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.gitattributes +3 -0
models/mpqa/sdp_random/20/model_vi_mpqa_roberta_6 +1 -1
models/mpqa/sdp_random/20/model_vi_mpqa_roberta_6.train.log +384 -384
models/mpqa/sdp_random/20/model_vi_mpqa_xlm_10 +3 -0
models/mpqa/sdp_random/20/model_vi_mpqa_xlm_10.train.log +450 -30
models/mpqa/sdp_random/20/model_vi_mpqa_xlm_6 +3 -0
models/mpqa/sdp_random/20/model_vi_mpqa_xlm_6.train.log +570 -0
models/mpqa/sdp_random/20/model_vi_mpqa_xlm_9 +3 -0
models/mpqa/sdp_random/20/model_vi_mpqa_xlm_9.train.log +571 -0

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+models/mpqa/sdp_random/20/model_vi_mpqa_xlm_10 filter=lfs diff=lfs merge=lfs -text
+models/mpqa/sdp_random/20/model_vi_mpqa_xlm_6 filter=lfs diff=lfs merge=lfs -text
+models/mpqa/sdp_random/20/model_vi_mpqa_xlm_9 filter=lfs diff=lfs merge=lfs -text

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models/mpqa/sdp_random/20/model_vi_mpqa_roberta_6.train.log CHANGED Viewed

@@ -1,4 +1,4 @@
-2024-01-01 21:36:09 INFO
 ---------------------+-------------------------------
 Param                |             Value
 ---------------------+-------------------------------
@@ -14,7 +14,7 @@ warmup               |              0.0
 update_steps         |               1
 mode                 |             train
 path                 | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/20/model_vi_mpqa_roberta_6
-device               |               1
 seed                 |               1
 threads              |               16
 local_rank           |               -1
@@ -35,13 +35,13 @@ bert                 |          roberta-base
 inference            |              mfvi
 ---------------------+-------------------------------
-2024-01-01 21:36:09 INFO Building the fields
-2024-01-01 21:36:10 INFO CoNLL(
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
  (labels): ChartField()
 )
-2024-01-01 21:36:10 INFO Building the model
-2024-01-01 21:36:12 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)
@@ -60,385 +60,385 @@ inference            |              mfvi
   (inference): SemanticDependencyMFVI(max_iter=3)
 )
-2024-01-01 21:36:12 INFO Loading the data
-2024-01-01 21:36:16 INFO
 train: Dataset(n_sentences=1173, n_batches=32, n_buckets=32)
 dev:   Dataset(n_sentences=411, n_batches=32, n_buckets=32)
 test:  Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
-2024-01-01 21:36:16 INFO Epoch 1 / 5000:
-2024-01-01 21:36:23 INFO lr: 4.9990e-05 - loss: 0.1028 - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 21:36:24 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 21:36:27 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 21:36:27 INFO 0:00:11.058570s elapsed
-2024-01-01 21:36:27 INFO Epoch 2 / 5000:
-2024-01-01 21:36:33 INFO lr: 4.9980e-05 - loss: 0.0611 - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 21:36:34 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 21:36:37 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 21:36:37 INFO 0:00:09.661861s elapsed
-2024-01-01 21:36:37 INFO Epoch 3 / 5000:
-2024-01-01 21:36:42 INFO lr: 4.9970e-05 - loss: 0.0419 - UP: 15.04% UR:  0.57% UF:  1.10% P: 15.04% R:  0.57% F:  1.10%
-2024-01-01 21:36:43 INFO dev:  loss: nan - UP: 20.00% UR:  0.11% UF:  0.21% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 21:36:46 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 21:36:46 INFO 0:00:09.714427s elapsed
-2024-01-01 21:36:46 INFO Epoch 4 / 5000:
-2024-01-01 21:36:52 INFO lr: 4.9960e-05 - loss: 0.0741 - UP:  8.78% UR:  0.44% UF:  0.83% P:  8.78% R:  0.44% F:  0.83%
-2024-01-01 21:36:53 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 21:36:56 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 21:36:56 INFO 0:00:09.829087s elapsed
-2024-01-01 21:36:56 INFO Epoch 5 / 5000:
-2024-01-01 21:37:02 INFO lr: 4.9950e-05 - loss: 0.0538 - UP: 19.39% UR:  1.08% UF:  2.04% P: 19.39% R:  1.08% F:  2.04%
-2024-01-01 21:37:03 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 21:37:06 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 21:37:06 INFO 0:00:09.642123s elapsed
-2024-01-01 21:37:06 INFO Epoch 6 / 5000:
-2024-01-01 21:37:12 INFO lr: 4.9940e-05 - loss: 0.0330 - UP: 25.44% UR:  1.95% UF:  3.62% P: 24.56% R:  1.88% F:  3.50%
-2024-01-01 21:37:13 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 21:37:16 INFO test: loss: nan - UP: 100.00% UR:  0.02% UF:  0.04% P: 100.00% R:  0.02% F:  0.04%
-2024-01-01 21:37:16 INFO 0:00:09.873496s elapsed
-2024-01-01 21:37:16 INFO Epoch 7 / 5000:
-2024-01-01 21:37:21 INFO lr: 4.9930e-05 - loss: 0.0309 - UP: 26.83% UR:  1.11% UF:  2.13% P: 26.83% R:  1.11% F:  2.13%
-2024-01-01 21:37:23 INFO dev:  loss: nan - UP: 38.89% UR:  0.74% UF:  1.46% P: 27.78% R:  0.53% F:  1.04%
-2024-01-01 21:37:26 INFO test: loss: nan - UP: 38.79% UR:  0.95% UF:  1.86% P: 35.34% R:  0.87% F:  1.69%
-2024-01-01 21:37:27 INFO 0:00:09.744746s elapsed (saved)
-2024-01-01 21:37:27 INFO Epoch 8 / 5000:
-2024-01-01 21:37:33 INFO lr: 4.9920e-05 - loss: nan - UP: 20.48% UR:  2.02% UF:  3.67% P: 19.80% R:  1.95% F:  3.55%
-2024-01-01 21:37:34 INFO dev:  loss: nan - UP: 66.67% UR:  0.21% UF:  0.42% P: 66.67% R:  0.21% F:  0.42%
-2024-01-01 21:37:37 INFO test: loss: nan - UP: 56.60% UR:  0.63% UF:  1.25% P: 47.17% R:  0.53% F:  1.04%
-2024-01-01 21:37:37 INFO 0:00:09.725019s elapsed
-2024-01-01 21:37:37 INFO Epoch 9 / 5000:
-2024-01-01 21:37:43 INFO lr: 4.9910e-05 - loss: 0.0404 - UP: 47.10% UR:  4.91% UF:  8.89% P: 46.45% R:  4.84% F:  8.77%
-2024-01-01 21:37:44 INFO dev:  loss: nan - UP: 44.44% UR:  0.42% UF:  0.84% P: 22.22% R:  0.21% F:  0.42%
-2024-01-01 21:37:47 INFO test: loss: nan - UP: 67.24% UR:  0.82% UF:  1.63% P: 58.62% R:  0.72% F:  1.42%
-2024-01-01 21:37:47 INFO 0:00:09.674721s elapsed
-2024-01-01 21:37:47 INFO Epoch 10 / 5000:
-2024-01-01 21:37:52 INFO lr: 4.9900e-05 - loss: 0.0070 - UP: 61.79% UR:  9.51% UF: 16.49% P: 61.79% R:  9.51% F: 16.49%
-2024-01-01 21:37:54 INFO dev:  loss: nan - UP: 51.85% UR:  2.97% UF:  5.62% P: 46.30% R:  2.65% F:  5.02%
-2024-01-01 21:37:57 INFO test: loss: nan - UP: 45.78% UR:  3.78% UF:  6.99% P: 41.69% R:  3.44% F:  6.36%
-2024-01-01 21:37:59 INFO 0:00:09.701902s elapsed (saved)
-2024-01-01 21:37:59 INFO Epoch 11 / 5000:
-2024-01-01 21:38:05 INFO lr: 4.9890e-05 - loss: 0.0074 - UP: 55.91% UR: 10.02% UF: 16.99% P: 55.91% R: 10.02% F: 16.99%
-2024-01-01 21:38:06 INFO dev:  loss: nan - UP: 51.61% UR:  1.70% UF:  3.29% P: 48.39% R:  1.59% F:  3.08%
-2024-01-01 21:38:09 INFO test: loss: nan - UP: 38.07% UR:  2.66% UF:  4.98% P: 36.56% R:  2.56% F:  4.78%
-2024-01-01 21:38:09 INFO 0:00:09.674819s elapsed
-2024-01-01 21:38:09 INFO Epoch 12 / 5000:
-2024-01-01 21:38:14 INFO lr: 4.9880e-05 - loss: nan - UP: 45.31% UR: 11.36% UF: 18.17% P: 45.31% R: 11.36% F: 18.17%
-2024-01-01 21:38:16 INFO dev:  loss: nan - UP: 66.67% UR:  0.21% UF:  0.42% P: 66.67% R:  0.21% F:  0.42%
-2024-01-01 21:38:18 INFO test: loss: nan - UP: 71.05% UR:  1.14% UF:  2.25% P: 65.79% R:  1.06% F:  2.08%
-2024-01-01 21:38:18 INFO 0:00:09.600616s elapsed
-2024-01-01 21:38:18 INFO Epoch 13 / 5000:
-2024-01-01 21:38:24 INFO lr: 4.9870e-05 - loss: 0.0069 - UP: 63.40% UR: 13.68% UF: 22.50% P: 63.40% R: 13.68% F: 22.50%
-2024-01-01 21:38:25 INFO dev:  loss: nan - UP: 51.85% UR:  1.48% UF:  2.89% P: 44.44% R:  1.27% F:  2.47%
-2024-01-01 21:38:28 INFO test: loss: nan - UP: 49.46% UR:  4.88% UF:  8.88% P: 46.25% R:  4.56% F:  8.31%
-2024-01-01 21:38:28 INFO 0:00:09.726760s elapsed
-2024-01-01 21:38:28 INFO Epoch 14 / 5000:
-2024-01-01 21:38:34 INFO lr: 4.9860e-05 - loss: 0.0091 - UP: 68.49% UR: 26.52% UF: 38.24% P: 68.40% R: 26.49% F: 38.19%
-2024-01-01 21:38:35 INFO dev:  loss: nan - UP: 58.70% UR:  2.86% UF:  5.46% P: 45.65% R:  2.23% F:  4.25%
-2024-01-01 21:38:38 INFO test: loss: nan - UP: 52.28% UR:  4.84% UF:  8.86% P: 47.95% R:  4.44% F:  8.12%
-2024-01-01 21:38:38 INFO 0:00:09.764081s elapsed
-2024-01-01 21:38:38 INFO Epoch 15 / 5000:
-2024-01-01 21:38:44 INFO lr: 4.9850e-05 - loss: nan - UP: 72.61% UR: 30.12% UF: 42.58% P: 72.45% R: 30.05% F: 42.48%
-2024-01-01 21:38:45 INFO dev:  loss: nan - UP: 63.16% UR:  1.27% UF:  2.49% P: 63.16% R:  1.27% F:  2.49%
-2024-01-01 21:38:48 INFO test: loss: nan - UP: 63.04% UR:  4.65% UF:  8.66% P: 59.60% R:  4.39% F:  8.19%
-2024-01-01 21:38:48 INFO 0:00:09.760321s elapsed
-2024-01-01 21:38:48 INFO Epoch 16 / 5000:
-2024-01-01 21:38:53 INFO lr: 4.9840e-05 - loss: 0.0089 - UP: 75.52% UR: 38.89% UF: 51.34% P: 75.52% R: 38.89% F: 51.34%
-2024-01-01 21:38:54 INFO dev:  loss: nan - UP: 48.65% UR: 13.36% UF: 20.97% P: 46.33% R: 12.73% F: 19.97%
-2024-01-01 21:38:57 INFO test: loss: nan - UP: 39.08% UR: 17.77% UF: 24.43% P: 36.57% R: 16.63% F: 22.86%
-2024-01-01 21:39:00 INFO 0:00:09.532283s elapsed (saved)
-2024-01-01 21:39:00 INFO Epoch 17 / 5000:
-2024-01-01 21:39:06 INFO lr: 4.9830e-05 - loss: 0.0040 - UP: 80.41% UR: 35.19% UF: 48.96% P: 80.41% R: 35.19% F: 48.96%
-2024-01-01 21:39:07 INFO dev:  loss: nan - UP: 48.00% UR:  3.82% UF:  7.07% P: 41.33% R:  3.29% F:  6.09%
-2024-01-01 21:39:10 INFO test: loss: nan - UP: 50.43% UR:  7.39% UF: 12.90% P: 46.25% R:  6.78% F: 11.83%
-2024-01-01 21:39:10 INFO 0:00:09.728512s elapsed
-2024-01-01 21:39:10 INFO Epoch 18 / 5000:
-2024-01-01 21:39:15 INFO lr: 4.9820e-05 - loss: nan - UP: 75.21% UR: 38.96% UF: 51.33% P: 75.21% R: 38.96% F: 51.33%
-2024-01-01 21:39:16 INFO dev:  loss: nan - UP: 57.33% UR:  9.12% UF: 15.74% P: 51.33% R:  8.17% F: 14.09%
-2024-01-01 21:39:19 INFO test: loss: nan - UP: 45.39% UR: 13.12% UF: 20.36% P: 42.47% R: 12.28% F: 19.05%
-2024-01-01 21:39:19 INFO 0:00:09.676777s elapsed
-2024-01-01 21:39:19 INFO Epoch 19 / 5000:
-2024-01-01 21:39:25 INFO lr: 4.9810e-05 - loss: 0.0173 - UP: 74.33% UR: 42.15% UF: 53.80% P: 74.16% R: 42.05% F: 53.67%
-2024-01-01 21:39:26 INFO dev:  loss: nan - UP: 48.24% UR:  8.70% UF: 14.73% P: 40.00% R:  7.21% F: 12.22%
-2024-01-01 21:39:29 INFO test: loss: nan - UP: 45.59% UR: 10.69% UF: 17.32% P: 40.36% R:  9.47% F: 15.33%
