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  1. logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/config.json +32 -0
  2. logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_0.json +0 -0
  3. logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_0.png +3 -0
  4. logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_1000.json +0 -0
  5. logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_1000.png +3 -0
  6. logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_2000.json +0 -0
  7. logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_2000.png +3 -0
  8. logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_3000.json +0 -0
  9. logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_3000.png +3 -0
  10. logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_4000.json +0 -0
  11. logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_4000.png +3 -0
  12. logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_5000.json +0 -0
  13. logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_5000.png +3 -0
  14. logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_6000.json +0 -0
  15. logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_6000.png +3 -0
  16. logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_7000.json +0 -0
  17. logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_7000.png +3 -0
  18. logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_8000.json +0 -0
  19. logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_8000.png +3 -0
  20. logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/training_log_6cafe353-f53b-4045-a7bb-bcec8137fdac.txt +0 -0
  21. logs_hessian_clean/diff_modes_new_code/mode_5_param_qkvo_seed_42/hessian_spectrum/hessian_full_batch_step_10000.json +0 -0
  22. logs_hessian_clean/diff_modes_new_code/mode_5_param_qkvo_seed_42/hessian_spectrum/hessian_full_batch_step_10000.png +3 -0
  23. logs_hessian_clean/diff_modes_new_code/mode_5_param_qkvo_seed_42/hessian_spectrum/hessian_full_batch_step_8000.json +0 -0
  24. logs_hessian_clean/diff_modes_new_code/mode_5_param_qkvo_seed_42/hessian_spectrum/hessian_full_batch_step_8000.png +3 -0
  25. logs_hessian_clean/diff_modes_new_code/mode_5_param_qkvo_seed_42/hessian_spectrum/hessian_full_batch_step_9000.json +0 -0
  26. logs_hessian_clean/diff_modes_new_code/mode_5_param_qkvo_seed_42/hessian_spectrum/hessian_full_batch_step_9000.png +3 -0
  27. logs_hessian_clean/diff_modes_new_code/mode_5_param_qkvo_seed_42/training_log_8cd96b76-d661-4993-942b-a3817c44c0dd.txt +250 -0
logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/config.json ADDED
@@ -0,0 +1,32 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "cli_args": {
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+ "unet": false,
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+ "seed": 43,
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+ "optimizer_mode": 0,
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+ "model_parameterization": "qkvo",
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+ "adam_lr": 0.02,
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+ "muon_lr": 0.05,
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+ "base_dir": "/home/aiops/zhangfz/MUON_sharpness/logs_hessian_clean/diff_modes_new_code",
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+ "analyze_hessian_spectrum": true,
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+ "hessian_analysis_interval": 1000,
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+ "hessian_lanczos_m": 20,
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+ "hessian_num_v": 5,
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+ "hessian_sigma": 0.00316,
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+ "hessian_num_batches": 5,
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+ "analyze_sharpness": false
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+ },
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+ "hyperparameters": {
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+ "train_files": "/home/aiops/zhangfz/MUON_theory/modded-nanogpt/data/fineweb10B/fineweb_train_*.bin",
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+ "val_files": "/home/aiops/zhangfz/MUON_theory/modded-nanogpt/data/fineweb10B/fineweb_val_*.bin",
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+ "val_tokens": 1966080,
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+ "train_seq_len": 12288,
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+ "val_seq_len": 65536,
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+ "num_iterations": 10000,
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+ "cooldown_frac": 0,
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+ "vocab_size": 50257,
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+ "val_loss_every": 500,
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+ "save_checkpoint": false
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+ },
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+ "run_uuid_for_log": "6cafe353-f53b-4045-a7bb-bcec8137fdac",
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+ "script_code_logged_at_start": true
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+ }
logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_0.json ADDED
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logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_1000.json ADDED
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logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_2000.json ADDED
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logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_3000.json ADDED
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logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_4000.json ADDED
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logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_5000.json ADDED
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logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_6000.json ADDED
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logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_7000.json ADDED
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logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_7000.png ADDED

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logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_8000.json ADDED
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logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/hessian_spectrum/hessian_full_batch_step_8000.png ADDED

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logs_hessian_clean/diff_modes_new_code/mode_0_param_qkvo_seed_43/training_log_6cafe353-f53b-4045-a7bb-bcec8137fdac.txt ADDED
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logs_hessian_clean/diff_modes_new_code/mode_5_param_qkvo_seed_42/hessian_spectrum/hessian_full_batch_step_10000.json ADDED
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logs_hessian_clean/diff_modes_new_code/mode_5_param_qkvo_seed_42/hessian_spectrum/hessian_full_batch_step_10000.png ADDED

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logs_hessian_clean/diff_modes_new_code/mode_5_param_qkvo_seed_42/hessian_spectrum/hessian_full_batch_step_8000.json ADDED
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logs_hessian_clean/diff_modes_new_code/mode_5_param_qkvo_seed_42/hessian_spectrum/hessian_full_batch_step_8000.png ADDED

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logs_hessian_clean/diff_modes_new_code/mode_5_param_qkvo_seed_42/hessian_spectrum/hessian_full_batch_step_9000.json ADDED
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logs_hessian_clean/diff_modes_new_code/mode_5_param_qkvo_seed_42/hessian_spectrum/hessian_full_batch_step_9000.png ADDED

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logs_hessian_clean/diff_modes_new_code/mode_5_param_qkvo_seed_42/training_log_8cd96b76-d661-4993-942b-a3817c44c0dd.txt CHANGED
@@ -3146,3 +3146,253 @@ if dist.is_initialized():
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  [2026-01-08 04:56:54] [Rank 0] PRINT: [Rank 0] [Hessian @ Step 8000] Starting MULTI-BATCH analysis...
