structured-sentiment-analysis-bis
/
models
/multibooked_eu
/all
/model_vi_multibooked_eu_roberta_6.train.log
| 2023-02-20 10:03:56 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_multibooked_eu_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/multibooked_eu/head_final/sdp/train.conllu | |
| dev | /content/gdrive/MyDrive/sentiment_graphs/multibooked_eu/head_final/sdp/dev.conllu | |
| test | /content/gdrive/MyDrive/sentiment_graphs/multibooked_eu/head_final/sdp/test.conllu | |
| embed | data/glove.6B.100d.txt | |
| unk | unk | |
| n_embed | 100 | |
| n_embed_proj | 125 | |
| bert | ixa-ehu/berteus-base-cased | |
| inference | mfvi | |
| ---------------------+------------------------------- | |
| 2023-02-20 10:03:56 INFO Building the fields | |
| 2023-02-20 10:04:14 INFO CoNLL( | |
| (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS]) | |
| (labels): ChartField() | |
| ) | |
| 2023-02-20 10:04:14 INFO Building the model | |
| 2023-02-20 10:04:44 INFO VISemanticDependencyModel( | |
| (encoder): TransformerEmbedding(ixa-ehu/berteus-base-cased, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=3, 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=4, 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) | |
| ) | |
| 2023-02-20 10:04:44 INFO Loading the data | |
| 2023-02-20 10:04:45 INFO | |
| train: Dataset(n_sentences=1063, n_batches=32, n_buckets=32) | |
| dev: Dataset(n_sentences=152, n_batches=32, n_buckets=32) | |
| test: Dataset(n_sentences=305, n_batches=32, n_buckets=32) | |
| 2023-02-20 10:04:45 INFO Epoch 1 / 5000: | |
| 2023-02-20 10:04:55 INFO lr: 4.9990e-05 - loss: 0.0700 - UP: 5.11% UR: 5.25% UF: 5.18% P: 4.22% R: 4.34% F: 4.28% | |
| 2023-02-20 10:04:55 INFO dev: loss: nan - UP: 80.00% UR: 2.77% UF: 5.36% P: 80.00% R: 2.77% F: 5.36% | |
| 2023-02-20 10:04:56 INFO test: loss: nan - UP: 93.75% UR: 3.16% UF: 6.12% P: 93.75% R: 3.16% F: 6.12% | |
| 2023-02-20 10:05:03 INFO 0:00:10.645394s elapsed (saved) | |
| 2023-02-20 10:05:03 INFO Epoch 2 / 5000: | |
| 2023-02-20 10:05:10 INFO lr: 4.9980e-05 - loss: 0.0496 - UP: 62.03% UR: 12.74% UF: 21.14% P: 59.63% R: 12.25% F: 20.32% | |
| 2023-02-20 10:05:11 INFO dev: loss: nan - UP: 73.81% UR: 17.20% UF: 27.90% P: 70.83% R: 16.50% F: 26.77% | |
| 2023-02-20 10:05:11 INFO test: loss: nan - UP: 81.00% UR: 18.28% UF: 29.83% P: 79.13% R: 17.86% F: 29.15% | |
| 2023-02-20 10:05:19 INFO 0:00:08.031419s elapsed (saved) | |
| 2023-02-20 10:05:19 INFO Epoch 3 / 5000: | |
| 2023-02-20 10:05:26 INFO lr: 4.9970e-05 - loss: 0.0111 - UP: 60.46% UR: 23.28% UF: 33.62% P: 58.56% R: 22.55% F: 32.56% | |
| 2023-02-20 10:05:26 INFO dev: loss: nan - UP: 77.90% UR: 28.85% UF: 42.11% P: 73.03% R: 27.05% F: 39.47% | |
| 2023-02-20 10:05:27 INFO test: loss: nan - UP: 80.00% UR: 29.54% UF: 43.14% P: 76.76% R: 28.34% F: 41.40% | |
| 2023-02-20 10:05:34 INFO 0:00:08.049686s elapsed (saved) | |
| 2023-02-20 10:05:34 INFO Epoch 4 / 5000: | |
| 2023-02-20 10:05:41 INFO lr: 4.9960e-05 - loss: 0.0433 - UP: 70.20% UR: 35.44% UF: 47.10% P: 68.31% R: 34.49% F: 45.83% | |
| 2023-02-20 10:05:42 INFO dev: loss: nan - UP: 85.38% UR: 25.10% UF: 38.80% P: 79.72% R: 23.44% F: 36.23% | |
| 2023-02-20 10:05:42 INFO test: loss: nan - UP: 84.83% UR: 25.95% UF: 39.74% P: 81.84% R: 25.04% F: 38.34% | |
| 2023-02-20 10:05:42 INFO 0:00:08.032782s elapsed | |
| 2023-02-20 10:05:42 INFO Epoch 5 / 5000: | |
| 2023-02-20 10:05:49 INFO lr: 4.9950e-05 - loss: nan - UP: 72.98% UR: 42.12% UF: 53.41% P: 71.08% R: 41.02% F: 52.02% | |
| 2023-02-20 10:05:51 INFO dev: loss: nan - UP: 74.79% UR: 37.45% UF: 49.91% P: 71.19% R: 35.64% F: 47.50% | |
| 2023-02-20 10:05:52 INFO test: loss: nan - UP: 74.83% UR: 39.52% UF: 51.73% P: 72.17% R: 38.12% F: 49.88% | |
| 2023-02-20 10:06:00 INFO 0:00:09.347133s elapsed (saved) | |
| 2023-02-20 10:06:00 INFO Epoch 6 / 5000: | |
| 2023-02-20 10:06:07 INFO lr: 4.9940e-05 - loss: 0.0260 - UP: 76.93% UR: 46.81% UF: 58.20% P: 75.27% R: 45.80% F: 56.95% | |
| 2023-02-20 10:06:08 INFO dev: loss: nan - UP: 80.52% UR: 34.40% UF: 48.20% P: 78.25% R: 33.43% F: 46.84% | |
| 2023-02-20 10:06:09 INFO test: loss: nan - UP: 79.40% UR: 37.13% UF: 50.60% P: 77.14% R: 36.08% F: 49.16% | |
| 2023-02-20 10:06:09 INFO 0:00:08.535092s elapsed | |
| 2023-02-20 10:06:09 INFO Epoch 7 / 5000: | |
| 2023-02-20 10:06:16 INFO lr: 4.9930e-05 - loss: 0.0449 - UP: 76.32% UR: 50.27% UF: 60.61% P: 74.96% R: 49.37% F: 59.53% | |
| 2023-02-20 10:06:16 INFO dev: loss: nan - UP: 75.00% UR: 42.02% UF: 53.87% P: 72.28% R: 40.50% F: 51.91% | |
| 2023-02-20 10:06:17 INFO test: loss: nan - UP: 75.89% UR: 43.60% UF: 55.38% P: 73.32% R: 42.12% F: 53.51% | |
| 2023-02-20 10:06:25 INFO 0:00:08.461228s elapsed (saved) | |
| 2023-02-20 10:06:25 INFO Epoch 8 / 5000: | |
| 2023-02-20 10:06:32 INFO lr: 4.9920e-05 - loss: 0.0127 - UP: 80.05% UR: 55.08% UF: 65.26% P: 78.85% R: 54.26% F: 64.28% | |
| 2023-02-20 10:06:32 INFO dev: loss: nan - UP: 79.42% UR: 38.00% UF: 51.41% P: 76.81% R: 36.75% F: 49.72% | |
| 2023-02-20 10:06:33 INFO test: loss: nan - UP: 79.12% UR: 41.84% UF: 54.74% P: 76.86% R: 40.65% F: 53.17% | |
| 2023-02-20 10:06:33 INFO 0:00:07.694451s elapsed | |
| 2023-02-20 10:06:33 INFO Epoch 9 / 5000: | |
| 2023-02-20 10:06:40 INFO lr: 4.9910e-05 - loss: 0.0432 - UP: 81.41% UR: 55.46% UF: 65.98% P: 80.52% R: 54.86% F: 65.26% | |
| 2023-02-20 10:06:41 INFO dev: loss: nan - UP: 75.26% UR: 39.67% UF: 51.95% P: 74.21% R: 39.11% F: 51.23% | |
| 2023-02-20 10:06:42 INFO test: loss: nan - UP: 77.44% UR: 42.48% UF: 54.86% P: 75.13% R: 41.21% F: 53.22% | |
| 2023-02-20 10:06:42 INFO 0:00:09.152869s elapsed | |
| 2023-02-20 10:06:42 INFO Epoch 10 / 5000: | |
| 2023-02-20 10:06:49 INFO lr: 4.9900e-05 - loss: 0.0873 - UP: 77.86% UR: 59.42% UF: 67.40% P: 76.61% R: 58.47% F: 66.32% | |
| 2023-02-20 10:06:50 INFO dev: loss: nan - UP: 63.87% UR: 48.54% UF: 55.16% P: 61.50% R: 46.74% F: 53.11% | |
