distance_mean": 0.8623098790645599, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.001886040112003684, "weighted_relation_loss": 0.001886040112003684 }, { "action_query_batch_std": 0.3450066864490509, "action_query_norm": 40.700876235961914, "action_relation_loss": 0.0019413597066886723, "auxiliary_loss_weight": 1.0, "epoch": 25.163704396632365, "flow_matching_loss": 0.01424277713522315, "grad_norm": 0.08704135566949844, "h_stock_valid_norm": 98.11770629882812, "invalid_tail_samples": 21.3, "learning_rate": 2.8928149039300524e-06, "loss": 0.0162, "positive_teacher_pairs": 27436.6, "query_h_norm_ratio": 0.41482037007808686, "relation_loss": 0.0019413597066886723, "selected_pairs": 27436.6, "step": 26900, "student_distance_mean": 22.6435338973999, "teacher_distance_mean": 0.8545122385025025, "valid_action_samples": 234.7, "weighted_auxiliary_loss": 0.0019413597066886723, "weighted_relation_loss": 0.0019413597066886723 }, { "action_query_batch_std": 0.34564279913902285, "action_query_norm": 40.66800308227539, "action_relation_loss": 0.0019151049200445414, "auxiliary_loss_weight": 1.0, "epoch": 25.173058933582787, "flow_matching_loss": 0.014995530527085067, "grad_norm": 0.17835548520088196, "h_stock_valid_norm": 97.98607025146484, "invalid_tail_samples": 22.9, "learning_rate": 2.8743682479584975e-06, "loss": 0.0169, "positive_teacher_pairs": 27062.2, "query_h_norm_ratio": 0.4150415390729904, "relation_loss": 0.0019151049200445414, "selected_pairs": 27062.2, "step": 26910, "student_distance_mean": 22.58873062133789, "teacher_distance_mean": 0.851270443201065, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.0019151049200445414, "weighted_relation_loss": 0.0019151049200445414 }, { "action_query_batch_std": 0.3443750202655792, "action_query_norm": 40.67404060363769, "action_relation_loss": 0.001891134143806994, "auxiliary_loss_weight": 1.0, "epoch": 25.18241347053321, "flow_matching_loss": 0.01624330235645175, "grad_norm": 0.09439922124147415, "h_stock_valid_norm": 98.11776199340821, "invalid_tail_samples": 23.3, "learning_rate": 2.8559788540731824e-06, "loss": 0.0181, "positive_teacher_pairs": 26963.9, "query_h_norm_ratio": 0.41454412043094635, "relation_loss": 0.001891134143806994, "selected_pairs": 26963.9, "step": 26920, "student_distance_mean": 22.564712524414062, "teacher_distance_mean": 0.8519084513187408, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.001891134143806994, "weighted_relation_loss": 0.001891134143806994 }, { "action_query_batch_std": 0.3457783430814743, "action_query_norm": 40.685856628417966, "action_relation_loss": 0.0020259558456018566, "auxiliary_loss_weight": 1.0, "epoch": 25.19176800748363, "flow_matching_loss": 0.016238643880933525, "grad_norm": 0.1274799406528473, "h_stock_valid_norm": 98.10090408325195, "invalid_tail_samples": 23.7, "learning_rate": 2.8376467446189493e-06, "loss": 0.0183, "positive_teacher_pairs": 26874.1, "query_h_norm_ratio": 0.41473732590675355, "relation_loss": 0.0020259558456018566, "selected_pairs": 26874.1, "step": 26930, "student_distance_mean": 22.664089965820313, "teacher_distance_mean": 0.8545173525810241, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0020259558456018566, "weighted_relation_loss": 0.0020259558456018566 }, { "action_query_batch_std": 0.3458989918231964, "action_query_norm": 40.662583923339845, "action_relation_loss": 0.002054530510213226, "auxiliary_loss_weight": 1.0, "epoch": 25.20112254443405, "flow_matching_loss": 0.015245129261165858, "grad_norm": 0.10061103850603104, "h_stock_valid_norm": 98.05417098999024, "invalid_tail_samples": 24.5, "learning_rate": 2.8193719418710406e-06, "loss": 0.0173, "positive_teacher_pairs": 26698.5, "query_h_norm_ratio": 0.4146965265274048, "relation_loss": 0.002054530510213226, "selected_pairs": 26698.5, "step": 26940, "student_distance_mean": 22.728022003173827, "teacher_distance_mean": 0.8573425769805908, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.002054530510213226, "weighted_relation_loss": 0.002054530510213226 }, { "action_query_batch_std": 0.3443688333034515, "action_query_norm": 40.66809730529785, "action_relation_loss": 0.00199502658797428, "auxiliary_loss_weight": 1.0, "epoch": 25.21047708138447, "flow_matching_loss": 0.01591977272182703, "grad_norm": 0.09148260951042175, "h_stock_valid_norm": 97.9744369506836, "invalid_tail_samples": 23.5, "learning_rate": 2.8011544680350667e-06, "loss": 0.0179, "positive_teacher_pairs": 26916.6, "query_h_norm_ratio": 0.4150922954082489, "relation_loss": 0.00199502658797428, "selected_pairs": 26916.6, "step": 26950, "student_distance_mean": 22.517795181274415, "teacher_distance_mean": 0.847713416814804, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.00199502658797428, "weighted_relation_loss": 0.00199502658797428 }, { "action_query_batch_std": 0.3459135115146637, "action_query_norm": 40.659433364868164, "action_relation_loss": 0.001896512566599995, "auxiliary_loss_weight": 1.0, "epoch": 25.219831618334894, "flow_matching_loss": 0.01588888168334961, "grad_norm": 0.09352084994316101, "h_stock_valid_norm": 97.9565658569336, "invalid_tail_samples": 26.4, "learning_rate": 2.7829943452469753e-06, "loss": 0.0178, "positive_teacher_pairs": 26252.4, "query_h_norm_ratio": 0.41507965624332427, "relation_loss": 0.001896512566599995, "selected_pairs": 26252.4, "step": 26960, "student_distance_mean": 22.785854721069335, "teacher_distance_mean": 0.8591368079185486, "valid_action_samples": 229.6, "weighted_auxiliary_loss": 0.001896512566599995, "weighted_relation_loss": 0.001896512566599995 }, { "action_query_batch_std": 0.3432978242635727, "action_query_norm": 40.66664505004883, "action_relation_loss": 0.0019634329597465693, "auxiliary_loss_weight": 1.0, "epoch": 25.229186155285312, "flow_matching_loss": 0.014921514131128789, "grad_norm": 0.12919357419013977, "h_stock_valid_norm": 98.14544296264648, "invalid_tail_samples": 22.1, "learning_rate": 2.7648915955730213e-06, "loss": 0.0169, "positive_teacher_pairs": 27243.6, "query_h_norm_ratio": 0.4143533378839493, "relation_loss": 0.0019634329597465693, "selected_pairs": 27243.6, "step": 26970, "student_distance_mean": 22.53144245147705, "teacher_distance_mean": 0.8480069100856781, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.0019634329597465693, "weighted_relation_loss": 0.0019634329597465693 }, { "action_query_batch_std": 0.3475156217813492, "action_query_norm": 40.698239135742185, "action_relation_loss": 0.001965594687499106, "auxiliary_loss_weight": 1.0, "epoch": 25.238540692235734, "flow_matching_loss": 0.014388961996883155, "grad_norm": 0.10291537642478943, "h_stock_valid_norm": 98.10369644165038, "invalid_tail_samples": 21.3, "learning_rate": 2.746846241009765e-06, "loss": 0.0164, "positive_teacher_pairs": 27429.0, "query_h_norm_ratio": 0.41485156714916227, "relation_loss": 0.001965594687499106, "selected_pairs": 27429.0, "step": 26980, "student_distance_mean": 22.853397178649903, "teacher_distance_mean": 0.8603223741054535, "valid_action_samples": 234.7, "weighted_auxiliary_loss": 0.001965594687499106, "weighted_relation_loss": 0.001965594687499106 }, { "action_query_batch_std": 0.3450963288545609, "action_query_norm": 40.691443252563474, "action_relation_loss": 0.0018755578552372754, "auxiliary_loss_weight": 1.0, "epoch": 25.247895229186156, "flow_matching_loss": 0.016229571122676135, "grad_norm": 0.09269007295370102, "h_stock_valid_norm": 97.99169616699218, "invalid_tail_samples": 24.2, "learning_rate": 2.7288583034839945e-06, "loss": 0.0181, "positive_teacher_pairs": 26765.5, "query_h_norm_ratio": 0.41525608003139497, "relation_loss": 0.0018755578552372754, "selected_pairs": 26765.5, "step": 26990, "student_distance_mean": 22.67597942352295, "teacher_distance_mean": 0.8549090027809143, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0018755578552372754, "weighted_relation_loss": 0.0018755578552372754 }, { "action_query_batch_std": 0.34809300005435945, "action_query_norm": 40.70483932495117, "action_relation_loss": 0.0019025601330213248, "auxiliary_loss_weight": 1.0, "epoch": 25.257249766136574, "flow_matching_loss": 0.016913557425141335, "grad_norm": 0.09123868495225906, "h_stock_valid_norm": 98.00548553466797, "invalid_tail_samples": 22.8, "learning_rate": 2.7109278048527752e-06, "loss": 0.0188, "positive_teacher_pairs": 27078.4, "query_h_norm_ratio": 0.41533846855163575, "relation_loss": 0.0019025601330213248, "selected_pairs": 27078.4, "step": 27000, "student_distance_mean": 22.87450466156006, "teacher_distance_mean": 0.8628093361854553, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0019025601330213248, "weighted_relation_loss": 0.0019025601330213248 }, { "action_query_batch_std": 0.34324542582035067, "action_query_norm": 40.63694839477539, "action_relation_loss": 0.0020025007193908094, "auxiliary_loss_weight": 1.0, "epoch": 25.266604303086996, "flow_matching_loss": 0.015215238090604544, "grad_norm": 0.10852787643671036, "h_stock_valid_norm": 98.06474227905274, "invalid_tail_samples": 25.3, "learning_rate": 2.6930547669033413e-06, "loss": 0.0172, "positive_teacher_pairs": 26503.1, "query_h_norm_ratio": 0.4143896162509918, "relation_loss": 0.0020025007193908094, "selected_pairs": 26503.1, "step": 27010, "student_distance_mean": 22.48435878753662, "teacher_distance_mean": 0.8484947085380554, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.0020025007193908094, "weighted_relation_loss": 0.0020025007193908094 }, { "action_query_batch_std": 0.3476018369197845, "action_query_norm": 40.68470726013184, "action_relation_loss": 0.0019869290059432386, "auxiliary_loss_weight": 1.0, "epoch": 25.27595884003742, "flow_matching_loss": 0.015749535989016294, "grad_norm": 0.0925414189696312, "h_stock_valid_norm": 97.90652770996094, "invalid_tail_samples": 23.5, "learning_rate": 2.675239211353109e-06, "loss": 0.0177, "positive_teacher_pairs": 26916.3, "query_h_norm_ratio": 0.4155476987361908, "relation_loss": 0.0019869290059432386, "selected_pairs": 26916.3, "step": 27020, "student_distance_mean": 22.76321086883545, "teacher_distance_mean": 0.8582277595996857, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0019869290059432386, "weighted_relation_loss": 0.0019869290059432386 }, { "action_query_batch_std": 0.3499350905418396, "action_query_norm": 40.7013801574707, "action_relation_loss": 0.001836814743001014, "auxiliary_loss_weight": 1.0, "epoch": 25.28531337698784, "flow_matching_loss": 0.015091963578015566, "grad_norm": 0.11346624791622162, "h_stock_valid_norm": 97.91535720825195, "invalid_tail_samples": 24.7, "learning_rate": 2.6574811598496786e-06, "loss": 0.0169, "positive_teacher_pairs": 26648.8, "query_h_norm_ratio": 0.4156795680522919, "relation_loss": 0.001836814743001014, "selected_pairs": 26648.8, "step": 27030, "student_distance_mean": 23.05766067504883, "teacher_distance_mean": 0.8689804315567017, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.001836814743001014, "weighted_relation_loss": 0.001836814743001014 }, { "action_query_batch_std": 0.3486230790615082, "action_query_norm": 40.68735008239746, "action_relation_loss": 0.0019231655867770314, "auxiliary_loss_weight": 1.0, "epoch": 25.29466791393826, "flow_matching_loss": 0.01640039449557662, "grad_norm": 0.09035792946815491, "h_stock_valid_norm": 98.06042098999023, "invalid_tail_samples": 26.0, "learning_rate": 2.6397806339707456e-06, "loss": 0.0183, "positive_teacher_pairs": 26339.6, "query_h_norm_ratio": 0.4149227201938629, "relation_loss": 0.0019231655867770314, "selected_pairs": 26339.6, "step": 27040, "student_distance_mean": 22.83183937072754, "teacher_distance_mean": 0.861409479379654, "valid_action_samples": 230.0, "weighted_auxiliary_loss": 0.0019231655867770314, "weighted_relation_loss": 0.0019231655867770314 }, { "action_query_batch_std": 0.34473329186439516, "action_query_norm": 40.659247970581056, "action_relation_loss": 0.001945733791217208, "auxiliary_loss_weight": 1.0, "epoch": 25.30402245088868, "flow_matching_loss": 0.014701371546834707, "grad_norm": 0.09935439378023148, "h_stock_valid_norm": 97.89580841064453, "invalid_tail_samples": 25.0, "learning_rate": 2.6221376552241217e-06, "loss": 0.0166, "positive_teacher_pairs": 26583.7, "query_h_norm_ratio": 0.4153341829776764, "relation_loss": 0.001945733791217208, "selected_pairs": 26583.7, "step": 27050, "student_distance_mean": 22.645831298828124, "teacher_distance_mean": 0.8542539477348328, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.001945733791217208, "weighted_relation_loss": 0.001945733791217208 }, { "action_query_batch_std": 0.3426962047815323, "action_query_norm": 40.637240982055665, "action_relation_loss": 0.0019648698158562183, "auxiliary_loss_weight": 1.0, "epoch": 25.313376987839103, "flow_matching_loss": 0.014543025195598603, "grad_norm": 0.1105358749628067, "h_stock_valid_norm": 97.87279739379883, "invalid_tail_samples": 24.5, "learning_rate": 2.604552245047681e-06, "loss": 0.0165, "positive_teacher_pairs": 26685.0, "query_h_norm_ratio": 0.4152048945426941, "relation_loss": 0.0019648698158562183, "selected_pairs": 26685.0, "step": 27060, "student_distance_mean": 22.56572265625, "teacher_distance_mean": 0.8518096685409546, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.0019648698158562183, "weighted_relation_loss": 0.0019648698158562183 }, { "action_query_batch_std": 0.34049591422080994, "action_query_norm": 40.61926345825195, "action_relation_loss": 0.0019043369335122406, "auxiliary_loss_weight": 1.0, "epoch": 25.32273152478952, "flow_matching_loss": 0.01574651850387454, "grad_norm": 0.07963034510612488, "h_stock_valid_norm": 98.09366455078126, "invalid_tail_samples": 25.2, "learning_rate": 2.587024424809359e-06, "loss": 0.0177, "positive_teacher_pairs": 26525.5, "query_h_norm_ratio": 0.41408749520778654, "relation_loss": 0.0019043369335122406, "selected_pairs": 26525.5, "step": 27070, "student_distance_mean": 22.385220527648926, "teacher_distance_mean": 0.8435228109359741, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.0019043369335122406, "weighted_relation_loss": 0.0019043369335122406 }, { "action_query_batch_std": 0.34426186978816986, "action_query_norm": 40.653838348388675, "action_relation_loss": 0.0019301175023429095, "auxiliary_loss_weight": 1.0, "epoch": 25.332086061739943, "flow_matching_loss": 0.014898506551980972, "grad_norm": 0.10094238817691803, "h_stock_valid_norm": 97.96161804199218, "invalid_tail_samples": 23.5, "learning_rate": 2.5695542158071186e-06, "loss": 0.0168, "positive_teacher_pairs": 26923.0, "query_h_norm_ratio": 0.41499973833560944, "relation_loss": 0.0019301175023429095, "selected_pairs": 26923.0, "step": 27080, "student_distance_mean": 22.533505630493163, "teacher_distance_mean": 0.8505742609500885, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0019301175023429095, "weighted_relation_loss": 0.0019301175023429095 }, { "action_query_batch_std": 0.34348232448101046, "action_query_norm": 40.63966331481934, "action_relation_loss": 0.0019098313874565064, "auxiliary_loss_weight": 1.0, "epoch": 25.341440598690365, "flow_matching_loss": 0.015362250618636608, "grad_norm": 0.11867701262235641, "h_stock_valid_norm": 97.96804122924804, "invalid_tail_samples": 27.3, "learning_rate": 2.5521416392689068e-06, "loss": 0.0173, "positive_teacher_pairs": 26053.7, "query_h_norm_ratio": 0.4148290574550629, "relation_loss": 0.0019098313874565064, "selected_pairs": 26053.7, "step": 27090, "student_distance_mean": 22.603256225585938, "teacher_distance_mean": 0.851618093252182, "valid_action_samples": 228.7, "weighted_auxiliary_loss": 0.0019098313874565064, "weighted_relation_loss": 0.0019098313874565064 }, { "action_query_batch_std": 0.34703221917152405, "action_query_norm": 40.67220458984375, "action_relation_loss": 0.0018942214781418442, "auxiliary_loss_weight": 1.0, "epoch": 25.350795135640787, "flow_matching_loss": 0.015151983313262462, "grad_norm": 0.1340491622686386, "h_stock_valid_norm": 97.98514251708984, "invalid_tail_samples": 24.7, "learning_rate": 2.5347867163526384e-06, "loss": 0.017, "positive_teacher_pairs": 26646.4, "query_h_norm_ratio": 0.41508733928203584, "relation_loss": 0.0018942214781418442, "selected_pairs": 26646.4, "step": 27100, "student_distance_mean": 22.77939338684082, "teacher_distance_mean": 0.8586500942707062, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.0018942214781418442, "weighted_relation_loss": 0.0018942214781418442 }, { "action_query_batch_std": 0.34134902358055114, "action_query_norm": 40.618930435180665, "action_relation_loss": 0.002042641444131732, "auxiliary_loss_weight": 1.0, "epoch": 25.360149672591206, "flow_matching_loss": 0.016027580201625823, "grad_norm": 0.10823684185743332, "h_stock_valid_norm": 97.89800033569335, "invalid_tail_samples": 26.1, "learning_rate": 2.517489468146189e-06, "loss": 0.0181, "positive_teacher_pairs": 26331.1, "query_h_norm_ratio": 0.4149148315191269, "relation_loss": 0.002042641444131732, "selected_pairs": 26331.1, "step": 27110, "student_distance_mean": 22.4633150100708, "teacher_distance_mean": 0.8470806658267975, "valid_action_samples": 229.9, "weighted_auxiliary_loss": 0.002042641444131732, "weighted_relation_loss": 0.002042641444131732 }, { "action_query_batch_std": 0.349056601524353, "action_query_norm": 40.700482559204104, "action_relation_loss": 0.001938857592176646, "auxiliary_loss_weight": 1.0, "epoch": 25.369504209541628, "flow_matching_loss": 0.01590910432860255, "grad_norm": 0.12095026671886444, "h_stock_valid_norm": 97.94656066894531, "invalid_tail_samples": 23.0, "learning_rate": 2.500249915667341e-06, "loss": 0.0178, "positive_teacher_pairs": 27032.1, "query_h_norm_ratio": 0.41554035246372223, "relation_loss": 0.001938857592176646, "selected_pairs": 27032.1, "step": 27120, "student_distance_mean": 22.903995513916016, "teacher_distance_mean": 0.8634238302707672, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.001938857592176646, "weighted_relation_loss": 0.001938857592176646 }, { "action_query_batch_std": 0.34799792766571047, "action_query_norm": 40.683467102050784, "action_relation_loss": 0.0018716322490945458, "auxiliary_loss_weight": 1.0, "epoch": 25.37885874649205, "flow_matching_loss": 0.014598044659942388, "grad_norm": 0.09559358656406403, "h_stock_valid_norm": 98.01266250610351, "invalid_tail_samples": 23.6, "learning_rate": 2.4830680798637817e-06, "loss": 0.0165, "positive_teacher_pairs": 26896.3, "query_h_norm_ratio": 0.41509132981300356, "relation_loss": 0.0018716322490945458, "selected_pairs": 26896.3, "step": 27130, "student_distance_mean": 22.77561836242676, "teacher_distance_mean": 0.8586519896984101, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0018716322490945458, "weighted_relation_loss": 0.0018716322490945458 }, { "action_query_batch_std": 0.34497091770172117, "action_query_norm": 40.67591171264648, "action_relation_loss": 0.0018527789041399955, "auxiliary_loss_weight": 1.0, "epoch": 25.388213283442468, "flow_matching_loss": 0.016418429277837276, "grad_norm": 0.09227987378835678, "h_stock_valid_norm": 98.0499755859375, "invalid_tail_samples": 21.7, "learning_rate": 2.465943981613056e-06, "loss": 0.0183, "positive_teacher_pairs": 27339.1, "query_h_norm_ratio": 0.4148548930883408, "relation_loss": 0.0018527789041399955, "selected_pairs": 27339.1, "step": 27140, "student_distance_mean": 22.610748100280762, "teacher_distance_mean": 0.8521281659603119, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.0018527789041399955, "weighted_relation_loss": 0.0018527789041399955 }, { "action_query_batch_std": 0.3449141263961792, "action_query_norm": 40.65254898071289, "action_relation_loss": 0.0019770081737078725, "auxiliary_loss_weight": 1.0, "epoch": 25.39756782039289, "flow_matching_loss": 0.016286629252135754, "grad_norm": 0.07993543148040771, "h_stock_valid_norm": 97.9359230041504, "invalid_tail_samples": 22.4, "learning_rate": 2.448877641722569e-06, "loss": 0.0183, "positive_teacher_pairs": 27184.9, "query_h_norm_ratio": 0.4151004582643509, "relation_loss": 0.0019770081737078725, "selected_pairs": 27184.9, "step": 27150, "student_distance_mean": 22.610559463500977, "teacher_distance_mean": 0.8509602844715118, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.0019770081737078725, "weighted_relation_loss": 0.0019770081737078725 }, { "action_query_batch_std": 0.34555940628051757, "action_query_norm": 40.66870269775391, "action_relation_loss": 0.0019179247785359621, "auxiliary_loss_weight": 1.0, "epoch": 25.406922357343312, "flow_matching_loss": 0.01627912148833275, "grad_norm": 0.09121386706829071, "h_stock_valid_norm": 97.85817794799804, "invalid_tail_samples": 21.7, "learning_rate": 2.431869080929522e-06, "loss": 0.0182, "positive_teacher_pairs": 27335.9, "query_h_norm_ratio": 0.4155897706747055, "relation_loss": 0.0019179247785359621, "selected_pairs": 27335.9, "step": 27160, "student_distance_mean": 22.708698081970216, "teacher_distance_mean": 0.8553396344184876, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.0019179247785359621, "weighted_relation_loss": 0.0019179247785359621 }, { "action_query_batch_std": 0.3488311797380447, "action_query_norm": 40.701083755493165, "action_relation_loss": 0.001873276918195188, "auxiliary_loss_weight": 1.0, "epoch": 25.416276894293734, "flow_matching_loss": 0.015647603012621403, "grad_norm": 0.09626397490501404, "h_stock_valid_norm": 98.00263442993165, "invalid_tail_samples": 23.7, "learning_rate": 2.4149183199009216e-06, "loss": 0.0175, "positive_teacher_pairs": 26875.0, "query_h_norm_ratio": 0.41530824899673463, "relation_loss": 0.001873276918195188, "selected_pairs": 26875.0, "step": 27170, "student_distance_mean": 22.88181495666504, "teacher_distance_mean": 0.8618137419223786, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.001873276918195188, "weighted_relation_loss": 0.001873276918195188 }, { "action_query_batch_std": 0.34292420744895935, "action_query_norm": 40.673356246948245, "action_relation_loss": 0.0018527515465393662, "auxiliary_loss_weight": 1.0, "epoch": 25.425631431244152, "flow_matching_loss": 0.01519375927746296, "grad_norm": 0.11646673083305359, "h_stock_valid_norm": 98.12925415039062, "invalid_tail_samples": 24.1, "learning_rate": 2.3980253792335427e-06, "loss": 0.017, "positive_teacher_pairs": 26785.0, "query_h_norm_ratio": 0.4144929498434067, "relation_loss": 0.0018527515465393662, "selected_pairs": 26785.0, "step": 27180, "student_distance_mean": 22.607297706604005, "teacher_distance_mean": 0.8519021689891815, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.0018527515465393662, "weighted_relation_loss": 0.0018527515465393662 }, { "action_query_batch_std": 0.34364646673202515, "action_query_norm": 40.65620422363281, "action_relation_loss": 0.0019122885656543075, "auxiliary_loss_weight": 1.0, "epoch": 25.434985968194574, "flow_matching_loss": 0.015298715513199567, "grad_norm": 0.0845905989408493, "h_stock_valid_norm": 97.96980514526368, "invalid_tail_samples": 24.2, "learning_rate": 2.381190279453899e-06, "loss": 0.0172, "positive_teacher_pairs": 26754.7, "query_h_norm_ratio": 0.41498822569847105, "relation_loss": 0.0019122885656543075, "selected_pairs": 26754.7, "step": 27190, "student_distance_mean": 22.498014068603517, "teacher_distance_mean": 0.8475596606731415, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0019122885656543075, "weighted_relation_loss": 0.0019122885656543075 }, { "action_query_batch_std": 0.34018336832523344, "action_query_norm": 40.62916107177735, "action_relation_loss": 0.001963926572352648, "auxiliary_loss_weight": 1.0, "epoch": 25.444340505144996, "flow_matching_loss": 0.014974153321236371, "grad_norm": 0.11981850117444992, "h_stock_valid_norm": 97.98533630371094, "invalid_tail_samples": 24.6, "learning_rate": 2.364413041018232e-06, "loss": 0.0169, "positive_teacher_pairs": 26662.0, "query_h_norm_ratio": 0.4146476000547409, "relation_loss": 0.001963926572352648, "selected_pairs": 26662.0, "step": 27200, "student_distance_mean": 22.367994689941405, "teacher_distance_mean": 0.8434945046901703, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.001963926572352648, "weighted_relation_loss": 0.001963926572352648 }, { "action_query_batch_std": 0.3465610176324844, "action_query_norm": 40.67606658935547, "action_relation_loss": 0.0019346918212249874, "auxiliary_loss_weight": 1.0, "epoch": 25.453695042095415, "flow_matching_loss": 0.015735315531492232, "grad_norm": 0.08239033818244934, "h_stock_valid_norm": 98.0483772277832, "invalid_tail_samples": 21.8, "learning_rate": 2.347693684312463e-06, "loss": 0.0177, "positive_teacher_pairs": 27317.7, "query_h_norm_ratio": 0.4148605912923813, "relation_loss": 0.0019346918212249874, "selected_pairs": 27317.7, "step": 27210, "student_distance_mean": 22.705980682373045, "teacher_distance_mean": 0.8561914145946503, "valid_action_samples": 234.2, "weighted_auxiliary_loss": 0.0019346918212249874, "weighted_relation_loss": 0.0019346918212249874 }, { "action_query_batch_std": 0.343648961186409, "action_query_norm": 40.65705947875976, "action_relation_loss": 0.0019367780769243836, "auxiliary_loss_weight": 1.0, "epoch": 25.463049579045837, "flow_matching_loss": 0.015755092725157738, "grad_norm": 0.11373892426490784, "h_stock_valid_norm": 97.96172332763672, "invalid_tail_samples": 24.6, "learning_rate": 2.331032229652186e-06, "loss": 0.0177, "positive_teacher_pairs": 26672.8, "query_h_norm_ratio": 0.4150357097387314, "relation_loss": 0.0019367780769243836, "selected_pairs": 26672.8, "step": 27220, "student_distance_mean": 22.527646446228026, "teacher_distance_mean": 0.8498398244380951, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0019367780769243836, "weighted_relation_loss": 0.0019367780769243836 }, { "action_query_batch_std": 0.34774781167507174, "action_query_norm": 40.695610427856444, "action_relation_loss": 0.0018979868735186755, "auxiliary_loss_weight": 1.0, "epoch": 25.47240411599626, "flow_matching_loss": 0.015210594981908798, "grad_norm": 0.08540168404579163, "h_stock_valid_norm": 98.03848876953126, "invalid_tail_samples": 25.0, "learning_rate": 2.314428697282628e-06, "loss": 0.0171, "positive_teacher_pairs": 26569.9, "query_h_norm_ratio": 0.4150995433330536, "relation_loss": 0.0018979868735186755, "selected_pairs": 26569.9, "step": 27230, "student_distance_mean": 22.81017017364502, "teacher_distance_mean": 0.8617422223091126, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.0018979868735186755, "weighted_relation_loss": 0.0018979868735186755 }, { "action_query_batch_std": 0.34274354577064514, "action_query_norm": 40.677681350708006, "action_relation_loss": 0.001888043701183051, "auxiliary_loss_weight": 1.0, "epoch": 25.48175865294668, "flow_matching_loss": 0.015144103299826383, "grad_norm": 0.07712091505527496, "h_stock_valid_norm": 97.90103530883789, "invalid_tail_samples": 25.3, "learning_rate": 2.297883107378673e-06, "loss": 0.017, "positive_teacher_pairs": 26504.0, "query_h_norm_ratio": 0.41550052762031553, "relation_loss": 0.001888043701183051, "selected_pairs": 26504.0, "step": 27240, "student_distance_mean": 22.47870864868164, "teacher_distance_mean": 0.8464844405651093, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.001888043701183051, "weighted_relation_loss": 0.001888043701183051 }, { "action_query_batch_std": 0.3495825886726379, "action_query_norm": 40.71270599365234, "action_relation_loss": 0.0019428591243922711, "auxiliary_loss_weight": 1.0, "epoch": 25.4911131898971, "flow_matching_loss": 0.015298534836620092, "grad_norm": 0.08141252398490906, "h_stock_valid_norm": 97.92979049682617, "invalid_tail_samples": 23.8, "learning_rate": 2.2813954800447513e-06, "loss": 0.0172, "positive_teacher_pairs": 26848.6, "query_h_norm_ratio": 0.4157359778881073, "relation_loss": 0.0019428591243922711, "selected_pairs": 26848.6, "step": 27250, "student_distance_mean": 22.935436058044434, "teacher_distance_mean": 0.8650087714195251, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.0019428591243922711, "weighted_relation_loss": 0.0019428591243922711 }, { "action_query_batch_std": 0.3462283700704575, "action_query_norm": 40.66656303405762, "action_relation_loss": 0.001997482217848301, "auxiliary_loss_weight": 1.0, "epoch": 25.50046772684752, "flow_matching_loss": 0.015168244950473309, "grad_norm": 0.09995105862617493, "h_stock_valid_norm": 98.12328414916992, "invalid_tail_samples": 22.3, "learning_rate": 2.2649658353148974e-06, "loss": 0.0172, "positive_teacher_pairs": 27200.8, "query_h_norm_ratio": 0.41444429755210876, "relation_loss": 0.001997482217848301, "selected_pairs": 27200.8, "step": 27260, "student_distance_mean": 22.772772216796874, "teacher_distance_mean": 0.8588058054447174, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.001997482217848301, "weighted_relation_loss": 0.001997482217848301 }, { "action_query_batch_std": 0.3446668595075607, "action_query_norm": 40.69507827758789, "action_relation_loss": 0.0019340030616149307, "auxiliary_loss_weight": 1.0, "epoch": 25.509822263797943, "flow_matching_loss": 0.015718573797494174, "grad_norm": 0.10350213944911957, "h_stock_valid_norm": 97.81791381835937, "invalid_tail_samples": 23.6, "learning_rate": 2.2485941931526645e-06, "loss": 0.0177, "positive_teacher_pairs": 26897.3, "query_h_norm_ratio": 0.4160305172204971, "relation_loss": 0.0019340030616149307, "selected_pairs": 26897.3, "step": 27270, "student_distance_mean": 22.6410270690918, "teacher_distance_mean": 0.8533783793449402, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0019340030616149307, "weighted_relation_loss": 0.0019340030616149307 }, { "action_query_batch_std": 0.34349962770938874, "action_query_norm": 40.64754295349121, "action_relation_loss": 0.0018297760398127139, "auxiliary_loss_weight": 1.0, "epoch": 25.51917680074836, "flow_matching_loss": 0.01597054097801447, "grad_norm": 0.08683324605226517, "h_stock_valid_norm": 97.81614151000977, "invalid_tail_samples": 23.0, "learning_rate": 2.232280573451151e-06, "loss": 0.0178, "positive_teacher_pairs": 27030.8, "query_h_norm_ratio": 0.4155514776706696, "relation_loss": 0.0018297760398127139, "selected_pairs": 27030.8, "step": 27280, "student_distance_mean": 22.492611503601076, "teacher_distance_mean": 