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  [2026-01-08 04:56:54] [Rank 0] PRINT: [Hessian Spectrum @ Step 8000] Computing 5 脳 20 = 100 eigenvalue samples over 5 batches
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  [2026-01-08 04:56:54] [Rank 0] PRINT: [Hessian Spectrum @ Step 8000] Computing 5 脳 20 = 100 eigenvalue samples over 5 batches
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  [2026-01-08 04:56:54] [Rank 0] PRINT: [Rank 0] [Hessian @ Step 8000] Starting MULTI-BATCH analysis...
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  [2026-01-08 04:56:54] [Rank 0] PRINT: [Hessian Spectrum @ Step 8000] Computing 5 脳 20 = 100 eigenvalue samples over 5 batches
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  [2026-01-08 04:56:54] [Rank 0] PRINT: [Hessian Spectrum @ Step 8000] Computing 5 脳 20 = 100 eigenvalue samples over 5 batches
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+ [2026-01-08 05:20:44] [Rank 0] PRINT: [Hessian Spectrum @ Step 8000] 位_max:2.8779e+02 位_min:-7.0886e+01 位_mean:9.4542e+01 位_median:4.7732e+01 pos/neg:87/13 time:1426.4s
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+ [2026-01-08 05:20:44] [Rank 0] PRINT: [Hessian Spectrum @ Step 8000] 位_max:2.8779e+02 位_min:-7.0886e+01 位_mean:9.4542e+01 位_median:4.7732e+01 pos/neg:87/13 time:1426.4s
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+ [2026-01-08 05:20:44] [Rank 0] PRINT: [Hessian Spectrum @ Step 8000] Top-5 eigenvalues (outliers): [287.7926577845289, 277.95172280491516, 264.10843579598827, 255.194399673578, 235.41631649390857]
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+ [2026-01-08 05:20:44] [Rank 0] PRINT: [Hessian Spectrum @ Step 8000] Top-5 eigenvalues (outliers): [287.7926577845289, 277.95172280491516, 264.10843579598827, 255.194399673578, 235.41631649390857]
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+ [2026-01-08 05:21:11] [Rank 0] PRINT: [Hessian Spectrum @ Step 8000] Multi-batch analysis complete, resuming training...
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+ [2026-01-08 05:21:11] [Rank 0] PRINT: [Hessian Spectrum @ Step 8000] Multi-batch analysis complete, resuming training...
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+ [2026-01-08 05:21:11] [Rank 0] PRINT: step:8000/10000 val_loss:3.9539 train_time:616537ms step_avg:77.07ms
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+ [2026-01-08 05:21:11] [Rank 0] PRINT: step:8000/10000 val_loss:3.9539 train_time:616537ms step_avg:77.07ms
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+ [2026-01-08 05:21:11] [Rank 0] step:8001/10000 train_time:616547ms step_avg:77.06ms
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+ [2026-01-08 05:21:11] [Rank 0] step:8001/10000 train_time:616547ms step_avg:77.06ms
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+ [2026-01-08 05:21:13] [Rank 0] step:8021/10000 train_time:617839ms step_avg:77.03ms
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+ [2026-01-08 05:21:13] [Rank 0] step:8021/10000 train_time:617839ms step_avg:77.03ms
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+ [2026-01-08 05:21:15] [Rank 0] step:8041/10000 train_time:619493ms step_avg:77.04ms
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+ [2026-01-08 05:21:15] [Rank 0] step:8041/10000 train_time:619493ms step_avg:77.04ms
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+ [2026-01-08 05:21:16] [Rank 0] step:8061/10000 train_time:621128ms step_avg:77.05ms
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+ [2026-01-08 05:21:16] [Rank 0] step:8061/10000 train_time:621128ms step_avg:77.05ms
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+ [2026-01-08 05:21:18] [Rank 0] step:8081/10000 train_time:622761ms step_avg:77.06ms
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+ [2026-01-08 05:21:18] [Rank 0] step:8081/10000 train_time:622761ms step_avg:77.06ms
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+ [2026-01-08 05:21:19] [Rank 0] step:8101/10000 train_time:624416ms step_avg:77.08ms
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+ [2026-01-08 05:21:19] [Rank 0] step:8101/10000 train_time:624416ms step_avg:77.08ms
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+ [2026-01-08 05:21:21] [Rank 0] step:8121/10000 train_time:626051ms step_avg:77.09ms
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+ [2026-01-08 05:21:21] [Rank 0] step:8121/10000 train_time:626051ms step_avg:77.09ms
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+ [2026-01-08 05:21:23] [Rank 0] step:8141/10000 train_time:627696ms step_avg:77.10ms
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+ [2026-01-08 05:21:23] [Rank 0] step:8141/10000 train_time:627696ms step_avg:77.10ms
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+ [2026-01-08 05:21:25] [Rank 0] step:8161/10000 train_time:629667ms step_avg:77.16ms
