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lnp_ml/models/pretrain/mpnn/pretrain.log

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nohup: ignoring input
2026-08-07 06:43:53.431 | INFO | lnp_ml.config:<module>:11 - PROJ_ROOT path is: /home/gongruyi/lnp_ml
2026-08-07 06:43:53.749 | INFO  | __main__:main:273 - Using device: cuda | seed: 42
2026-08-07 06:43:53.749 | INFO  | __main__:main:277 - Loading train data from /home/gongruyi/lnp_ml/data/processed/train_pretrain.parquet
2026-08-07 06:43:54.598 | INFO  | __main__:main:281 - Loading val data from /home/gongruyi/lnp_ml/data/processed/val_pretrain.parquet
2026-08-07 06:43:54.622 | INFO  | __main__:main:285 - Train samples: 8236, Val samples: 1454
2026-08-07 06:43:54.623 | INFO  | __main__:main:301 - Auto-detecting MPNN ensemble from /home/gongruyi/lnp_ml/models/mpnn/all_amine_split_for_LiON
2026-08-07 06:43:54.624 | INFO  | __main__:main:303 - Found 5 MPNN models
2026-08-07 06:43:54.624 | INFO  | __main__:main:308 - Creating model (use_mpnn=True, use_moe=False, use_llm=False)...
2026-08-07 06:43:54.661 | INFO  | __main__:main:346 - Model parameters: 3,961,386 total, 3,961,386 trainable
2026-08-07 06:43:54.663 | INFO  | __main__:warmup_cache:64 - Warming up RDKit cache for 7493 unique SMILES...
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2026-08-07 06:49:07.718 | SUCCESS  | __main__:warmup_cache:70 - Cache warmup complete. Cached 7493 SMILES.
2026-08-07 06:49:07.718 | INFO  | __main__:main:353 - Starting pretraining on external data (delivery only)...
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Epoch 1 [Train]: 61%|██████ | 79/129 [00:30<00:18, 2.68it/s, loss=0.854]
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Epoch 1 [Train]: 62%|██████▏ | 80/129 [00:30<00:17, 2.85it/s, loss=0.848]
Epoch 1 [Train]: 63%|██████▎ | 81/129 [00:30<00:16, 2.94it/s, loss=0.848]
Epoch 1 [Train]: 63%|██████▎ | 81/129 [00:30<00:16, 2.94it/s, loss=0.85]
Epoch 1 [Train]: 64%|██████▎ | 82/129 [00:30<00:15, 3.03it/s, loss=0.85]
Epoch 1 [Train]: 64%|██████▎ | 82/129 [00:31<00:15, 3.03it/s, loss=0.855]
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Epoch 1 [Train]: 64%|██████▍ | 83/129 [00:31<00:17, 2.68it/s, loss=0.851]
Epoch 1 [Train]: 65%|██████▌ | 84/129 [00:31<00:16, 2.72it/s, loss=0.851]
Epoch 1 [Train]: 65%|██████▌ | 84/129 [00:32<00:16, 2.72it/s, loss=0.847]
Epoch 1 [Train]: 66%|██████▌ | 85/129 [00:32<00:15, 2.91it/s, loss=0.847]
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Epoch 1 [Train]: 67%|██████▋ | 86/129 [00:32<00:14, 2.98it/s, loss=0.849]
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Epoch 1 [Train]: 67%|██████▋ | 87/129 [00:32<00:13, 3.09it/s, loss=0.847]
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Epoch 1 [Train]: 68%|██████▊ | 88/129 [00:33<00:13, 3.12it/s, loss=0.847]
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Epoch 1 [Train]: 69%|██████▉ | 89/129 [00:33<00:12, 3.16it/s, loss=0.847]
Epoch 1 [Train]: 69%|██████▉ | 89/129 [00:33<00:12, 3.16it/s, loss=0.845]
Epoch 1 [Train]: 70%|██████▉ | 90/129 [00:33<00:14, 2.73it/s, loss=0.845]
Epoch 1 [Train]: 70%|██████▉ | 90/129 [00:34<00:14, 2.73it/s, loss=0.843]
Epoch 1 [Train]: 71%|███████ | 91/129 [00:34<00:13, 2.86it/s, loss=0.843]
Epoch 1 [Train]: 71%|███████ | 91/129 [00:34<00:13, 2.86it/s, loss=0.842]
Epoch 1 [Train]: 71%|███████▏ | 92/129 [00:34<00:12, 2.97it/s, loss=0.842]
Epoch 1 [Train]: 71%|███████▏ | 92/129 [00:34<00:12, 2.97it/s, loss=0.841]
Epoch 1 [Train]: 72%|███████▏ | 93/129 [00:34<00:11, 3.10it/s, loss=0.841]
Epoch 1 [Train]: 72%|███████▏ | 93/129 [00:35<00:11, 3.10it/s, loss=0.839]
Epoch 1 [Train]: 73%|███████▎ | 94/129 [00:35<00:11, 3.18it/s, loss=0.839]
Epoch 1 [Train]: 73%|███████▎ | 94/129 [00:35<00:11, 3.18it/s, loss=0.836]
Epoch 1 [Train]: 74%|███████▎ | 95/129 [00:35<00:11, 2.94it/s, loss=0.836]
Epoch 1 [Train]: 74%|███████▎ | 95/129 [00:35<00:11, 2.94it/s, loss=0.834]
Epoch 1 [Train]: 74%|███████▍ | 96/129 [00:35<00:11, 2.93it/s, loss=0.834]
Epoch 1 [Train]: 74%|███████▍ | 96/129 [00:36<00:11, 2.93it/s, loss=0.832]
Epoch 1 [Train]: 75%|███████▌ | 97/129 [00:36<00:11, 2.71it/s, loss=0.832]
Epoch 1 [Train]: 75%|███████▌ | 97/129 [00:36<00:11, 2.71it/s, loss=0.832]
Epoch 1 [Train]: 76%|███████▌ | 98/129 [00:36<00:11, 2.71it/s, loss=0.832]
Epoch 1 [Train]: 76%|███████▌ | 98/129 [00:36<00:11, 2.71it/s, loss=0.834]
Epoch 1 [Train]: 77%|███████▋ | 99/129 [00:36<00:10, 2.79it/s, loss=0.834]
Epoch 1 [Train]: 77%|███████▋ | 99/129 [00:37<00:10, 2.79it/s, loss=0.835]
Epoch 1 [Train]: 78%|███████▊ | 100/129 [00:37<00:09, 2.92it/s, loss=0.835]
Epoch 1 [Train]: 78%|███████▊ | 100/129 [00:37<00:09, 2.92it/s, loss=0.834]
Epoch 1 [Train]: 78%|███████▊ | 101/129 [00:37<00:09, 3.05it/s, loss=0.834]
Epoch 1 [Train]: 78%|███████▊ | 101/129 [00:37<00:09, 3.05it/s, loss=0.837]
Epoch 1 [Train]: 79%|███████▉ | 102/129 [00:37<00:08, 3.03it/s, loss=0.837]
Epoch 1 [Train]: 79%|███████▉ | 102/129 [00:38<00:08, 3.03it/s, loss=0.837]
Epoch 1 [Train]: 80%|███████▉ | 103/129 [00:38<00:09, 2.87it/s, loss=0.837]
Epoch 1 [Train]: 80%|███████▉ | 103/129 [00:38<00:09, 2.87it/s, loss=0.834]
Epoch 1 [Train]: 81%|████████ | 104/129 [00:38<00:08, 3.01it/s, loss=0.834]
Epoch 1 [Train]: 81%|████████ | 104/129 [00:38<00:08, 3.01it/s, loss=0.836]
Epoch 1 [Train]: 81%|████████▏ | 105/129 [00:38<00:08, 2.93it/s, loss=0.836]
Epoch 1 [Train]: 81%|████████▏ | 105/129 [00:39<00:08, 2.93it/s, loss=0.832]
Epoch 1 [Train]: 82%|████████▏ | 106/129 [00:39<00:07, 2.93it/s, loss=0.832]