-2024-01-01 21:39:29 INFO 0:00:09.664905s elapsed
-2024-01-01 21:39:29 INFO Epoch 20 / 5000:
-2024-01-01 21:39:35 INFO lr: 4.9800e-05 - loss: 0.0243 - UP: 72.11% UR: 29.38% UF: 41.75% P: 71.95% R: 29.31% F: 41.65%
-2024-01-01 21:39:36 INFO dev:  loss: nan - UP: 57.53% UR:  4.45% UF:  8.27% P: 43.84% R:  3.39% F:  6.30%
-2024-01-01 21:39:39 INFO test: loss: nan - UP: 51.21% UR:  6.72% UF: 11.88% P: 42.51% R:  5.58% F:  9.86%
-2024-01-01 21:39:39 INFO 0:00:09.755510s elapsed
-2024-01-01 21:39:39 INFO Epoch 21 / 5000:
-2024-01-01 21:39:44 INFO lr: 4.9790e-05 - loss: 0.0119 - UP: 70.56% UR: 30.86% UF: 42.94% P: 70.56% R: 30.86% F: 42.94%
-2024-01-01 21:39:46 INFO dev:  loss: nan - UP: 53.95% UR:  8.70% UF: 14.98% P: 49.34% R:  7.95% F: 13.70%
-2024-01-01 21:39:49 INFO test: loss: nan - UP: 41.11% UR: 11.43% UF: 17.89% P: 38.37% R: 10.67% F: 16.70%
-2024-01-01 21:39:49 INFO 0:00:09.765654s elapsed
-2024-01-01 21:39:49 INFO Epoch 22 / 5000:
-2024-01-01 21:39:54 INFO lr: 4.9780e-05 - loss: 0.0037 - UP: 79.41% UR: 44.20% UF: 56.79% P: 79.35% R: 44.17% F: 56.75%
-2024-01-01 21:39:55 INFO dev:  loss: nan - UP: 55.72% UR: 11.88% UF: 19.58% P: 52.74% R: 11.24% F: 18.53%
-2024-01-01 21:39:58 INFO test: loss: nan - UP: 38.27% UR: 13.71% UF: 20.19% P: 35.38% R: 12.68% F: 18.67%
-2024-01-01 21:39:58 INFO 0:00:09.668124s elapsed
-2024-01-01 21:39:58 INFO Epoch 23 / 5000:
-2024-01-01 21:40:04 INFO lr: 4.9770e-05 - loss: 0.0042 - UP: 83.88% UR: 53.51% UF: 65.34% P: 83.88% R: 53.51% F: 65.34%
-2024-01-01 21:40:05 INFO dev:  loss: nan - UP: 53.02% UR: 15.80% UF: 24.35% P: 49.47% R: 14.74% F: 22.71%
-2024-01-01 21:40:08 INFO test: loss: nan - UP: 37.83% UR: 17.96% UF: 24.36% P: 35.38% R: 16.80% F: 22.78%
-2024-01-01 21:40:11 INFO 0:00:09.758523s elapsed (saved)
-2024-01-01 21:40:11 INFO Epoch 24 / 5000:
-2024-01-01 21:40:16 INFO lr: 4.9760e-05 - loss: 0.0050 - UP: 80.50% UR: 55.63% UF: 65.79% P: 80.50% R: 55.63% F: 65.79%
-2024-01-01 21:40:17 INFO dev:  loss: nan - UP: 52.16% UR: 14.10% UF: 22.20% P: 46.67% R: 12.62% F: 19.87%
-2024-01-01 21:40:20 INFO test: loss: nan - UP: 42.99% UR: 15.11% UF: 22.36% P: 38.42% R: 13.50% F: 19.98%
-2024-01-01 21:40:20 INFO 0:00:09.596385s elapsed
-2024-01-01 21:40:20 INFO Epoch 25 / 5000:
-2024-01-01 21:40:26 INFO lr: 4.9750e-05 - loss: 0.0035 - UP: 76.49% UR: 41.45% UF: 53.76% P: 76.24% R: 41.31% F: 53.59%
-2024-01-01 21:40:27 INFO dev:  loss: nan - UP: 31.41% UR: 24.81% UF: 27.73% P: 29.26% R: 23.12% F: 25.83%
-2024-01-01 21:40:30 INFO test: loss: nan - UP: 25.18% UR: 31.97% UF: 28.17% P: 23.83% R: 30.26% F: 26.66%
-2024-01-01 21:40:32 INFO 0:00:09.654418s elapsed (saved)
-2024-01-01 21:40:32 INFO Epoch 26 / 5000:
-2024-01-01 21:40:38 INFO lr: 4.9740e-05 - loss: 0.0146 - UP: 65.52% UR: 34.49% UF: 45.19% P: 65.33% R: 34.39% F: 45.06%
-2024-01-01 21:40:39 INFO dev:  loss: nan - UP: 46.47% UR: 16.76% UF: 24.63% P: 42.06% R: 15.16% F: 22.29%
-2024-01-01 21:40:42 INFO test: loss: nan - UP: 35.23% UR: 17.37% UF: 23.27% P: 32.02% R: 15.78% F: 21.14%
-2024-01-01 21:40:42 INFO 0:00:09.762988s elapsed
-2024-01-01 21:40:42 INFO Epoch 27 / 5000:
-2024-01-01 21:40:48 INFO lr: 4.9730e-05 - loss: 0.0289 - UP: 70.10% UR: 38.69% UF: 49.86% P: 69.49% R: 38.35% F: 49.43%
-2024-01-01 21:40:49 INFO dev:  loss: nan - UP: 48.36% UR:  6.26% UF: 11.08% P: 40.16% R:  5.20% F:  9.20%
-2024-01-01 21:40:52 INFO test: loss: nan - UP: 46.09% UR:  8.60% UF: 14.49% P: 39.18% R:  7.31% F: 12.32%
-2024-01-01 21:40:52 INFO 0:00:09.578438s elapsed
-2024-01-01 21:40:52 INFO Epoch 28 / 5000:
-2024-01-01 21:40:57 INFO lr: 4.9720e-05 - loss: 0.0095 - UP: 76.82% UR: 37.55% UF: 50.44% P: 76.62% R: 37.45% F: 50.30%
-2024-01-01 21:40:58 INFO dev:  loss: nan - UP: 55.80% UR: 10.71% UF: 17.97% P: 54.14% R: 10.39% F: 17.44%
-2024-01-01 21:41:01 INFO test: loss: nan - UP: 48.42% UR: 10.71% UF: 17.54% P: 45.94% R: 10.16% F: 16.64%
-2024-01-01 21:41:01 INFO 0:00:09.654622s elapsed
-2024-01-01 21:41:01 INFO Epoch 29 / 5000:
-2024-01-01 21:41:07 INFO lr: 4.9710e-05 - loss: 0.0076 - UP: 80.09% UR: 47.60% UF: 59.71% P: 79.92% R: 47.50% F: 59.58%
-2024-01-01 21:41:08 INFO dev:  loss: nan - UP: 47.81% UR: 17.39% UF: 25.51% P: 46.06% R: 16.76% F: 24.57%
-2024-01-01 21:41:11 INFO test: loss: nan - UP: 37.85% UR: 19.23% UF: 25.50% P: 35.32% R: 17.94% F: 23.79%
-2024-01-01 21:41:11 INFO 0:00:09.953389s elapsed
-2024-01-01 21:41:11 INFO Epoch 30 / 5000:
-2024-01-01 21:41:17 INFO lr: 4.9700e-05 - loss: 0.0075 - UP: 84.51% UR: 49.71% UF: 62.60% P: 84.40% R: 49.65% F: 62.52%
-2024-01-01 21:41:18 INFO dev:  loss: nan - UP: 55.22% UR: 15.69% UF: 24.44% P: 50.37% R: 14.32% F: 22.30%
-2024-01-01 21:41:21 INFO test: loss: nan - UP: 45.25% UR: 15.11% UF: 22.65% P: 41.96% R: 14.01% F: 21.00%
-2024-01-01 21:41:21 INFO 0:00:09.936354s elapsed
-2024-01-01 21:41:21 INFO Epoch 31 / 5000:
-2024-01-01 21:41:27 INFO lr: 4.9690e-05 - loss: 0.0063 - UP: 81.88% UR: 55.90% UF: 66.44% P: 81.88% R: 55.90% F: 66.44%
-2024-01-01 21:41:28 INFO dev:  loss: nan - UP: 49.69% UR: 16.76% UF: 25.06% P: 46.23% R: 15.59% F: 23.31%
