| 2023-02-16 22:20:26 INFO |
| ---------------------+------------------------------- |
| Param | Value |
| ---------------------+------------------------------- |
| lr | 5e-05 |
| mu | 0.9 |
| nu | 0.999 |
| eps | 1e-06 |
| weight_decay | 0.0 |
| lr_rate | 1 |
| patience | 30 |
| update-steps | 1 |
| warmup | 0.0 |
| update_steps | 1 |
| mode | train |
| path | /content/gdrive/MyDrive/models/model_vi_mpqa_roberta_6 |
| device | 0 |
| seed | 1 |
| threads | 16 |
| local_rank | -1 |
| feat | None |
| build | True |
| checkpoint | False |
| encoder | bert |
| max_len | None |
| buckets | 32 |
| train | /content/gdrive/MyDrive/sentiment_graphs/mpqa/head_final/sdp/train.conllu |
| dev | /content/gdrive/MyDrive/sentiment_graphs/mpqa/head_final/sdp/dev.conllu |
| test | /content/gdrive/MyDrive/sentiment_graphs/mpqa/head_final/sdp/test.conllu |
| embed | data/glove.6B.100d.txt |
| unk | unk |
| n_embed | 100 |
| n_embed_proj | 125 |
| bert | roberta-base |
| inference | mfvi |
| ---------------------+------------------------------- |
|
|
| 2023-02-16 22:20:26 INFO Building the fields |
| 2023-02-16 22:20:32 INFO CoNLL( |
| (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>) |
| (labels): ChartField() |
| ) |
| 2023-02-16 22:20:32 INFO Building the model |
| 2023-02-16 22:21:03 INFO VISemanticDependencyModel( |
| (encoder): TransformerEmbedding(roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True) |
| (encoder_dropout): Dropout(p=0.33, inplace=False) |
| (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25) |
| (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25) |
| (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33) |
| (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33) |
| (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True) |
| (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True) |
| (criterion): CrossEntropyLoss() |
| (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25) |
| (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25) |
| (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25) |
| (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True) |
| (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True) |
| (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True) |
| (inference): SemanticDependencyMFVI(max_iter=3) |
| ) |
|
|
| 2023-02-16 22:21:03 INFO Loading the data |
| 2023-02-16 22:21:24 INFO |
| train: Dataset(n_sentences=5873, n_batches=43, n_buckets=32) |
| dev: Dataset(n_sentences=2063, n_batches=32, n_buckets=32) |
| test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32) |
|
|
| 2023-02-16 22:21:24 INFO Epoch 1 / 5000: |
| 2023-02-16 22:22:15 INFO lr: 4.9990e-05 - loss: 0.1599 - UP: 0.50% UR: 3.62% UF: 0.89% P: 0.04% R: 0.29% F: 0.07% |
| 2023-02-16 22:22:22 INFO dev: loss: nan - UP: 3.45% UR: 0.04% UF: 0.09% P: 1.72% R: 0.02% F: 0.04% |
| 2023-02-16 22:22:28 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00% |
| 2023-02-16 22:22:36 INFO 0:01:03.847831s elapsed (saved) |
|
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| 2023-02-16 22:22:36 INFO Epoch 2 / 5000: |
| 2023-02-16 22:23:28 INFO lr: 4.9980e-05 - loss: 0.0655 - UP: 14.77% UR: 0.17% UF: 0.34% P: 13.64% R: 0.16% F: 0.31% |
| 2023-02-16 22:23:34 INFO dev: loss: nan - UP: 50.00% UR: 0.29% UF: 0.57% P: 50.00% R: 0.29% F: 0.57% |
| 2023-02-16 22:23:40 INFO test: loss: nan - UP: 81.82% UR: 0.38% UF: 0.76% P: 77.27% R: 0.36% F: 0.72% |
| 2023-02-16 22:23:48 INFO 0:01:04.326725s elapsed (saved) |
|
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| 2023-02-16 22:23:48 INFO Epoch 3 / 5000: |
| 2023-02-16 22:24:40 INFO lr: 4.9970e-05 - loss: 0.0297 - UP: 24.87% UR: 1.29% UF: 2.45% P: 23.23% R: 1.20% F: 2.29% |
| 2023-02-16 22:24:46 INFO dev: loss: nan - UP: 53.52% UR: 1.68% UF: 3.25% P: 51.41% R: 1.61% F: 3.12% |
| 2023-02-16 22:24:52 INFO test: loss: nan - UP: 56.08% UR: 1.75% UF: 3.40% P: 50.00% R: 1.56% F: 3.03% |
| 2023-02-16 22:25:00 INFO 0:01:03.756337s elapsed (saved) |
|
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| 2023-02-16 22:25:00 INFO Epoch 4 / 5000: |
| 2023-02-16 22:25:52 INFO lr: 4.9960e-05 - loss: 0.0503 - UP: 30.46% UR: 2.36% UF: 4.38% P: 28.10% R: 2.18% F: 4.04% |
| 2023-02-16 22:25:58 INFO dev: loss: nan - UP: 89.47% UR: 0.38% UF: 0.75% P: 89.47% R: 0.38% F: 0.75% |
| 2023-02-16 22:26:04 INFO test: loss: nan - UP: 79.41% UR: 0.57% UF: 1.13% P: 76.47% R: 0.55% F: 1.09% |
| 2023-02-16 22:26:04 INFO 0:01:03.904712s elapsed |
|
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| 2023-02-16 22:26:04 INFO Epoch 5 / 5000: |
| 2023-02-16 22:26:55 INFO lr: 4.9950e-05 - loss: 0.0267 - UP: 41.93% UR: 2.75% UF: 5.17% P: 40.04% R: 2.63% F: 4.94% |
| 2023-02-16 22:27:01 INFO dev: loss: nan - UP: 54.78% UR: 3.29% UF: 6.20% P: 53.31% R: 3.20% F: 6.04% |
| 2023-02-16 22:27:07 INFO test: loss: nan - UP: 52.74% UR: 3.87% UF: 7.20% P: 46.97% R: 3.44% F: 6.42% |
| 2023-02-16 22:27:15 INFO 0:01:03.160211s elapsed (saved) |
|
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| 2023-02-16 22:27:15 INFO Epoch 6 / 5000: |
| 2023-02-16 22:28:07 INFO lr: 4.9940e-05 - loss: 0.0195 - UP: 48.73% UR: 7.25% UF: 12.63% P: 47.76% R: 7.11% F: 12.38% |
| 2023-02-16 22:28:13 INFO dev: loss: nan - UP: 69.34% UR: 4.39% UF: 8.26% P: 67.25% R: 4.26% F: 8.01% |
| 2023-02-16 22:28:19 INFO test: loss: nan - UP: 66.58% UR: 5.73% UF: 10.54% P: 61.67% R: 5.30% F: 9.77% |
| 2023-02-16 22:28:26 INFO 0:01:03.888814s elapsed (saved) |
|
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| 2023-02-16 22:28:26 INFO Epoch 7 / 5000: |
| 2023-02-16 22:29:18 INFO lr: 4.9930e-05 - loss: 0.0163 - UP: 50.88% UR: 10.38% UF: 17.24% P: 50.21% R: 10.24% F: 17.02% |
| 2023-02-16 22:29:25 INFO dev: loss: nan - UP: 56.27% UR: 8.52% UF: 14.80% P: 54.66% R: 8.28% F: 14.38% |
| 2023-02-16 22:29:31 INFO test: loss: nan - UP: 54.04% UR: 10.16% UF: 17.11% P: 51.69% R: 9.72% F: 16.36% |
| 2023-02-16 22:29:38 INFO 0:01:04.177885s elapsed (saved) |
|
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| 2023-02-16 22:29:38 INFO Epoch 8 / 5000: |
| 2023-02-16 22:30:30 INFO lr: 4.9920e-05 - loss: 0.0011 - UP: 59.24% UR: 17.43% UF: 26.93% P: 58.59% R: 17.24% F: 26.64% |
| 2023-02-16 22:30:36 INFO dev: loss: nan - UP: 47.25% UR: 12.49% UF: 19.76% P: 45.91% R: 12.14% F: 19.20% |
| 2023-02-16 22:30:42 INFO test: loss: nan - UP: 49.59% UR: 14.03% UF: 21.87% P: 48.17% R: 13.63% F: 21.25% |
| 2023-02-16 22:30:51 INFO 0:01:03.805153s elapsed (saved) |
|
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| 2023-02-16 22:30:51 INFO Epoch 9 / 5000: |
| 2023-02-16 22:31:43 INFO lr: 4.9910e-05 - loss: 0.0177 - UP: 59.28% UR: 19.20% UF: 29.00% P: 58.84% R: 19.06% F: 28.79% |
| 2023-02-16 22:31:49 INFO dev: loss: nan - UP: 58.90% UR: 13.22% UF: 21.59% P: 58.41% R: 13.11% F: 21.41% |