0.8479676723480225, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.0018297760398127139, "weighted_relation_loss": 0.0018297760398127139 }, { "action_query_batch_std": 0.3432170420885086, "action_query_norm": 40.63569259643555, "action_relation_loss": 0.00203783109318465, "auxiliary_loss_weight": 1.0, "epoch": 25.528531337698784, "flow_matching_loss": 0.016564443241804838, "grad_norm": 0.06960930675268173, "h_stock_valid_norm": 97.93950653076172, "invalid_tail_samples": 25.5, "learning_rate": 2.216024996032945e-06, "loss": 0.0186, "positive_teacher_pairs": 26465.1, "query_h_norm_ratio": 0.41490898132324217, "relation_loss": 0.00203783109318465, "selected_pairs": 26465.1, "step": 27290, "student_distance_mean": 22.58141975402832, "teacher_distance_mean": 0.849332070350647, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.00203783109318465, "weighted_relation_loss": 0.00203783109318465 }, { "action_query_batch_std": 0.34639004766941073, "action_query_norm": 40.68256797790527, "action_relation_loss": 0.0020201773731969297, "auxiliary_loss_weight": 1.0, "epoch": 25.537885874649206, "flow_matching_loss": 0.01553366957232356, "grad_norm": 0.095244400203228, "h_stock_valid_norm": 97.89529876708984, "invalid_tail_samples": 22.6, "learning_rate": 2.1998274806501074e-06, "loss": 0.0176, "positive_teacher_pairs": 27131.8, "query_h_norm_ratio": 0.41557621359825136, "relation_loss": 0.0020201773731969297, "selected_pairs": 27131.8, "step": 27300, "student_distance_mean": 22.730785369873047, "teacher_distance_mean": 0.8571480274200439, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.0020201773731969297, "weighted_relation_loss": 0.0020201773731969297 }, { "action_query_batch_std": 0.3468508332967758, "action_query_norm": 40.69002342224121, "action_relation_loss": 0.0019598307088017465, "auxiliary_loss_weight": 1.0, "epoch": 25.547240411599624, "flow_matching_loss": 0.0162819960154593, "grad_norm": 0.13109542429447174, "h_stock_valid_norm": 98.04272003173828, "invalid_tail_samples": 24.4, "learning_rate": 2.183688046984139e-06, "loss": 0.0182, "positive_teacher_pairs": 26712.3, "query_h_norm_ratio": 0.41502794027328493, "relation_loss": 0.0019598307088017465, "selected_pairs": 26712.3, "step": 27310, "student_distance_mean": 22.73697166442871, "teacher_distance_mean": 0.8571777224540711, "valid_action_samples": 231.6, "weighted_auxiliary_loss": 0.0019598307088017465, "weighted_relation_loss": 0.0019598307088017465 }, { "action_query_batch_std": 0.33859330117702485, "action_query_norm": 40.63140296936035, "action_relation_loss": 0.0019798492081463336, "auxiliary_loss_weight": 1.0, "epoch": 25.556594948550046, "flow_matching_loss": 0.015661922004073858, "grad_norm": 0.09045828133821487, "h_stock_valid_norm": 98.10991821289062, "invalid_tail_samples": 22.3, "learning_rate": 2.167606714645981e-06, "loss": 0.0176, "positive_teacher_pairs": 27203.6, "query_h_norm_ratio": 0.41414450109004974, "relation_loss": 0.0019798492081463336, "selected_pairs": 27203.6, "step": 27320, "student_distance_mean": 22.333481979370116, "teacher_distance_mean": 0.8424164295196533, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.0019798492081463336, "weighted_relation_loss": 0.0019798492081463336 }, { "action_query_batch_std": 0.3436519742012024, "action_query_norm": 40.66095504760742, "action_relation_loss": 0.0020543833612464367, "auxiliary_loss_weight": 1.0, "epoch": 25.565949485500468, "flow_matching_loss": 0.015910045895725488, "grad_norm": 0.11124507337808609, "h_stock_valid_norm": 97.83974761962891, "invalid_tail_samples": 25.8, "learning_rate": 2.151583503175958e-06, "loss": 0.018, "positive_teacher_pairs": 26394.5, "query_h_norm_ratio": 0.41558962762355806, "relation_loss": 0.0020543833612464367, "selected_pairs": 26394.5, "step": 27330, "student_distance_mean": 22.613255310058594, "teacher_distance_mean": 0.852581912279129, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.0020543833612464367, "weighted_relation_loss": 0.0020543833612464367 }, { "action_query_batch_std": 0.3446756452322006, "action_query_norm": 40.67120628356933, "action_relation_loss": 0.001901570486370474, "auxiliary_loss_weight": 1.0, "epoch": 25.57530402245089, "flow_matching_loss": 0.014501342736184596, "grad_norm": 0.08874388784170151, "h_stock_valid_norm": 98.05528717041015, "invalid_tail_samples": 23.8, "learning_rate": 2.1356184320437957e-06, "loss": 0.0164, "positive_teacher_pairs": 26857.3, "query_h_norm_ratio": 0.41478319466114044, "relation_loss": 0.001901570486370474, "selected_pairs": 26857.3, "step": 27340, "student_distance_mean": 22.72081050872803, "teacher_distance_mean": 0.8569000601768494, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.001901570486370474, "weighted_relation_loss": 0.001901570486370474 }, { "action_query_batch_std": 0.3460662871599197, "action_query_norm": 40.67395706176758, "action_relation_loss": 0.001985070761293173, "auxiliary_loss_weight": 1.0, "epoch": 25.58465855940131, "flow_matching_loss": 0.014952819235622883, "grad_norm": 0.08767404407262802, "h_stock_valid_norm": 98.08633193969726, "invalid_tail_samples": 24.3, "learning_rate": 2.119711520648554e-06, "loss": 0.0169, "positive_teacher_pairs": 26735.5, "query_h_norm_ratio": 0.4146785408258438, "relation_loss": 0.001985070761293173, "selected_pairs": 26735.5, "step": 27350, "student_distance_mean": 22.691884231567382, "teacher_distance_mean": 0.8559800982475281, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.001985070761293173, "weighted_relation_loss": 0.001985070761293173 }, { "action_query_batch_std": 0.34484581351280214, "action_query_norm": 40.659262084960936, "action_relation_loss": 0.0019720967393368483, "auxiliary_loss_weight": 1.0, "epoch": 25.59401309635173, "flow_matching_loss": 0.015447068493813276, "grad_norm": 0.13890589773654938, "h_stock_valid_norm": 98.02774810791016, "invalid_tail_samples": 24.6, "learning_rate": 2.103862788318628e-06, "loss": 0.0174, "positive_teacher_pairs": 26667.0, "query_h_norm_ratio": 0.4147760570049286, "relation_loss": 0.0019720967393368483, "selected_pairs": 26667.0, "step": 27360, "student_distance_mean": 22.601177978515626, "teacher_distance_mean": 0.8518382549285889, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0019720967393368483, "weighted_relation_loss": 0.0019720967393368483 }, { "action_query_batch_std": 0.34517434537410735, "action_query_norm": 40.693154907226564, "action_relation_loss": 0.001977439795155078, "auxiliary_loss_weight": 1.0, "epoch": 25.603367633302152, "flow_matching_loss": 0.01619754396378994, "grad_norm": 0.1295357197523117, "h_stock_valid_norm": 97.99426803588867, "invalid_tail_samples": 21.5, "learning_rate": 2.088072254311729e-06, "loss": 0.0182, "positive_teacher_pairs": 27383.4, "query_h_norm_ratio": 0.41526309251785276, "relation_loss": 0.001977439795155078, "selected_pairs": 27383.4, "step": 27370, "student_distance_mean": 22.56978874206543, "teacher_distance_mean": 0.8513988018035888, "valid_action_samples": 234.5, "weighted_auxiliary_loss": 0.001977439795155078, "weighted_relation_loss": 0.001977439795155078 }, { "action_query_batch_std": 0.3492521524429321, "action_query_norm": 40.707894515991214, "action_relation_loss": 0.0019693309091962873, "auxiliary_loss_weight": 1.0, "epoch": 25.61272217025257, "flow_matching_loss": 0.01515886876732111, "grad_norm": 0.10722094774246216, "h_stock_valid_norm": 97.9738998413086, "invalid_tail_samples": 20.4, "learning_rate": 2.0723399378148435e-06, "loss": 0.0171, "positive_teacher_pairs": 27645.2, "query_h_norm_ratio": 0.4155005425214767, "relation_loss": 0.0019693309091962873, "selected_pairs": 27645.2, "step": 27380, "student_distance_mean": 22.87575569152832, "teacher_distance_mean": 0.863320791721344, "valid_action_samples": 235.6, "weighted_auxiliary_loss": 0.0019693309091962873, "weighted_relation_loss": 0.0019693309091962873 }, { "action_query_batch_std": 0.3447621017694473, "action_query_norm": 40.660438537597656, "action_relation_loss": 0.001867728680372238, "auxiliary_loss_weight": 1.0, "epoch": 25.622076707202993, "flow_matching_loss": 0.01529544936493039, "grad_norm": 0.08114355802536011, "h_stock_valid_norm": 98.04294891357422, "invalid_tail_samples": 21.4, "learning_rate": 2.0566658579442065e-06, "loss": 0.0172, "positive_teacher_pairs": 27403.9, "query_h_norm_ratio": 0.41472279727458955, "relation_loss": 0.001867728680372238, "selected_pairs": 27403.9, "step": 27390, "student_distance_mean": 22.562289810180665, "teacher_distance_mean": 0.8509093761444092, "valid_action_samples": 234.6, "weighted_auxiliary_loss": 0.001867728680372238, "weighted_relation_loss": 0.001867728680372238 }, { "action_query_batch_std": 0.34330333173274996, "action_query_norm": 40.668484115600585, "action_relation_loss": 0.0019465878838673234, "auxiliary_loss_weight": 1.0, "epoch": 25.631431244153415, "flow_matching_loss": 0.015670732129365206, "grad_norm": 0.1333768218755722, "h_stock_valid_norm": 98.01232833862305, "invalid_tail_samples": 24.6, "learning_rate": 2.0410500337453176e-06, "loss": 0.0176, "positive_teacher_pairs": 26668.3, "query_h_norm_ratio": 0.4149348229169846, "relation_loss": 0.0019465878838673234, "selected_pairs": 26668.3, "step": 27400, "student_distance_mean": 22.631255531311034, "teacher_distance_mean": 0.8528038382530212, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0019465878838673234, "weighted_relation_loss": 0.0019465878838673234 }, { "action_query_batch_std": 0.34649922549724577, "action_query_norm": 40.678989028930665, "action_relation_loss": 0.001867644931189716, "auxiliary_loss_weight": 1.0, "epoch": 25.640785781103837, "flow_matching_loss": 0.015129910316318274, "grad_norm": 0.08835698664188385, "h_stock_valid_norm": 97.98555297851563, "invalid_tail_samples": 25.2, "learning_rate": 2.0254924841928645e-06, "loss": 0.017, "positive_teacher_pairs": 26539.0, "query_h_norm_ratio": 0.41515462696552274, "relation_loss": 0.001867644931189716, "selected_pairs": 26539.0, "step": 27410, "student_distance_mean": 22.782732009887695, "teacher_distance_mean": 0.860043340921402, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.001867644931189716, "weighted_relation_loss": 0.001867644931189716 }, { "action_query_batch_std": 0.3468936085700989, "action_query_norm": 40.67963829040527, "action_relation_loss": 0.0018984768190421163, "auxiliary_loss_weight": 1.0, "epoch": 25.650140318054255, "flow_matching_loss": 0.014350426569581031, "grad_norm": 0.08989267796278, "h_stock_valid_norm": 97.77962951660156, "invalid_tail_samples": 25.2, "learning_rate": 2.009993228190754e-06, "loss": 0.0162, "positive_teacher_pairs": 26538.6, "query_h_norm_ratio": 0.41603688299655917, "relation_loss": 0.0018984768190421163, "selected_pairs": 26538.6, "step": 27420, "student_distance_mean": 22.731153869628905, "teacher_distance_mean": 0.8571206033229828, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.0018984768190421163, "weighted_relation_loss": 0.0018984768190421163 }, { "action_query_batch_std": 0.34572671055793763, "action_query_norm": 40.6726016998291, "action_relation_loss": 0.0018173379823565484, "auxiliary_loss_weight": 1.0, "epoch": 25.659494855004677, "flow_matching_loss": 0.015732401795685292, "grad_norm": 0.10680362582206726, "h_stock_valid_norm": 97.8979476928711, "invalid_tail_samples": 29.2, "learning_rate": 1.9945522845720323e-06, "loss": 0.0175, "positive_teacher_pairs": 25618.6, "query_h_norm_ratio": 0.4154618978500366, "relation_loss": 0.0018173379823565484, "selected_pairs": 25618.6, "step": 27430, "student_distance_mean": 22.63339786529541, "teacher_distance_mean": 0.8543327510356903, "valid_action_samples": 226.8, "weighted_auxiliary_loss": 0.0018173379823565484, "weighted_relation_loss": 0.0018173379823565484 }, { "action_query_batch_std": 0.3480029582977295, "action_query_norm": 40.6808895111084, "action_relation_loss": 0.0019632114679552616, "auxiliary_loss_weight": 1.0, "epoch": 25.6688493919551, "flow_matching_loss": 0.01517362855374813, "grad_norm": 0.1219492256641388, "h_stock_valid_norm": 98.00642166137695, "invalid_tail_samples": 22.6, "learning_rate": 1.9791696720988963e-06, "loss": 0.0171, "positive_teacher_pairs": 27127.9, "query_h_norm_ratio": 0.4150881379842758, "relation_loss": 0.0019632114679552616, "selected_pairs": 27127.9, "step": 27440, "student_distance_mean": 22.8330379486084, "teacher_distance_mean": 0.8610141038894653, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.0019632114679552616, "weighted_relation_loss": 0.0019632114679552616 }, { "action_query_batch_std": 0.3418247550725937, "action_query_norm": 40.646942901611325, "action_relation_loss": 0.0019601422711275516, "auxiliary_loss_weight": 1.0, "epoch": 25.678203928905518, "flow_matching_loss": 0.015718217939138412, "grad_norm": 0.09429173171520233, "h_stock_valid_norm": 97.82794799804688, "invalid_tail_samples": 23.3, "learning_rate": 1.9638454094626833e-06, "loss": 0.0177, "positive_teacher_pairs": 26978.1, "query_h_norm_ratio": 0.4154958128929138, "relation_loss": 0.0019601422711275516, "selected_pairs": 26978.1, "step": 27450, "student_distance_mean": 22.450417137145998, "teacher_distance_mean": 0.8481356918811798, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0019601422711275516, "weighted_relation_loss": 0.0019601422711275516 }, { "action_query_batch_std": 0.3462774395942688, "action_query_norm": 40.67125244140625, "action_relation_loss": 0.0019686106010340155, "auxiliary_loss_weight": 1.0, "epoch": 25.68755846585594, "flow_matching_loss": 0.01517038606107235, "grad_norm": 0.10863795876502991, "h_stock_valid_norm": 98.14228744506836, "invalid_tail_samples": 24.2, "learning_rate": 1.9485795152838104e-06, "loss": 0.0171, "positive_teacher_pairs": 26769.2, "query_h_norm_ratio": 0.41441144049167633, "relation_loss": 0.0019686106010340155, "selected_pairs": 26769.2, "step": 27460, "student_distance_mean": 22.801881408691408, "teacher_distance_mean": 0.8596313059329986, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0019686106010340155, "weighted_relation_loss": 0.0019686106010340155 }, { "action_query_batch_std": 0.34688309133052825, "action_query_norm": 40.6953540802002, "action_relation_loss": 0.0019425052683800458, "auxiliary_loss_weight": 1.0, "epoch": 25.69691300280636, "flow_matching_loss": 0.014265317004173994, "grad_norm": 0.09490471333265305, "h_stock_valid_norm": 97.90883941650391, "invalid_tail_samples": 21.2, "learning_rate": 1.933372008111778e-06, "loss": 0.0162, "positive_teacher_pairs": 27462.2, "query_h_norm_ratio": 0.4156494677066803, "relation_loss": 0.0019425052683800458, "selected_pairs": 27462.2, "step": 27470, "student_distance_mean": 22.68049011230469, "teacher_distance_mean": 0.8567264437675476, "valid_action_samples": 234.8, "weighted_auxiliary_loss": 0.0019425052683800458, "weighted_relation_loss": 0.0019425052683800458 }, { "action_query_batch_std": 0.34694035053253175, "action_query_norm": 40.679284286499026, "action_relation_loss": 0.001946013094857335, "auxiliary_loss_weight": 1.0, "epoch": 25.706267539756784, "flow_matching_loss": 0.015832567121833563, "grad_norm": 0.12471000850200653, "h_stock_valid_norm": 97.9573371887207, "invalid_tail_samples": 23.3, "learning_rate": 1.918222906425143e-06, "loss": 0.0178, "positive_teacher_pairs": 26966.5, "query_h_norm_ratio": 0.4152766793966293, "relation_loss": 0.001946013094857335, "selected_pairs": 26966.5, "step": 27480, "student_distance_mean": 22.648840713500977, "teacher_distance_mean": 0.8545786619186402, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.001946013094857335, "weighted_relation_loss": 0.001946013094857335 }, { "action_query_batch_std": 0.3462535500526428, "action_query_norm": 40.70270538330078, "action_relation_loss": 0.0018754968419671058, "auxiliary_loss_weight": 1.0, "epoch": 25.715622076707202, "flow_matching_loss": 0.016096751671284437, "grad_norm": 0.09775518625974655, "h_stock_valid_norm": 98.0369384765625, "invalid_tail_samples": 24.0, "learning_rate": 1.903132228631488e-06, "loss": 0.018, "positive_teacher_pairs": 26807.4, "query_h_norm_ratio": 0.4151851564645767, "relation_loss": 0.0018754968419671058, "selected_pairs": 26807.4, "step": 27490, "student_distance_mean": 22.737805557250976, "teacher_distance_mean": 0.8582633793354034, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0018754968419671058, "weighted_relation_loss": 0.0018754968419671058 }, { "action_query_batch_std": 0.3422227561473846, "action_query_norm": 40.64460639953613, "action_relation_loss": 0.001961816963739693, "auxiliary_loss_weight": 1.0, "epoch": 25.724976613657624, "flow_matching_loss": 0.01629590392112732, "grad_norm": 0.09052807092666626, "h_stock_valid_norm": 97.98960800170899, "invalid_tail_samples": 24.2, "learning_rate": 1.8880999930674215e-06, "loss": 0.0183, "positive_teacher_pairs": 26761.1, "query_h_norm_ratio": 0.4147872656583786, "relation_loss": 0.001961816963739693, "selected_pairs": 26761.1, "step": 27500, "student_distance_mean": 22.371813774108887, "teacher_distance_mean": 0.8426270961761475, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.001961816963739693, "weighted_relation_loss": 0.001961816963739693 }, { "action_query_batch_std": 0.33769217133522034, "action_query_norm": 40.638393020629884, "action_relation_loss": 0.0019196264329366386, "auxiliary_loss_weight": 1.0, "epoch": 25.734331150608046, "flow_matching_loss": 0.015495941787958146, "grad_norm": 0.11130250990390778, "h_stock_valid_norm": 97.92063217163086, "invalid_tail_samples": 22.1, "learning_rate": 1.8731262179985166e-06, "loss": 0.0174, "positive_teacher_pairs": 27240.0, "query_h_norm_ratio": 0.41501742601394653, "relation_loss": 0.0019196264329366386, "selected_pairs": 27240.0, "step": 27510, "student_distance_mean": 22.180055618286133, "teacher_distance_mean": 0.8373531103134155, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.0019196264329366386, "weighted_relation_loss": 0.0019196264329366386 }, { "action_query_batch_std": 0.3446566641330719, "action_query_norm": 40.67860717773438, "action_relation_loss": 0.0018804908846504985, "auxiliary_loss_weight": 1.0, "epoch": 25.743685687558465, "flow_matching_loss": 0.013745760172605514, "grad_norm": 0.09847285598516464, "h_stock_valid_norm": 97.80088577270507, "invalid_tail_samples": 24.1, "learning_rate": 1.8582109216193244e-06, "loss": 0.0156, "positive_teacher_pairs": 26778.9, "query_h_norm_ratio": 0.4159346103668213, "relation_loss": 0.0018804908846504985, "selected_pairs": 26778.9, "step": 27520, "student_distance_mean": 22.687015342712403, "teacher_distance_mean": 0.8551554203033447, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.0018804908846504985, "weighted_relation_loss": 0.0018804908846504985 }, { "action_query_batch_std": 0.3445038259029388, "action_query_norm": 40.64909744262695, "action_relation_loss": 0.002012085972819477, "auxiliary_loss_weight": 1.0, "epoch": 25.753040224508887, "flow_matching_loss": 0.016186445392668246, "grad_norm": 0.10289158672094345, "h_stock_valid_norm": 97.89090957641602, "invalid_tail_samples": 24.2, "learning_rate": 1.8433541220533368e-06, "loss": 0.0182, "positive_teacher_pairs": 26755.4, "query_h_norm_ratio": 0.41525009274482727, "relation_loss": 0.002012085972819477, "selected_pairs": 26755.4, "step": 27530, "student_distance_mean": 22.694115447998048, "teacher_distance_mean": 0.8558400094509124, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.002012085972819477, "weighted_relation_loss": 0.002012085972819477 }, { "action_query_batch_std": 0.34833302795886995, "action_query_norm": 40.68312759399414, "action_relation_loss": 0.0018754060845822095, "auxiliary_loss_weight": 1.0, "epoch": 25.76239476145931, "flow_matching_loss": 0.015104466304183006, "grad_norm": 0.14078478515148163, "h_stock_valid_norm": 97.94605560302735, "invalid_tail_samples": 22.9, "learning_rate": 1.8285558373529577e-06, "loss": 0.017, "positive_teacher_pairs": 27057.7, "query_h_norm_ratio": 0.41536572575569153, "relation_loss": 0.0018754060845822095, "selected_pairs": 27057.7, "step": 27540, "student_distance_mean": 22.81731719970703, "teacher_distance_mean": 0.8612569332122803, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.0018754060845822095, "weighted_relation_loss": 0.0018754060845822095 }, { "action_query_batch_std": 0.3452854245901108, "action_query_norm": 40.669948959350585, "action_relation_loss": 0.001882235158700496, "auxiliary_loss_weight": 1.0, "epoch": 25.77174929840973, "flow_matching_loss": 0.015081393346190453, "grad_norm": 0.08718887716531754, "h_stock_valid_norm": 98.00013580322266, "invalid_tail_samples": 23.1, "learning_rate": 1.8138160854995145e-06, "loss": 0.017, "positive_teacher_pairs": 27013.4, "query_h_norm_ratio": 0.4150016218423843, "relation_loss": 0.001882235158700496, "selected_pairs": 27013.4, "step": 27550, "student_distance_mean": 22.636791610717772, "teacher_distance_mean": 0.853718489408493, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.001882235158700496, "weighted_relation_loss": 0.001882235158700496 }, { "action_query_batch_std": 0.3436843127012253, "action_query_norm": 40.652788162231445, "action_relation_loss": 0.0019130176748149096, "auxiliary_loss_weight": 1.0, "epoch": 25.78110383536015, "flow_matching_loss": 0.01593713564798236, "grad_norm": 0.10097099095582962, "h_stock_valid_norm": 97.9473274230957, "invalid_tail_samples": 23.7, "learning_rate": 1.7991348844031864e-06, "loss": 0.0179, "positive_teacher_pairs": 26875.3, "query_h_norm_ratio": 0.41505221128463743, "relation_loss": 0.0019130176748149096, "selected_pairs": 26875.3, "step": 27560, "student_distance_mean": 22.555413055419923, "teacher_distance_mean": 0.8498208940029144, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0019130176748149096, "weighted_relation_loss": 0.0019130176748149096 }, { "action_query_batch_std": 0.3475106328725815, "action_query_norm": 40.67262306213379, "action_relation_loss": 0.0018866243888624012, "auxiliary_loss_weight": 1.0, "epoch": 25.79045837231057, "flow_matching_loss": 0.014889500103890896, "grad_norm": 0.09366689622402191, "h_stock_valid_norm": 97.86790008544922, "invalid_tail_samples": 24.9, "learning_rate": 1.78451225190302e-06, "loss": 0.0168, "positive_teacher_pairs": 26593.5, "query_h_norm_ratio": 0.4155891716480255, "relation_loss": 0.0018866243888624012, "selected_pairs": 26593.5, "step": 27570, "student_distance_mean": 22.906238746643066, "teacher_distance_mean": 0.8642394483089447, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.0018866243888624012, "weighted_relation_loss": 0.0018866243888624012 }, { "action_query_batch_std": 0.3432707339525223, "action_query_norm": 40.629630661010744, "action_relation_loss": 0.0018726255744695663, "auxiliary_loss_weight": 1.0, "epoch": 25.799812909260993, "flow_matching_loss": 0.014927390310913325, "grad_norm": 0.10433848202228546, "h_stock_valid_norm": 98.11483612060547, "invalid_tail_samples": 26.2, "learning_rate": 1.7699482057668914e-06, "loss": 0.0168, "positive_teacher_pairs": 26303.4, "query_h_norm_ratio": 0.4141051650047302, "relation_loss": 0.0018726255744695663, "selected_pairs": 26303.4, "step": 27580, "student_distance_mean": 22.574846839904787, "teacher_distance_mean": 0.8515571236610413, "valid_action_samples": 229.8, "weighted_auxiliary_loss": 0.0018726255744695663, "weighted_relation_loss": 0.0018726255744695663 }, { "action_query_batch_std": 0.34633790254592894, "action_query_norm": 40.69858245849609, "action_relation_loss": 0.0018031562794931233, "auxiliary_loss_weight": 1.0, "epoch": 25.80916744621141, "flow_matching_loss": 0.015341474115848542, "grad_norm": 0.07897685468196869, "h_stock_valid_norm": 98.06564178466797, "invalid_tail_samples": 23.2, "learning_rate": 1.7554427636914895e-06, "loss": 0.0171, "positive_teacher_pairs": 26986.1, "query_h_norm_ratio": 0.41501672863960265, "relation_loss": 0.0018031562794931233, "selected_pairs": 26986.1, "step": 27590, "student_distance_mean": 22.87466106414795, "teacher_distance_mean": 0.860962551832199, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0018031562794931233, "weighted_relation_loss": 0.0018031562794931233 }, { "action_query_batch_std": 0.3449224293231964, "action_query_norm": 40.669497680664065, "action_relation_loss": 0.001889489160384983, "auxiliary_loss_weight": 1.0, "epoch": 25.818521983161833, "flow_matching_loss": 0.015878608729690314, "grad_norm": 0.07303120940923691, "h_stock_valid_norm": 98.24813919067383, "invalid_tail_samples": 25.3, "learning_rate": 1.7409959433022871e-06, "loss": 0.0178, "positive_teacher_pairs": 26508.6, "query_h_norm_ratio": 0.4139492392539978, "relation_loss": 0.001889489160384983, "selected_pairs": 26508.6, "step": 27600, "student_distance_mean": 22.710091400146485, "teacher_distance_mean": 0.8558596909046173, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.001889489160384983, "weighted_relation_loss": 0.001889489160384983 }, { "action_query_batch_std": 0.342643266916275, "action_query_norm": 40.64864807128906, "action_relation_loss": 0.0019231330719776452, "auxiliary_loss_weight": 1.0, "epoch": 25.827876520112255, "flow_matching_loss": 0.015672573633491994, "grad_norm": 0.0831264927983284, "h_stock_valid_norm": 97.99297103881835, "invalid_tail_samples": 22.6, "learning_rate": 1.7266077621535481e-06, "loss": 0.0176, "positive_teacher_pairs": 27127.3, "query_h_norm_ratio": 0.4148151695728302, "relation_loss": 0.0019231330719776452, "selected_pairs": 27127.3, "step": 27610, "student_distance_mean": 22.490702056884764, "teacher_distance_mean": 0.8468204855918884, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.0019231330719776452, "weighted_relation_loss": 0.0019231330719776452 }, { "action_query_batch_std": 0.3456541568040848, "action_query_norm": 40.67337188720703, "action_relation_loss": 0.001885942614171654, "auxiliary_loss_weight": 1.0, "epoch": 25.837231057062674, "flow_matching_loss": 0.016071194689720868, "grad_norm": 0.11129511147737503, "h_stock_valid_norm": 98.104443359375, "invalid_tail_samples": 22.6, "learning_rate": 1.7122782377282597e-06, "loss": 0.018, "positive_teacher_pairs": 27129.8, "query_h_norm_ratio": 0.4145975857973099, "relation_loss": 0.001885942614171654, "selected_pairs": 27129.8, "step": 27620, "student_distance_mean": 22.683224487304688, "teacher_distance_mean": 0.8549609899520874, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.001885942614171654, "weighted_relation_loss": 0.001885942614171654 }, { "action_query_batch_std": 0.3478016197681427, "action_query_norm": 40.67577476501465, "action_relation_loss": 0.0019243088783696294, "auxiliary_loss_weight": 1.0, "epoch": 25.846585594013096, "flow_matching_loss": 0.017037657741457223, "grad_norm": 0.09247106313705444, "h_stock_valid_norm": 97.9863265991211, "invalid_tail_samples": 25.7, "learning_rate": 1.6980073874381497e-06, "loss": 0.019, "positive_teacher_pairs": 26411.4, "query_h_norm_ratio": 0.4151207089424133, "relation_loss": 0.0019243088783696294, "selected_pairs": 26411.4, "step": 27630, "student_distance_mean": 22.85819911956787, "teacher_distance_mean": 0.8621093928813934, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.0019243088783696294, "weighted_relation_loss": 0.0019243088783696294 }, { "action_query_batch_std": 0.340828537940979, "action_query_norm": 40.62031898498535, "action_relation_loss": 0.00195371329318732, "auxiliary_loss_weight": 1.0, "epoch": 25.855940130963518, "flow_matching_loss": 0.01564602702856064, "grad_norm": 0.08119816333055496, "h_stock_valid_norm": 97.90443420410156, "invalid_tail_samples": 26.1, "learning_rate": 1.6837952286236413e-06, "loss": 0.0176, "positive_teacher_pairs": 26317.5, "query_h_norm_ratio": 0.4148999750614166, "relation_loss": 0.00195371329318732, "selected_pairs": 26317.5, "step": 27640, "student_distance_mean": 22.488066101074217, "teacher_distance_mean": 0.8490593671798706, "valid_action_samples": 229.9, "weighted_auxiliary_loss": 0.00195371329318732, "weighted_relation_loss": 0.00195371329318732 }, { "action_query_batch_std": 0.34614368081092833, "action_query_norm": 40.66418952941895, "action_relation_loss": 0.0018698583473451436, "auxiliary_loss_weight": 1.0, "epoch": 25.86529466791394, "flow_matching_loss": 0.014887991640716792, "grad_norm": 0.09505595266819, "h_stock_valid_norm": 97.90302429199218, "invalid_tail_samples": 22.7, "learning_rate": 1.6696417785538488e-06, "loss": 0.0168, "positive_teacher_pairs": 27108.6, "query_h_norm_ratio": 0.4153537154197693, "relation_loss": 0.0018698583473451436, "selected_pairs": 27108.6, "step": 27650, "student_distance_mean": 22.67315101623535, "teacher_distance_mean": 0.8557172834873199, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.0018698583473451436, "weighted_relation_loss": 0.0018698583473451436 }, { "action_query_batch_std": 0.34385876953601835, "action_query_norm": 40.64622764587402, "action_relation_loss": 0.002010425354819745, "auxiliary_loss_weight": 1.0, "epoch": 25.874649204864358, "flow_matching_loss": 0.017402350064367057, "grad_norm": 0.11040088534355164, "h_stock_valid_norm": 97.82875595092773, "invalid_tail_samples": 24.7, "learning_rate": 1.6555470544265538e-06, "loss": 0.0194, "positive_teacher_pairs": 26638.3, "query_h_norm_ratio": 0.415485680103302, "relation_loss": 0.002010425354819745, "selected_pairs": 26638.3, "step": 27660, "student_distance_mean": 22.526560592651368, "teacher_distance_mean": 0.8495086193084717, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.002010425354819745, "weighted_relation_loss": 0.002010425354819745 }, { "action_query_batch_std": 0.34824413657188413, "action_query_norm": 40.68526153564453, "action_relation_loss": 0.0019127762876451015, "auxiliary_loss_weight": 1.0, "epoch": 25.88400374181478, "flow_matching_loss": 0.015212023444473744, "grad_norm": 0.07336866110563278, "h_stock_valid_norm": 97.98473052978515, "invalid_tail_samples": 24.2, "learning_rate": 1.6415110733681738e-06, "loss": 0.0171, "positive_teacher_pairs": 26759.9, "query_h_norm_ratio": 0.41522409319877623, "relation_loss": 0.0019127762876451015, "selected_pairs": 26759.9, "step": 27670, "student_distance_mean": 22.810822868347167, "teacher_distance_mean": 