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cycle_70_lab_L0/exp_rl_pathb_650m_FULL_AUDIT_gspo_s3_20260506_125416/log.jsonl
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{"rl_step": 1, "loss": 0.0, "mean_return": 0.0, "max_return": 0.0, "mean_motif_chained": 0.0, "gnorm": 0.0, "elapsed_s": 8.654070138931274, "cell_type": "Oli", "edit_type": "cell_type_transfer", "target_tf": "LHX6", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 0.0, "adv_std": 0.0, "adv_min": 0.0, "adv_max": 0.0, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.0, "comp_kd_mean": 0.0, "comp_total_mean": 0.0, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
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{"rl_step": 5, "loss": 0.0, "mean_return": 0.5327975153923035, "max_return": 1.1705939769744873, "mean_motif_chained": 0.532797509985, "gnorm": 3.0740920919924974e-10, "elapsed_s": 40.310988903045654, "cell_type": "Ex", "edit_type": "activity_boost", "target_tf": "MEF2C", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 0.0, "adv_std": 0.9999982714653015, "adv_min": -0.8577359914779663, "adv_max": 1.0267709493637085, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.532797509985, "comp_kd_mean": 0.0, "comp_total_mean": 0.532797509985, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
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{"rl_step": 10, "loss": 0.0, "mean_return": 0.16311143338680267, "max_return": 0.6524457335472107, "mean_motif_chained": 0.16311143588372323, "gnorm": 2.874003257602453e-10, "elapsed_s": 79.55755829811096, "cell_type": "Ex", "edit_type": "promoter_retarget", "target_tf": "NEUROD2", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 0.0, "adv_std": 0.9999969005584717, "adv_min": -0.49999845027923584, "adv_max": 1.4999953508377075, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.16311143588372323, "comp_kd_mean": 0.0, "comp_total_mean": 0.16311143588372323, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
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{"rl_step": 15, "loss": 0.0, "mean_return": 0.0, "max_return": 0.0, "mean_motif_chained": 0.0, "gnorm": 0.0, "elapsed_s": 119.07930421829224, "cell_type": "Oli", "edit_type": "promoter_retarget", "target_tf": "NKX2-2", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 0.0, "adv_std": 0.0, "adv_min": 0.0, "adv_max": 0.0, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.0, "comp_kd_mean": 0.0, "comp_total_mean": 0.0, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
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| 5 |
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{"rl_step": 20, "loss": 0.0, "mean_return": 0.0, "max_return": 0.0, "mean_motif_chained": 0.0, "gnorm": 0.0, "elapsed_s": 158.58407735824585, "cell_type": "Ex", "edit_type": "promoter_retarget", "target_tf": "TBR1", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 0.0, "adv_std": 0.0, "adv_min": 0.0, "adv_max": 0.0, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.0, "comp_kd_mean": 0.0, "comp_total_mean": 0.0, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
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| 6 |
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{"rl_step": 25, "loss": -1.4901161193847656e-08, "mean_return": 0.1664232611656189, "max_return": 0.6656930446624756, "mean_motif_chained": 0.16642325873249997, "gnorm": 6.584741640836e-10, "elapsed_s": 197.94939517974854, "cell_type": "Oli", "edit_type": "promoter_retarget", "target_tf": "MYRF", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 1.4901161193847656e-08, "adv_std": 0.9999969005584717, "adv_min": -0.49999842047691345, "adv_max": 1.4999953508377075, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.16642325873249997, "comp_kd_mean": 0.0, "comp_total_mean": 0.16642325873249997, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
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| 7 |
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{"rl_step": 30, "loss": 0.0, "mean_return": 0.0, "max_return": 0.0, "mean_motif_chained": 0.0, "gnorm": 0.0, "elapsed_s": 237.08988070487976, "cell_type": "Mic", "edit_type": "activity_boost", "target_tf": "SPI1", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 0.0, "adv_std": 0.0, "adv_min": 0.0, "adv_max": 0.0, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.0, "comp_kd_mean": 0.0, "comp_total_mean": 0.0, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