| 2023-02-16 22:31:55 INFO test: loss: nan - UP: 53.72% UR: 14.03% UF: 22.25% P: 52.99% R: 13.84% F: 21.95% |
| 2023-02-16 22:32:03 INFO 0:01:04.015056s elapsed (saved) |
|
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| 2023-02-16 22:32:03 INFO Epoch 10 / 5000: |
| 2023-02-16 22:32:54 INFO lr: 4.9900e-05 - loss: 0.0106 - UP: 59.28% UR: 17.24% UF: 26.72% P: 58.60% R: 17.05% F: 26.41% |
| 2023-02-16 22:33:00 INFO dev: loss: nan - UP: 52.22% UR: 9.36% UF: 15.87% P: 50.49% R: 9.05% F: 15.35% |
| 2023-02-16 22:33:06 INFO test: loss: nan - UP: 50.55% UR: 11.68% UF: 18.98% P: 48.17% R: 11.13% F: 18.09% |
| 2023-02-16 22:33:06 INFO 0:01:03.429447s elapsed |
|
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| 2023-02-16 22:33:06 INFO Epoch 11 / 5000: |
| 2023-02-16 22:33:57 INFO lr: 4.9890e-05 - loss: 0.0173 - UP: 62.37% UR: 22.68% UF: 33.26% P: 61.97% R: 22.54% F: 33.05% |
| 2023-02-16 22:34:03 INFO dev: loss: nan - UP: 74.56% UR: 5.63% UF: 10.47% P: 72.81% R: 5.50% F: 10.22% |
| 2023-02-16 22:34:09 INFO test: loss: nan - UP: 65.08% UR: 6.93% UF: 12.53% P: 62.90% R: 6.70% F: 12.11% |
| 2023-02-16 22:34:09 INFO 0:01:02.937507s elapsed |
|
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| 2023-02-16 22:34:09 INFO Epoch 12 / 5000: |
| 2023-02-16 22:35:00 INFO lr: 4.9880e-05 - loss: 0.0013 - UP: 64.13% UR: 25.48% UF: 36.47% P: 63.62% R: 25.28% F: 36.18% |
| 2023-02-16 22:35:06 INFO dev: loss: nan - UP: 60.19% UR: 11.15% UF: 18.81% P: 59.36% R: 10.99% F: 18.55% |
| 2023-02-16 22:35:12 INFO test: loss: nan - UP: 61.58% UR: 14.66% UF: 23.69% P: 60.51% R: 14.41% F: 23.28% |
| 2023-02-16 22:35:12 INFO 0:01:03.320690s elapsed |
|
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| 2023-02-16 22:35:12 INFO Epoch 13 / 5000: |
| 2023-02-16 22:36:04 INFO lr: 4.9870e-05 - loss: 0.0027 - UP: 61.68% UR: 19.62% UF: 29.77% P: 61.33% R: 19.51% F: 29.60% |
| 2023-02-16 22:36:10 INFO dev: loss: nan - UP: 39.86% UR: 24.65% UF: 30.47% P: 38.04% R: 23.53% F: 29.07% |
| 2023-02-16 22:36:16 INFO test: loss: nan - UP: 36.25% UR: 26.33% UF: 30.50% P: 34.30% R: 24.91% F: 28.86% |
| 2023-02-16 22:36:23 INFO 0:01:03.340286s elapsed (saved) |
|
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| 2023-02-16 22:36:23 INFO Epoch 14 / 5000: |
| 2023-02-16 22:37:15 INFO lr: 4.9860e-05 - loss: 0.0335 - UP: 60.05% UR: 17.05% UF: 26.56% P: 59.59% R: 16.92% F: 26.35% |
| 2023-02-16 22:37:21 INFO dev: loss: nan - UP: 59.27% UR: 13.68% UF: 22.23% P: 57.17% R: 13.20% F: 21.45% |
| 2023-02-16 22:37:27 INFO test: loss: nan - UP: 55.73% UR: 16.54% UF: 25.51% P: 53.74% R: 15.95% F: 24.60% |
| 2023-02-16 22:37:27 INFO 0:01:03.499795s elapsed |
|
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| 2023-02-16 22:37:27 INFO Epoch 15 / 5000: |
| 2023-02-16 22:38:18 INFO lr: 4.9850e-05 - loss: 0.0011 - UP: 69.49% UR: 30.12% UF: 42.03% P: 69.23% R: 30.01% F: 41.87% |
| 2023-02-16 22:38:24 INFO dev: loss: nan - UP: 57.90% UR: 21.58% UF: 31.45% P: 56.36% R: 21.01% F: 30.61% |
| 2023-02-16 22:38:30 INFO test: loss: nan - UP: 56.65% UR: 24.02% UF: 33.74% P: 54.86% R: 23.26% F: 32.67% |
| 2023-02-16 22:38:38 INFO 0:01:03.153860s elapsed (saved) |
|
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| 2023-02-16 22:38:38 INFO Epoch 16 / 5000: |
| 2023-02-16 22:39:31 INFO lr: 4.9840e-05 - loss: 0.0049 - UP: 72.45% UR: 39.28% UF: 50.94% P: 72.34% R: 39.22% F: 50.87% |
| 2023-02-16 22:39:37 INFO dev: loss: nan - UP: 59.82% UR: 17.88% UF: 27.53% P: 58.05% R: 17.35% F: 26.71% |
| 2023-02-16 22:39:43 INFO test: loss: nan - UP: 57.82% UR: 20.30% UF: 30.05% P: 55.60% R: 19.52% F: 28.90% |
| 2023-02-16 22:39:43 INFO 0:01:04.309171s elapsed |
|
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| 2023-02-16 22:39:43 INFO Epoch 17 / 5000: |
| 2023-02-16 22:40:33 INFO lr: 4.9830e-05 - loss: 0.0029 - UP: 74.23% UR: 41.79% UF: 53.48% P: 74.15% R: 41.75% F: 53.42% |
| 2023-02-16 22:40:40 INFO dev: loss: nan - UP: 64.99% UR: 21.43% UF: 32.23% P: 63.12% R: 20.81% F: 31.30% |
| 2023-02-16 22:40:46 INFO test: loss: nan - UP: 58.14% UR: 20.52% UF: 30.33% P: 56.89% R: 20.07% F: 29.67% |
| 2023-02-16 22:40:53 INFO 0:01:03.015768s elapsed (saved) |
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| 2023-02-16 22:40:53 INFO Epoch 18 / 5000: |
| 2023-02-16 22:41:45 INFO lr: 4.9820e-05 - loss: 0.0005 - UP: 75.11% UR: 45.34% UF: 56.54% P: 75.04% R: 45.30% F: 56.50% |
| 2023-02-16 22:41:52 INFO dev: loss: nan - UP: 51.12% UR: 30.17% UF: 37.95% P: 49.66% R: 29.31% F: 36.86% |
| 2023-02-16 22:41:57 INFO test: loss: nan - UP: 47.75% UR: 30.55% UF: 37.26% P: 46.00% R: 29.43% F: 35.90% |
| 2023-02-16 22:42:05 INFO 0:01:03.980388s elapsed (saved) |
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| 2023-02-16 22:42:05 INFO Epoch 19 / 5000: |
| 2023-02-16 22:42:57 INFO lr: 4.9810e-05 - loss: 0.0091 - UP: 74.97% UR: 48.01% UF: 58.53% P: 74.91% R: 47.97% F: 58.49% |
| 2023-02-16 22:43:03 INFO dev: loss: nan - UP: 50.68% UR: 33.81% UF: 40.56% P: 48.92% R: 32.64% F: 39.16% |
| 2023-02-16 22:43:09 INFO test: loss: nan - UP: 48.60% UR: 35.69% UF: 41.15% P: 46.73% R: 34.31% F: 39.57% |
| 2023-02-16 22:43:17 INFO 0:01:03.736957s elapsed (saved) |
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| 2023-02-16 22:43:17 INFO Epoch 20 / 5000: |
| 2023-02-16 22:44:09 INFO lr: 4.9800e-05 - loss: 0.0022 - UP: 78.73% UR: 52.75% UF: 63.17% P: 78.67% R: 52.71% F: 63.13% |
| 2023-02-16 22:44:15 INFO dev: loss: nan - UP: 54.46% UR: 33.99% UF: 41.85% P: 52.90% R: 33.02% F: 40.66% |
| 2023-02-16 22:44:21 INFO test: loss: nan - UP: 49.69% UR: 33.57% UF: 40.07% P: 48.22% R: 32.58% F: 38.89% |
| 2023-02-16 22:44:29 INFO 0:01:04.000980s elapsed (saved) |
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| 2023-02-16 22:44:29 INFO Epoch 21 / 5000: |
| 2023-02-16 22:45:20 INFO lr: 4.9790e-05 - loss: 0.0009 - UP: 79.23% UR: 54.20% UF: 64.36% P: 79.17% R: 54.16% F: 64.32% |
| 2023-02-16 22:45:26 INFO dev: loss: nan - UP: 50.68% UR: 36.26% UF: 42.27% P: 49.32% R: 35.29% F: 41.14% |
| 2023-02-16 22:45:32 INFO test: loss: nan - UP: 47.61% UR: 36.13% UF: 41.08% P: 46.19% R: 35.05% F: 39.86% |
| 2023-02-16 22:45:40 INFO 0:01:03.450542s elapsed (saved) |
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| 2023-02-16 22:45:40 INFO Epoch 22 / 5000: |
| 2023-02-16 22:46:32 INFO lr: 4.9780e-05 - loss: 0.0004 - UP: 77.06% UR: 52.79% UF: 62.66% P: 76.89% R: 52.68% F: 62.52% |
| 2023-02-16 22:46:38 INFO dev: loss: nan - UP: 55.71% UR: 30.88% UF: 39.73% P: 54.24% R: 30.06% F: 38.68% |
| 2023-02-16 22:46:44 INFO test: loss: nan - UP: 51.57% UR: 31.65% UF: 39.22% P: 49.98% R: 30.68% F: 38.02% |
| 2023-02-16 22:46:44 INFO 0:01:03.611443s elapsed |
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| 2023-02-16 22:46:44 INFO Epoch 23 / 5000: |
