| {"type": "config", "rank": 0, "world_size": 4, "micro_batch": 8, "accumulation": 2, "global_batch": 64, "seed": 42, "max_steps": 30, "workers": 8, "prefetch": 4, "first_step": 11, "last_step": 30, "model": "/mnt/data/vmo-ai-task/dungpq6/model-checkpoint/Qwen3.5-4B", "supervised_token_loss": true, "NCCL_NVLS_ENABLE": "0", "note": "CUDA stream elapsed times include stalls; nested regions overlap. Update boundary synchronization is enabled. Backward includes recomputation and communication."} |
| {"type": "update", "rank": 0, "step": 11, "wall_ms": 15453.10284756124, "cuda_stream_ms": {"batch_fetch_and_count": 49.053504943847656, "prepare_inputs": 0.893312007188797, "vision_forward": 580.8677673339844, "vggt_single": 6105.22868347168, "geometry_total": 6107.427001953125, "language_forward": 2817.7930908203125, "forward_and_loss": 9514.68310546875, "backward_and_communication": 5757.188720703125, "backward_and_engine_step": 5844.677001953125, "micro_step_total": 15387.07763671875, "deepspeed_step": 87.3523178100586, "gradient_clipping": 0.08079999685287476, "optimizer": 0.01775999926030636}, "cpu_call_ms": {"batch_fetch_and_count": 49.059072509408, "prepare_inputs": 0.4373546689748764, "vision_forward": 570.0665917247534, "vggt_single": 6105.447569862008, "geometry_total": 6106.251560151577, "language_forward": 2748.5481183975935, "forward_and_loss": 9515.054000541568, "backward_and_communication": 5755.392845720053, "backward_and_engine_step": 5844.676226377487, "micro_step_total": 15387.071741744876, "deepspeed_step": 89.11210484802723, "gradient_clipping": 0.08061341941356659, "optimizer": 0.0180024653673172}, "calls": {"batch_fetch_and_count": 1, "prepare_inputs": 2, "vision_forward": 2, "vggt_single": 16, "geometry_total": 2, "language_forward": 2, "forward_and_loss": 2, "backward_and_communication": 2, "backward_and_engine_step": 2, "micro_step_total": 2, "deepspeed_step": 1, "gradient_clipping": 1, "optimizer": 1}, "counts": {"micro_steps": 2, "samples": 16, "token_slots": 50464, "frames": 135, "vggt_single_samples": 16, "vggt_single_frames": 135, "geometry_microbatches": 2, "vggt_fallback_microbatches": 2, "valid_tokens": 44439, "supervised_tokens": 63}, "frame_histogram": {"9": 13, "7": 2, "4": 1}, "input_shapes": {"(8, 3210)": 1, "(8, 3098)": 1}, "sample_indices": [2355533, 1658617, 592889, 2416829, 1864270, 1995665, 783966, 1211660, 804348, 152209, 855744, 45004, 642006, 1042078, 1074583, 542592], "padding_fraction": 0.119392041851617} |
| {"type": "update", "rank": 0, "step": 12, "wall_ms": 15598.959848284721, "cuda_stream_ms": {"batch_fetch_and_count": 48.99967956542969, "prepare_inputs": 0.8823679983615875, "vision_forward": 560.9711303710938, "vggt_single": 6098.628112792969, "geometry_total": 6100.82568359375, "language_forward": 2751.3802490234375, "forward_and_loss": 9421.68017578125, "backward_and_communication": 6000.39111328125, "backward_and_engine_step": 6087.553955078125, "micro_step_total": 15535.35791015625, "deepspeed_step": 87.03533172607422, "gradient_clipping": 0.07705599814653397, "optimizer": 0.01865600049495697}, "cpu_call_ms": {"batch_fetch_and_count": 49.00281876325607, "prepare_inputs": 0.36185234785079956, "vision_forward": 550.2001978456974, "vggt_single": 6099.033748731017, "geometry_total": 6099.803328514099, "language_forward": 2684.2028833925724, "forward_and_loss": 9422.130165621638, "backward_and_communication": 5998.674331232905, "backward_and_engine_step": 6087.5535644590855, "micro_step_total": 15535.351810976863, "deepspeed_step": 88.72306905686855, "gradient_clipping": 0.07643550634384155, "optimizer": 0.018756836652755737}, "calls": {"batch_fetch_and_count": 1, "prepare_inputs": 2, "vision_forward": 2, "vggt_single": 16, "geometry_total": 2, "language_forward": 2, "forward_and_loss": 2, "backward_and_communication": 2, "backward_and_engine_step": 2, "micro_step_total": 2, "deepspeed_step": 1, "gradient_clipping": 1, "optimizer": 1}, "counts": {"micro_steps": 2, "samples": 16, "token_slots": 49712, "frames": 135, "vggt_single_samples": 16, "vggt_single_frames": 135, "geometry_microbatches": 2, "vggt_fallback_microbatches": 2, "valid_tokens": 44402, "supervised_tokens": 63}, "frame_histogram": {"9": 14, "5": 1, "4": 1}, "input_shapes": {"(8, 3157)": 1, "(8, 3057)": 1}, "sample_indices": [1967907, 2025503, 2182373, 1417080, 722031, 2401808, 2116680, 1019709, 686733, 369381, 1057845, 2409673, 2035480, 1677979, 774494, 713761], "padding_fraction": 0.10681525587383323} |