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{"rl_step": 35, "loss": 0.0, "mean_return": 0.0, "max_return": 0.0, "mean_motif_chained": 0.0, "gnorm": 0.0, "elapsed_s": 276.4303719997406, "cell_type": "Ex", "edit_type": "activity_boost", "target_tf": "MEF2C", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 0.0, "adv_std": 0.0, "adv_min": 0.0, "adv_max": 0.0, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.0, "comp_kd_mean": 0.0, "comp_total_mean": 0.0, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
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| 9 |
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{"rl_step": 40, "loss": -1.4901161193847656e-08, "mean_return": 0.3312157392501831, "max_return": 1.3248629570007324, "mean_motif_chained": 0.33121573763372325, "gnorm": 7.457856554538012e-10, "elapsed_s": 315.718763589859, "cell_type": "Oli", "edit_type": "promoter_retarget", "target_tf": "NKX2-2", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 1.4901161193847656e-08, "adv_std": 0.9999984502792358, "adv_min": -0.4999992251396179, "adv_max": 1.4999977350234985, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.33121573763372325, "comp_kd_mean": 0.0, "comp_total_mean": 0.33121573763372325, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
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| 10 |
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{"rl_step": 45, "loss": -1.4901161193847656e-08, "mean_return": 0.40417078137397766, "max_return": 1.6166831254959106, "mean_motif_chained": 0.40417077120749995, "gnorm": 7.130438461899757e-10, "elapsed_s": 354.9670572280884, "cell_type": "Mic", "edit_type": "cell_type_transfer", "target_tf": "STAT3", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 1.4901161193847656e-08, "adv_std": 0.9999988079071045, "adv_min": -0.49999937415122986, "adv_max": 1.4999982118606567, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.40417077120749995, "comp_kd_mean": 0.0, "comp_total_mean": 0.40417077120749995, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
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| 11 |
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{"rl_step": 50, "loss": 2.9802322387695312e-08, "mean_return": 0.4643397033214569, "max_return": 1.275179386138916, "mean_motif_chained": 0.46433969999999997, "gnorm": 4.019966581836343e-10, "elapsed_s": 394.28550910949707, "cell_type": "Ex", "edit_type": "activity_boost", "target_tf": "TBR1", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": -2.9802322387695312e-08, "adv_std": 0.9999982714653015, "adv_min": -0.7659363150596619, "adv_max": 1.337493896484375, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.46433969999999997, "comp_kd_mean": 0.0, "comp_total_mean": 0.46433969999999997, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
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| 12 |
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{"rl_step": 55, "loss": -1.4901161193847656e-08, "mean_return": 0.16810430586338043, "max_return": 0.6724172234535217, "mean_motif_chained": 0.16810430175, "gnorm": 1.4370016288012266e-10, "elapsed_s": 433.6589334011078, "cell_type": "Oli", "edit_type": "promoter_retarget", "target_tf": "SOX10", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 1.4901161193847656e-08, "adv_std": 0.9999969601631165, "adv_min": -0.4999984800815582, "adv_max": 1.499995470046997, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.16810430175, "comp_kd_mean": 0.0, "comp_total_mean": 0.16810430175, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
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| 13 |
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{"rl_step": 60, "loss": 0.0, "mean_return": 0.0, "max_return": 0.0, "mean_motif_chained": 0.0, "gnorm": 0.0, "elapsed_s": 472.9328815937042, "cell_type": "Ex", "edit_type": "promoter_retarget", "target_tf": "RORB", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 0.0, "adv_std": 0.0, "adv_min": 0.0, "adv_max": 0.0, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.0, "comp_kd_mean": 0.0, "comp_total_mean": 0.0, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
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| 14 |
