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train_out.log
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train_out.log
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================================================================================
INITIALIZING
================================================================================
Loading data...
took 1.66 seconds
Building parser...
took 1.09 seconds
Loading pretrained embeddings...
took 2.33 seconds
Vectorizing data...
took 1.22 seconds
Preprocessing training data...
took 36.66 seconds
took 0.02 seconds
================================================================================
TRAINING
================================================================================
Epoch 1 out of 10
100%|████████████████████████████████████████████| 1848/1848 [02:24<00:00, 12.80it/s]
Average Train Loss: 0.1811775163711085
Evaluating on dev set
1445850it [00:00, 55091248.37it/s]
- dev UAS: 83.97
New best dev UAS! Saving model.
Epoch 2 out of 10
100%|████████████████████████████████████████████| 1848/1848 [02:22<00:00, 12.96it/s]
Average Train Loss: 0.11446824673869652
Evaluating on dev set
1445850it [00:00, 54143909.49it/s]
- dev UAS: 86.19
New best dev UAS! Saving model.
Epoch 3 out of 10
100%|████████████████████████████████████████████| 1848/1848 [02:25<00:00, 12.68it/s]
Average Train Loss: 0.10042866761695383
Evaluating on dev set
1445850it [00:00, 52429706.56it/s]
- dev UAS: 87.25
New best dev UAS! Saving model.
Epoch 4 out of 10
100%|████████████████████████████████████████████| 1848/1848 [02:23<00:00, 12.87it/s]
Average Train Loss: 0.09164750121243588
Evaluating on dev set
1445850it [00:00, 53943554.87it/s]
- dev UAS: 87.59
New best dev UAS! Saving model.
Epoch 5 out of 10
100%|████████████████████████████████████████████| 1848/1848 [02:23<00:00, 12.87it/s]
Average Train Loss: 0.08543391828526022
Evaluating on dev set
1445850it [00:00, 45921402.09it/s]
- dev UAS: 88.12
New best dev UAS! Saving model.
Epoch 6 out of 10
100%|████████████████████████████████████████████| 1848/1848 [02:25<00:00, 12.72it/s]
Average Train Loss: 0.08023003809299174
Evaluating on dev set
1445850it [00:00, 52172600.90it/s]
- dev UAS: 88.10
Epoch 7 out of 10
100%|████████████████████████████████████████████| 1848/1848 [02:24<00:00, 12.81it/s]
Average Train Loss: 0.07596558222176257
Evaluating on dev set
1445850it [00:00, 31897068.40it/s]
- dev UAS: 88.19
New best dev UAS! Saving model.
Epoch 8 out of 10
100%|████████████████████████████████████████████| 1848/1848 [02:20<00:00, 13.11it/s]
Average Train Loss: 0.0725291249326136
Evaluating on dev set
1445850it [00:00, 53948833.62it/s]
- dev UAS: 88.72
New best dev UAS! Saving model.
Epoch 9 out of 10
100%|████████████████████████████████████████████| 1848/1848 [02:22<00:00, 12.98it/s]
Average Train Loss: 0.06974130065192456
Evaluating on dev set
1445850it [00:00, 49851493.15it/s]
- dev UAS: 88.79
New best dev UAS! Saving model.
Epoch 10 out of 10
100%|████████████████████████████████████████████| 1848/1848 [02:18<00:00, 13.33it/s]
Average Train Loss: 0.06653358527253588
Evaluating on dev set
1445850it [00:00, 56306609.33it/s]
- dev UAS: 88.58
================================================================================
TESTING
================================================================================
Restoring the best model weights found on the dev set
Final evaluation on test set
2919736it [00:00, 79620956.03it/s]
- test UAS: 89.27
Done!