| {"type": "update", "rank": 0, "step": 13, "wall_ms": 15619.204685091972, "cuda_stream_ms": {"batch_fetch_and_count": 50.131553649902344, "prepare_inputs": 0.8687359988689423, "vision_forward": 566.5141296386719, "vggt_single": 6346.018196105957, "geometry_total": 6348.2421875, "language_forward": 2786.9180908203125, "forward_and_loss": 9710.234375, "backward_and_communication": 5734.30224609375, "backward_and_engine_step": 5821.34521484375, "micro_step_total": 15554.12548828125, "deepspeed_step": 86.92546844482422, "gradient_clipping": 0.06374400109052658, "optimizer": 0.014655999839305878}, "cpu_call_ms": {"batch_fetch_and_count": 50.13455078005791, "prepare_inputs": 0.332854688167572, "vision_forward": 555.5941183120012, "vggt_single": 6346.246341243386, "geometry_total": 6347.029905766249, "language_forward": 2719.0561331808567, "forward_and_loss": 9710.703181102872, "backward_and_communication": 5732.39790648222, "backward_and_engine_step": 5821.344329044223, "micro_step_total": 15554.12171408534, "deepspeed_step": 88.80716934800148, "gradient_clipping": 0.06344914436340332, "optimizer": 0.014971941709518433}, "calls": {"batch_fetch_and_count": 1, "prepare_inputs": 2, "vision_forward": 2, "vggt_single": 16, "geometry_total": 2, "language_forward": 2, "forward_and_loss": 2, "backward_and_communication": 2, "backward_and_engine_step": 2, "micro_step_total": 2, "deepspeed_step": 1, "gradient_clipping": 1, "optimizer": 1}, "counts": {"micro_steps": 2, "samples": 16, "token_slots": 50328, "frames": 137, "vggt_single_samples": 16, "vggt_single_frames": 137, "geometry_microbatches": 2, "vggt_fallback_microbatches": 2, "valid_tokens": 45093, "supervised_tokens": 63}, "frame_histogram": {"9": 14, "3": 1, "8": 1}, "input_shapes": {"(8, 3218)": 1, "(8, 3073)": 1}, "sample_indices": [39296, 981621, 2059737, 2144433, 1464480, 461833, 98658, 1762742, 1108757, 1798063, 758102, 1015789, 213544, 1036663, 77328, 1447520], "padding_fraction": 0.10401764425369575} |
| {"type": "update", "rank": 0, "step": 14, "wall_ms": 14243.48790757358, "cuda_stream_ms": {"batch_fetch_and_count": 51.56777572631836, "prepare_inputs": 0.9100480079650879, "vision_forward": 582.8893737792969, "vggt_single": 3193.9520263671875, "geometry_total": 4975.6595458984375, "language_forward": 2763.0006103515625, "forward_and_loss": 8330.143798828125, "backward_and_communication": 5734.167236328125, "backward_and_engine_step": 5821.296142578125, "micro_step_total": 14175.39697265625, "vggt_batched": 1780.474609375, "deepspeed_step": 87.00959777832031, "gradient_clipping": 0.0655680000782013, "optimizer": 0.016256000846624374}, "cpu_call_ms": {"batch_fetch_and_count": 51.80116929113865, "prepare_inputs": 0.35986490547657013, "vision_forward": 571.5025924146175, "vggt_single": 3193.9893811941147, "geometry_total": 4967.801406979561, "language_forward": 2701.5894558280706, "forward_and_loss": 8330.620074644685, "backward_and_communication": 5732.325671240687, "backward_and_engine_step": 5821.295799687505, "micro_step_total": 14175.396498292685, "vggt_batched": 1773.2808291912079, "deepspeed_step": 88.82787451148033, "gradient_clipping": 0.06509758532047272, "optimizer": 0.016586855053901672}, "calls": {"batch_fetch_and_count": 1, "prepare_inputs": 2, "vision_forward": 2, "vggt_single": 8, "geometry_total": 2, "language_forward": 2, "forward_and_loss": 2, "backward_and_communication": 2, "backward_and_engine_step": 2, "micro_step_total": 2, "vggt_batched": 1, "deepspeed_step": 1, "gradient_clipping": 1, "optimizer": 1}, "counts": {"micro_steps": 2, "samples": 16, "token_slots": 49352, "frames": 141, "vggt_single_samples": 8, "vggt_single_frames": 69, "geometry_microbatches": 2, "vggt_fallback_microbatches": 1, "vggt_batched_samples": 8, "vggt_batched_frames": 72, "vggt_batched_microbatches": 1, "valid_tokens": 46065, "supervised_tokens": 63}, "frame_histogram": {"9": 15, "6": 1}, "input_shapes": {"(8, 3137)": 1, "(8, 3032)": 1}, "sample_indices": [1940922, 1946084, 1553141, 2085879, 1198799, 1066504, 794787, 1571799, 534912, 402392, 1919294, 694796, 2213155, 2000884, 170014, 1635599], "padding_fraction": 0.06660317717620357} |
| {"type": "update", "rank": 0, "step": 15, "wall_ms": 15203.990567475557, "cuda_stream_ms": {"batch_fetch_and_count": 48.18902587890625, "prepare_inputs": 0.8627200126647949, "vision_forward": 578.2623596191406, "vggt_single": 6066.422794342041, "geometry_total": 6068.6220703125, "language_forward": 2724.328125, "forward_and_loss": 9379.5556640625, "backward_and_communication": 5645.86767578125, "backward_and_engine_step": 5732.864013671875, "micro_step_total": 15142.75, "deepspeed_step": 86.87474822998047, "gradient_clipping": 0.06255999952554703, "optimizer": 0.016063999384641647}, "cpu_call_ms": {"batch_fetch_and_count": 48.193495720624924, "prepare_inputs": 0.3902073949575424, "vision_forward": 567.7650738507509, "vggt_single": 6067.190561443567, "geometry_total": 6068.001510575414, "language_forward": 2656.8499486893415, "forward_and_loss": 9379.944978281856, "backward_and_communication": 5643.99884827435, "backward_and_engine_step": 5732.863267883658, "micro_step_total": 15142.749151214957, "deepspeed_step": 88.72749656438828, "gradient_clipping": 0.062154605984687805, "optimizer": 0.01625344157218933}, "calls": {"batch_fetch_and_count": 1, "prepare_inputs": 2, "vision_forward": 2, "vggt_single": 16, "geometry_total": 2, "language_forward": 2, "forward_and_loss": 2, "backward_and_communication": 2, "backward_and_engine_step": 2, "micro_step_total": 2, "deepspeed_step": 1, "gradient_clipping": 1, "optimizer": 1}, "counts": {"micro_steps": 2, "samples": 16, "token_slots": 49536, "frames": 130, "vggt_single_samples": 16, "vggt_single_frames": 130, "geometry_microbatches": 2, "vggt_fallback_microbatches": 2, "valid_tokens": 42775, "supervised_tokens": 64}, "frame_histogram": {"9": 14, "1": 1, "3": 1}, "input_shapes": {"(8, 3137)": 1, "(8, 3055)": 1}, "sample_indices": [1562504, 55171, 1582523, 636560, 482076, 1859224, 862862, 791842, 98626, 2292536, 146720, 1532916, 1182249, 982537, 786596, 970391], "padding_fraction": 0.1364865956072352} |