-2024-01-01 21:41:31 INFO test: loss: nan - UP: 43.07% UR: 19.35% UF: 26.71% P: 40.67% R: 18.28% F: 25.22%
-2024-01-01 21:41:31 INFO 0:00:09.622896s elapsed
-2024-01-01 21:41:31 INFO Epoch 32 / 5000:
-2024-01-01 21:41:37 INFO lr: 4.9680e-05 - loss: 0.0134 - UP: 82.67% UR: 57.58% UF: 67.88% P: 82.53% R: 57.48% F: 67.76%
-2024-01-01 21:41:38 INFO dev:  loss: nan - UP: 33.75% UR: 34.46% UF: 34.10% P: 32.19% R: 32.87% F: 32.53%
-2024-01-01 21:41:41 INFO test: loss: nan - UP: 28.05% UR: 33.23% UF: 30.43% P: 26.41% R: 31.29% F: 28.65%
-2024-01-01 21:41:43 INFO 0:00:09.685568s elapsed (saved)
-2024-01-01 21:41:43 INFO Epoch 33 / 5000:
-2024-01-01 21:41:49 INFO lr: 4.9670e-05 - loss: 0.0046 - UP: 80.43% UR: 55.13% UF: 65.42% P: 80.43% R: 55.13% F: 65.42%
-2024-01-01 21:41:50 INFO dev:  loss: nan - UP: 45.34% UR: 14.95% UF: 22.49% P: 42.12% R: 13.89% F: 20.89%
-2024-01-01 21:41:53 INFO test: loss: nan - UP: 43.99% UR: 17.56% UF: 25.10% P: 40.92% R: 16.33% F: 23.35%
-2024-01-01 21:41:53 INFO 0:00:09.722482s elapsed
-2024-01-01 21:41:53 INFO Epoch 34 / 5000:
-2024-01-01 21:41:59 INFO lr: 4.9660e-05 - loss: nan - UP: 84.60% UR: 65.18% UF: 73.63% P: 84.60% R: 65.18% F: 73.63%
-2024-01-01 21:42:00 INFO dev:  loss: nan - UP: 47.29% UR: 16.65% UF: 24.63% P: 44.28% R: 15.59% F: 23.06%
-2024-01-01 21:42:03 INFO test: loss: nan - UP: 45.85% UR: 17.85% UF: 25.70% P: 43.46% R: 16.92% F: 24.36%
-2024-01-01 21:42:03 INFO 0:00:09.771355s elapsed
-2024-01-01 21:42:03 INFO Epoch 35 / 5000:
-2024-01-01 21:42:08 INFO lr: 4.9650e-05 - loss: 0.0056 - UP: 87.11% UR: 65.65% UF: 74.87% P: 87.11% R: 65.65% F: 74.87%
-2024-01-01 21:42:09 INFO dev:  loss: nan - UP: 50.17% UR: 15.59% UF: 23.79% P: 47.44% R: 14.74% F: 22.49%
-2024-01-01 21:42:12 INFO test: loss: nan - UP: 45.44% UR: 18.72% UF: 26.52% P: 43.49% R: 17.92% F: 25.38%
-2024-01-01 21:42:12 INFO 0:00:09.718989s elapsed
-2024-01-01 21:42:12 INFO Epoch 36 / 5000:
-2024-01-01 21:42:18 INFO lr: 4.9640e-05 - loss: 0.0097 - UP: 80.95% UR: 67.13% UF: 73.39% P: 80.95% R: 67.13% F: 73.39%
-2024-01-01 21:42:19 INFO dev:  loss: nan - UP: 40.61% UR: 28.21% UF: 33.29% P: 38.78% R: 26.94% F: 31.79%
-2024-01-01 21:42:22 INFO test: loss: nan - UP: 31.66% UR: 30.53% UF: 31.09% P: 29.82% R: 28.76% F: 29.28%
-2024-01-01 21:42:22 INFO 0:00:09.712703s elapsed
-2024-01-01 21:42:22 INFO Epoch 37 / 5000:
-2024-01-01 21:42:28 INFO lr: 4.9630e-05 - loss: 0.0039 - UP: 84.08% UR: 56.27% UF: 67.42% P: 84.08% R: 56.27% F: 67.42%
-2024-01-01 21:42:29 INFO dev:  loss: nan - UP: 47.18% UR: 14.21% UF: 21.84% P: 44.72% R: 13.47% F: 20.70%
-2024-01-01 21:42:32 INFO test: loss: nan - UP: 38.49% UR: 16.92% UF: 23.51% P: 36.18% R: 15.91% F: 22.10%
-2024-01-01 21:42:32 INFO 0:00:09.594117s elapsed
-2024-01-01 21:42:32 INFO Epoch 38 / 5000:
-2024-01-01 21:42:37 INFO lr: 4.9620e-05 - loss: nan - UP: 84.91% UR: 66.79% UF: 74.77% P: 84.91% R: 66.79% F: 74.77%
-2024-01-01 21:42:39 INFO dev:  loss: nan - UP: 50.27% UR: 19.72% UF: 28.33% P: 46.76% R: 18.35% F: 26.35%
-2024-01-01 21:42:42 INFO test: loss: nan - UP: 38.69% UR: 21.68% UF: 27.79% P: 36.46% R: 20.43% F: 26.19%
-2024-01-01 21:42:42 INFO 0:00:09.780129s elapsed
-2024-01-01 21:42:42 INFO Epoch 39 / 5000:
-2024-01-01 21:42:47 INFO lr: 4.9610e-05 - loss: 0.0028 - UP: 87.00% UR: 68.37% UF: 76.57% P: 86.95% R: 68.34% F: 76.53%
-2024-01-01 21:42:48 INFO dev:  loss: nan - UP: 50.15% UR: 17.50% UF: 25.94% P: 45.29% R: 15.80% F: 23.43%
-2024-01-01 21:42:51 INFO test: loss: nan - UP: 40.54% UR: 19.65% UF: 26.47% P: 38.27% R: 18.55% F: 24.99%
-2024-01-01 21:42:51 INFO 0:00:09.661625s elapsed
-2024-01-01 21:42:51 INFO Epoch 40 / 5000:
-2024-01-01 21:42:57 INFO lr: 4.9600e-05 - loss: 0.0035 - UP: 89.77% UR: 70.79% UF: 79.16% P: 89.13% R: 70.29% F: 78.59%
-2024-01-01 21:42:58 INFO dev:  loss: nan - UP: 46.40% UR: 21.21% UF: 29.11% P: 42.23% R: 19.30% F: 26.49%
-2024-01-01 21:43:01 INFO test: loss: nan - UP: 37.76% UR: 22.40% UF: 28.12% P: 35.52% R: 21.06% F: 26.45%
-2024-01-01 21:43:01 INFO 0:00:09.580417s elapsed
-2024-01-01 21:43:01 INFO Epoch 41 / 5000:
-2024-01-01 21:43:06 INFO lr: 4.9590e-05 - loss: 0.0046 - UP: 88.07% UR: 70.99% UF: 78.62% P: 87.70% R: 70.69% F: 78.28%
-2024-01-01 21:43:07 INFO dev:  loss: nan - UP: 37.92% UR: 21.63% UF: 27.55% P: 36.06% R: 20.57% F: 26.20%
-2024-01-01 21:43:10 INFO test: loss: nan - UP: 34.71% UR: 25.27% UF: 29.25% P: 33.40% R: 24.32% F: 28.15%
-2024-01-01 21:43:10 INFO 0:00:09.689492s elapsed
-2024-01-01 21:43:10 INFO Epoch 42 / 5000:
-2024-01-01 21:43:16 INFO lr: 4.9580e-05 - loss: 0.0018 - UP: 87.10% UR: 68.30% UF: 76.56% P: 86.76% R: 68.03% F: 76.26%
-2024-01-01 21:43:17 INFO dev:  loss: nan - UP: 45.83% UR: 16.33% UF: 24.08% P: 43.15% R: 15.38% F: 22.67%
-2024-01-01 21:43:20 INFO test: loss: nan - UP: 39.21% UR: 18.66% UF: 25.28% P: 37.43% R: 17.81% F: 24.14%
-2024-01-01 21:43:20 INFO 0:00:09.674460s elapsed
-2024-01-01 21:43:20 INFO Epoch 43 / 5000:
-2024-01-01 21:43:26 INFO lr: 4.9570e-05 - loss: nan - UP: 87.54% UR: 72.27% UF: 79.18% P: 87.54% R: 72.27% F: 79.18%