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+ [2026-01-08 05:21:25] [Rank 0] step:8161/10000 train_time:629667ms step_avg:77.16ms
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+ [2026-01-08 05:21:26] [Rank 0] step:8181/10000 train_time:631347ms step_avg:77.17ms
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+ [2026-01-08 05:21:26] [Rank 0] step:8181/10000 train_time:631347ms step_avg:77.17ms
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+ [2026-01-08 05:21:28] [Rank 0] step:8201/10000 train_time:633050ms step_avg:77.19ms
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+ [2026-01-08 05:21:28] [Rank 0] step:8201/10000 train_time:633050ms step_avg:77.19ms
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+ [2026-01-08 05:21:30] [Rank 0] step:8221/10000 train_time:634732ms step_avg:77.21ms
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+ [2026-01-08 05:21:30] [Rank 0] step:8221/10000 train_time:634732ms step_avg:77.21ms
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+ [2026-01-08 05:21:31] [Rank 0] step:8241/10000 train_time:636414ms step_avg:77.23ms
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+ [2026-01-08 05:21:31] [Rank 0] step:8241/10000 train_time:636414ms step_avg:77.23ms
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+ [2026-01-08 05:21:33] [Rank 0] step:8261/10000 train_time:638087ms step_avg:77.24ms
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+ [2026-01-08 05:21:33] [Rank 0] step:8261/10000 train_time:638087ms step_avg:77.24ms
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+ [2026-01-08 05:21:35] [Rank 0] step:8281/10000 train_time:639765ms step_avg:77.26ms
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+ [2026-01-08 05:21:35] [Rank 0] step:8281/10000 train_time:639765ms step_avg:77.26ms
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+ [2026-01-08 05:21:37] [Rank 0] step:8301/10000 train_time:641432ms step_avg:77.27ms
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+ [2026-01-08 05:21:37] [Rank 0] step:8301/10000 train_time:641432ms step_avg:77.27ms
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+ [2026-01-08 05:21:38] [Rank 0] step:8321/10000 train_time:643103ms step_avg:77.29ms
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+ [2026-01-08 05:21:38] [Rank 0] step:8321/10000 train_time:643103ms step_avg:77.29ms
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+ [2026-01-08 05:21:40] [Rank 0] step:8341/10000 train_time:644766ms step_avg:77.30ms
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+ [2026-01-08 05:21:40] [Rank 0] step:8341/10000 train_time:644766ms step_avg:77.30ms
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+ [2026-01-08 05:21:42] [Rank 0] step:8361/10000 train_time:646456ms step_avg:77.32ms
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+ [2026-01-08 05:21:42] [Rank 0] step:8361/10000 train_time:646456ms step_avg:77.32ms
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+ [2026-01-08 05:21:43] [Rank 0] step:8381/10000 train_time:648130ms step_avg:77.33ms
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+ [2026-01-08 05:21:43] [Rank 0] step:8381/10000 train_time:648130ms step_avg:77.33ms
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+ [2026-01-08 05:21:45] [Rank 0] step:8401/10000 train_time:649807ms step_avg:77.35ms
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+ [2026-01-08 05:21:45] [Rank 0] step:8401/10000 train_time:649807ms step_avg:77.35ms
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+ [2026-01-08 05:21:47] [Rank 0] step:8421/10000 train_time:651465ms step_avg:77.36ms
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+ [2026-01-08 05:21:47] [Rank 0] step:8421/10000 train_time:651465ms step_avg:77.36ms
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+ [2026-01-08 05:21:48] [Rank 0] step:8441/10000 train_time:653135ms step_avg:77.38ms
3202
+ [2026-01-08 05:21:48] [Rank 0] step:8441/10000 train_time:653135ms step_avg:77.38ms
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+ [2026-01-08 05:21:50] [Rank 0] step:8461/10000 train_time:654802ms step_avg:77.39ms
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+ [2026-01-08 05:21:50] [Rank 0] step:8461/10000 train_time:654802ms step_avg:77.39ms
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+ [2026-01-08 05:21:52] [Rank 0] step:8481/10000 train_time:656486ms step_avg:77.41ms
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+ [2026-01-08 05:21:52] [Rank 0] step:8481/10000 train_time:656486ms step_avg:77.41ms
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+ [2026-01-08 05:21:53] [Rank 0] PRINT: [Validation @ Step 8500] Calculating base validation loss...
3208
+ [2026-01-08 05:21:53] [Rank 0] PRINT: [Validation @ Step 8500] Calculating base validation loss...