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{"rl_step": 65, "loss": -4.470348358154297e-08, "mean_return": 0.38431602716445923, "max_return": 0.7840800285339355, "mean_motif_chained": 0.38431602988019997, "gnorm": 1.546140993013978e-10, "elapsed_s": 512.3552355766296, "cell_type": "Mic", "edit_type": "activity_boost", "target_tf": "IRF8", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 4.470348358154297e-08, "adv_std": 0.9999976754188538, "adv_min": -0.8656737804412842, "adv_max": 0.9004704356193542, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.38431602988019997, "comp_kd_mean": 0.0, "comp_total_mean": 0.38431602988019997, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
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| 15 |
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{"rl_step": 70, "loss": 0.0, "mean_return": 0.0, "max_return": 0.0, "mean_motif_chained": 0.0, "gnorm": 0.0, "elapsed_s": 551.7421524524689, "cell_type": "Mic", "edit_type": "activity_boost", "target_tf": "RUNX1", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 0.0, "adv_std": 0.0, "adv_min": 0.0, "adv_max": 0.0, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.0, "comp_kd_mean": 0.0, "comp_total_mean": 0.0, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
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| 16 |
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{"rl_step": 75, "loss": -1.4901161193847656e-08, "mean_return": 0.25, "max_return": 1.0, "mean_motif_chained": 0.25, "gnorm": 1.3096723705530167e-09, "elapsed_s": 590.9423589706421, "cell_type": "Ex", "edit_type": "promoter_retarget", "target_tf": "RORB", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 1.4901161193847656e-08, "adv_std": 0.9999979734420776, "adv_min": -0.4999989867210388, "adv_max": 1.4999970197677612, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.25, "comp_kd_mean": 0.0, "comp_total_mean": 0.25, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
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| 17 |
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{"rl_step": 80, "loss": -2.2351741790771484e-08, "mean_return": 0.6405661702156067, "max_return": 1.6301993131637573, "mean_motif_chained": 0.6405661744517475, "gnorm": 6.293703336268663e-10, "elapsed_s": 630.1561079025269, "cell_type": "In", "edit_type": "promoter_retarget", "target_tf": "SOX6", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 2.2351741790771484e-08, "adv_std": 0.9999986886978149, "adv_min": -0.8081070780754089, "adv_max": 1.248473048210144, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.6405661744517475, "comp_kd_mean": 0.0, "comp_total_mean": 0.6405661744517475, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
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| 18 |
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{"rl_step": 85, "loss": 1.4901161193847656e-08, "mean_return": 0.24014900624752045, "max_return": 0.9605960249900818, "mean_motif_chained": 0.2401490025, "gnorm": 7.8580342233181e-10, "elapsed_s": 669.5089073181152, "cell_type": "OPC", "edit_type": "activity_boost", "target_tf": "OLIG2", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": -1.4901161193847656e-08, "adv_std": 0.9999978542327881, "adv_min": -0.49999895691871643, "adv_max": 1.4999967813491821, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.2401490025, "comp_kd_mean": 0.0, "comp_total_mean": 0.2401490025, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
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{"rl_step": 90, "loss": -2.9802322387695312e-08, "mean_return": 1.3450565338134766, "max_return": 1.9971463680267334, "mean_motif_chained": 1.34505654127285, "gnorm": 2.764863893389702e-10, "elapsed_s": 708.752699136734, "cell_type": "End", "edit_type": "promoter_retarget", "target_tf": "SOX17", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 2.9802322387695312e-08, "adv_std": 0.9999980926513672, "adv_min": -1.2179187536239624, "adv_max": 1.2311981916427612, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 1.34505654127285, "comp_kd_mean": 0.0, "comp_total_mean": 1.34505654127285, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
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| 20 |
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{"rl_step": 95, "loss": -1.4901161193847656e-08, "mean_return": 0.24502499401569366, "max_return": 0.9800999760627747, "mean_motif_chained": 0.245025, "gnorm": 1.1423253454267979e-09, "elapsed_s": 748.0803773403168, "cell_type": "In", "edit_type": "activity_boost", "target_tf": "LHX6", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 1.4901161193847656e-08, "adv_std": 0.9999979138374329, "adv_min": -0.49999895691871643, "adv_max": 1.4999969005584717, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.245025, "comp_kd_mean": 0.0, "comp_total_mean": 0.245025, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