Epoch 1 [Train]: 82%|████████▏ | 106/129 [00:39<00:07, 2.93it/s, loss=0.829]
Epoch 1 [Train]: 83%|████████▎ | 107/129 [00:39<00:07, 3.06it/s, loss=0.829]
Epoch 1 [Train]: 83%|████████▎ | 107/129 [00:39<00:07, 3.06it/s, loss=0.828]
Epoch 1 [Train]: 84%|████████▎ | 108/129 [00:39<00:06, 3.07it/s, loss=0.828]
Epoch 1 [Train]: 84%|████████▎ | 108/129 [00:40<00:06, 3.07it/s, loss=0.831]
Epoch 1 [Train]: 84%|████████▍ | 109/129 [00:40<00:06, 2.88it/s, loss=0.831]
Epoch 1 [Train]: 84%|████████▍ | 109/129 [00:40<00:06, 2.88it/s, loss=0.829]
Epoch 1 [Train]: 85%|████████▌ | 110/129 [00:40<00:06, 2.72it/s, loss=0.829]
Epoch 1 [Train]: 85%|████████▌ | 110/129 [00:40<00:06, 2.72it/s, loss=0.828]
Epoch 1 [Train]: 86%|████████▌ | 111/129 [00:40<00:06, 2.97it/s, loss=0.828]
Epoch 1 [Train]: 86%|████████▌ | 111/129 [00:41<00:06, 2.97it/s, loss=0.828]
Epoch 1 [Train]: 87%|████████▋ | 112/129 [00:41<00:05, 3.01it/s, loss=0.828]
Epoch 1 [Train]: 87%|████████▋ | 112/129 [00:41<00:05, 3.01it/s, loss=0.826]
Epoch 1 [Train]: 88%|████████▊ | 113/129 [00:41<00:04, 3.25it/s, loss=0.826]
Epoch 1 [Train]: 88%|████████▊ | 113/129 [00:41<00:04, 3.25it/s, loss=0.826]
Epoch 1 [Train]: 88%|████████▊ | 114/129 [00:41<00:04, 3.09it/s, loss=0.826]
Epoch 1 [Train]: 88%|████████▊ | 114/129 [00:42<00:04, 3.09it/s, loss=0.823]
Epoch 1 [Train]: 89%|████████▉ | 115/129 [00:42<00:04, 3.26it/s, loss=0.823]
Epoch 1 [Train]: 89%|████████▉ | 115/129 [00:42<00:04, 3.26it/s, loss=0.826]
Epoch 1 [Train]: 90%|████████▉ | 116/129 [00:42<00:04, 2.89it/s, loss=0.826]
Epoch 1 [Train]: 90%|████████▉ | 116/129 [00:42<00:04, 2.89it/s, loss=0.824]
Epoch 1 [Train]: 91%|█████████ | 117/129 [00:42<00:04, 2.94it/s, loss=0.824]
Epoch 1 [Train]: 91%|█████████ | 117/129 [00:43<00:04, 2.94it/s, loss=0.822]
Epoch 1 [Train]: 91%|█████████▏| 118/129 [00:43<00:03, 3.13it/s, loss=0.822]
Epoch 1 [Train]: 91%|█████████▏| 118/129 [00:43<00:03, 3.13it/s, loss=0.823]
Epoch 1 [Train]: 92%|█████████▏| 119/129 [00:43<00:03, 3.25it/s, loss=0.823]
Epoch 1 [Train]: 92%|█████████▏| 119/129 [00:43<00:03, 3.25it/s, loss=0.823]
Epoch 1 [Train]: 93%|█████████▎| 120/129 [00:43<00:02, 3.04it/s, loss=0.823]
Epoch 1 [Train]: 93%|█████████▎| 120/129 [00:44<00:02, 3.04it/s, loss=0.824]
Epoch 1 [Train]: 94%|█████████▍| 121/129 [00:44<00:02, 3.16it/s, loss=0.824]
Epoch 1 [Train]: 94%|█████████▍| 121/129 [00:44<00:02, 3.16it/s, loss=0.826]
Epoch 1 [Train]: 95%|█████████▍| 122/129 [00:44<00:02, 3.33it/s, loss=0.826]
Epoch 1 [Train]: 95%|█████████▍| 122/129 [00:44<00:02, 3.33it/s, loss=0.825]
Epoch 1 [Train]: 95%|█████████▌| 123/129 [00:44<00:02, 2.77it/s, loss=0.825]
Epoch 1 [Train]: 95%|█████████▌| 123/129 [00:45<00:02, 2.77it/s, loss=0.822]
Epoch 1 [Train]: 96%|█████████▌| 124/129 [00:45<00:01, 2.89it/s, loss=0.822]
Epoch 1 [Train]: 96%|█████████▌| 124/129 [00:45<00:01, 2.89it/s, loss=0.823]
Epoch 1 [Train]: 97%|█████████▋| 125/129 [00:45<00:01, 3.06it/s, loss=0.823]
Epoch 1 [Train]: 97%|█████████▋| 125/129 [00:45<00:01, 3.06it/s, loss=0.823]
Epoch 1 [Train]: 98%|█████████▊| 126/129 [00:45<00:00, 3.10it/s, loss=0.823]
Epoch 1 [Train]: 98%|█████████▊| 126/129 [00:46<00:00, 3.10it/s, loss=0.824]
Epoch 1 [Train]: 98%|█████████▊| 127/129 [00:46<00:00, 3.25it/s, loss=0.824]
Epoch 1 [Train]: 98%|█████████▊| 127/129 [00:46<00:00, 3.25it/s, loss=0.821]
Epoch 1 [Train]: 99%|█████████▉| 128/129 [00:46<00:00, 3.37it/s, loss=0.821]
Epoch 1 [Train]: 99%|█████████▉| 128/129 [00:46<00:00, 3.37it/s, loss=0.821]
Epoch 1 [Train]: 100%|██████████| 129/129 [00:46<00:00, 3.68it/s, loss=0.821]
2026-08-07 06:50:01.521 | INFO  | __main__:pretrain:180 - Epoch 1/50 | Train Loss: 0.8207 | Val Loss: 0.7837
2026-08-07 06:50:01.535 | INFO  | __main__:pretrain:196 -  -> New best model (val_loss=0.7837)
Epoch 2 [Train]: 0%| | 0/129 [00:00<?, ?it/s]
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Epoch 2 [Train]: 3%|▎ | 4/129 [00:00<00:03, 36.37it/s, loss=0.692]
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Epoch 2 [Train]: 12%|█▏ | 15/129 [00:00<00:04, 28.44it/s, loss=0.713]
Epoch 2 [Train]: 12%|█▏ | 15/129 [00:00<00:04, 28.44it/s, loss=0.725]
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Epoch 2 [Train]: 14%|█▍ | 18/129 [00:00<00:04, 27.14it/s, loss=0.724]
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Epoch 2 [Train]: 14%|█▍ | 18/129 [00:00<00:04, 27.14it/s, loss=0.717]
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Epoch 2 [Train]: 19%|█▊ | 24/129 [00:00<00:03, 26.78it/s, loss=0.712]
Epoch 2 [Train]: 21%|██ | 27/129 [00:00<00:03, 26.93it/s, loss=0.712]
Epoch 2 [Train]: 21%|██ | 27/129 [00:01<00:03, 26.93it/s, loss=0.704]
Epoch 2 [Train]: 21%|██ | 27/129 [00:01<00:03, 26.93it/s, loss=0.701]
Epoch 2 [Train]: 21%|██ | 27/129 [00:01<00:03, 26.93it/s, loss=0.7]
Epoch 2 [Train]: 23%|██▎ | 30/129 [00:01<00:03, 26.56it/s, loss=0.7]
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Epoch 2 [Train]: 23%|██▎ | 30/129 [00:01<00:03, 26.56it/s, loss=0.7]
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Epoch 2 [Train]: 26%|██▌ | 33/129 [00:01<00:03, 26.24it/s, loss=0.695]
Epoch 2 [Train]: 26%|██▌ | 33/129 [00:01<00:03, 26.24it/s, loss=0.691]
Epoch 2 [Train]: 26%|██▌ | 33/129 [00:01<00:03, 26.24it/s, loss=0.685]
Epoch 2 [Train]: 26%|██▌ | 33/129 [00:01<00:03, 26.24it/s, loss=0.68]
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Epoch 2 [Train]: 28%|██▊ | 36/129 [00:01<00:03, 26.42it/s, loss=0.679]
Epoch 2 [Train]: 28%|██▊ | 36/129 [00:01<00:03, 26.42it/s, loss=0.693]