3209
+ [2026-01-08 05:21:54] [Rank 0] PRINT: step:8500/10000 val_loss:4.0223 train_time:658535ms step_avg:77.47ms
3210
+ [2026-01-08 05:21:54] [Rank 0] PRINT: step:8500/10000 val_loss:4.0223 train_time:658535ms step_avg:77.47ms
3211
+ [2026-01-08 05:21:54] [Rank 0] step:8501/10000 train_time:658545ms step_avg:77.47ms
3212
+ [2026-01-08 05:21:54] [Rank 0] step:8501/10000 train_time:658545ms step_avg:77.47ms
3213
+ [2026-01-08 05:21:55] [Rank 0] step:8521/10000 train_time:659862ms step_avg:77.44ms
3214
+ [2026-01-08 05:21:55] [Rank 0] step:8521/10000 train_time:659862ms step_avg:77.44ms
3215
+ [2026-01-08 05:21:57] [Rank 0] step:8541/10000 train_time:661544ms step_avg:77.46ms
3216
+ [2026-01-08 05:21:57] [Rank 0] step:8541/10000 train_time:661544ms step_avg:77.46ms
3217
+ [2026-01-08 05:21:59] [Rank 0] step:8561/10000 train_time:663222ms step_avg:77.47ms
3218
+ [2026-01-08 05:21:59] [Rank 0] step:8561/10000 train_time:663222ms step_avg:77.47ms
3219
+ [2026-01-08 05:22:00] [Rank 0] step:8581/10000 train_time:664950ms step_avg:77.49ms
3220
+ [2026-01-08 05:22:00] [Rank 0] step:8581/10000 train_time:664950ms step_avg:77.49ms
3221
+ [2026-01-08 05:22:02] [Rank 0] step:8601/10000 train_time:666614ms step_avg:77.50ms
3222
+ [2026-01-08 05:22:02] [Rank 0] step:8601/10000 train_time:666614ms step_avg:77.50ms
3223
+ [2026-01-08 05:22:04] [Rank 0] step:8621/10000 train_time:668298ms step_avg:77.52ms
3224
+ [2026-01-08 05:22:04] [Rank 0] step:8621/10000 train_time:668298ms step_avg:77.52ms
3225
+ [2026-01-08 05:22:05] [Rank 0] step:8641/10000 train_time:669967ms step_avg:77.53ms
3226
+ [2026-01-08 05:22:05] [Rank 0] step:8641/10000 train_time:669967ms step_avg:77.53ms
3227
+ [2026-01-08 05:22:07] [Rank 0] step:8661/10000 train_time:671639ms step_avg:77.55ms
3228
+ [2026-01-08 05:22:07] [Rank 0] step:8661/10000 train_time:671639ms step_avg:77.55ms
3229
+ [2026-01-08 05:22:09] [Rank 0] step:8681/10000 train_time:673316ms step_avg:77.56ms
3230
+ [2026-01-08 05:22:09] [Rank 0] step:8681/10000 train_time:673316ms step_avg:77.56ms
3231
+ [2026-01-08 05:22:11] [Rank 0] step:8701/10000 train_time:674983ms step_avg:77.58ms
3232
+ [2026-01-08 05:22:11] [Rank 0] step:8701/10000 train_time:674983ms step_avg:77.58ms
3233
+ [2026-01-08 05:22:12] [Rank 0] step:8721/10000 train_time:676660ms step_avg:77.59ms
3234
+ [2026-01-08 05:22:12] [Rank 0] step:8721/10000 train_time:676660ms step_avg:77.59ms
3235
+ [2026-01-08 05:22:14] [Rank 0] step:8741/10000 train_time:678327ms step_avg:77.60ms
3236
+ [2026-01-08 05:22:14] [Rank 0] step:8741/10000 train_time:678327ms step_avg:77.60ms
3237
+ [2026-01-08 05:22:16] [Rank 0] step:8761/10000 train_time:679996ms step_avg:77.62ms
3238
+ [2026-01-08 05:22:16] [Rank 0] step:8761/10000 train_time:679996ms step_avg:77.62ms
3239
+ [2026-01-08 05:22:17] [Rank 0] step:8781/10000 train_time:681678ms step_avg:77.63ms
3240
+ [2026-01-08 05:22:17] [Rank 0] step:8781/10000 train_time:681678ms step_avg:77.63ms
3241
+ [2026-01-08 05:22:19] [Rank 0] step:8801/10000 train_time:683349ms step_avg:77.64ms
3242
+ [2026-01-08 05:22:19] [Rank 0] step:8801/10000 train_time:683349ms step_avg:77.64ms
3243
+ [2026-01-08 05:22:21] [Rank 0] step:8821/10000 train_time:685011ms step_avg:77.66ms
3244
+ [2026-01-08 05:22:21] [Rank 0] step:8821/10000 train_time:685011ms step_avg:77.66ms
3245
+ [2026-01-08 05:22:22] [Rank 0] step:8841/10000 train_time:686703ms step_avg:77.67ms
3246
+ [2026-01-08 05:22:22] [Rank 0] step:8841/10000 train_time:686703ms step_avg:77.67ms
3247
+ [2026-01-08 05:22:24] [Rank 0] step:8861/10000 train_time:688379ms step_avg:77.69ms
3248
+ [2026-01-08 05:22:24] [Rank 0] step:8861/10000 train_time:688379ms step_avg:77.69ms
3249
+ [2026-01-08 05:22:26] [Rank 0] step:8881/10000 train_time:690050ms step_avg:77.70ms
3250
+ [2026-01-08 05:22:26] [Rank 0] step:8881/10000 train_time:690050ms step_avg:77.70ms
3251
+ [2026-01-08 05:22:27] [Rank 0] step:8901/10000 train_time:691734ms step_avg:77.71ms
3252
+ [2026-01-08 05:22:27] [Rank 0] step:8901/10000 train_time:691734ms step_avg:77.71ms
3253
+ [2026-01-08 05:22:29] [Rank 0] step:8921/10000 train_time:693412ms step_avg:77.73ms
3254
+ [2026-01-08 05:22:29] [Rank 0] step:8921/10000 train_time:693412ms step_avg:77.73ms
3255
+ [2026-01-08 05:22:31] [Rank 0] step:8941/10000 train_time:695102ms step_avg:77.74ms
3256
+ [2026-01-08 05:22:31] [Rank 0] step:8941/10000 train_time:695102ms step_avg:77.74ms
3257
+ [2026-01-08 05:22:32] [Rank 0] step:8961/10000 train_time:696780ms step_avg:77.76ms
3258
+ [2026-01-08 05:22:32] [Rank 0] step:8961/10000 train_time:696780ms step_avg:77.76ms
3259
+ [2026-01-08 05:22:34] [Rank 0] step:8981/10000 train_time:698451ms step_avg:77.77ms
3260
+ [2026-01-08 05:22:34] [Rank 0] step:8981/10000 train_time:698451ms step_avg:77.77ms
3261
+ [2026-01-08 05:22:36] [Rank 0] PRINT: [Validation @ Step 9000] Calculating base validation loss...