0.8586301922798156, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0019127762876451015, "weighted_relation_loss": 0.0019127762876451015 }, { "action_query_batch_std": 0.3453317642211914, "action_query_norm": 40.6770133972168, "action_relation_loss": 0.0018368169665336608, "auxiliary_loss_weight": 1.0, "epoch": 25.893358278765202, "flow_matching_loss": 0.014689847175031901, "grad_norm": 0.09461969137191772, "h_stock_valid_norm": 98.00641403198242, "invalid_tail_samples": 22.9, "learning_rate": 1.6275338524337436e-06, "loss": 0.0165, "positive_teacher_pairs": 27058.3, "query_h_norm_ratio": 0.4150456845760345, "relation_loss": 0.0018368169665336608, "selected_pairs": 27058.3, "step": 27680, "student_distance_mean": 22.601072311401367, "teacher_distance_mean": 0.8515997648239135, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.0018368169665336608, "weighted_relation_loss": 0.0018368169665336608 }, { "action_query_batch_std": 0.3472306340932846, "action_query_norm": 40.67530632019043, "action_relation_loss": 0.001953534584026784, "auxiliary_loss_weight": 1.0, "epoch": 25.90271281571562, "flow_matching_loss": 0.016775991301983595, "grad_norm": 0.11086966842412949, "h_stock_valid_norm": 97.90462265014648, "invalid_tail_samples": 24.3, "learning_rate": 1.6136154086069056e-06, "loss": 0.0187, "positive_teacher_pairs": 26735.9, "query_h_norm_ratio": 0.41546447277069093, "relation_loss": 0.001953534584026784, "selected_pairs": 26735.9, "step": 27690, "student_distance_mean": 22.76692295074463, "teacher_distance_mean": 0.8599176526069641, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.001953534584026784, "weighted_relation_loss": 0.001953534584026784 }, { "action_query_batch_std": 0.34580897986888887, "action_query_norm": 40.67375144958496, "action_relation_loss": 0.0019915198208764195, "auxiliary_loss_weight": 1.0, "epoch": 25.912067352666043, "flow_matching_loss": 0.015617303270846605, "grad_norm": 0.12360355257987976, "h_stock_valid_norm": 97.91469497680664, "invalid_tail_samples": 25.4, "learning_rate": 1.5997557587998868e-06, "loss": 0.0176, "positive_teacher_pairs": 26480.1, "query_h_norm_ratio": 0.4154015302658081, "relation_loss": 0.0019915198208764195, "selected_pairs": 26480.1, "step": 27700, "student_distance_mean": 22.80695686340332, "teacher_distance_mean": 0.8592385947704315, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.0019915198208764195, "weighted_relation_loss": 0.0019915198208764195 }, { "action_query_batch_std": 0.3437846839427948, "action_query_norm": 40.647728729248044, "action_relation_loss": 0.001996013068128377, "auxiliary_loss_weight": 1.0, "epoch": 25.921421889616465, "flow_matching_loss": 0.014668552204966545, "grad_norm": 0.08866694569587708, "h_stock_valid_norm": 97.94498138427734, "invalid_tail_samples": 22.7, "learning_rate": 1.5859549198534606e-06, "loss": 0.0167, "positive_teacher_pairs": 27104.8, "query_h_norm_ratio": 0.4150070697069168, "relation_loss": 0.001996013068128377, "selected_pairs": 27104.8, "step": 27710, "student_distance_mean": 22.510415458679198, "teacher_distance_mean": 0.850192004442215, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.001996013068128377, "weighted_relation_loss": 0.001996013068128377 }, { "action_query_batch_std": 0.3486610382795334, "action_query_norm": 40.681784057617186, "action_relation_loss": 0.0019222061149775983, "auxiliary_loss_weight": 1.0, "epoch": 25.930776426566887, "flow_matching_loss": 0.017254369147121907, "grad_norm": 0.11378847062587738, "h_stock_valid_norm": 97.75437698364257, "invalid_tail_samples": 24.9, "learning_rate": 1.572212908536963e-06, "loss": 0.0192, "positive_teacher_pairs": 26603.9, "query_h_norm_ratio": 0.41616451144218447, "relation_loss": 0.0019222061149775983, "selected_pairs": 26603.9, "step": 27720, "student_distance_mean": 22.901157569885253, "teacher_distance_mean": 0.8635348558425904, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.0019222061149775983, "weighted_relation_loss": 0.0019222061149775983 }, { "action_query_batch_std": 0.3414117842912674, "action_query_norm": 40.64189682006836, "action_relation_loss": 0.0019644925836473704, "auxiliary_loss_weight": 1.0, "epoch": 25.940130963517305, "flow_matching_loss": 0.01721981419250369, "grad_norm": 0.1351652294397354, "h_stock_valid_norm": 97.90289611816407, "invalid_tail_samples": 22.1, "learning_rate": 1.5585297415482202e-06, "loss": 0.0192, "positive_teacher_pairs": 27251.4, "query_h_norm_ratio": 0.4151283085346222, "relation_loss": 0.0019644925836473704, "selected_pairs": 27251.4, "step": 27730, "student_distance_mean": 22.467040824890137, "teacher_distance_mean": 0.8472377181053161, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.0019644925836473704, "weighted_relation_loss": 0.0019644925836473704 }, { "action_query_batch_std": 0.3464480131864548, "action_query_norm": 40.678554916381835, "action_relation_loss": 0.001906657626386732, "auxiliary_loss_weight": 1.0, "epoch": 25.949485500467727, "flow_matching_loss": 0.015551782678812742, "grad_norm": 0.2208515703678131, "h_stock_valid_norm": 97.80889511108398, "invalid_tail_samples": 22.5, "learning_rate": 1.5449054355135717e-06, "loss": 0.0175, "positive_teacher_pairs": 27147.6, "query_h_norm_ratio": 0.41590021550655365, "relation_loss": 0.001906657626386732, "selected_pairs": 27147.6, "step": 27740, "student_distance_mean": 22.687776374816895, "teacher_distance_mean": 0.8557334005832672, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.001906657626386732, "weighted_relation_loss": 0.001906657626386732 }, { "action_query_batch_std": 0.3481185257434845, "action_query_norm": 40.675279998779295, "action_relation_loss": 0.0019142200821079315, "auxiliary_loss_weight": 1.0, "epoch": 25.95884003741815, "flow_matching_loss": 0.014639060944318771, "grad_norm": 0.08018824458122253, "h_stock_valid_norm": 97.91208572387696, "invalid_tail_samples": 23.4, "learning_rate": 1.5313400069878415e-06, "loss": 0.0166, "positive_teacher_pairs": 26940.9, "query_h_norm_ratio": 0.41542963981628417, "relation_loss": 0.0019142200821079315, "selected_pairs": 26940.9, "step": 27750, "student_distance_mean": 22.872536277770998, "teacher_distance_mean": 0.8624405026435852, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.0019142200821079315, "weighted_relation_loss": 0.0019142200821079315 }, { "action_query_batch_std": 0.3465215742588043, "action_query_norm": 40.666434097290036, "action_relation_loss": 0.001957190129905939, "auxiliary_loss_weight": 1.0, "epoch": 25.968194574368567, "flow_matching_loss": 0.015247601363807917, "grad_norm": 0.10719849914312363, "h_stock_valid_norm": 97.96526794433593, "invalid_tail_samples": 24.0, "learning_rate": 1.5178334724542887e-06, "loss": 0.0172, "positive_teacher_pairs": 26800.9, "query_h_norm_ratio": 0.41511242687702177, "relation_loss": 0.001957190129905939, "selected_pairs": 26800.9, "step": 27760, "student_distance_mean": 22.832557487487794, "teacher_distance_mean": 0.862733519077301, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.001957190129905939, "weighted_relation_loss": 0.001957190129905939 }, { "action_query_batch_std": 0.3466698616743088, "action_query_norm": 40.67626800537109, "action_relation_loss": 0.0019636669545434414, "auxiliary_loss_weight": 1.0, "epoch": 25.97754911131899, "flow_matching_loss": 0.015066086500883102, "grad_norm": 0.06839372217655182, "h_stock_valid_norm": 97.9912010192871, "invalid_tail_samples": 25.3, "learning_rate": 1.504385848324641e-06, "loss": 0.017, "positive_teacher_pairs": 26500.4, "query_h_norm_ratio": 0.4151020646095276, "relation_loss": 0.0019636669545434414, "selected_pairs": 26500.4, "step": 27770, "student_distance_mean": 22.756070137023926, "teacher_distance_mean": 0.8582752406597137, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.0019636669545434414, "weighted_relation_loss": 0.0019636669545434414 }, { "action_query_batch_std": 0.3430729418992996, "action_query_norm": 40.62811470031738, "action_relation_loss": 0.0019444279256276785, "auxiliary_loss_weight": 1.0, "epoch": 25.98690364826941, "flow_matching_loss": 0.015836095064878465, "grad_norm": 0.08578963577747345, "h_stock_valid_norm": 97.9369499206543, "invalid_tail_samples": 25.8, "learning_rate": 1.490997150939033e-06, "loss": 0.0178, "positive_teacher_pairs": 26393.8, "query_h_norm_ratio": 0.414840567111969, "relation_loss": 0.0019444279256276785, "selected_pairs": 26393.8, "step": 27780, "student_distance_mean": 22.558677101135252, "teacher_distance_mean": 0.8496857762336731, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.0019444279256276785, "weighted_relation_loss": 0.0019444279256276785 }, { "action_query_batch_std": 0.34901848137378694, "action_query_norm": 40.685404205322264, "action_relation_loss": 0.0018562147743068635, "auxiliary_loss_weight": 1.0, "epoch": 25.996258185219833, "flow_matching_loss": 0.01640510745346546, "grad_norm": 0.0955105572938919, "h_stock_valid_norm": 98.10201644897461, "invalid_tail_samples": 26.5, "learning_rate": 1.4776673965659793e-06, "loss": 0.0183, "positive_teacher_pairs": 26226.8, "query_h_norm_ratio": 0.41473206877708435, "relation_loss": 0.0018562147743068635, "selected_pairs": 26226.8, "step": 27790, "student_distance_mean": 22.801817893981934, "teacher_distance_mean": 0.8611262500286102, "valid_action_samples": 229.5, "weighted_auxiliary_loss": 0.0018562147743068635, "weighted_relation_loss": 0.0018562147743068635 }, { "action_query_batch_std": 0.34620744585990904, "action_query_norm": 40.67781295776367, "action_relation_loss": 0.001849536201916635, "auxiliary_loss_weight": 1.0, "epoch": 26.00561272217025, "flow_matching_loss": 0.015609824936836958, "grad_norm": 0.09482758492231369, "h_stock_valid_norm": 98.04662857055663, "invalid_tail_samples": 25.6, "learning_rate": 1.4643966014023957e-06, "loss": 0.0175, "positive_teacher_pairs": 23525.5, "query_h_norm_ratio": 0.41488408148288725, "relation_loss": 0.001849536201916635, "selected_pairs": 23525.5, "step": 27800, "student_distance_mean": 22.94160270690918, "teacher_distance_mean": 0.8657264351844788, "valid_action_samples": 210.5, "weighted_auxiliary_loss": 0.001849536201916635, "weighted_relation_loss": 0.001849536201916635 }, { "action_query_batch_std": 0.3454247921705246, "action_query_norm": 40.65677108764648, "action_relation_loss": 0.0018485679640434683, "auxiliary_loss_weight": 1.0, "epoch": 26.014967259120674, "flow_matching_loss": 0.01593731278553605, "grad_norm": 0.10647010058164597, "h_stock_valid_norm": 98.17292785644531, "invalid_tail_samples": 25.6, "learning_rate": 1.4511847815735503e-06, "loss": 0.0178, "positive_teacher_pairs": 26433.4, "query_h_norm_ratio": 0.41413558423519137, "relation_loss": 0.0018485679640434683, "selected_pairs": 26433.4, "step": 27810, "student_distance_mean": 22.732944297790528, "teacher_distance_mean": 0.8567986607551574, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.0018485679640434683, "weighted_relation_loss": 0.0018485679640434683 }, { "action_query_batch_std": 0.3464484065771103, "action_query_norm": 40.679765701293945, "action_relation_loss": 0.0018720796797424555, "auxiliary_loss_weight": 1.0, "epoch": 26.024321796071096, "flow_matching_loss": 0.014659443311393261, "grad_norm": 0.09368552267551422, "h_stock_valid_norm": 97.92438659667968, "invalid_tail_samples": 23.6, "learning_rate": 1.438031953133051e-06, "loss": 0.0165, "positive_teacher_pairs": 26899.3, "query_h_norm_ratio": 0.41542198956012727, "relation_loss": 0.0018720796797424555, "selected_pairs": 26899.3, "step": 27820, "student_distance_mean": 22.72631130218506, "teacher_distance_mean": 0.8582377970218659, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0018720796797424555, "weighted_relation_loss": 0.0018720796797424555 }, { "action_query_batch_std": 0.34544448256492616, "action_query_norm": 40.66093521118164, "action_relation_loss": 0.0019824937451630832, "auxiliary_loss_weight": 1.0, "epoch": 26.033676333021514, "flow_matching_loss": 0.015018806234002114, "grad_norm": 0.20346751809120178, "h_stock_valid_norm": 98.00668182373047, "invalid_tail_samples": 24.3, "learning_rate": 1.4249381320628197e-06, "loss": 0.017, "positive_teacher_pairs": 26736.4, "query_h_norm_ratio": 0.4148836970329285, "relation_loss": 0.0019824937451630832, "selected_pairs": 26736.4, "step": 27830, "student_distance_mean": 22.600723648071288, "teacher_distance_mean": 0.8535449981689454, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0019824937451630832, "weighted_relation_loss": 0.0019824937451630832 }, { "action_query_batch_std": 0.3456861227750778, "action_query_norm": 40.664506149291995, "action_relation_loss": 0.0018798833247274161, "auxiliary_loss_weight": 1.0, "epoch": 26.043030869971936, "flow_matching_loss": 0.01580160791054368, "grad_norm": 0.07708290964365005, "h_stock_valid_norm": 98.23995590209961, "invalid_tail_samples": 25.8, "learning_rate": 1.4119033342730902e-06, "loss": 0.0177, "positive_teacher_pairs": 26393.2, "query_h_norm_ratio": 0.41393386423587797, "relation_loss": 0.0018798833247274161, "selected_pairs": 26393.2, "step": 27840, "student_distance_mean": 22.648949241638185, "teacher_distance_mean": 0.8549577295780182, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.0018798833247274161, "weighted_relation_loss": 0.0018798833247274161 }, { "action_query_batch_std": 0.34645108282566073, "action_query_norm": 40.67871627807617, "action_relation_loss": 0.0019368792651221155, "auxiliary_loss_weight": 1.0, "epoch": 26.052385406922358, "flow_matching_loss": 0.015816517733037473, "grad_norm": 0.07202862203121185, "h_stock_valid_norm": 97.99668350219727, "invalid_tail_samples": 24.3, "learning_rate": 1.3989275756023656e-06, "loss": 0.0178, "positive_teacher_pairs": 26730.6, "query_h_norm_ratio": 0.41510542631149294, "relation_loss": 0.0019368792651221155, "selected_pairs": 26730.6, "step": 27850, "student_distance_mean": 22.713900756835937, "teacher_distance_mean": 0.8573049783706665, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0019368792651221155, "weighted_relation_loss": 0.0019368792651221155 }, { "action_query_batch_std": 0.3438083529472351, "action_query_norm": 40.65938758850098, "action_relation_loss": 0.0019182341638952494, "auxiliary_loss_weight": 1.0, "epoch": 26.061739943872777, "flow_matching_loss": 0.015150076244026423, "grad_norm": 0.09640977531671524, "h_stock_valid_norm": 97.84561462402344, "invalid_tail_samples": 24.2, "learning_rate": 1.386010871817417e-06, "loss": 0.0171, "positive_teacher_pairs": 26758.3, "query_h_norm_ratio": 0.4155478686094284, "relation_loss": 0.0019182341638952494, "selected_pairs": 26758.3, "step": 27860, "student_distance_mean": 22.569282722473144, "teacher_distance_mean": 0.8505372166633606, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0019182341638952494, "weighted_relation_loss": 0.0019182341638952494 }, { "action_query_batch_std": 0.34071981608867646, "action_query_norm": 40.6286865234375, "action_relation_loss": 0.0019337303470820188, "auxiliary_loss_weight": 1.0, "epoch": 26.0710944808232, "flow_matching_loss": 0.014592022262513637, "grad_norm": 0.10052046179771423, "h_stock_valid_norm": 98.04203948974609, "invalid_tail_samples": 21.3, "learning_rate": 1.3731532386132616e-06, "loss": 0.0165, "positive_teacher_pairs": 27431.0, "query_h_norm_ratio": 0.41440220177173615, "relation_loss": 0.0019337303470820188, "selected_pairs": 27431.0, "step": 27870, "student_distance_mean": 22.37364444732666, "teacher_distance_mean": 0.843695592880249, "valid_action_samples": 234.7, "weighted_auxiliary_loss": 0.0019337303470820188, "weighted_relation_loss": 0.0019337303470820188 }, { "action_query_batch_std": 0.3476030617952347, "action_query_norm": 40.683447265625, "action_relation_loss": 0.0019015777274034918, "auxiliary_loss_weight": 1.0, "epoch": 26.08044901777362, "flow_matching_loss": 0.01716818017885089, "grad_norm": 0.08640792220830917, "h_stock_valid_norm": 97.99008255004883, "invalid_tail_samples": 24.9, "learning_rate": 1.360354691613136e-06, "loss": 0.0191, "positive_teacher_pairs": 26596.1, "query_h_norm_ratio": 0.4151805579662323, "relation_loss": 0.0019015777274034918, "selected_pairs": 26596.1, "step": 27880, "student_distance_mean": 22.91471576690674, "teacher_distance_mean": 0.8644738376140595, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.0019015777274034918, "weighted_relation_loss": 0.0019015777274034918 }, { "action_query_batch_std": 0.34459719359874724, "action_query_norm": 40.66192817687988, "action_relation_loss": 0.0018872283515520393, "auxiliary_loss_weight": 1.0, "epoch": 26.089803554724043, "flow_matching_loss": 0.014593594335019588, "grad_norm": 0.16912955045700073, "h_stock_valid_norm": 98.01200256347656, "invalid_tail_samples": 20.4, "learning_rate": 1.3476152463684776e-06, "loss": 0.0165, "positive_teacher_pairs": 27646.8, "query_h_norm_ratio": 0.4148697227239609, "relation_loss": 0.0018872283515520393, "selected_pairs": 27646.8, "step": 27890, "student_distance_mean": 22.607382202148436, "teacher_distance_mean": 0.851783037185669, "valid_action_samples": 235.6, "weighted_auxiliary_loss": 0.0018872283515520393, "weighted_relation_loss": 0.0018872283515520393 }, { "action_query_batch_std": 0.3426231533288956, "action_query_norm": 40.6297607421875, "action_relation_loss": 0.001989100081846118, "auxiliary_loss_weight": 1.0, "epoch": 26.09915809167446, "flow_matching_loss": 0.016321318317204715, "grad_norm": 0.11035033315420151, "h_stock_valid_norm": 97.90178680419922, "invalid_tail_samples": 27.9, "learning_rate": 1.3349349183589155e-06, "loss": 0.0183, "positive_teacher_pairs": 25914.5, "query_h_norm_ratio": 0.4150074452161789, "relation_loss": 0.001989100081846118, "selected_pairs": 25914.5, "step": 27900, "student_distance_mean": 22.51450996398926, "teacher_distance_mean": 0.8486063539981842, "valid_action_samples": 228.1, "weighted_auxiliary_loss": 0.001989100081846118, "weighted_relation_loss": 0.001989100081846118 }, { "action_query_batch_std": 0.34559584558010104, "action_query_norm": 40.68274993896485, "action_relation_loss": 0.0018693870515562594, "auxiliary_loss_weight": 1.0, "epoch": 26.108512628624883, "flow_matching_loss": 0.01618640162050724, "grad_norm": 0.07916800677776337, "h_stock_valid_norm": 97.92732696533203, "invalid_tail_samples": 23.8, "learning_rate": 1.3223137229922356e-06, "loss": 0.0181, "positive_teacher_pairs": 26860.2, "query_h_norm_ratio": 0.4154412358999252, "relation_loss": 0.0018693870515562594, "selected_pairs": 26860.2, "step": 27910, "student_distance_mean": 22.69701156616211, "teacher_distance_mean": 0.8557035803794861, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.0018693870515562594, "weighted_relation_loss": 0.0018693870515562594 }, { "action_query_batch_std": 0.3448881387710571, "action_query_norm": 40.6649829864502, "action_relation_loss": 0.0019453573971986771, "auxiliary_loss_weight": 1.0, "epoch": 26.117867165575305, "flow_matching_loss": 0.01583222234621644, "grad_norm": 0.10679709166288376, "h_stock_valid_norm": 97.98823318481445, "invalid_tail_samples": 22.2, "learning_rate": 1.3097516756043981e-06, "loss": 0.0178, "positive_teacher_pairs": 27218.2, "query_h_norm_ratio": 0.4149998098611832, "relation_loss": 0.0019453573971986771, "selected_pairs": 27218.2, "step": 27920, "student_distance_mean": 22.688258552551268, "teacher_distance_mean": 0.8559043824672699, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.0019453573971986771, "weighted_relation_loss": 0.0019453573971986771 }, { "action_query_batch_std": 0.3458287715911865, "action_query_norm": 40.6914867401123, "action_relation_loss": 0.0018160188919864595, "auxiliary_loss_weight": 1.0, "epoch": 26.127221702525723, "flow_matching_loss": 0.015180032886564731, "grad_norm": 0.12782080471515656, "h_stock_valid_norm": 97.88893966674804, "invalid_tail_samples": 22.3, "learning_rate": 1.29724879145946e-06, "loss": 0.017, "positive_teacher_pairs": 27204.3, "query_h_norm_ratio": 0.41569280326366426, "relation_loss": 0.0018160188919864595, "selected_pairs": 27204.3, "step": 27930, "student_distance_mean": 22.747132301330566, "teacher_distance_mean": 0.8595836937427521, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.0018160188919864595, "weighted_relation_loss": 0.0018160188919864595 }, { "action_query_batch_std": 0.34253057837486267, "action_query_norm": 40.6515869140625, "action_relation_loss": 0.0018357882392592729, "auxiliary_loss_weight": 1.0, "epoch": 26.136576239476145, "flow_matching_loss": 0.014950050693005323, "grad_norm": 0.11143189668655396, "h_stock_valid_norm": 97.80337982177734, "invalid_tail_samples": 24.8, "learning_rate": 1.284805085749613e-06, "loss": 0.0168, "positive_teacher_pairs": 26619.8, "query_h_norm_ratio": 0.4156494617462158, "relation_loss": 0.0018357882392592729, "selected_pairs": 26619.8, "step": 27940, "student_distance_mean": 22.5445499420166, "teacher_distance_mean": 0.850050288438797, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0018357882392592729, "weighted_relation_loss": 0.0018357882392592729 }, { "action_query_batch_std": 0.3457911193370819, "action_query_norm": 40.67887878417969, "action_relation_loss": 0.0020114769693464042, "auxiliary_loss_weight": 1.0, "epoch": 26.145930776426567, "flow_matching_loss": 0.015277356933802366, "grad_norm": 0.08312679082155228, "h_stock_valid_norm": 98.01051712036133, "invalid_tail_samples": 23.5, "learning_rate": 1.2724205735951288e-06, "loss": 0.0173, "positive_teacher_pairs": 26919.6, "query_h_norm_ratio": 0.4150503247976303, "relation_loss": 0.0020114769693464042, "selected_pairs": 26919.6, "step": 27950, "student_distance_mean": 22.620624923706053, "teacher_distance_mean": 0.8518655359745025, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0020114769693464042, "weighted_relation_loss": 0.0020114769693464042 }, { "action_query_batch_std": 0.3430414766073227, "action_query_norm": 40.66130447387695, "action_relation_loss": 0.0019059222540818155, "auxiliary_loss_weight": 1.0, "epoch": 26.15528531337699, "flow_matching_loss": 0.015328416600823402, "grad_norm": 0.07914888113737106, "h_stock_valid_norm": 97.97368087768555, "invalid_tail_samples": 23.6, "learning_rate": 1.2600952700443591e-06, "loss": 0.0172, "positive_teacher_pairs": 26902.0, "query_h_norm_ratio": 0.41502542793750763, "relation_loss": 0.0019059222540818155, "selected_pairs": 26902.0, "step": 27960, "student_distance_mean": 22.471041107177733, "teacher_distance_mean": 0.8472964465618134, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0019059222540818155, "weighted_relation_loss": 0.0019059222540818155 }, { "action_query_batch_std": 0.348100820183754, "action_query_norm": 40.695603942871095, "action_relation_loss": 0.0018773377407342196, "auxiliary_loss_weight": 1.0, "epoch": 26.164639850327408, "flow_matching_loss": 0.01463415352627635, "grad_norm": 0.12171586602926254, "h_stock_valid_norm": 98.02064971923828, "invalid_tail_samples": 23.8, "learning_rate": 1.247829190073707e-06, "loss": 0.0165, "positive_teacher_pairs": 26850.0, "query_h_norm_ratio": 0.41517473459243776, "relation_loss": 0.0018773377407342196, "selected_pairs": 26850.0, "step": 27970, "student_distance_mean": 22.82338104248047, "teacher_distance_mean": 0.8597489595413208, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.0018773377407342196, "weighted_relation_loss": 0.0018773377407342196 }, { "action_query_batch_std": 0.3459133207798004, "action_query_norm": 40.688786315917966, "action_relation_loss": 0.001886849629227072, "auxiliary_loss_weight": 1.0, "epoch": 26.17399438727783, "flow_matching_loss": 0.014415446016937495, "grad_norm": 0.1904418021440506, "h_stock_valid_norm": 97.99309768676758, "invalid_tail_samples": 23.9, "learning_rate": 1.2356223485876173e-06, "loss": 0.0163, "positive_teacher_pairs": 26825.6, "query_h_norm_ratio": 0.415221232175827, "relation_loss": 0.001886849629227072, "selected_pairs": 26825.6, "step": 27980, "student_distance_mean": 22.810619354248047, "teacher_distance_mean": 0.8609384298324585, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.001886849629227072, "weighted_relation_loss": 0.001886849629227072 }, { "action_query_batch_std": 0.34710111618041994, "action_query_norm": 40.66386070251465, "action_relation_loss": 0.0019073382718488574, "auxiliary_loss_weight": 1.0, "epoch": 26.18334892422825, "flow_matching_loss": 0.014358511101454497, "grad_norm": 0.12334979325532913, "h_stock_valid_norm": 98.09782180786132, "invalid_tail_samples": 23.5, "learning_rate": 1.2234747604185526e-06, "loss": 0.0163, "positive_teacher_pairs": 26924.3, "query_h_norm_ratio": 0.4145275682210922, "relation_loss": 0.0019073382718488574, "selected_pairs": 26924.3, "step": 27990, "student_distance_mean": 22.778536987304687, "teacher_distance_mean": 0.8593181252479554, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0019073382718488574, "weighted_relation_loss": 0.0019073382718488574 }, { "action_query_batch_std": 0.34648674428462983, "action_query_norm": 40.67065505981445, "action_relation_loss": 0.0019668272230774163, "auxiliary_loss_weight": 1.0, "epoch": 26.19270346117867, "flow_matching_loss": 0.015349578112363815, "grad_norm": 0.09338141232728958, "h_stock_valid_norm": 98.12902069091797, "invalid_tail_samples": 24.3, "learning_rate": 1.2113864403269836e-06, "loss": 0.0173, "positive_teacher_pairs": 26739.9, "query_h_norm_ratio": 0.4144624561071396, "relation_loss": 0.0019668272230774163, "selected_pairs": 26739.9, "step": 28000, "student_distance_mean": 22.755931282043456, "teacher_distance_mean": 0.8585870504379273, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0019668272230774163, "weighted_relation_loss": 0.0019668272230774163 }, { "action_query_batch_std": 0.34317547976970675, "action_query_norm": 40.65479431152344, "action_relation_loss": 0.0018869090592488647, "auxiliary_loss_weight": 1.0, "epoch": 26.202057998129092, "flow_matching_loss": 0.0167318943887949, "grad_norm": 0.15203148126602173, "h_stock_valid_norm": 97.99799957275391, "invalid_tail_samples": 24.2, "learning_rate": 1.1993574030013555e-06, "loss": 0.0186, "positive_teacher_pairs": 26754.3, "query_h_norm_ratio": 0.4148542761802673, "relation_loss": 0.0018869090592488647, "selected_pairs": 26754.3, "step": 28010, "student_distance_mean": 22.391164016723632, "teacher_distance_mean": 0.8444019854068756, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0018869090592488647, "weighted_relation_loss": 0.0018869090592488647 }, { "action_query_batch_std": 0.34333547949790955, "action_query_norm": 40.666264343261716, "action_relation_loss": 0.002008301403839141, "auxiliary_loss_weight": 1.0, "epoch": 26.211412535079514, "flow_matching_loss": 0.015650799963623285, "grad_norm": 0.08485472947359085, "h_stock_valid_norm": 97.94643020629883, "invalid_tail_samples": 23.7, "learning_rate": 1.1873876630580816e-06, "loss": 0.0177, "positive_teacher_pairs": 26880.9, "query_h_norm_ratio": 0.4151911586523056, "relation_loss": 0.002008301403839141, "selected_pairs": 26880.9, "step": 28020, "student_distance_mean": 22.570996856689455, "teacher_distance_mean": 0.8527510106563568, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.002008301403839141, "weighted_relation_loss": 0.002008301403839141 }, { "action_query_batch_std": 0.3455253005027771, "action_query_norm": 40.66507110595703, "action_relation_loss": 0.001960700913332403, "auxiliary_loss_weight": 1.0, "epoch": 26.220767072029936, "flow_matching_loss": 0.01616257494315505, "grad_norm": 0.09744007140398026, "h_stock_valid_norm": 97.96774291992188, "invalid_tail_samples": 20.8, "learning_rate": 1.1754772350415278e-06, "loss": 0.0181, "positive_teacher_pairs": 27549.8, "query_h_norm_ratio": 0.4150902032852173, "relation_loss": 0.001960700913332403, "selected_pairs": 27549.8, "step": 28030, "student_distance_mean": 22.592205429077147, "teacher_distance_mean": 0.853096854686737, "valid_action_samples": 235.2, "weighted_auxiliary_loss": 0.001960700913332403, "weighted_relation_loss": 0.001960700913332403 }, { "action_query_batch_std": 0.3454154312610626, "action_query_norm": 40.63577423095703, "action_relation_loss": 0.0018798045697622002, "auxiliary_loss_weight": 1.0, "epoch": 26.230121608980355, "flow_matching_loss": 0.016091903671622276, "grad_norm": 0.09282291680574417, "h_stock_valid_norm": 97.99980087280274, "invalid_tail_samples": 23.9, "learning_rate": 1.163626133423984e-06, "loss": 0.018, "positive_teacher_pairs": 26825.9, "query_h_norm_ratio": 0.41465300917625425, "relation_loss": 0.0018798045697622002, "selected_pairs": 26825.9, "step": 28040, "student_distance_mean": 22.546019554138184, "teacher_distance_mean": 0.8503889918327332, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0018798045697622002, "weighted_relation_loss": 0.0018798045697622002 }, { "action_query_batch_std": 0.3466485351324081, "action_query_norm": 40.67114143371582, "action_relation_loss": 0.0019355240394361318, "auxiliary_loss_weight": 1.0, "epoch": 26.239476145930777, "flow_matching_loss": 0.015176859125494957, "grad_norm": 0.10109438002109528, "h_stock_valid_norm": 97.94048156738282, "invalid_tail_samples": 25.3, "learning_rate": 1.1518343726056591e-06, "loss": 0.0171, "positive_teacher_pairs": 26512.2, "query_h_norm_ratio": 0.4152653872966766, "relation_loss": 0.0019355240394361318, "selected_pairs": 26512.2, "step": 28050, "student_distance_mean": 22.805475425720214, "teacher_distance_mean": 0.8615305066108704, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.0019355240394361318, "weighted_relation_loss": 0.0019355240394361318 }, { "action_query_batch_std": 0.3463587939739227, "action_query_norm": 40.676153564453124, "action_relation_loss": 0.0019134448026306926, "auxiliary_loss_weight": 1.0, "epoch": 26.2488306828812, "flow_matching_loss": 0.015304749179631472, "grad_norm": 0.0786181092262268, "h_stock_valid_norm": 97.9233627319336, "invalid_tail_samples": 21.6, "learning_rate": 1.1401019669146474e-06, "loss": 0.0172, "positive_teacher_pairs": 27363.8, "query_h_norm_ratio": 0.41538981199264524, "relation_loss": 0.0019134448026306926, "selected_pairs": 27363.8, "step": 28060, "student_distance_mean": 22.64251537322998, "teacher_distance_mean": 