Epoch 2 [Train]: 30%|███ | 39/129 [00:01<00:03, 26.85it/s, loss=0.693]
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Epoch 2 [Train]: 30%|███ | 39/129 [00:01<00:03, 26.85it/s, loss=0.69]
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Epoch 2 [Train]: 33%|███▎ | 42/129 [00:01<00:03, 26.99it/s, loss=0.698]
Epoch 2 [Train]: 33%|███▎ | 42/129 [00:01<00:03, 26.99it/s, loss=0.704]
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Epoch 2 [Train]: 44%|████▍ | 57/129 [00:02<00:02, 26.61it/s, loss=0.709]
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Epoch 2 [Train]: 44%|████▍ | 57/129 [00:02<00:02, 26.61it/s, loss=0.707]
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Epoch 2 [Train]: 47%|████▋ | 60/129 [00:02<00:02, 26.81it/s, loss=0.716]
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Epoch 2 [Train]: 67%|██████▋ | 87/129 [00:03<00:01, 26.03it/s, loss=0.701]
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Epoch 2 [Train]: 91%|█████████ | 117/129 [00:04<00:00, 28.17it/s, loss=0.703]
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Epoch 2 [Train]: 93%|█████████▎| 120/129 [00:04<00:00, 27.99it/s, loss=0.705]
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Epoch 2 [Train]: 93%|█████████▎| 120/129 [00:04<00:00, 27.99it/s, loss=0.709]
Epoch 2 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 26.96it/s, loss=0.709]
Epoch 2 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 26.96it/s, loss=0.708]
Epoch 2 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 26.96it/s, loss=0.707]
Epoch 2 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 26.96it/s, loss=0.706]
Epoch 2 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 26.74it/s, loss=0.706]
Epoch 2 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 26.74it/s, loss=0.706]
Epoch 2 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 26.74it/s, loss=0.705]
Epoch 2 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 26.74it/s, loss=0.704]
Epoch 2 [Train]: 100%|██████████| 129/129 [00:04<00:00, 27.00it/s, loss=0.704]
2026-08-07 06:50:06.487 | INFO  | __main__:pretrain:180 - Epoch 2/50 | Train Loss: 0.7038 | Val Loss: 0.7153
2026-08-07 06:50:06.504 | INFO  | __main__:pretrain:196 -  -> New best model (val_loss=0.7153)
Epoch 3 [Train]: 0%| | 0/129 [00:00<?, ?it/s]
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2026-08-07 06:50:11.434 | INFO  | __main__:pretrain:180 - Epoch 3/50 | Train Loss: 0.6420 | Val Loss: 0.7234
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Epoch 4 [Train]: 97%|█████████▋| 125/129 [00:04<00:00, 26.46it/s, loss=0.608]
Epoch 4 [Train]: 99%|█████████▉| 128/129 [00:04<00:00, 26.92it/s, loss=0.608]
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2026-08-07 06:50:16.402 | INFO  | __main__:pretrain:180 - Epoch 4/50 | Train Loss: 0.6071 | Val Loss: 0.6935
2026-08-07 06:50:16.412 | INFO  | __main__:pretrain:196 -  -> New best model (val_loss=0.6935)
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Epoch 5 [Train]: 90%|████████▉ | 116/129 [00:04<00:00, 26.52it/s, loss=0.569]
Epoch 5 [Train]: 92%|█████████▏| 119/129 [00:04<00:00, 26.75it/s, loss=0.569]
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Epoch 5 [Train]: 92%|█████████▏| 119/129 [00:04<00:00, 26.75it/s, loss=0.571]
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Epoch 5 [Train]: 95%|█████████▍| 122/129 [00:04<00:00, 27.33it/s, loss=0.571]
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Epoch 5 [Train]: 97%|█████████▋| 125/129 [00:04<00:00, 26.90it/s, loss=0.569]
Epoch 5 [Train]: 97%|█████████▋| 125/129 [00:04<00:00, 26.90it/s, loss=0.568]
Epoch 5 [Train]: 97%|█████████▋| 125/129 [00:04<00:00, 26.90it/s, loss=0.567]
Epoch 5 [Train]: 97%|█████████▋| 125/129 [00:04<00:00, 26.90it/s, loss=0.567]
Epoch 5 [Train]: 99%|█████████▉| 128/129 [00:04<00:00, 26.81it/s, loss=0.567]
Epoch 5 [Train]: 99%|█████████▉| 128/129 [00:04<00:00, 26.81it/s, loss=0.566]
2026-08-07 06:50:21.421 | INFO  | __main__:pretrain:180 - Epoch 5/50 | Train Loss: 0.5664 | Val Loss: 0.6741
2026-08-07 06:50:21.430 | INFO  | __main__:pretrain:196 -  -> New best model (val_loss=0.6741)
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Epoch 6 [Train]: 95%|█████████▍| 122/129 [00:04<00:00, 28.18it/s, loss=0.543]
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Epoch 6 [Train]: 97%|█████████▋| 125/129 [00:04<00:00, 28.16it/s, loss=0.546]
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2026-08-07 06:50:26.315 | INFO  | __main__:pretrain:180 - Epoch 6/50 | Train Loss: 0.5478 | Val Loss: 0.6921
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2026-08-07 06:50:31.353 | INFO  | __main__:pretrain:180 - Epoch 7/50 | Train Loss: 0.5226 | Val Loss: 0.6984
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2026-08-07 06:50:36.286 | INFO  | __main__:pretrain:180 - Epoch 8/50 | Train Loss: 0.5069 | Val Loss: 0.6875
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Epoch 9 [Train]: 92%|█████████▏| 119/129 [00:04<00:00, 26.21it/s, loss=0.481]
Epoch 9 [Train]: 95%|█████████▍| 122/129 [00:04<00:00, 25.79it/s, loss=0.481]
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Epoch 9 [Train]: 97%|█████████▋| 125/129 [00:04<00:00, 26.14it/s, loss=0.489]
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Epoch 9 [Train]: 99%|█████████▉| 128/129 [00:04<00:00, 26.58it/s, loss=0.488]
2026-08-07 06:50:41.297 | INFO  | __main__:pretrain:180 - Epoch 9/50 | Train Loss: 0.4883 | Val Loss: 0.6951