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| 46 |
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| 61 |
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| 63 |
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| 64 |
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| 66 |
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| 67 |
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| 68 |
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| 69 |
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| 70 |
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| 71 |
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| 72 |
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| 73 |
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| 74 |
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| 75 |
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| 76 |
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| 77 |
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| 78 |
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| 79 |
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| 80 |
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| 81 |
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| 82 |
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| 83 |
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| 84 |
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| 85 |
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| 86 |
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| 87 |
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| 88 |
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| 89 |
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|
| 90 |
+
{"rl_step": 445, "loss": 1.4901161193847656e-08, "mean_return": 0.2475000023841858, "max_return": 0.9900000095367432, "mean_motif_chained": 0.2475, "gnorm": 8.985807653516531e-10, "elapsed_s": 6014.534093141556, "cell_type": "OPC", "edit_type": "cell_type_transfer", "target_tf": "LHX6", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": -1.4901161193847656e-08, "adv_std": 0.9999979734420776, "adv_min": -0.4999989867210388, "adv_max": 1.4999969005584717, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.2475, "comp_kd_mean": 0.0, "comp_total_mean": 0.2475, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
|
| 91 |
+
{"rl_step": 450, "loss": 0.0, "mean_return": 0.0, "max_return": 0.0, "mean_motif_chained": 0.0, "gnorm": 0.0, "elapsed_s": 6053.507313013077, "cell_type": "Ast", "edit_type": "cell_type_transfer", "target_tf": "FLI1", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 0.0, "adv_std": 0.0, "adv_min": 0.0, "adv_max": 0.0, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.0, "comp_kd_mean": 0.0, "comp_total_mean": 0.0, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
|
| 92 |
+
{"rl_step": 455, "loss": 0.0, "mean_return": 0.0, "max_return": 0.0, "mean_motif_chained": 0.0, "gnorm": 0.0, "elapsed_s": 6092.6865820884705, "cell_type": "Ast", "edit_type": "promoter_retarget", "target_tf": "SOX9", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 0.0, "adv_std": 0.0, "adv_min": 0.0, "adv_max": 0.0, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.0, "comp_kd_mean": 0.0, "comp_total_mean": 0.0, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
|
| 93 |
+
{"rl_step": 460, "loss": 0.0, "mean_return": 0.23774750530719757, "max_return": 0.9509900212287903, "mean_motif_chained": 0.23774751247499998, "gnorm": 3.092281986027956e-10, "elapsed_s": 6131.712481975555, "cell_type": "Oli", "edit_type": "promoter_retarget", "target_tf": "NKX2-2", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 0.0, "adv_std": 0.9999978542327881, "adv_min": -0.49999892711639404, "adv_max": 1.4999967813491821, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.23774751247499998, "comp_kd_mean": 0.0, "comp_total_mean": 0.23774751247499998, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
|
| 94 |
+