| 2023-02-20 10:06:51 INFO test: loss: nan - UP: 69.72% UR: 54.57% UF: 61.22% P: 66.40% R: 51.97% F: 58.30% | |
| 2023-02-20 10:06:59 INFO 0:00:08.361592s elapsed (saved) | |
| 2023-02-20 10:06:59 INFO Epoch 11 / 5000: | |
| 2023-02-20 10:07:05 INFO lr: 4.9890e-05 - loss: nan - UP: 82.91% UR: 60.46% UF: 69.93% P: 81.83% R: 59.67% F: 69.02% | |
| 2023-02-20 10:07:06 INFO dev: loss: nan - UP: 66.73% UR: 50.90% UF: 57.75% P: 62.36% R: 47.57% F: 53.97% | |
| 2023-02-20 10:07:06 INFO test: loss: nan - UP: 69.31% UR: 50.98% UF: 58.75% P: 66.25% R: 48.73% F: 56.16% | |
| 2023-02-20 10:07:15 INFO 0:00:07.656212s elapsed (saved) | |
| 2023-02-20 10:07:15 INFO Epoch 12 / 5000: | |
| 2023-02-20 10:07:21 INFO lr: 4.9880e-05 - loss: 0.0094 - UP: 82.15% UR: 66.48% UF: 73.49% P: 81.61% R: 66.04% F: 73.01% | |
| 2023-02-20 10:07:22 INFO dev: loss: nan - UP: 72.20% UR: 46.46% UF: 56.54% P: 69.83% R: 44.94% F: 54.68% | |
| 2023-02-20 10:07:23 INFO test: loss: nan - UP: 76.66% UR: 52.67% UF: 62.44% P: 73.59% R: 50.56% F: 59.94% | |
| 2023-02-20 10:07:31 INFO 0:00:07.839137s elapsed (saved) | |
| 2023-02-20 10:07:31 INFO Epoch 13 / 5000: | |
| 2023-02-20 10:07:37 INFO lr: 4.9870e-05 - loss: 0.0558 - UP: 87.21% UR: 69.54% UF: 77.38% P: 86.59% R: 69.05% F: 76.83% | |
| 2023-02-20 10:07:38 INFO dev: loss: nan - UP: 68.13% UR: 53.68% UF: 60.05% P: 64.44% R: 50.76% F: 56.79% | |
| 2023-02-20 10:07:40 INFO test: loss: nan - UP: 70.31% UR: 56.61% UF: 62.72% P: 67.60% R: 54.43% F: 60.30% | |
| 2023-02-20 10:07:48 INFO 0:00:08.558680s elapsed (saved) | |
| 2023-02-20 10:07:48 INFO Epoch 14 / 5000: | |
| 2023-02-20 10:07:55 INFO lr: 4.9860e-05 - loss: 0.0090 - UP: 87.92% UR: 73.66% UF: 80.16% P: 87.35% R: 73.18% F: 79.64% | |
| 2023-02-20 10:07:56 INFO dev: loss: nan - UP: 67.17% UR: 55.89% UF: 61.01% P: 63.33% R: 52.70% F: 57.53% | |
| 2023-02-20 10:07:57 INFO test: loss: nan - UP: 69.22% UR: 60.41% UF: 64.51% P: 65.67% R: 57.31% F: 61.21% | |
| 2023-02-20 10:08:05 INFO 0:00:08.433032s elapsed (saved) | |
| 2023-02-20 10:08:05 INFO Epoch 15 / 5000: | |
| 2023-02-20 10:08:11 INFO lr: 4.9850e-05 - loss: 0.0048 - UP: 89.47% UR: 78.25% UF: 83.49% P: 88.97% R: 77.81% F: 83.02% | |
| 2023-02-20 10:08:12 INFO dev: loss: nan - UP: 69.76% UR: 52.15% UF: 59.68% P: 67.16% R: 50.21% F: 57.46% | |
| 2023-02-20 10:08:13 INFO test: loss: nan - UP: 72.55% UR: 55.77% UF: 63.06% P: 68.80% R: 52.88% F: 59.80% | |
| 2023-02-20 10:08:13 INFO 0:00:08.501328s elapsed | |
| 2023-02-20 10:08:13 INFO Epoch 16 / 5000: | |
| 2023-02-20 10:08:20 INFO lr: 4.9840e-05 - loss: 0.0489 - UP: 90.31% UR: 79.85% UF: 84.76% P: 89.90% R: 79.48% F: 84.37% | |
| 2023-02-20 10:08:20 INFO dev: loss: nan - UP: 73.07% UR: 51.18% UF: 60.20% P: 70.69% R: 49.51% F: 58.24% | |
| 2023-02-20 10:08:21 INFO test: loss: nan - UP: 75.36% UR: 54.85% UF: 63.49% P: 71.88% R: 52.32% F: 60.56% | |
| 2023-02-20 10:08:29 INFO 0:00:08.196130s elapsed (saved) | |
| 2023-02-20 10:08:29 INFO Epoch 17 / 5000: | |
| 2023-02-20 10:08:36 INFO lr: 4.9830e-05 - loss: 0.0004 - UP: 90.72% UR: 79.77% UF: 84.89% P: 90.32% R: 79.43% F: 84.52% | |
| 2023-02-20 10:08:36 INFO dev: loss: nan - UP: 65.53% UR: 56.17% UF: 60.49% P: 62.94% R: 53.95% F: 58.10% | |
| 2023-02-20 10:08:37 INFO test: loss: nan - UP: 69.89% UR: 61.53% UF: 65.45% P: 66.21% R: 58.30% F: 62.00% | |
| 2023-02-20 10:08:37 INFO 0:00:07.661733s elapsed | |
| 2023-02-20 10:08:37 INFO Epoch 18 / 5000: | |
| 2023-02-20 10:08:44 INFO lr: 4.9820e-05 - loss: 0.0025 - UP: 92.32% UR: 83.82% UF: 87.86% P: 91.65% R: 83.21% F: 87.23% | |
| 2023-02-20 10:08:45 INFO dev: loss: nan - UP: 69.91% UR: 52.84% UF: 60.19% P: 65.87% R: 49.79% F: 56.71% | |
| 2023-02-20 10:08:46 INFO test: loss: nan - UP: 73.37% UR: 57.95% UF: 64.75% P: 69.63% R: 54.99% F: 61.45% | |
| 2023-02-20 10:08:46 INFO 0:00:08.802215s elapsed | |
| 2023-02-20 10:08:46 INFO Epoch 19 / 5000: | |
| 2023-02-20 10:08:52 INFO lr: 4.9810e-05 - loss: 0.0146 - UP: 90.86% UR: 85.03% UF: 87.85% P: 90.26% R: 84.46% F: 87.26% | |
| 2023-02-20 10:08:53 INFO dev: loss: nan - UP: 74.45% UR: 51.73% UF: 61.05% P: 69.46% R: 48.27% F: 56.96% | |
| 2023-02-20 10:08:54 INFO test: loss: nan - UP: 77.25% UR: 54.92% UF: 64.20% P: 72.90% R: 51.83% F: 60.58% | |
| 2023-02-20 10:08:54 INFO 0:00:08.226514s elapsed | |
| 2023-02-20 10:08:54 INFO Epoch 20 / 5000: | |
| 2023-02-20 10:09:01 INFO lr: 4.9800e-05 - loss: 0.0265 - UP: 94.07% UR: 84.55% UF: 89.06% P: 93.40% R: 83.95% F: 88.42% | |
| 2023-02-20 10:09:02 INFO dev: loss: nan - UP: 72.10% UR: 55.20% UF: 62.53% P: 67.57% R: 51.73% F: 58.60% | |
| 2023-02-20 10:09:03 INFO test: loss: nan - UP: 75.32% UR: 58.58% UF: 65.90% P: 71.79% R: 55.84% F: 62.82% | |
| 2023-02-20 10:09:10 INFO 0:00:08.773677s elapsed (saved) | |
| 2023-02-20 10:09:10 INFO Epoch 21 / 5000: | |
| 2023-02-20 10:09:17 INFO lr: 4.9790e-05 - loss: 0.0005 - UP: 93.89% UR: 87.75% UF: 90.72% P: 93.40% R: 87.30% F: 90.25% | |
| 2023-02-20 10:09:17 INFO dev: loss: nan - UP: 69.63% UR: 54.37% UF: 61.06% P: 65.72% R: 51.32% F: 57.63% | |
| 2023-02-20 10:09:18 INFO test: loss: nan - UP: 72.48% UR: 60.20% UF: 65.77% P: 68.50% R: 56.89% F: 62.16% | |
| 2023-02-20 10:09:18 INFO 0:00:07.950325s elapsed | |
| 2023-02-20 10:09:18 INFO Epoch 22 / 5000: | |
| 2023-02-20 10:09:25 INFO lr: 4.9780e-05 - loss: 0.0280 - UP: 94.86% UR: 89.58% UF: 92.15% P: 94.48% R: 89.22% F: 91.77% | |
| 2023-02-20 10:09:26 INFO dev: loss: nan - UP: 75.69% UR: 53.12% UF: 62.43% P: 69.76% R: 48.96% F: 57.54% | |
| 2023-02-20 10:09:27 INFO test: loss: nan - UP: 76.84% UR: 56.47% UF: 65.10% P: 72.25% R: 53.09% F: 61.21% | |
| 2023-02-20 10:09:27 INFO 0:00:08.891346s elapsed | |
| 2023-02-20 10:09:27 INFO Epoch 23 / 5000: | |
| 2023-02-20 10:09:34 INFO lr: 4.9770e-05 - loss: 0.0070 - UP: 94.80% UR: 90.48% UF: 92.59% P: 94.51% R: 90.21% F: 92.31% | |