| 2023-02-16 22:47:34 INFO lr: 4.9770e-05 - loss: 0.0034 - UP: 80.96% UR: 55.77% UF: 66.04% P: 80.77% R: 55.64% F: 65.89% |
| 2023-02-16 22:47:41 INFO dev: loss: nan - UP: 52.69% UR: 34.39% UF: 41.61% P: 51.17% R: 33.39% F: 40.41% |
| 2023-02-16 22:47:47 INFO test: loss: nan - UP: 48.62% UR: 34.73% UF: 40.52% P: 46.79% R: 33.42% F: 38.99% |
| 2023-02-16 22:47:47 INFO 0:01:02.988585s elapsed |
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| 2023-02-16 22:47:47 INFO Epoch 24 / 5000: |
| 2023-02-16 22:48:38 INFO lr: 4.9760e-05 - loss: 0.0024 - UP: 80.36% UR: 60.57% UF: 69.08% P: 80.29% R: 60.52% F: 69.02% |
| 2023-02-16 22:48:44 INFO dev: loss: nan - UP: 63.22% UR: 28.71% UF: 39.49% P: 61.56% R: 27.96% F: 38.46% |
| 2023-02-16 22:48:50 INFO test: loss: nan - UP: 58.56% UR: 29.56% UF: 39.29% P: 56.76% R: 28.65% F: 38.08% |
| 2023-02-16 22:48:50 INFO 0:01:03.143710s elapsed |
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| 2023-02-16 22:48:50 INFO Epoch 25 / 5000: |
| 2023-02-16 22:49:41 INFO lr: 4.9750e-05 - loss: 0.0046 - UP: 83.15% UR: 64.54% UF: 72.67% P: 83.13% R: 64.53% F: 72.65% |
| 2023-02-16 22:49:47 INFO dev: loss: nan - UP: 53.96% UR: 39.57% UF: 45.66% P: 52.30% R: 38.36% F: 44.26% |
| 2023-02-16 22:49:53 INFO test: loss: nan - UP: 49.84% UR: 39.40% UF: 44.01% P: 48.10% R: 38.03% F: 42.48% |
| 2023-02-16 22:50:00 INFO 0:01:02.901514s elapsed (saved) |
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| 2023-02-16 22:50:00 INFO Epoch 26 / 5000: |
| 2023-02-16 22:50:52 INFO lr: 4.9740e-05 - loss: 0.0026 - UP: 84.80% UR: 64.97% UF: 73.57% P: 84.76% R: 64.94% F: 73.54% |
| 2023-02-16 22:50:58 INFO dev: loss: nan - UP: 46.84% UR: 43.21% UF: 44.95% P: 45.69% R: 42.15% F: 43.85% |
| 2023-02-16 22:51:04 INFO test: loss: nan - UP: 44.10% UR: 43.06% UF: 43.57% P: 42.72% R: 41.71% F: 42.21% |
| 2023-02-16 22:51:04 INFO 0:01:03.697896s elapsed |
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| 2023-02-16 22:51:04 INFO Epoch 27 / 5000: |
| 2023-02-16 22:51:55 INFO lr: 4.9730e-05 - loss: 0.0142 - UP: 78.74% UR: 56.96% UF: 66.10% P: 78.69% R: 56.92% F: 66.05% |
| 2023-02-16 22:52:01 INFO dev: loss: nan - UP: 48.47% UR: 39.55% UF: 43.56% P: 46.82% R: 38.20% F: 42.08% |
| 2023-02-16 22:52:07 INFO test: loss: nan - UP: 44.70% UR: 36.19% UF: 40.00% P: 43.29% R: 35.05% F: 38.74% |
| 2023-02-16 22:52:07 INFO 0:01:02.852778s elapsed |
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| 2023-02-16 22:52:07 INFO Epoch 28 / 5000: |
| 2023-02-16 22:52:58 INFO lr: 4.9720e-05 - loss: 0.0050 - UP: 73.94% UR: 49.66% UF: 59.41% P: 73.72% R: 49.51% F: 59.24% |
| 2023-02-16 22:53:04 INFO dev: loss: nan - UP: 65.95% UR: 12.82% UF: 21.47% P: 62.20% R: 12.09% F: 20.25% |
| 2023-02-16 22:53:10 INFO test: loss: nan - UP: 60.15% UR: 13.78% UF: 22.42% P: 54.89% R: 12.57% F: 20.46% |
| 2023-02-16 22:53:10 INFO 0:01:03.268281s elapsed |
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| 2023-02-16 22:53:10 INFO Epoch 29 / 5000: |
| 2023-02-16 22:54:01 INFO lr: 4.9710e-05 - loss: 0.0205 - UP: 73.40% UR: 43.90% UF: 54.94% P: 72.59% R: 43.42% F: 54.33% |
| 2023-02-16 22:54:07 INFO dev: loss: nan - UP: 60.26% UR: 25.67% UF: 36.00% P: 57.82% R: 24.63% F: 34.55% |
| 2023-02-16 22:54:13 INFO test: loss: nan - UP: 57.56% UR: 28.71% UF: 38.31% P: 55.40% R: 27.64% F: 36.88% |
| 2023-02-16 22:54:13 INFO 0:01:03.249830s elapsed |
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| 2023-02-16 22:54:13 INFO Epoch 30 / 5000: |
| 2023-02-16 22:55:04 INFO lr: 4.9700e-05 - loss: 0.0039 - UP: 78.68% UR: 49.98% UF: 61.13% P: 78.50% R: 49.87% F: 60.99% |
| 2023-02-16 22:55:10 INFO dev: loss: nan - UP: 41.73% UR: 40.19% UF: 40.94% P: 40.67% R: 39.17% F: 39.91% |
| 2023-02-16 22:55:16 INFO test: loss: nan - UP: 41.83% UR: 39.55% UF: 40.66% P: 40.80% R: 38.58% F: 39.66% |
| 2023-02-16 22:55:16 INFO 0:01:02.980052s elapsed |
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| 2023-02-16 22:55:16 INFO Epoch 31 / 5000: |
| 2023-02-16 22:56:07 INFO lr: 4.9690e-05 - loss: 0.0004 - UP: 80.39% UR: 60.49% UF: 69.03% P: 80.33% R: 60.44% F: 68.98% |
| 2023-02-16 22:56:13 INFO dev: loss: nan - UP: 62.37% UR: 31.65% UF: 41.99% P: 60.46% R: 30.68% F: 40.70% |
| 2023-02-16 22:56:19 INFO test: loss: nan - UP: 58.23% UR: 29.96% UF: 39.56% P: 55.98% R: 28.80% F: 38.03% |
| 2023-02-16 22:56:19 INFO 0:01:03.185707s elapsed |
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| 2023-02-16 22:56:19 INFO Epoch 32 / 5000: |
| 2023-02-16 22:57:10 INFO lr: 4.9680e-05 - loss: 0.0042 - UP: 84.61% UR: 64.90% UF: 73.46% P: 84.59% R: 64.88% F: 73.43% |
| 2023-02-16 22:57:17 INFO dev: loss: nan - UP: 54.13% UR: 39.20% UF: 45.47% P: 52.51% R: 38.03% F: 44.11% |
| 2023-02-16 22:57:23 INFO test: loss: nan - UP: 51.79% UR: 37.95% UF: 43.80% P: 50.17% R: 36.76% F: 42.43% |
| 2023-02-16 22:57:23 INFO 0:01:03.130432s elapsed |
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| 2023-02-16 22:57:23 INFO Epoch 33 / 5000: |
| 2023-02-16 22:58:14 INFO lr: 4.9670e-05 - loss: 0.0050 - UP: 85.31% UR: 68.69% UF: 76.10% P: 85.28% R: 68.66% F: 76.07% |
| 2023-02-16 22:58:20 INFO dev: loss: nan - UP: 53.54% UR: 40.94% UF: 46.40% P: 51.77% R: 39.59% F: 44.87% |
| 2023-02-16 22:58:26 INFO test: loss: nan - UP: 50.50% UR: 38.07% UF: 43.42% P: 48.79% R: 36.78% F: 41.95% |
| 2023-02-16 22:58:34 INFO 0:01:03.138376s elapsed (saved) |
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| 2023-02-16 22:58:34 INFO Epoch 34 / 5000: |
| 2023-02-16 22:59:26 INFO lr: 4.9660e-05 - loss: 0.0065 - UP: 86.79% UR: 70.94% UF: 78.06% P: 86.77% R: 70.92% F: 78.05% |
| 2023-02-16 22:59:32 INFO dev: loss: nan - UP: 61.48% UR: 31.98% UF: 42.07% P: 59.44% R: 30.92% F: 40.68% |
| 2023-02-16 22:59:38 INFO test: loss: nan - UP: 56.74% UR: 32.47% UF: 41.31% P: 54.63% R: 31.27% F: 39.77% |
| 2023-02-16 22:59:38 INFO 0:01:04.285321s elapsed |
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| 2023-02-16 22:59:38 INFO Epoch 35 / 5000: |
| 2023-02-16 23:00:29 INFO lr: 4.9650e-05 - loss: 0.0016 - UP: 87.07% UR: 73.83% UF: 79.90% P: 87.06% R: 73.82% F: 79.90% |
| 2023-02-16 23:00:35 INFO dev: loss: nan - UP: 59.83% UR: 36.53% UF: 45.36% P: 57.99% R: 35.40% F: 43.96% |
| 2023-02-16 23:00:41 INFO test: loss: nan - UP: 54.73% UR: 34.99% UF: 42.69% P: 52.94% R: 33.85% F: 41.29% |
| 2023-02-16 23:00:41 INFO 0:01:03.003546s elapsed |
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| 2023-02-16 23:00:41 INFO Epoch 36 / 5000: |
| 2023-02-16 23:01:32 INFO lr: 4.9640e-05 - loss: 0.0030 - UP: 87.60% UR: 73.00% UF: 79.63% P: 87.60% R: 73.00% F: 79.63% |
| 2023-02-16 23:01:38 INFO dev: loss: nan - UP: 49.03% UR: 46.77% UF: 47.87% P: 47.27% R: 45.09% F: 46.15% |
| 2023-02-16 23:01:44 INFO test: loss: nan - UP: 46.60% UR: 43.88% UF: 45.20% P: 45.05% R: 42.43% F: 43.70% |
| 2023-02-16 23:01:52 INFO 0:01:03.060187s elapsed (saved) |