| {"type": "update", "rank": 0, "step": 16, "wall_ms": 15711.313139647245, "cuda_stream_ms": {"batch_fetch_and_count": 48.114078521728516, "prepare_inputs": 0.8640000224113464, "vision_forward": 550.1148071289062, "vggt_single": 6071.633148193359, "geometry_total": 6073.84228515625, "language_forward": 2782.9542236328125, "forward_and_loss": 9415.396484375, "backward_and_communication": 6122.98486328125, "backward_and_engine_step": 6210.580078125, "micro_step_total": 15648.44189453125, "deepspeed_step": 87.47216033935547, "gradient_clipping": 0.06307200342416763, "optimizer": 0.0163199994713068}, "cpu_call_ms": {"batch_fetch_and_count": 48.11275191605091, "prepare_inputs": 0.39072707295417786, "vision_forward": 539.3703747540712, "vggt_single": 6072.131352499127, "geometry_total": 6072.932567447424, "language_forward": 2714.3526803702116, "forward_and_loss": 9415.797628462315, "backward_and_communication": 6121.085494756699, "backward_and_engine_step": 6210.579182952642, "micro_step_total": 15648.441787809134, "deepspeed_step": 89.35337513685226, "gradient_clipping": 0.06277859210968018, "optimizer": 0.016393139958381653}, "calls": {"batch_fetch_and_count": 1, "prepare_inputs": 2, "vision_forward": 2, "vggt_single": 16, "geometry_total": 2, "language_forward": 2, "forward_and_loss": 2, "backward_and_communication": 2, "backward_and_engine_step": 2, "micro_step_total": 2, "deepspeed_step": 1, "gradient_clipping": 1, "optimizer": 1}, "counts": {"micro_steps": 2, "samples": 16, "token_slots": 50632, "frames": 133, "vggt_single_samples": 16, "vggt_single_frames": 133, "geometry_microbatches": 2, "vggt_fallback_microbatches": 2, "valid_tokens": 43810, "supervised_tokens": 64}, "frame_histogram": {"9": 14, "1": 1, "6": 1}, "input_shapes": {"(8, 3237)": 1, "(8, 3092)": 1}, "sample_indices": [2276077, 1168330, 740076, 802720, 1930286, 365568, 1039773, 1357634, 515856, 438751, 1663199, 780985, 1940151, 827304, 1303164, 223651], "padding_fraction": 0.13473692526465475} |
| {"type": "update", "rank": 0, "step": 17, "wall_ms": 15586.115203797817, "cuda_stream_ms": {"batch_fetch_and_count": 50.212833404541016, "prepare_inputs": 0.9049279987812042, "vision_forward": 579.7288513183594, "vggt_single": 6359.117370605469, "geometry_total": 6361.329345703125, "language_forward": 2747.4541015625, "forward_and_loss": 9697.087890625, "backward_and_communication": 5714.3125, "backward_and_engine_step": 5801.449951171875, "micro_step_total": 15520.78125, "deepspeed_step": 87.01411437988281, "gradient_clipping": 0.06172800064086914, "optimizer": 0.01532800029963255}, "cpu_call_ms": {"batch_fetch_and_count": 50.215158611536026, "prepare_inputs": 0.36247819662094116, "vision_forward": 568.6486382037401, "vggt_single": 6359.0158354490995, "geometry_total": 6359.832193702459, "language_forward": 2680.3758330643177, "forward_and_loss": 9697.550624608994, "backward_and_communication": 5712.423741817474, "backward_and_engine_step": 5801.449125632644, "micro_step_total": 15520.778220146894, "deepspeed_step": 88.88176642358303, "gradient_clipping": 0.06123073399066925, "optimizer": 0.015651807188987732}, "calls": {"batch_fetch_and_count": 1, "prepare_inputs": 2, "vision_forward": 2, "vggt_single": 16, "geometry_total": 2, "language_forward": 2, "forward_and_loss": 2, "backward_and_communication": 2, "backward_and_engine_step": 2, "micro_step_total": 2, "deepspeed_step": 1, "gradient_clipping": 1, "optimizer": 1}, "counts": {"micro_steps": 2, "samples": 16, "token_slots": 50184, "frames": 139, "vggt_single_samples": 16, "vggt_single_frames": 139, "geometry_microbatches": 2, "vggt_fallback_microbatches": 2, "valid_tokens": 45636, "supervised_tokens": 63}, "frame_histogram": {"9": 13, "8": 1, "7": 2}, "input_shapes": {"(8, 3243)": 1, "(8, 3030)": 1}, "sample_indices": [681009, 2261316, 2354816, 1404463, 1665009, 1495434, 61698, 1077612, 759223, 10662, 8565, 1531098, 1761926, 2327091, 454031, 1040883], "padding_fraction": 0.09062649450023907} |
| {"type": "update", "rank": 0, "step": 18, "wall_ms": 15498.52978438139, "cuda_stream_ms": {"batch_fetch_and_count": 48.01891326904297, "prepare_inputs": 0.8912320137023926, "vision_forward": 552.9939270019531, "vggt_single": 6089.922264099121, "geometry_total": 6092.141845703125, "language_forward": 2759.832275390625, "forward_and_loss": 9414.11572265625, "backward_and_communication": 5908.574462890625, "backward_and_engine_step": 5996.43115234375, "micro_step_total": 15434.5, "deepspeed_step": 87.72259521484375, "gradient_clipping": 0.061664000153541565, "optimizer": 0.018912000581622124}, "cpu_call_ms": {"batch_fetch_and_count": 48.01786318421364, "prepare_inputs": 0.3880355507135391, "vision_forward": 542.345067486167, "vggt_single": 6090.5120223760605, "geometry_total": 