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Epoch 10 [Train]: 93%|█████████▎| 120/129 [00:04<00:00, 26.63it/s, loss=0.473]
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Epoch 10 [Train]: 93%|█████████▎| 120/129 [00:04<00:00, 26.63it/s, loss=0.475]
Epoch 10 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 26.20it/s, loss=0.475]
Epoch 10 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 26.20it/s, loss=0.474]
Epoch 10 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 26.20it/s, loss=0.474]
Epoch 10 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 26.20it/s, loss=0.475]
Epoch 10 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 26.43it/s, loss=0.475]
Epoch 10 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 26.43it/s, loss=0.474]
Epoch 10 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 26.43it/s, loss=0.473]
Epoch 10 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 26.43it/s, loss=0.474]
Epoch 10 [Train]: 100%|██████████| 129/129 [00:04<00:00, 26.81it/s, loss=0.474]
2026-08-07 06:50:46.293 | INFO  | __main__:pretrain:180 - Epoch 10/50 | Train Loss: 0.4736 | Val Loss: 0.6682
2026-08-07 06:50:46.302 | INFO  | __main__:pretrain:196 -  -> New best model (val_loss=0.6682)
Epoch 11 [Train]: 0%| | 0/129 [00:00<?, ?it/s]
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Epoch 11 [Train]: 99%|█████████▉| 128/129 [00:04<00:00, 26.29it/s, loss=0.471]
2026-08-07 06:50:51.252 | INFO  | __main__:pretrain:180 - Epoch 11/50 | Train Loss: 0.4711 | Val Loss: 0.7055
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Epoch 12 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 26.75it/s, loss=0.455]
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Epoch 12 [Train]: 98%|█████████▊| 127/129 [00:04<00:00, 26.88it/s, loss=0.453]
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Epoch 12 [Train]: 98%|█████████▊| 127/129 [00:04<00:00, 26.88it/s, loss=0.452]
2026-08-07 06:50:56.306 | INFO  | __main__:pretrain:180 - Epoch 12/50 | Train Loss: 0.4520 | Val Loss: 0.7177
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2026-08-07 06:51:01.242 | INFO  | __main__:pretrain:180 - Epoch 13/50 | Train Loss: 0.4523 | Val Loss: 0.6767
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Epoch 14 [Train]: 100%|██████████| 129/129 [00:04<00:00, 27.68it/s, loss=0.45]
2026-08-07 06:51:06.104 | INFO  | __main__:pretrain:180 - Epoch 14/50 | Train Loss: 0.4501 | Val Loss: 1.1059
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2026-08-07 06:51:11.134 | INFO  | __main__:pretrain:180 - Epoch 15/50 | Train Loss: 0.4275 | Val Loss: 0.7007
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Epoch 16 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 26.18it/s, loss=0.413]
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Epoch 16 [Train]: 100%|██████████| 129/129 [00:04<00:00, 26.62it/s, loss=0.412]
2026-08-07 06:51:16.206 | INFO  | __main__:pretrain:180 - Epoch 16/50 | Train Loss: 0.4120 | Val Loss: 0.7132
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Epoch 17 [Train]: 81%|████████▏ | 105/129 [00:04<00:00, 25.67it/s, loss=0.395]
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Epoch 17 [Train]: 84%|████████▎ | 108/129 [00:04<00:00, 25.98it/s, loss=0.396]
Epoch 17 [Train]: 84%|████████▎ | 108/129 [00:04<00:00, 25.98it/s, loss=0.397]
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Epoch 17 [Train]: 88%|████████▊ | 114/129 [00:04<00:00, 26.81it/s, loss=0.395]
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Epoch 17 [Train]: 91%|█████████ | 117/129 [00:04<00:00, 26.66it/s, loss=0.395]
Epoch 17 [Train]: 91%|█████████ | 117/129 [00:04<00:00, 26.66it/s, loss=0.394]
Epoch 17 [Train]: 91%|█████████ | 117/129 [00:04<00:00, 26.66it/s, loss=0.394]
Epoch 17 [Train]: 91%|█████████ | 117/129 [00:04<00:00, 26.66it/s, loss=0.394]
Epoch 17 [Train]: 93%|█████████▎| 120/129 [00:04<00:00, 26.10it/s, loss=0.394]
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Epoch 17 [Train]: 93%|█████████▎| 120/129 [00:04<00:00, 26.10it/s, loss=0.395]
Epoch 17 [Train]: 93%|█████████▎| 120/129 [00:04<00:00, 26.10it/s, loss=0.395]
Epoch 17 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 25.67it/s, loss=0.395]
Epoch 17 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 25.67it/s, loss=0.395]
Epoch 17 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 25.67it/s, loss=0.395]
Epoch 17 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 25.67it/s, loss=0.396]
Epoch 17 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 25.92it/s, loss=0.396]
Epoch 17 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 25.92it/s, loss=0.395]
Epoch 17 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 25.92it/s, loss=0.395]
Epoch 17 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 25.92it/s, loss=0.395]
Epoch 17 [Train]: 100%|██████████| 129/129 [00:04<00:00, 25.75it/s, loss=0.395]
2026-08-07 06:51:21.334 | INFO  | __main__:pretrain:180 - Epoch 17/50 | Train Loss: 0.3953 | Val Loss: 0.6577
2026-08-07 06:51:21.344 | INFO  | __main__:pretrain:196 -  -> New best model (val_loss=0.6577)
Epoch 18 [Train]: 0%| | 0/129 [00:00<?, ?it/s]
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Epoch 18 [Train]: 94%|█████████▍| 121/129 [00:04<00:00, 26.87it/s, loss=0.375]
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Epoch 18 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 26.47it/s, loss=0.376]
Epoch 18 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 26.47it/s, loss=0.376]