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| 2023-02-16 23:01:52 INFO Epoch 37 / 5000: |
| 2023-02-16 23:02:44 INFO lr: 4.9630e-05 - loss: 0.0016 - UP: 87.27% UR: 74.71% UF: 80.50% P: 87.25% R: 74.69% F: 80.48% |
| 2023-02-16 23:02:50 INFO dev: loss: nan - UP: 55.41% UR: 42.35% UF: 48.01% P: 53.60% R: 40.96% F: 46.43% |
| 2023-02-16 23:02:56 INFO test: loss: nan - UP: 50.11% UR: 40.21% UF: 44.61% P: 48.55% R: 38.96% F: 43.23% |
| 2023-02-16 23:03:04 INFO 0:01:03.699790s elapsed (saved) |
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| 2023-02-16 23:03:04 INFO Epoch 38 / 5000: |
| 2023-02-16 23:03:55 INFO lr: 4.9620e-05 - loss: 0.0024 - UP: 89.37% UR: 77.35% UF: 82.93% P: 89.37% R: 77.34% F: 82.92% |
| 2023-02-16 23:04:01 INFO dev: loss: nan - UP: 56.09% UR: 42.35% UF: 48.26% P: 54.17% R: 40.90% F: 46.60% |
| 2023-02-16 23:04:07 INFO test: loss: nan - UP: 53.45% UR: 40.74% UF: 46.24% P: 51.59% R: 39.32% F: 44.63% |
| 2023-02-16 23:04:15 INFO 0:01:03.763636s elapsed (saved) |
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| 2023-02-16 23:04:15 INFO Epoch 39 / 5000: |
| 2023-02-16 23:05:07 INFO lr: 4.9610e-05 - loss: 0.0029 - UP: 89.96% UR: 77.31% UF: 83.16% P: 89.92% R: 77.28% F: 83.12% |
| 2023-02-16 23:05:13 INFO dev: loss: nan - UP: 50.64% UR: 46.17% UF: 48.30% P: 48.80% R: 44.49% F: 46.55% |
| 2023-02-16 23:05:19 INFO test: loss: nan - UP: 46.68% UR: 42.91% UF: 44.72% P: 44.56% R: 40.97% F: 42.69% |
| 2023-02-16 23:05:19 INFO 0:01:03.631633s elapsed |
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| 2023-02-16 23:05:19 INFO Epoch 40 / 5000: |
| 2023-02-16 23:06:10 INFO lr: 4.9600e-05 - loss: 0.0053 - UP: 80.24% UR: 64.36% UF: 71.43% P: 80.17% R: 64.31% F: 71.37% |
| 2023-02-16 23:06:16 INFO dev: loss: nan - UP: 58.17% UR: 33.06% UF: 42.16% P: 56.12% R: 31.89% F: 40.67% |
| 2023-02-16 23:06:22 INFO test: loss: nan - UP: 54.14% UR: 30.55% UF: 39.06% P: 52.23% R: 29.47% F: 37.68% |
| 2023-02-16 23:06:22 INFO 0:01:03.066022s elapsed |
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| 2023-02-16 23:06:22 INFO Epoch 41 / 5000: |
| 2023-02-16 23:07:13 INFO lr: 4.9590e-05 - loss: 0.0041 - UP: 85.36% UR: 65.51% UF: 74.13% P: 85.28% R: 65.45% F: 74.06% |
| 2023-02-16 23:07:19 INFO dev: loss: nan - UP: 57.31% UR: 31.32% UF: 40.50% P: 55.37% R: 30.26% F: 39.13% |
| 2023-02-16 23:07:25 INFO test: loss: nan - UP: 55.98% UR: 32.16% UF: 40.85% P: 53.44% R: 30.70% F: 39.00% |
| 2023-02-16 23:07:25 INFO 0:01:02.979816s elapsed |
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| 2023-02-16 23:07:25 INFO Epoch 42 / 5000: |
| 2023-02-16 23:08:16 INFO lr: 4.9580e-05 - loss: 0.0049 - UP: 87.41% UR: 73.03% UF: 79.58% P: 87.35% R: 72.98% F: 79.52% |
| 2023-02-16 23:08:22 INFO dev: loss: nan - UP: 57.75% UR: 35.18% UF: 43.73% P: 56.05% R: 34.14% F: 42.44% |
| 2023-02-16 23:08:28 INFO test: loss: nan - UP: 54.90% UR: 35.98% UF: 43.47% P: 52.77% R: 34.59% F: 41.79% |
| 2023-02-16 23:08:28 INFO 0:01:03.375926s elapsed |
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| 2023-02-16 23:08:28 INFO Epoch 43 / 5000: |
| 2023-02-16 23:09:20 INFO lr: 4.9570e-05 - loss: 0.0048 - UP: 88.85% UR: 76.63% UF: 82.29% P: 88.76% R: 76.56% F: 82.21% |
| 2023-02-16 23:09:26 INFO dev: loss: nan - UP: 54.52% UR: 39.37% UF: 45.73% P: 52.60% R: 37.98% F: 44.11% |
| 2023-02-16 23:09:32 INFO test: loss: nan - UP: 51.77% UR: 39.91% UF: 45.07% P: 49.38% R: 38.07% F: 43.00% |
| 2023-02-16 23:09:32 INFO 0:01:03.343977s elapsed |
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| 2023-02-16 23:09:32 INFO Epoch 44 / 5000: |
| 2023-02-16 23:10:23 INFO lr: 4.9560e-05 - loss: 0.0024 - UP: 88.70% UR: 78.30% UF: 83.17% P: 88.67% R: 78.27% F: 83.15% |
| 2023-02-16 23:10:29 INFO dev: loss: nan - UP: 55.09% UR: 43.50% UF: 48.61% P: 53.30% R: 42.09% F: 47.03% |
| 2023-02-16 23:10:35 INFO test: loss: nan - UP: 52.25% UR: 40.69% UF: 45.75% P: 50.03% R: 38.96% F: 43.81% |
| 2023-02-16 23:10:43 INFO 0:01:02.995553s elapsed (saved) |
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| 2023-02-16 23:10:43 INFO Epoch 45 / 5000: |
| 2023-02-16 23:11:34 INFO lr: 4.9550e-05 - loss: 0.0017 - UP: 90.81% UR: 79.60% UF: 84.84% P: 90.74% R: 79.54% F: 84.77% |
| 2023-02-16 23:11:40 INFO dev: loss: nan - UP: 52.33% UR: 43.65% UF: 47.60% P: 50.29% R: 41.96% F: 45.75% |
| 2023-02-16 23:11:46 INFO test: loss: nan - UP: 50.16% UR: 42.32% UF: 45.91% P: 47.81% R: 40.33% F: 43.75% |
| 2023-02-16 23:11:46 INFO 0:01:03.555181s elapsed |
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| 2023-02-16 23:11:46 INFO Epoch 46 / 5000: |
| 2023-02-16 23:12:37 INFO lr: 4.9540e-05 - loss: 0.0025 - UP: 88.78% UR: 79.66% UF: 83.97% P: 88.70% R: 79.59% F: 83.90% |
| 2023-02-16 23:12:43 INFO dev: loss: nan - UP: 56.06% UR: 40.01% UF: 46.70% P: 54.21% R: 38.69% F: 45.15% |
| 2023-02-16 23:12:49 INFO test: loss: nan - UP: 53.08% UR: 39.19% UF: 45.09% P: 50.64% R: 37.40% F: 43.02% |
| 2023-02-16 23:12:49 INFO 0:01:02.838211s elapsed |
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| 2023-02-16 23:12:49 INFO Epoch 47 / 5000: |
| 2023-02-16 23:13:40 INFO lr: 4.9530e-05 - loss: 0.0027 - UP: 89.68% UR: 80.10% UF: 84.62% P: 89.65% R: 80.07% F: 84.59% |
| 2023-02-16 23:13:46 INFO dev: loss: nan - UP: 61.36% UR: 35.82% UF: 45.23% P: 59.66% R: 34.83% F: 43.98% |
| 2023-02-16 23:13:52 INFO test: loss: nan - UP: 58.47% UR: 34.78% UF: 43.61% P: 55.91% R: 33.26% F: 41.71% |
| 2023-02-16 23:13:52 INFO 0:01:03.065028s elapsed |
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| 2023-02-16 23:13:52 INFO Epoch 48 / 5000: |
| 2023-02-16 23:14:43 INFO lr: 4.9520e-05 - loss: 0.0192 - UP: 84.02% UR: 70.26% UF: 76.53% P: 82.94% R: 69.35% F: 75.54% |
| 2023-02-16 23:14:49 INFO dev: loss: nan - UP: 55.95% UR: 27.30% UF: 36.70% P: 53.82% R: 26.26% F: 35.30% |
| 2023-02-16 23:14:55 INFO test: loss: nan - UP: 51.28% UR: 29.56% UF: 37.50% P: 49.30% R: 28.42% F: 36.05% |
| 2023-02-16 23:14:55 INFO 0:01:02.797024s elapsed |
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| 2023-02-16 23:14:55 INFO Epoch 49 / 5000: |
| 2023-02-16 23:15:46 INFO lr: 4.9510e-05 - loss: 0.0172 - UP: 82.10% UR: 63.14% UF: 71.38% P: 81.52% R: 62.69% F: 70.88% |
| 2023-02-16 23:15:52 INFO dev: loss: nan - UP: 54.60% UR: 21.10% UF: 30.44% P: 52.43% R: 20.26% F: 29.23% |
| 2023-02-16 23:15:58 INFO test: loss: nan - UP: 52.54% UR: 20.30% UF: 29.29% P: 50.52% R: 19.52% F: 28.16% |
| 2023-02-16 23:15:58 INFO 0:01:03.081389s elapsed |
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| 2023-02-16 23:15:58 INFO Epoch 50 / 5000: |
| 2023-02-16 23:16:49 INFO lr: 4.9500e-05 - loss: 0.0041 - UP: 75.35% UR: 52.36% UF: 61.79% P: 74.59% R: 51.83% F: 61.16% |
| 2023-02-16 23:16:55 INFO dev: loss: nan - UP: 48.89% UR: 39.86% UF: 43.91% P: 47.08% R: 38.38% F: 42.29% |