0.8541577756404877, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.0019134448026306926, "weighted_relation_loss": 0.0019134448026306926 }, { "action_query_batch_std": 0.3484364151954651, "action_query_norm": 40.70608406066894, "action_relation_loss": 0.0019658653298392894, "auxiliary_loss_weight": 1.0, "epoch": 26.258185219831617, "flow_matching_loss": 0.015522914100438356, "grad_norm": 0.13341854512691498, "h_stock_valid_norm": 97.93275680541993, "invalid_tail_samples": 22.7, "learning_rate": 1.128428930606934e-06, "loss": 0.0175, "positive_teacher_pairs": 27109.1, "query_h_norm_ratio": 0.41565498411655427, "relation_loss": 0.0019658653298392894, "selected_pairs": 27109.1, "step": 28070, "student_distance_mean": 22.932575607299803, "teacher_distance_mean": 0.8668529093265533, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.0019658653298392894, "weighted_relation_loss": 0.0019658653298392894 }, { "action_query_batch_std": 0.3457250863313675, "action_query_norm": 40.672982406616214, "action_relation_loss": 0.0018796037533320487, "auxiliary_loss_weight": 1.0, "epoch": 26.26753975678204, "flow_matching_loss": 0.014702590648084879, "grad_norm": 0.1229785606265068, "h_stock_valid_norm": 97.8920783996582, "invalid_tail_samples": 22.8, "learning_rate": 1.1168152778663621e-06, "loss": 0.0166, "positive_teacher_pairs": 27081.4, "query_h_norm_ratio": 0.4154894948005676, "relation_loss": 0.0018796037533320487, "selected_pairs": 27081.4, "step": 28080, "student_distance_mean": 22.731570625305174, "teacher_distance_mean": 0.8581295669078827, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0018796037533320487, "weighted_relation_loss": 0.0018796037533320487 }, { "action_query_batch_std": 0.34601543843746185, "action_query_norm": 40.64436416625976, "action_relation_loss": 0.001868439989630133, "auxiliary_loss_weight": 1.0, "epoch": 26.27689429373246, "flow_matching_loss": 0.015999548230320217, "grad_norm": 0.0954301580786705, "h_stock_valid_norm": 97.9897590637207, "invalid_tail_samples": 21.1, "learning_rate": 1.10526102280461e-06, "loss": 0.0179, "positive_teacher_pairs": 27477.3, "query_h_norm_ratio": 0.41478410363197327, "relation_loss": 0.001868439989630133, "selected_pairs": 27477.3, "step": 28090, "student_distance_mean": 22.68352222442627, "teacher_distance_mean": 0.8571509778499603, "valid_action_samples": 234.9, "weighted_auxiliary_loss": 0.001868439989630133, "weighted_relation_loss": 0.001868439989630133 }, { "action_query_batch_std": 0.34525828063488007, "action_query_norm": 40.68850936889648, "action_relation_loss": 0.001878742256667465, "auxiliary_loss_weight": 1.0, "epoch": 26.28624883068288, "flow_matching_loss": 0.014188459981232882, "grad_norm": 0.08394384384155273, "h_stock_valid_norm": 98.18284378051757, "invalid_tail_samples": 22.9, "learning_rate": 1.0937661794611864e-06, "loss": 0.0161, "positive_teacher_pairs": 27060.9, "query_h_norm_ratio": 0.4144157409667969, "relation_loss": 0.001878742256667465, "selected_pairs": 27060.9, "step": 28100, "student_distance_mean": 22.70667095184326, "teacher_distance_mean": 0.8584912240505218, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.001878742256667465, "weighted_relation_loss": 0.001878742256667465 }, { "action_query_batch_std": 0.34206669926643374, "action_query_norm": 40.6250301361084, "action_relation_loss": 0.0018700283719226718, "auxiliary_loss_weight": 1.0, "epoch": 26.2956033676333, "flow_matching_loss": 0.014752068836241961, "grad_norm": 0.11979079246520996, "h_stock_valid_norm": 97.97719497680664, "invalid_tail_samples": 26.2, "learning_rate": 1.082330761803413e-06, "loss": 0.0166, "positive_teacher_pairs": 26294.4, "query_h_norm_ratio": 0.4146383047103882, "relation_loss": 0.0018700283719226718, "selected_pairs": 26294.4, "step": 28110, "student_distance_mean": 22.483547592163085, "teacher_distance_mean": 0.8486299812793732, "valid_action_samples": 229.8, "weighted_auxiliary_loss": 0.0018700283719226718, "weighted_relation_loss": 0.0018700283719226718 }, { "action_query_batch_std": 0.3460875809192657, "action_query_norm": 40.69765281677246, "action_relation_loss": 0.001799963926896453, "auxiliary_loss_weight": 1.0, "epoch": 26.304957904583723, "flow_matching_loss": 0.014611440245062113, "grad_norm": 0.11160798370838165, "h_stock_valid_norm": 97.99574813842773, "invalid_tail_samples": 23.3, "learning_rate": 1.0709547837263966e-06, "loss": 0.0164, "positive_teacher_pairs": 26966.2, "query_h_norm_ratio": 0.4153028309345245, "relation_loss": 0.001799963926896453, "selected_pairs": 26966.2, "step": 28120, "student_distance_mean": 22.705718994140625, "teacher_distance_mean": 0.8568882942199707, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.001799963926896453, "weighted_relation_loss": 0.001799963926896453 }, { "action_query_batch_std": 0.3458553373813629, "action_query_norm": 40.66542472839355, "action_relation_loss": 0.0019044291693717241, "auxiliary_loss_weight": 1.0, "epoch": 26.314312441534145, "flow_matching_loss": 0.014414284378290176, "grad_norm": 0.12132956832647324, "h_stock_valid_norm": 98.01465148925782, "invalid_tail_samples": 23.0, "learning_rate": 1.059638259053025e-06, "loss": 0.0163, "positive_teacher_pairs": 27038.1, "query_h_norm_ratio": 0.4148944795131683, "relation_loss": 0.0019044291693717241, "selected_pairs": 27038.1, "step": 28130, "student_distance_mean": 22.68190860748291, "teacher_distance_mean": 0.8557204842567444, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.0019044291693717241, "weighted_relation_loss": 0.0019044291693717241 }, { "action_query_batch_std": 0.34884674847126007, "action_query_norm": 40.69457893371582, "action_relation_loss": 0.0019203124102205038, "auxiliary_loss_weight": 1.0, "epoch": 26.323666978484564, "flow_matching_loss": 0.01460331454873085, "grad_norm": 0.10926099121570587, "h_stock_valid_norm": 97.8804702758789, "invalid_tail_samples": 23.9, "learning_rate": 1.0483812015339434e-06, "loss": 0.0165, "positive_teacher_pairs": 26833.2, "query_h_norm_ratio": 0.4157613039016724, "relation_loss": 0.0019203124102205038, "selected_pairs": 26833.2, "step": 28140, "student_distance_mean": 22.797181701660158, "teacher_distance_mean": 0.8598420321941376, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0019203124102205038, "weighted_relation_loss": 0.0019203124102205038 }, { "action_query_batch_std": 0.3425750911235809, "action_query_norm": 40.651860046386716, "action_relation_loss": 0.0019725770107470453, "auxiliary_loss_weight": 1.0, "epoch": 26.333021515434986, "flow_matching_loss": 0.01407088441774249, "grad_norm": 0.0919799879193306, "h_stock_valid_norm": 97.94916000366212, "invalid_tail_samples": 22.7, "learning_rate": 1.037183624847543e-06, "loss": 0.016, "positive_teacher_pairs": 27104.8, "query_h_norm_ratio": 0.41503130197525023, "relation_loss": 0.0019725770107470453, "selected_pairs": 27104.8, "step": 28150, "student_distance_mean": 22.49333076477051, "teacher_distance_mean": 0.8492944478988648, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.0019725770107470453, "weighted_relation_loss": 0.0019725770107470453 }, { "action_query_batch_std": 0.3457699567079544, "action_query_norm": 40.67704315185547, "action_relation_loss": 0.0018825257080607115, "auxiliary_loss_weight": 1.0, "epoch": 26.342376052385408, "flow_matching_loss": 0.014962442219257355, "grad_norm": 0.09770698845386505, "h_stock_valid_norm": 97.98836288452148, "invalid_tail_samples": 23.4, "learning_rate": 1.0260455425999238e-06, "loss": 0.0168, "positive_teacher_pairs": 26944.4, "query_h_norm_ratio": 0.41512311697006227, "relation_loss": 0.0018825257080607115, "selected_pairs": 26944.4, "step": 28160, "student_distance_mean": 22.68253536224365, "teacher_distance_mean": 0.8561046659946442, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.0018825257080607115, "weighted_relation_loss": 0.0018825257080607115 }, { "action_query_batch_std": 0.34395570755004884, "action_query_norm": 40.62764625549316, "action_relation_loss": 0.0018901347531937063, "auxiliary_loss_weight": 1.0, "epoch": 26.351730589335826, "flow_matching_loss": 0.014816903322935105, "grad_norm": 0.10876839607954025, "h_stock_valid_norm": 98.03649673461913, "invalid_tail_samples": 22.7, "learning_rate": 1.0149669683249208e-06, "loss": 0.0167, "positive_teacher_pairs": 27103.4, "query_h_norm_ratio": 0.4144178181886673, "relation_loss": 0.0018901347531937063, "selected_pairs": 27103.4, "step": 28170, "student_distance_mean": 22.53576717376709, "teacher_distance_mean": 0.8499638974666596, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.0018901347531937063, "weighted_relation_loss": 0.0018901347531937063 }, { "action_query_batch_std": 0.3430181711912155, "action_query_norm": 40.63842124938965, "action_relation_loss": 0.001890819298569113, "auxiliary_loss_weight": 1.0, "epoch": 26.36108512628625, "flow_matching_loss": 0.014284553285688163, "grad_norm": 0.10023196786642075, "h_stock_valid_norm": 98.13195495605468, "invalid_tail_samples": 24.0, "learning_rate": 1.003947915484027e-06, "loss": 0.0162, "positive_teacher_pairs": 26802.4, "query_h_norm_ratio": 0.41412135660648347, "relation_loss": 0.001890819298569113, "selected_pairs": 26802.4, "step": 28180, "student_distance_mean": 22.443724060058592, "teacher_distance_mean": 0.8469112753868103, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.001890819298569113, "weighted_relation_loss": 0.001890819298569113 }, { "action_query_batch_std": 0.34356655478477477, "action_query_norm": 40.68004264831543, "action_relation_loss": 0.00195414531044662, "auxiliary_loss_weight": 1.0, "epoch": 26.37043966323667, "flow_matching_loss": 0.015117150079458953, "grad_norm": 0.35749441385269165, "h_stock_valid_norm": 97.91492156982422, "invalid_tail_samples": 22.9, "learning_rate": 9.92988397466449e-07, "loss": 0.0171, "positive_teacher_pairs": 27061.0, "query_h_norm_ratio": 0.4154694378376007, "relation_loss": 0.00195414531044662, "selected_pairs": 27061.0, "step": 28190, "student_distance_mean": 22.610592651367188, "teacher_distance_mean": 0.8543682515621185, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.00195414531044662, "weighted_relation_loss": 0.00195414531044662 }, { "action_query_batch_std": 0.3422421872615814, "action_query_norm": 40.64904136657715, "action_relation_loss": 0.0018587692524306477, "auxiliary_loss_weight": 1.0, "epoch": 26.379794200187092, "flow_matching_loss": 0.015196861885488033, "grad_norm": 0.14655059576034546, "h_stock_valid_norm": 98.05332717895507, "invalid_tail_samples": 26.2, "learning_rate": 9.820884275890286e-07, "loss": 0.0171, "positive_teacher_pairs": 26301.3, "query_h_norm_ratio": 0.41456357538700106, "relation_loss": 0.0018587692524306477, "selected_pairs": 26301.3, "step": 28200, "student_distance_mean": 22.486140060424805, "teacher_distance_mean": 0.8480534613132477, "valid_action_samples": 229.8, "weighted_auxiliary_loss": 0.0018587692524306477, "weighted_relation_loss": 0.0018587692524306477 }, { "action_query_batch_std": 0.34753909409046174, "action_query_norm": 40.67670783996582, "action_relation_loss": 0.002043371566105634, "auxiliary_loss_weight": 1.0, "epoch": 26.38914873713751, "flow_matching_loss": 0.01616587396711111, "grad_norm": 0.0929461419582367, "h_stock_valid_norm": 98.00739135742188, "invalid_tail_samples": 23.4, "learning_rate": 9.712480190962546e-07, "loss": 0.0182, "positive_teacher_pairs": 26941.7, "query_h_norm_ratio": 0.4150390952825546, "relation_loss": 0.002043371566105634, "selected_pairs": 26941.7, "step": 28210, "student_distance_mean": 22.74064826965332, "teacher_distance_mean": 0.8588350296020508, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.002043371566105634, "weighted_relation_loss": 0.002043371566105634 }, { "action_query_batch_std": 0.3425449639558792, "action_query_norm": 40.645348739624026, "action_relation_loss": 0.0019858134677633644, "auxiliary_loss_weight": 1.0, "epoch": 26.398503274087933, "flow_matching_loss": 0.015134617034345866, "grad_norm": 0.11313315480947495, "h_stock_valid_norm": 97.9986686706543, "invalid_tail_samples": 25.6, "learning_rate": 9.604671851602464e-07, "loss": 0.0171, "positive_teacher_pairs": 26439.2, "query_h_norm_ratio": 0.41475659012794497, "relation_loss": 0.0019858134677633644, "selected_pairs": 26439.2, "step": 28220, "student_distance_mean": 22.477580070495605, "teacher_distance_mean": 0.8485673666000366, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.0019858134677633644, "weighted_relation_loss": 0.0019858134677633644 }, { "action_query_batch_std": 0.3498458474874496, "action_query_norm": 40.6781982421875, "action_relation_loss": 0.0018865717225708067, "auxiliary_loss_weight": 1.0, "epoch": 26.407857811038355, "flow_matching_loss": 0.014292856864631175, "grad_norm": 0.07487934827804565, "h_stock_valid_norm": 98.1226707458496, "invalid_tail_samples": 24.2, "learning_rate": 9.497459388807306e-07, "loss": 0.0162, "positive_teacher_pairs": 26755.4, "query_h_norm_ratio": 0.4145659238100052, "relation_loss": 0.0018865717225708067, "selected_pairs": 26755.4, "step": 28230, "student_distance_mean": 22.98610954284668, "teacher_distance_mean": 0.8681500256061554, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0018865717225708067, "weighted_relation_loss": 0.0018865717225708067 }, { "action_query_batch_std": 0.348723778128624, "action_query_norm": 40.67290992736817, "action_relation_loss": 0.0018444214132614435, "auxiliary_loss_weight": 1.0, "epoch": 26.417212347988773, "flow_matching_loss": 0.01614487525075674, "grad_norm": 0.0890076532959938, "h_stock_valid_norm": 98.15604400634766, "invalid_tail_samples": 23.3, "learning_rate": 9.390842932850364e-07, "loss": 0.018, "positive_teacher_pairs": 26965.5, "query_h_norm_ratio": 0.4143732100725174, "relation_loss": 0.0018444214132614435, "selected_pairs": 26965.5, "step": 28240, "student_distance_mean": 22.76611919403076, "teacher_distance_mean": 0.8591656625270844, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0018444214132614435, "weighted_relation_loss": 0.0018444214132614435 }, { "action_query_batch_std": 0.3459518551826477, "action_query_norm": 40.657052993774414, "action_relation_loss": 0.001967150333803147, "auxiliary_loss_weight": 1.0, "epoch": 26.426566884939195, "flow_matching_loss": 0.014088431000709533, "grad_norm": 0.08985194563865662, "h_stock_valid_norm": 98.0487678527832, "invalid_tail_samples": 24.2, "learning_rate": 9.28482261328073e-07, "loss": 0.0161, "positive_teacher_pairs": 26763.9, "query_h_norm_ratio": 0.41466403007507324, "relation_loss": 0.001967150333803147, "selected_pairs": 26763.9, "step": 28250, "student_distance_mean": 22.715204429626464, "teacher_distance_mean": 0.8579949617385865, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.001967150333803147, "weighted_relation_loss": 0.001967150333803147 }, { "action_query_batch_std": 0.3456383913755417, "action_query_norm": 40.66974296569824, "action_relation_loss": 0.0019020536565221846, "auxiliary_loss_weight": 1.0, "epoch": 26.435921421889617, "flow_matching_loss": 0.015802106633782387, "grad_norm": 0.07933132350444794, "h_stock_valid_norm": 97.96704788208008, "invalid_tail_samples": 24.9, "learning_rate": 9.179398558923025e-07, "loss": 0.0177, "positive_teacher_pairs": 26596.3, "query_h_norm_ratio": 0.41514116823673247, "relation_loss": 0.0019020536565221846, "selected_pairs": 26596.3, "step": 28260, "student_distance_mean": 22.746760368347168, "teacher_distance_mean": 0.8584149181842804, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.0019020536565221846, "weighted_relation_loss": 0.0019020536565221846 }, { "action_query_batch_std": 0.3422913432121277, "action_query_norm": 40.63134536743164, "action_relation_loss": 0.001950336736626923, "auxiliary_loss_weight": 1.0, "epoch": 26.44527595884004, "flow_matching_loss": 0.015377387031912803, "grad_norm": 0.09064161777496338, "h_stock_valid_norm": 98.06315307617187, "invalid_tail_samples": 23.9, "learning_rate": 9.074570897877388e-07, "loss": 0.0173, "positive_teacher_pairs": 26827.6, "query_h_norm_ratio": 0.4143424302339554, "relation_loss": 0.001950336736626923, "selected_pairs": 26827.6, "step": 28270, "student_distance_mean": 22.456009483337404, "teacher_distance_mean": 0.8475736498832702, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.001950336736626923, "weighted_relation_loss": 0.001950336736626923 }, { "action_query_batch_std": 0.3466391533613205, "action_query_norm": 40.673088455200194, "action_relation_loss": 0.0018839239492081106, "auxiliary_loss_weight": 1.0, "epoch": 26.454630495790457, "flow_matching_loss": 0.015093783941119909, "grad_norm": 0.08474863320589066, "h_stock_valid_norm": 97.95908737182617, "invalid_tail_samples": 25.5, "learning_rate": 8.970339757519375e-07, "loss": 0.017, "positive_teacher_pairs": 26453.5, "query_h_norm_ratio": 0.4152084618806839, "relation_loss": 0.0018839239492081106, "selected_pairs": 26453.5, "step": 28280, "student_distance_mean": 22.71503448486328, "teacher_distance_mean": 0.8563388228416443, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.0018839239492081106, "weighted_relation_loss": 0.0018839239492081106 }, { "action_query_batch_std": 0.34387975335121157, "action_query_norm": 40.65600852966308, "action_relation_loss": 0.0018928476260043682, "auxiliary_loss_weight": 1.0, "epoch": 26.46398503274088, "flow_matching_loss": 0.013852775190025568, "grad_norm": 0.0748753473162651, "h_stock_valid_norm": 98.039453125, "invalid_tail_samples": 21.7, "learning_rate": 8.866705264499619e-07, "loss": 0.0157, "positive_teacher_pairs": 27339.7, "query_h_norm_ratio": 0.4146912157535553, "relation_loss": 0.0018928476260043682, "selected_pairs": 27339.7, "step": 28290, "student_distance_mean": 22.607766342163085, "teacher_distance_mean": 0.8530316948890686, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.0018928476260043682, "weighted_relation_loss": 0.0018928476260043682 }, { "action_query_batch_std": 0.3473688870668411, "action_query_norm": 40.67500343322754, "action_relation_loss": 0.0018882961245253681, "auxiliary_loss_weight": 1.0, "epoch": 26.4733395696913, "flow_matching_loss": 0.014938625507056713, "grad_norm": 0.08862782269716263, "h_stock_valid_norm": 98.10865631103516, "invalid_tail_samples": 23.6, "learning_rate": 8.763667544743836e-07, "loss": 0.0168, "positive_teacher_pairs": 26894.4, "query_h_norm_ratio": 0.41459438800811765, "relation_loss": 0.0018882961245253681, "selected_pairs": 26894.4, "step": 28300, "student_distance_mean": 22.72402992248535, "teacher_distance_mean": 0.8569600880146027, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0018882961245253681, "weighted_relation_loss": 0.0018882961245253681 }, { "action_query_batch_std": 0.34414624869823457, "action_query_norm": 40.65187530517578, "action_relation_loss": 0.0019095975905656815, "auxiliary_loss_weight": 1.0, "epoch": 26.48269410664172, "flow_matching_loss": 0.0175497330725193, "grad_norm": 0.1090473011136055, "h_stock_valid_norm": 98.11175765991212, "invalid_tail_samples": 22.8, "learning_rate": 8.661226723452543e-07, "loss": 0.0195, "positive_teacher_pairs": 27079.4, "query_h_norm_ratio": 0.41434520184993745, "relation_loss": 0.0019095975905656815, "selected_pairs": 27079.4, "step": 28310, "student_distance_mean": 22.545166969299316, "teacher_distance_mean": 0.8499829590320587, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0019095975905656815, "weighted_relation_loss": 0.0019095975905656815 }, { "action_query_batch_std": 0.3444894254207611, "action_query_norm": 40.66260528564453, "action_relation_loss": 0.0018755345256067813, "auxiliary_loss_weight": 1.0, "epoch": 26.492048643592142, "flow_matching_loss": 0.01513704750686884, "grad_norm": 0.10727544873952866, "h_stock_valid_norm": 97.95141372680663, "invalid_tail_samples": 25.0, "learning_rate": 8.559382925101001e-07, "loss": 0.017, "positive_teacher_pairs": 26578.0, "query_h_norm_ratio": 0.4151322454214096, "relation_loss": 0.0018755345256067813, "selected_pairs": 26578.0, "step": 28320, "student_distance_mean": 22.562969970703126, "teacher_distance_mean": 0.8517216801643371, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.0018755345256067813, "weighted_relation_loss": 0.0018755345256067813 }, { "action_query_batch_std": 0.3459402322769165, "action_query_norm": 40.67229118347168, "action_relation_loss": 0.001969429396558553, "auxiliary_loss_weight": 1.0, "epoch": 26.501403180542564, "flow_matching_loss": 0.014547730889171362, "grad_norm": 0.06048057600855827, "h_stock_valid_norm": 98.02919235229493, "invalid_tail_samples": 21.0, "learning_rate": 8.458136273438943e-07, "loss": 0.0165, "positive_teacher_pairs": 27505.6, "query_h_norm_ratio": 0.4149033933877945, "relation_loss": 0.001969429396558553, "selected_pairs": 27505.6, "step": 28330, "student_distance_mean": 22.717128372192384, "teacher_distance_mean": 0.8562718331813812, "valid_action_samples": 235.0, "weighted_auxiliary_loss": 0.001969429396558553, "weighted_relation_loss": 0.001969429396558553 }, { "action_query_batch_std": 0.34538787603378296, "action_query_norm": 40.651708984375, "action_relation_loss": 0.0019310611998662353, "auxiliary_loss_weight": 1.0, "epoch": 26.510757717492986, "flow_matching_loss": 0.014964998234063387, "grad_norm": 0.08070029318332672, "h_stock_valid_norm": 98.1090576171875, "invalid_tail_samples": 24.6, "learning_rate": 8.357486891490795e-07, "loss": 0.0169, "positive_teacher_pairs": 26677.5, "query_h_norm_ratio": 0.4143552243709564, "relation_loss": 0.0019310611998662353, "selected_pairs": 26677.5, "step": 28340, "student_distance_mean": 22.62691707611084, "teacher_distance_mean": 0.8554877758026123, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0019310611998662353, "weighted_relation_loss": 0.0019310611998662353 }, { "action_query_batch_std": 0.34280786514282224, "action_query_norm": 40.609968948364255, "action_relation_loss": 0.001974352903198451, "auxiliary_loss_weight": 1.0, "epoch": 26.520112254443404, "flow_matching_loss": 0.014869397971779108, "grad_norm": 0.09963560104370117, "h_stock_valid_norm": 98.01836547851562, "invalid_tail_samples": 26.6, "learning_rate": 8.257434901554895e-07, "loss": 0.0168, "positive_teacher_pairs": 26203.8, "query_h_norm_ratio": 0.4143129289150238, "relation_loss": 0.001974352903198451, "selected_pairs": 26203.8, "step": 28350, "student_distance_mean": 22.46621780395508, "teacher_distance_mean": 0.8471720695495606, "valid_action_samples": 229.4, "weighted_auxiliary_loss": 0.001974352903198451, "weighted_relation_loss": 0.001974352903198451 }, { "action_query_batch_std": 0.35105487108230593, "action_query_norm": 40.703474044799805, "action_relation_loss": 0.0019430051324889064, "auxiliary_loss_weight": 1.0, "epoch": 26.529466791393826, "flow_matching_loss": 0.016058266814798116, "grad_norm": 0.10332192480564117, "h_stock_valid_norm": 98.06542129516602, "invalid_tail_samples": 19.7, "learning_rate": 8.157980425203937e-07, "loss": 0.018, "positive_teacher_pairs": 27811.4, "query_h_norm_ratio": 0.41506657302379607, "relation_loss": 0.0019430051324889064, "selected_pairs": 27811.4, "step": 28360, "student_distance_mean": 22.975078773498534, "teacher_distance_mean": 0.8673199236392974, "valid_action_samples": 236.3, "weighted_auxiliary_loss": 0.0019430051324889064, "weighted_relation_loss": 0.0019430051324889064 }, { "action_query_batch_std": 0.3449658930301666, "action_query_norm": 40.64685897827148, "action_relation_loss": 0.0019045793334953487, "auxiliary_loss_weight": 1.0, "epoch": 26.53882132834425, "flow_matching_loss": 0.016061093378812074, "grad_norm": 0.08599183708429337, "h_stock_valid_norm": 97.89244766235352, "invalid_tail_samples": 23.4, "learning_rate": 8.059123583284367e-07, "loss": 0.018, "positive_teacher_pairs": 26949.1, "query_h_norm_ratio": 0.4152203381061554, "relation_loss": 0.0019045793334953487, "selected_pairs": 26949.1, "step": 28370, "student_distance_mean": 22.60891799926758, "teacher_distance_mean": 0.855192244052887, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.0019045793334953487, "weighted_relation_loss": 0.0019045793334953487 }, { "action_query_batch_std": 0.34441368877887724, "action_query_norm": 40.63159065246582, "action_relation_loss": 0.001909806637559086, "auxiliary_loss_weight": 1.0, "epoch": 26.548175865294667, "flow_matching_loss": 0.017204261478036643, "grad_norm": 0.10500700771808624, "h_stock_valid_norm": 98.15668563842773, "invalid_tail_samples": 24.2, "learning_rate": 7.960864495916654e-07, "loss": 0.0191, "positive_teacher_pairs": 26763.2, "query_h_norm_ratio": 0.4139470189809799, "relation_loss": 0.001909806637559086, "selected_pairs": 26763.2, "step": 28380, "student_distance_mean": 22.635890197753906, "teacher_distance_mean": 0.8548388957977295, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.001909806637559086, "weighted_relation_loss": 0.001909806637559086 }, { "action_query_batch_std": 0.3446394205093384, "action_query_norm": 40.653283309936526, "action_relation_loss": 0.001891755359247327, "auxiliary_loss_weight": 1.0, "epoch": 26.55753040224509, "flow_matching_loss": 0.014316547941416503, "grad_norm": 0.09753444045782089, "h_stock_valid_norm": 98.0890869140625, "invalid_tail_samples": 24.2, "learning_rate": 7.863203282494847e-07, "loss": 0.0162, "positive_teacher_pairs": 26762.7, "query_h_norm_ratio": 0.41445459723472594, "relation_loss": 0.001891755359247327, "selected_pairs": 26762.7, "step": 28390, "student_distance_mean": 22.544791984558106, "teacher_distance_mean": 0.8504279732704163, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.001891755359247327, "weighted_relation_loss": 0.001891755359247327 }, { "action_query_batch_std": 0.34644554555416107, "action_query_norm": 40.65263557434082, "action_relation_loss": 0.0019218853209167718, "auxiliary_loss_weight": 1.0, "epoch": 26.56688493919551, "flow_matching_loss": 0.017350408341735603, "grad_norm": 0.08295311033725739, "h_stock_valid_norm": 97.94049224853515, "invalid_tail_samples": 23.0, "learning_rate": 7.766140061686522e-07, "loss": 0.0193, "positive_teacher_pairs": 27036.6, "query_h_norm_ratio": 0.4150779336690903, "relation_loss": 0.0019218853209167718, "selected_pairs": 27036.6, "step": 28400, "student_distance_mean": 22.632478713989258, "teacher_distance_mean": 0.8548456370830536, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.0019218853209167718, "weighted_relation_loss": 0.0019218853209167718 }, { "action_query_batch_std": 0.34502761662006376, "action_query_norm": 40.67035064697266, "action_relation_loss": 0.001857769617345184, "auxiliary_loss_weight": 1.0, "epoch": 26.57623947614593, "flow_matching_loss": 0.01652173148468137, "grad_norm": 0.09681697934865952, "h_stock_valid_norm": 98.06165924072266, "invalid_tail_samples": 23.4, "learning_rate": 7.669674951432615e-07, "loss": 0.0184, "positive_teacher_pairs": 26948.5, "query_h_norm_ratio": 0.4147443205118179, "relation_loss": 0.001857769617345184, "selected_pairs": 26948.5, "step": 28410, "student_distance_mean": 22.70509567260742, "teacher_distance_mean": 0.8581543505191803, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.001857769617345184, "weighted_relation_loss": 0.001857769617345184 }, { "action_query_batch_std": 0.3453625500202179, "action_query_norm": 40.6449577331543, "action_relation_loss": 0.0018810732290148735, "auxiliary_loss_weight": 1.0, "epoch": 26.58559401309635, "flow_matching_loss": 0.01450381837785244, "grad_norm": 0.07870914041996002, "h_stock_valid_norm": 98.03775634765626, "invalid_tail_samples": 23.7, "learning_rate": 7.573808068947363e-07, "loss": 0.0164, "positive_teacher_pairs": 26869.9, "query_h_norm_ratio": 0.41458560526371, "relation_loss": 0.0018810732290148735, "selected_pairs": 26869.9, "step": 28420, "student_distance_mean": 22.706098556518555, "teacher_distance_mean": 0.8575934290885925, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0018810732290148735, "weighted_relation_loss": 0.0018810732290148735 }, { "action_query_batch_std": 0.34388970732688906, "action_query_norm": 40.648625183105466, "action_relation_loss": 0.0019300182699225842, "auxiliary_loss_weight": 1.0, "epoch": 26.594948550046773, "flow_matching_loss": 0.016297975182533266, "grad_norm": 0.08757095038890839, "h_stock_valid_norm": 98.0457862854004, "invalid_tail_samples": 23.7, "learning_rate": 7.478539530718087e-07, "loss": 0.0182, "positive_teacher_pairs": 26874.9, "query_h_norm_ratio": 0.41459035873413086, "relation_loss": 0.0019300182699225842, "selected_pairs": 26874.9, "step": 28430, "student_distance_mean": 22.535107612609863, "teacher_distance_mean": 0.850175416469574, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0019300182699225842, "weighted_relation_loss": 0.0019300182699225842 }, { "action_query_batch_std": 0.347376412153244, "action_query_norm": 40.67503890991211, "action_relation_loss": 0.0019085540203377604, "auxiliary_loss_weight": 1.0, "epoch": 26.604303086997195, "flow_matching_loss": 0.016051025409251452, "grad_norm": 0.07844194024801254, "h_stock_valid_norm": 97.94168167114258, "invalid_tail_samples": 25.1, "learning_rate": 7.383869452504965e-07, "loss": 0.018, "positive_teacher_pairs": 26556.0, "query_h_norm_ratio": 0.41530259847640993, "relation_loss": 0.0019085540203377604, "selected_pairs": 26556.0, "step": 28440, "student_distance_mean": 22.784778594970703, "teacher_distance_mean": 0.8607399702072144, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.0019085540203377604, "weighted_relation_loss": 0.0019085540203377604 }, { "action_query_batch_std": 0.34470994472503663, "action_query_norm": 40.655541610717776, "action_relation_loss": 0.0019059932208620011, "auxiliary_loss_weight": 1.0, "epoch": 26.613657623947613, "flow_matching_loss": 0.014676209166646003, "grad_norm": 0.09062466770410538, "h_stock_valid_norm": 98.06273498535157, "invalid_tail_samples": 24.0, "learning_rate": 7.289797949341204e-07, "loss": 0.0166, "positive_teacher_pairs": 26809.8, "query_h_norm_ratio": 0.41459025740623473, "relation_loss": 0.0019059932208620011, "selected_pairs": 26809.8, "step": 28450, "student_distance_mean": 22.59243564605713, "teacher_distance_mean": 0.8531899094581604, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0019059932208620011, "weighted_relation_loss": 