| 2023-02-20 10:09:35 INFO dev: loss: nan - UP: 67.12% UR: 61.44% UF: 64.16% P: 62.58% R: 57.28% F: 59.81% | |
| 2023-02-20 10:09:36 INFO test: loss: nan - UP: 70.41% UR: 63.92% UF: 67.01% P: 67.08% R: 60.90% F: 63.84% | |
| 2023-02-20 10:09:44 INFO 0:00:08.721634s elapsed (saved) | |
| 2023-02-20 10:09:44 INFO Epoch 24 / 5000: | |
| 2023-02-20 10:09:50 INFO lr: 4.9760e-05 - loss: 0.0088 - UP: 95.61% UR: 89.77% UF: 92.60% P: 95.36% R: 89.53% F: 92.35% | |
| 2023-02-20 10:09:51 INFO dev: loss: nan - UP: 68.03% UR: 59.92% UF: 63.72% P: 63.94% R: 56.31% F: 59.88% | |
| 2023-02-20 10:09:52 INFO test: loss: nan - UP: 70.92% UR: 63.29% UF: 66.89% P: 66.98% R: 59.77% F: 63.17% | |
| 2023-02-20 10:09:59 INFO 0:00:07.905078s elapsed (saved) | |
| 2023-02-20 10:09:59 INFO Epoch 25 / 5000: | |
| 2023-02-20 10:10:06 INFO lr: 4.9750e-05 - loss: 0.0081 - UP: 95.05% UR: 89.71% UF: 92.31% P: 94.76% R: 89.44% F: 92.02% | |
| 2023-02-20 10:10:07 INFO dev: loss: nan - UP: 67.28% UR: 60.47% UF: 63.70% P: 63.27% R: 56.87% F: 59.90% | |
| 2023-02-20 10:10:07 INFO test: loss: nan - UP: 71.25% UR: 63.43% UF: 67.11% P: 67.77% R: 60.34% F: 63.84% | |
| 2023-02-20 10:10:15 INFO 0:00:07.870276s elapsed (saved) | |
| 2023-02-20 10:10:15 INFO Epoch 26 / 5000: | |
| 2023-02-20 10:10:22 INFO lr: 4.9740e-05 - loss: 0.0117 - UP: 95.17% UR: 91.98% UF: 93.55% P: 95.00% R: 91.82% F: 93.38% | |
| 2023-02-20 10:10:22 INFO dev: loss: nan - UP: 69.84% UR: 61.03% UF: 65.14% P: 65.24% R: 57.00% F: 60.84% | |
| 2023-02-20 10:10:23 INFO test: loss: nan - UP: 72.83% UR: 63.71% UF: 67.97% P: 69.05% R: 60.41% F: 64.44% | |
| 2023-02-20 10:10:31 INFO 0:00:07.766386s elapsed (saved) | |
| 2023-02-20 10:10:31 INFO Epoch 27 / 5000: | |
| 2023-02-20 10:10:37 INFO lr: 4.9730e-05 - loss: 0.0065 - UP: 95.91% UR: 91.82% UF: 93.82% P: 95.66% R: 91.58% F: 93.58% | |
| 2023-02-20 10:10:38 INFO dev: loss: nan - UP: 69.71% UR: 59.36% UF: 64.12% P: 66.45% R: 56.59% F: 61.12% | |
| 2023-02-20 10:10:39 INFO test: loss: nan - UP: 73.00% UR: 63.50% UF: 67.92% P: 69.28% R: 60.27% F: 64.46% | |
| 2023-02-20 10:10:46 INFO 0:00:07.920064s elapsed (saved) | |
| 2023-02-20 10:10:46 INFO Epoch 28 / 5000: | |
| 2023-02-20 10:10:53 INFO lr: 4.9720e-05 - loss: 0.0031 - UP: 95.85% UR: 92.28% UF: 94.03% P: 95.68% R: 92.11% F: 93.86% | |
| 2023-02-20 10:10:54 INFO dev: loss: nan - UP: 72.89% UR: 56.31% UF: 63.54% P: 70.20% R: 54.23% F: 61.19% | |
| 2023-02-20 10:10:54 INFO test: loss: nan - UP: 75.66% UR: 60.76% UF: 67.39% P: 71.89% R: 57.74% F: 64.04% | |
| 2023-02-20 10:11:02 INFO 0:00:07.837719s elapsed (saved) | |
| 2023-02-20 10:11:02 INFO Epoch 29 / 5000: | |
| 2023-02-20 10:11:09 INFO lr: 4.9710e-05 - loss: 0.0050 - UP: 96.37% UR: 92.93% UF: 94.62% P: 96.13% R: 92.70% F: 94.38% | |
| 2023-02-20 10:11:09 INFO dev: loss: nan - UP: 66.52% UR: 62.27% UF: 64.33% P: 61.93% R: 57.98% F: 59.89% | |
| 2023-02-20 10:11:10 INFO test: loss: nan - UP: 68.36% UR: 67.16% UF: 67.75% P: 64.85% R: 63.71% F: 64.28% | |
| 2023-02-20 10:11:10 INFO 0:00:07.836041s elapsed | |
| 2023-02-20 10:11:10 INFO Epoch 30 / 5000: | |
| 2023-02-20 10:11:17 INFO lr: 4.9700e-05 - loss: 0.0078 - UP: 95.54% UR: 92.13% UF: 93.80% P: 95.39% R: 91.98% F: 93.65% | |
| 2023-02-20 10:11:18 INFO dev: loss: nan - UP: 73.21% UR: 59.50% UF: 65.65% P: 69.28% R: 56.31% F: 62.13% | |
| 2023-02-20 10:11:19 INFO test: loss: nan - UP: 74.85% UR: 62.38% UF: 68.05% P: 71.22% R: 59.35% F: 64.75% | |
| 2023-02-20 10:11:27 INFO 0:00:09.205410s elapsed (saved) | |
| 2023-02-20 10:11:27 INFO Epoch 31 / 5000: | |
| 2023-02-20 10:11:33 INFO lr: 4.9690e-05 - loss: 0.0001 - UP: 96.24% UR: 94.16% UF: 95.19% P: 96.03% R: 93.96% F: 94.99% | |
| 2023-02-20 10:11:34 INFO dev: loss: nan - UP: 74.35% UR: 55.89% UF: 63.82% P: 71.22% R: 53.54% F: 61.12% | |
| 2023-02-20 10:11:35 INFO test: loss: nan - UP: 76.86% UR: 59.56% UF: 67.12% P: 73.77% R: 57.17% F: 64.42% | |
| 2023-02-20 10:11:35 INFO 0:00:08.097889s elapsed | |
| 2023-02-20 10:11:35 INFO Epoch 32 / 5000: | |
| 2023-02-20 10:11:42 INFO lr: 4.9680e-05 - loss: 0.0009 - UP: 97.39% UR: 94.91% UF: 96.13% P: 97.22% R: 94.75% F: 95.97% | |
| 2023-02-20 10:11:42 INFO dev: loss: nan - UP: 72.96% UR: 59.50% UF: 65.55% P: 69.39% R: 56.59% F: 62.34% | |
| 2023-02-20 10:11:43 INFO test: loss: nan - UP: 75.19% UR: 62.24% UF: 68.10% P: 71.45% R: 59.14% F: 64.72% | |
| 2023-02-20 10:11:52 INFO 0:00:08.344438s elapsed (saved) | |
| 2023-02-20 10:11:52 INFO Epoch 33 / 5000: | |
| 2023-02-20 10:11:58 INFO lr: 4.9670e-05 - loss: 0.0016 - UP: 97.38% UR: 96.05% UF: 96.71% P: 97.23% R: 95.90% F: 96.56% | |
| 2023-02-20 10:11:59 INFO dev: loss: nan - UP: 73.94% UR: 60.19% UF: 66.36% P: 69.51% R: 56.59% F: 62.39% | |
| 2023-02-20 10:12:00 INFO test: loss: nan - UP: 75.74% UR: 61.25% UF: 67.73% P: 72.09% R: 58.30% F: 64.46% | |
| 2023-02-20 10:12:08 INFO 0:00:07.901494s elapsed (saved) | |
| 2023-02-20 10:12:08 INFO Epoch 34 / 5000: | |
| 2023-02-20 10:12:14 INFO lr: 4.9660e-05 - loss: 0.0019 - UP: 97.77% UR: 96.43% UF: 97.10% P: 97.66% R: 96.32% F: 96.99% | |
| 2023-02-20 10:12:15 INFO dev: loss: nan - UP: 73.42% UR: 59.78% UF: 65.90% P: 70.53% R: 57.42% F: 63.30% | |
| 2023-02-20 10:12:16 INFO test: loss: nan - UP: 74.77% UR: 62.10% UF: 67.84% P: 71.30% R: 59.21% F: 64.69% | |
| 2023-02-20 10:12:25 INFO 0:00:08.328139s elapsed (saved) | |
| 2023-02-20 10:12:25 INFO Epoch 35 / 5000: | |
| 2023-02-20 10:12:31 INFO lr: 4.9650e-05 - loss: 0.0032 - UP: 97.83% UR: 97.57% UF: 97.70% P: 97.76% R: 97.49% F: 97.63% | |
| 2023-02-20 10:12:32 INFO dev: loss: nan - UP: 73.97% UR: 57.14% UF: 64.48% P: 71.45% R: 55.20% F: 62.28% | |
| 2023-02-20 10:12:33 INFO test: loss: nan - UP: 76.16% UR: 59.77% UF: 66.98% P: 72.67% R: 57.03% F: 63.91% | |
| 2023-02-20 10:12:33 INFO 0:00:08.315043s elapsed | |
| 2023-02-20 10:12:33 INFO Epoch 36 / 5000: | |