| 2023-02-16 23:17:01 INFO test: loss: nan - UP: 44.32% UR: 36.00% UF: 39.73% P: 42.63% R: 34.63% F: 38.21% |
| 2023-02-16 23:17:01 INFO 0:01:03.036366s elapsed |
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| 2023-02-16 23:17:01 INFO Epoch 51 / 5000: |
| 2023-02-16 23:17:52 INFO lr: 4.9490e-05 - loss: 0.0060 - UP: 78.96% UR: 55.73% UF: 65.34% P: 78.61% R: 55.49% F: 65.05% |
| 2023-02-16 23:17:58 INFO dev: loss: nan - UP: 58.92% UR: 33.17% UF: 42.45% P: 56.53% R: 31.83% F: 40.72% |
| 2023-02-16 23:18:04 INFO test: loss: nan - UP: 51.83% UR: 29.96% UF: 37.97% P: 49.82% R: 28.80% F: 36.50% |
| 2023-02-16 23:18:04 INFO 0:01:03.266851s elapsed |
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| 2023-02-16 23:18:04 INFO Epoch 52 / 5000: |
| 2023-02-16 23:18:56 INFO lr: 4.9480e-05 - loss: 0.0020 - UP: 82.11% UR: 66.04% UF: 73.20% P: 81.95% R: 65.92% F: 73.07% |
| 2023-02-16 23:19:02 INFO dev: loss: nan - UP: 58.95% UR: 35.09% UF: 44.00% P: 56.77% R: 33.79% F: 42.36% |
| 2023-02-16 23:19:08 INFO test: loss: nan - UP: 54.45% UR: 33.09% UF: 41.16% P: 52.99% R: 32.20% F: 40.06% |
| 2023-02-16 23:19:08 INFO 0:01:03.119276s elapsed |
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| 2023-02-16 23:19:08 INFO Epoch 53 / 5000: |
| 2023-02-16 23:19:59 INFO lr: 4.9470e-05 - loss: 0.0003 - UP: 87.65% UR: 72.83% UF: 79.55% P: 87.60% R: 72.79% F: 79.51% |
| 2023-02-16 23:20:05 INFO dev: loss: nan - UP: 52.39% UR: 42.86% UF: 47.15% P: 50.18% R: 41.05% F: 45.16% |
| 2023-02-16 23:20:11 INFO test: loss: nan - UP: 47.27% UR: 40.23% UF: 43.47% P: 45.58% R: 38.79% F: 41.91% |
| 2023-02-16 23:20:11 INFO 0:01:02.980022s elapsed |
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| 2023-02-16 23:20:11 INFO Epoch 54 / 5000: |
| 2023-02-16 23:21:02 INFO lr: 4.9460e-05 - loss: 0.0038 - UP: 88.45% UR: 76.38% UF: 81.97% P: 88.38% R: 76.32% F: 81.91% |
| 2023-02-16 23:21:08 INFO dev: loss: nan - UP: 57.17% UR: 39.53% UF: 46.74% P: 55.22% R: 38.18% F: 45.15% |
| 2023-02-16 23:21:14 INFO test: loss: nan - UP: 52.23% UR: 37.19% UF: 43.44% P: 50.92% R: 36.26% F: 42.35% |
| 2023-02-16 23:21:14 INFO 0:01:03.019768s elapsed |
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| 2023-02-16 23:21:14 INFO Epoch 55 / 5000: |
| 2023-02-16 23:22:05 INFO lr: 4.9450e-05 - loss: 0.0015 - UP: 90.20% UR: 79.26% UF: 84.38% P: 90.18% R: 79.24% F: 84.36% |
| 2023-02-16 23:22:11 INFO dev: loss: nan - UP: 56.53% UR: 42.88% UF: 48.77% P: 54.44% R: 41.29% F: 46.96% |
| 2023-02-16 23:22:17 INFO test: loss: nan - UP: 49.28% UR: 38.14% UF: 43.00% P: 47.56% R: 36.81% F: 41.50% |
| 2023-02-16 23:22:17 INFO 0:01:03.093526s elapsed |
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| 2023-02-16 23:22:17 INFO Epoch 56 / 5000: |
| 2023-02-16 23:23:08 INFO lr: 4.9440e-05 - loss: 0.0034 - UP: 89.58% UR: 80.72% UF: 84.92% P: 89.56% R: 80.71% F: 84.91% |
| 2023-02-16 23:23:14 INFO dev: loss: nan - UP: 57.16% UR: 37.98% UF: 45.64% P: 54.67% R: 36.33% F: 43.65% |
| 2023-02-16 23:23:20 INFO test: loss: nan - UP: 55.35% UR: 36.85% UF: 44.24% P: 53.03% R: 35.31% F: 42.39% |
| 2023-02-16 23:23:20 INFO 0:01:03.005547s elapsed |
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| 2023-02-16 23:23:20 INFO Epoch 57 / 5000: |
| 2023-02-16 23:24:11 INFO lr: 4.9430e-05 - loss: 0.0014 - UP: 91.22% UR: 81.98% UF: 86.36% P: 91.16% R: 81.93% F: 86.30% |
| 2023-02-16 23:24:17 INFO dev: loss: nan - UP: 53.91% UR: 40.15% UF: 46.02% P: 51.93% R: 38.67% F: 44.33% |
| 2023-02-16 23:24:23 INFO test: loss: nan - UP: 52.36% UR: 39.57% UF: 45.08% P: 50.77% R: 38.37% F: 43.71% |
| 2023-02-16 23:24:23 INFO 0:01:03.418122s elapsed |
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| 2023-02-16 23:24:23 INFO Epoch 58 / 5000: |
| 2023-02-16 23:25:14 INFO lr: 4.9420e-05 - loss: 0.0010 - UP: 90.78% UR: 81.20% UF: 85.72% P: 90.76% R: 81.18% F: 85.70% |
| 2023-02-16 23:25:20 INFO dev: loss: nan - UP: 54.81% UR: 40.72% UF: 46.73% P: 52.85% R: 39.26% F: 45.06% |
| 2023-02-16 23:25:26 INFO test: loss: nan - UP: 52.24% UR: 39.91% UF: 45.25% P: 50.69% R: 38.73% F: 43.91% |
| 2023-02-16 23:25:26 INFO 0:01:03.305536s elapsed |
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| 2023-02-16 23:25:26 INFO Epoch 59 / 5000: |
| 2023-02-16 23:26:17 INFO lr: 4.9410e-05 - loss: 0.0015 - UP: 91.24% UR: 84.04% UF: 87.49% P: 91.23% R: 84.03% F: 87.48% |
| 2023-02-16 23:26:23 INFO dev: loss: nan - UP: 55.29% UR: 42.31% UF: 47.94% P: 53.39% R: 40.85% F: 46.29% |
| 2023-02-16 23:26:29 INFO test: loss: nan - UP: 53.74% UR: 40.27% UF: 46.04% P: 52.35% R: 39.24% F: 44.86% |
| 2023-02-16 23:26:29 INFO 0:01:02.980598s elapsed |
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| 2023-02-16 23:26:29 INFO Epoch 60 / 5000: |
| 2023-02-16 23:27:20 INFO lr: 4.9400e-05 - loss: 0.0022 - UP: 92.21% UR: 83.72% UF: 87.76% P: 92.20% R: 83.72% F: 87.76% |
| 2023-02-16 23:27:26 INFO dev: loss: nan - UP: 59.62% UR: 35.69% UF: 44.65% P: 57.85% R: 34.63% F: 43.32% |
| 2023-02-16 23:27:32 INFO test: loss: nan - UP: 55.95% UR: 35.39% UF: 43.35% P: 54.48% R: 34.46% F: 42.22% |
| 2023-02-16 23:27:32 INFO 0:01:03.068434s elapsed |
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| 2023-02-16 23:27:32 INFO Epoch 61 / 5000: |
| 2023-02-16 23:28:24 INFO lr: 4.9390e-05 - loss: 0.0018 - UP: 92.43% UR: 85.71% UF: 88.95% P: 92.43% R: 85.71% F: 88.95% |
| 2023-02-16 23:28:30 INFO dev: loss: nan - UP: 48.68% UR: 49.37% UF: 49.02% P: 46.99% R: 47.65% F: 47.32% |
| 2023-02-16 23:28:36 INFO test: loss: nan - UP: 44.75% UR: 47.18% UF: 45.93% P: 43.23% R: 45.57% F: 44.37% |
| 2023-02-16 23:28:43 INFO 0:01:03.176343s elapsed (saved) |
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| 2023-02-16 23:28:43 INFO Epoch 62 / 5000: |
| 2023-02-16 23:29:35 INFO lr: 4.9380e-05 - loss: 0.0004 - UP: 92.88% UR: 84.93% UF: 88.73% P: 92.87% R: 84.92% F: 88.72% |
| 2023-02-16 23:29:41 INFO dev: loss: nan - UP: 56.44% UR: 42.93% UF: 48.77% P: 54.64% R: 41.56% F: 47.21% |
| 2023-02-16 23:29:47 INFO test: loss: nan - UP: 51.12% UR: 39.87% UF: 44.80% P: 49.47% R: 38.58% F: 43.35% |
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| 2023-02-16 23:30:38 INFO lr: 4.9370e-05 - loss: 0.0005 - UP: 92.30% UR: 85.22% UF: 88.62% P: 92.29% R: 85.21% F: 88.61% |
| 2023-02-16 23:30:44 INFO dev: loss: nan - UP: 57.63% UR: 39.66% UF: 46.99% P: 55.55% R: 38.23% F: 45.29% |
| 2023-02-16 23:30:50 INFO test: loss: nan - UP: 54.93% UR: 37.69% UF: 44.71% P: 53.17% R: 36.49% F: 43.28% |
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| 2023-02-16 23:31:41 INFO lr: 4.9360e-05 - loss: 0.0015 - UP: 92.56% UR: 87.00% UF: 89.70% P: 92.56% R: 87.00% F: 89.70% |
| 2023-02-16 23:31:47 INFO dev: loss: nan - UP: 56.75% UR: 40.92% UF: 47.55% P: 54.73% R: 39.46% F: 45.86% |
| 2023-02-16 23:31:53 INFO test: loss: nan - UP: 53.23% UR: 38.35% UF: 44.58% P: 51.58% R: 37.16% F: 43.20% |
