| { |
| "layer": 16, |
| "target": "same_input", |
| "recipe": "full_corpus_sequence_pass_v1", |
| "block_scale_dtype": "fp16", |
| "batch_tokens": 262144, |
| "sequence_order_sha256": "5e0ef183802009d0483fe37a60f5acd49dd99218130e0c952f097fa473d863bf", |
| "training_sequence_count": 14657, |
| "training_passes": 0.5240171180844249, |
| "training_tokens_seen": 7864320, |
| "adaptive_schedule": { |
| "best": 0.004101365709508885, |
| "drop_after": 20, |
| "relative_worsening": 0.001, |
| "checks": 3, |
| "patience_updates": 10, |
| "bad_checks": 3, |
| "last_best": 5, |
| "early_drop": true |
| }, |
| "refinement": null, |
| "lr_decay_after": 25, |
| "lr_decay_factor": 0.25, |
| "export_only": false, |
| "training_output_export": "fixed validation/audit outputs only; full training trajectory export not performed", |
| "codebook_lr": 0.048, |
| "scale_lr": 0.032, |
| "quantized_movement": { |
| "codebook_changed": 0, |
| "codebook_values": 1359872, |
| "scales_changed": 48733498, |
| "scale_values": 48955392 |
| }, |
| "initial_validation": { |
| "target_rel": 0.004312830133914392, |
| "reference_rel": 0.0124293411154448, |
| "boundary_rel": 0.0866977327475872, |
| "bulk_rel": 0.004306373908448661, |
| "boundary_rows": 24, |
| "windows": [ |
| { |
| "first_row": 8192, |
| "rows": 1024, |
| "reference_sse": 109.70895385742188, |
| "reference_energy": 833773.875 |
| }, |
| { |
| "first_row": 9216, |
| "rows": 1024, |
| "reference_sse": 74.70093536376953, |
| "reference_energy": 404147.78125 |
| }, |
| { |
| "first_row": 20480, |
| "rows": 1024, |
| "reference_sse": 80.70475769042969, |
| "reference_energy": 830239.875 |
| }, |
| { |
| "first_row": 21504, |
| "rows": 1024, |
| "reference_sse": 82.34074401855469, |
| "reference_energy": 366951.4375 |
| }, |
| { |
| "first_row": 32768, |
| "rows": 1024, |
| "reference_sse": 90.87347412109375, |
| "reference_energy": 831653.9375 |
| }, |
| { |
| "first_row": 33792, |
| "rows": 1024, |
| "reference_sse": 102.24400329589844, |
| "reference_energy": 370655.5625 |
| }, |
| { |
| "first_row": 45056, |
| "rows": 1024, |
| "reference_sse": 91.02272033691406, |
| "reference_energy": 841013.0 |
| }, |
| { |
| "first_row": 46080, |
| "rows": 1024, |
| "reference_sse": 124.834228515625, |
| "reference_energy": 815440.375 |
| }, |
| { |
| "first_row": 57344, |
| "rows": 1024, |
| "reference_sse": 137.20108032226562, |
| "reference_energy": 839627.9375 |
| }, |
| { |
| "first_row": 58368, |
| "rows": 1024, |
| "reference_sse": 76.3934326171875, |
| "reference_energy": 842679.375 |
| }, |
| { |
| "first_row": 69632, |
| "rows": 1024, |
| "reference_sse": 95.2065200805664, |
| "reference_energy": 821235.4375 |
| }, |
| { |
| "first_row": 70656, |
| "rows": 1024, |
| "reference_sse": 87.90850067138672, |
| "reference_energy": 402306.03125 |
| }, |
| { |
| "first_row": 81920, |
| "rows": 1024, |
| "reference_sse": 91.58096313476562, |
| "reference_energy": 822688.75 |
| }, |
| { |
| "first_row": 82944, |
| "rows": 1024, |
| "reference_sse": 100.51765441894531, |
| "reference_energy": 399803.6875 |
| }, |
| { |
| "first_row": 94208, |
| "rows": 1024, |
| "reference_sse": 136.05613708496094, |
| "reference_energy": 822497.875 |
| }, |
| { |
| "first_row": 95232, |
| "rows": 1024, |
| "reference_sse": 164.42474365234375, |
| "reference_energy": 407978.5 |
| } |
| ] |
| }, |
| "final_validation": { |
| "target_rel": 0.004101365709508885, |
| "reference_rel": 0.012358429863239363, |