3262
+ [2026-01-08 05:22:36] [Rank 0] PRINT: [Validation @ Step 9000] Calculating base validation loss...
3263
+ [2026-01-08 05:22:36] [Rank 0] PRINT: [Rank 0] [Hessian @ Step 9000] Starting MULTI-BATCH analysis...
3264
+ [2026-01-08 05:22:36] [Rank 0] PRINT: [Rank 0] [Hessian @ Step 9000] Starting MULTI-BATCH analysis...
3265
+ [2026-01-08 05:22:36] [Rank 0] PRINT: [Hessian Spectrum @ Step 9000] Computing 5 脳 20 = 100 eigenvalue samples over 5 batches
3266
+ [2026-01-08 05:22:36] [Rank 0] PRINT: [Hessian Spectrum @ Step 9000] Computing 5 脳 20 = 100 eigenvalue samples over 5 batches
3267
+ [2026-01-08 05:46:32] [Rank 0] PRINT: [Hessian Spectrum @ Step 9000] 位_max:2.3622e+02 位_min:-9.8586e+00 位_mean:9.8770e+01 位_median:4.7990e+01 pos/neg:95/5 time:1432.4s
3268
+ [2026-01-08 05:46:32] [Rank 0] PRINT: [Hessian Spectrum @ Step 9000] 位_max:2.3622e+02 位_min:-9.8586e+00 位_mean:9.8770e+01 位_median:4.7990e+01 pos/neg:95/5 time:1432.4s
3269
+ [2026-01-08 05:46:32] [Rank 0] PRINT: [Hessian Spectrum @ Step 9000] Top-5 eigenvalues (outliers): [236.21548297949224, 230.15589411066577, 227.13584311943976, 226.49306507528888, 224.79568658085165]
3270
+ [2026-01-08 05:46:32] [Rank 0] PRINT: [Hessian Spectrum @ Step 9000] Top-5 eigenvalues (outliers): [236.21548297949224, 230.15589411066577, 227.13584311943976, 226.49306507528888, 224.79568658085165]
3271
+ [2026-01-08 05:47:30] [Rank 0] PRINT: [Hessian Spectrum @ Step 9000] Multi-batch analysis complete, resuming training...
3272
+ [2026-01-08 05:47:30] [Rank 0] PRINT: [Hessian Spectrum @ Step 9000] Multi-batch analysis complete, resuming training...
3273
+ [2026-01-08 05:47:30] [Rank 0] PRINT: step:9000/10000 val_loss:3.9117 train_time:700468ms step_avg:77.83ms
3274
+ [2026-01-08 05:47:30] [Rank 0] PRINT: step:9000/10000 val_loss:3.9117 train_time:700468ms step_avg:77.83ms
3275
+ [2026-01-08 05:47:30] [Rank 0] step:9001/10000 train_time:700479ms step_avg:77.82ms
3276
+ [2026-01-08 05:47:30] [Rank 0] step:9001/10000 train_time:700479ms step_avg:77.82ms
3277
+ [2026-01-08 05:47:31] [Rank 0] step:9021/10000 train_time:701785ms step_avg:77.79ms
3278
+ [2026-01-08 05:47:31] [Rank 0] step:9021/10000 train_time:701785ms step_avg:77.79ms
3279
+ [2026-01-08 05:47:33] [Rank 0] step:9041/10000 train_time:703456ms step_avg:77.81ms
3280
+ [2026-01-08 05:47:33] [Rank 0] step:9041/10000 train_time:703456ms step_avg:77.81ms
3281
+ [2026-01-08 05:47:35] [Rank 0] step:9061/10000 train_time:705140ms step_avg:77.82ms
3282
+ [2026-01-08 05:47:35] [Rank 0] step:9061/10000 train_time:705140ms step_avg:77.82ms
3283
+ [2026-01-08 05:47:37] [Rank 0] step:9081/10000 train_time:706821ms step_avg:77.84ms
3284
+ [2026-01-08 05:47:37] [Rank 0] step:9081/10000 train_time:706821ms step_avg:77.84ms
3285
+ [2026-01-08 05:47:38] [Rank 0] step:9101/10000 train_time:708533ms step_avg:77.85ms
3286
+ [2026-01-08 05:47:38] [Rank 0] step:9101/10000 train_time:708533ms step_avg:77.85ms
3287
+ [2026-01-08 05:47:40] [Rank 0] step:9121/10000 train_time:710204ms step_avg:77.86ms
3288
+ [2026-01-08 05:47:40] [Rank 0] step:9121/10000 train_time:710204ms step_avg:77.86ms
3289
+ [2026-01-08 05:47:42] [Rank 0] step:9141/10000 train_time:711870ms step_avg:77.88ms
3290
+ [2026-01-08 05:47:42] [Rank 0] step:9141/10000 train_time:711870ms step_avg:77.88ms
3291