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Epoch 18 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 26.47it/s, loss=0.375]
Epoch 18 [Train]: 98%|█████████▊| 127/129 [00:04<00:00, 26.50it/s, loss=0.375]
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Epoch 18 [Train]: 98%|█████████▊| 127/129 [00:04<00:00, 26.50it/s, loss=0.374]
2026-08-07 06:51:26.251 | INFO  | __main__:pretrain:180 - Epoch 18/50 | Train Loss: 0.3738 | Val Loss: 0.6736
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Epoch 19 [Train]: 82%|████████▏ | 106/129 [00:03<00:00, 26.98it/s, loss=0.361]
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Epoch 19 [Train]: 82%|████████▏ | 106/129 [00:04<00:00, 26.98it/s, loss=0.367]
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Epoch 19 [Train]: 89%|████████▉ | 115/129 [00:04<00:00, 26.47it/s, loss=0.368]
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Epoch 19 [Train]: 89%|████████▉ | 115/129 [00:04<00:00, 26.47it/s, loss=0.366]
Epoch 19 [Train]: 91%|█████████▏| 118/129 [00:04<00:00, 26.64it/s, loss=0.366]
Epoch 19 [Train]: 91%|█████████▏| 118/129 [00:04<00:00, 26.64it/s, loss=0.366]
Epoch 19 [Train]: 91%|█████████▏| 118/129 [00:04<00:00, 26.64it/s, loss=0.365]
Epoch 19 [Train]: 91%|█████████▏| 118/129 [00:04<00:00, 26.64it/s, loss=0.367]
Epoch 19 [Train]: 94%|█████████▍| 121/129 [00:04<00:00, 26.86it/s, loss=0.367]
Epoch 19 [Train]: 94%|█████████▍| 121/129 [00:04<00:00, 26.86it/s, loss=0.366]
Epoch 19 [Train]: 94%|█████████▍| 121/129 [00:04<00:00, 26.86it/s, loss=0.37]
Epoch 19 [Train]: 94%|█████████▍| 121/129 [00:04<00:00, 26.86it/s, loss=0.37]
Epoch 19 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 26.74it/s, loss=0.37]
Epoch 19 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 26.74it/s, loss=0.37]
Epoch 19 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 26.74it/s, loss=0.37]
Epoch 19 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 26.74it/s, loss=0.371]
Epoch 19 [Train]: 98%|█████████▊| 127/129 [00:04<00:00, 26.30it/s, loss=0.371]
Epoch 19 [Train]: 98%|█████████▊| 127/129 [00:04<00:00, 26.30it/s, loss=0.371]
Epoch 19 [Train]: 98%|█████████▊| 127/129 [00:04<00:00, 26.30it/s, loss=0.371]
2026-08-07 06:51:31.209 | INFO  | __main__:pretrain:180 - Epoch 19/50 | Train Loss: 0.3710 | Val Loss: 0.7037
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Epoch 20 [Train]: 21%|██ | 27/129 [00:00<00:03, 27.93it/s, loss=0.344]
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Epoch 20 [Train]: 93%|█████████▎| 120/129 [00:04<00:00, 26.81it/s, loss=0.362]
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Epoch 20 [Train]: 93%|█████████▎| 120/129 [00:04<00:00, 26.81it/s, loss=0.363]
Epoch 20 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 26.30it/s, loss=0.363]
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Epoch 20 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 26.30it/s, loss=0.363]
Epoch 20 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 26.30it/s, loss=0.363]
Epoch 20 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 26.73it/s, loss=0.363]
Epoch 20 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 26.73it/s, loss=0.363]
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Epoch 20 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 26.73it/s, loss=0.362]
Epoch 20 [Train]: 100%|██████████| 129/129 [00:04<00:00, 27.08it/s, loss=0.362]
2026-08-07 06:51:36.091 | INFO  | __main__:pretrain:180 - Epoch 20/50 | Train Loss: 0.3622 | Val Loss: 0.6836
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Epoch 21 [Train]: 21%|██ | 27/129 [00:00<00:03, 27.45it/s, loss=0.398]
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Epoch 21 [Train]: 81%|████████▏ | 105/129 [00:03<00:00, 27.12it/s, loss=0.367]
Epoch 21 [Train]: 81%|████████▏ | 105/129 [00:03<00:00, 27.12it/s, loss=0.366]
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Epoch 21 [Train]: 81%|████████▏ | 105/129 [00:03<00:00, 27.12it/s, loss=0.368]
Epoch 21 [Train]: 84%|████████▎ | 108/129 [00:03<00:00, 27.87it/s, loss=0.368]
Epoch 21 [Train]: 84%|████████▎ | 108/129 [00:04<00:00, 27.87it/s, loss=0.368]
Epoch 21 [Train]: 84%|████████▎ | 108/129 [00:04<00:00, 27.87it/s, loss=0.367]
Epoch 21 [Train]: 84%|████████▎ | 108/129 [00:04<00:00, 27.87it/s, loss=0.366]
Epoch 21 [Train]: 86%|████████▌ | 111/129 [00:04<00:00, 27.02it/s, loss=0.366]
Epoch 21 [Train]: 86%|████████▌ | 111/129 [00:04<00:00, 27.02it/s, loss=0.365]
Epoch 21 [Train]: 86%|████████▌ | 111/129 [00:04<00:00, 27.02it/s, loss=0.364]
Epoch 21 [Train]: 86%|████████▌ | 111/129 [00:04<00:00, 27.02it/s, loss=0.363]
Epoch 21 [Train]: 88%|████████▊ | 114/129 [00:04<00:00, 26.34it/s, loss=0.363]
Epoch 21 [Train]: 88%|████████▊ | 114/129 [00:04<00:00, 26.34it/s, loss=0.363]
Epoch 21 [Train]: 88%|████████▊ | 114/129 [00:04<00:00, 26.34it/s, loss=0.363]
Epoch 21 [Train]: 88%|████████▊ | 114/129 [00:04<00:00, 26.34it/s, loss=0.364]
Epoch 21 [Train]: 91%|█████████ | 117/129 [00:04<00:00, 25.86it/s, loss=0.364]
Epoch 21 [Train]: 91%|█████████ | 117/129 [00:04<00:00, 25.86it/s, loss=0.363]
Epoch 21 [Train]: 91%|█████████ | 117/129 [00:04<00:00, 25.86it/s, loss=0.361]
Epoch 21 [Train]: 91%|█████████ | 117/129 [00:04<00:00, 25.86it/s, loss=0.364]
Epoch 21 [Train]: 93%|█████████▎| 120/129 [00:04<00:00, 26.34it/s, loss=0.364]
Epoch 21 [Train]: 93%|█████████▎| 120/129 [00:04<00:00, 26.34it/s, loss=0.363]
Epoch 21 [Train]: 93%|█████████▎| 120/129 [00:04<00:00, 26.34it/s, loss=0.363]