| "boundary_rel": 0.0845825288851992, |
| "bulk_rel": 0.004094902819067128, |
| "boundary_rows": 24, |
| "windows": [ |
| { |
| "first_row": 8192, |
| "rows": 1024, |
| "reference_sse": 108.45175170898438, |
| "reference_energy": 833773.875 |
| }, |
| { |
| "first_row": 9216, |
| "rows": 1024, |
| "reference_sse": 74.10397338867188, |
| "reference_energy": 404147.78125 |
| }, |
| { |
| "first_row": 20480, |
| "rows": 1024, |
| "reference_sse": 79.19939422607422, |
| "reference_energy": 830239.875 |
| }, |
| { |
| "first_row": 21504, |
| "rows": 1024, |
| "reference_sse": 81.28684997558594, |
| "reference_energy": 366951.4375 |
| }, |
| { |
| "first_row": 32768, |
| "rows": 1024, |
| "reference_sse": 90.3306884765625, |
| "reference_energy": 831653.9375 |
| }, |
| { |
| "first_row": 33792, |
| "rows": 1024, |
| "reference_sse": 101.43246459960938, |
| "reference_energy": 370655.5625 |
| }, |
| { |
| "first_row": 45056, |
| "rows": 1024, |
| "reference_sse": 89.44915771484375, |
| "reference_energy": 841013.0 |
| }, |
| { |
| "first_row": 46080, |
| "rows": 1024, |
| "reference_sse": 124.42677307128906, |
| "reference_energy": 815440.375 |
| }, |
| { |
| "first_row": 57344, |
| "rows": 1024, |
| "reference_sse": 135.75778198242188, |
| "reference_energy": 839627.9375 |
| }, |
| { |
| "first_row": 58368, |
| "rows": 1024, |
| "reference_sse": 75.20976257324219, |
| "reference_energy": 842679.375 |
| }, |
| { |
| "first_row": 69632, |
| "rows": 1024, |
| "reference_sse": 93.64247131347656, |
| "reference_energy": 821235.4375 |
| }, |
| { |
| "first_row": 70656, |
| "rows": 1024, |
| "reference_sse": 86.43704223632812, |
| "reference_energy": 402306.03125 |
| }, |
| { |
| "first_row": 81920, |
| "rows": 1024, |
| "reference_sse": 90.456787109375, |
| "reference_energy": 822688.75 |
| }, |
| { |
| "first_row": 82944, |
| "rows": 1024, |
| "reference_sse": 99.3521728515625, |
| "reference_energy": 399803.6875 |
| }, |
| { |
| "first_row": 94208, |
| "rows": 1024, |
| "reference_sse": 135.04473876953125, |
| "reference_energy": 822497.875 |
| }, |
| { |
| "first_row": 95232, |
| "rows": 1024, |
| "reference_sse": 162.41246032714844, |
| "reference_energy": 407978.5 |
| } |
| ] |
| }, |
| "initial_reasoning_validation": null, |
| "final_reasoning_validation": null, |
| "validation_distribution": "reasoning only", |
| "serialized_validation": { |
| "target_rel": 0.004101365709508885, |
| "reference_rel": 0.012358429863239363 |
| }, |
| "development_audit": { |
| "target_rel": 0.0060937046648625835, |
| "reference_rel": 0.019080420843385917, |
| "boundary_rel": 0.1208664018662727, |
| "bulk_rel": 0.0060886062234531335, |
| "boundary_rows": 10, |
| "windows": [ |
| { |
| "first_row": 10240, |
| "rows": 1024, |
| "reference_sse": 351.2093505859375, |
| "reference_energy": 799558.25 |
| }, |
| { |
| "first_row": 11264, |
| "rows": 1024, |
| "reference_sse": 275.8849792480469, |
| "reference_energy": 833834.5 |
| }, |
| { |
| "first_row": 22528, |
| "rows": 1024, |
| "reference_sse": 330.35797119140625, |
| "reference_energy": 405128.8125 |
| }, |
| { |
| "first_row": 23552, |
| "rows": 1024, |
| "reference_sse": 230.50341796875, |
| "reference_energy": 398648.21875 |
| }, |
| { |
| "first_row": 34816, |
| "rows": 1024, |
| "reference_sse": 260.7713928222656, |
| "reference_energy": 828490.0625 |
| }, |
| { |
| "first_row": 35840, |
| "rows": 1024, |
| "reference_sse": 225.38717651367188, |
| "reference_energy": 834319.875 |