0.0019059932208620011 }, { "action_query_batch_std": 0.3447964698076248, "action_query_norm": 40.66020240783691, "action_relation_loss": 0.0018250245251692832, "auxiliary_loss_weight": 1.0, "epoch": 26.623012160898035, "flow_matching_loss": 0.014434600621461869, "grad_norm": 0.13803601264953613, "h_stock_valid_norm": 97.93531646728516, "invalid_tail_samples": 23.0, "learning_rate": 7.196325135532423e-07, "loss": 0.0163, "positive_teacher_pairs": 27050.9, "query_h_norm_ratio": 0.4151787251234055, "relation_loss": 0.0018250245251692832, "selected_pairs": 27050.9, "step": 28460, "student_distance_mean": 22.669398307800293, "teacher_distance_mean": 0.8555469512939453, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.0018250245251692832, "weighted_relation_loss": 0.0018250245251692832 }, { "action_query_batch_std": 0.34168158769607543, "action_query_norm": 40.62483215332031, "action_relation_loss": 0.0019250184181146325, "auxiliary_loss_weight": 1.0, "epoch": 26.632366697848457, "flow_matching_loss": 0.01620433423668146, "grad_norm": 0.14038628339767456, "h_stock_valid_norm": 98.03528366088867, "invalid_tail_samples": 25.1, "learning_rate": 7.10345112465699e-07, "loss": 0.0181, "positive_teacher_pairs": 26548.4, "query_h_norm_ratio": 0.4143921881914139, "relation_loss": 0.0019250184181146325, "selected_pairs": 26548.4, "step": 28470, "student_distance_mean": 22.439685440063478, "teacher_distance_mean": 0.8468271970748902, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.0019250184181146325, "weighted_relation_loss": 0.0019250184181146325 }, { "action_query_batch_std": 0.3458171248435974, "action_query_norm": 40.64672431945801, "action_relation_loss": 0.001987006212584674, "auxiliary_loss_weight": 1.0, "epoch": 26.641721234798876, "flow_matching_loss": 0.01573573099449277, "grad_norm": 0.09151118248701096, "h_stock_valid_norm": 97.9300765991211, "invalid_tail_samples": 23.5, "learning_rate": 7.011176029565525e-07, "loss": 0.0177, "positive_teacher_pairs": 26919.3, "query_h_norm_ratio": 0.4150622248649597, "relation_loss": 0.001987006212584674, "selected_pairs": 26919.3, "step": 28480, "student_distance_mean": 22.635318183898924, "teacher_distance_mean": 0.8534184396266937, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.001987006212584674, "weighted_relation_loss": 0.001987006212584674 }, { "action_query_batch_std": 0.3416070371866226, "action_query_norm": 40.62473564147949, "action_relation_loss": 0.00194532253080979, "auxiliary_loss_weight": 1.0, "epoch": 26.651075771749298, "flow_matching_loss": 0.013285716902464629, "grad_norm": 0.10016264766454697, "h_stock_valid_norm": 98.0619125366211, "invalid_tail_samples": 23.8, "learning_rate": 6.919499962381004e-07, "loss": 0.0152, "positive_teacher_pairs": 26856.5, "query_h_norm_ratio": 0.41427911818027496, "relation_loss": 0.00194532253080979, "selected_pairs": 26856.5, "step": 28490, "student_distance_mean": 22.442816734313965, "teacher_distance_mean": 0.8486289858818055, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.00194532253080979, "weighted_relation_loss": 0.00194532253080979 }, { "action_query_batch_std": 0.341568061709404, "action_query_norm": 40.652225494384766, "action_relation_loss": 0.0018855810281820594, "auxiliary_loss_weight": 1.0, "epoch": 26.66043030869972, "flow_matching_loss": 0.0160297485999763, "grad_norm": 0.10587362945079803, "h_stock_valid_norm": 98.20681457519531, "invalid_tail_samples": 25.7, "learning_rate": 6.828423034498488e-07, "loss": 0.0179, "positive_teacher_pairs": 26417.8, "query_h_norm_ratio": 0.4139466017484665, "relation_loss": 0.0018855810281820594, "selected_pairs": 26417.8, "step": 28500, "student_distance_mean": 22.444453048706055, "teacher_distance_mean": 0.8477632701396942, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.0018855810281820594, "weighted_relation_loss": 0.0018855810281820594 }, { "action_query_batch_std": 0.3453330546617508, "action_query_norm": 40.65935173034668, "action_relation_loss": 0.001920159487053752, "auxiliary_loss_weight": 1.0, "epoch": 26.669784845650142, "flow_matching_loss": 0.016041974443942307, "grad_norm": 0.07946043461561203, "h_stock_valid_norm": 97.9972915649414, "invalid_tail_samples": 24.3, "learning_rate": 6.737945356585007e-07, "loss": 0.018, "positive_teacher_pairs": 26731.4, "query_h_norm_ratio": 0.41490461230278014, "relation_loss": 0.001920159487053752, "selected_pairs": 26731.4, "step": 28510, "student_distance_mean": 22.705199813842775, "teacher_distance_mean": 0.8567954659461975, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.001920159487053752, "weighted_relation_loss": 0.001920159487053752 }, { "action_query_batch_std": 0.3428832530975342, "action_query_norm": 40.61707992553711, "action_relation_loss": 0.0019216106738895178, "auxiliary_loss_weight": 1.0, "epoch": 26.67913938260056, "flow_matching_loss": 0.014914426021277905, "grad_norm": 0.061718206852674484, "h_stock_valid_norm": 98.0884620666504, "invalid_tail_samples": 26.2, "learning_rate": 6.648067038579508e-07, "loss": 0.0168, "positive_teacher_pairs": 26295.4, "query_h_norm_ratio": 0.4140878677368164, "relation_loss": 0.0019216106738895178, "selected_pairs": 26295.4, "step": 28520, "student_distance_mean": 22.54668560028076, "teacher_distance_mean": 0.8512162327766418, "valid_action_samples": 229.8, "weighted_auxiliary_loss": 0.0019216106738895178, "weighted_relation_loss": 0.0019216106738895178 }, { "action_query_batch_std": 0.3457224369049072, "action_query_norm": 40.653957748413085, "action_relation_loss": 0.001903487544041127, "auxiliary_loss_weight": 1.0, "epoch": 26.688493919550982, "flow_matching_loss": 0.01568887960165739, "grad_norm": 0.09753907471895218, "h_stock_valid_norm": 98.08378677368164, "invalid_tail_samples": 25.5, "learning_rate": 6.558788189692578e-07, "loss": 0.0176, "positive_teacher_pairs": 26465.6, "query_h_norm_ratio": 0.41448464393615725, "relation_loss": 0.001903487544041127, "selected_pairs": 26465.6, "step": 28530, "student_distance_mean": 22.71395378112793, "teacher_distance_mean": 0.8580532133579254, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.001903487544041127, "weighted_relation_loss": 0.001903487544041127 }, { "action_query_batch_std": 0.3483422338962555, "action_query_norm": 40.670661544799806, "action_relation_loss": 0.001999036455526948, "auxiliary_loss_weight": 1.0, "epoch": 26.697848456501404, "flow_matching_loss": 0.016574554331600665, "grad_norm": 0.10577826201915741, "h_stock_valid_norm": 98.07505645751954, "invalid_tail_samples": 23.3, "learning_rate": 6.470108918406492e-07, "loss": 0.0186, "positive_teacher_pairs": 26969.8, "query_h_norm_ratio": 0.4146911323070526, "relation_loss": 0.001999036455526948, "selected_pairs": 26969.8, "step": 28540, "student_distance_mean": 22.86358222961426, "teacher_distance_mean": 0.8623511373996735, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.001999036455526948, "weighted_relation_loss": 0.001999036455526948 }, { "action_query_batch_std": 0.3459888160228729, "action_query_norm": 40.66293601989746, "action_relation_loss": 0.0019242855720221995, "auxiliary_loss_weight": 1.0, "epoch": 26.707202993451823, "flow_matching_loss": 0.01592422565445304, "grad_norm": 0.08486241847276688, "h_stock_valid_norm": 98.15690765380859, "invalid_tail_samples": 25.5, "learning_rate": 6.382029332474893e-07, "loss": 0.0178, "positive_teacher_pairs": 26464.8, "query_h_norm_ratio": 0.41426857113838195, "relation_loss": 0.0019242855720221995, "selected_pairs": 26464.8, "step": 28550, "student_distance_mean": 22.755645561218262, "teacher_distance_mean": 0.8584609389305115, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.0019242855720221995, "weighted_relation_loss": 0.0019242855720221995 }, { "action_query_batch_std": 0.34326491951942445, "action_query_norm": 40.64050636291504, "action_relation_loss": 0.0021409867564216255, "auxiliary_loss_weight": 1.0, "epoch": 26.716557530402245, "flow_matching_loss": 0.01577318236231804, "grad_norm": 0.09414679557085037, "h_stock_valid_norm": 98.02385635375977, "invalid_tail_samples": 22.2, "learning_rate": 6.294549538922778e-07, "loss": 0.0179, "positive_teacher_pairs": 27220.1, "query_h_norm_ratio": 0.41460283994674685, "relation_loss": 0.0021409867564216255, "selected_pairs": 27220.1, "step": 28560, "student_distance_mean": 22.505900955200197, "teacher_distance_mean": 0.850541865825653, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.0021409867564216255, "weighted_relation_loss": 0.0021409867564216255 }, { "action_query_batch_std": 0.3407123953104019, "action_query_norm": 40.65793800354004, "action_relation_loss": 0.0019530417514033616, "auxiliary_loss_weight": 1.0, "epoch": 26.725912067352667, "flow_matching_loss": 0.015501117054373025, "grad_norm": 0.09705690294504166, "h_stock_valid_norm": 97.97909927368164, "invalid_tail_samples": 26.3, "learning_rate": 6.207669644046344e-07, "loss": 0.0175, "positive_teacher_pairs": 26270.6, "query_h_norm_ratio": 0.41496730744838717, "relation_loss": 0.0019530417514033616, "selected_pairs": 26270.6, "step": 28570, "student_distance_mean": 22.35112762451172, "teacher_distance_mean": 0.8431589782238007, "valid_action_samples": 229.7, "weighted_auxiliary_loss": 0.0019530417514033616, "weighted_relation_loss": 0.0019530417514033616 }, { "action_query_batch_std": 0.34506458044052124, "action_query_norm": 40.64891395568848, "action_relation_loss": 0.0019663577666506173, "auxiliary_loss_weight": 1.0, "epoch": 26.73526660430309, "flow_matching_loss": 0.01558061558753252, "grad_norm": 0.07689682394266129, "h_stock_valid_norm": 98.0078010559082, "invalid_tail_samples": 25.2, "learning_rate": 6.121389753412865e-07, "loss": 0.0175, "positive_teacher_pairs": 26530.8, "query_h_norm_ratio": 0.4147532433271408, "relation_loss": 0.0019663577666506173, "selected_pairs": 26530.8, "step": 28580, "student_distance_mean": 22.751455879211427, "teacher_distance_mean": 0.8585484027862549, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.0019663577666506173, "weighted_relation_loss": 0.0019663577666506173 }, { "action_query_batch_std": 0.345592674612999, "action_query_norm": 40.686194229125974, "action_relation_loss": 0.001864227221813053, "auxiliary_loss_weight": 1.0, "epoch": 26.744621141253507, "flow_matching_loss": 0.01564035601913929, "grad_norm": 0.09621748328208923, "h_stock_valid_norm": 97.99930725097656, "invalid_tail_samples": 22.3, "learning_rate": 6.035709971860592e-07, "loss": 0.0175, "positive_teacher_pairs": 27202.7, "query_h_norm_ratio": 0.41517068445682526, "relation_loss": 0.001864227221813053, "selected_pairs": 27202.7, "step": 28590, "student_distance_mean": 22.71358127593994, "teacher_distance_mean": 0.8577908873558044, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.001864227221813053, "weighted_relation_loss": 0.001864227221813053 }, { "action_query_batch_std": 0.33898238837718964, "action_query_norm": 40.59423751831055, "action_relation_loss": 0.0019406433217227458, "auxiliary_loss_weight": 1.0, "epoch": 26.75397567820393, "flow_matching_loss": 0.015530369989573956, "grad_norm": 0.09825153648853302, "h_stock_valid_norm": 97.90933990478516, "invalid_tail_samples": 25.2, "learning_rate": 5.950630403498469e-07, "loss": 0.0175, "positive_teacher_pairs": 26524.3, "query_h_norm_ratio": 0.4146134525537491, "relation_loss": 0.0019406433217227458, "selected_pairs": 26524.3, "step": 28600, "student_distance_mean": 22.303813552856447, "teacher_distance_mean": 0.8417169392108917, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.0019406433217227458, "weighted_relation_loss": 0.0019406433217227458 }, { "action_query_batch_std": 0.3509583830833435, "action_query_norm": 40.7065128326416, "action_relation_loss": 0.0018210150068625809, "auxiliary_loss_weight": 1.0, "epoch": 26.76333021515435, "flow_matching_loss": 0.014579904172569514, "grad_norm": 0.10436809808015823, "h_stock_valid_norm": 97.95241165161133, "invalid_tail_samples": 23.5, "learning_rate": 5.866151151706189e-07, "loss": 0.0164, "positive_teacher_pairs": 26920.2, "query_h_norm_ratio": 0.41557946503162385, "relation_loss": 0.0018210150068625809, "selected_pairs": 26920.2, "step": 28610, "student_distance_mean": 22.968615913391112, "teacher_distance_mean": 0.8678649067878723, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0018210150068625809, "weighted_relation_loss": 0.0018210150068625809 }, { "action_query_batch_std": 0.3467617005109787, "action_query_norm": 40.6765754699707, "action_relation_loss": 0.001868311723228544, "auxiliary_loss_weight": 1.0, "epoch": 26.77268475210477, "flow_matching_loss": 0.015408106241375208, "grad_norm": 0.10326805710792542, "h_stock_valid_norm": 98.1033920288086, "invalid_tail_samples": 25.2, "learning_rate": 5.782272319134086e-07, "loss": 0.0173, "positive_teacher_pairs": 26525.9, "query_h_norm_ratio": 0.41463262438774107, "relation_loss": 0.001868311723228544, "selected_pairs": 26525.9, "step": 28620, "student_distance_mean": 22.78101215362549, "teacher_distance_mean": 0.860746318101883, "valid_action_samples": 230.8, "weighted_auxiliary_loss": 0.001868311723228544, "weighted_relation_loss": 0.001868311723228544 }, { "action_query_batch_std": 0.3496330320835114, "action_query_norm": 40.710746383666994, "action_relation_loss": 0.0018316762172617019, "auxiliary_loss_weight": 1.0, "epoch": 26.78203928905519, "flow_matching_loss": 0.01646695742383599, "grad_norm": 0.08988454937934875, "h_stock_valid_norm": 97.90828323364258, "invalid_tail_samples": 20.5, "learning_rate": 5.698994007702796e-07, "loss": 0.0183, "positive_teacher_pairs": 27614.9, "query_h_norm_ratio": 0.41580714881420133, "relation_loss": 0.0018316762172617019, "selected_pairs": 27614.9, "step": 28630, "student_distance_mean": 22.949913597106935, "teacher_distance_mean": 0.865999561548233, "valid_action_samples": 235.5, "weighted_auxiliary_loss": 0.0018316762172617019, "weighted_relation_loss": 0.0018316762172617019 }, { "action_query_batch_std": 0.3447363436222076, "action_query_norm": 40.67645378112793, "action_relation_loss": 0.001839390303939581, "auxiliary_loss_weight": 1.0, "epoch": 26.791393826005613, "flow_matching_loss": 0.016477269772440194, "grad_norm": 0.10883059352636337, "h_stock_valid_norm": 97.97100448608398, "invalid_tail_samples": 23.2, "learning_rate": 5.616316318603321e-07, "loss": 0.0183, "positive_teacher_pairs": 26989.4, "query_h_norm_ratio": 0.415190601348877, "relation_loss": 0.001839390303939581, "selected_pairs": 26989.4, "step": 28640, "student_distance_mean": 22.623092651367188, "teacher_distance_mean": 0.8547655522823334, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.001839390303939581, "weighted_relation_loss": 0.001839390303939581 }, { "action_query_batch_std": 0.34542000889778135, "action_query_norm": 40.670651245117185, "action_relation_loss": 0.0019261471345089376, "auxiliary_loss_weight": 1.0, "epoch": 26.800748362956035, "flow_matching_loss": 0.01686685290187597, "grad_norm": 0.22059273719787598, "h_stock_valid_norm": 98.11084289550782, "invalid_tail_samples": 23.0, "learning_rate": 5.534239352296799e-07, "loss": 0.0188, "positive_teacher_pairs": 27045.7, "query_h_norm_ratio": 0.4145396053791046, "relation_loss": 0.0019261471345089376, "selected_pairs": 27045.7, "step": 28650, "student_distance_mean": 22.677691078186037, "teacher_distance_mean": 0.8579043328762055, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.0019261471345089376, "weighted_relation_loss": 0.0019261471345089376 }, { "action_query_batch_std": 0.3458202421665192, "action_query_norm": 40.67505035400391, "action_relation_loss": 0.0018667754950001836, "auxiliary_loss_weight": 1.0, "epoch": 26.810102899906454, "flow_matching_loss": 0.016106653865426777, "grad_norm": 0.10795186460018158, "h_stock_valid_norm": 98.09868392944335, "invalid_tail_samples": 22.8, "learning_rate": 5.452763208514621e-07, "loss": 0.018, "positive_teacher_pairs": 27084.3, "query_h_norm_ratio": 0.4146366655826569, "relation_loss": 0.0018667754950001836, "selected_pairs": 27084.3, "step": 28660, "student_distance_mean": 22.7391637802124, "teacher_distance_mean": 0.8595351696014404, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0018667754950001836, "weighted_relation_loss": 0.0018667754950001836 }, { "action_query_batch_std": 0.3429455190896988, "action_query_norm": 40.642880249023435, "action_relation_loss": 0.0019140218151733278, "auxiliary_loss_weight": 1.0, "epoch": 26.819457436856876, "flow_matching_loss": 0.01478933310136199, "grad_norm": 0.10106346756219864, "h_stock_valid_norm": 98.01764373779297, "invalid_tail_samples": 25.7, "learning_rate": 5.371887986257873e-07, "loss": 0.0167, "positive_teacher_pairs": 26415.9, "query_h_norm_ratio": 0.41464942693710327, "relation_loss": 0.0019140218151733278, "selected_pairs": 26415.9, "step": 28670, "student_distance_mean": 22.487228775024413, "teacher_distance_mean": 0.8499682664871215, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.0019140218151733278, "weighted_relation_loss": 0.0019140218151733278 }, { "action_query_batch_std": 0.3480007767677307, "action_query_norm": 40.67230339050293, "action_relation_loss": 0.0018912755069322885, "auxiliary_loss_weight": 1.0, "epoch": 26.828811973807298, "flow_matching_loss": 0.01495769377797842, "grad_norm": 0.15521307289600372, "h_stock_valid_norm": 98.04936370849609, "invalid_tail_samples": 23.7, "learning_rate": 5.291613783797611e-07, "loss": 0.0168, "positive_teacher_pairs": 26874.0, "query_h_norm_ratio": 0.4148165285587311, "relation_loss": 0.0018912755069322885, "selected_pairs": 26874.0, "step": 28680, "student_distance_mean": 22.819181442260742, "teacher_distance_mean": 0.8619510054588317, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0018912755069322885, "weighted_relation_loss": 0.0018912755069322885 }, { "action_query_batch_std": 0.34410865902900695, "action_query_norm": 40.6488956451416, "action_relation_loss": 0.0019063864601776004, "auxiliary_loss_weight": 1.0, "epoch": 26.838166510757716, "flow_matching_loss": 0.015718712005764246, "grad_norm": 0.10687731951475143, "h_stock_valid_norm": 98.03108673095703, "invalid_tail_samples": 22.7, "learning_rate": 5.211940698674534e-07, "loss": 0.0176, "positive_teacher_pairs": 27107.9, "query_h_norm_ratio": 0.4146540343761444, "relation_loss": 0.0019063864601776004, "selected_pairs": 27107.9, "step": 28690, "student_distance_mean": 22.690375518798827, "teacher_distance_mean": 0.8573776960372925, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.0019063864601776004, "weighted_relation_loss": 0.0019063864601776004 }, { "action_query_batch_std": 0.3476702481508255, "action_query_norm": 40.69908599853515, "action_relation_loss": 0.0018979432294145226, "auxiliary_loss_weight": 1.0, "epoch": 26.84752104770814, "flow_matching_loss": 0.015477770939469337, "grad_norm": 0.08365975320339203, "h_stock_valid_norm": 98.07321624755859, "invalid_tail_samples": 20.5, "learning_rate": 5.132868827698978e-07, "loss": 0.0174, "positive_teacher_pairs": 27614.3, "query_h_norm_ratio": 0.4149881362915039, "relation_loss": 0.0018979432294145226, "selected_pairs": 27614.3, "step": 28700, "student_distance_mean": 22.813249588012695, "teacher_distance_mean": 0.8616655707359314, "valid_action_samples": 235.5, "weighted_auxiliary_loss": 0.0018979432294145226, "weighted_relation_loss": 0.0018979432294145226 }, { "action_query_batch_std": 0.3429137974977493, "action_query_norm": 40.64133186340332, "action_relation_loss": 0.0018985578208230436, "auxiliary_loss_weight": 1.0, "epoch": 26.85687558465856, "flow_matching_loss": 0.01623966982588172, "grad_norm": 0.13146062195301056, "h_stock_valid_norm": 97.98089599609375, "invalid_tail_samples": 23.3, "learning_rate": 5.054398266950755e-07, "loss": 0.0181, "positive_teacher_pairs": 26969.0, "query_h_norm_ratio": 0.4147909551858902, "relation_loss": 0.0018985578208230436, "selected_pairs": 26969.0, "step": 28710, "student_distance_mean": 22.555505180358885, "teacher_distance_mean": 0.8527831256389617, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0018985578208230436, "weighted_relation_loss": 0.0018985578208230436 }, { "action_query_batch_std": 0.3446595162153244, "action_query_norm": 40.65447235107422, "action_relation_loss": 0.0019151362939737737, "auxiliary_loss_weight": 1.0, "epoch": 26.86623012160898, "flow_matching_loss": 0.016960871033370496, "grad_norm": 0.12362152338027954, "h_stock_valid_norm": 97.92088165283204, "invalid_tail_samples": 21.6, "learning_rate": 4.976529111778872e-07, "loss": 0.0189, "positive_teacher_pairs": 27363.5, "query_h_norm_ratio": 0.415182489156723, "relation_loss": 0.0019151362939737737, "selected_pairs": 27363.5, "step": 28720, "student_distance_mean": 22.590970039367676, "teacher_distance_mean": 0.8525619328022003, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.0019151362939737737, "weighted_relation_loss": 0.0019151362939737737 }, { "action_query_batch_std": 0.34459096789360044, "action_query_norm": 40.66500587463379, "action_relation_loss": 0.0018246605060994626, "auxiliary_loss_weight": 1.0, "epoch": 26.8755846585594, "flow_matching_loss": 0.015251260530203582, "grad_norm": 0.08864916861057281, "h_stock_valid_norm": 97.96970596313477, "invalid_tail_samples": 22.4, "learning_rate": 4.899261456801862e-07, "loss": 0.0171, "positive_teacher_pairs": 27175.2, "query_h_norm_ratio": 0.4150779217481613, "relation_loss": 0.0018246605060994626, "selected_pairs": 27175.2, "step": 28730, "student_distance_mean": 22.635653495788574, "teacher_distance_mean": 0.8545255720615387, "valid_action_samples": 233.6, "weighted_auxiliary_loss": 0.0018246605060994626, "weighted_relation_loss": 0.0018246605060994626 }, { "action_query_batch_std": 0.34496279060840607, "action_query_norm": 40.63869400024414, "action_relation_loss": 0.0018974337144754827, "auxiliary_loss_weight": 1.0, "epoch": 26.884939195509823, "flow_matching_loss": 0.015151079278439283, "grad_norm": 0.08713995665311813, "h_stock_valid_norm": 98.0743782043457, "invalid_tail_samples": 24.9, "learning_rate": 4.822595395907126e-07, "loss": 0.017, "positive_teacher_pairs": 26594.9, "query_h_norm_ratio": 0.4143675059080124, "relation_loss": 0.0018974337144754827, "selected_pairs": 26594.9, "step": 28740, "student_distance_mean": 22.644382095336915, "teacher_distance_mean": 0.8541071772575378, "valid_action_samples": 231.1, "weighted_auxiliary_loss": 0.0018974337144754827, "weighted_relation_loss": 0.0018974337144754827 }, { "action_query_batch_std": 0.3449076503515244, "action_query_norm": 40.64532737731933, "action_relation_loss": 0.001967469393275678, "auxiliary_loss_weight": 1.0, "epoch": 26.894293732460245, "flow_matching_loss": 0.01503399247303605, "grad_norm": 0.0822703167796135, "h_stock_valid_norm": 98.02632675170898, "invalid_tail_samples": 21.7, "learning_rate": 4.7465310222510886e-07, "loss": 0.017, "positive_teacher_pairs": 27334.8, "query_h_norm_ratio": 0.41464069187641145, "relation_loss": 0.001967469393275678, "selected_pairs": 27334.8, "step": 28750, "student_distance_mean": 22.62463512420654, "teacher_distance_mean": 0.8548985064029694, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.001967469393275678, "weighted_relation_loss": 0.001967469393275678 }, { "action_query_batch_std": 0.34413479268550873, "action_query_norm": 40.643023300170896, "action_relation_loss": 0.001885429909452796, "auxiliary_loss_weight": 1.0, "epoch": 26.903648269410663, "flow_matching_loss": 0.0161546902731061, "grad_norm": 0.11939763277769089, "h_stock_valid_norm": 97.97553787231445, "invalid_tail_samples": 23.4, "learning_rate": 4.6710684282593175e-07, "loss": 0.018, "positive_teacher_pairs": 26942.0, "query_h_norm_ratio": 0.4148333102464676, "relation_loss": 0.001885429909452796, "selected_pairs": 26942.0, "step": 28760, "student_distance_mean": 22.61316833496094, "teacher_distance_mean": 0.8537512123584747, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.001885429909452796, "weighted_relation_loss": 0.001885429909452796 }, { "action_query_batch_std": 0.3416202127933502, "action_query_norm": 40.611328506469725, "action_relation_loss": 0.001896230154670775, "auxiliary_loss_weight": 1.0, "epoch": 26.913002806361085, "flow_matching_loss": 0.015268267411738635, "grad_norm": 0.11117240786552429, "h_stock_valid_norm": 97.96319580078125, "invalid_tail_samples": 24.6, "learning_rate": 4.5962077056257993e-07, "loss": 0.0172, "positive_teacher_pairs": 26663.3, "query_h_norm_ratio": 0.41456195116043093, "relation_loss": 0.001896230154670775, "selected_pairs": 26663.3, "step": 28770, "student_distance_mean": 22.4412561416626, "teacher_distance_mean": 0.84829261302948, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.001896230154670775, "weighted_relation_loss": 0.001896230154670775 }, { "action_query_batch_std": 0.3448005437850952, "action_query_norm": 40.663866424560545, "action_relation_loss": 0.0018641120404936373, "auxiliary_loss_weight": 1.0, "epoch": 26.922357343311507, "flow_matching_loss": 0.013924196362495422, "grad_norm": 0.0974721908569336, "h_stock_valid_norm": 98.15869750976563, "invalid_tail_samples": 23.6, "learning_rate": 4.521948945313492e-07, "loss": 0.0158, "positive_teacher_pairs": 26896.0, "query_h_norm_ratio": 0.4142685174942017, "relation_loss": 0.0018641120404936373, "selected_pairs": 26896.0, "step": 28780, "student_distance_mean": 22.700617408752443, "teacher_distance_mean": 0.85729221701622, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0018641120404936373, "weighted_relation_loss": 0.0018641120404936373 }, { "action_query_batch_std": 0.3439606040716171, "action_query_norm": 40.63515777587891, "action_relation_loss": 0.0018694004858843983, "auxiliary_loss_weight": 1.0, "epoch": 26.931711880261926, "flow_matching_loss": 0.016600980516523124, "grad_norm": 0.08024615049362183, "h_stock_valid_norm": 98.01500244140625, "invalid_tail_samples": 28.2, "learning_rate": 4.4482922375537195e-07, "loss": 0.0185, "positive_teacher_pairs": 25845.2, "query_h_norm_ratio": 0.41458675265312195, "relation_loss": 0.0018694004858843983, "selected_pairs": 25845.2, "step": 28790, "student_distance_mean": 22.599935722351074, "teacher_distance_mean": 0.8534460604190827, "valid_action_samples": 227.8, "weighted_auxiliary_loss": 0.0018694004858843983, "weighted_relation_loss": 0.0018694004858843983 }, { "action_query_batch_std": 0.3467907279729843, "action_query_norm": 40.679429626464845, "action_relation_loss": 0.0018411310971714555, "auxiliary_loss_weight": 1.0, "epoch": 26.941066417212348, "flow_matching_loss": 0.015422448795288802, "grad_norm": 0.07750359922647476, "h_stock_valid_norm": 98.0592269897461, "invalid_tail_samples": 25.9, "learning_rate": 4.375237671846333e-07, "loss": 0.0173, "positive_teacher_pairs": 26368.6, "query_h_norm_ratio": 0.41484657526016233, "relation_loss": 0.0018411310971714555, "selected_pairs": 26368.6, "step": 28800, "student_distance_mean": 22.724099540710448, "teacher_distance_mean": 0.8573513150215148, "valid_action_samples": 230.1, "weighted_auxiliary_loss": 0.0018411310971714555, "weighted_relation_loss": 0.0018411310971714555 }, { "action_query_batch_std": 0.3408410042524338, "action_query_norm": 40.63409309387207, "action_relation_loss": 0.0020129294716753066, "auxiliary_loss_weight": 1.0, "epoch": 26.95042095416277, "flow_matching_loss": 0.014793674740940333, "grad_norm": 0.07058468461036682, "h_stock_valid_norm": 97.94217529296876, "invalid_tail_samples": 26.4, "learning_rate": 4.302785336959547e-07, "loss": 0.0168, "positive_teacher_pairs": 26246.3, "query_h_norm_ratio": 0.4148805499076843, "relation_loss": 0.0020129294716753066, "selected_pairs": 26246.3, "step": 28810, "student_distance_mean": 22.43456039428711, "teacher_distance_mean": 0.8468885838985443, "valid_action_samples": 229.6, "weighted_auxiliary_loss": 0.0020129294716753066, "weighted_relation_loss": 0.0020129294716753066 }, { "action_query_batch_std": 0.3429940611124039, "action_query_norm": 40.65915985107422, "action_relation_loss": 0.0019279515952803194, "auxiliary_loss_weight": 1.0, "epoch": 26.95977549111319, "flow_matching_loss": 0.016088382340967655, "grad_norm": 0.11356905847787857, "h_stock_valid_norm": 97.93734130859374, "invalid_tail_samples": 25.3, "learning_rate": 4.2309353209297744e-07, "loss": 0.018, "positive_teacher_pairs": 26515.1, "query_h_norm_ratio": 0.415159210562706, "relation_loss": 0.0019279515952803194, "selected_pairs": 26515.1, "step": 28820, "student_distance_mean": 22.483333778381347, "teacher_distance_mean": 0.8493692994117736, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.0019279515952803194, "weighted_relation_loss": 0.0019279515952803194 }, { "action_query_batch_std": 0.34410462379455564, "action_query_norm": 40.668283462524414, "action_relation_loss": 0.001945751893799752, "auxiliary_loss_weight": 1.0, "epoch": 26.96913002806361, "flow_matching_loss": 0.014560600370168686, "grad_norm": 0.08850464224815369, "h_stock_valid_norm": 98.01514587402343, "invalid_tail_samples": 20.3, "learning_rate": 4.159687711061566e-07, "loss": 0.0165, "positive_teacher_pairs": 27667.7, "query_h_norm_ratio": 0.4149208813905716, "relation_loss": 0.001945751893799752, "selected_pairs": 27667.7, "step": 28830, "student_distance_mean": 22.568101501464845, "teacher_distance_mean": 0.8518456935882568, "valid_action_samples": 235.7, "weighted_auxiliary_loss": 0.001945751893799752, "weighted_relation_loss": 0.001945751893799752 }, { "action_query_batch_std": 0.3451714128255844, "action_query_norm": 40.6544994354248, "action_relation_loss": 0.0019192687468603253, "auxiliary_loss_weight": 1.0, "epoch": 26.978484565014032, "flow_matching_loss": 0.016568890400230886, "grad_norm": 0.12760326266288757, "h_stock_valid_norm": 97.78883285522461, "invalid_tail_samples": 21.6, "learning_rate": 4.0890425939275055e-07, "loss": 0.0185, "positive_teacher_pairs": 27366.7, "query_h_norm_ratio": 0.41574046313762664, "relation_loss": 0.0019192687468603253, "selected_pairs": 27366.7, "step": 28840, "student_distance_mean": 22.5510046005249, "teacher_distance_mean": 0.8516728281974792, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.0019192687468603253, "weighted_relation_loss": 0.0019192687468603253 }, { "action_query_batch_std": 0.34515070021152494, "action_query_norm": 40.65451774597168, "action_relation_loss": 0.0018836261006072164, "auxiliary_loss_weight": 1.0, "epoch": 26.987839101964454, "flow_matching_loss": 0.014733590837568044, "grad_norm": 0.09194820374250412, "h_stock_valid_norm": 98.01902694702149, "invalid_tail_samples": 21.6, "learning_rate": 4.0190000553679827e-07, "loss": 0.0166, "positive_teacher_pairs": 27371.7, "query_h_norm_ratio": 0.41476339995861056, "relation_loss": 0.0018836261006072164, "selected_pairs": 27371.7, "step": 28850, "student_distance_mean": 22.59493293762207, "teacher_distance_mean": 0.8524950206279754, "valid_action_samples": 234.4, "weighted_auxiliary_loss": 0.0018836261006072164, "weighted_relation_loss": 0.0018836261006072164 }, { "action_query_batch_std": 0.34541028141975405, "action_query_norm": 40.640839385986325, "action_relation_loss": 0.0018629076657816768, "auxiliary_loss_weight": 1.0, "epoch": 26.997193638914872, "flow_matching_loss": 0.015833723079413175, "grad_norm": 0.08083994686603546, "h_stock_valid_norm": 98.11019744873047, "invalid_tail_samples": 24.3, "learning_rate": 3.9495601804913627e-07, "loss": 0.0177, "positive_teacher_pairs": 26738.6, "query_h_norm_ratio": 0.41423766016960145, "relation_loss": 0.0018629076657816768, "selected_pairs": 26738.6, "step": 28860, "student_distance_mean": 22.625975799560546, "teacher_distance_mean": 0.8561433792114258, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0018629076657816768, "weighted_relation_loss": 0.0018629076657816768 }, { "action_query_batch_std": 0.34460754990577697, "action_query_norm": 40.632373046875, "action_relation_loss": 0.0021587097900919614, "auxiliary_loss_weight": 1.0, "epoch": 27.006548175865294, "flow_matching_loss": 0.016028029564768075, "grad_norm": 0.1005183532834053, "h_stock_valid_norm": 97.85454711914062, "invalid_tail_samples": 21.6, "learning_rate": 3.880723053673652e-07, "loss": 0.0182, "positive_teacher_pairs": 24389.7, "query_h_norm_ratio": 0.41523620784282683, "relation_loss": 0.0021587097900919614, "selected_pairs": 24389.7, "step": 28870, "student_distance_mean": 22.65613079071045, "teacher_distance_mean": 0.8552198231220245, "valid_action_samples": 214.5, "weighted_auxiliary_loss": 0.0021587097900919614, "weighted_relation_loss": 0.0021587097900919614 }, { "action_query_batch_std": 0.34186090230941774, "action_query_norm": 40.62527313232422, "action_relation_loss": 0.0018808958353474735, "auxiliary_loss_weight": 1.0, "epoch": 27.015902712815716, "flow_matching_loss": 0.015948797203600408, "grad_norm": 0.0995945855975151, "h_stock_valid_norm": 98.06333389282227, "invalid_tail_samples": 24.8, "learning_rate": 3.812488758558386e-07, "loss": 0.0178, "positive_teacher_pairs": 26616.7, "query_h_norm_ratio": 0.414279505610466, "relation_loss": 0.0018808958353474735, "selected_pairs": 26616.7, "step": 28880, "student_distance_mean": 22.318446159362793, "teacher_distance_mean": 0.8430625140666962, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0018808958353474735, "weighted_relation_loss": 0.0018808958353474735 }, { "action_query_batch_std": 0.3439019381999969, "action_query_norm": 40.64079360961914, "action_relation_loss": 0.0018402515561319888, "auxiliary_loss_weight": 1.0, "epoch": 27.02525724976614, "flow_matching_loss": 0.015665987599641086, "grad_norm": 0.104092538356781, "h_stock_valid_norm": 97.92191925048829, "invalid_tail_samples": 28.6, "learning_rate": 3.744857378056743e-07, "loss": 0.0175, "positive_teacher_pairs": 25756.0, "query_h_norm_ratio": 0.41503359377384186, "relation_loss": 0.0018402515561319888, "selected_pairs": 25756.0, "step": 28890, "student_distance_mean": 22.676917457580565, "teacher_distance_mean": 0.8566320896148681, "valid_action_samples": 227.4, "weighted_auxiliary_loss": 0.0018402515561319888, "weighted_relation_loss": 0.0018402515561319888 }, { "action_query_batch_std": 0.33854755759239197, "action_query_norm": 40.609423828125, "action_relation_loss": 0.001979296328499913, "auxiliary_loss_weight": 1.0, "epoch": 27.034611786716557, "flow_matching_loss": 0.015547097846865653, "grad_norm": 0.1310240626335144, "h_stock_valid_norm": 97.8894271850586, "invalid_tail_samples": 21.9, "learning_rate": 3.677828994347154e-07, "loss": 0.0175, "positive_teacher_pairs": 27298.1, "query_h_norm_ratio": 0.4148521155118942, "relation_loss": 0.001979296328499913, "selected_pairs": 27298.1, "step": 28900, "student_distance_mean": 22.1340913772583, "teacher_distance_mean": 0.8365091979503632, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.001979296328499913, "weighted_relation_loss": 0.001979296328499913 }, { "action_query_batch_std": 0.34357792139053345, "action_query_norm": 40.63214225769043, "action_relation_loss": 0.0019661158206872643, "auxiliary_loss_weight": 1.0, "epoch": 27.04396632366698, "flow_matching_loss": 0.015272471122443676, "grad_norm": 0.10781548172235489, "h_stock_valid_norm": 97.85607604980468, "invalid_tail_samples": 24.0, "learning_rate": 3.61140368887547e-07, "loss": 0.0172, "positive_teacher_pairs": 26803.4, "query_h_norm_ratio": 0.41522630453109743, "relation_loss": 0.0019661158206872643, "selected_pairs": 26803.4, "step": 28910, "student_distance_mean": 22.57343578338623, "teacher_distance_mean": 0.8535025835037231, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0019661158206872643, "weighted_relation_loss": 0.0019661158206872643 }, { "action_query_batch_std": 0.34367462396621706, "action_query_norm": 40.63922348022461, "action_relation_loss": 0.0018725581583566963, "auxiliary_loss_weight": 1.0, "epoch": 27.0533208606174, "flow_matching_loss": 0.01559868110343814, "grad_norm": 0.10463182628154755, "h_stock_valid_norm": 98.12180786132812, "invalid_tail_samples": 24.5, "learning_rate": 3.545581542354681e-07, "loss": 0.0175, "positive_teacher_pairs": 26695.0, "query_h_norm_ratio": 0.41417274475097654, "relation_loss": 0.0018725581583566963, "selected_pairs": 26695.0, "step": 28920, "student_distance_mean": 22.613194084167482, "teacher_distance_mean": 0.8545563578605652, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.0018725581583566963, "weighted_relation_loss": 0.0018725581583566963 }, { "action_query_batch_std": 0.347243657708168, "action_query_norm": 40.65318336486816, "action_relation_loss": 0.001853154646232724, "auxiliary_loss_weight": 1.0, "epoch": 27.06267539756782, "flow_matching_loss": 0.015711168199777602, "grad_norm": 0.14855904877185822, "h_stock_valid_norm": 97.92442092895507, "invalid_tail_samples": 24.1, "learning_rate": 3.480362634764922e-07, "loss": 0.0176, "positive_teacher_pairs": 26777.4, "query_h_norm_ratio": 0.4151511549949646, "relation_loss": 0.001853154646232724, "selected_pairs": 26777.4, "step": 28930, "student_distance_mean": 22.68706111907959, "teacher_distance_mean": 0.856304270029068, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.001853154646232724, "weighted_relation_loss": 0.001853154646232724 }, { "action_query_batch_std": 0.34479987919330596, "action_query_norm": 40.656550598144534, "action_relation_loss": 0.0019218557863496244, "auxiliary_loss_weight": 1.0, "epoch": 27.07202993451824, "flow_matching_loss": 0.014479051157832146, "grad_norm": 0.11092808842658997, "h_stock_valid_norm": 98.12738647460938, "invalid_tail_samples": 23.9, "learning_rate": 3.4157470453533014e-07, "loss": 0.0164, "positive_teacher_pairs": 26833.5, "query_h_norm_ratio": 0.4143251031637192, "relation_loss": 0.0019218557863496244, "selected_pairs": 26833.5, "step": 28940, "student_distance_mean": 22.6735502243042, "teacher_distance_mean": 0.8565811932086944, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0019218557863496244, "weighted_relation_loss": 0.0019218557863496244 }, { "action_query_batch_std": 0.34565172493457796, "action_query_norm": 40.66336097717285, "action_relation_loss": 0.0018351394333876669, "auxiliary_loss_weight": 1.0, "epoch": 27.081384471468663, "flow_matching_loss": 0.01588859800249338, "grad_norm": 0.08019496500492096, "h_stock_valid_norm": 98.03194656372071, "invalid_tail_samples": 23.7, "learning_rate": 3.3517348526339034e-07, "loss": 0.0177, "positive_teacher_pairs": 26879.9, "query_h_norm_ratio": 0.4147986888885498, "relation_loss": 0.0018351394333876669, "selected_pairs": 26879.9, "step": 28950, "student_distance_mean": 22.64489116668701, "teacher_distance_mean": 0.8534647464752197, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0018351394333876669, "weighted_relation_loss": 0.0018351394333876669 }, { "action_query_batch_std": 0.34354802072048185, "action_query_norm": 40.64484214782715, "action_relation_loss": 0.001891432120464742, "auxiliary_loss_weight": 1.0, "epoch": 27.09073900841908, "flow_matching_loss": 0.016040339320898055, "grad_norm": 0.08834520727396011, "h_stock_valid_norm": 97.70837478637695, "invalid_tail_samples": 24.5, "learning_rate": 3.288326134387454e-07, "loss": 0.0179, "positive_teacher_pairs": 26700.1, "query_h_norm_ratio": 0.41598367094993594, "relation_loss": 0.001891432120464742, "selected_pairs": 26700.1, "step": 28960, "student_distance_mean": 22.54352149963379, "teacher_distance_mean": 0.8520882070064545, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.001891432120464742, "weighted_relation_loss": 0.001891432120464742 }, { "action_query_batch_std": 0.3464349746704102, "action_query_norm": 40.66092872619629, "action_relation_loss": 0.0018565622274763882, "auxiliary_loss_weight": 1.0, "epoch": 27.100093545369504, "flow_matching_loss": 0.016239600628614424, "grad_norm": 0.16345736384391785, "h_stock_valid_norm": 98.02452697753907, "invalid_tail_samples": 27.8, "learning_rate": 3.225520967661655e-07, "loss": 0.0181, "positive_teacher_pairs": 25933.8, "query_h_norm_ratio": 0.4148072749376297, "relation_loss": 0.0018565622274763882, "selected_pairs": 25933.8, "step": 28970, "student_distance_mean": 22.75191459655762, "teacher_distance_mean": 0.8593230485916138, "valid_action_samples": 228.2, "weighted_auxiliary_loss": 0.0018565622274763882, "weighted_relation_loss": 0.0018565622274763882 }, { "action_query_batch_std": 0.34467473328113557, "action_query_norm": 40.63914947509765, "action_relation_loss": 0.0019133068853989244, "auxiliary_loss_weight": 1.0, "epoch": 27.109448082319926, "flow_matching_loss": 0.014060433767735959, "grad_norm": 0.11201897263526917, "h_stock_valid_norm": 97.97116470336914, "invalid_tail_samples": 23.8, "learning_rate": 3.163319428770628e-07, "loss": 0.016, "positive_teacher_pairs": 26861.3, "query_h_norm_ratio": 0.4148118019104004, "relation_loss": 0.0019133068853989244, "selected_pairs": 26861.3, "step": 28980, "student_distance_mean": 22.63652095794678, "teacher_distance_mean": 0.8542381167411804, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.0019133068853989244, "weighted_relation_loss": 0.0019133068853989244 }, { "action_query_batch_std": 0.3438397705554962, "action_query_norm": 40.62997322082519, "action_relation_loss": 0.0019361914717592299, "auxiliary_loss_weight": 1.0, "epoch": 27.118802619270348, "flow_matching_loss": 0.01668684035539627, "grad_norm": 0.09445277601480484, "h_stock_valid_norm": 97.89226608276367, "invalid_tail_samples": 28.0, "learning_rate": 3.1017215932951374e-07, "loss": 0.0186, "positive_teacher_pairs": 25896.5, "query_h_norm_ratio": 0.4150496631860733, "relation_loss": 0.0019361914717592299, "selected_pairs": 25896.5, "step": 28990, "student_distance_mean": 22.630508804321288, "teacher_distance_mean": 0.854913306236267, "valid_action_samples": 228.0, "weighted_auxiliary_loss": 0.0019361914717592299, "weighted_relation_loss": 0.0019361914717592299 }, { "action_query_batch_std": 0.34856729209423065, "action_query_norm": 40.68796081542969, "action_relation_loss": 0.0018278689356520772, "auxiliary_loss_weight": 1.0, "epoch": 27.128157156220766, "flow_matching_loss": 0.01677013598382473, "grad_norm": 0.09909837692975998, "h_stock_valid_norm": 97.96884460449219, "invalid_tail_samples": 23.1, "learning_rate": 3.040727536082366e-07, "loss": 0.0186, "positive_teacher_pairs": 27011.8, "query_h_norm_ratio": 0.4153183400630951, "relation_loss": 0.0018278689356520772, "selected_pairs": 27011.8, "step": 29000, "student_distance_mean": 22.88143844604492, "teacher_distance_mean": 0.8644352555274963, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0018278689356520772, "weighted_relation_loss": 0.0018278689356520772 }, { "action_query_batch_std": 0.34917200803756715, "action_query_norm": 40.693105697631836, "action_relation_loss": 0.0018571405671536922, "auxiliary_loss_weight": 1.0, "epoch": 27.137511693171188, "flow_matching_loss": 0.01360905459150672, "grad_norm": 0.09030556678771973, "h_stock_valid_norm": 97.91791915893555, "invalid_tail_samples": 24.5, "learning_rate": 2.980337331245864e-07, "loss": 0.0155, "positive_teacher_pairs": 26690.9, "query_h_norm_ratio": 0.41558708250522614, "relation_loss": 0.0018571405671536922, "selected_pairs": 26690.9, "step": 29010, "student_distance_mean": 22.917662048339842, "teacher_distance_mean": 0.8662551820278168, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.0018571405671536922, "weighted_relation_loss": 0.0018571405671536922 }, { "action_query_batch_std": 0.34628286957740784, "action_query_norm": 40.6735294342041, "action_relation_loss": 0.0018796101096086204, "auxiliary_loss_weight": 1.0, "epoch": 27.14686623012161, "flow_matching_loss": 0.01563995238393545, "grad_norm": 0.09162434935569763, "h_stock_valid_norm": 98.05583038330079, "invalid_tail_samples": 25.7, "learning_rate": 2.9205510521653213e-07, "loss": 0.0175, "positive_teacher_pairs": 26415.2, "query_h_norm_ratio": 0.41480283737182616, "relation_loss": 0.0018796101096086204, "selected_pairs": 26415.2, "step": 29020, "student_distance_mean": 22.773803329467775, "teacher_distance_mean": 0.8598312318325043, "valid_action_samples": 230.3, "weighted_auxiliary_loss": 0.0018796101096086204, "weighted_relation_loss": 0.0018796101096086204 }, { "action_query_batch_std": 0.3470546960830688, "action_query_norm": 40.696499252319335, "action_relation_loss": 0.0019472264917567371, "auxiliary_loss_weight": 1.0, "epoch": 27.15622076707203, "flow_matching_loss": 0.015824859403073786, "grad_norm": 0.11352900415658951, "h_stock_valid_norm": 98.04772567749023, "invalid_tail_samples": 22.1, "learning_rate": 2.86136877148685e-07, "loss": 0.0178, "positive_teacher_pairs": 27251.0, "query_h_norm_ratio": 0.4150695651769638, "relation_loss": 0.0019472264917567371, "selected_pairs": 27251.0, "step": 29030, "student_distance_mean": 22.835115814208983, "teacher_distance_mean": 0.863145262002945, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.0019472264917567371, "weighted_relation_loss": 0.0019472264917567371 }, { "action_query_batch_std": 0.3495421320199966, "action_query_norm": 40.695330429077146, "action_relation_loss": 0.0019135259557515384, "auxiliary_loss_weight": 1.0, "epoch": 27.16557530402245, "flow_matching_loss": 0.015503323916345835, "grad_norm": 0.11992103606462479, "h_stock_valid_norm": 98.15159072875977, "invalid_tail_samples": 22.1, "learning_rate": 2.8027905611223704e-07, "loss": 0.0174, "positive_teacher_pairs": 27244.7, "query_h_norm_ratio": 0.41461859941482543, "relation_loss": 0.0019135259557515384, "selected_pairs": 27244.7, "step": 29040, "student_distance_mean": 22.904652404785157, "teacher_distance_mean": 0.8641137659549714, "valid_action_samples": 233.9, "weighted_auxiliary_loss": 0.0019135259557515384, "weighted_relation_loss": 0.0019135259557515384 }, { "action_query_batch_std": 0.347022944688797, "action_query_norm": 40.66873054504394, "action_relation_loss": 0.0018463653977960348, "auxiliary_loss_weight": 1.0, "epoch": 27.174929840972872, "flow_matching_loss": 0.015405636001378297, "grad_norm": 0.11089178919792175, "h_stock_valid_norm": 97.91759948730468, "invalid_tail_samples": 23.7, "learning_rate": 2.7448164922500573e-07, "loss": 0.0173, "positive_teacher_pairs": 26881.1, "query_h_norm_ratio": 0.4153394937515259, "relation_loss": 0.0018463653977960348, "selected_pairs": 26881.1, "step": 29050, "student_distance_mean": 22.752031135559083, "teacher_distance_mean": 0.8603982567787171, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0018463653977960348, "weighted_relation_loss": 0.0018463653977960348 }, { "action_query_batch_std": 0.34686723053455354, "action_query_norm": 40.671691513061525, "action_relation_loss": 0.0018626237288117409, "auxiliary_loss_weight": 1.0, "epoch": 27.184284377923294, "flow_matching_loss": 0.015897920075803994, "grad_norm": 0.11868295073509216, "h_stock_valid_norm": 97.94962005615234, "invalid_tail_samples": 24.3, "learning_rate": 2.687446635313784e-07, "loss": 0.0178, "positive_teacher_pairs": 26736.4, "query_h_norm_ratio": 0.4152320623397827, "relation_loss": 0.0018626237288117409, "selected_pairs": 26736.4, "step": 29060, "student_distance_mean": 22.82668991088867, "teacher_distance_mean": 0.8619286835193634, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0018626237288117409, "weighted_relation_loss": 0.0018626237288117409 }, { "action_query_batch_std": 0.3486321419477463, "action_query_norm": 40.68278121948242, "action_relation_loss": 0.0018292788416147232, "auxiliary_loss_weight": 1.0, "epoch": 27.193638914873713, "flow_matching_loss": 0.015738558769226075, "grad_norm": 0.07909587025642395, "h_stock_valid_norm": 97.8567497253418, "invalid_tail_samples": 23.3, "learning_rate": 2.630681060023343e-07, "loss": 0.0176, "positive_teacher_pairs": 26973.5, "query_h_norm_ratio": 0.41574103236198423, "relation_loss": 0.0018292788416147232, "selected_pairs": 26973.5, "step": 29070, "student_distance_mean": 22.982150650024415, "teacher_distance_mean": 0.8680238962173462, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0018292788416147232, "weighted_relation_loss": 0.0018292788416147232 }, { "action_query_batch_std": 0.3505590885877609, "action_query_norm": 40.70806121826172, "action_relation_loss": 0.0019096489064395427, "auxiliary_loss_weight": 1.0, "epoch": 27.202993451824135, "flow_matching_loss": 0.016116888727992773, "grad_norm": 0.10822704434394836, "h_stock_valid_norm": 97.84561462402344, "invalid_tail_samples": 21.9, "learning_rate": 2.5745198353542833e-07, "loss": 0.018, "positive_teacher_pairs": 27291.9, "query_h_norm_ratio": 0.41604718565940857, "relation_loss": 0.0019096489064395427, "selected_pairs": 27291.9, "step": 29080, "student_distance_mean": 22.89402484893799, "teacher_distance_mean": 0.8654094934463501, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.0019096489064395427, "weighted_relation_loss": 0.0019096489064395427 }, { "action_query_batch_std": 0.3396812528371811, "action_query_norm": 40.61867218017578, "action_relation_loss": 0.0018895306740887464, "auxiliary_loss_weight": 1.0, "epoch": 27.212347988774557, "flow_matching_loss": 0.013606001157313585, "grad_norm": 0.09149152040481567, "h_stock_valid_norm": 97.90608825683594, "invalid_tail_samples": 23.9, "learning_rate": 2.518963029547794e-07, "loss": 0.0155, "positive_teacher_pairs": 26821.9, "query_h_norm_ratio": 0.41487516164779664, "relation_loss": 0.0018895306740887464, "selected_pairs": 26821.9, "step": 29090, "student_distance_mean": 22.196088600158692, "teacher_distance_mean": 0.8390437543392182, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0018895306740887464, "weighted_relation_loss": 0.0018895306740887464 }, { "action_query_batch_std": 0.3472948223352432, "action_query_norm": 40.68120155334473, "action_relation_loss": 0.0018573880661278963, "auxiliary_loss_weight": 1.0, "epoch": 27.221702525724975, "flow_matching_loss": 0.013761207927018404, "grad_norm": 0.10074593871831894, "h_stock_valid_norm": 97.91483917236329, "invalid_tail_samples": 24.5, "learning_rate": 2.464010710110598e-07, "loss": 0.0156, "positive_teacher_pairs": 26685.8, "query_h_norm_ratio": 0.4154788017272949, "relation_loss": 0.0018573880661278963, "selected_pairs": 26685.8, "step": 29100, "student_distance_mean": 22.85686511993408, "teacher_distance_mean": 0.8634848415851593, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.0018573880661278963, "weighted_relation_loss": 0.0018573880661278963 }, { "action_query_batch_std": 0.3409978747367859, "action_query_norm": 40.64611740112305, "action_relation_loss": 0.0018237916403450072, "auxiliary_loss_weight": 1.0, "epoch": 27.231057062675397, "flow_matching_loss": 0.015179847180843354, "grad_norm": 0.12238840758800507, "h_stock_valid_norm": 98.00913543701172, "invalid_tail_samples": 22.8, "learning_rate": 2.4096629438150054e-07, "loss": 0.017, "positive_teacher_pairs": 27080.2, "query_h_norm_ratio": 0.41472187936306, "relation_loss": 0.0018237916403450072, "selected_pairs": 27080.2, "step": 29110, "student_distance_mean": 22.43241195678711, "teacher_distance_mean": 0.8477736115455627, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0018237916403450072, "weighted_relation_loss": 0.0018237916403450072 }, { "action_query_batch_std": 0.34533463716506957, "action_query_norm": 40.67427215576172, "action_relation_loss": 0.0019125235616229475, "auxiliary_loss_weight": 1.0, "epoch": 27.24041159962582, "flow_matching_loss": 0.0161127969622612, "grad_norm": 0.1415853649377823, "h_stock_valid_norm": 97.8981330871582, "invalid_tail_samples": 24.6, "learning_rate": 2.3559197966985802e-07, "loss": 0.018, "positive_teacher_pairs": 26675.5, "query_h_norm_ratio": 0.4154775500297546, "relation_loss": 0.0019125235616229475, "selected_pairs": 26675.5, "step": 29120, "student_distance_mean": 22.578128623962403, "teacher_distance_mean": 0.8520877957344055, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0019125235616229475, "weighted_relation_loss": 0.0019125235616229475 }, { "action_query_batch_std": 0.34893330931663513, "action_query_norm": 40.69233512878418, "action_relation_loss": 0.0018833115813322366, "auxiliary_loss_weight": 1.0, "epoch": 27.24976613657624, "flow_matching_loss": 0.014709905441850423, "grad_norm": 0.08246158808469772, "h_stock_valid_norm": 98.02689361572266, "invalid_tail_samples": 22.0, "learning_rate": 2.3027813340644188e-07, "loss": 0.0166, "positive_teacher_pairs": 27268.6, "query_h_norm_ratio": 0.41511522233486176, "relation_loss": 0.0018833115813322366, "selected_pairs": 27268.6, "step": 29130, "student_distance_mean": 22.730307006835936, "teacher_distance_mean": 0.8581798732280731, "valid_action_samples": 234.0, "weighted_auxiliary_loss": 0.0018833115813322366, "weighted_relation_loss": 0.0018833115813322366 }, { "action_query_batch_std": 0.3465124428272247, "action_query_norm": 40.67977409362793, "action_relation_loss": 0.0019219961832277477, "auxiliary_loss_weight": 1.0, "epoch": 27.25912067352666, "flow_matching_loss": 0.01651056418195367, "grad_norm": 0.08889183402061462, "h_stock_valid_norm": 97.93893966674804, "invalid_tail_samples": 21.1, "learning_rate": 2.2502476204807055e-07, "loss": 0.0184, "positive_teacher_pairs": 27477.1, "query_h_norm_ratio": 0.4153610795736313, "relation_loss": 0.0019219961832277477, "selected_pairs": 27477.1, "step": 29140, "student_distance_mean": 22.697016716003418, "teacher_distance_mean": 0.8564531624317169, "valid_action_samples": 234.9, "weighted_auxiliary_loss": 0.0019219961832277477, "weighted_relation_loss": 0.0019219961832277477 }, { "action_query_batch_std": 0.3390541046857834, "action_query_norm": 40.604949188232425, "action_relation_loss": 0.0018725877278484404, "auxiliary_loss_weight": 1.0, "epoch": 27.26847521047708, "flow_matching_loss": 0.014729502331465482, "grad_norm": 0.11859191954135895, "h_stock_valid_norm": 98.1622413635254, "invalid_tail_samples": 25.3, "learning_rate": 2.1983187197808786e-07, "loss": 0.0166, "positive_teacher_pairs": 26501.6, "query_h_norm_ratio": 0.41365564465522764, "relation_loss": 0.0018725877278484404, "selected_pairs": 26501.6, "step": 29150, "student_distance_mean": 22.253194427490236, "teacher_distance_mean": 0.8411959111690521, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.0018725877278484404, "weighted_relation_loss": 0.0018725877278484404 }, { "action_query_batch_std": 0.34415082931518554, "action_query_norm": 40.65971412658691, "action_relation_loss": 0.001980255590751767, "auxiliary_loss_weight": 1.0, "epoch": 27.277829747427504, "flow_matching_loss": 0.014222207292914391, "grad_norm": 0.07007003575563431, "h_stock_valid_norm": 97.97340927124023, "invalid_tail_samples": 24.6, "learning_rate": 2.1469946950634644e-07, "loss": 0.0162, "positive_teacher_pairs": 26661.5, "query_h_norm_ratio": 0.41501160264015197, "relation_loss": 0.001980255590751767, "selected_pairs": 26661.5, "step": 29160, "student_distance_mean": 22.593722343444824, "teacher_distance_mean": 0.8515038430690766, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.001980255590751767, "weighted_relation_loss": 0.001980255590751767 }, { "action_query_batch_std": 0.34411849081516266, "action_query_norm": 40.65220756530762, "action_relation_loss": 0.0019076082506217062, "auxiliary_loss_weight": 1.0, "epoch": 27.287184284377922, "flow_matching_loss": 0.016868685185909272, "grad_norm": 0.09193229675292969, "h_stock_valid_norm": 98.00992736816406, "invalid_tail_samples": 23.9, "learning_rate": 2.096275608691911e-07, "loss": 0.0188, "positive_teacher_pairs": 26831.2, "query_h_norm_ratio": 0.41477958858013153, "relation_loss": 0.0019076082506217062, "selected_pairs": 26831.2, "step": 29170, "student_distance_mean": 22.575246810913086, "teacher_distance_mean": 0.8531807482242584, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0019076082506217062, "weighted_relation_loss": 0.0019076082506217062 }, { "action_query_batch_std": 0.34715802073478697, "action_query_norm": 40.65991134643555, "action_relation_loss": 0.0019088752684183418, "auxiliary_loss_weight": 1.0, "epoch": 27.296538821328344, "flow_matching_loss": 0.01441800119355321, "grad_norm": 0.11997219920158386, "h_stock_valid_norm": 98.06072082519532, "invalid_tail_samples": 25.5, "learning_rate": 2.046161522294754e-07, "loss": 0.0163, "positive_teacher_pairs": 26462.4, "query_h_norm_ratio": 0.41464313566684724, "relation_loss": 0.0019088752684183418, "selected_pairs": 26462.4, "step": 29180, "student_distance_mean": 22.75815486907959, "teacher_distance_mean": 0.8605956912040711, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.0019088752684183418, "weighted_relation_loss": 0.0019088752684183418 }, { "action_query_batch_std": 0.34577700197696687, "action_query_norm": 40.66952972412109, "action_relation_loss": 0.0018966165254823864, "auxiliary_loss_weight": 1.0, "epoch": 27.305893358278766, "flow_matching_loss": 0.01376621499657631, "grad_norm": 0.09629211574792862, "h_stock_valid_norm": 97.97730026245117, "invalid_tail_samples": 22.8, "learning_rate": 1.9966524967653944e-07, "loss": 0.0157, "positive_teacher_pairs": 27080.7, "query_h_norm_ratio": 0.415091735124588, "relation_loss": 0.0018966165254823864, "selected_pairs": 27080.7, "step": 29190, "student_distance_mean": 22.66723766326904, "teacher_distance_mean": 0.8558631181716919, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.0018966165254823864, "weighted_relation_loss": 0.0018966165254823864 }, { "action_query_batch_std": 0.3452859163284302, "action_query_norm": 40.66131477355957, "action_relation_loss": 0.0018660909030586482, "auxiliary_loss_weight": 1.0, "epoch": 27.315247895229184, "flow_matching_loss": 0.015636601578444244, "grad_norm": 0.08484654873609543, "h_stock_valid_norm": 97.97376556396485, "invalid_tail_samples": 23.5, "learning_rate": 1.9477485922618222e-07, "loss": 0.0175, "positive_teacher_pairs": 26930.0, "query_h_norm_ratio": 0.4150238364934921, "relation_loss": 0.0018660909030586482, "selected_pairs": 26930.0, "step": 29200, "student_distance_mean": 22.65492343902588, "teacher_distance_mean": 0.8562844872474671, "valid_action_samples": 232.5, "weighted_auxiliary_loss": 0.0018660909030586482, "weighted_relation_loss": 0.0018660909030586482 }, { "action_query_batch_std": 0.3462629348039627, "action_query_norm": 40.6757396697998, "action_relation_loss": 0.001961381791625172, "auxiliary_loss_weight": 1.0, "epoch": 27.324602432179606, "flow_matching_loss": 0.014584483299404382, "grad_norm": 0.08812137693166733, "h_stock_valid_norm": 98.05711669921875, "invalid_tail_samples": 22.2, "learning_rate": 1.899449868207004e-07, "loss": 0.0165, "positive_teacher_pairs": 27219.7, "query_h_norm_ratio": 0.4148189127445221, "relation_loss": 0.001961381791625172, "selected_pairs": 27219.7, "step": 29210, "student_distance_mean": 22.675248527526854, "teacher_distance_mean": 0.8564445734024048, "valid_action_samples": 233.8, "weighted_auxiliary_loss": 0.001961381791625172, "weighted_relation_loss": 0.001961381791625172 }, { "action_query_batch_std": 0.34405345618724825, "action_query_norm": 40.66012306213379, "action_relation_loss": 0.0018982224282808602, "auxiliary_loss_weight": 1.0, "epoch": 27.33395696913003, "flow_matching_loss": 0.014772637840360403, "grad_norm": 0.12768732011318207, "h_stock_valid_norm": 97.96184158325195, "invalid_tail_samples": 23.1, "learning_rate": 1.851756383288439e-07, "loss": 0.0167, "positive_teacher_pairs": 27020.5, "query_h_norm_ratio": 0.4150661021471024, "relation_loss": 0.0018982224282808602, "selected_pairs": 27020.5, "step": 29220, "student_distance_mean": 22.576612854003905, "teacher_distance_mean": 0.8518693149089813, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0018982224282808602, "weighted_relation_loss": 0.0018982224282808602 }, { "action_query_batch_std": 0.34831074476242063, "action_query_norm": 40.687330627441405, "action_relation_loss": 0.0018685352755710483, "auxiliary_loss_weight": 1.0, "epoch": 27.34331150608045, "flow_matching_loss": 0.014269799739122391, "grad_norm": 0.12730716168880463, "h_stock_valid_norm": 97.88787612915038, "invalid_tail_samples": 24.8, "learning_rate": 1.8046681954581035e-07, "loss": 0.0161, "positive_teacher_pairs": 26618.3, "query_h_norm_ratio": 0.4156564801931381, "relation_loss": 0.0018685352755710483, "selected_pairs": 26618.3, "step": 29230, "student_distance_mean": 22.780019187927245, "teacher_distance_mean": 0.8604408800601959, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0018685352755710483, "weighted_relation_loss": 