Epoch 21 [Train]: 93%|█████████▎| 120/129 [00:04<00:00, 26.34it/s, loss=0.363]
Epoch 21 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 27.09it/s, loss=0.363]
Epoch 21 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 27.09it/s, loss=0.362]
Epoch 21 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 27.09it/s, loss=0.361]
Epoch 21 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 27.09it/s, loss=0.361]
Epoch 21 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 27.38it/s, loss=0.361]
Epoch 21 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 27.38it/s, loss=0.361]
Epoch 21 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 27.38it/s, loss=0.362]
Epoch 21 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 27.38it/s, loss=0.363]
Epoch 21 [Train]: 100%|██████████| 129/129 [00:04<00:00, 27.73it/s, loss=0.363]
2026-08-07 06:51:41.027 | INFO  | __main__:pretrain:180 - Epoch 21/50 | Train Loss: 0.3631 | Val Loss: 0.6451
2026-08-07 06:51:41.037 | INFO  | __main__:pretrain:196 -  -> New best model (val_loss=0.6451)
Epoch 22 [Train]: 0%| | 0/129 [00:00<?, ?it/s]
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Epoch 22 [Train]: 14%|█▍ | 18/129 [00:00<00:04, 27.45it/s, loss=0.309]
Epoch 22 [Train]: 14%|█▍ | 18/129 [00:00<00:04, 27.45it/s, loss=0.323]
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Epoch 22 [Train]: 14%|█▍ | 18/129 [00:00<00:04, 27.45it/s, loss=0.342]
Epoch 22 [Train]: 16%|█▋ | 21/129 [00:00<00:04, 26.54it/s, loss=0.342]
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Epoch 22 [Train]: 19%|█▊ | 24/129 [00:00<00:03, 26.71it/s, loss=0.337]
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Epoch 22 [Train]: 21%|██ | 27/129 [00:00<00:03, 27.29it/s, loss=0.337]
Epoch 22 [Train]: 21%|██ | 27/129 [00:01<00:03, 27.29it/s, loss=0.338]
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Epoch 22 [Train]: 21%|██ | 27/129 [00:01<00:03, 27.29it/s, loss=0.339]
Epoch 22 [Train]: 23%|██▎ | 30/129 [00:01<00:03, 26.76it/s, loss=0.339]
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Epoch 22 [Train]: 23%|██▎ | 30/129 [00:01<00:03, 26.76it/s, loss=0.341]
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Epoch 22 [Train]: 26%|██▌ | 33/129 [00:01<00:03, 26.15it/s, loss=0.339]
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Epoch 22 [Train]: 28%|██▊ | 36/129 [00:01<00:03, 26.69it/s, loss=0.34]
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Epoch 22 [Train]: 30%|███ | 39/129 [00:01<00:03, 26.48it/s, loss=0.343]
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Epoch 22 [Train]: 30%|███ | 39/129 [00:01<00:03, 26.48it/s, loss=0.35]
Epoch 22 [Train]: 30%|███ | 39/129 [00:01<00:03, 26.48it/s, loss=0.356]
Epoch 22 [Train]: 33%|███▎ | 42/129 [00:01<00:03, 26.05it/s, loss=0.356]
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Epoch 22 [Train]: 35%|███▍ | 45/129 [00:01<00:03, 26.42it/s, loss=0.351]
Epoch 22 [Train]: 37%|███▋ | 48/129 [00:01<00:03, 26.59it/s, loss=0.351]
Epoch 22 [Train]: 37%|███▋ | 48/129 [00:01<00:03, 26.59it/s, loss=0.349]
Epoch 22 [Train]: 37%|███▋ | 48/129 [00:01<00:03, 26.59it/s, loss=0.35]
Epoch 22 [Train]: 37%|███▋ | 48/129 [00:01<00:03, 26.59it/s, loss=0.349]
Epoch 22 [Train]: 40%|███▉ | 51/129 [00:01<00:02, 27.09it/s, loss=0.349]
Epoch 22 [Train]: 40%|███▉ | 51/129 [00:01<00:02, 27.09it/s, loss=0.35]
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Epoch 22 [Train]: 40%|███▉ | 51/129 [00:01<00:02, 27.09it/s, loss=0.347]
Epoch 22 [Train]: 42%|████▏ | 54/129 [00:01<00:02, 27.24it/s, loss=0.347]
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Epoch 22 [Train]: 42%|████▏ | 54/129 [00:02<00:02, 27.24it/s, loss=0.355]
Epoch 22 [Train]: 42%|████▏ | 54/129 [00:02<00:02, 27.24it/s, loss=0.353]
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Epoch 22 [Train]: 44%|████▍ | 57/129 [00:02<00:02, 27.39it/s, loss=0.356]
Epoch 22 [Train]: 47%|████▋ | 60/129 [00:02<00:02, 27.36it/s, loss=0.356]
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Epoch 22 [Train]: 60%|██████ | 78/129 [00:02<00:01, 27.19it/s, loss=0.354]
Epoch 22 [Train]: 63%|██████▎ | 81/129 [00:02<00:01, 27.29it/s, loss=0.354]
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Epoch 22 [Train]: 63%|██████▎ | 81/129 [00:03<00:01, 27.29it/s, loss=0.354]
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Epoch 22 [Train]: 67%|██████▋ | 87/129 [00:03<00:01, 27.24it/s, loss=0.356]
Epoch 22 [Train]: 67%|██████▋ | 87/129 [00:03<00:01, 27.24it/s, loss=0.357]
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Epoch 22 [Train]: 70%|██████▉ | 90/129 [00:03<00:01, 27.57it/s, loss=0.356]
Epoch 22 [Train]: 70%|██████▉ | 90/129 [00:03<00:01, 27.57it/s, loss=0.355]
Epoch 22 [Train]: 70%|██████▉ | 90/129 [00:03<00:01, 27.57it/s, loss=0.359]
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Epoch 22 [Train]: 81%|████████▏ | 105/129 [00:03<00:00, 27.71it/s, loss=0.364]
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Epoch 22 [Train]: 86%|████████▌ | 111/129 [00:04<00:00, 27.99it/s, loss=0.362]
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Epoch 22 [Train]: 88%|████████▊ | 114/129 [00:04<00:00, 28.12it/s, loss=0.363]
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Epoch 22 [Train]: 91%|█████████ | 117/129 [00:04<00:00, 28.45it/s, loss=0.363]
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Epoch 22 [Train]: 93%|█████████▎| 120/129 [00:04<00:00, 28.60it/s, loss=0.361]
Epoch 22 [Train]: 93%|█████████▎| 120/129 [00:04<00:00, 28.60it/s, loss=0.361]