| }, |
| { |
| "first_row": 47104, |
| "rows": 1024, |
| "reference_sse": 223.26947021484375, |
| "reference_energy": 380186.375 |
| }, |
| { |
| "first_row": 48128, |
| "rows": 1024, |
| "reference_sse": 203.45504760742188, |
| "reference_energy": 401168.71875 |
| }, |
| { |
| "first_row": 59392, |
| "rows": 1024, |
| "reference_sse": 244.65362548828125, |
| "reference_energy": 807945.5 |
| }, |
| { |
| "first_row": 60416, |
| "rows": 1024, |
| "reference_sse": 199.71282958984375, |
| "reference_energy": 816124.0625 |
| }, |
| { |
| "first_row": 71680, |
| "rows": 1024, |
| "reference_sse": 215.0964813232422, |
| "reference_energy": 825268.6875 |
| }, |
| { |
| "first_row": 72704, |
| "rows": 1024, |
| "reference_sse": 194.43630981445312, |
| "reference_energy": 833096.25 |
| }, |
| { |
| "first_row": 83968, |
| "rows": 1024, |
| "reference_sse": 222.4454345703125, |
| "reference_energy": 823285.9375 |
| }, |
| { |
| "first_row": 84992, |
| "rows": 1024, |
| "reference_sse": 262.431640625, |
| "reference_energy": 388802.125 |
| }, |
| { |
| "first_row": 96256, |
| "rows": 1024, |
| "reference_sse": 208.48577880859375, |
| "reference_energy": 396545.9375 |
| }, |
| { |
| "first_row": 97280, |
| "rows": 1024, |
| "reference_sse": 213.8697509765625, |
| "reference_energy": 835585.9375 |
| } |
| ] |
| }, |
| "initial_development_audit": { |
| "target_rel": 0.0062904611388534095, |
| "reference_rel": 0.019197126463551144, |
| "boundary_rel": 0.12471609276894911, |
| "bulk_rel": 0.006285202604186519, |
| "boundary_rows": 10, |
| "windows": [ |
| { |
| "first_row": 10240, |
| "rows": 1024, |
| "reference_sse": 353.823486328125, |
| "reference_energy": 799558.25 |
| }, |
| { |
| "first_row": 11264, |
| "rows": 1024, |
| "reference_sse": 278.6612548828125, |
| "reference_energy": 833834.5 |
| }, |
| { |
| "first_row": 22528, |
| "rows": 1024, |
| "reference_sse": 333.88909912109375, |
| "reference_energy": 405128.8125 |
| }, |
| { |
| "first_row": 23552, |
| "rows": 1024, |
| "reference_sse": 233.82662963867188, |
| "reference_energy": 398648.21875 |
| }, |
| { |
| "first_row": 34816, |
| "rows": 1024, |
| "reference_sse": 263.35552978515625, |
| "reference_energy": 828490.0625 |
| }, |
| { |
| "first_row": 35840, |
| "rows": 1024, |
| "reference_sse": 227.351318359375, |
| "reference_energy": 834319.875 |
| }, |
| { |
| "first_row": 47104, |
| "rows": 1024, |
| "reference_sse": 226.82522583007812, |
| "reference_energy": 380186.375 |
| }, |
| { |
| "first_row": 48128, |
| "rows": 1024, |
| "reference_sse": 206.85894775390625, |
| "reference_energy": 401168.71875 |
| }, |
| { |
| "first_row": 59392, |
| "rows": 1024, |
| "reference_sse": 247.02291870117188, |
| "reference_energy": 807945.5 |
| }, |
| { |
| "first_row": 60416, |
| "rows": 1024, |
| "reference_sse": 201.81112670898438, |
| "reference_energy": 816124.0625 |
| }, |
| { |
| "first_row": 71680, |
| "rows": 1024, |
| "reference_sse": 219.43948364257812, |
| "reference_energy": 825268.6875 |
| }, |
| { |
| "first_row": 72704, |
| "rows": 1024, |
| "reference_sse": 195.9171600341797, |
| "reference_energy": 833096.25 |
| }, |
| { |
| "first_row": 83968, |
| "rows": 1024, |
| "reference_sse": 225.7914276123047, |
| "reference_energy": 823285.9375 |
| }, |
| { |
| "first_row": 84992, |
| "rows": 1024, |
| "reference_sse": 266.2723388671875, |
| "reference_energy": 388802.125 |
| }, |
| { |
| "first_row": 96256, |
| "rows": 1024, |
| "reference_sse": 211.28375244140625, |