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| 2023-02-16 23:32:44 INFO lr: 4.9350e-05 - loss: 0.0010 - UP: 93.52% UR: 88.31% UF: 90.84% P: 93.52% R: 88.31% F: 90.84% |
| 2023-02-16 23:32:50 INFO dev: loss: nan - UP: 57.02% UR: 42.86% UF: 48.94% P: 55.11% R: 41.43% F: 47.30% |
| 2023-02-16 23:32:56 INFO test: loss: nan - UP: 53.27% UR: 40.06% UF: 45.73% P: 51.67% R: 38.85% F: 44.36% |
| 2023-02-16 23:32:56 INFO 0:01:03.044951s elapsed |
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| 2023-02-16 23:32:56 INFO Epoch 66 / 5000: |
| 2023-02-16 23:33:47 INFO lr: 4.9340e-05 - loss: 0.0019 - UP: 94.42% UR: 89.45% UF: 91.87% P: 94.42% R: 89.45% F: 91.87% |
| 2023-02-16 23:33:53 INFO dev: loss: nan - UP: 58.06% UR: 40.61% UF: 47.79% P: 55.98% R: 39.15% F: 46.08% |
| 2023-02-16 23:33:59 INFO test: loss: nan - UP: 54.04% UR: 38.54% UF: 44.99% P: 52.50% R: 37.44% F: 43.71% |
| 2023-02-16 23:33:59 INFO 0:01:03.001473s elapsed |
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| 2023-02-16 23:34:50 INFO lr: 4.9330e-05 - loss: 0.0001 - UP: 93.80% UR: 89.99% UF: 91.86% P: 93.80% R: 89.99% F: 91.86% |
| 2023-02-16 23:34:56 INFO dev: loss: nan - UP: 55.91% UR: 43.52% UF: 48.95% P: 54.13% R: 42.13% F: 47.38% |
| 2023-02-16 23:35:02 INFO test: loss: nan - UP: 51.84% UR: 41.09% UF: 45.85% P: 50.29% R: 39.87% F: 44.48% |
| 2023-02-16 23:35:10 INFO 0:01:03.309809s elapsed (saved) |
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| 2023-02-16 23:35:10 INFO Epoch 68 / 5000: |
| 2023-02-16 23:36:01 INFO lr: 4.9320e-05 - loss: 0.0027 - UP: 93.49% UR: 88.94% UF: 91.16% P: 93.49% R: 88.94% F: 91.16% |
| 2023-02-16 23:36:08 INFO dev: loss: nan - UP: 57.62% UR: 42.29% UF: 48.78% P: 55.61% R: 40.81% F: 47.07% |
| 2023-02-16 23:36:13 INFO test: loss: nan - UP: 52.91% UR: 39.89% UF: 45.49% P: 51.09% R: 38.52% F: 43.92% |
| 2023-02-16 23:36:13 INFO 0:01:03.449720s elapsed |
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| 2023-02-16 23:36:13 INFO Epoch 69 / 5000: |
| 2023-02-16 23:37:04 INFO lr: 4.9310e-05 - loss: 0.0023 - UP: 94.60% UR: 90.11% UF: 92.30% P: 94.59% R: 90.10% F: 92.29% |
| 2023-02-16 23:37:10 INFO dev: loss: nan - UP: 55.53% UR: 43.08% UF: 48.52% P: 53.66% R: 41.62% F: 46.88% |
| 2023-02-16 23:37:16 INFO test: loss: nan - UP: 51.35% UR: 40.46% UF: 45.26% P: 49.75% R: 39.19% F: 43.84% |
| 2023-02-16 23:37:16 INFO 0:01:02.983957s elapsed |
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| 2023-02-16 23:37:16 INFO Epoch 70 / 5000: |
| 2023-02-16 23:38:07 INFO lr: 4.9300e-05 - loss: 0.0012 - UP: 94.53% UR: 90.70% UF: 92.57% P: 94.53% R: 90.70% F: 92.57% |
| 2023-02-16 23:38:14 INFO dev: loss: nan - UP: 60.50% UR: 40.43% UF: 48.47% P: 58.39% R: 39.02% F: 46.78% |
| 2023-02-16 23:38:20 INFO test: loss: nan - UP: 55.48% UR: 37.54% UF: 44.78% P: 53.86% R: 36.45% F: 43.47% |
| 2023-02-16 23:38:20 INFO 0:01:03.103249s elapsed |
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| 2023-02-16 23:38:20 INFO Epoch 71 / 5000: |
| 2023-02-16 23:39:11 INFO lr: 4.9290e-05 - loss: 0.0016 - UP: 95.14% UR: 90.88% UF: 92.96% P: 95.13% R: 90.87% F: 92.95% |
| 2023-02-16 23:39:17 INFO dev: loss: nan - UP: 57.22% UR: 42.95% UF: 49.07% P: 55.37% R: 41.56% F: 47.48% |
| 2023-02-16 23:39:23 INFO test: loss: nan - UP: 52.63% UR: 40.33% UF: 45.67% P: 51.06% R: 39.13% F: 44.31% |
| 2023-02-16 23:39:30 INFO 0:01:03.296435s elapsed (saved) |
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| 2023-02-16 23:39:30 INFO Epoch 72 / 5000: |
| 2023-02-16 23:40:22 INFO lr: 4.9280e-05 - loss: 0.0007 - UP: 94.99% UR: 91.61% UF: 93.27% P: 94.99% R: 91.61% F: 93.27% |
| 2023-02-16 23:40:28 INFO dev: loss: nan - UP: 58.42% UR: 42.18% UF: 48.99% P: 56.65% R: 40.90% F: 47.50% |
| 2023-02-16 23:40:34 INFO test: loss: nan - UP: 54.70% UR: 39.87% UF: 46.12% P: 52.99% R: 38.62% F: 44.68% |
| 2023-02-16 23:40:42 INFO 0:01:03.860403s elapsed (saved) |
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| 2023-02-16 23:40:42 INFO Epoch 73 / 5000: |
| 2023-02-16 23:41:34 INFO lr: 4.9270e-05 - loss: 0.0005 - UP: 95.30% UR: 91.69% UF: 93.46% P: 95.30% R: 91.69% F: 93.46% |
| 2023-02-16 23:41:40 INFO dev: loss: nan - UP: 54.29% UR: 46.63% UF: 50.17% P: 52.36% R: 44.98% F: 48.39% |
| 2023-02-16 23:41:46 INFO test: loss: nan - UP: 50.45% UR: 43.06% UF: 46.46% P: 48.76% R: 41.62% F: 44.91% |
| 2023-02-16 23:41:54 INFO 0:01:03.833325s elapsed (saved) |
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| 2023-02-16 23:41:54 INFO Epoch 74 / 5000: |
| 2023-02-16 23:42:45 INFO lr: 4.9260e-05 - loss: 0.0001 - UP: 95.25% UR: 92.52% UF: 93.87% P: 95.25% R: 92.52% F: 93.87% |
| 2023-02-16 23:42:51 INFO dev: loss: nan - UP: 59.09% UR: 42.49% UF: 49.43% P: 57.15% R: 41.09% F: 47.81% |
| 2023-02-16 23:42:57 INFO test: loss: nan - UP: 54.55% UR: 39.62% UF: 45.90% P: 52.89% R: 38.41% F: 44.50% |
| 2023-02-16 23:42:57 INFO 0:01:03.376446s elapsed |
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| 2023-02-16 23:42:57 INFO Epoch 75 / 5000: |
| 2023-02-16 23:43:48 INFO lr: 4.9250e-05 - loss: 0.0001 - UP: 95.81% UR: 92.67% UF: 94.21% P: 95.81% R: 92.67% F: 94.21% |
| 2023-02-16 23:43:54 INFO dev: loss: nan - UP: 60.45% UR: 39.26% UF: 47.61% P: 58.55% R: 38.03% F: 46.11% |
| 2023-02-16 23:44:00 INFO test: loss: nan - UP: 56.36% UR: 37.82% UF: 45.26% P: 54.63% R: 36.66% F: 43.87% |
| 2023-02-16 23:44:00 INFO 0:01:03.015010s elapsed |
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| 2023-02-16 23:44:00 INFO Epoch 76 / 5000: |
| 2023-02-16 23:44:51 INFO lr: 4.9240e-05 - loss: 0.0001 - UP: 95.55% UR: 92.35% UF: 93.92% P: 95.55% R: 92.35% F: 93.92% |
| 2023-02-16 23:44:57 INFO dev: loss: nan - UP: 56.79% UR: 43.28% UF: 49.12% P: 54.94% R: 41.87% F: 47.52% |
| 2023-02-16 23:45:03 INFO test: loss: nan - UP: 51.91% UR: 41.14% UF: 45.90% P: 50.25% R: 39.83% F: 44.44% |
| 2023-02-16 23:45:03 INFO 0:01:03.135326s elapsed |
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| 2023-02-16 23:45:03 INFO Epoch 77 / 5000: |
| 2023-02-16 23:45:54 INFO lr: 4.9230e-05 - loss: 0.0009 - UP: 96.06% UR: 93.55% UF: 94.79% P: 96.06% R: 93.55% F: 94.79% |
| 2023-02-16 23:46:00 INFO dev: loss: nan - UP: 55.46% UR: 44.91% UF: 49.63% P: 53.61% R: 43.41% F: 47.98% |
| 2023-02-16 23:46:06 INFO test: loss: nan - UP: 52.57% UR: 43.59% UF: 47.66% P: 50.87% R: 42.17% F: 46.11% |
| 2023-02-16 23:46:06 INFO 0:01:03.017613s elapsed |
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| 2023-02-16 23:46:06 INFO Epoch 78 / 5000: |
| 2023-02-16 23:46:57 INFO lr: 4.9220e-05 - loss: 0.0005 - UP: 96.37% UR: 93.86% UF: 95.10% P: 96.37% R: 93.86% F: 95.10% |
| 2023-02-16 23:47:03 INFO dev: loss: nan - UP: 59.02% UR: 42.11% UF: 49.15% P: 57.07% R: 40.72% F: 47.53% |
| 2023-02-16 23:47:09 INFO test: loss: nan - UP: 55.13% UR: 40.00% UF: 46.36% P: 53.41% R: 38.75% F: 44.91% |