| 2023-02-20 10:12:40 INFO lr: 4.9640e-05 - loss: 0.0019 - UP: 98.70% UR: 97.02% UF: 97.85% P: 98.58% R: 96.91% F: 97.74% | |
| 2023-02-20 10:12:41 INFO dev: loss: nan - UP: 72.18% UR: 58.67% UF: 64.73% P: 68.09% R: 55.34% F: 61.06% | |
| 2023-02-20 10:12:42 INFO test: loss: nan - UP: 74.44% UR: 63.08% UF: 68.29% P: 70.71% R: 59.92% F: 64.86% | |
| 2023-02-20 10:12:42 INFO 0:00:08.469400s elapsed | |
| 2023-02-20 10:12:42 INFO Epoch 37 / 5000: | |
| 2023-02-20 10:12:49 INFO lr: 4.9630e-05 - loss: 0.0048 - UP: 98.56% UR: 97.62% UF: 98.09% P: 98.47% R: 97.53% F: 98.00% | |
| 2023-02-20 10:12:50 INFO dev: loss: nan - UP: 71.52% UR: 62.00% UF: 66.42% P: 67.52% R: 58.53% F: 62.70% | |
| 2023-02-20 10:12:51 INFO test: loss: nan - UP: 72.71% UR: 64.63% UF: 68.43% P: 68.99% R: 61.32% F: 64.93% | |
| 2023-02-20 10:12:51 INFO 0:00:09.353620s elapsed | |
| 2023-02-20 10:12:51 INFO Epoch 38 / 5000: | |
| 2023-02-20 10:12:58 INFO lr: 4.9620e-05 - loss: 0.0043 - UP: 98.50% UR: 97.18% UF: 97.83% P: 98.37% R: 97.05% F: 97.71% | |
| 2023-02-20 10:12:59 INFO dev: loss: nan - UP: 74.85% UR: 53.26% UF: 62.24% P: 72.32% R: 51.46% F: 60.13% | |
| 2023-02-20 10:12:59 INFO test: loss: nan - UP: 77.55% UR: 58.30% UF: 66.56% P: 74.18% R: 55.77% F: 63.67% | |
| 2023-02-20 10:12:59 INFO 0:00:08.307266s elapsed | |
| 2023-02-20 10:12:59 INFO Epoch 39 / 5000: | |
| 2023-02-20 10:13:07 INFO lr: 4.9610e-05 - loss: 0.0002 - UP: 98.34% UR: 96.80% UF: 97.56% P: 98.20% R: 96.65% F: 97.42% | |
| 2023-02-20 10:13:08 INFO dev: loss: nan - UP: 72.99% UR: 60.33% UF: 66.06% P: 67.28% R: 55.62% F: 60.90% | |
| 2023-02-20 10:13:08 INFO test: loss: nan - UP: 75.25% UR: 64.14% UF: 69.25% P: 70.96% R: 60.48% F: 65.30% | |
| 2023-02-20 10:13:08 INFO 0:00:08.962048s elapsed | |
| 2023-02-20 10:13:08 INFO Epoch 40 / 5000: | |
| 2023-02-20 10:13:15 INFO lr: 4.9600e-05 - loss: 0.0031 - UP: 98.33% UR: 97.29% UF: 97.81% P: 98.13% R: 97.09% F: 97.61% | |
| 2023-02-20 10:13:15 INFO dev: loss: nan - UP: 74.37% UR: 61.17% UF: 67.12% P: 70.15% R: 57.70% F: 63.32% | |
| 2023-02-20 10:13:16 INFO test: loss: nan - UP: 74.38% UR: 63.50% UF: 68.51% P: 70.68% R: 60.34% F: 65.10% | |
| 2023-02-20 10:13:24 INFO 0:00:07.777182s elapsed (saved) | |
| 2023-02-20 10:13:24 INFO Epoch 41 / 5000: | |
| 2023-02-20 10:13:30 INFO lr: 4.9590e-05 - loss: 0.0020 - UP: 98.63% UR: 97.82% UF: 98.23% P: 98.49% R: 97.68% F: 98.08% | |
| 2023-02-20 10:13:31 INFO dev: loss: nan - UP: 75.32% UR: 57.56% UF: 65.25% P: 71.87% R: 54.92% F: 62.26% | |
| 2023-02-20 10:13:32 INFO test: loss: nan - UP: 76.38% UR: 60.48% UF: 67.50% P: 72.82% R: 57.67% F: 64.36% | |
| 2023-02-20 10:13:32 INFO 0:00:08.006780s elapsed | |
| 2023-02-20 10:13:32 INFO Epoch 42 / 5000: | |
| 2023-02-20 10:13:39 INFO lr: 4.9580e-05 - loss: 0.0011 - UP: 98.76% UR: 97.86% UF: 98.31% P: 98.71% R: 97.80% F: 98.25% | |
| 2023-02-20 10:13:40 INFO dev: loss: nan - UP: 68.74% UR: 62.83% UF: 65.65% P: 61.46% R: 56.17% F: 58.70% | |
| 2023-02-20 10:13:41 INFO test: loss: nan - UP: 71.89% UR: 66.74% UF: 69.22% P: 67.05% R: 62.24% F: 64.55% | |
| 2023-02-20 10:13:41 INFO 0:00:08.844844s elapsed | |
| 2023-02-20 10:13:41 INFO Epoch 43 / 5000: | |
| 2023-02-20 10:13:48 INFO lr: 4.9570e-05 - loss: 0.0056 - UP: 97.59% UR: 97.14% UF: 97.37% P: 97.17% R: 96.72% F: 96.95% | |
| 2023-02-20 10:13:49 INFO dev: loss: nan - UP: 73.30% UR: 58.25% UF: 64.91% P: 68.76% R: 54.65% F: 60.90% | |
| 2023-02-20 10:13:50 INFO test: loss: nan - UP: 74.56% UR: 59.99% UF: 66.48% P: 70.10% R: 56.40% F: 62.51% | |
| 2023-02-20 10:13:50 INFO 0:00:09.082034s elapsed | |
| 2023-02-20 10:13:50 INFO Epoch 44 / 5000: | |
| 2023-02-20 10:13:57 INFO lr: 4.9560e-05 - loss: 0.0010 - UP: 98.73% UR: 96.78% UF: 97.74% P: 98.52% R: 96.58% F: 97.54% | |
| 2023-02-20 10:13:58 INFO dev: loss: nan - UP: 74.90% UR: 52.98% UF: 62.06% P: 71.57% R: 50.62% F: 59.30% | |
| 2023-02-20 10:13:58 INFO test: loss: nan - UP: 78.44% UR: 57.31% UF: 66.23% P: 75.17% R: 54.92% F: 63.47% | |
| 2023-02-20 10:13:58 INFO 0:00:08.702509s elapsed | |
| 2023-02-20 10:13:58 INFO Epoch 45 / 5000: | |
| 2023-02-20 10:14:05 INFO lr: 4.9550e-05 - loss: 0.0060 - UP: 97.34% UR: 95.84% UF: 96.59% P: 97.21% R: 95.72% F: 96.46% | |
| 2023-02-20 10:14:06 INFO dev: loss: nan - UP: 65.76% UR: 66.85% UF: 66.30% P: 61.53% R: 62.55% F: 62.04% | |
| 2023-02-20 10:14:07 INFO test: loss: nan - UP: 67.38% UR: 68.99% UF: 68.17% P: 64.15% R: 65.68% F: 64.91% | |
| 2023-02-20 10:14:07 INFO 0:00:08.735974s elapsed | |
| 2023-02-20 10:14:07 INFO Epoch 46 / 5000: | |
| 2023-02-20 10:14:14 INFO lr: 4.9540e-05 - loss: 0.0263 - UP: 96.80% UR: 95.13% UF: 95.96% P: 95.31% R: 93.67% F: 94.48% | |
| 2023-02-20 10:14:14 INFO dev: loss: nan - UP: 70.75% UR: 56.03% UF: 62.54% P: 66.02% R: 52.29% F: 58.36% | |
| 2023-02-20 10:14:15 INFO test: loss: nan - UP: 73.99% UR: 58.02% UF: 65.04% P: 70.04% R: 54.92% F: 61.57% | |
| 2023-02-20 10:14:15 INFO 0:00:07.754698s elapsed | |
| 2023-02-20 10:14:15 INFO Epoch 47 / 5000: | |
| 2023-02-20 10:14:21 INFO lr: 4.9530e-05 - loss: 0.0068 - UP: 95.85% UR: 93.34% UF: 94.57% P: 93.74% R: 91.29% F: 92.50% | |
| 2023-02-20 10:14:22 INFO dev: loss: nan - UP: 67.41% UR: 58.53% UF: 62.66% P: 63.90% R: 55.48% F: 59.39% | |
| 2023-02-20 10:14:23 INFO test: loss: nan - UP: 71.74% UR: 63.01% UF: 67.09% P: 68.29% R: 59.99% F: 63.87% | |
| 2023-02-20 10:14:23 INFO 0:00:08.179456s elapsed | |
| 2023-02-20 10:14:23 INFO Epoch 48 / 5000: | |
| 2023-02-20 10:14:30 INFO lr: 4.9520e-05 - loss: nan - UP: 96.29% UR: 91.32% UF: 93.74% P: 95.12% R: 90.21% F: 92.60% | |
| 2023-02-20 10:14:30 INFO dev: loss: nan - UP: 77.00% UR: 45.49% UF: 57.19% P: 73.00% R: 43.13% F: 54.23% | |
| 2023-02-20 10:14:31 INFO test: loss: nan - UP: 80.77% UR: 48.45% UF: 60.57% P: 77.49% R: 46.48% F: 58.11% | |
| 2023-02-20 10:14:31 INFO 0:00:07.680880s elapsed | |