+ [2026-01-08 05:47:43] [Rank 0] step:9161/10000 train_time:713533ms step_avg:77.89ms
3292
+ [2026-01-08 05:47:43] [Rank 0] step:9161/10000 train_time:713533ms step_avg:77.89ms
3293
+ [2026-01-08 05:47:45] [Rank 0] step:9181/10000 train_time:715238ms step_avg:77.90ms
3294
+ [2026-01-08 05:47:45] [Rank 0] step:9181/10000 train_time:715238ms step_avg:77.90ms
3295
+ [2026-01-08 05:47:47] [Rank 0] step:9201/10000 train_time:716911ms step_avg:77.92ms
3296
+ [2026-01-08 05:47:47] [Rank 0] step:9201/10000 train_time:716911ms step_avg:77.92ms
3297
+ [2026-01-08 05:47:48] [Rank 0] step:9221/10000 train_time:718604ms step_avg:77.93ms
3298
+ [2026-01-08 05:47:48] [Rank 0] step:9221/10000 train_time:718604ms step_avg:77.93ms
3299
+ [2026-01-08 05:47:50] [Rank 0] step:9241/10000 train_time:720282ms step_avg:77.94ms
3300
+ [2026-01-08 05:47:50] [Rank 0] step:9241/10000 train_time:720282ms step_avg:77.94ms
3301
+ [2026-01-08 05:47:52] [Rank 0] step:9261/10000 train_time:721982ms step_avg:77.96ms
3302
+ [2026-01-08 05:47:52] [Rank 0] step:9261/10000 train_time:721982ms step_avg:77.96ms
3303
+ [2026-01-08 05:47:53] [Rank 0] step:9281/10000 train_time:723649ms step_avg:77.97ms
3304
+ [2026-01-08 05:47:53] [Rank 0] step:9281/10000 train_time:723649ms step_avg:77.97ms
3305
+ [2026-01-08 05:47:55] [Rank 0] step:9301/10000 train_time:725324ms step_avg:77.98ms
3306
+ [2026-01-08 05:47:55] [Rank 0] step:9301/10000 train_time:725324ms step_avg:77.98ms
3307
+ [2026-01-08 05:47:57] [Rank 0] step:9321/10000 train_time:727005ms step_avg:78.00ms
3308
+ [2026-01-08 05:47:57] [Rank 0] step:9321/10000 train_time:727005ms step_avg:78.00ms
3309
+ [2026-01-08 05:47:58] [Rank 0] step:9341/10000 train_time:728681ms step_avg:78.01ms
3310
+ [2026-01-08 05:47:58] [Rank 0] step:9341/10000 train_time:728681ms step_avg:78.01ms
3311
+ [2026-01-08 05:48:00] [Rank 0] step:9361/10000 train_time:730358ms step_avg:78.02ms
3312
+ [2026-01-08 05:48:00] [Rank 0] step:9361/10000 train_time:730358ms step_avg:78.02ms
3313
+ [2026-01-08 05:48:02] [Rank 0] step:9381/10000 train_time:732055ms step_avg:78.04ms
3314
+ [2026-01-08 05:48:02] [Rank 0] step:9381/10000 train_time:732055ms step_avg:78.04ms
3315
+ [2026-01-08 05:48:03] [Rank 0] step:9401/10000 train_time:733739ms step_avg:78.05ms
3316
+ [2026-01-08 05:48:03] [Rank 0] step:9401/10000 train_time:733739ms step_avg:78.05ms
3317
+ [2026-01-08 05:48:05] [Rank 0] step:9421/10000 train_time:735417ms step_avg:78.06ms
3318
+ [2026-01-08 05:48:05] [Rank 0] step:9421/10000 train_time:735417ms step_avg:78.06ms
3319
+ [2026-01-08 05:48:07] [Rank 0] step:9441/10000 train_time:737091ms step_avg:78.07ms
3320
+ [2026-01-08 05:48:07] [Rank 0] step:9441/10000 train_time:737091ms step_avg:78.07ms
3321
+ [2026-01-08 05:48:08] [Rank 0] step:9461/10000 train_time:738786ms step_avg:78.09ms
3322
+ [2026-01-08 05:48:08] [Rank 0] step:9461/10000 train_time:738786ms step_avg:78.09ms
3323
+ [2026-01-08 05:48:10] [Rank 0] step:9481/10000 train_time:740468ms step_avg:78.10ms
3324
+ [2026-01-08 05:48:10] [Rank 0] step:9481/10000 train_time:740468ms step_avg:78.10ms
3325
+ [2026-01-08 05:48:12] [Rank 0] PRINT: [Validation @ Step 9500] Calculating base validation loss...
3326
+ [2026-01-08 05:48:12] [Rank 0] PRINT: [Validation @ Step 9500] Calculating base validation loss...