| 2023-02-16 23:47:09 INFO 0:01:03.082911s elapsed |
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| 2023-02-16 23:47:09 INFO Epoch 79 / 5000: |
| 2023-02-16 23:48:00 INFO lr: 4.9210e-05 - loss: 0.0011 - UP: 96.12% UR: 93.73% UF: 94.91% P: 96.12% R: 93.73% F: 94.91% |
| 2023-02-16 23:48:07 INFO dev: loss: nan - UP: 58.81% UR: 43.04% UF: 49.70% P: 56.91% R: 41.65% F: 48.09% |
| 2023-02-16 23:48:12 INFO test: loss: nan - UP: 54.66% UR: 41.47% UF: 47.16% P: 52.91% R: 40.14% F: 45.65% |
| 2023-02-16 23:48:12 INFO 0:01:03.262677s elapsed |
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| 2023-02-16 23:48:12 INFO Epoch 80 / 5000: |
| 2023-02-16 23:49:04 INFO lr: 4.9200e-05 - loss: 0.0011 - UP: 95.59% UR: 93.62% UF: 94.60% P: 95.57% R: 93.60% F: 94.58% |
| 2023-02-16 23:49:10 INFO dev: loss: nan - UP: 65.40% UR: 35.00% UF: 45.60% P: 63.18% R: 33.81% F: 44.05% |
| 2023-02-16 23:49:16 INFO test: loss: nan - UP: 61.49% UR: 33.57% UF: 43.43% P: 59.56% R: 32.52% F: 42.07% |
| 2023-02-16 23:49:16 INFO 0:01:03.043804s elapsed |
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| 2023-02-16 23:49:16 INFO Epoch 81 / 5000: |
| 2023-02-16 23:50:06 INFO lr: 4.9190e-05 - loss: 0.0005 - UP: 93.95% UR: 89.80% UF: 91.83% P: 93.94% R: 89.79% F: 91.82% |
| 2023-02-16 23:50:12 INFO dev: loss: nan - UP: 60.25% UR: 41.71% UF: 49.30% P: 58.14% R: 40.26% F: 47.57% |
| 2023-02-16 23:50:18 INFO test: loss: nan - UP: 56.36% UR: 40.23% UF: 46.95% P: 54.26% R: 38.73% F: 45.20% |
| 2023-02-16 23:50:18 INFO 0:01:02.811692s elapsed |
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| 2023-02-16 23:50:18 INFO Epoch 82 / 5000: |
| 2023-02-16 23:51:09 INFO lr: 4.9180e-05 - loss: 0.0001 - UP: 96.00% UR: 93.77% UF: 94.87% P: 96.00% R: 93.77% F: 94.87% |
| 2023-02-16 23:51:15 INFO dev: loss: nan - UP: 59.72% UR: 41.78% UF: 49.16% P: 57.95% R: 40.54% F: 47.71% |
| 2023-02-16 23:51:21 INFO test: loss: nan - UP: 56.03% UR: 40.35% UF: 46.92% P: 54.21% R: 39.05% F: 45.39% |
| 2023-02-16 23:51:21 INFO 0:01:03.037942s elapsed |
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| 2023-02-16 23:51:21 INFO Epoch 83 / 5000: |
| 2023-02-16 23:52:12 INFO lr: 4.9170e-05 - loss: 0.0011 - UP: 95.59% UR: 90.53% UF: 92.99% P: 95.59% R: 90.53% F: 92.99% |
| 2023-02-16 23:52:18 INFO dev: loss: nan - UP: 52.72% UR: 48.29% UF: 50.41% P: 51.11% R: 46.81% F: 48.87% |
| 2023-02-16 23:52:24 INFO test: loss: nan - UP: 50.96% UR: 45.76% UF: 48.22% P: 49.27% R: 44.24% F: 46.62% |
| 2023-02-16 23:52:32 INFO 0:01:02.930829s elapsed (saved) |
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| 2023-02-16 23:52:32 INFO Epoch 84 / 5000: |
| 2023-02-16 23:53:24 INFO lr: 4.9160e-05 - loss: 0.0001 - UP: 95.69% UR: 92.05% UF: 93.84% P: 95.68% R: 92.05% F: 93.83% |
| 2023-02-16 23:53:30 INFO dev: loss: nan - UP: 54.44% UR: 45.75% UF: 49.72% P: 52.65% R: 44.25% F: 48.09% |
| 2023-02-16 23:53:36 INFO test: loss: nan - UP: 52.49% UR: 44.28% UF: 48.04% P: 50.71% R: 42.78% F: 46.41% |
| 2023-02-16 23:53:36 INFO 0:01:03.681307s elapsed |
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| 2023-02-16 23:53:36 INFO Epoch 85 / 5000: |
| 2023-02-16 23:54:27 INFO lr: 4.9150e-05 - loss: 0.0010 - UP: 95.57% UR: 93.18% UF: 94.36% P: 95.54% R: 93.15% F: 94.33% |
| 2023-02-16 23:54:33 INFO dev: loss: nan - UP: 59.92% UR: 41.91% UF: 49.32% P: 57.90% R: 40.50% F: 47.66% |
| 2023-02-16 23:54:39 INFO test: loss: nan - UP: 57.15% UR: 38.75% UF: 46.18% P: 55.38% R: 37.54% F: 44.75% |
| 2023-02-16 23:54:39 INFO 0:01:03.169241s elapsed |
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| 2023-02-16 23:54:39 INFO Epoch 86 / 5000: |
| 2023-02-16 23:55:30 INFO lr: 4.9140e-05 - loss: 0.0010 - UP: 96.58% UR: 93.22% UF: 94.87% P: 96.57% R: 93.20% F: 94.86% |
| 2023-02-16 23:55:36 INFO dev: loss: nan - UP: 60.98% UR: 40.39% UF: 48.59% P: 59.18% R: 39.20% F: 47.16% |
| 2023-02-16 23:55:42 INFO test: loss: nan - UP: 57.24% UR: 37.19% UF: 45.08% P: 55.51% R: 36.07% F: 43.72% |
| 2023-02-16 23:55:42 INFO 0:01:03.102762s elapsed |
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| 2023-02-16 23:55:42 INFO Epoch 87 / 5000: |
| 2023-02-16 23:56:33 INFO lr: 4.9130e-05 - loss: 0.0014 - UP: 96.27% UR: 94.45% UF: 95.35% P: 96.27% R: 94.45% F: 95.35% |
| 2023-02-16 23:56:39 INFO dev: loss: nan - UP: 57.79% UR: 42.88% UF: 49.23% P: 55.95% R: 41.51% F: 47.66% |
| 2023-02-16 23:56:45 INFO test: loss: nan - UP: 55.23% UR: 41.24% UF: 47.22% P: 53.48% R: 39.93% F: 45.72% |
| 2023-02-16 23:56:45 INFO 0:01:03.121367s elapsed |
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| 2023-02-16 23:56:45 INFO Epoch 88 / 5000: |
| 2023-02-16 23:57:36 INFO lr: 4.9120e-05 - loss: 0.0010 - UP: 96.91% UR: 94.85% UF: 95.87% P: 96.91% R: 94.85% F: 95.86% |
| 2023-02-16 23:57:43 INFO dev: loss: nan - UP: 58.74% UR: 42.26% UF: 49.16% P: 56.93% R: 40.96% F: 47.64% |
| 2023-02-16 23:57:48 INFO test: loss: nan - UP: 55.60% UR: 40.82% UF: 47.08% P: 53.84% R: 39.53% F: 45.59% |
| 2023-02-16 23:57:49 INFO 0:01:03.142594s elapsed |
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| 2023-02-16 23:57:49 INFO Epoch 89 / 5000: |
| 2023-02-16 23:58:39 INFO lr: 4.9110e-05 - loss: 0.0000 - UP: 96.97% UR: 95.32% UF: 96.14% P: 96.97% R: 95.32% F: 96.14% |
| 2023-02-16 23:58:46 INFO dev: loss: nan - UP: 66.14% UR: 36.95% UF: 47.41% P: 64.32% R: 35.93% F: 46.11% |
| 2023-02-16 23:58:51 INFO test: loss: nan - UP: 61.83% UR: 35.39% UF: 45.01% P: 59.73% R: 34.19% F: 43.48% |
| 2023-02-16 23:58:51 INFO 0:01:02.977791s elapsed |
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| 2023-02-16 23:58:51 INFO Epoch 90 / 5000: |
| 2023-02-16 23:59:42 INFO lr: 4.9100e-05 - loss: 0.0004 - UP: 97.32% UR: 94.86% UF: 96.07% P: 97.32% R: 94.86% F: 96.07% |
| 2023-02-16 23:59:48 INFO dev: loss: nan - UP: 62.80% UR: 36.81% UF: 46.42% P: 60.58% R: 35.51% F: 44.78% |
| 2023-02-16 23:59:54 INFO test: loss: nan - UP: 59.51% UR: 36.09% UF: 44.93% P: 57.74% R: 35.01% F: 43.59% |
| 2023-02-16 23:59:54 INFO 0:01:02.688259s elapsed |
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| 2023-02-16 23:59:54 INFO Epoch 91 / 5000: |
| 2023-02-17 00:00:45 INFO lr: 4.9090e-05 - loss: 0.0000 - UP: 96.63% UR: 94.68% UF: 95.64% P: 96.63% R: 94.68% F: 95.64% |
| 2023-02-17 00:00:51 INFO dev: loss: nan - UP: 59.71% UR: 41.14% UF: 48.71% P: 57.56% R: 39.66% F: 46.96% |
| 2023-02-17 00:00:57 INFO test: loss: nan - UP: 55.81% UR: 39.76% UF: 46.44% P: 53.86% R: 38.37% F: 44.81% |
| 2023-02-17 00:00:57 INFO 0:01:03.184601s elapsed |
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| 2023-02-17 00:00:57 INFO Epoch 92 / 5000: |
| 2023-02-17 00:01:48 INFO lr: 4.9080e-05 - loss: 0.0000 - UP: 96.87% UR: 95.03% UF: 95.95% P: 96.83% R: 95.00% F: 95.91% |
| 2023-02-17 00:01:54 INFO dev: loss: nan - UP: 58.32% UR: 41.87% UF: 48.74% P: 56.47% R: 40.54% F: 47.20% |