6091.295227408409, "language_forward": 2691.8564550578594, "forward_and_loss": 9414.538085460663, "backward_and_communication": 5906.710417941213, "backward_and_engine_step": 5996.4314214885235, "micro_step_total": 15434.499697759748, "deepspeed_step": 89.57385271787643, "gradient_clipping": 0.061003491282463074, "optimizer": 0.0192299485206604}, "calls": {"batch_fetch_and_count": 1, "prepare_inputs": 2, "vision_forward": 2, "vggt_single": 16, "geometry_total": 2, "language_forward": 2, "forward_and_loss": 2, "backward_and_communication": 2, "backward_and_engine_step": 2, "micro_step_total": 2, "deepspeed_step": 1, "gradient_clipping": 1, "optimizer": 1}, "counts": {"micro_steps": 2, "samples": 16, "token_slots": 49344, "frames": 133, "vggt_single_samples": 16, "vggt_single_frames": 133, "geometry_microbatches": 2, "vggt_fallback_microbatches": 2, "valid_tokens": 43912, "supervised_tokens": 62}, "frame_histogram": {"9": 14, "2": 1, "5": 1}, "input_shapes": {"(8, 3157)": 1, "(8, 3011)": 1}, "sample_indices": [96931, 1147382, 1998200, 1088577, 1720414, 2315299, 776363, 2196366, 1002963, 388414, 184050, 778844, 1732917, 1037511, 1723277, 1828836], "padding_fraction": 0.1100843060959793} |
| {"type": "update", "rank": 0, "step": 19, "wall_ms": 15285.558991134167, "cuda_stream_ms": {"batch_fetch_and_count": 49.543678283691406, "prepare_inputs": 0.8861119747161865, "vision_forward": 564.2081604003906, "vggt_single": 6160.066864013672, "geometry_total": 6162.2841796875, "language_forward": 2693.1617431640625, "forward_and_loss": 9428.138671875, "backward_and_communication": 5682.88330078125, "backward_and_engine_step": 5770.216796875, "micro_step_total": 15221.10009765625, "deepspeed_step": 87.20614624023438, "gradient_clipping": 0.06547199934720993, "optimizer": 0.01724799908697605}, "cpu_call_ms": {"batch_fetch_and_count": 49.543486908078194, "prepare_inputs": 0.36530569195747375, "vision_forward": 553.4303598105907, "vggt_single": 6160.382851958275, "geometry_total": 6161.206431686878, "language_forward": 2626.8629115074873, "forward_and_loss": 9428.577495738864, "backward_and_communication": 5680.972309783101, "backward_and_engine_step": 5770.2116426080465, "micro_step_total": 15221.091523766518, "deepspeed_step": 89.09654803574085, "gradient_clipping": 0.06501562893390656, "optimizer": 0.017257407307624817}, "calls": {"batch_fetch_and_count": 1, "prepare_inputs": 2, "vision_forward": 2, "vggt_single": 16, "geometry_total": 2, "language_forward": 2, "forward_and_loss": 2, "backward_and_communication": 2, "backward_and_engine_step": 2, "micro_step_total": 2, "deepspeed_step": 1, "gradient_clipping": 1, "optimizer": 1}, "counts": {"micro_steps": 2, "samples": 16, "token_slots": 49008, "frames": 134, "vggt_single_samples": 16, "vggt_single_frames": 134, "geometry_microbatches": 2, "vggt_fallback_microbatches": 2, "valid_tokens": 44073, "supervised_tokens": 64}, "frame_histogram": {"9": 14, "1": 1, "7": 1}, "input_shapes": {"(8, 3081)": 1, "(8, 3045)": 1}, "sample_indices": [1152964, 1755103, 1114731, 1641583, 414356, 592856, 568632, 859103, 268430, 856475, 1772799, 160636, 1045648, 2142792, 2256539, 1291053], "padding_fraction": 0.10069784524975511} |
| {"type": "update", "rank": 0, "step": 20, "wall_ms": 15389.293223619461, "cuda_stream_ms": {"batch_fetch_and_count": 47.59775924682617, "prepare_inputs": 0.8651520013809204, "vision_forward": 552.0441589355469, "vggt_single": 5970.216106414795, "geometry_total": 5972.39892578125, "language_forward": 2763.9525146484375, "forward_and_loss": 9298.77880859375, "backward_and_communication": 5914.372802734375, "backward_and_engine_step": 6001.93408203125, "micro_step_total": 15324.142578125, "deepspeed_step": 87.4203872680664, "gradient_clipping": 0.07487999647855759, "optimizer": 0.020191999152302742}, "cpu_call_ms": {"batch_fetch_and_count": 47.59780690073967, "prepare_inputs": 0.3653671592473984, "vision_forward": 541.7806506156921, "vggt_single": 5970.730097964406, "geometry_total": 5971.533861011267, "language_forward": 2696.5339705348015, "forward_and_loss": 9299.183953553438, "backward_and_communication": 5912.512868642807, "backward_and_engine_step": 6001.924054697156, "micro_step_total": 15324.117742478848, "deepspeed_step": 89.2603974789381, "gradient_clipping": 0.0743325799703598, "optimizer": 0.020343810319900513}, "calls": {"batch_fetch_and_count": 1, "prepare_inputs": 2, "vision_forward": 2, "vggt_single": 16, "geometry_total": 2, "language_forward": 2, "forward_and_loss": 2, "backward_and_communication": 2, "backward_and_engine_step": 2, "micro_step_total": 2, "deepspeed_step": 1, "gradient_clipping": 1, "optimizer": 1}, "counts": {"micro_steps": 2, "samples": 16, "token_slots": 49968, "frames": 131, "vggt_single_samples": 16, "vggt_single_frames": 131, "geometry_microbatches": 2, "vggt_fallback_microbatches": 2, "valid_tokens": 43173, "supervised_tokens": 63}, "frame_histogram": {"9": 13, "8": 1, "5": 1, "1": 1}, "input_shapes": {"(8, 3224)": 1, "(8, 3022)": 1}, "sample_indices": [2138995, 1105955, 1291082, 108848, 1166741, 1174726, 762368, 901900, 2282280, 1752023, 791458, 978154, 1529917, 1083356, 2159312, 1306352], "padding_fraction": 0.13598703170028814} |