3327
+ [2026-01-08 05:48:12] [Rank 0] PRINT: step:9500/10000 val_loss:3.8955 train_time:742512ms step_avg:78.16ms
3328
+ [2026-01-08 05:48:12] [Rank 0] PRINT: step:9500/10000 val_loss:3.8955 train_time:742512ms step_avg:78.16ms
3329
+ [2026-01-08 05:48:12] [Rank 0] step:9501/10000 train_time:742521ms step_avg:78.15ms
3330
+ [2026-01-08 05:48:12] [Rank 0] step:9501/10000 train_time:742521ms step_avg:78.15ms
3331
+ [2026-01-08 05:48:14] [Rank 0] step:9521/10000 train_time:743828ms step_avg:78.13ms
3332
+ [2026-01-08 05:48:14] [Rank 0] step:9521/10000 train_time:743828ms step_avg:78.13ms
3333
+ [2026-01-08 05:48:16] [Rank 0] step:9541/10000 train_time:745503ms step_avg:78.14ms
3334
+ [2026-01-08 05:48:16] [Rank 0] step:9541/10000 train_time:745503ms step_avg:78.14ms
3335
+ [2026-01-08 05:48:17] [Rank 0] step:9561/10000 train_time:747167ms step_avg:78.15ms
3336
+ [2026-01-08 05:48:17] [Rank 0] step:9561/10000 train_time:747167ms step_avg:78.15ms
3337
+ [2026-01-08 05:48:19] [Rank 0] step:9581/10000 train_time:748845ms step_avg:78.16ms
3338
+ [2026-01-08 05:48:19] [Rank 0] step:9581/10000 train_time:748845ms step_avg:78.16ms
3339
+ [2026-01-08 05:48:21] [Rank 0] step:9601/10000 train_time:750537ms step_avg:78.17ms
3340
+ [2026-01-08 05:48:21] [Rank 0] step:9601/10000 train_time:750537ms step_avg:78.17ms
3341
+ [2026-01-08 05:48:22] [Rank 0] step:9621/10000 train_time:752212ms step_avg:78.18ms
3342
+ [2026-01-08 05:48:22] [Rank 0] step:9621/10000 train_time:752212ms step_avg:78.18ms
3343
+ [2026-01-08 05:48:24] [Rank 0] step:9641/10000 train_time:753899ms step_avg:78.20ms
3344
+ [2026-01-08 05:48:24] [Rank 0] step:9641/10000 train_time:753899ms step_avg:78.20ms
3345
+ [2026-01-08 05:48:26] [Rank 0] step:9661/10000 train_time:755606ms step_avg:78.21ms
3346
+ [2026-01-08 05:48:26] [Rank 0] step:9661/10000 train_time:755606ms step_avg:78.21ms
3347
+ [2026-01-08 05:48:27] [Rank 0] step:9681/10000 train_time:757308ms step_avg:78.23ms
3348
+ [2026-01-08 05:48:27] [Rank 0] step:9681/10000 train_time:757308ms step_avg:78.23ms
3349
+ [2026-01-08 05:48:29] [Rank 0] step:9701/10000 train_time:759017ms step_avg:78.24ms
3350
+ [2026-01-08 05:48:29] [Rank 0] step:9701/10000 train_time:759017ms step_avg:78.24ms
3351
+ [2026-01-08 05:48:31] [Rank 0] step:9721/10000 train_time:760719ms step_avg:78.26ms
3352
+ [2026-01-08 05:48:31] [Rank 0] step:9721/10000 train_time:760719ms step_avg:78.26ms
3353
+ [2026-01-08 05:48:33] [Rank 0] step:9741/10000 train_time:762443ms step_avg:78.27ms
3354
+ [2026-01-08 05:48:33] [Rank 0] step:9741/10000 train_time:762443ms step_avg:78.27ms
3355
+ [2026-01-08 05:48:34] [Rank 0] step:9761/10000 train_time:764152ms step_avg:78.29ms
3356
+ [2026-01-08 05:48:34] [Rank 0] step:9761/10000 train_time:764152ms step_avg:78.29ms
3357
+ [2026-01-08 05:48:36] [Rank 0] step:9781/10000 train_time:765881ms step_avg:78.30ms
3358
+ [2026-01-08 05:48:36] [Rank 0] step:9781/10000 train_time:765881ms step_avg:78.30ms
3359
+ [2026-01-08 05:48:38] [Rank 0] step:9801/10000 train_time:767585ms step_avg:78.32ms
3360
+ [2026-01-08 05:48:38] [Rank 0] step:9801/10000 train_time:767585ms step_avg:78.32ms
3361
+ [2026-01-08 05:48:39] [Rank 0] step:9821/10000 train_time:769296ms step_avg:78.33ms
3362
+ [2026-01-08 05:48:39] [Rank 0] step:9821/10000 train_time:769296ms step_avg:78.33ms
3363
+ [2026-01-08 05:48:41] [Rank 0] step:9841/10000 train_time:771015ms step_avg:78.35ms
3364
+ [2026-01-08 05:48:41] [Rank 0] step:9841/10000 train_time:771015ms step_avg:78.35ms
3365
+ [2026-01-08 05:48:43] [Rank 0] step:9861/10000 train_time:772723ms step_avg:78.36ms
3366
+ [2026-01-08 05:48:43] [Rank 0] step:9861/10000 train_time:772723ms step_avg:78.36ms