| 2023-02-20 10:14:31 INFO Epoch 49 / 5000: | |
| 2023-02-20 10:14:37 INFO lr: 4.9510e-05 - loss: 0.0118 - UP: 93.13% UR: 90.37% UF: 91.73% P: 92.57% R: 89.82% F: 91.17% | |
| 2023-02-20 10:14:38 INFO dev: loss: nan - UP: 68.55% UR: 55.62% UF: 61.41% P: 64.79% R: 52.57% F: 58.04% | |
| 2023-02-20 10:14:39 INFO test: loss: nan - UP: 71.64% UR: 60.06% UF: 65.34% P: 68.04% R: 57.03% F: 62.05% | |
| 2023-02-20 10:14:39 INFO 0:00:08.567178s elapsed | |
| 2023-02-20 10:14:39 INFO Epoch 50 / 5000: | |
| 2023-02-20 10:14:46 INFO lr: 4.9500e-05 - loss: 0.0036 - UP: 93.96% UR: 91.09% UF: 92.50% P: 93.41% R: 90.55% F: 91.96% | |
| 2023-02-20 10:14:46 INFO dev: loss: nan - UP: 72.87% UR: 51.04% UF: 60.03% P: 68.51% R: 47.99% F: 56.44% | |
| 2023-02-20 10:14:47 INFO test: loss: nan - UP: 76.97% UR: 55.70% UF: 64.63% P: 74.34% R: 53.80% F: 62.42% | |
| 2023-02-20 10:14:47 INFO 0:00:07.566278s elapsed | |
| 2023-02-20 10:14:47 INFO Epoch 51 / 5000: | |
| 2023-02-20 10:14:54 INFO lr: 4.9490e-05 - loss: 0.0026 - UP: 95.23% UR: 91.40% UF: 93.27% P: 94.83% R: 91.01% F: 92.88% | |
| 2023-02-20 10:14:54 INFO dev: loss: nan - UP: 66.51% UR: 58.11% UF: 62.03% P: 61.75% R: 53.95% F: 57.59% | |
| 2023-02-20 10:14:55 INFO test: loss: nan - UP: 70.94% UR: 61.46% UF: 65.86% P: 67.61% R: 58.58% F: 62.77% | |
| 2023-02-20 10:14:55 INFO 0:00:08.160491s elapsed | |
| 2023-02-20 10:14:55 INFO Epoch 52 / 5000: | |
| 2023-02-20 10:15:01 INFO lr: 4.9480e-05 - loss: 0.0103 - UP: 95.13% UR: 91.52% UF: 93.29% P: 94.46% R: 90.88% F: 92.64% | |
| 2023-02-20 10:15:02 INFO dev: loss: nan - UP: 61.35% UR: 65.60% UF: 63.40% P: 57.72% R: 61.72% F: 59.65% | |
| 2023-02-20 10:15:03 INFO test: loss: nan - UP: 63.75% UR: 69.76% UF: 66.62% P: 60.67% R: 66.39% F: 63.40% | |
| 2023-02-20 10:15:03 INFO 0:00:07.586848s elapsed | |
| 2023-02-20 10:15:03 INFO Epoch 53 / 5000: | |
| 2023-02-20 10:15:09 INFO lr: 4.9470e-05 - loss: 0.0056 - UP: 91.00% UR: 86.20% UF: 88.53% P: 90.53% R: 85.76% F: 88.08% | |
| 2023-02-20 10:15:10 INFO dev: loss: nan - UP: 61.96% UR: 62.14% UF: 62.05% P: 58.51% R: 58.67% F: 58.59% | |
| 2023-02-20 10:15:11 INFO test: loss: nan - UP: 65.13% UR: 65.68% UF: 65.41% P: 61.65% R: 62.17% F: 61.90% | |
| 2023-02-20 10:15:11 INFO 0:00:07.973003s elapsed | |
| 2023-02-20 10:15:11 INFO Epoch 54 / 5000: | |
| 2023-02-20 10:15:17 INFO lr: 4.9460e-05 - loss: 0.0075 - UP: 91.84% UR: 87.30% UF: 89.51% P: 91.35% R: 86.84% F: 89.04% | |
| 2023-02-20 10:15:18 INFO dev: loss: nan - UP: 69.32% UR: 59.22% UF: 63.87% P: 65.75% R: 56.17% F: 60.58% | |
| 2023-02-20 10:15:18 INFO test: loss: nan - UP: 70.44% UR: 62.17% UF: 66.04% P: 66.77% R: 58.93% F: 62.61% | |
| 2023-02-20 10:15:18 INFO 0:00:07.669194s elapsed | |
| 2023-02-20 10:15:18 INFO Epoch 55 / 5000: | |
| 2023-02-20 10:15:25 INFO lr: 4.9450e-05 - loss: 0.0411 - UP: 93.66% UR: 92.48% UF: 93.06% P: 93.33% R: 92.15% F: 92.73% | |
| 2023-02-20 10:15:26 INFO dev: loss: nan - UP: 65.03% UR: 66.30% UF: 65.66% P: 60.82% R: 62.00% F: 61.40% | |
| 2023-02-20 10:15:26 INFO test: loss: nan - UP: 63.76% UR: 68.92% UF: 66.24% P: 60.77% R: 65.68% F: 63.13% | |
| 2023-02-20 10:15:26 INFO 0:00:07.959497s elapsed | |
| 2023-02-20 10:15:26 INFO Epoch 56 / 5000: | |
| 2023-02-20 10:15:33 INFO lr: 4.9440e-05 - loss: 0.0006 - UP: 97.07% UR: 94.00% UF: 95.51% P: 96.45% R: 93.39% F: 94.89% | |
| 2023-02-20 10:15:33 INFO dev: loss: nan - UP: 66.06% UR: 65.33% UF: 65.69% P: 61.57% R: 60.89% F: 61.23% | |
| 2023-02-20 10:15:34 INFO test: loss: nan - UP: 67.44% UR: 67.72% UF: 67.58% P: 64.43% R: 64.70% F: 64.56% | |
| 2023-02-20 10:15:34 INFO 0:00:07.613978s elapsed | |
| 2023-02-20 10:15:34 INFO Epoch 57 / 5000: | |
| 2023-02-20 10:15:41 INFO lr: 4.9430e-05 - loss: 0.0011 - UP: 97.97% UR: 94.53% UF: 96.22% P: 97.74% R: 94.31% F: 95.99% | |
| 2023-02-20 10:15:41 INFO dev: loss: nan - UP: 71.84% UR: 58.39% UF: 64.42% P: 68.94% R: 56.03% F: 61.82% | |
| 2023-02-20 10:15:42 INFO test: loss: nan - UP: 75.02% UR: 61.88% UF: 67.82% P: 72.04% R: 59.42% F: 65.13% | |
| 2023-02-20 10:15:42 INFO 0:00:07.897166s elapsed | |
| 2023-02-20 10:15:42 INFO Epoch 58 / 5000: | |
| 2023-02-20 10:15:48 INFO lr: 4.9420e-05 - loss: 0.0066 - UP: 98.25% UR: 96.65% UF: 97.44% P: 98.05% R: 96.45% F: 97.24% | |
| 2023-02-20 10:15:49 INFO dev: loss: nan - UP: 72.61% UR: 57.00% UF: 63.87% P: 68.55% R: 53.81% F: 60.30% | |
| 2023-02-20 10:15:49 INFO test: loss: nan - UP: 76.40% UR: 60.55% UF: 67.56% P: 72.94% R: 57.81% F: 64.50% | |
| 2023-02-20 10:15:49 INFO 0:00:07.577959s elapsed | |
| 2023-02-20 10:15:49 INFO Epoch 59 / 5000: | |
| 2023-02-20 10:15:56 INFO lr: 4.9410e-05 - loss: 0.0037 - UP: 98.40% UR: 97.09% UF: 97.74% P: 98.27% R: 96.96% F: 97.61% | |
| 2023-02-20 10:15:57 INFO dev: loss: nan - UP: 70.18% UR: 59.08% UF: 64.16% P: 66.39% R: 55.89% F: 60.69% | |
| 2023-02-20 10:15:57 INFO test: loss: nan - UP: 75.15% UR: 62.94% UF: 68.50% P: 71.87% R: 60.20% F: 65.52% | |
| 2023-02-20 10:15:57 INFO 0:00:08.014613s elapsed | |
| 2023-02-20 10:15:57 INFO Epoch 60 / 5000: | |
| 2023-02-20 10:16:04 INFO lr: 4.9400e-05 - loss: 0.0003 - UP: 99.18% UR: 97.62% UF: 98.39% P: 99.11% R: 97.55% F: 98.32% | |
| 2023-02-20 10:16:04 INFO dev: loss: nan - UP: 70.62% UR: 60.33% UF: 65.07% P: 66.88% R: 57.14% F: 61.63% | |
| 2023-02-20 10:16:05 INFO test: loss: nan - UP: 74.06% UR: 62.66% UF: 67.89% P: 70.57% R: 59.70% F: 64.69% | |
| 2023-02-20 10:16:05 INFO 0:00:07.683055s elapsed | |
| 2023-02-20 10:16:05 INFO Epoch 61 / 5000: | |
| 2023-02-20 10:16:12 INFO lr: 4.9390e-05 - loss: 0.0019 - UP: 99.11% UR: 98.22% UF: 98.67% P: 99.09% R: 98.21% F: 98.65% | |
| 2023-02-20 10:16:12 INFO dev: loss: nan - UP: 70.81% UR: 58.53% UF: 64.09% P: 67.28% R: 55.62% F: 60.90% | |
| 2023-02-20 10:16:13 INFO test: loss: nan - UP: 75.34% UR: 61.46% UF: 67.70% P: 71.98% R: 58.72% F: 64.68% | |