{"rl_step": 465, "loss": 0.0, "mean_return": 0.0, "max_return": 0.0, "mean_motif_chained": 0.0, "gnorm": 0.0, "elapsed_s": 6170.88449716568, "cell_type": "Ex", "edit_type": "promoter_retarget", "target_tf": "RORB", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 0.0, "adv_std": 0.0, "adv_min": 0.0, "adv_max": 0.0, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.0, "comp_kd_mean": 0.0, "comp_total_mean": 0.0, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
|
| 95 |
+
{"rl_step": 470, "loss": -1.4901161193847656e-08, "mean_return": 0.16980232298374176, "max_return": 0.679209291934967, "mean_motif_chained": 0.169802325, "gnorm": 8.149072527885437e-10, "elapsed_s": 6209.855866909027, "cell_type": "In", "edit_type": "cell_type_transfer", "target_tf": "NFIA", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 1.4901161193847656e-08, "adv_std": 0.9999970197677612, "adv_min": -0.4999985098838806, "adv_max": 1.4999955892562866, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.169802325, "comp_kd_mean": 0.0, "comp_total_mean": 0.169802325, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
|
| 96 |
+
{"rl_step": 475, "loss": 1.4901161193847656e-08, "mean_return": 0.3379066288471222, "max_return": 0.679209291934967, "mean_motif_chained": 0.33790662675, "gnorm": 3.6197889130562544e-10, "elapsed_s": 6249.1100471019745, "cell_type": "Oli", "edit_type": "promoter_retarget", "target_tf": "SOX10", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": -1.4901161193847656e-08, "adv_std": 0.9999973773956299, "adv_min": -0.866001307964325, "adv_max": 0.8747047781944275, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.33790662675, "comp_kd_mean": 0.0, "comp_total_mean": 0.33790662675, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
|
| 97 |
+
{"rl_step": 480, "loss": 0.0, "mean_return": 0.0, "max_return": 0.0, "mean_motif_chained": 0.0, "gnorm": 0.0, "elapsed_s": 6288.040899753571, "cell_type": "Ex", "edit_type": "activity_boost", "target_tf": "NEUROD2", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 0.0, "adv_std": 0.0, "adv_min": 0.0, "adv_max": 0.0, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.0, "comp_kd_mean": 0.0, "comp_total_mean": 0.0, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
|
| 98 |
+
{"rl_step": 485, "loss": 0.0, "mean_return": 0.0, "max_return": 0.0, "mean_motif_chained": 0.0, "gnorm": 0.0, "elapsed_s": 6327.202594041824, "cell_type": "In", "edit_type": "cell_type_transfer", "target_tf": "KLF2", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 0.0, "adv_std": 0.0, "adv_min": 0.0, "adv_max": 0.0, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.0, "comp_kd_mean": 0.0, "comp_total_mean": 0.0, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
|
| 99 |
+
{"rl_step": 490, "loss": 0.0, "mean_return": 0.0, "max_return": 0.0, "mean_motif_chained": 0.0, "gnorm": 0.0, "elapsed_s": 6366.2126450538635, "cell_type": "In", "edit_type": "activity_boost", "target_tf": "DLX1", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 0.0, "adv_std": 0.0, "adv_min": 0.0, "adv_max": 0.0, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.0, "comp_kd_mean": 0.0, "comp_total_mean": 0.0, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
|
| 100 |
+
{"rl_step": 495, "loss": 1.4901161193847656e-08, "mean_return": 0.1732500046491623, "max_return": 0.6930000185966492, "mean_motif_chained": 0.17325, "gnorm": 1.076841726899147e-09, "elapsed_s": 6405.38703083992, "cell_type": "Ex", "edit_type": "activity_boost", "target_tf": "RORB", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": -1.4901161193847656e-08, "adv_std": 0.9999970197677612, "adv_min": -0.499998539686203, "adv_max": 1.4999955892562866, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.17325, "comp_kd_mean": 0.0, "comp_total_mean": 0.17325, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
|
| 101 |
+
{"rl_step": 500, "loss": 0.0, "mean_return": 0.19211919605731964, "max_return": 0.7684767842292786, "mean_motif_chained": 0.192119202, "gnorm": 4.602043190971017e-10, "elapsed_s": 6444.352779388428, "cell_type": "Mic", "edit_type": "activity_boost", "target_tf": "IRF8", "kd_active": false, "kd_tf": "", "kd_score_mean": 0.0, "ratio_mean": 1.0, "ratio_min": 1.0, "ratio_max": 1.0, "log_ratio_mean": 0.0, "adv_mean": 0.0, "adv_std": 0.9999973773956299, "adv_min": -0.49999868869781494, "adv_max": 1.4999960660934448, "comp_oracle_mean": 0.0, "comp_motif_chained_mean": 0.192119202, "comp_kd_mean": 0.0, "comp_total_mean": 0.192119202, "_algo": "gspo", "_lora_r": 16, "_peak_lr": 1e-05, "_temperature": 1.0, "_seq_len_mean": 360.0}
|