3367
+ [2026-01-08 05:48:45] [Rank 0] step:9881/10000 train_time:774420ms step_avg:78.37ms
3368
+ [2026-01-08 05:48:45] [Rank 0] step:9881/10000 train_time:774420ms step_avg:78.37ms
3369
+ [2026-01-08 05:48:46] [Rank 0] step:9901/10000 train_time:776126ms step_avg:78.39ms
3370
+ [2026-01-08 05:48:46] [Rank 0] step:9901/10000 train_time:776126ms step_avg:78.39ms
3371
+ [2026-01-08 05:48:48] [Rank 0] step:9921/10000 train_time:777833ms step_avg:78.40ms
3372
+ [2026-01-08 05:48:48] [Rank 0] step:9921/10000 train_time:777833ms step_avg:78.40ms
3373
+ [2026-01-08 05:48:50] [Rank 0] step:9941/10000 train_time:779546ms step_avg:78.42ms
3374
+ [2026-01-08 05:48:50] [Rank 0] step:9941/10000 train_time:779546ms step_avg:78.42ms
3375
+ [2026-01-08 05:48:51] [Rank 0] step:9961/10000 train_time:781242ms step_avg:78.43ms
3376
+ [2026-01-08 05:48:51] [Rank 0] step:9961/10000 train_time:781242ms step_avg:78.43ms
3377
+ [2026-01-08 05:48:53] [Rank 0] step:9981/10000 train_time:782941ms step_avg:78.44ms
3378
+ [2026-01-08 05:48:53] [Rank 0] step:9981/10000 train_time:782941ms step_avg:78.44ms
3379
+ [2026-01-08 05:48:55] [Rank 0] step:10000/10000 train_time:784574ms step_avg:78.46ms
3380
+ [2026-01-08 05:48:55] [Rank 0] step:10000/10000 train_time:784574ms step_avg:78.46ms
3381
+ [2026-01-08 05:48:55] [Rank 0] PRINT: [Validation @ Step 10000] Calculating base validation loss...
3382
+ [2026-01-08 05:48:55] [Rank 0] PRINT: [Validation @ Step 10000] Calculating base validation loss...
3383
+ [2026-01-08 05:48:55] [Rank 0] PRINT: [Rank 0] [Hessian @ Step 10000] Starting MULTI-BATCH analysis...
3384
+ [2026-01-08 05:48:55] [Rank 0] PRINT: [Rank 0] [Hessian @ Step 10000] Starting MULTI-BATCH analysis...
3385
+ [2026-01-08 05:48:55] [Rank 0] PRINT: [Hessian Spectrum @ Step 10000] Computing 5 脳 20 = 100 eigenvalue samples over 5 batches
3386
+ [2026-01-08 05:48:55] [Rank 0] PRINT: [Hessian Spectrum @ Step 10000] Computing 5 脳 20 = 100 eigenvalue samples over 5 batches
3387
+ [2026-01-08 06:12:48] [Rank 0] PRINT: [Hessian Spectrum @ Step 10000] 位_max:2.5232e+02 位_min:-5.2234e+01 位_mean:8.7292e+01 位_median:4.6030e+01 pos/neg:89/11 time:1429.4s
3388
+ [2026-01-08 06:12:48] [Rank 0] PRINT: [Hessian Spectrum @ Step 10000] 位_max:2.5232e+02 位_min:-5.2234e+01 位_mean:8.7292e+01 位_median:4.6030e+01 pos/neg:89/11 time:1429.4s
3389
+ [2026-01-08 06:12:48] [Rank 0] PRINT: [Hessian Spectrum @ Step 10000] Top-5 eigenvalues (outliers): [252.3197563592021, 235.1531665721107, 229.33005668233992, 220.28524046602504, 212.62716854871792]
3390
+ [2026-01-08 06:12:48] [Rank 0] PRINT: [Hessian Spectrum @ Step 10000] Top-5 eigenvalues (outliers): [252.3197563592021, 235.1531665721107, 229.33005668233992, 220.28524046602504, 212.62716854871792]
3391
+ [2026-01-08 06:14:40] [Rank 0] PRINT: [Hessian Spectrum @ Step 10000] Multi-batch analysis complete, resuming training...
3392
+ [2026-01-08 06:14:40] [Rank 0] PRINT: [Hessian Spectrum @ Step 10000] Multi-batch analysis complete, resuming training...
3393
+ [2026-01-08 06:14:40] [Rank 0] PRINT: step:10000/10000 val_loss:3.8843 train_time:785027ms step_avg:78.50ms
3394
+ [2026-01-08 06:14:40] [Rank 0] PRINT: step:10000/10000 val_loss:3.8843 train_time:785027ms step_avg:78.50ms
3395
+ [2026-01-08 06:14:40] [Rank 0] PRINT: --- Training Finished: Thu Jan 8 06:14:40 2026 ---
3396
+ [2026-01-08 06:14:40] [Rank 0] PRINT: --- Training Finished: Thu Jan 8 06:14:40 2026 ---
3397
+ [2026-01-08 06:14:40] [Rank 0] PRINT: Peak memory allocated: 64725 MiB reserved: 75666 MiB
3398
+ [2026-01-08 06:14:40] [Rank 0] PRINT: Peak memory allocated: 64725 MiB reserved: 75666 MiB