0.0018685352755710483 }, { "action_query_batch_std": 0.3436389923095703, "action_query_norm": 40.654354858398435, "action_relation_loss": 0.00188288907520473, "auxiliary_loss_weight": 1.0, "epoch": 27.35266604303087, "flow_matching_loss": 0.014554287679493428, "grad_norm": 0.07211238145828247, "h_stock_valid_norm": 97.7963966369629, "invalid_tail_samples": 24.2, "learning_rate": 1.7581853619327294e-07, "loss": 0.0164, "positive_teacher_pairs": 26754.3, "query_h_norm_ratio": 0.4157053142786026, "relation_loss": 0.00188288907520473, "selected_pairs": 26754.3, "step": 29240, "student_distance_mean": 22.70914783477783, "teacher_distance_mean": 0.8573582291603088, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.00188288907520473, "weighted_relation_loss": 0.00188288907520473 }, { "action_query_batch_std": 0.34308737218379975, "action_query_norm": 40.65414619445801, "action_relation_loss": 0.0019028794253244997, "auxiliary_loss_weight": 1.0, "epoch": 27.36202057998129, "flow_matching_loss": 0.01445101834833622, "grad_norm": 0.07579538971185684, "h_stock_valid_norm": 97.81366882324218, "invalid_tail_samples": 22.7, "learning_rate": 1.7123079391932472e-07, "loss": 0.0164, "positive_teacher_pairs": 27107.3, "query_h_norm_ratio": 0.41563278436660767, "relation_loss": 0.0019028794253244997, "selected_pairs": 27107.3, "step": 29250, "student_distance_mean": 22.479141807556154, "teacher_distance_mean": 0.8487218499183655, "valid_action_samples": 233.3, "weighted_auxiliary_loss": 0.0019028794253244997, "weighted_relation_loss": 0.0019028794253244997 }, { "action_query_batch_std": 0.3472332537174225, "action_query_norm": 40.65368385314942, "action_relation_loss": 0.0018830609973520041, "auxiliary_loss_weight": 1.0, "epoch": 27.371375116931713, "flow_matching_loss": 0.014727553352713585, "grad_norm": 0.1131291314959526, "h_stock_valid_norm": 97.94776611328125, "invalid_tail_samples": 23.4, "learning_rate": 1.6670359829850657e-07, "loss": 0.0166, "positive_teacher_pairs": 26942.3, "query_h_norm_ratio": 0.41505615711212157, "relation_loss": 0.0018830609973520041, "selected_pairs": 26942.3, "step": 29260, "student_distance_mean": 22.86010456085205, "teacher_distance_mean": 0.8628111481666565, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.0018830609973520041, "weighted_relation_loss": 0.0018830609973520041 }, { "action_query_batch_std": 0.3436510652303696, "action_query_norm": 40.652780532836914, "action_relation_loss": 0.0018747822963632644, "auxiliary_loss_weight": 1.0, "epoch": 27.38072965388213, "flow_matching_loss": 0.014257754199206829, "grad_norm": 0.07244822382926941, "h_stock_valid_norm": 97.96731643676758, "invalid_tail_samples": 23.7, "learning_rate": 1.6223695483179037e-07, "loss": 0.0161, "positive_teacher_pairs": 26880.1, "query_h_norm_ratio": 0.4149647504091263, "relation_loss": 0.0018747822963632644, "selected_pairs": 26880.1, "step": 29270, "student_distance_mean": 22.54087390899658, "teacher_distance_mean": 0.8519785165786743, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0018747822963632644, "weighted_relation_loss": 0.0018747822963632644 }, { "action_query_batch_std": 0.34231407642364503, "action_query_norm": 40.623675155639646, "action_relation_loss": 0.0019463393138721586, "auxiliary_loss_weight": 1.0, "epoch": 27.390084190832553, "flow_matching_loss": 0.016363874170929195, "grad_norm": 0.11192338913679123, "h_stock_valid_norm": 97.90382080078125, "invalid_tail_samples": 23.3, "learning_rate": 1.5783086894656795e-07, "loss": 0.0183, "positive_teacher_pairs": 26976.1, "query_h_norm_ratio": 0.4149360477924347, "relation_loss": 0.0019463393138721586, "selected_pairs": 26976.1, "step": 29280, "student_distance_mean": 22.562565422058107, "teacher_distance_mean": 0.8515621483325958, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0019463393138721586, "weighted_relation_loss": 0.0019463393138721586 }, { "action_query_batch_std": 0.3503440052270889, "action_query_norm": 40.69161682128906, "action_relation_loss": 0.0018011744949035346, "auxiliary_loss_weight": 1.0, "epoch": 27.399438727782975, "flow_matching_loss": 0.015720237977802753, "grad_norm": 0.09547322243452072, "h_stock_valid_norm": 98.10037155151367, "invalid_tail_samples": 27.4, "learning_rate": 1.5348534599665121e-07, "loss": 0.0175, "positive_teacher_pairs": 26027.0, "query_h_norm_ratio": 0.41479878723621366, "relation_loss": 0.0018011744949035346, "selected_pairs": 26027.0, "step": 29290, "student_distance_mean": 23.051828384399414, "teacher_distance_mean": 0.8710382163524628, "valid_action_samples": 228.6, "weighted_auxiliary_loss": 0.0018011744949035346, "weighted_relation_loss": 0.0018011744949035346 }, { "action_query_batch_std": 0.34615626335144045, "action_query_norm": 40.648846817016604, "action_relation_loss": 0.001883204048499465, "auxiliary_loss_weight": 1.0, "epoch": 27.408793264733397, "flow_matching_loss": 0.014463899284601211, "grad_norm": 0.10128185153007507, "h_stock_valid_norm": 97.97330245971679, "invalid_tail_samples": 23.0, "learning_rate": 1.4920039126225527e-07, "loss": 0.0163, "positive_teacher_pairs": 27033.8, "query_h_norm_ratio": 0.41489960849285124, "relation_loss": 0.001883204048499465, "selected_pairs": 27033.8, "step": 29300, "student_distance_mean": 22.60948600769043, "teacher_distance_mean": 0.8530788421630859, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.001883204048499465, "weighted_relation_loss": 0.001883204048499465 }, { "action_query_batch_std": 0.34499778151512145, "action_query_norm": 40.67483978271484, "action_relation_loss": 0.0019191202358342708, "auxiliary_loss_weight": 1.0, "epoch": 27.418147801683816, "flow_matching_loss": 0.015069871209561825, "grad_norm": 0.07576362043619156, "h_stock_valid_norm": 97.91285095214843, "invalid_tail_samples": 25.8, "learning_rate": 1.449760099500097e-07, "loss": 0.017, "positive_teacher_pairs": 26390.8, "query_h_norm_ratio": 0.4154191553592682, "relation_loss": 0.0019191202358342708, "selected_pairs": 26390.8, "step": 29310, "student_distance_mean": 22.683979988098145, "teacher_distance_mean": 0.8567094385623932, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.0019191202358342708, "weighted_relation_loss": 0.0019191202358342708 }, { "action_query_batch_std": 0.34298027455806734, "action_query_norm": 40.63434066772461, "action_relation_loss": 0.0019140788936056197, "auxiliary_loss_weight": 1.0, "epoch": 27.427502338634238, "flow_matching_loss": 0.016049053985625505, "grad_norm": 0.0705486536026001, "h_stock_valid_norm": 97.88547592163086, "invalid_tail_samples": 22.3, "learning_rate": 1.4081220719293075e-07, "loss": 0.018, "positive_teacher_pairs": 27198.1, "query_h_norm_ratio": 0.41512286365032197, "relation_loss": 0.0019140788936056197, "selected_pairs": 27198.1, "step": 29320, "student_distance_mean": 22.529771614074708, "teacher_distance_mean": 0.8508605480194091, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.0019140788936056197, "weighted_relation_loss": 0.0019140788936056197 }, { "action_query_batch_std": 0.34639482796192167, "action_query_norm": 40.66377754211426, "action_relation_loss": 0.001911115401890129, "auxiliary_loss_weight": 1.0, "epoch": 27.43685687558466, "flow_matching_loss": 0.014045700524002313, "grad_norm": 0.10904230922460556, "h_stock_valid_norm": 97.77324447631835, "invalid_tail_samples": 23.6, "learning_rate": 1.3670898805043797e-07, "loss": 0.016, "positive_teacher_pairs": 26898.8, "query_h_norm_ratio": 0.4159016817808151, "relation_loss": 0.001911115401890129, "selected_pairs": 26898.8, "step": 29330, "student_distance_mean": 22.710323143005372, "teacher_distance_mean": 0.857498687505722, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.001911115401890129, "weighted_relation_loss": 0.001911115401890129 }, { "action_query_batch_std": 0.3399424910545349, "action_query_norm": 40.619275665283205, "action_relation_loss": 0.0019441307988017798, "auxiliary_loss_weight": 1.0, "epoch": 27.446211412535078, "flow_matching_loss": 0.015274824760854244, "grad_norm": 0.08579704165458679, "h_stock_valid_norm": 98.12149810791016, "invalid_tail_samples": 23.4, "learning_rate": 1.326663575083209e-07, "loss": 0.0172, "positive_teacher_pairs": 26940.5, "query_h_norm_ratio": 0.41397200524806976, "relation_loss": 0.0019441307988017798, "selected_pairs": 26940.5, "step": 29340, "student_distance_mean": 22.40209217071533, "teacher_distance_mean": 0.8461718201637268, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.0019441307988017798, "weighted_relation_loss": 0.0019441307988017798 }, { "action_query_batch_std": 0.34753248989582064, "action_query_norm": 40.66921615600586, "action_relation_loss": 0.0019615036668255924, "auxiliary_loss_weight": 1.0, "epoch": 27.4555659494855, "flow_matching_loss": 0.016663917619735003, "grad_norm": 0.15675929188728333, "h_stock_valid_norm": 97.95839767456054, "invalid_tail_samples": 23.6, "learning_rate": 1.2868432047876688e-07, "loss": 0.0186, "positive_teacher_pairs": 26902.1, "query_h_norm_ratio": 0.4151718318462372, "relation_loss": 0.0019615036668255924, "selected_pairs": 26902.1, "step": 29350, "student_distance_mean": 22.738264274597167, "teacher_distance_mean": 0.859024441242218, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0019615036668255924, "weighted_relation_loss": 0.0019615036668255924 }, { "action_query_batch_std": 0.3469414979219437, "action_query_norm": 40.676482391357425, "action_relation_loss": 0.0018434613128192722, "auxiliary_loss_weight": 1.0, "epoch": 27.464920486435922, "flow_matching_loss": 0.016151506174355745, "grad_norm": 0.08532185852527618, "h_stock_valid_norm": 97.89861373901367, "invalid_tail_samples": 22.6, "learning_rate": 1.2476288180032213e-07, "loss": 0.018, "positive_teacher_pairs": 27131.4, "query_h_norm_ratio": 0.4154975563287735, "relation_loss": 0.0018434613128192722, "selected_pairs": 27131.4, "step": 29360, "student_distance_mean": 22.8145450592041, "teacher_distance_mean": 0.861458820104599, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.0018434613128192722, "weighted_relation_loss": 0.0018434613128192722 }, { "action_query_batch_std": 0.3427894562482834, "action_query_norm": 40.64257621765137, "action_relation_loss": 0.00196800654521212, "auxiliary_loss_weight": 1.0, "epoch": 27.474275023386344, "flow_matching_loss": 0.014945304114371538, "grad_norm": 0.13183170557022095, "h_stock_valid_norm": 97.93910217285156, "invalid_tail_samples": 23.9, "learning_rate": 1.209020462379029e-07, "loss": 0.0169, "positive_teacher_pairs": 26826.4, "query_h_norm_ratio": 0.414984455704689, "relation_loss": 0.00196800654521212, "selected_pairs": 26826.4, "step": 29370, "student_distance_mean": 22.58943290710449, "teacher_distance_mean": 0.8529768109321594, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.00196800654521212, "weighted_relation_loss": 0.00196800654521212 }, { "action_query_batch_std": 0.3482159286737442, "action_query_norm": 40.67287483215332, "action_relation_loss": 0.00189761808142066, "auxiliary_loss_weight": 1.0, "epoch": 27.483629560336762, "flow_matching_loss": 0.014542557112872601, "grad_norm": 0.09207186102867126, "h_stock_valid_norm": 97.97195739746094, "invalid_tail_samples": 21.4, "learning_rate": 1.1710181848278435e-07, "loss": 0.0164, "positive_teacher_pairs": 27408.3, "query_h_norm_ratio": 0.4151515781879425, "relation_loss": 0.00189761808142066, "selected_pairs": 27408.3, "step": 29380, "student_distance_mean": 22.760995292663573, "teacher_distance_mean": 0.8587408721446991, "valid_action_samples": 234.6, "weighted_auxiliary_loss": 0.00189761808142066, "weighted_relation_loss": 0.00189761808142066 }, { "action_query_batch_std": 0.3436916023492813, "action_query_norm": 40.63163032531738, "action_relation_loss": 0.0018803074373863638, "auxiliary_loss_weight": 1.0, "epoch": 27.492984097287184, "flow_matching_loss": 0.014176939427852631, "grad_norm": 0.13963009417057037, "h_stock_valid_norm": 97.96538696289062, "invalid_tail_samples": 24.0, "learning_rate": 1.133622031526116e-07, "loss": 0.0161, "positive_teacher_pairs": 26802.8, "query_h_norm_ratio": 0.41475614309310915, "relation_loss": 0.0018803074373863638, "selected_pairs": 26802.8, "step": 29390, "student_distance_mean": 22.583003807067872, "teacher_distance_mean": 0.8533502757549286, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0018803074373863638, "weighted_relation_loss": 0.0018803074373863638 }, { "action_query_batch_std": 0.34913446605205534, "action_query_norm": 40.68053359985352, "action_relation_loss": 0.001909118506591767, "auxiliary_loss_weight": 1.0, "epoch": 27.502338634237606, "flow_matching_loss": 0.014202397782355547, "grad_norm": 0.10457102954387665, "h_stock_valid_norm": 97.89719314575196, "invalid_tail_samples": 23.9, "learning_rate": 1.0968320479136095e-07, "loss": 0.0161, "positive_teacher_pairs": 26826.5, "query_h_norm_ratio": 0.41554802656173706, "relation_loss": 0.001909118506591767, "selected_pairs": 26826.5, "step": 29400, "student_distance_mean": 22.805739974975587, "teacher_distance_mean": 0.86236732006073, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.001909118506591767, "weighted_relation_loss": 0.001909118506591767 }, { "action_query_batch_std": 0.34400720298290255, "action_query_norm": 40.64277687072754, "action_relation_loss": 0.0019415586022660137, "auxiliary_loss_weight": 1.0, "epoch": 27.511693171188025, "flow_matching_loss": 0.015488557144999504, "grad_norm": 0.12286809086799622, "h_stock_valid_norm": 98.10943222045898, "invalid_tail_samples": 23.7, "learning_rate": 1.0606482786936767e-07, "loss": 0.0174, "positive_teacher_pairs": 26880.6, "query_h_norm_ratio": 0.41426109373569486, "relation_loss": 0.0019415586022660137, "selected_pairs": 26880.6, "step": 29410, "student_distance_mean": 22.580808258056642, "teacher_distance_mean": 0.8527771949768066, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0019415586022660137, "weighted_relation_loss": 0.0019415586022660137 }, { "action_query_batch_std": 0.3445529967546463, "action_query_norm": 40.672664642333984, "action_relation_loss": 0.0018951500416733325, "auxiliary_loss_weight": 1.0, "epoch": 27.521047708138447, "flow_matching_loss": 0.016306945867836476, "grad_norm": 0.0720420703291893, "h_stock_valid_norm": 97.86284484863282, "invalid_tail_samples": 26.6, "learning_rate": 1.0250707678329808e-07, "loss": 0.0182, "positive_teacher_pairs": 26209.2, "query_h_norm_ratio": 0.4156105726957321, "relation_loss": 0.0018951500416733325, "selected_pairs": 26209.2, "step": 29420, "student_distance_mean": 22.668224334716797, "teacher_distance_mean": 0.8558191239833832, "valid_action_samples": 229.4, "weighted_auxiliary_loss": 0.0018951500416733325, "weighted_relation_loss": 0.0018951500416733325 }, { "action_query_batch_std": 0.3436621636152267, "action_query_norm": 40.647134399414064, "action_relation_loss": 0.0019209865597076714, "auxiliary_loss_weight": 1.0, "epoch": 27.53040224508887, "flow_matching_loss": 0.015794390719383954, "grad_norm": 0.095148965716362, "h_stock_valid_norm": 98.00468826293945, "invalid_tail_samples": 24.0, "learning_rate": 9.900995585615525e-08, "loss": 0.0177, "positive_teacher_pairs": 26810.7, "query_h_norm_ratio": 0.41475037634372713, "relation_loss": 0.0019209865597076714, "selected_pairs": 26810.7, "step": 29430, "student_distance_mean": 22.601186180114745, "teacher_distance_mean": 0.8537345647811889, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0019209865597076714, "weighted_relation_loss": 0.0019209865597076714 }, { "action_query_batch_std": 0.34488971829414367, "action_query_norm": 40.66242370605469, "action_relation_loss": 0.001860419160220772, "auxiliary_loss_weight": 1.0, "epoch": 27.53975678203929, "flow_matching_loss": 0.01622067978605628, "grad_norm": 0.08303358405828476, "h_stock_valid_norm": 97.9116943359375, "invalid_tail_samples": 25.5, "learning_rate": 9.55734693372734e-08, "loss": 0.0181, "positive_teacher_pairs": 26461.8, "query_h_norm_ratio": 0.41529797911643984, "relation_loss": 0.001860419160220772, "selected_pairs": 26461.8, "step": 29440, "student_distance_mean": 22.672687339782716, "teacher_distance_mean": 0.8558795809745788, "valid_action_samples": 230.5, "weighted_auxiliary_loss": 0.001860419160220772, "weighted_relation_loss": 0.001860419160220772 }, { "action_query_batch_std": 0.34422576129436494, "action_query_norm": 40.63670272827149, "action_relation_loss": 0.0019491795101203024, "auxiliary_loss_weight": 1.0, "epoch": 27.54911131898971, "flow_matching_loss": 0.014627442508935929, "grad_norm": 0.09627814590930939, "h_stock_valid_norm": 97.93863449096679, "invalid_tail_samples": 24.1, "learning_rate": 9.219762140231236e-08, "loss": 0.0166, "positive_teacher_pairs": 26781.2, "query_h_norm_ratio": 0.4149222493171692, "relation_loss": 0.0019491795101203024, "selected_pairs": 26781.2, "step": 29450, "student_distance_mean": 22.547056198120117, "teacher_distance_mean": 0.8515130281448364, "valid_action_samples": 231.9, "weighted_auxiliary_loss": 0.0019491795101203024, "weighted_relation_loss": 0.0019491795101203024 }, { "action_query_batch_std": 0.33889256715774535, "action_query_norm": 40.61437339782715, "action_relation_loss": 0.00195836138445884, "auxiliary_loss_weight": 1.0, "epoch": 27.55846585594013, "flow_matching_loss": 0.015133362542837859, "grad_norm": 0.14883717894554138, "h_stock_valid_norm": 97.90145568847656, "invalid_tail_samples": 22.9, "learning_rate": 8.888241615322978e-08, "loss": 0.0171, "positive_teacher_pairs": 27061.8, "query_h_norm_ratio": 0.4148519515991211, "relation_loss": 0.00195836138445884, "selected_pairs": 27061.8, "step": 29460, "student_distance_mean": 22.21526527404785, "teacher_distance_mean": 0.837987071275711, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.00195836138445884, "weighted_relation_loss": 0.00195836138445884 }, { "action_query_batch_std": 0.34451437294483184, "action_query_norm": 40.64777946472168, "action_relation_loss": 0.0018971132347360253, "auxiliary_loss_weight": 1.0, "epoch": 27.567820392890553, "flow_matching_loss": 0.015634803008288144, "grad_norm": 0.09464804083108902, "h_stock_valid_norm": 97.92290802001953, "invalid_tail_samples": 25.0, "learning_rate": 8.562785761833114e-08, "loss": 0.0175, "positive_teacher_pairs": 26577.7, "query_h_norm_ratio": 0.4151025414466858, "relation_loss": 0.0018971132347360253, "selected_pairs": 26577.7, "step": 29470, "student_distance_mean": 22.55251235961914, "teacher_distance_mean": 0.8519108235836029, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.0018971132347360253, "weighted_relation_loss": 0.0018971132347360253 }, { "action_query_batch_std": 0.34456769526004793, "action_query_norm": 40.66160659790039, "action_relation_loss": 0.0018816502182744444, "auxiliary_loss_weight": 1.0, "epoch": 27.57717492984097, "flow_matching_loss": 0.013889002054929734, "grad_norm": 0.08356713503599167, "h_stock_valid_norm": 97.75729217529297, "invalid_tail_samples": 21.7, "learning_rate": 8.243394975219753e-08, "loss": 0.0158, "positive_teacher_pairs": 27336.7, "query_h_norm_ratio": 0.4159461289644241, "relation_loss": 0.0018816502182744444, "selected_pairs": 27336.7, "step": 29480, "student_distance_mean": 22.543397521972658, "teacher_distance_mean": 0.8514366269111633, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.0018816502182744444, "weighted_relation_loss": 0.0018816502182744444 }, { "action_query_batch_std": 0.3408293157815933, "action_query_norm": 40.654687118530276, "action_relation_loss": 0.0019298817845992745, "auxiliary_loss_weight": 1.0, "epoch": 27.586529466791394, "flow_matching_loss": 0.016235123481601478, "grad_norm": 0.11878552287817001, "h_stock_valid_norm": 97.92191085815429, "invalid_tail_samples": 21.7, "learning_rate": 7.930069643573568e-08, "loss": 0.0182, "positive_teacher_pairs": 27339.0, "query_h_norm_ratio": 0.41517542004585267, "relation_loss": 0.0019298817845992745, "selected_pairs": 27339.0, "step": 29490, "student_distance_mean": 22.343710899353027, "teacher_distance_mean": 0.8442297041416168, "valid_action_samples": 234.3, "weighted_auxiliary_loss": 0.0019298817845992745, "weighted_relation_loss": 0.0019298817845992745 }, { "action_query_batch_std": 0.34144236147403717, "action_query_norm": 40.61867408752441, "action_relation_loss": 0.0019786521326750515, "auxiliary_loss_weight": 1.0, "epoch": 27.595884003741816, "flow_matching_loss": 0.015551713295280933, "grad_norm": 0.09820044040679932, "h_stock_valid_norm": 97.8517692565918, "invalid_tail_samples": 24.3, "learning_rate": 7.622810147614456e-08, "loss": 0.0175, "positive_teacher_pairs": 26743.2, "query_h_norm_ratio": 0.4151056528091431, "relation_loss": 0.0019786521326750515, "selected_pairs": 26743.2, "step": 29500, "student_distance_mean": 22.46250801086426, "teacher_distance_mean": 0.849542647600174, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0019786521326750515, "weighted_relation_loss": 0.0019786521326750515 }, { "action_query_batch_std": 0.3413820803165436, "action_query_norm": 40.64550247192383, "action_relation_loss": 0.0019299813313409687, "auxiliary_loss_weight": 1.0, "epoch": 27.605238540692234, "flow_matching_loss": 0.01486161993816495, "grad_norm": 0.0976485162973404, "h_stock_valid_norm": 97.97163391113281, "invalid_tail_samples": 23.0, "learning_rate": 7.321616860690995e-08, "loss": 0.0168, "positive_teacher_pairs": 27046.2, "query_h_norm_ratio": 0.41487115025520327, "relation_loss": 0.0019299813313409687, "selected_pairs": 27046.2, "step": 29510, "student_distance_mean": 22.361762619018556, "teacher_distance_mean": 0.8433170437812805, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.0019299813313409687, "weighted_relation_loss": 0.0019299813313409687 }, { "action_query_batch_std": 0.3396588534116745, "action_query_norm": 40.59709129333496, "action_relation_loss": 0.001934686943423003, "auxiliary_loss_weight": 1.0, "epoch": 27.614593077642656, "flow_matching_loss": 0.01644692812114954, "grad_norm": 0.10232068598270416, "h_stock_valid_norm": 98.02604370117187, "invalid_tail_samples": 24.5, "learning_rate": 7.026490148782095e-08, "loss": 0.0184, "positive_teacher_pairs": 26688.2, "query_h_norm_ratio": 0.4141474485397339, "relation_loss": 0.001934686943423003, "selected_pairs": 26688.2, "step": 29520, "student_distance_mean": 22.37163562774658, "teacher_distance_mean": 0.8443889021873474, "valid_action_samples": 231.5, "weighted_auxiliary_loss": 0.001934686943423003, "weighted_relation_loss": 0.001934686943423003 }, { "action_query_batch_std": 0.34351706802845, "action_query_norm": 40.65930404663086, "action_relation_loss": 0.0019292107550427317, "auxiliary_loss_weight": 1.0, "epoch": 27.623947614593078, "flow_matching_loss": 0.015268615167587995, "grad_norm": 0.0890459343791008, "h_stock_valid_norm": 97.81620483398437, "invalid_tail_samples": 21.9, "learning_rate": 6.737430370494236e-08, "loss": 0.0172, "positive_teacher_pairs": 27292.7, "query_h_norm_ratio": 0.41567343175411225, "relation_loss": 0.0019292107550427317, "selected_pairs": 27292.7, "step": 29530, "student_distance_mean": 22.573793601989745, "teacher_distance_mean": 0.8519434452056884, "valid_action_samples": 234.1, "weighted_auxiliary_loss": 0.0019292107550427317, "weighted_relation_loss": 0.0019292107550427317 }, { "action_query_batch_std": 0.3476811170578003, "action_query_norm": 40.67724533081055, "action_relation_loss": 0.0018742718617431819, "auxiliary_loss_weight": 1.0, "epoch": 27.6333021515435, "flow_matching_loss": 0.015893175080418587, "grad_norm": 0.13273902237415314, "h_stock_valid_norm": 97.97667922973633, "invalid_tail_samples": 25.6, "learning_rate": 6.454437877062569e-08, "loss": 0.0178, "positive_teacher_pairs": 26433.9, "query_h_norm_ratio": 0.41517719626426697, "relation_loss": 0.0018742718617431819, "selected_pairs": 26433.9, "step": 29540, "student_distance_mean": 22.92485580444336, "teacher_distance_mean": 0.8651415288448334, "valid_action_samples": 230.4, "weighted_auxiliary_loss": 0.0018742718617431819, "weighted_relation_loss": 0.0018742718617431819 }, { "action_query_batch_std": 0.34413357079029083, "action_query_norm": 40.64608535766602, "action_relation_loss": 0.0018965233583003282, "auxiliary_loss_weight": 1.0, "epoch": 27.64265668849392, "flow_matching_loss": 0.014999378751963378, "grad_norm": 0.08326408267021179, "h_stock_valid_norm": 97.93367309570313, "invalid_tail_samples": 23.2, "learning_rate": 6.177513012349256e-08, "loss": 0.0169, "positive_teacher_pairs": 26987.9, "query_h_norm_ratio": 0.415038651227951, "relation_loss": 0.0018965233583003282, "selected_pairs": 26987.9, "step": 29550, "student_distance_mean": 22.637903022766114, "teacher_distance_mean": 0.8556109368801117, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0018965233583003282, "weighted_relation_loss": 0.0018965233583003282 }, { "action_query_batch_std": 0.3427737891674042, "action_query_norm": 40.62767105102539, "action_relation_loss": 0.0019084763480350375, "auxiliary_loss_weight": 1.0, "epoch": 27.65201122544434, "flow_matching_loss": 0.014588380232453346, "grad_norm": 0.1734941154718399, "h_stock_valid_norm": 97.80147323608398, "invalid_tail_samples": 22.3, "learning_rate": 5.9066561128445775e-08, "loss": 0.0165, "positive_teacher_pairs": 27199.1, "query_h_norm_ratio": 0.4154116988182068, "relation_loss": 0.0019084763480350375, "selected_pairs": 27199.1, "step": 29560, "student_distance_mean": 22.458441543579102, "teacher_distance_mean": 0.8478014767169952, "valid_action_samples": 233.7, "weighted_auxiliary_loss": 0.0019084763480350375, "weighted_relation_loss": 0.0019084763480350375 }, { "action_query_batch_std": 0.34642029404640196, "action_query_norm": 40.6670166015625, "action_relation_loss": 0.0018735321937128901, "auxiliary_loss_weight": 1.0, "epoch": 27.661365762394762, "flow_matching_loss": 0.015947872307151556, "grad_norm": 0.09984904527664185, "h_stock_valid_norm": 97.9313949584961, "invalid_tail_samples": 23.6, "learning_rate": 5.6418675076641556e-08, "loss": 0.0178, "positive_teacher_pairs": 26895.2, "query_h_norm_ratio": 0.41526433229446413, "relation_loss": 0.0018735321937128901, "selected_pairs": 26895.2, "step": 29570, "student_distance_mean": 22.692755699157715, "teacher_distance_mean": 0.8569369673728943, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.0018735321937128901, "weighted_relation_loss": 0.0018735321937128901 }, { "action_query_batch_std": 0.3504944801330566, "action_query_norm": 40.7140510559082, "action_relation_loss": 0.0018525893450714649, "auxiliary_loss_weight": 1.0, "epoch": 27.67072029934518, "flow_matching_loss": 0.015707601513713598, "grad_norm": 0.13590295612812042, "h_stock_valid_norm": 98.03883056640625, "invalid_tail_samples": 21.1, "learning_rate": 5.383147518552845e-08, "loss": 0.0176, "positive_teacher_pairs": 27481.5, "query_h_norm_ratio": 0.415287122130394, "relation_loss": 0.0018525893450714649, "selected_pairs": 27481.5, "step": 29580, "student_distance_mean": 22.836252975463868, "teacher_distance_mean": 0.8627241432666779, "valid_action_samples": 234.9, "weighted_auxiliary_loss": 0.0018525893450714649, "weighted_relation_loss": 0.0018525893450714649 }, { "action_query_batch_std": 0.3484870731830597, "action_query_norm": 40.67891159057617, "action_relation_loss": 0.0018222335958853364, "auxiliary_loss_weight": 1.0, "epoch": 27.680074836295603, "flow_matching_loss": 0.01524875983595848, "grad_norm": 0.08319798111915588, "h_stock_valid_norm": 98.02233505249023, "invalid_tail_samples": 25.0, "learning_rate": 5.1304964598786196e-08, "loss": 0.0171, "positive_teacher_pairs": 26572.2, "query_h_norm_ratio": 0.414999321103096, "relation_loss": 0.0018222335958853364, "selected_pairs": 26572.2, "step": 29590, "student_distance_mean": 22.89048042297363, "teacher_distance_mean": 0.8636237859725953, "valid_action_samples": 231.0, "weighted_auxiliary_loss": 0.0018222335958853364, "weighted_relation_loss": 0.0018222335958853364 }, { "action_query_batch_std": 0.3416209578514099, "action_query_norm": 40.647560119628906, "action_relation_loss": 0.0018605856574140489, "auxiliary_loss_weight": 1.0, "epoch": 27.689429373246025, "flow_matching_loss": 0.014837147481739522, "grad_norm": 0.12262097746133804, "h_stock_valid_norm": 97.97297897338868, "invalid_tail_samples": 25.4, "learning_rate": 4.883914638636467e-08, "loss": 0.0167, "positive_teacher_pairs": 26477.0, "query_h_norm_ratio": 0.41488643288612365, "relation_loss": 0.0018605856574140489, "selected_pairs": 26477.0, "step": 29600, "student_distance_mean": 22.458487701416015, "teacher_distance_mean": 0.8489549458026886, "valid_action_samples": 230.6, "weighted_auxiliary_loss": 0.0018605856574140489, "weighted_relation_loss": 0.0018605856574140489 }, { "action_query_batch_std": 0.3446433514356613, "action_query_norm": 40.65571174621582, "action_relation_loss": 0.001840895030181855, "auxiliary_loss_weight": 1.0, "epoch": 27.698783910196447, "flow_matching_loss": 0.01456485940143466, "grad_norm": 0.07192174345254898, "h_stock_valid_norm": 97.93967132568359, "invalid_tail_samples": 22.8, "learning_rate": 4.643402354446713e-08, "loss": 0.0164, "positive_teacher_pairs": 27080.7, "query_h_norm_ratio": 0.415111181139946, "relation_loss": 0.001840895030181855, "selected_pairs": 27080.7, "step": 29610, "student_distance_mean": 22.624752044677734, "teacher_distance_mean": 0.8545102655887604, "valid_action_samples": 233.2, "weighted_auxiliary_loss": 0.001840895030181855, "weighted_relation_loss": 0.001840895030181855 }, { "action_query_batch_std": 0.3479538679122925, "action_query_norm": 40.683675384521486, "action_relation_loss": 0.0018972587422467768, "auxiliary_loss_weight": 1.0, "epoch": 27.708138447146865, "flow_matching_loss": 0.015926542412489652, "grad_norm": 0.10251117497682571, "h_stock_valid_norm": 97.94406661987304, "invalid_tail_samples": 23.1, "learning_rate": 4.4089598995544766e-08, "loss": 0.0178, "positive_teacher_pairs": 27015.6, "query_h_norm_ratio": 0.41537941694259645, "relation_loss": 0.0018972587422467768, "selected_pairs": 27015.6, "step": 29620, "student_distance_mean": 22.76917209625244, "teacher_distance_mean": 0.8605853974819183, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.0018972587422467768, "weighted_relation_loss": 