| "reference_energy": 396545.9375 |
| }, |
| { |
| "first_row": 97280, |
| "rows": 1024, |
| "reference_sse": 217.22901916503906, |
| "reference_energy": 835585.9375 |
| } |
| ] |
| }, |
| "best_step": 5, |
| "steps_run": 30, |
| "history": [ |
| { |
| "step": 5, |
| "validation": { |
| "target_rel": 0.004101365709508885, |
| "reference_rel": 0.012358429863239363, |
| "boundary_rel": 0.0845825288851992, |
| "bulk_rel": 0.004094902819067128, |
| "boundary_rows": 24 |
| }, |
| "reasoning_validation": null, |
| "training_probe_rel": 0.4579994575363157, |
| "batch_loss": 0.20938605070114136, |
| "best_step": 5, |
| "overfit_checks": 0, |
| "seconds": 52.11638784408569, |
| "adaptive_schedule": { |
| "best": 0.004101365709508885, |
| "drop_after": 25, |
| "relative_worsening": 0.001, |
| "checks": 3, |
| "patience_updates": 10, |
| "bad_checks": 0, |
| "last_best": 5, |
| "early_drop": false |
| }, |
| "adaptive_stop": false, |
| "quantized_movement": { |
| "codebook_changed": 0, |
| "codebook_values": 1359872, |
| "scales_changed": 48733498, |
| "scale_values": 48955392 |
| } |
| }, |
| { |
| "step": 10, |
| "validation": { |
| "target_rel": 0.004303861889341927, |
| "reference_rel": 0.012418637511646688, |
| "boundary_rel": 0.08699369444106524, |
| "bulk_rel": 0.004297347743661024, |
| "boundary_rows": 24 |
| }, |
| "reasoning_validation": null, |
| "training_probe_rel": 0.47151187172208614, |
| "batch_loss": 0.21316469833254814, |
| "best_step": 5, |
| "overfit_checks": 0, |
| "seconds": 116.97970008850098, |
| "adaptive_schedule": { |
| "best": 0.004101365709508885, |
| "drop_after": 25, |
| "relative_worsening": 0.001, |
| "checks": 3, |
| "patience_updates": 10, |
| "bad_checks": 1, |
| "last_best": 5, |
| "early_drop": false |
| }, |
| "adaptive_stop": false, |
| "quantized_movement": { |
| "codebook_changed": 32904, |
| "codebook_values": 1359872, |
| "scales_changed": 48765228, |
| "scale_values": 48955392 |
| } |
| }, |
| { |
| "step": 15, |
| "validation": { |
| "target_rel": 0.004331628432569988, |
| "reference_rel": 0.012430842634048086, |
| "boundary_rel": 0.08767197261035313, |
| "bulk_rel": 0.004325054668624224, |
| "boundary_rows": 24 |
| }, |
| "reasoning_validation": null, |
| "training_probe_rel": 0.47305746972513324, |
| "batch_loss": 0.2119937352836132, |
| "best_step": 5, |
| "overfit_checks": 0, |
| "seconds": 163.22229027748108, |
| "adaptive_schedule": { |
| "best": 0.004101365709508885, |
| "drop_after": 25, |
| "relative_worsening": 0.001, |
| "checks": 3, |
| "patience_updates": 10, |
| "bad_checks": 2, |
| "last_best": 5, |
| "early_drop": false |
| }, |
| "adaptive_stop": false, |
| "quantized_movement": { |
| "codebook_changed": 32949, |
| "codebook_values": 1359872, |
| "scales_changed": 48789539, |
| "scale_values": 48955392 |
| } |
| }, |
| { |
| "step": 20, |
| "validation": { |
| "target_rel": 0.0043441945894313605, |
| "reference_rel": 0.01243504888771695, |
| "boundary_rel": 0.08796940666377843, |
| "bulk_rel": 0.004337595333739298, |
| "boundary_rows": 24 |
| }, |
| "reasoning_validation": null, |
| "training_probe_rel": 0.47365638787814096, |
| "batch_loss": 0.21270494163036346, |
| "best_step": 5, |
| "overfit_checks": 0, |
| "seconds": 232.2971043586731, |
| "adaptive_schedule": { |
| "best": 0.004101365709508885, |
| "drop_after": 20, |
| "relative_worsening": 0.001, |
| "checks": 3, |
| "patience_updates": 10, |
| "bad_checks": 3, |
| "last_best": 5, |