| 2023-02-20 10:16:13 INFO 0:00:08.030492s elapsed | |
| 2023-02-20 10:16:13 INFO Epoch 62 / 5000: | |
| 2023-02-20 10:16:19 INFO lr: 4.9380e-05 - loss: 0.0031 - UP: 98.30% UR: 97.60% UF: 97.95% P: 97.73% R: 97.03% F: 97.38% | |
| 2023-02-20 10:16:20 INFO dev: loss: nan - UP: 71.40% UR: 55.76% UF: 62.62% P: 68.74% R: 53.68% F: 60.28% | |
| 2023-02-20 10:16:21 INFO test: loss: nan - UP: 76.80% UR: 60.76% UF: 67.84% P: 73.51% R: 58.16% F: 64.94% | |
| 2023-02-20 10:16:21 INFO 0:00:07.955489s elapsed | |
| 2023-02-20 10:16:21 INFO Epoch 63 / 5000: | |
| 2023-02-20 10:16:28 INFO lr: 4.9370e-05 - loss: 0.0020 - UP: 98.48% UR: 97.11% UF: 97.79% P: 98.05% R: 96.69% F: 97.36% | |
| 2023-02-20 10:16:28 INFO dev: loss: nan - UP: 72.87% UR: 59.22% UF: 65.34% P: 68.60% R: 55.76% F: 61.51% | |
| 2023-02-20 10:16:29 INFO test: loss: nan - UP: 74.72% UR: 61.53% UF: 67.49% P: 71.22% R: 58.65% F: 64.33% | |
| 2023-02-20 10:16:29 INFO 0:00:07.794035s elapsed | |
| 2023-02-20 10:16:29 INFO Epoch 64 / 5000: | |
| 2023-02-20 10:16:35 INFO lr: 4.9360e-05 - loss: 0.0078 - UP: 98.40% UR: 97.86% UF: 98.13% P: 98.29% R: 97.75% F: 98.02% | |
| 2023-02-20 10:16:36 INFO dev: loss: nan - UP: 70.40% UR: 58.39% UF: 63.84% P: 67.22% R: 55.76% F: 60.96% | |
| 2023-02-20 10:16:37 INFO test: loss: nan - UP: 74.09% UR: 62.94% UF: 68.06% P: 70.53% R: 59.92% F: 64.79% | |
| 2023-02-20 10:16:37 INFO 0:00:07.977696s elapsed | |
| 2023-02-20 10:16:37 INFO Epoch 65 / 5000: | |
| 2023-02-20 10:16:43 INFO lr: 4.9350e-05 - loss: 0.0009 - UP: 98.67% UR: 97.73% UF: 98.20% P: 98.61% R: 97.68% F: 98.14% | |
| 2023-02-20 10:16:44 INFO dev: loss: nan - UP: 71.26% UR: 58.11% UF: 64.02% P: 68.37% R: 55.76% F: 61.42% | |
| 2023-02-20 10:16:45 INFO test: loss: nan - UP: 74.11% UR: 64.21% UF: 68.80% P: 70.45% R: 61.04% F: 65.41% | |
| 2023-02-20 10:16:45 INFO 0:00:07.836120s elapsed | |
| 2023-02-20 10:16:45 INFO Epoch 66 / 5000: | |
| 2023-02-20 10:16:51 INFO lr: 4.9340e-05 - loss: 0.0002 - UP: 98.91% UR: 97.71% UF: 98.31% P: 98.85% R: 97.66% F: 98.25% | |
| 2023-02-20 10:16:52 INFO dev: loss: nan - UP: 73.33% UR: 57.98% UF: 64.76% P: 70.00% R: 55.34% F: 61.81% | |
| 2023-02-20 10:16:53 INFO test: loss: nan - UP: 75.36% UR: 62.38% UF: 68.26% P: 71.88% R: 59.49% F: 65.10% | |
| 2023-02-20 10:16:53 INFO 0:00:08.136546s elapsed | |
| 2023-02-20 10:16:53 INFO Epoch 67 / 5000: | |
| 2023-02-20 10:16:59 INFO lr: 4.9330e-05 - loss: 0.0001 - UP: 98.72% UR: 98.44% UF: 98.58% P: 98.46% R: 98.19% F: 98.32% | |
| 2023-02-20 10:17:00 INFO dev: loss: nan - UP: 72.32% UR: 56.17% UF: 63.23% P: 68.75% R: 53.40% F: 60.11% | |
| 2023-02-20 10:17:01 INFO test: loss: nan - UP: 77.08% UR: 61.25% UF: 68.26% P: 73.45% R: 58.37% F: 65.05% | |
| 2023-02-20 10:17:01 INFO 0:00:07.791486s elapsed | |
| 2023-02-20 10:17:01 INFO Epoch 68 / 5000: | |
| 2023-02-20 10:17:07 INFO lr: 4.9320e-05 - loss: 0.0013 - UP: 98.98% UR: 98.10% UF: 98.54% P: 98.91% R: 98.02% F: 98.46% | |
| 2023-02-20 10:17:08 INFO dev: loss: nan - UP: 72.17% UR: 57.56% UF: 64.04% P: 69.57% R: 55.48% F: 61.73% | |
| 2023-02-20 10:17:09 INFO test: loss: nan - UP: 76.19% UR: 61.88% UF: 68.30% P: 72.55% R: 58.93% F: 65.04% | |
| 2023-02-20 10:17:09 INFO 0:00:08.171322s elapsed | |
| 2023-02-20 10:17:09 INFO Epoch 69 / 5000: | |
| 2023-02-20 10:17:15 INFO lr: 4.9310e-05 - loss: 0.0009 - UP: 99.23% UR: 98.74% UF: 98.98% P: 99.15% R: 98.66% F: 98.91% | |
| 2023-02-20 10:17:16 INFO dev: loss: nan - UP: 71.82% UR: 62.55% UF: 66.86% P: 69.11% R: 60.19% F: 64.34% | |
| 2023-02-20 10:17:17 INFO test: loss: nan - UP: 73.84% UR: 63.92% UF: 68.53% P: 70.51% R: 61.04% F: 65.44% | |
| 2023-02-20 10:17:25 INFO 0:00:07.797775s elapsed (saved) | |
| 2023-02-20 10:17:25 INFO Epoch 70 / 5000: | |
| 2023-02-20 10:17:31 INFO lr: 4.9300e-05 - loss: 0.0049 - UP: 99.56% UR: 98.57% UF: 99.06% P: 99.46% R: 98.48% F: 98.97% | |
| 2023-02-20 10:17:32 INFO dev: loss: nan - UP: 71.69% UR: 60.06% UF: 65.36% P: 68.71% R: 57.56% F: 62.64% | |
| 2023-02-20 10:17:33 INFO test: loss: nan - UP: 74.31% UR: 64.28% UF: 68.93% P: 70.98% R: 61.39% F: 65.84% | |
| 2023-02-20 10:17:33 INFO 0:00:08.148348s elapsed | |
| 2023-02-20 10:17:33 INFO Epoch 71 / 5000: | |
| 2023-02-20 10:17:40 INFO lr: 4.9290e-05 - loss: 0.0040 - UP: 99.36% UR: 99.12% UF: 99.24% P: 99.28% R: 99.05% F: 99.17% | |
| 2023-02-20 10:17:41 INFO dev: loss: nan - UP: 72.70% UR: 57.98% UF: 64.51% P: 69.57% R: 55.48% F: 61.73% | |
| 2023-02-20 10:17:42 INFO test: loss: nan - UP: 75.86% UR: 63.43% UF: 69.09% P: 72.75% R: 60.83% F: 66.26% | |
| 2023-02-20 10:17:42 INFO 0:00:09.415689s elapsed | |
| 2023-02-20 10:17:42 INFO Epoch 72 / 5000: | |
| 2023-02-20 10:17:49 INFO lr: 4.9280e-05 - loss: 0.0014 - UP: 99.56% UR: 99.08% UF: 99.32% P: 99.50% R: 99.03% F: 99.27% | |
| 2023-02-20 10:17:50 INFO dev: loss: nan - UP: 72.48% UR: 58.81% UF: 64.93% P: 69.74% R: 56.59% F: 62.48% | |
| 2023-02-20 10:17:50 INFO test: loss: nan - UP: 75.29% UR: 63.85% UF: 69.10% P: 72.47% R: 61.46% F: 66.51% | |
| 2023-02-20 10:17:50 INFO 0:00:08.348645s elapsed | |
| 2023-02-20 10:17:50 INFO Epoch 73 / 5000: | |
| 2023-02-20 10:17:58 INFO lr: 4.9270e-05 - loss: 0.0001 - UP: 99.29% UR: 99.14% UF: 99.21% P: 99.19% R: 99.05% F: 99.12% | |
| 2023-02-20 10:17:59 INFO dev: loss: nan - UP: 72.87% UR: 58.11% UF: 64.66% P: 69.91% R: 55.76% F: 62.04% | |
| 2023-02-20 10:17:59 INFO test: loss: nan - UP: 76.05% UR: 63.64% UF: 69.30% P: 73.03% R: 61.11% F: 66.54% | |
| 2023-02-20 10:17:59 INFO 0:00:08.967294s elapsed | |
| 2023-02-20 10:17:59 INFO Epoch 74 / 5000: | |
| 2023-02-20 10:18:06 INFO lr: 4.9260e-05 - loss: 0.0000 - UP: 99.49% UR: 99.27% UF: 99.38% P: 99.39% R: 99.18% F: 99.29% | |
| 2023-02-20 10:18:07 INFO dev: loss: nan - UP: 73.29% UR: 57.84% UF: 64.65% P: 70.30% R: 55.48% F: 62.02% | |
| 2023-02-20 10:18:07 INFO test: loss: nan - UP: 75.85% UR: 62.94% UF: 68.79% P: 72.63% R: 60.27% F: 65.87% | |