Epoch 22 [Train]: 93%|█████████▎| 120/129 [00:04<00:00, 28.60it/s, loss=0.36]
Epoch 22 [Train]: 93%|█████████▎| 120/129 [00:04<00:00, 28.60it/s, loss=0.36]
Epoch 22 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 27.27it/s, loss=0.36]
Epoch 22 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 27.27it/s, loss=0.36]
Epoch 22 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 27.27it/s, loss=0.361]
Epoch 22 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 27.27it/s, loss=0.361]
Epoch 22 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 27.21it/s, loss=0.361]
Epoch 22 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 27.21it/s, loss=0.361]
Epoch 22 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 27.21it/s, loss=0.36]
Epoch 22 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 27.21it/s, loss=0.361]
Epoch 22 [Train]: 100%|██████████| 129/129 [00:04<00:00, 26.93it/s, loss=0.361]
2026-08-07 06:51:45.910 | INFO  | __main__:pretrain:180 - Epoch 22/50 | Train Loss: 0.3614 | Val Loss: 0.6778
Epoch 23 [Train]: 0%| | 0/129 [00:00<?, ?it/s]
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Epoch 23 [Train]: 21%|██ | 27/129 [00:01<00:03, 26.30it/s, loss=0.296]
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Epoch 23 [Train]: 91%|█████████ | 117/129 [00:04<00:00, 27.81it/s, loss=0.349]
Epoch 23 [Train]: 91%|█████████ | 117/129 [00:04<00:00, 27.81it/s, loss=0.348]
Epoch 23 [Train]: 91%|█████████ | 117/129 [00:04<00:00, 27.81it/s, loss=0.347]
Epoch 23 [Train]: 91%|█████████ | 117/129 [00:04<00:00, 27.81it/s, loss=0.346]
Epoch 23 [Train]: 93%|█████████▎| 120/129 [00:04<00:00, 26.93it/s, loss=0.346]
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Epoch 23 [Train]: 93%|█████████▎| 120/129 [00:04<00:00, 26.93it/s, loss=0.349]
Epoch 23 [Train]: 93%|█████████▎| 120/129 [00:04<00:00, 26.93it/s, loss=0.349]
Epoch 23 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 27.06it/s, loss=0.349]
Epoch 23 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 27.06it/s, loss=0.349]
Epoch 23 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 27.06it/s, loss=0.349]
Epoch 23 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 27.06it/s, loss=0.349]
Epoch 23 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 27.06it/s, loss=0.349]
Epoch 23 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 27.06it/s, loss=0.349]
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Epoch 23 [Train]: 100%|██████████| 129/129 [00:04<00:00, 27.32it/s, loss=0.349]
2026-08-07 06:51:50.816 | INFO  | __main__:pretrain:180 - Epoch 23/50 | Train Loss: 0.3487 | Val Loss: 0.7331
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Epoch 24 [Train]: 99%|█████████▉| 128/129 [00:04<00:00, 28.28it/s, loss=0.347]
2026-08-07 06:51:55.740 | INFO  | __main__:pretrain:180 - Epoch 24/50 | Train Loss: 0.3468 | Val Loss: 0.6992
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Epoch 25 [Train]: 91%|█████████▏| 118/129 [00:04<00:00, 28.10it/s, loss=0.34]
Epoch 25 [Train]: 91%|█████████▏| 118/129 [00:04<00:00, 28.10it/s, loss=0.341]
Epoch 25 [Train]: 91%|█████████▏| 118/129 [00:04<00:00, 28.10it/s, loss=0.341]
Epoch 25 [Train]: 91%|█████████▏| 118/129 [00:04<00:00, 28.10it/s, loss=0.34]
Epoch 25 [Train]: 94%|█████████▍| 121/129 [00:04<00:00, 27.95it/s, loss=0.34]
Epoch 25 [Train]: 94%|█████████▍| 121/129 [00:04<00:00, 27.95it/s, loss=0.34]
Epoch 25 [Train]: 94%|█████████▍| 121/129 [00:04<00:00, 27.95it/s, loss=0.34]
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Epoch 25 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 27.58it/s, loss=0.34]
Epoch 25 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 27.58it/s, loss=0.342]
Epoch 25 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 27.58it/s, loss=0.34]
Epoch 25 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 27.58it/s, loss=0.341]
Epoch 25 [Train]: 98%|█████████▊| 127/129 [00:04<00:00, 27.45it/s, loss=0.341]
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Epoch 25 [Train]: 98%|█████████▊| 127/129 [00:04<00:00, 27.45it/s, loss=0.34]
2026-08-07 06:52:00.645 | INFO  | __main__:pretrain:180 - Epoch 25/50 | Train Loss: 0.3405 | Val Loss: 0.6879
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Epoch 26 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 26.94it/s, loss=0.352]
Epoch 26 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 26.94it/s, loss=0.356]
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Epoch 26 [Train]: 98%|█████████▊| 127/129 [00:04<00:00, 27.12it/s, loss=0.354]
2026-08-07 06:52:05.487 | INFO  | __main__:pretrain:180 - Epoch 26/50 | Train Loss: 0.3542 | Val Loss: 0.6829
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Epoch 27 [Train]: 78%|███████▊ | 100/129 [00:04<00:01, 26.92it/s, loss=0.335]
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Epoch 27 [Train]: 89%|████████▉ | 115/129 [00:04<00:00, 27.22it/s, loss=0.334]
Epoch 27 [Train]: 89%|████████▉ | 115/129 [00:04<00:00, 27.22it/s, loss=0.334]
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Epoch 27 [Train]: 89%|████████▉ | 115/129 [00:04<00:00, 27.22it/s, loss=0.335]
Epoch 27 [Train]: 91%|█████████▏| 118/129 [00:04<00:00, 27.37it/s, loss=0.335]
Epoch 27 [Train]: 91%|█████████▏| 118/129 [00:04<00:00, 27.37it/s, loss=0.335]
Epoch 27 [Train]: 91%|█████████▏| 118/129 [00:04<00:00, 27.37it/s, loss=0.336]
Epoch 27 [Train]: 91%|█████████▏| 118/129 [00:04<00:00, 27.37it/s, loss=0.336]
Epoch 27 [Train]: 94%|█████████▍| 121/129 [00:04<00:00, 27.42it/s, loss=0.336]