| "early_drop": true |
| }, |
| "adaptive_stop": false, |
| "quantized_movement": { |
| "codebook_changed": 36520, |
| "codebook_values": 1359872, |
| "scales_changed": 48806517, |
| "scale_values": 48955392 |
| } |
| }, |
| { |
| "step": 25, |
| "validation": { |
| "target_rel": 0.004256532546135758, |
| "reference_rel": 0.012402829315804685, |
| "boundary_rel": 0.08676470668836317, |
| "bulk_rel": 0.004249980218780716, |
| "boundary_rows": 24 |
| }, |
| "reasoning_validation": null, |
| "training_probe_rel": 0.46534569938595405, |
| "batch_loss": 0.21369493752717972, |
| "best_step": 5, |
| "overfit_checks": 0, |
| "seconds": 281.69566798210144, |
| "adaptive_schedule": { |
| "best": 0.004101365709508885, |
| "drop_after": 20, |
| "relative_worsening": 0.001, |
| "checks": 3, |
| "patience_updates": 10, |
| "bad_checks": 3, |
| "last_best": 5, |
| "early_drop": true |
| }, |
| "adaptive_stop": false, |
| "quantized_movement": { |
| "codebook_changed": 16588, |
| "codebook_values": 1359872, |
| "scales_changed": 48808136, |
| "scale_values": 48955392 |
| } |
| }, |
| { |
| "step": 30, |
| "validation": { |
| "target_rel": 0.004287597780785752, |
| "reference_rel": 0.012415740566530201, |
| "boundary_rel": 0.08736656726931337, |
| "bulk_rel": 0.004281002415226635, |
| "boundary_rows": 24 |
| }, |
| "reasoning_validation": null, |
| "training_probe_rel": 0.467414934828306, |
| "batch_loss": 0.19926052168011665, |
| "best_step": 5, |
| "overfit_checks": 0, |
| "seconds": 350.2222332954407, |
| "adaptive_schedule": { |
| "best": 0.004101365709508885, |
| "drop_after": 20, |
| "relative_worsening": 0.001, |
| "checks": 3, |
| "patience_updates": 10, |
| "bad_checks": 3, |
| "last_best": 5, |
| "early_drop": true |
| }, |
| "adaptive_stop": true, |
| "quantized_movement": { |
| "codebook_changed": 24157, |
| "codebook_values": 1359872, |
| "scales_changed": 48809243, |
| "scale_values": 48955392 |
| } |
| } |
| ], |
| "index_reassignments": [ |
| { |
| "method": "expert_parallel_output_gradient_prefix_backtracking_v1", |
| "proposals": 332, |
| "accepted": 280, |
| "changed_groups": 138335, |
| "training_before": 85.35757446289062, |
| "training_after": 84.17408752441406, |
| "acceptance": "proposal and separate training check batches", |
| "step": 10 |
| }, |
| { |
| "method": "expert_parallel_output_gradient_prefix_backtracking_v1", |
| "proposals": 332, |
| "accepted": 266, |
| "changed_groups": 128188, |
| "training_before": 88.69874572753906, |
| "training_after": 87.60824584960938, |
| "acceptance": "proposal and separate training check batches", |
| "step": 20 |
| }, |
| { |
| "method": "expert_parallel_output_gradient_prefix_backtracking_v1", |
| "proposals": 332, |
| "accepted": 275, |
| "changed_groups": 75101, |
| "training_before": 83.35973358154297, |
| "training_after": 82.50680541992188, |
| "acceptance": "proposal and separate training check batches", |
| "step": 30 |
| } |
| ], |
| "coverage_threshold": 256, |
| "checkpoint_selection": "held-out original reference trajectory for both arms", |
| "world_size": 8, |
| "microbatch": 65536, |
| "proposal_communication": "sparse routed rows", |
| "parallelism": "expert-sharded coupled output", |
| "arithmetic": "fp4_planes4_fp16_boundaries_v1", |
| "scope": "text-only, cached prompt partitions; historical audit is development only", |
| "train_rows": 15007754, |
| "validation_rows": 16384, |
| "audit_rows": 16384, |
| "complete": true |
| } |