| 2023-02-20 10:18:07 INFO 0:00:07.941598s elapsed | |
| 2023-02-20 10:18:07 INFO Epoch 75 / 5000: | |
| 2023-02-20 10:18:14 INFO lr: 4.9250e-05 - loss: 0.0027 - UP: 99.52% UR: 99.05% UF: 99.28% P: 99.47% R: 98.99% F: 99.23% | |
| 2023-02-20 10:18:15 INFO dev: loss: nan - UP: 72.15% UR: 57.84% UF: 64.20% P: 69.38% R: 55.62% F: 61.74% | |
| 2023-02-20 10:18:15 INFO test: loss: nan - UP: 76.62% UR: 63.36% UF: 69.36% P: 73.30% R: 60.62% F: 66.36% | |
| 2023-02-20 10:18:15 INFO 0:00:08.053014s elapsed | |
| 2023-02-20 10:18:15 INFO Epoch 76 / 5000: | |
| 2023-02-20 10:18:22 INFO lr: 4.9240e-05 - loss: 0.0005 - UP: 99.27% UR: 99.08% UF: 99.18% P: 99.23% R: 99.05% F: 99.14% | |
| 2023-02-20 10:18:22 INFO dev: loss: nan - UP: 72.00% UR: 59.92% UF: 65.40% P: 69.67% R: 57.98% F: 63.29% | |
| 2023-02-20 10:18:23 INFO test: loss: nan - UP: 74.14% UR: 65.33% UF: 69.46% P: 71.03% R: 62.59% F: 66.54% | |
| 2023-02-20 10:18:23 INFO 0:00:07.784029s elapsed | |
| 2023-02-20 10:18:23 INFO Epoch 77 / 5000: | |
| 2023-02-20 10:18:30 INFO lr: 4.9230e-05 - loss: 0.0001 - UP: 99.56% UR: 99.27% UF: 99.41% P: 99.47% R: 99.18% F: 99.32% | |
| 2023-02-20 10:18:30 INFO dev: loss: nan - UP: 72.41% UR: 60.06% UF: 65.66% P: 69.23% R: 57.42% F: 62.77% | |
| 2023-02-20 10:18:31 INFO test: loss: nan - UP: 74.56% UR: 65.54% UF: 69.76% P: 71.20% R: 62.59% F: 66.62% | |
| 2023-02-20 10:18:31 INFO 0:00:07.845395s elapsed | |
| 2023-02-20 10:18:31 INFO Epoch 78 / 5000: | |
| 2023-02-20 10:18:37 INFO lr: 4.9220e-05 - loss: 0.0001 - UP: 99.54% UR: 99.38% UF: 99.46% P: 99.47% R: 99.30% F: 99.39% | |
| 2023-02-20 10:18:38 INFO dev: loss: nan - UP: 73.24% UR: 57.70% UF: 64.55% P: 70.25% R: 55.34% F: 61.91% | |
| 2023-02-20 10:18:39 INFO test: loss: nan - UP: 76.11% UR: 63.64% UF: 69.32% P: 72.75% R: 60.83% F: 66.26% | |
| 2023-02-20 10:18:39 INFO 0:00:07.918245s elapsed | |
| 2023-02-20 10:18:39 INFO Epoch 79 / 5000: | |
| 2023-02-20 10:18:46 INFO lr: 4.9210e-05 - loss: 0.0000 - UP: 99.58% UR: 98.92% UF: 99.25% P: 99.50% R: 98.85% F: 99.17% | |
| 2023-02-20 10:18:46 INFO dev: loss: nan - UP: 71.38% UR: 59.50% UF: 64.90% P: 68.55% R: 57.14% F: 62.33% | |
| 2023-02-20 10:18:47 INFO test: loss: nan - UP: 73.80% UR: 64.98% UF: 69.11% P: 70.45% R: 62.03% F: 65.97% | |
| 2023-02-20 10:18:47 INFO 0:00:07.847472s elapsed | |
| 2023-02-20 10:18:47 INFO Epoch 80 / 5000: | |
| 2023-02-20 10:18:53 INFO lr: 4.9200e-05 - loss: 0.0002 - UP: 99.54% UR: 99.23% UF: 99.39% P: 99.45% R: 99.14% F: 99.29% | |
| 2023-02-20 10:18:54 INFO dev: loss: nan - UP: 72.43% UR: 58.67% UF: 64.83% P: 69.69% R: 56.45% F: 62.38% | |
| 2023-02-20 10:18:55 INFO test: loss: nan - UP: 74.45% UR: 63.92% UF: 68.79% P: 71.01% R: 60.97% F: 65.61% | |
| 2023-02-20 10:18:55 INFO 0:00:08.104856s elapsed | |
| 2023-02-20 10:18:55 INFO Epoch 81 / 5000: | |
| 2023-02-20 10:19:02 INFO lr: 4.9190e-05 - loss: 0.0000 - UP: 99.60% UR: 99.10% UF: 99.35% P: 99.54% R: 99.05% F: 99.29% | |
| 2023-02-20 10:19:02 INFO dev: loss: nan - UP: 73.35% UR: 56.87% UF: 64.06% P: 70.13% R: 54.37% F: 61.25% | |
| 2023-02-20 10:19:03 INFO test: loss: nan - UP: 75.67% UR: 63.22% UF: 68.89% P: 71.89% R: 60.06% F: 65.44% | |
| 2023-02-20 10:19:03 INFO 0:00:07.787432s elapsed | |
| 2023-02-20 10:19:03 INFO Epoch 82 / 5000: | |
| 2023-02-20 10:19:09 INFO lr: 4.9180e-05 - loss: 0.0003 - UP: 99.49% UR: 99.30% UF: 99.40% P: 99.41% R: 99.23% F: 99.32% | |
| 2023-02-20 10:19:10 INFO dev: loss: nan - UP: 70.52% UR: 60.06% UF: 64.87% P: 68.08% R: 57.98% F: 62.62% | |
| 2023-02-20 10:19:11 INFO test: loss: nan - UP: 73.76% UR: 65.05% UF: 69.13% P: 70.97% R: 62.59% F: 66.52% | |
| 2023-02-20 10:19:11 INFO 0:00:08.173198s elapsed | |
| 2023-02-20 10:19:11 INFO Epoch 83 / 5000: | |
| 2023-02-20 10:19:17 INFO lr: 4.9170e-05 - loss: 0.0021 - UP: 99.52% UR: 99.16% UF: 99.34% P: 99.43% R: 99.07% F: 99.25% | |
| 2023-02-20 10:19:18 INFO dev: loss: nan - UP: 72.21% UR: 58.39% UF: 64.57% P: 70.15% R: 56.73% F: 62.73% | |
| 2023-02-20 10:19:19 INFO test: loss: nan - UP: 74.34% UR: 65.40% UF: 69.58% P: 71.30% R: 62.73% F: 66.74% | |
| 2023-02-20 10:19:19 INFO 0:00:07.677698s elapsed | |
| 2023-02-20 10:19:19 INFO Epoch 84 / 5000: | |
| 2023-02-20 10:19:25 INFO lr: 4.9160e-05 - loss: 0.0006 - UP: 99.49% UR: 99.43% UF: 99.46% P: 99.40% R: 99.34% F: 99.37% | |
| 2023-02-20 10:19:26 INFO dev: loss: nan - UP: 70.76% UR: 58.39% UF: 63.98% P: 68.57% R: 56.59% F: 62.01% | |
| 2023-02-20 10:19:27 INFO test: loss: nan - UP: 74.60% UR: 64.84% UF: 69.38% P: 71.68% R: 62.31% F: 66.67% | |
| 2023-02-20 10:19:27 INFO 0:00:08.212074s elapsed | |
| 2023-02-20 10:19:27 INFO Epoch 85 / 5000: | |
| 2023-02-20 10:19:33 INFO lr: 4.9150e-05 - loss: 0.0005 - UP: 99.61% UR: 99.40% UF: 99.51% P: 99.54% R: 99.32% F: 99.43% | |
| 2023-02-20 10:19:34 INFO dev: loss: nan - UP: 69.58% UR: 59.64% UF: 64.23% P: 67.31% R: 57.70% F: 62.14% | |
| 2023-02-20 10:19:34 INFO test: loss: nan - UP: 73.17% UR: 65.40% UF: 69.07% P: 70.02% R: 62.59% F: 66.10% | |
| 2023-02-20 10:19:34 INFO 0:00:07.685610s elapsed | |
| 2023-02-20 10:19:34 INFO Epoch 86 / 5000: | |
| 2023-02-20 10:19:41 INFO lr: 4.9140e-05 - loss: 0.0000 - UP: 99.65% UR: 99.45% UF: 99.55% P: 99.60% R: 99.40% F: 99.50% | |
| 2023-02-20 10:19:42 INFO dev: loss: nan - UP: 70.31% UR: 59.78% UF: 64.62% P: 68.03% R: 57.84% F: 62.52% | |
| 2023-02-20 10:19:43 INFO test: loss: nan - UP: 73.03% UR: 65.33% UF: 68.97% P: 69.89% R: 62.52% F: 66.00% | |
| 2023-02-20 10:19:43 INFO 0:00:08.399092s elapsed | |
| 2023-02-20 10:19:43 INFO Epoch 87 / 5000: | |
| 2023-02-20 10:19:49 INFO lr: 4.9130e-05 - loss: 0.0036 - UP: 99.61% UR: 99.41% UF: 99.51% P: 99.56% R: 99.36% F: 99.46% | |
| 2023-02-20 10:19:50 INFO dev: loss: nan - UP: 73.18% UR: 57.14% UF: 64.17% P: 70.34% R: 54.92% F: 61.68% | |
| 2023-02-20 10:19:50 INFO test: loss: nan - UP: 75.13% UR: 63.29% UF: 68.70% P: 71.87% R: 60.55% F: 65.73% | |