Epoch 27 [Train]: 94%|█████████▍| 121/129 [00:04<00:00, 27.42it/s, loss=0.335]
Epoch 27 [Train]: 94%|█████████▍| 121/129 [00:04<00:00, 27.42it/s, loss=0.336]
Epoch 27 [Train]: 94%|█████████▍| 121/129 [00:04<00:00, 27.42it/s, loss=0.336]
Epoch 27 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 27.31it/s, loss=0.336]
Epoch 27 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 27.31it/s, loss=0.336]
Epoch 27 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 27.31it/s, loss=0.336]
Epoch 27 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 27.31it/s, loss=0.336]
Epoch 27 [Train]: 98%|█████████▊| 127/129 [00:04<00:00, 27.80it/s, loss=0.336]
Epoch 27 [Train]: 98%|█████████▊| 127/129 [00:04<00:00, 27.80it/s, loss=0.337]
Epoch 27 [Train]: 98%|█████████▊| 127/129 [00:04<00:00, 27.80it/s, loss=0.336]
2026-08-07 06:52:10.628 | INFO  | __main__:pretrain:180 - Epoch 27/50 | Train Loss: 0.3358 | Val Loss: 0.6680
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Epoch 28 [Train]: 80%|███████▉ | 103/129 [00:03<00:00, 27.16it/s, loss=0.315]
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Epoch 28 [Train]: 82%|████████▏ | 106/129 [00:03<00:00, 26.65it/s, loss=0.316]
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Epoch 28 [Train]: 84%|████████▍ | 109/129 [00:04<00:00, 26.82it/s, loss=0.321]
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Epoch 28 [Train]: 87%|████████▋ | 112/129 [00:04<00:00, 26.65it/s, loss=0.32]
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Epoch 28 [Train]: 87%|████████▋ | 112/129 [00:04<00:00, 26.65it/s, loss=0.319]
Epoch 28 [Train]: 89%|████████▉ | 115/129 [00:04<00:00, 26.22it/s, loss=0.319]
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Epoch 28 [Train]: 91%|█████████▏| 118/129 [00:04<00:00, 26.38it/s, loss=0.319]
Epoch 28 [Train]: 91%|█████████▏| 118/129 [00:04<00:00, 26.38it/s, loss=0.32]
Epoch 28 [Train]: 91%|█████████▏| 118/129 [00:04<00:00, 26.38it/s, loss=0.319]
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Epoch 28 [Train]: 94%|█████████▍| 121/129 [00:04<00:00, 27.19it/s, loss=0.319]
Epoch 28 [Train]: 94%|█████████▍| 121/129 [00:04<00:00, 27.19it/s, loss=0.319]
Epoch 28 [Train]: 94%|█████████▍| 121/129 [00:04<00:00, 27.19it/s, loss=0.32]
Epoch 28 [Train]: 94%|█████████▍| 121/129 [00:04<00:00, 27.19it/s, loss=0.321]
Epoch 28 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 27.22it/s, loss=0.321]
Epoch 28 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 27.22it/s, loss=0.32]
Epoch 28 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 27.22it/s, loss=0.32]
Epoch 28 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 27.22it/s, loss=0.32]
Epoch 28 [Train]: 98%|█████████▊| 127/129 [00:04<00:00, 27.34it/s, loss=0.32]
Epoch 28 [Train]: 98%|█████████▊| 127/129 [00:04<00:00, 27.34it/s, loss=0.322]
Epoch 28 [Train]: 98%|█████████▊| 127/129 [00:04<00:00, 27.34it/s, loss=0.322]
2026-08-07 06:52:15.570 | INFO  | __main__:pretrain:180 - Epoch 28/50 | Train Loss: 0.3220 | Val Loss: 0.7306
Epoch 29 [Train]: 0%| | 0/129 [00:00<?, ?it/s]
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Epoch 29 [Train]: 21%|██ | 27/129 [00:00<00:03, 26.54it/s, loss=0.284]
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Epoch 29 [Train]: 93%|█████████▎| 120/129 [00:04<00:00, 27.34it/s, loss=0.305]
Epoch 29 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 27.61it/s, loss=0.305]
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Epoch 29 [Train]: 95%|█████████▌| 123/129 [00:04<00:00, 27.61it/s, loss=0.305]
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Epoch 29 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 27.90it/s, loss=0.306]
Epoch 29 [Train]: 98%|█████████▊| 126/129 [00:04<00:00, 27.90it/s, loss=0.306]
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Epoch 29 [Train]: 100%|██████████| 129/129 [00:04<00:00, 27.17it/s, loss=0.306]
2026-08-07 06:52:20.457 | INFO  | __main__:pretrain:180 - Epoch 29/50 | Train Loss: 0.3064 | Val Loss: 0.9027
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Epoch 30 [Train]: 94%|█████████▍| 121/129 [00:04<00:00, 26.83it/s, loss=0.303]
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Epoch 30 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 26.89it/s, loss=0.306]
Epoch 30 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 26.89it/s, loss=0.31]
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Epoch 30 [Train]: 96%|█████████▌| 124/129 [00:04<00:00, 26.89it/s, loss=0.31]
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Epoch 30 [Train]: 98%|█████████▊| 127/129 [00:04<00:00, 27.14it/s, loss=0.31]
2026-08-07 06:52:25.410 | INFO  | __main__:pretrain:180 - Epoch 30/50 | Train Loss: 0.3101 | Val Loss: 0.6749
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2026-08-07 06:52:30.355 | INFO  | __main__:pretrain:180 - Epoch 31/50 | Train Loss: 0.3163 | Val Loss: 0.7611
2026-08-07 06:52:30.355 | INFO  | __main__:pretrain:200 - Early stopping at epoch 31
2026-08-07 06:52:30.406 | SUCCESS  | __main__:main:401 - Saved pretrain checkpoint to models/pretrain/mpnn/pretrain_delivery.pt
2026-08-07 06:52:30.407 | SUCCESS  | __main__:main:407 - Saved pretrain history to models/pretrain/mpnn/pretrain_history.json
2026-08-07 06:52:30.973 | SUCCESS  | __main__:main:416 - Saved loss curves plot to models/pretrain/mpnn/pretrain_loss_curves.png
2026-08-07 06:52:30.973 | SUCCESS  | __main__:main:418 - Pretraining complete! Best val_loss: 0.6451
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