| {"type": "update", "rank": 0, "step": 21, "wall_ms": 15231.148825958371, "cuda_stream_ms": {"batch_fetch_and_count": 49.022335052490234, "prepare_inputs": 0.8622719943523407, "vision_forward": 544.1710205078125, "vggt_single": 5870.104507446289, "geometry_total": 5872.314208984375, "language_forward": 2654.989501953125, "forward_and_loss": 9079.77880859375, "backward_and_communication": 5976.6171875, "backward_and_engine_step": 6063.818359375, "micro_step_total": 15168.82958984375, "deepspeed_step": 87.07673645019531, "gradient_clipping": 0.07321599870920181, "optimizer": 0.016063999384641647}, "cpu_call_ms": {"batch_fetch_and_count": 49.02850650250912, "prepare_inputs": 0.3780573606491089, "vision_forward": 533.8863674551249, "vggt_single": 5870.828378945589, "geometry_total": 5871.646899729967, "language_forward": 2588.752130046487, "forward_and_loss": 9080.1802854985, "backward_and_communication": 5974.6966175735, "backward_and_engine_step": 6063.807491213083, "micro_step_total": 15168.806312605739, "deepspeed_step": 88.96411396563053, "gradient_clipping": 0.07274746894836426, "optimizer": 0.01609325408935547}, "calls": {"batch_fetch_and_count": 1, "prepare_inputs": 2, "vision_forward": 2, "vggt_single": 16, "geometry_total": 2, "language_forward": 2, "forward_and_loss": 2, "backward_and_communication": 2, "backward_and_engine_step": 2, "micro_step_total": 2, "deepspeed_step": 1, "gradient_clipping": 1, "optimizer": 1}, "counts": {"micro_steps": 2, "samples": 16, "token_slots": 48616, "frames": 129, "vggt_single_samples": 16, "vggt_single_frames": 129, "geometry_microbatches": 2, "vggt_fallback_microbatches": 2, "valid_tokens": 42258, "supervised_tokens": 63}, "frame_histogram": {"9": 14, "2": 1, "1": 1}, "input_shapes": {"(8, 3049)": 1, "(8, 3028)": 1}, "sample_indices": [620629, 454141, 1292363, 1184947, 1997255, 989153, 1091653, 327426, 875920, 163940, 2143299, 1580996, 2091122, 2052255, 1059712, 75586], "padding_fraction": 0.13077999012670727} |
| {"type": "update", "rank": 0, "step": 22, "wall_ms": 15259.47529822588, "cuda_stream_ms": {"batch_fetch_and_count": 48.04723358154297, "prepare_inputs": 0.8562879860401154, "vision_forward": 550.8402099609375, "vggt_single": 6056.305305480957, "geometry_total": 6058.5185546875, "language_forward": 2747.400146484375, "forward_and_loss": 9365.216796875, "backward_and_communication": 5722.7744140625, "backward_and_engine_step": 5809.9365234375, "micro_step_total": 15198.75, "deepspeed_step": 87.032958984375, "gradient_clipping": 0.0719040036201477, "optimizer": 0.016736000776290894}, "cpu_call_ms": {"batch_fetch_and_count": 48.045530915260315, "prepare_inputs": 0.3346037119626999, "vision_forward": 540.1710160076618, "vggt_single": 6056.794371455908, "geometry_total": 6057.593859732151, "language_forward": 2679.267769679427, "forward_and_loss": 9365.662133321166, "backward_and_communication": 5720.889195799828, "backward_and_engine_step": 5809.926180168986, "micro_step_total": 15198.726324364543, "deepspeed_step": 88.89336325228214, "gradient_clipping": 0.07131509482860565, "optimizer": 0.01677684485912323}, "calls": {"batch_fetch_and_count": 1, "prepare_inputs": 2, "vision_forward": 2, "vggt_single": 16, "geometry_total": 2, "language_forward": 2, "forward_and_loss": 2, "backward_and_communication": 2, "backward_and_engine_step": 2, "micro_step_total": 2, "deepspeed_step": 1, "gradient_clipping": 1, "optimizer": 1}, "counts": {"micro_steps": 2, "samples": 16, "token_slots": 50824, "frames": 133, "vggt_single_samples": 16, "vggt_single_frames": 133, "geometry_microbatches": 2, "vggt_fallback_microbatches": 2, "valid_tokens": 43958, "supervised_tokens": 64}, "frame_histogram": {"9": 14, "1": 1, "6": 1}, "input_shapes": {"(8, 3304)": 1, "(8, 3049)": 1}, "sample_indices": [1870522, 841181, 1748774, 1613764, 70460, 234868, 182148, 399008, 1560984, 1257729, 2240249, 63767, 407312, 2136984, 1503994, 910332], "padding_fraction": 0.1350936565402172} |
| {"type": "update", "rank": 0, "step": 23, "wall_ms": 13970.943376421928, "cuda_stream_ms": {"batch_fetch_and_count": 50.92937469482422, "prepare_inputs": 0.8922560214996338, "vision_forward": 559.6815795898438, "vggt_single": 3020.612159729004, "geometry_total": 4815.2127685546875, "language_forward": 2764.5531005859375, "forward_and_loss": 8147.938720703125, "backward_and_communication": 5644.46240234375, "backward_and_engine_step": 5731.8388671875, "micro_step_total": 13904.7763671875, "vggt_batched": 1793.36669921875, "deepspeed_step": 87.24537658691406, "gradient_clipping": 0.07599999755620956, "optimizer": 0.01692800037562847}, "cpu_call_ms": {"batch_fetch_and_count": 50.93270353972912, "prepare_inputs": 0.3745313733816147, "vision_forward": 548.9318650215864, "vggt_single": 3021.024249494076, "geometry_total": 4807.651579380035, "language_forward": 2703.24344933033, "forward_and_loss": 8148.3806278556585, "backward_and_communication": 5642.596011981368, "backward_and_engine_step": 5731.8292167037725, "micro_step_total": 13904.753096401691, "vggt_batched": 