| 2023-02-17 00:02:00 INFO test: loss: nan - UP: 55.22% UR: 40.82% UF: 46.94% P: 53.33% R: 39.43% F: 45.34% |
| 2023-02-17 00:02:00 INFO 0:01:02.813914s elapsed |
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| 2023-02-17 00:02:00 INFO Epoch 93 / 5000: |
| 2023-02-17 00:02:51 INFO lr: 4.9070e-05 - loss: 0.0000 - UP: 97.46% UR: 95.07% UF: 96.25% P: 97.43% R: 95.04% F: 96.22% |
| 2023-02-17 00:02:57 INFO dev: loss: nan - UP: 57.71% UR: 42.20% UF: 48.75% P: 55.93% R: 40.90% F: 47.25% |
| 2023-02-17 00:03:03 INFO test: loss: nan - UP: 54.00% UR: 41.09% UF: 46.67% P: 52.17% R: 39.70% F: 45.09% |
| 2023-02-17 00:03:03 INFO 0:01:02.959967s elapsed |
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| 2023-02-17 00:03:03 INFO Epoch 94 / 5000: |
| 2023-02-17 00:03:54 INFO lr: 4.9060e-05 - loss: 0.0000 - UP: 97.15% UR: 95.67% UF: 96.40% P: 97.14% R: 95.66% F: 96.39% |
| 2023-02-17 00:04:00 INFO dev: loss: nan - UP: 62.06% UR: 40.72% UF: 49.17% P: 60.07% R: 39.42% F: 47.60% |
| 2023-02-17 00:04:06 INFO test: loss: nan - UP: 57.39% UR: 38.79% UF: 46.29% P: 55.58% R: 37.57% F: 44.83% |
| 2023-02-17 00:04:06 INFO 0:01:03.007444s elapsed |
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| 2023-02-17 00:04:06 INFO Epoch 95 / 5000: |
| 2023-02-17 00:04:57 INFO lr: 4.9050e-05 - loss: 0.0001 - UP: 96.99% UR: 95.76% UF: 96.37% P: 96.99% R: 95.76% F: 96.37% |
| 2023-02-17 00:05:03 INFO dev: loss: nan - UP: 64.13% UR: 36.86% UF: 46.81% P: 61.90% R: 35.58% F: 45.19% |
| 2023-02-17 00:05:09 INFO test: loss: nan - UP: 60.69% UR: 35.20% UF: 44.56% P: 58.47% R: 33.91% F: 42.93% |
| 2023-02-17 00:05:09 INFO 0:01:03.272143s elapsed |
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| 2023-02-17 00:05:09 INFO Epoch 96 / 5000: |
| 2023-02-17 00:06:00 INFO lr: 4.9040e-05 - loss: 0.0010 - UP: 96.95% UR: 95.76% UF: 96.35% P: 96.95% R: 95.76% F: 96.35% |
| 2023-02-17 00:06:06 INFO dev: loss: nan - UP: 57.03% UR: 43.30% UF: 49.23% P: 55.03% R: 41.78% F: 47.50% |
| 2023-02-17 00:06:12 INFO test: loss: nan - UP: 53.73% UR: 41.24% UF: 46.67% P: 51.69% R: 39.68% F: 44.90% |
| 2023-02-17 00:06:12 INFO 0:01:02.819939s elapsed |
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| 2023-02-17 00:06:12 INFO Epoch 97 / 5000: |
| 2023-02-17 00:07:03 INFO lr: 4.9030e-05 - loss: 0.0011 - UP: 97.18% UR: 95.68% UF: 96.42% P: 97.17% R: 95.66% F: 96.41% |
| 2023-02-17 00:07:09 INFO dev: loss: nan - UP: 63.60% UR: 38.56% UF: 48.01% P: 61.78% R: 37.45% F: 46.63% |
| 2023-02-17 00:07:15 INFO test: loss: nan - UP: 60.80% UR: 36.70% UF: 45.77% P: 58.66% R: 35.41% F: 44.16% |
| 2023-02-17 00:07:15 INFO 0:01:02.914863s elapsed |
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| 2023-02-17 00:07:15 INFO Epoch 98 / 5000: |
| 2023-02-17 00:08:06 INFO lr: 4.9020e-05 - loss: 0.0009 - UP: 94.15% UR: 90.36% UF: 92.22% P: 94.08% R: 90.31% F: 92.16% |
| 2023-02-17 00:08:12 INFO dev: loss: nan - UP: 61.91% UR: 27.59% UF: 38.17% P: 59.44% R: 26.48% F: 36.64% |
| 2023-02-17 00:08:18 INFO test: loss: nan - UP: 57.24% UR: 26.64% UF: 36.36% P: 55.52% R: 25.84% F: 35.27% |
| 2023-02-17 00:08:18 INFO 0:01:02.869345s elapsed |
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| 2023-02-17 00:08:18 INFO Epoch 99 / 5000: |
| 2023-02-17 00:09:09 INFO lr: 4.9010e-05 - loss: 0.0031 - UP: 90.78% UR: 85.46% UF: 88.04% P: 90.70% R: 85.39% F: 87.96% |
| 2023-02-17 00:09:15 INFO dev: loss: nan - UP: 48.05% UR: 47.14% UF: 47.59% P: 45.98% R: 45.11% F: 45.54% |
| 2023-02-17 00:09:21 INFO test: loss: nan - UP: 45.74% UR: 45.43% UF: 45.58% P: 43.85% R: 43.55% F: 43.70% |
| 2023-02-17 00:09:21 INFO 0:01:03.126059s elapsed |
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| 2023-02-17 00:09:21 INFO Epoch 100 / 5000: |
| 2023-02-17 00:10:12 INFO lr: 4.9000e-05 - loss: 0.0009 - UP: 93.15% UR: 84.99% UF: 88.88% P: 93.10% R: 84.95% F: 88.84% |
| 2023-02-17 00:10:18 INFO dev: loss: nan - UP: 46.02% UR: 53.63% UF: 49.54% P: 44.45% R: 51.80% F: 47.84% |
| 2023-02-17 00:10:24 INFO test: loss: nan - UP: 41.57% UR: 51.38% UF: 45.96% P: 40.26% R: 49.76% F: 44.51% |
| 2023-02-17 00:10:24 INFO 0:01:03.221048s elapsed |
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| 2023-02-17 00:10:24 INFO Epoch 101 / 5000: |
| 2023-02-17 00:11:15 INFO lr: 4.8990e-05 - loss: 0.0002 - UP: 91.27% UR: 84.67% UF: 87.84% P: 91.18% R: 84.58% F: 87.76% |
| 2023-02-17 00:11:22 INFO dev: loss: nan - UP: 46.81% UR: 43.04% UF: 44.84% P: 45.25% R: 41.60% F: 43.35% |
| 2023-02-17 00:11:27 INFO test: loss: nan - UP: 43.72% UR: 43.23% UF: 43.47% P: 41.86% R: 41.39% F: 41.62% |
| 2023-02-17 00:11:27 INFO 0:01:03.101574s elapsed |
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| 2023-02-17 00:11:27 INFO Epoch 102 / 5000: |
| 2023-02-17 00:12:18 INFO lr: 4.8980e-05 - loss: 0.0054 - UP: 87.31% UR: 64.16% UF: 73.96% P: 87.24% R: 64.11% F: 73.90% |
| 2023-02-17 00:12:24 INFO dev: loss: nan - UP: 40.33% UR: 38.78% UF: 39.54% P: 39.11% R: 37.61% F: 38.34% |
| 2023-02-17 00:12:30 INFO test: loss: nan - UP: 35.91% UR: 37.95% UF: 36.90% P: 34.75% R: 36.72% F: 35.71% |
| 2023-02-17 00:12:30 INFO 0:01:02.799349s elapsed |
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| 2023-02-17 00:12:30 INFO Epoch 103 / 5000: |
| 2023-02-17 00:13:21 INFO lr: 4.8970e-05 - loss: 0.0069 - UP: 79.51% UR: 58.76% UF: 67.57% P: 79.18% R: 58.51% F: 67.30% |
| 2023-02-17 00:13:27 INFO dev: loss: nan - UP: 52.76% UR: 37.74% UF: 44.00% P: 51.00% R: 36.48% F: 42.54% |
| 2023-02-17 00:13:33 INFO test: loss: nan - UP: 49.33% UR: 38.96% UF: 43.54% P: 47.38% R: 37.42% F: 41.81% |
| 2023-02-17 00:13:33 INFO 0:01:02.698109s elapsed |
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| 2023-02-17 00:13:33 INFO Epoch 104 / 5000: |
| 2023-02-17 00:14:24 INFO lr: 4.8960e-05 - loss: 0.0041 - UP: 83.90% UR: 70.88% UF: 76.84% P: 83.68% R: 70.69% F: 76.64% |
| 2023-02-17 00:14:30 INFO dev: loss: nan - UP: 47.48% UR: 42.82% UF: 45.03% P: 45.74% R: 41.25% F: 43.38% |
| 2023-02-17 00:14:36 INFO test: loss: nan - UP: 44.62% UR: 42.68% UF: 43.63% P: 42.35% R: 40.50% F: 41.40% |
| 2023-02-17 00:14:36 INFO 0:01:03.085120s elapsed |
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| 2023-02-17 00:14:36 INFO Epoch 105 / 5000: |
| 2023-02-17 00:15:27 INFO lr: 4.8950e-05 - loss: 0.0038 - UP: 90.20% UR: 79.32% UF: 84.41% P: 90.14% R: 79.27% F: 84.36% |
| 2023-02-17 00:15:33 INFO dev: loss: nan - UP: 54.32% UR: 39.92% UF: 46.02% P: 52.76% R: 38.78% F: 44.70% |
| 2023-02-17 00:15:39 INFO test: loss: nan - UP: 53.27% UR: 39.43% UF: 45.31% P: 51.38% R: 38.03% F: 43.71% |
| 2023-02-17 00:15:39 INFO 0:01:03.221656s elapsed |
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| 2023-02-17 00:15:39 INFO Epoch 106 / 5000: |
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