| 2023-02-20 10:19:50 INFO 0:00:07.587699s elapsed | |
| 2023-02-20 10:19:50 INFO Epoch 88 / 5000: | |
| 2023-02-20 10:19:57 INFO lr: 4.9120e-05 - loss: 0.0002 - UP: 99.71% UR: 99.19% UF: 99.45% P: 99.67% R: 99.16% F: 99.41% | |
| 2023-02-20 10:19:58 INFO dev: loss: nan - UP: 69.26% UR: 60.61% UF: 64.64% P: 66.72% R: 58.39% F: 62.28% | |
| 2023-02-20 10:19:59 INFO test: loss: nan - UP: 73.58% UR: 65.61% UF: 69.37% P: 70.03% R: 62.45% F: 66.02% | |
| 2023-02-20 10:19:59 INFO 0:00:08.291124s elapsed | |
| 2023-02-20 10:19:59 INFO Epoch 89 / 5000: | |
| 2023-02-20 10:20:05 INFO lr: 4.9110e-05 - loss: 0.0000 - UP: 99.54% UR: 99.34% UF: 99.44% P: 99.49% R: 99.29% F: 99.39% | |
| 2023-02-20 10:20:06 INFO dev: loss: nan - UP: 70.86% UR: 59.36% UF: 64.60% P: 67.38% R: 56.45% F: 61.43% | |
| 2023-02-20 10:20:06 INFO test: loss: nan - UP: 74.54% UR: 65.47% UF: 69.71% P: 71.34% R: 62.66% F: 66.72% | |
| 2023-02-20 10:20:06 INFO 0:00:07.634386s elapsed | |
| 2023-02-20 10:20:06 INFO Epoch 90 / 5000: | |
| 2023-02-20 10:20:13 INFO lr: 4.9100e-05 - loss: 0.0001 - UP: 99.65% UR: 99.45% UF: 99.55% P: 99.58% R: 99.38% F: 99.48% | |
| 2023-02-20 10:20:14 INFO dev: loss: nan - UP: 72.74% UR: 57.00% UF: 63.92% P: 69.20% R: 54.23% F: 60.81% | |
| 2023-02-20 10:20:14 INFO test: loss: nan - UP: 76.21% UR: 63.29% UF: 69.15% P: 72.73% R: 60.41% F: 66.00% | |
| 2023-02-20 10:20:14 INFO 0:00:08.058797s elapsed | |
| 2023-02-20 10:20:14 INFO Epoch 91 / 5000: | |
| 2023-02-20 10:20:21 INFO lr: 4.9090e-05 - loss: 0.0003 - UP: 99.52% UR: 99.18% UF: 99.35% P: 99.49% R: 99.14% F: 99.31% | |
| 2023-02-20 10:20:21 INFO dev: loss: nan - UP: 72.85% UR: 59.92% UF: 65.75% P: 69.48% R: 57.14% F: 62.71% | |
| 2023-02-20 10:20:22 INFO test: loss: nan - UP: 73.96% UR: 64.91% UF: 69.14% P: 70.75% R: 62.10% F: 66.14% | |
| 2023-02-20 10:20:22 INFO 0:00:07.588321s elapsed | |
| 2023-02-20 10:20:22 INFO Epoch 92 / 5000: | |
| 2023-02-20 10:20:29 INFO lr: 4.9080e-05 - loss: 0.0014 - UP: 99.50% UR: 99.32% UF: 99.41% P: 99.39% R: 99.21% F: 99.30% | |
| 2023-02-20 10:20:29 INFO dev: loss: nan - UP: 72.51% UR: 58.53% UF: 64.77% P: 69.24% R: 55.89% F: 61.86% | |
| 2023-02-20 10:20:30 INFO test: loss: nan - UP: 74.69% UR: 63.71% UF: 68.77% P: 71.23% R: 60.76% F: 65.58% | |
| 2023-02-20 10:20:30 INFO 0:00:07.963452s elapsed | |
| 2023-02-20 10:20:30 INFO Epoch 93 / 5000: | |
| 2023-02-20 10:20:36 INFO lr: 4.9070e-05 - loss: 0.0000 - UP: 99.76% UR: 99.30% UF: 99.53% P: 99.71% R: 99.25% F: 99.48% | |
| 2023-02-20 10:20:37 INFO dev: loss: nan - UP: 71.74% UR: 58.81% UF: 64.63% P: 68.70% R: 56.31% F: 61.89% | |
| 2023-02-20 10:20:38 INFO test: loss: nan - UP: 74.03% UR: 64.56% UF: 68.97% P: 70.40% R: 61.39% F: 65.59% | |
| 2023-02-20 10:20:38 INFO 0:00:07.627437s elapsed | |
| 2023-02-20 10:20:38 INFO Epoch 94 / 5000: | |
| 2023-02-20 10:20:44 INFO lr: 4.9060e-05 - loss: 0.0000 - UP: 99.58% UR: 99.41% UF: 99.50% P: 99.56% R: 99.40% F: 99.48% | |
| 2023-02-20 10:20:45 INFO dev: loss: nan - UP: 72.44% UR: 56.87% UF: 63.71% P: 69.43% R: 54.51% F: 61.07% | |
| 2023-02-20 10:20:46 INFO test: loss: nan - UP: 75.48% UR: 63.43% UF: 68.93% P: 71.80% R: 60.34% F: 65.57% | |
| 2023-02-20 10:20:46 INFO 0:00:07.880316s elapsed | |
| 2023-02-20 10:20:46 INFO Epoch 95 / 5000: | |
| 2023-02-20 10:20:52 INFO lr: 4.9050e-05 - loss: 0.0003 - UP: 99.30% UR: 99.23% UF: 99.27% P: 99.25% R: 99.18% F: 99.21% | |
| 2023-02-20 10:20:53 INFO dev: loss: nan - UP: 68.75% UR: 61.03% UF: 64.66% P: 65.00% R: 57.70% F: 61.13% | |
| 2023-02-20 10:20:53 INFO test: loss: nan - UP: 73.23% UR: 66.74% UF: 69.83% P: 69.75% R: 63.57% F: 66.52% | |
| 2023-02-20 10:20:53 INFO 0:00:07.598319s elapsed | |
| 2023-02-20 10:20:53 INFO Epoch 96 / 5000: | |
| 2023-02-20 10:21:00 INFO lr: 4.9040e-05 - loss: 0.0003 - UP: 99.41% UR: 99.01% UF: 99.21% P: 99.36% R: 98.96% F: 99.16% | |
| 2023-02-20 10:21:00 INFO dev: loss: nan - UP: 70.25% UR: 62.55% UF: 66.18% P: 67.29% R: 59.92% F: 63.39% | |
| 2023-02-20 10:21:01 INFO test: loss: nan - UP: 72.66% UR: 66.17% UF: 69.27% P: 69.42% R: 63.22% F: 66.18% | |
| 2023-02-20 10:21:01 INFO 0:00:07.947627s elapsed | |
| 2023-02-20 10:21:01 INFO Epoch 97 / 5000: | |
| 2023-02-20 10:21:07 INFO lr: 4.9030e-05 - loss: 0.0008 - UP: 99.41% UR: 98.81% UF: 99.11% P: 99.19% R: 98.59% F: 98.89% | |
| 2023-02-20 10:21:08 INFO dev: loss: nan - UP: 72.65% UR: 57.84% UF: 64.40% P: 69.34% R: 55.20% F: 61.47% | |
| 2023-02-20 10:21:09 INFO test: loss: nan - UP: 76.45% UR: 62.31% UF: 68.66% P: 73.08% R: 59.56% F: 65.63% | |
| 2023-02-20 10:21:09 INFO 0:00:07.588111s elapsed | |
| 2023-02-20 10:21:09 INFO Epoch 98 / 5000: | |
| 2023-02-20 10:21:15 INFO lr: 4.9020e-05 - loss: 0.0005 - UP: 98.52% UR: 97.62% UF: 98.07% P: 98.47% R: 97.57% F: 98.01% | |
| 2023-02-20 10:21:16 INFO dev: loss: nan - UP: 71.15% UR: 56.45% UF: 62.95% P: 68.01% R: 53.95% F: 60.17% | |
| 2023-02-20 10:21:17 INFO test: loss: nan - UP: 75.53% UR: 62.10% UF: 68.16% P: 72.28% R: 59.42% F: 65.23% | |
| 2023-02-20 10:21:17 INFO 0:00:07.955316s elapsed | |
| 2023-02-20 10:21:17 INFO Epoch 99 / 5000: | |
| 2023-02-20 10:21:23 INFO lr: 4.9010e-05 - loss: 0.0060 - UP: 98.77% UR: 98.41% UF: 98.59% P: 98.48% R: 98.11% F: 98.29% | |
| 2023-02-20 10:21:24 INFO dev: loss: nan - UP: 70.49% UR: 56.31% UF: 62.61% P: 65.97% R: 52.70% F: 58.60% | |
| 2023-02-20 10:21:24 INFO test: loss: nan - UP: 75.35% UR: 60.41% UF: 67.06% P: 72.11% R: 57.81% F: 64.17% | |
| 2023-02-20 10:21:24 INFO 0:00:07.772946s elapsed | |
| 2023-02-20 10:21:55 INFO Epoch 69 saved | |
| 2023-02-20 10:21:55 INFO dev: UP: 71.82% UR: 62.55% UF: 66.86% P: 69.11% R: 60.19% F: 64.34% | |
| 2023-02-20 10:21:55 INFO test: UP: 73.84% UR: 63.92% UF: 68.53% P: 70.51% R: 61.04% F: 65.44% | |
| 2023-02-20 10:21:55 INFO 0:13:27.272038s elapsed, 0:00:08.154263s/epoch | |