1786.1426174640656, "deepspeed_step": 89.0845637768507, "gradient_clipping": 0.07571093738079071, "optimizer": 0.017426908016204834}, "calls": {"batch_fetch_and_count": 1, "prepare_inputs": 2, "vision_forward": 2, "vggt_single": 8, "geometry_total": 2, "language_forward": 2, "forward_and_loss": 2, "backward_and_communication": 2, "backward_and_engine_step": 2, "micro_step_total": 2, "vggt_batched": 1, "deepspeed_step": 1, "gradient_clipping": 1, "optimizer": 1}, "counts": {"micro_steps": 2, "samples": 16, "token_slots": 49408, "frames": 136, "vggt_single_samples": 8, "vggt_single_frames": 64, "geometry_microbatches": 2, "vggt_fallback_microbatches": 1, "vggt_batched_samples": 8, "vggt_batched_frames": 72, "vggt_batched_microbatches": 1, "valid_tokens": 44684, "supervised_tokens": 64}, "frame_histogram": {"9": 15, "1": 1}, "input_shapes": {"(8, 3152)": 1, "(8, 3024)": 1}, "sample_indices": [1739790, 319915, 473517, 2068047, 420922, 1373931, 183549, 1984022, 561996, 2080912, 1339060, 1770933, 161988, 561227, 1191813, 288601], "padding_fraction": 0.0956120466321243} |
| {"type": "update", "rank": 0, "step": 24, "wall_ms": 15359.656292945147, "cuda_stream_ms": {"batch_fetch_and_count": 48.05420684814453, "prepare_inputs": 0.8679679930210114, "vision_forward": 560.9178771972656, "vggt_single": 6088.8078689575195, "geometry_total": 6090.993408203125, "language_forward": 2752.13671875, "forward_and_loss": 9412.4033203125, "backward_and_communication": 5774.08935546875, "backward_and_engine_step": 5861.19189453125, "micro_step_total": 15295.85205078125, "deepspeed_step": 86.99171447753906, "gradient_clipping": 0.08185599744319916, "optimizer": 0.02127999998629093}, "cpu_call_ms": {"batch_fetch_and_count": 48.23652282357216, "prepare_inputs": 0.3515947610139847, "vision_forward": 550.1626841723919, "vggt_single": 6089.132292196155, "geometry_total": 6089.8908246308565, "language_forward": 2684.5458038151264, "forward_and_loss": 9412.844328209758, "backward_and_communication": 5772.287763655186, "backward_and_engine_step": 5861.182082444429, "micro_step_total": 15295.826064422727, "deepspeed_step": 88.75705488026142, "gradient_clipping": 0.08107349276542664, "optimizer": 0.02156570553779602}, "calls": {"batch_fetch_and_count": 1, "prepare_inputs": 2, "vision_forward": 2, "vggt_single": 16, "geometry_total": 2, "language_forward": 2, "forward_and_loss": 2, "backward_and_communication": 2, "backward_and_engine_step": 2, "micro_step_total": 2, "deepspeed_step": 1, "gradient_clipping": 1, "optimizer": 1}, "counts": {"micro_steps": 2, "samples": 16, "token_slots": 49512, "frames": 134, "vggt_single_samples": 16, "vggt_single_frames": 134, "geometry_microbatches": 2, "vggt_fallback_microbatches": 2, "valid_tokens": 44015, "supervised_tokens": 64}, "frame_histogram": {"9": 13, "7": 2, "3": 1}, "input_shapes": {"(8, 3157)": 1, "(8, 3032)": 1}, "sample_indices": [1985170, 776064, 965479, 161217, 1881632, 1023639, 1830232, 2223743, 2280298, 1160290, 854485, 1335751, 983587, 558997, 101466, 523455], "padding_fraction": 0.1110235902407497} |
| {"type": "update", "rank": 0, "step": 25, "wall_ms": 15311.815129593015, "cuda_stream_ms": {"batch_fetch_and_count": 48.174720764160156, "prepare_inputs": 0.8596479892730713, "vision_forward": 547.7140197753906, "vggt_single": 5976.999073028564, "geometry_total": 5979.200927734375, "language_forward": 2756.7884521484375, "forward_and_loss": 9292.1279296875, "backward_and_communication": 5846.879638671875, "backward_and_engine_step": 5934.44921875, "micro_step_total": 15249.97998046875, "deepspeed_step": 87.45629119873047, "gradient_clipping": 0.06339199841022491, "optimizer": 0.02175999991595745}, "cpu_call_ms": {"batch_fetch_and_count": 48.17651957273483, "prepare_inputs": 0.3921184688806534, "vision_forward": 537.3137556016445, "vggt_single": 5977.659221738577, "geometry_total": 5978.4137438982725, "language_forward": 2688.67314979434, "forward_and_loss": 9292.517943307757, "backward_and_communication": 5845.100712031126, "backward_and_engine_step": 5934.440420940518, "micro_step_total": 15249.958589673042, "deepspeed_step": 89.20400962233543, "gradient_clipping": 0.06327591836452484, "optimizer": 0.022020190954208374}, "calls": {"batch_fetch_and_count": 1, "prepare_inputs": 2, "vision_forward": 2, "vggt_single": 16, "geometry_total": 2, "language_forward": 2, "forward_and_loss": 2, "backward_and_communication": 2, "backward_and_engine_step": 2, "micro_step_total": 2, "deepspeed_step": 1, "gradient_clipping": 1, "optimizer": 1}, "counts": {"micro_steps": 2, "samples": 16, "token_slots": 50064, "frames": 131, "vggt_single_samples": 16, "vggt_single_frames": 131, "geometry_microbatches": 2, "vggt_fallback_microbatches": 2, "valid_tokens": 43285, "supervised_tokens": 63}, "frame_histogram": {"9": 14, "1": 1, "4": 1}, "input_shapes": {"(8, 3207)": 1, "(8, 3051)": 1}, "sample_indices": [1260446, 1910110, 390902, 794622, 1761993, 87136, 963990, 1409863, 2348721, 213491, 587814, 1999147, 720518, 1685258, 1255358, 1438322], "padding_fraction": 0.1354066794503036} |