0.0018972587422467768 }, { "action_query_batch_std": 0.34540699124336244, "action_query_norm": 40.6515453338623, "action_relation_loss": 0.001899091841187328, "auxiliary_loss_weight": 1.0, "epoch": 27.717492984097287, "flow_matching_loss": 0.013878767937421798, "grad_norm": 0.07887306809425354, "h_stock_valid_norm": 97.84138946533203, "invalid_tail_samples": 23.7, "learning_rate": 4.180587558829663e-08, "loss": 0.0158, "positive_teacher_pairs": 26874.9, "query_h_norm_ratio": 0.4154874473810196, "relation_loss": 0.001899091841187328, "selected_pairs": 26874.9, "step": 29630, "student_distance_mean": 22.678337860107423, "teacher_distance_mean": 0.8570815920829773, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.001899091841187328, "weighted_relation_loss": 0.001899091841187328 }, { "action_query_batch_std": 0.34321253597736356, "action_query_norm": 40.639597702026364, "action_relation_loss": 0.0019170716288499535, "auxiliary_loss_weight": 1.0, "epoch": 27.72684752104771, "flow_matching_loss": 0.016370092425495385, "grad_norm": 0.1352366954088211, "h_stock_valid_norm": 97.7402359008789, "invalid_tail_samples": 23.9, "learning_rate": 3.958285609765855e-08, "loss": 0.0183, "positive_teacher_pairs": 26825.2, "query_h_norm_ratio": 0.4157953649759293, "relation_loss": 0.0019170716288499535, "selected_pairs": 26825.2, "step": 29640, "student_distance_mean": 22.582297706604002, "teacher_distance_mean": 0.8526329517364502, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.0019170716288499535, "weighted_relation_loss": 0.0019170716288499535 }, { "action_query_batch_std": 0.3447964549064636, "action_query_norm": 40.66926155090332, "action_relation_loss": 0.0019148939405567943, "auxiliary_loss_weight": 1.0, "epoch": 27.736202057998128, "flow_matching_loss": 0.014921601209789515, "grad_norm": 0.19796009361743927, "h_stock_valid_norm": 97.85824508666992, "invalid_tail_samples": 24.3, "learning_rate": 3.74205432248087e-08, "loss": 0.0168, "positive_teacher_pairs": 26736.3, "query_h_norm_ratio": 0.4155951738357544, "relation_loss": 0.0019148939405567943, "selected_pairs": 26736.3, "step": 29650, "student_distance_mean": 22.60104465484619, "teacher_distance_mean": 0.8519802629947663, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0019148939405567943, "weighted_relation_loss": 0.0019148939405567943 }, { "action_query_batch_std": 0.3387616366147995, "action_query_norm": 40.609005737304685, "action_relation_loss": 0.0019481114693917334, "auxiliary_loss_weight": 1.0, "epoch": 27.74555659494855, "flow_matching_loss": 0.01506903050467372, "grad_norm": 0.0971812978386879, "h_stock_valid_norm": 97.85083923339843, "invalid_tail_samples": 24.2, "learning_rate": 3.531893959716204e-08, "loss": 0.017, "positive_teacher_pairs": 26763.2, "query_h_norm_ratio": 0.41501171290874483, "relation_loss": 0.0019481114693917334, "selected_pairs": 26763.2, "step": 29660, "student_distance_mean": 22.17511978149414, "teacher_distance_mean": 0.8367544889450074, "valid_action_samples": 231.8, "weighted_auxiliary_loss": 0.0019481114693917334, "weighted_relation_loss": 0.0019481114693917334 }, { "action_query_batch_std": 0.3462922275066376, "action_query_norm": 40.663143157958984, "action_relation_loss": 0.001938595506362617, "auxiliary_loss_weight": 1.0, "epoch": 27.75491113189897, "flow_matching_loss": 0.015968295000493526, "grad_norm": 0.07949867844581604, "h_stock_valid_norm": 98.07138442993164, "invalid_tail_samples": 23.9, "learning_rate": 3.327804776837029e-08, "loss": 0.0179, "positive_teacher_pairs": 26829.4, "query_h_norm_ratio": 0.4146290898323059, "relation_loss": 0.001938595506362617, "selected_pairs": 26829.4, "step": 29670, "student_distance_mean": 22.771009635925292, "teacher_distance_mean": 0.8606666564941406, "valid_action_samples": 232.1, "weighted_auxiliary_loss": 0.001938595506362617, "weighted_relation_loss": 0.001938595506362617 }, { "action_query_batch_std": 0.34246321618556974, "action_query_norm": 40.63968353271484, "action_relation_loss": 0.001924604782834649, "auxiliary_loss_weight": 1.0, "epoch": 27.764265668849394, "flow_matching_loss": 0.015238958410918713, "grad_norm": 0.07936130464076996, "h_stock_valid_norm": 97.97270202636719, "invalid_tail_samples": 22.6, "learning_rate": 3.129787021829977e-08, "loss": 0.0172, "positive_teacher_pairs": 27131.7, "query_h_norm_ratio": 0.41480990052223204, "relation_loss": 0.001924604782834649, "selected_pairs": 27131.7, "step": 29680, "student_distance_mean": 22.46383571624756, "teacher_distance_mean": 0.8477837264537811, "valid_action_samples": 233.4, "weighted_auxiliary_loss": 0.001924604782834649, "weighted_relation_loss": 0.001924604782834649 }, { "action_query_batch_std": 0.3410226494073868, "action_query_norm": 40.64545211791992, "action_relation_loss": 0.0019982542493380607, "auxiliary_loss_weight": 1.0, "epoch": 27.773620205799812, "flow_matching_loss": 0.014968566037714482, "grad_norm": 0.080302394926548, "h_stock_valid_norm": 97.90881271362305, "invalid_tail_samples": 23.2, "learning_rate": 2.9378409353059133e-08, "loss": 0.017, "positive_teacher_pairs": 26986.1, "query_h_norm_ratio": 0.4151369571685791, "relation_loss": 0.0019982542493380607, "selected_pairs": 26986.1, "step": 29690, "student_distance_mean": 22.468463325500487, "teacher_distance_mean": 0.8483591854572297, "valid_action_samples": 232.8, "weighted_auxiliary_loss": 0.0019982542493380607, "weighted_relation_loss": 0.0019982542493380607 }, { "action_query_batch_std": 0.3421488344669342, "action_query_norm": 40.64851722717285, "action_relation_loss": 0.0018582467804662884, "auxiliary_loss_weight": 1.0, "epoch": 27.782974742750234, "flow_matching_loss": 0.016407498624175787, "grad_norm": 0.1036340519785881, "h_stock_valid_norm": 97.86314239501954, "invalid_tail_samples": 22.5, "learning_rate": 2.7519667504971593e-08, "loss": 0.0183, "positive_teacher_pairs": 27147.4, "query_h_norm_ratio": 0.4153625875711441, "relation_loss": 0.0018582467804662884, "selected_pairs": 27147.4, "step": 29700, "student_distance_mean": 22.389090728759765, "teacher_distance_mean": 0.8459338366985321, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.0018582467804662884, "weighted_relation_loss": 0.0018582467804662884 }, { "action_query_batch_std": 0.34883522391319277, "action_query_norm": 40.67596702575683, "action_relation_loss": 0.0018249746062792838, "auxiliary_loss_weight": 1.0, "epoch": 27.792329279700656, "flow_matching_loss": 0.015479640010744334, "grad_norm": 0.12327123433351517, "h_stock_valid_norm": 97.89321060180664, "invalid_tail_samples": 24.8, "learning_rate": 2.572164693258605e-08, "loss": 0.0173, "positive_teacher_pairs": 26616.7, "query_h_norm_ratio": 0.4155139267444611, "relation_loss": 0.0018249746062792838, "selected_pairs": 26616.7, "step": 29710, "student_distance_mean": 22.807992935180664, "teacher_distance_mean": 0.8612178981304168, "valid_action_samples": 231.2, "weighted_auxiliary_loss": 0.0018249746062792838, "weighted_relation_loss": 0.0018249746062792838 }, { "action_query_batch_std": 0.34127688109874726, "action_query_norm": 40.63690414428711, "action_relation_loss": 0.001940997294150293, "auxiliary_loss_weight": 1.0, "epoch": 27.801683816651074, "flow_matching_loss": 0.014669070485979319, "grad_norm": 0.09841445833444595, "h_stock_valid_norm": 97.91863174438477, "invalid_tail_samples": 25.8, "learning_rate": 2.3984349820665996e-08, "loss": 0.0166, "positive_teacher_pairs": 26397.5, "query_h_norm_ratio": 0.4150126546621323, "relation_loss": 0.001940997294150293, "selected_pairs": 26397.5, "step": 29720, "student_distance_mean": 22.543696022033693, "teacher_distance_mean": 0.853032261133194, "valid_action_samples": 230.2, "weighted_auxiliary_loss": 0.001940997294150293, "weighted_relation_loss": 0.001940997294150293 }, { "action_query_batch_std": 0.3473324865102768, "action_query_norm": 40.66519775390625, "action_relation_loss": 0.0019036230398342014, "auxiliary_loss_weight": 1.0, "epoch": 27.811038353601496, "flow_matching_loss": 0.016228125151246785, "grad_norm": 0.07595117390155792, "h_stock_valid_norm": 98.01487426757812, "invalid_tail_samples": 24.3, "learning_rate": 2.2307778280189485e-08, "loss": 0.0181, "positive_teacher_pairs": 26730.5, "query_h_norm_ratio": 0.4148900717496872, "relation_loss": 0.0019036230398342014, "selected_pairs": 26730.5, "step": 29730, "student_distance_mean": 22.658201217651367, "teacher_distance_mean": 0.8557639122009277, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.0019036230398342014, "weighted_relation_loss": 0.0019036230398342014 }, { "action_query_batch_std": 0.34132593870162964, "action_query_norm": 40.63542137145996, "action_relation_loss": 0.0018966531846672297, "auxiliary_loss_weight": 1.0, "epoch": 27.82039289055192, "flow_matching_loss": 0.014915014524012804, "grad_norm": 0.1099834144115448, "h_stock_valid_norm": 97.93335494995117, "invalid_tail_samples": 23.4, "learning_rate": 2.0691934348354704e-08, "loss": 0.0168, "positive_teacher_pairs": 26941.9, "query_h_norm_ratio": 0.41493003368377684, "relation_loss": 0.0018966531846672297, "selected_pairs": 26941.9, "step": 29740, "student_distance_mean": 22.472478675842286, "teacher_distance_mean": 0.8490984976291657, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.0018966531846672297, "weighted_relation_loss": 0.0018966531846672297 }, { "action_query_batch_std": 0.3458348959684372, "action_query_norm": 40.659071350097655, "action_relation_loss": 0.00193228431744501, "auxiliary_loss_weight": 1.0, "epoch": 27.82974742750234, "flow_matching_loss": 0.014316396415233612, "grad_norm": 0.09639168530702591, "h_stock_valid_norm": 97.92762298583985, "invalid_tail_samples": 23.0, "learning_rate": 1.9136819988557763e-08, "loss": 0.0162, "positive_teacher_pairs": 27041.0, "query_h_norm_ratio": 0.41519728899002073, "relation_loss": 0.00193228431744501, "selected_pairs": 27041.0, "step": 29750, "student_distance_mean": 22.74539909362793, "teacher_distance_mean": 0.858797574043274, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.00193228431744501, "weighted_relation_loss": 0.00193228431744501 }, { "action_query_batch_std": 0.3433999627828598, "action_query_norm": 40.651140975952146, "action_relation_loss": 0.0019174031098373235, "auxiliary_loss_weight": 1.0, "epoch": 27.83910196445276, "flow_matching_loss": 0.015391266159713268, "grad_norm": 0.0989057868719101, "h_stock_valid_norm": 98.03929061889649, "invalid_tail_samples": 23.8, "learning_rate": 1.7642437090414908e-08, "loss": 0.0173, "positive_teacher_pairs": 26848.6, "query_h_norm_ratio": 0.4146437168121338, "relation_loss": 0.0019174031098373235, "selected_pairs": 26848.6, "step": 29760, "student_distance_mean": 22.56676902770996, "teacher_distance_mean": 0.8514629423618316, "valid_action_samples": 232.2, "weighted_auxiliary_loss": 0.0019174031098373235, "weighted_relation_loss": 0.0019174031098373235 }, { "action_query_batch_std": 0.34562754034996035, "action_query_norm": 40.65265464782715, "action_relation_loss": 0.001946813939139247, "auxiliary_loss_weight": 1.0, "epoch": 27.84845650140318, "flow_matching_loss": 0.015184861328452825, "grad_norm": 0.08314301073551178, "h_stock_valid_norm": 97.96039123535157, "invalid_tail_samples": 23.0, "learning_rate": 1.6208787469734755e-08, "loss": 0.0171, "positive_teacher_pairs": 27035.4, "query_h_norm_ratio": 0.4149922728538513, "relation_loss": 0.001946813939139247, "selected_pairs": 27035.4, "step": 29770, "student_distance_mean": 22.63758430480957, "teacher_distance_mean": 0.854973566532135, "valid_action_samples": 233.0, "weighted_auxiliary_loss": 0.001946813939139247, "weighted_relation_loss": 0.001946813939139247 }, { "action_query_batch_std": 0.3474689245223999, "action_query_norm": 40.66626625061035, "action_relation_loss": 0.001929922727867961, "auxiliary_loss_weight": 1.0, "epoch": 27.857811038353603, "flow_matching_loss": 0.014074531756341458, "grad_norm": 0.08499447256326675, "h_stock_valid_norm": 98.04492721557617, "invalid_tail_samples": 25.3, "learning_rate": 1.483587286854604e-08, "loss": 0.016, "positive_teacher_pairs": 26507.4, "query_h_norm_ratio": 0.41477417647838594, "relation_loss": 0.001929922727867961, "selected_pairs": 26507.4, "step": 29780, "student_distance_mean": 22.68186511993408, "teacher_distance_mean": 0.8578691482543945, "valid_action_samples": 230.7, "weighted_auxiliary_loss": 0.001929922727867961, "weighted_relation_loss": 0.001929922727867961 }, { "action_query_batch_std": 0.34515107572078707, "action_query_norm": 40.65579261779785, "action_relation_loss": 0.001879626512527466, "auxiliary_loss_weight": 1.0, "epoch": 27.86716557530402, "flow_matching_loss": 0.015283119957894086, "grad_norm": 0.09486162662506104, "h_stock_valid_norm": 97.89126281738281, "invalid_tail_samples": 23.6, "learning_rate": 1.3523694955064336e-08, "loss": 0.0172, "positive_teacher_pairs": 26895.5, "query_h_norm_ratio": 0.4153187543153763, "relation_loss": 0.001879626512527466, "selected_pairs": 26895.5, "step": 29790, "student_distance_mean": 22.65323600769043, "teacher_distance_mean": 0.8555575609207153, "valid_action_samples": 232.4, "weighted_auxiliary_loss": 0.001879626512527466, "weighted_relation_loss": 0.001879626512527466 }, { "action_query_batch_std": 0.3468663215637207, "action_query_norm": 40.682673645019534, "action_relation_loss": 0.0018887158599682151, "auxiliary_loss_weight": 1.0, "epoch": 27.876520112254443, "flow_matching_loss": 0.014939128141850232, "grad_norm": 0.0728188306093216, "h_stock_valid_norm": 97.96989517211914, "invalid_tail_samples": 21.1, "learning_rate": 1.2272255323708681e-08, "loss": 0.0168, "positive_teacher_pairs": 27479.5, "query_h_norm_ratio": 0.4152620941400528, "relation_loss": 0.0018887158599682151, "selected_pairs": 27479.5, "step": 29800, "student_distance_mean": 22.80662612915039, "teacher_distance_mean": 0.8608908712863922, "valid_action_samples": 234.9, "weighted_auxiliary_loss": 0.0018887158599682151, "weighted_relation_loss": 0.0018887158599682151 }, { "action_query_batch_std": 0.3447429805994034, "action_query_norm": 40.66202735900879, "action_relation_loss": 0.0018730093957856297, "auxiliary_loss_weight": 1.0, "epoch": 27.885874649204865, "flow_matching_loss": 0.01643076166510582, "grad_norm": 0.085627980530262, "h_stock_valid_norm": 98.0986946105957, "invalid_tail_samples": 22.9, "learning_rate": 1.1081555495096042e-08, "loss": 0.0183, "positive_teacher_pairs": 27056.0, "query_h_norm_ratio": 0.4145024836063385, "relation_loss": 0.0018730093957856297, "selected_pairs": 27056.0, "step": 29810, "student_distance_mean": 22.64178924560547, "teacher_distance_mean": 0.8541914939880371, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.0018730093957856297, "weighted_relation_loss": 0.0018730093957856297 }, { "action_query_batch_std": 0.3458325654268265, "action_query_norm": 40.66653213500977, "action_relation_loss": 0.0018114032689481973, "auxiliary_loss_weight": 1.0, "epoch": 27.895229186155284, "flow_matching_loss": 0.01542565757408738, "grad_norm": 0.11809809505939484, "h_stock_valid_norm": 97.87941360473633, "invalid_tail_samples": 24.7, "learning_rate": 9.951596916041306e-09, "loss": 0.0172, "positive_teacher_pairs": 26649.5, "query_h_norm_ratio": 0.4154771000146866, "relation_loss": 0.0018114032689481973, "selected_pairs": 26649.5, "step": 29820, "student_distance_mean": 22.650362968444824, "teacher_distance_mean": 0.855498480796814, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.0018114032689481973, "weighted_relation_loss": 0.0018114032689481973 }, { "action_query_batch_std": 0.34288076162338255, "action_query_norm": 40.63332176208496, "action_relation_loss": 0.0018575912807136774, "auxiliary_loss_weight": 1.0, "epoch": 27.904583723105706, "flow_matching_loss": 0.015166407637298106, "grad_norm": 0.09898068010807037, "h_stock_valid_norm": 98.06187744140625, "invalid_tail_samples": 23.4, "learning_rate": 8.882380959551739e-09, "loss": 0.017, "positive_teacher_pairs": 26952.6, "query_h_norm_ratio": 0.41436807811260223, "relation_loss": 0.0018575912807136774, "selected_pairs": 26952.6, "step": 29830, "student_distance_mean": 22.401179122924805, "teacher_distance_mean": 0.8454032599925995, "valid_action_samples": 232.6, "weighted_auxiliary_loss": 0.0018575912807136774, "weighted_relation_loss": 0.0018575912807136774 }, { "action_query_batch_std": 0.34331752359867096, "action_query_norm": 40.644076919555665, "action_relation_loss": 0.0018277716822922229, "auxiliary_loss_weight": 1.0, "epoch": 27.913938260056128, "flow_matching_loss": 0.014594803471118212, "grad_norm": 0.0764366164803505, "h_stock_valid_norm": 97.9291389465332, "invalid_tail_samples": 23.7, "learning_rate": 7.873908924821428e-09, "loss": 0.0164, "positive_teacher_pairs": 26874.9, "query_h_norm_ratio": 0.4150385230779648, "relation_loss": 0.0018277716822922229, "selected_pairs": 26874.9, "step": 29840, "student_distance_mean": 22.62922191619873, "teacher_distance_mean": 0.854653924703598, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0018277716822922229, "weighted_relation_loss": 0.0018277716822922229 }, { "action_query_batch_std": 0.34608903229236604, "action_query_norm": 40.6559383392334, "action_relation_loss": 0.0018723787972703577, "auxiliary_loss_weight": 1.0, "epoch": 27.92329279700655, "flow_matching_loss": 0.016256843507289887, "grad_norm": 0.1130795106291771, "h_stock_valid_norm": 97.8930435180664, "invalid_tail_samples": 22.9, "learning_rate": 6.926182037242379e-09, "loss": 0.0181, "positive_teacher_pairs": 27057.3, "query_h_norm_ratio": 0.4153110980987549, "relation_loss": 0.0018723787972703577, "selected_pairs": 27057.3, "step": 29850, "student_distance_mean": 22.595057487487793, "teacher_distance_mean": 0.8540675580501557, "valid_action_samples": 233.1, "weighted_auxiliary_loss": 0.0018723787972703577, "weighted_relation_loss": 0.0018723787972703577 }, { "action_query_batch_std": 0.34733450412750244, "action_query_norm": 40.69544296264648, "action_relation_loss": 0.0019442847231402993, "auxiliary_loss_weight": 1.0, "epoch": 27.932647333956968, "flow_matching_loss": 0.014809890650212765, "grad_norm": 0.10375767201185226, "h_stock_valid_norm": 97.8969711303711, "invalid_tail_samples": 21.0, "learning_rate": 6.039201448387876e-09, "loss": 0.0168, "positive_teacher_pairs": 27502.6, "query_h_norm_ratio": 0.4156990647315979, "relation_loss": 0.0019442847231402993, "selected_pairs": 27502.6, "step": 29860, "student_distance_mean": 22.750358963012694, "teacher_distance_mean": 0.8592040240764618, "valid_action_samples": 235.0, "weighted_auxiliary_loss": 0.0019442847231402993, "weighted_relation_loss": 0.0019442847231402993 }, { "action_query_batch_std": 0.3419712662696838, "action_query_norm": 40.63553733825684, "action_relation_loss": 0.001962076302152127, "auxiliary_loss_weight": 1.0, "epoch": 27.94200187090739, "flow_matching_loss": 0.01739204963669181, "grad_norm": 0.11103624105453491, "h_stock_valid_norm": 97.85300827026367, "invalid_tail_samples": 20.4, "learning_rate": 5.212968236029125e-09, "loss": 0.0194, "positive_teacher_pairs": 27643.9, "query_h_norm_ratio": 0.4152727276086807, "relation_loss": 0.001962076302152127, "selected_pairs": 27643.9, "step": 29870, "student_distance_mean": 22.42533435821533, "teacher_distance_mean": 0.8466277778148651, "valid_action_samples": 235.6, "weighted_auxiliary_loss": 0.001962076302152127, "weighted_relation_loss": 0.001962076302152127 }, { "action_query_batch_std": 0.3518016993999481, "action_query_norm": 40.70191612243652, "action_relation_loss": 0.0018776617012917995, "auxiliary_loss_weight": 1.0, "epoch": 27.951356407857812, "flow_matching_loss": 0.015760946460068224, "grad_norm": 0.10635631531476974, "h_stock_valid_norm": 97.98810577392578, "invalid_tail_samples": 23.7, "learning_rate": 4.447483404118602e-09, "loss": 0.0176, "positive_teacher_pairs": 26883.5, "query_h_norm_ratio": 0.4153783440589905, "relation_loss": 0.0018776617012917995, "selected_pairs": 26883.5, "step": 29880, "student_distance_mean": 23.049982261657714, "teacher_distance_mean": 0.8721532940864563, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0018776617012917995, "weighted_relation_loss": 0.0018776617012917995 }, { "action_query_batch_std": 0.3419428765773773, "action_query_norm": 40.614508056640624, "action_relation_loss": 0.0020870744716376065, "auxiliary_loss_weight": 1.0, "epoch": 27.96071094480823, "flow_matching_loss": 0.016750903334468603, "grad_norm": 0.10365702956914902, "h_stock_valid_norm": 97.94017791748047, "invalid_tail_samples": 26.7, "learning_rate": 3.742747882784503e-09, "loss": 0.0188, "positive_teacher_pairs": 26183.9, "query_h_norm_ratio": 0.41468835771083834, "relation_loss": 0.0020870744716376065, "selected_pairs": 26183.9, "step": 29890, "student_distance_mean": 22.580184745788575, "teacher_distance_mean": 0.8529690742492676, "valid_action_samples": 229.3, "weighted_auxiliary_loss": 0.0020870744716376065, "weighted_relation_loss": 0.0020870744716376065 }, { "action_query_batch_std": 0.34684050381183623, "action_query_norm": 40.66546440124512, "action_relation_loss": 0.0018911549355834722, "auxiliary_loss_weight": 1.0, "epoch": 27.970065481758652, "flow_matching_loss": 0.014647528156638145, "grad_norm": 0.08835961669683456, "h_stock_valid_norm": 98.01978073120117, "invalid_tail_samples": 23.3, "learning_rate": 3.0987625283473987e-09, "loss": 0.0165, "positive_teacher_pairs": 26968.3, "query_h_norm_ratio": 0.4148729920387268, "relation_loss": 0.0018911549355834722, "selected_pairs": 26968.3, "step": 29900, "student_distance_mean": 22.8602575302124, "teacher_distance_mean": 0.8643620312213898, "valid_action_samples": 232.7, "weighted_auxiliary_loss": 0.0018911549355834722, "weighted_relation_loss": 0.0018911549355834722 }, { "action_query_batch_std": 0.3449513912200928, "action_query_norm": 40.65163612365723, "action_relation_loss": 0.0019148209481500088, "auxiliary_loss_weight": 1.0, "epoch": 27.979420018709074, "flow_matching_loss": 0.015378609579056502, "grad_norm": 0.171420618891716, "h_stock_valid_norm": 97.84396133422851, "invalid_tail_samples": 24.7, "learning_rate": 2.515528123320232e-09, "loss": 0.0173, "positive_teacher_pairs": 26639.2, "query_h_norm_ratio": 0.4154774099588394, "relation_loss": 0.0019148209481500088, "selected_pairs": 26639.2, "step": 29910, "student_distance_mean": 22.701839447021484, "teacher_distance_mean": 0.8590325891971589, "valid_action_samples": 231.3, "weighted_auxiliary_loss": 0.0019148209481500088, "weighted_relation_loss": 0.0019148209481500088 }, { "action_query_batch_std": 0.3444600135087967, "action_query_norm": 40.65915069580078, "action_relation_loss": 0.001873454824090004, "auxiliary_loss_weight": 1.0, "epoch": 27.988774555659496, "flow_matching_loss": 0.014725546631962062, "grad_norm": 0.07826880365610123, "h_stock_valid_norm": 98.0759147644043, "invalid_tail_samples": 24.3, "learning_rate": 1.9930453763750133e-09, "loss": 0.0166, "positive_teacher_pairs": 26734.2, "query_h_norm_ratio": 0.414568755030632, "relation_loss": 0.001873454824090004, "selected_pairs": 26734.2, "step": 29920, "student_distance_mean": 22.655963516235353, "teacher_distance_mean": 0.8551995635032654, "valid_action_samples": 231.7, "weighted_auxiliary_loss": 0.001873454824090004, "weighted_relation_loss": 0.001873454824090004 }, { "action_query_batch_std": 0.3452404379844666, "action_query_norm": 40.64454879760742, "action_relation_loss": 0.0019100556150078774, "auxiliary_loss_weight": 1.0, "epoch": 27.998129092609915, "flow_matching_loss": 0.015586388669908047, "grad_norm": 0.10332226008176804, "h_stock_valid_norm": 97.9190574645996, "invalid_tail_samples": 24.6, "learning_rate": 1.5313149223872281e-09, "loss": 0.0175, "positive_teacher_pairs": 26664.9, "query_h_norm_ratio": 0.4150860756635666, "relation_loss": 0.0019100556150078774, "selected_pairs": 26664.9, "step": 29930, "student_distance_mean": 22.623486137390138, "teacher_distance_mean": 0.8543819487094879, "valid_action_samples": 231.4, "weighted_auxiliary_loss": 0.0019100556150078774, "weighted_relation_loss": 0.0019100556150078774 }, { "action_query_batch_std": 0.3450734496116638, "action_query_norm": 40.67513809204102, "action_relation_loss": 0.0019132938352413476, "auxiliary_loss_weight": 1.0, "epoch": 28.007483629560337, "flow_matching_loss": 0.014045293489471079, "grad_norm": 0.11602833122015, "h_stock_valid_norm": 97.8552146911621, "invalid_tail_samples": 20.6, "learning_rate": 1.1303373224025305e-09, "loss": 0.016, "positive_teacher_pairs": 24608.7, "query_h_norm_ratio": 0.415667662024498, "relation_loss": 0.0019132938352413476, "selected_pairs": 24608.7, "step": 29940, "student_distance_mean": 22.69094753265381, "teacher_distance_mean": 0.8572041511535644, "valid_action_samples": 215.5, "weighted_auxiliary_loss": 0.0019132938352413476, "weighted_relation_loss": 0.0019132938352413476 }, { "action_query_batch_std": 0.3472134619951248, "action_query_norm": 40.65249824523926, "action_relation_loss": 0.0017799591063521803, "auxiliary_loss_weight": 1.0, "epoch": 28.01683816651076, "flow_matching_loss": 0.014684921130537987, "grad_norm": 0.0743785873055458, "h_stock_valid_norm": 98.02662200927735, "invalid_tail_samples": 25.1, "learning_rate": 7.901130636367438e-10, "loss": 0.0165, "positive_teacher_pairs": 26558.4, "query_h_norm_ratio": 0.41470994651317594, "relation_loss": 0.0017799591063521803, "selected_pairs": 26558.4, "step": 29950, "student_distance_mean": 22.79310894012451, "teacher_distance_mean": 0.8593349933624268, "valid_action_samples": 230.9, "weighted_auxiliary_loss": 0.0017799591063521803, "weighted_relation_loss": 0.0017799591063521803 }, { "action_query_batch_std": 0.34184554815292356, "action_query_norm": 40.629756927490234, "action_relation_loss": 0.0019110745517536998, "auxiliary_loss_weight": 1.0, "epoch": 28.026192703461177, "flow_matching_loss": 0.015910063218325377, "grad_norm": 0.06901122629642487, "h_stock_valid_norm": 97.99076766967774, "invalid_tail_samples": 26.5, "learning_rate": 5.106425595036158e-10, "loss": 0.0178, "positive_teacher_pairs": 26233.1, "query_h_norm_ratio": 0.4146295964717865, "relation_loss": 0.0019110745517536998, "selected_pairs": 26233.1, "step": 29960, "student_distance_mean": 22.375971603393555, "teacher_distance_mean": 0.8441360831260681, "valid_action_samples": 229.5, "weighted_auxiliary_loss": 0.0019110745517536998, "weighted_relation_loss": 0.0019110745517536998 }, { "action_query_batch_std": 0.3426850765943527, "action_query_norm": 40.656005859375, "action_relation_loss": 0.0018833858193829656, "auxiliary_loss_weight": 1.0, "epoch": 28.0355472404116, "flow_matching_loss": 0.014569173287600278, "grad_norm": 0.10439544916152954, "h_stock_valid_norm": 97.88118133544921, "invalid_tail_samples": 23.7, "learning_rate": 2.9192614958706286e-10, "loss": 0.0165, "positive_teacher_pairs": 26875.3, "query_h_norm_ratio": 0.41536247730255127, "relation_loss": 0.0018833858193829656, "selected_pairs": 26875.3, "step": 29970, "student_distance_mean": 22.61865863800049, "teacher_distance_mean": 0.8534406065940857, "valid_action_samples": 232.3, "weighted_auxiliary_loss": 0.0018833858193829656, "weighted_relation_loss": 0.0018833858193829656 }, { "action_query_batch_std": 0.34902789890766145, "action_query_norm": 40.70429573059082, "action_relation_loss": 0.0019043078646063805, "auxiliary_loss_weight": 1.0, "epoch": 28.04490177736202, "flow_matching_loss": 0.015668292809277774, "grad_norm": 0.11769145727157593, "h_stock_valid_norm": 97.84872131347656, "invalid_tail_samples": 24.0, "learning_rate": 1.3396409964117064e-10, "loss": 0.0176, "positive_teacher_pairs": 26808.6, "query_h_norm_ratio": 0.41599610149860383, "relation_loss": 0.0019043078646063805, "selected_pairs": 26808.6, "step": 29980, "student_distance_mean": 22.981830406188966, "teacher_distance_mean": 0.868180763721466, "valid_action_samples": 232.0, "weighted_auxiliary_loss": 0.0019043078646063805, "weighted_relation_loss": 0.0019043078646063805 }, { "action_query_batch_std": 0.34618253707885743, "action_query_norm": 40.66046257019043, "action_relation_loss": 0.0018781326478347182, "auxiliary_loss_weight": 1.0, "epoch": 28.054256314312443, "flow_matching_loss": 0.01418017726391554, "grad_norm": 0.11643343418836594, "h_stock_valid_norm": 97.97476043701172, "invalid_tail_samples": 22.5, "learning_rate": 3.6756601606846574e-11, "loss": 0.0161, "positive_teacher_pairs": 27151.3, "query_h_norm_ratio": 0.4150122910737991, "relation_loss": 0.0018781326478347182, "selected_pairs": 27151.3, "step": 29990, "student_distance_mean": 22.67154712677002, "teacher_distance_mean": 0.8565080225467682, "valid_action_samples": 233.5, "weighted_auxiliary_loss": 0.0018781326478347182, "weighted_relation_loss": 0.0018781326478347182 }, { "action_query_batch_std": 0.3445057809352875, "action_query_norm": 40.63103904724121, "action_relation_loss": 0.002035879495088011, "auxiliary_loss_weight": 1.0, "epoch": 28.06361085126286, "flow_matching_loss": 0.015804056636989118, "grad_norm": 0.10823199898004532, "h_stock_valid_norm": 97.95393447875976, "invalid_tail_samples": 23.1, "learning_rate": 3.0377360626943076e-13, "loss": 0.0178, "positive_teacher_pairs": 27014.0, "query_h_norm_ratio": 0.4147998869419098, "relation_loss": 0.002035879495088011, "selected_pairs": 27014.0, "step": 30000, "student_distance_mean": 22.56671714782715, "teacher_distance_mean": 0.8537414073944092, "valid_action_samples": 232.9, "weighted_auxiliary_loss": 0.002035879495088011, "weighted_relation_loss": 0.002035879495088011 }, { "epoch": 28.06361085126286, "step": 30000, "total_flos": 0.0, "train_loss": 0.044805257050693034, "train_runtime": 62779.2152, "train_samples_per_second": 122.333, "train_steps_per_second": 0.478 } ], "logging_steps": 10, "max_steps": 30000, "num_input_tokens_seen": 0, "num_train_epochs": 29, "save_steps": 10000, "stateful_callbacks": { "TrainerControl": { "args": { "should_epoch_stop": false, "should_evaluate": false, "should_log": false, "should_save": true, "should_training_stop": true }, "attributes": {} } }, "total_flos": 0.0, "train_batch_size": 256, "trial_name": null, "trial_params": null }