| {"type": "update", "rank": 0, "step": 26, "wall_ms": 15707.962825894356, "cuda_stream_ms": {"batch_fetch_and_count": 47.19260787963867, "prepare_inputs": 0.8406720161437988, "vision_forward": 541.077392578125, "vggt_single": 5889.577247619629, "geometry_total": 5891.787841796875, "language_forward": 2744.9810791015625, "forward_and_loss": 9186.23876953125, "backward_and_communication": 6350.447021484375, "backward_and_engine_step": 6437.631103515625, "micro_step_total": 15646.82373046875, "deepspeed_step": 87.05840301513672, "gradient_clipping": 0.060575999319553375, "optimizer": 0.022495999932289124}, "cpu_call_ms": {"batch_fetch_and_count": 47.19454050064087, "prepare_inputs": 0.3544650971889496, "vision_forward": 530.8795906603336, "vggt_single": 5890.368055552244, "geometry_total": 5891.129864379764, "language_forward": 2676.787504926324, "forward_and_loss": 9186.635641381145, "backward_and_communication": 6348.560443148017, "backward_and_engine_step": 6437.620276585221, "micro_step_total": 15646.797850728035, "deepspeed_step": 88.91860768198967, "gradient_clipping": 0.060249119997024536, "optimizer": 0.02269633114337921}, "calls": {"batch_fetch_and_count": 1, "prepare_inputs": 2, "vision_forward": 2, "vggt_single": 16, "geometry_total": 2, "language_forward": 2, "forward_and_loss": 2, "backward_and_communication": 2, "backward_and_engine_step": 2, "micro_step_total": 2, "deepspeed_step": 1, "gradient_clipping": 1, "optimizer": 1}, "counts": {"micro_steps": 2, "samples": 16, "token_slots": 50488, "frames": 129, "vggt_single_samples": 16, "vggt_single_frames": 129, "geometry_microbatches": 2, "vggt_fallback_microbatches": 2, "valid_tokens": 42466, "supervised_tokens": 64}, "frame_histogram": {"9": 14, "1": 1, "2": 1}, "input_shapes": {"(8, 3239)": 1, "(8, 3072)": 1}, "sample_indices": [842027, 2004841, 282890, 606001, 1809925, 2227542, 1355938, 2277777, 662901, 579605, 618487, 1640949, 1636982, 1133608, 733042, 1883281], "padding_fraction": 0.15888924100776425} |
| {"type": "update", "rank": 0, "step": 27, "wall_ms": 15727.272653952241, "cuda_stream_ms": {"batch_fetch_and_count": 48.903839111328125, "prepare_inputs": 0.8651520013809204, "vision_forward": 553.9561462402344, "vggt_single": 6071.393295288086, "geometry_total": 6073.59912109375, "language_forward": 2779.6661376953125, "forward_and_loss": 9415.6552734375, "backward_and_communication": 6136.360107421875, "backward_and_engine_step": 6224.197509765625, "micro_step_total": 15664.9560546875, "deepspeed_step": 87.71363067626953, "gradient_clipping": 0.06681600213050842, "optimizer": 0.0225600004196167}, "cpu_call_ms": {"batch_fetch_and_count": 48.90011250972748, "prepare_inputs": 0.36706961691379547, "vision_forward": 543.3851983398199, "vggt_single": 6071.942292153835, "geometry_total": 6072.744652628899, "language_forward": 2711.164601147175, "forward_and_loss": 9416.063942015171, "backward_and_communication": 6134.518558159471, "backward_and_engine_step": 6224.187459796667, "micro_step_total": 15664.92935270071, "deepspeed_step": 89.51779641211033, "gradient_clipping": 0.06700307130813599, "optimizer": 0.023128464818000793}, "calls": {"batch_fetch_and_count": 1, "prepare_inputs": 2, "vision_forward": 2, "vggt_single": 16, "geometry_total": 2, "language_forward": 2, "forward_and_loss": 2, "backward_and_communication": 2, "backward_and_engine_step": 2, "micro_step_total": 2, "deepspeed_step": 1, "gradient_clipping": 1, "optimizer": 1}, "counts": {"micro_steps": 2, "samples": 16, "token_slots": 50600, "frames": 132, "vggt_single_samples": 16, "vggt_single_frames": 132, "geometry_microbatches": 2, "vggt_fallback_microbatches": 2, "valid_tokens": 43660, "supervised_tokens": 64}, "frame_histogram": {"9": 14, "1": 1, "5": 1}, "input_shapes": {"(8, 3257)": 1, "(8, 3068)": 1}, "sample_indices": [2396793, 2289096, 1728390, 2114538, 404413, 2386233, 109130, 781782, 914558, 730156, 1598178, 1595098, 1969970, 120088, 811809, 668884], "padding_fraction": 0.13715415019762844} |
| {"type": "update", "rank": 0, "step": 28, "wall_ms": 15571.698367595673, "cuda_stream_ms": {"batch_fetch_and_count": 51.51375961303711, "prepare_inputs": 0.9042559862136841, "vision_forward": 578.8850708007812, "vggt_batched": 1785.9954833984375, "geometry_total": 4875.9998779296875, "language_forward": 2779.6513671875, "forward_and_loss": 8243.173583984375, "backward_and_communication": 7139.425048828125, "backward_and_engine_step": 7238.979736328125, "micro_step_total": 15506.12255859375, "vggt_single": 3088.7691955566406, "deepspeed_step": 99.42134094238281, "gradient_clipping": 0.06108799949288368, "optimizer": 0.020927999168634415}, "cpu_call_ms": {"batch_fetch_and_count": 51.51333473622799, "prepare_inputs": 0.38121268153190613, "vision_forward": 567.5080046057701, "vggt_batched": 1778.9488080888987, "geometry_total": 4868.271457031369, "language_forward": 2718.542627990246, "forward_and_loss": 8243.610426783562, "backward_and_communication": 7137.5409960746765, "backward_and_engine_step": 7238.968130201101, "micro_step_total": 15506.100015714765, "vggt_single": 3088.8463594019413, "deepspeed_step": 101.26936808228493, "gradient_clipping": 0.060614198446273804, "optimizer": 0.0214502215385437}, "calls": {"batch_fetch_and_count": 1, "prepare_inputs": 2, "vision_forward": 2, "vggt_batched": 1, "geometry_total": 2, "language_forward": 2, "forward_and_loss": 2, "backward_and_communication": 2, "backward_and_engine_step": 2, "micro_step_total": 2, "vggt_single": 8, "deepspeed_step": 1, "gradient_clipping": 1, "optimizer": 1}, "counts": {"micro_steps": 2, "samples": 16, "token_slots": 50432, "frames": 141, "vggt_batched_samples": 8, "vggt_batched_frames": 72, "geometry_microbatches": 2, "vggt_batched_microbatches": 1, "vggt_single_samples": 8, "vggt_single_frames": 69, "vggt_fallback_microbatches": 1, "valid_tokens": 46195, "supervised_tokens": 64}, "frame_histogram": {"9": 15, "6": 1}, "input_shapes": {"(8, 3187)": 1, "(8, 3117)": 1}, "sample_indices": [2208848, 1789717, 1229455, 1642258, 1527456, 870517, 950945, 1612110, 1551155, 1702744, 36035, 865010, 2370552, 2110714, 1392026, 2245416], "padding_fraction": 0.08401411802030456} |
| {"type": "update", "rank": 0, "step": 29, "wall_ms": 15508.146760985255, "cuda_stream_ms": {"batch_fetch_and_count": 47.58857727050781, "prepare_inputs": 0.8529919981956482, "vision_forward": 545.7974853515625, "vggt_single": 6032.027435302734, "geometry_total": 6034.21240234375, "language_forward": 2722.797607421875, "forward_and_loss": 9311.20556640625, "backward_and_communication": 6024.603759765625, "backward_and_engine_step": 6111.78173828125, "micro_step_total": 15446.21484375, "deepspeed_step": 87.05753326416016, "gradient_clipping": 0.0607680007815361, "optimizer": 0.017055999487638474}, "cpu_call_ms": {"batch_fetch_and_count": 47.587230801582336, "prepare_inputs": 0.3480222076177597, "vision_forward": 535.2733843028545, "vggt_single": 6032.5360260903835, "geometry_total": 6033.419789746404, "language_forward": 2656.0072153806686, "forward_and_loss": 9311.627117916942, "backward_and_communication": 6022.726412862539, "backward_and_engine_step": 6111.7712035775185, "micro_step_total": 15446.191584691405, "deepspeed_step": 88.90548720955849, "gradient_clipping": 0.06047636270523071, "optimizer": 0.017123296856880188}, "calls": {"batch_fetch_and_count": 1, "prepare_inputs": 2, "vision_forward": 2, "vggt_single": 16, "geometry_total": 2, "language_forward": 2, "forward_and_loss": 2, "backward_and_communication": 2, "backward_and_engine_step": 2, "micro_step_total": 2, "deepspeed_step": 1, "gradient_clipping": 1, "optimizer": 1}, "counts": {"micro_steps": 2, "samples": 16, "token_slots": 49568, "frames": 133, "vggt_single_samples": 16, "vggt_single_frames": 133, "geometry_microbatches": 2, "vggt_fallback_microbatches": 2, "valid_tokens": 43889, "supervised_tokens": 64}, "frame_histogram": {"9": 14, "3": 1, "4": 1}, "input_shapes": {"(8, 3150)": 1, "(8, 3046)": 1}, "sample_indices": [800239, 237815, 593894, 482437, 756527, 874312, 1329603, 549175, 970231, 1672170, 1884375, 801906, 1184095, 417329, 1430203, 4618], "padding_fraction": 0.11456988379599742} |
| {"type": "update", "rank": 0, "step": 30, "wall_ms": 15703.36839556694, "cuda_stream_ms": {"batch_fetch_and_count": 49.78396987915039, "prepare_inputs": 0.9432640373706818, "vision_forward": 592.6080017089844, "vggt_single": 3062.740379333496, "geometry_total": 4842.9293212890625, "language_forward": 2828.55615234375, "forward_and_loss": 8272.791015625, "backward_and_communication": 7255.60107421875, "backward_and_engine_step": 7342.7021484375, "micro_step_total": 15638.39013671875, "vggt_batched": 1778.93701171875, "deepspeed_step": 86.97763061523438, "gradient_clipping": 0.06646399945020676, "optimizer": 0.018432000651955605}, "cpu_call_ms": {"batch_fetch_and_count": 49.78480748832226, "prepare_inputs": 0.6485916674137115, "vision_forward": 581.5503466874361, "vggt_single": 3063.1601940840483, "geometry_total": 4835.411103442311, "language_forward": 2765.5652184039354, "forward_and_loss": 8273.00595678389, "backward_and_communication": 7253.721563145518, "backward_and_engine_step": 7342.6899164915085, "micro_step_total": 15638.36513273418, "vggt_batched": 1771.730249747634, "deepspeed_step": 88.82347121834755, "gradient_clipping": 0.06656162440776825, "optimizer": 0.018620863556861877}, "calls": {"batch_fetch_and_count": 1, "prepare_inputs": 2, "vision_forward": 2, "vggt_single": 8, "geometry_total": 2, "language_forward": 2, "forward_and_loss": 2, "backward_and_communication": 2, "backward_and_engine_step": 2, "micro_step_total": 2, "vggt_batched": 1, "deepspeed_step": 1, "gradient_clipping": 1, "optimizer": 1}, "counts": {"micro_steps": 2, "samples": 16, "token_slots": 51088, "frames": 138, "vggt_single_samples": 8, "vggt_single_frames": 66, "geometry_microbatches": 2, "vggt_fallback_microbatches": 1, "vggt_batched_samples": 8, "vggt_batched_frames": 72, "vggt_batched_microbatches": 1, "valid_tokens": 45462, "supervised_tokens": 63}, "frame_histogram": {"9": 15, "3": 1}, "input_shapes": {"(8, 3283)": 1, "(8, 3103)": 1}, "sample_indices": [82549, 28734, 516754, 1301208, 123316, 1065531, 437977, 66783, 1727393, 198398, 577450, 961401, 1144362, 2008335, 2044570, 1216829], "padding_fraction": 0.11012370811149386} |
|
|