-2024-01-01 21:43:27 INFO dev:  loss: nan - UP: 50.30% UR: 17.60% UF: 26.08% P: 45.76% R: 16.01% F: 23.72%
-2024-01-01 21:43:30 INFO test: loss: nan - UP: 40.69% UR: 17.96% UF: 24.92% P: 38.39% R: 16.94% F: 23.51%
-2024-01-01 21:43:30 INFO 0:00:09.821193s elapsed
-2024-01-01 21:43:30 INFO Epoch 44 / 5000:
-2024-01-01 21:43:36 INFO lr: 4.9560e-05 - loss: 0.0021 - UP: 90.44% UR: 75.36% UF: 82.21% P: 90.44% R: 75.36% F: 82.21%
-2024-01-01 21:43:37 INFO dev:  loss: nan - UP: 52.99% UR: 13.15% UF: 21.07% P: 48.72% R: 12.09% F: 19.37%
-2024-01-01 21:43:40 INFO test: loss: nan - UP: 44.53% UR: 15.99% UF: 23.53% P: 42.35% R: 15.21% F: 22.38%
-2024-01-01 21:43:40 INFO 0:00:09.646912s elapsed
-2024-01-01 21:43:40 INFO Epoch 45 / 5000:
-2024-01-01 21:43:45 INFO lr: 4.9550e-05 - loss: 0.0011 - UP: 92.00% UR: 75.76% UF: 83.10% P: 92.00% R: 75.76% F: 83.10%
-2024-01-01 21:43:46 INFO dev:  loss: nan - UP: 52.44% UR: 18.24% UF: 27.07% P: 49.09% R: 17.07% F: 25.33%
-2024-01-01 21:43:49 INFO test: loss: nan - UP: 42.13% UR: 20.18% UF: 27.29% P: 39.83% R: 19.08% F: 25.80%
-2024-01-01 21:43:49 INFO 0:00:09.661216s elapsed
-2024-01-01 21:43:49 INFO Epoch 46 / 5000:
-2024-01-01 21:43:55 INFO lr: 4.9540e-05 - loss: nan - UP: 92.31% UR: 81.51% UF: 86.58% P: 92.31% R: 81.51% F: 86.58%
-2024-01-01 21:43:56 INFO dev:  loss: nan - UP: 54.57% UR: 18.98% UF: 28.17% P: 50.30% R: 17.50% F: 25.96%
-2024-01-01 21:43:59 INFO test: loss: nan - UP: 41.48% UR: 20.20% UF: 27.17% P: 39.26% R: 19.12% F: 25.72%
-2024-01-01 21:43:59 INFO 0:00:09.807842s elapsed
-2024-01-01 21:43:59 INFO Epoch 47 / 5000:
-2024-01-01 21:44:05 INFO lr: 4.9530e-05 - loss: 0.0025 - UP: 92.98% UR: 79.70% UF: 85.83% P: 92.98% R: 79.70% F: 85.83%
-2024-01-01 21:44:06 INFO dev:  loss: nan - UP: 61.35% UR: 18.35% UF: 28.24% P: 56.03% R: 16.76% F: 25.80%
-2024-01-01 21:44:09 INFO test: loss: nan - UP: 44.29% UR: 18.44% UF: 26.04% P: 41.86% R: 17.43% F: 24.61%
-2024-01-01 21:44:09 INFO 0:00:09.624630s elapsed
-2024-01-01 21:44:09 INFO Epoch 48 / 5000:
-2024-01-01 21:44:14 INFO lr: 4.9520e-05 - loss: 0.0018 - UP: 93.67% UR: 81.61% UF: 87.23% P: 93.67% R: 81.61% F: 87.23%
-2024-01-01 21:44:16 INFO dev:  loss: nan - UP: 57.42% UR: 18.88% UF: 28.41% P: 53.23% R: 17.50% F: 26.34%
-2024-01-01 21:44:18 INFO test: loss: nan - UP: 43.96% UR: 20.66% UF: 28.11% P: 41.89% R: 19.69% F: 26.79%
-2024-01-01 21:44:18 INFO 0:00:09.784578s elapsed
-2024-01-01 21:44:18 INFO Epoch 49 / 5000:
-2024-01-01 21:44:24 INFO lr: 4.9510e-05 - loss: 0.0025 - UP: 92.81% UR: 83.76% UF: 88.06% P: 92.81% R: 83.76% F: 88.06%
-2024-01-01 21:44:25 INFO dev:  loss: nan - UP: 53.46% UR: 18.03% UF: 26.96% P: 49.69% R: 16.76% F: 25.06%
-2024-01-01 21:44:28 INFO test: loss: nan - UP: 44.60% UR: 20.26% UF: 27.87% P: 42.42% R: 19.27% F: 26.50%
-2024-01-01 21:44:28 INFO 0:00:09.708813s elapsed
-2024-01-01 21:44:28 INFO Epoch 50 / 5000:
-2024-01-01 21:44:34 INFO lr: 4.9500e-05 - loss: 0.0022 - UP: 92.99% UR: 82.92% UF: 87.67% P: 92.99% R: 82.92% F: 87.67%
-2024-01-01 21:44:35 INFO dev:  loss: nan - UP: 48.21% UR: 22.80% UF: 30.96% P: 45.29% R: 21.42% F: 29.09%
-2024-01-01 21:44:38 INFO test: loss: nan - UP: 40.58% UR: 24.42% UF: 30.49% P: 39.07% R: 23.52% F: 29.36%
-2024-01-01 21:44:38 INFO 0:00:09.611205s elapsed
-2024-01-01 21:44:38 INFO Epoch 51 / 5000:
-2024-01-01 21:44:43 INFO lr: 4.9490e-05 - loss: 0.0019 - UP: 92.33% UR: 80.87% UF: 86.22% P: 92.33% R: 80.87% F: 86.22%
-2024-01-01 21:44:45 INFO dev:  loss: nan - UP: 60.13% UR:  9.76% UF: 16.79% P: 55.56% R:  9.01% F: 15.51%
-2024-01-01 21:44:48 INFO test: loss: nan - UP: 49.59% UR: 12.85% UF: 20.41% P: 46.82% R: 12.13% F: 19.26%
-2024-01-01 21:44:48 INFO 0:00:09.777352s elapsed
-2024-01-01 21:44:48 INFO Epoch 52 / 5000:
-2024-01-01 21:44:53 INFO lr: 4.9480e-05 - loss: 0.0388 - UP: 76.27% UR: 65.34% UF: 70.38% P: 76.27% R: 65.34% F: 70.38%
-2024-01-01 21:44:54 INFO dev:  loss: nan - UP: 60.00% UR:  5.09% UF:  9.38% P: 52.50% R:  4.45% F:  8.21%
-2024-01-01 21:44:57 INFO test: loss: nan - UP: 41.83% UR:  5.30% UF:  9.41% P: 39.83% R:  5.05% F:  8.96%
-2024-01-01 21:44:57 INFO 0:00:09.572607s elapsed
-2024-01-01 21:44:57 INFO Epoch 53 / 5000:
-2024-01-01 21:45:03 INFO lr: 4.9470e-05 - loss: nan - UP: 76.77% UR: 38.99% UF: 51.72% P: 76.64% R: 38.92% F: 51.63%
-2024-01-01 21:45:04 INFO dev:  loss: nan - UP: 29.92% UR: 16.44% UF: 21.22% P: 24.52% R: 13.47% F: 17.39%
-2024-01-01 21:45:07 INFO test: loss: nan - UP: 31.77% UR: 16.73% UF: 21.92% P: 28.80% R: 15.17% F: 19.87%
-2024-01-01 21:45:07 INFO 0:00:09.857893s elapsed
-2024-01-01 21:45:07 INFO Epoch 54 / 5000:
-2024-01-01 21:45:13 INFO lr: 4.9460e-05 - loss: 0.0124 - UP: 71.68% UR: 43.29% UF: 53.98% P: 71.62% R: 43.26% F: 53.94%
-2024-01-01 21:45:14 INFO dev:  loss: nan - UP: 51.24% UR: 17.50% UF: 26.09% P: 48.14% R: 16.44% F: 24.51%
-2024-01-01 21:45:17 INFO test: loss: nan - UP: 35.44% UR: 18.61% UF: 24.41% P: 33.27% R: 17.47% F: 22.91%
-2024-01-01 21:45:17 INFO 0:00:09.664874s elapsed
-2024-01-01 21:45:17 INFO Epoch 55 / 5000:
-2024-01-01 21:45:22 INFO lr: 4.9450e-05 - loss: 0.0092 - UP: 77.84% UR: 52.54% UF: 62.73% P: 77.79% R: 52.50% F: 62.69%
-2024-01-01 21:45:23 INFO dev:  loss: nan - UP: 36.57% UR: 20.36% UF: 26.16% P: 33.90% R: 18.88% F: 24.25%
-2024-01-01 21:45:26 INFO test: loss: nan - UP: 33.95% UR: 23.01% UF: 27.43% P: 32.01% R: 21.70% F: 25.87%
-2024-01-01 21:45:26 INFO 0:00:09.634289s elapsed
-2024-01-01 21:45:26 INFO Epoch 56 / 5000:
-2024-01-01 21:45:32 INFO lr: 4.9440e-05 - loss: 0.0075 - UP: 76.68% UR: 46.76% UF: 58.09% P: 76.52% R: 46.66% F: 57.97%
-2024-01-01 21:45:33 INFO dev:  loss: nan - UP: 33.44% UR: 21.42% UF: 26.12% P: 29.47% R: 18.88% F: 23.01%
-2024-01-01 21:45:36 INFO test: loss: nan - UP: 31.42% UR: 27.23% UF: 29.18% P: 28.99% R: 25.12% F: 26.92%
-2024-01-01 21:45:36 INFO 0:00:09.654443s elapsed
-2024-01-01 21:45:36 INFO Epoch 57 / 5000:
-2024-01-01 21:45:42 INFO lr: 4.9430e-05 - loss: 0.0035 - UP: 80.74% UR: 53.41% UF: 64.29% P: 80.59% R: 53.31% F: 64.17%
-2024-01-01 21:45:43 INFO dev:  loss: nan - UP: 42.48% UR: 13.79% UF: 20.82% P: 39.87% R: 12.94% F: 19.54%
-2024-01-01 21:45:46 INFO test: loss: nan - UP: 39.32% UR: 17.77% UF: 24.48% P: 36.93% R: 16.69% F: 22.99%
-2024-01-01 21:45:46 INFO 0:00:09.751460s elapsed
-2024-01-01 21:45:46 INFO Epoch 58 / 5000:
-2024-01-01 21:45:51 INFO lr: 4.9420e-05 - loss: 0.0070 - UP: 73.60% UR: 40.67% UF: 52.39% P: 72.87% R: 40.27% F: 51.87%
-2024-01-01 21:45:52 INFO dev:  loss: nan - UP: 46.75% UR:  8.38% UF: 14.21% P: 42.01% R:  7.53% F: 12.77%
-2024-01-01 21:45:55 INFO test: loss: nan - UP: 46.18% UR: 10.48% UF: 17.08% P: 42.55% R:  9.66% F: 15.74%
-2024-01-01 21:45:55 INFO 0:00:09.719429s elapsed
-2024-01-01 21:45:55 INFO Epoch 59 / 5000:
-2024-01-01 21:46:01 INFO lr: 4.9410e-05 - loss: nan - UP: 84.50% UR: 57.92% UF: 68.73% P: 84.36% R: 57.82% F: 68.61%
-2024-01-01 21:46:02 INFO dev:  loss: nan - UP: 42.99% UR: 23.75% UF: 30.60% P: 38.20% R: 21.10% F: 27.19%
-2024-01-01 21:46:05 INFO test: loss: nan - UP: 35.27% UR: 24.72% UF: 29.07% P: 32.89% R: 23.05% F: 27.11%
-2024-01-01 21:46:05 INFO 0:00:09.770640s elapsed
-2024-01-01 21:46:05 INFO Epoch 60 / 5000:
-2024-01-01 21:46:11 INFO lr: 4.9400e-05 - loss: 0.0017 - UP: 82.71% UR: 61.58% UF: 70.60% P: 82.62% R: 61.51% F: 70.52%
-2024-01-01 21:46:12 INFO dev:  loss: nan - UP: 59.04% UR: 11.77% UF: 19.63% P: 52.66% R: 10.50% F: 17.51%
-2024-01-01 21:46:15 INFO test: loss: nan - UP: 47.41% UR: 12.38% UF: 19.63% P: 44.42% R: 11.60% F: 18.40%
-2024-01-01 21:46:15 INFO 0:00:09.632163s elapsed
-2024-01-01 21:46:15 INFO Epoch 61 / 5000:
-2024-01-01 21:46:20 INFO lr: 4.9390e-05 - loss: 0.0018 - UP: 88.65% UR: 70.86% UF: 78.76% P: 88.60% R: 70.82% F: 78.72%
-2024-01-01 21:46:21 INFO dev:  loss: nan - UP: 51.24% UR: 21.95% UF: 30.73% P: 46.78% R: 20.04% F: 28.06%
-2024-01-01 21:46:24 INFO test: loss: nan - UP: 40.29% UR: 22.76% UF: 29.08% P: 37.93% R: 21.42% F: 27.38%
-2024-01-01 21:46:24 INFO 0:00:09.593376s elapsed
-2024-01-01 21:46:24 INFO Epoch 62 / 5000:
-2024-01-01 21:46:30 INFO lr: 4.9380e-05 - loss: 0.0034 - UP: 92.87% UR: 75.33% UF: 83.18% P: 92.87% R: 75.33% F: 83.18%
-2024-01-01 21:46:31 INFO dev:  loss: nan - UP: 51.81% UR: 19.72% UF: 28.57% P: 47.35% R: 18.03% F: 26.11%
-2024-01-01 21:46:34 INFO test: loss: nan - UP: 42.49% UR: 22.06% UF: 29.04% P: 40.17% R: 20.85% F: 27.45%
-2024-01-01 21:46:34 INFO 0:00:09.352278s elapsed
-2024-01-01 21:46:41 INFO Epoch 32 saved
-2024-01-01 21:46:41 INFO dev:  UP: 33.75% UR: 34.46% UF: 34.10% P: 32.19% R: 32.87% F: 32.53%
-2024-01-01 21:46:41 INFO test: UP: 28.05% UR: 33.23% UF: 30.43% P: 26.41% R: 31.29% F: 28.65%
-2024-01-01 21:46:41 INFO 0:10:02.700857s elapsed, 0:00:09.720982s/epoch

+2024-03-25 23:21:44 INFO
 ---------------------+-------------------------------
 Param                |             Value
 ---------------------+-------------------------------
 update_steps         |               1
 mode                 |             train
 path                 | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/20/model_vi_mpqa_roberta_6
+device               |               0
 seed                 |               1
 threads              |               16
 local_rank           |               -1
 inference            |              mfvi
 ---------------------+-------------------------------
+2024-03-25 23:21:44 INFO Building the fields
+2024-03-25 23:21:45 INFO CoNLL(
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
  (labels): ChartField()
 )
+2024-03-25 23:21:45 INFO Building the model
+2024-03-25 23:21:46 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)
   (inference): SemanticDependencyMFVI(max_iter=3)
 )
+2024-03-25 23:21:46 INFO Loading the data
+2024-03-25 23:21:50 INFO
 train: Dataset(n_sentences=1173, n_batches=32, n_buckets=32)
 dev:   Dataset(n_sentences=411, n_batches=32, n_buckets=32)
 test:  Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
+2024-03-25 23:21:50 INFO Epoch 1 / 5000:
+2024-03-25 23:21:53 INFO lr: 4.9990e-05 - loss: 0.1028 - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:21:54 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:21:55 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:21:55 INFO 0:00:05.471313s elapsed
+2024-03-25 23:21:55 INFO Epoch 2 / 5000:
+2024-03-25 23:21:58 INFO lr: 4.9980e-05 - loss: 0.0611 - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:21:59 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:22:00 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:22:00 INFO 0:00:04.755565s elapsed
+2024-03-25 23:22:00 INFO Epoch 3 / 5000:
+2024-03-25 23:22:03 INFO lr: 4.9970e-05 - loss: 0.0419 - UP: 15.04% UR:  0.57% UF:  1.10% P: 15.04% R:  0.57% F:  1.10%
+2024-03-25 23:22:03 INFO dev:  loss: nan - UP: 20.00% UR:  0.11% UF:  0.21% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:22:05 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:22:05 INFO 0:00:04.773044s elapsed
+2024-03-25 23:22:05 INFO Epoch 4 / 5000:
+2024-03-25 23:22:08 INFO lr: 4.9960e-05 - loss: 0.0741 - UP:  8.78% UR:  0.44% UF:  0.83% P:  8.78% R:  0.44% F:  0.83%
+2024-03-25 23:22:08 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:22:10 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:22:10 INFO 0:00:04.782137s elapsed
+2024-03-25 23:22:10 INFO Epoch 5 / 5000:
+2024-03-25 23:22:13 INFO lr: 4.9950e-05 - loss: 0.0538 - UP: 19.39% UR:  1.08% UF:  2.04% P: 19.39% R:  1.08% F:  2.04%
+2024-03-25 23:22:13 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:22:14 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:22:14 INFO 0:00:04.780209s elapsed
+2024-03-25 23:22:14 INFO Epoch 6 / 5000:
+2024-03-25 23:22:17 INFO lr: 4.9940e-05 - loss: 0.0330 - UP: 25.44% UR:  1.95% UF:  3.62% P: 24.56% R:  1.88% F:  3.50%
+2024-03-25 23:22:18 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:22:19 INFO test: loss: nan - UP: 100.00% UR:  0.02% UF:  0.04% P: 100.00% R:  0.02% F:  0.04%
+2024-03-25 23:22:19 INFO 0:00:04.803425s elapsed
+2024-03-25 23:22:19 INFO Epoch 7 / 5000:
+2024-03-25 23:22:22 INFO lr: 4.9930e-05 - loss: 0.0309 - UP: 26.83% UR:  1.11% UF:  2.13% P: 26.83% R:  1.11% F:  2.13%
+2024-03-25 23:22:23 INFO dev:  loss: nan - UP: 38.89% UR:  0.74% UF:  1.46% P: 27.78% R:  0.53% F:  1.04%
+2024-03-25 23:22:24 INFO test: loss: nan - UP: 38.79% UR:  0.95% UF:  1.86% P: 35.34% R:  0.87% F:  1.69%
+2024-03-25 23:22:26 INFO 0:00:04.799633s elapsed (saved)
+2024-03-25 23:22:26 INFO Epoch 8 / 5000:
+2024-03-25 23:22:29 INFO lr: 4.9920e-05 - loss: nan - UP: 20.48% UR:  2.02% UF:  3.67% P: 19.80% R:  1.95% F:  3.55%
+2024-03-25 23:22:29 INFO dev:  loss: nan - UP: 66.67% UR:  0.21% UF:  0.42% P: 66.67% R:  0.21% F:  0.42%
+2024-03-25 23:22:31 INFO test: loss: nan - UP: 56.60% UR:  0.63% UF:  1.25% P: 47.17% R:  0.53% F:  1.04%
+2024-03-25 23:22:31 INFO 0:00:04.830372s elapsed
+2024-03-25 23:22:31 INFO Epoch 9 / 5000:
+2024-03-25 23:22:34 INFO lr: 4.9910e-05 - loss: 0.0404 - UP: 47.10% UR:  4.91% UF:  8.89% P: 46.45% R:  4.84% F:  8.77%
+2024-03-25 23:22:34 INFO dev:  loss: nan - UP: 44.44% UR:  0.42% UF:  0.84% P: 22.22% R:  0.21% F:  0.42%
+2024-03-25 23:22:35 INFO test: loss: nan - UP: 67.24% UR:  0.82% UF:  1.63% P: 58.62% R:  0.72% F:  1.42%
+2024-03-25 23:22:35 INFO 0:00:04.788534s elapsed
+2024-03-25 23:22:35 INFO Epoch 10 / 5000:
+2024-03-25 23:22:38 INFO lr: 4.9900e-05 - loss: 0.0070 - UP: 61.79% UR:  9.51% UF: 16.49% P: 61.79% R:  9.51% F: 16.49%
+2024-03-25 23:22:39 INFO dev:  loss: nan - UP: 51.85% UR:  2.97% UF:  5.62% P: 46.30% R:  2.65% F:  5.02%
+2024-03-25 23:22:40 INFO test: loss: nan - UP: 45.78% UR:  3.78% UF:  6.99% P: 41.69% R:  3.44% F:  6.36%
+2024-03-25 23:22:43 INFO 0:00:04.853659s elapsed (saved)
+2024-03-25 23:22:43 INFO Epoch 11 / 5000:
+2024-03-25 23:22:46 INFO lr: 4.9890e-05 - loss: 0.0074 - UP: 55.91% UR: 10.02% UF: 16.99% P: 55.91% R: 10.02% F: 16.99%
+2024-03-25 23:22:46 INFO dev:  loss: nan - UP: 51.61% UR:  1.70% UF:  3.29% P: 48.39% R:  1.59% F:  3.08%
+2024-03-25 23:22:48 INFO test: loss: nan - UP: 38.07% UR:  2.66% UF:  4.98% P: 36.56% R:  2.56% F:  4.78%
+2024-03-25 23:22:48 INFO 0:00:04.833573s elapsed
+2024-03-25 23:22:48 INFO Epoch 12 / 5000:
+2024-03-25 23:22:51 INFO lr: 4.9880e-05 - loss: nan - UP: 45.31% UR: 11.36% UF: 18.17% P: 45.31% R: 11.36% F: 18.17%
+2024-03-25 23:22:51 INFO dev:  loss: nan - UP: 66.67% UR:  0.21% UF:  0.42% P: 66.67% R:  0.21% F:  0.42%
+2024-03-25 23:22:53 INFO test: loss: nan - UP: 71.05% UR:  1.14% UF:  2.25% P: 65.79% R:  1.06% F:  2.08%
+2024-03-25 23:22:53 INFO 0:00:04.849845s elapsed
+2024-03-25 23:22:53 INFO Epoch 13 / 5000:
+2024-03-25 23:22:56 INFO lr: 4.9870e-05 - loss: 0.0069 - UP: 63.40% UR: 13.68% UF: 22.50% P: 63.40% R: 13.68% F: 22.50%
+2024-03-25 23:22:56 INFO dev:  loss: nan - UP: 51.85% UR:  1.48% UF:  2.89% P: 44.44% R:  1.27% F:  2.47%
+2024-03-25 23:22:57 INFO test: loss: nan - UP: 49.46% UR:  4.88% UF:  8.88% P: 46.25% R:  4.56% F:  8.31%
+2024-03-25 23:22:57 INFO 0:00:04.898407s elapsed
+2024-03-25 23:22:57 INFO Epoch 14 / 5000:
+2024-03-25 23:23:00 INFO lr: 4.9860e-05 - loss: 0.0091 - UP: 68.49% UR: 26.52% UF: 38.24% P: 68.40% R: 26.49% F: 38.19%
+2024-03-25 23:23:01 INFO dev:  loss: nan - UP: 58.70% UR:  2.86% UF:  5.46% P: 45.65% R:  2.23% F:  4.25%
+2024-03-25 23:23:02 INFO test: loss: nan - UP: 52.28% UR:  4.84% UF:  8.86% P: 47.95% R:  4.44% F:  8.12%
+2024-03-25 23:23:02 INFO 0:00:04.891179s elapsed
+2024-03-25 23:23:02 INFO Epoch 15 / 5000:
+2024-03-25 23:23:05 INFO lr: 4.9850e-05 - loss: nan - UP: 72.61% UR: 30.12% UF: 42.58% P: 72.45% R: 30.05% F: 42.48%
+2024-03-25 23:23:06 INFO dev:  loss: nan - UP: 63.16% UR:  1.27% UF:  2.49% P: 63.16% R:  1.27% F:  2.49%
+2024-03-25 23:23:07 INFO test: loss: nan - UP: 63.04% UR:  4.65% UF:  8.66% P: 59.60% R:  4.39% F:  8.19%
+2024-03-25 23:23:07 INFO 0:00:04.899492s elapsed
+2024-03-25 23:23:07 INFO Epoch 16 / 5000:
+2024-03-25 23:23:10 INFO lr: 4.9840e-05 - loss: 0.0089 - UP: 75.52% UR: 38.89% UF: 51.34% P: 75.52% R: 38.89% F: 51.34%
+2024-03-25 23:23:11 INFO dev:  loss: nan - UP: 48.65% UR: 13.36% UF: 20.97% P: 46.33% R: 12.73% F: 19.97%
+2024-03-25 23:23:12 INFO test: loss: nan - UP: 39.08% UR: 17.77% UF: 24.43% P: 36.57% R: 16.63% F: 22.86%
+2024-03-25 23:23:15 INFO 0:00:04.956056s elapsed (saved)
+2024-03-25 23:23:15 INFO Epoch 17 / 5000:
+2024-03-25 23:23:18 INFO lr: 4.9830e-05 - loss: 0.0040 - UP: 80.41% UR: 35.19% UF: 48.96% P: 80.41% R: 35.19% F: 48.96%
+2024-03-25 23:23:19 INFO dev:  loss: nan - UP: 48.00% UR:  3.82% UF:  7.07% P: 41.33% R:  3.29% F:  6.09%
+2024-03-25 23:23:20 INFO test: loss: nan - UP: 50.43% UR:  7.39% UF: 12.90% P: 46.25% R:  6.78% F: 11.83%
+2024-03-25 23:23:20 INFO 0:00:04.935056s elapsed
+2024-03-25 23:23:20 INFO Epoch 18 / 5000:
+2024-03-25 23:23:23 INFO lr: 4.9820e-05 - loss: nan - UP: 75.21% UR: 38.96% UF: 51.33% P: 75.21% R: 38.96% F: 51.33%
+2024-03-25 23:23:24 INFO dev:  loss: nan - UP: 57.33% UR:  9.12% UF: 15.74% P: 51.33% R:  8.17% F: 14.09%
+2024-03-25 23:23:25 INFO test: loss: nan - UP: 45.39% UR: 13.12% UF: 20.36% P: 42.47% R: 12.28% F: 19.05%
+2024-03-25 23:23:25 INFO 0:00:04.896597s elapsed
+2024-03-25 23:23:25 INFO Epoch 19 / 5000:
+2024-03-25 23:23:28 INFO lr: 4.9810e-05 - loss: 0.0173 - UP: 74.33% UR: 42.15% UF: 53.80% P: 74.16% R: 42.05% F: 53.67%
+2024-03-25 23:23:29 INFO dev:  loss: nan - UP: 48.24% UR:  8.70% UF: 14.73% P: 40.00% R:  7.21% F: 12.22%
+2024-03-25 23:23:30 INFO test: loss: nan - UP: 45.59% UR: 10.69% UF: 17.32% P: 40.36% R:  9.47% F: 15.33%
+2024-03-25 23:23:30 INFO 0:00:04.941211s elapsed
+2024-03-25 23:23:30 INFO Epoch 20 / 5000:
+2024-03-25 23:23:33 INFO lr: 4.9800e-05 - loss: 0.0243 - UP: 72.11% UR: 29.38% UF: 41.75% P: 71.95% R: 29.31% F: 41.65%
+2024-03-25 23:23:34 INFO dev:  loss: nan - UP: 57.53% UR:  4.45% UF:  8.27% P: 43.84% R:  3.39% F:  6.30%
+2024-03-25 23:23:35 INFO test: loss: nan - UP: 51.21% UR:  6.72% UF: 11.88% P: 42.51% R:  5.58% F:  9.86%
+2024-03-25 23:23:35 INFO 0:00:04.961383s elapsed
+2024-03-25 23:23:35 INFO Epoch 21 / 5000:
+2024-03-25 23:23:38 INFO lr: 4.9790e-05 - loss: 0.0119 - UP: 70.56% UR: 30.86% UF: 42.94% P: 70.56% R: 30.86% F: 42.94%
+2024-03-25 23:23:38 INFO dev:  loss: nan - UP: 53.95% UR:  8.70% UF: 14.98% P: 49.34% R:  7.95% F: 13.70%
+2024-03-25 23:23:40 INFO test: loss: nan - UP: 41.11% UR: 11.43% UF: 17.89% P: 38.37% R: 10.67% F: 16.70%
+2024-03-25 23:23:40 INFO 0:00:05.000257s elapsed
+2024-03-25 23:23:40 INFO Epoch 22 / 5000:
+2024-03-25 23:23:43 INFO lr: 4.9780e-05 - loss: 0.0037 - UP: 79.41% UR: 44.20% UF: 56.79% P: 79.35% R: 44.17% F: 56.75%
+2024-03-25 23:23:44 INFO dev:  loss: nan - UP: 55.72% UR: 11.88% UF: 19.58% P: 52.74% R: 11.24% F: 18.53%
+2024-03-25 23:23:45 INFO test: loss: nan - UP: 38.27% UR: 13.71% UF: 20.19% P: 35.38% R: 12.68% F: 18.67%
+2024-03-25 23:23:45 INFO 0:00:05.125151s elapsed
+2024-03-25 23:23:45 INFO Epoch 23 / 5000:
+2024-03-25 23:23:48 INFO lr: 4.9770e-05 - loss: 0.0042 - UP: 83.88% UR: 53.51% UF: 65.34% P: 83.88% R: 53.51% F: 65.34%
+2024-03-25 23:23:49 INFO dev:  loss: nan - UP: 53.02% UR: 15.80% UF: 24.35% P: 49.47% R: 14.74% F: 22.71%
+2024-03-25 23:23:50 INFO test: loss: nan - UP: 37.83% UR: 17.96% UF: 24.36% P: 35.38% R: 16.80% F: 22.78%
+2024-03-25 23:23:53 INFO 0:00:05.132584s elapsed (saved)
+2024-03-25 23:23:53 INFO Epoch 24 / 5000:
+2024-03-25 23:23:56 INFO lr: 4.9760e-05 - loss: 0.0050 - UP: 80.50% UR: 55.63% UF: 65.79% P: 80.50% R: 55.63% F: 65.79%
+2024-03-25 23:23:57 INFO dev:  loss: nan - UP: 52.16% UR: 14.10% UF: 22.20% P: 46.67% R: 12.62% F: 19.87%
+2024-03-25 23:23:58 INFO test: loss: nan - UP: 42.99% UR: 15.11% UF: 22.36% P: 38.42% R: 13.50% F: 19.98%
+2024-03-25 23:23:58 INFO 0:00:04.907854s elapsed
+2024-03-25 23:23:58 INFO Epoch 25 / 5000:
+2024-03-25 23:24:01 INFO lr: 4.9750e-05 - loss: 0.0035 - UP: 76.49% UR: 41.45% UF: 53.76% P: 76.24% R: 41.31% F: 53.59%
+2024-03-25 23:24:02 INFO dev:  loss: nan - UP: 31.41% UR: 24.81% UF: 27.73% P: 29.26% R: 23.12% F: 25.83%
+2024-03-25 23:24:03 INFO test: loss: nan - UP: 25.18% UR: 31.97% UF: 28.17% P: 23.83% R: 30.26% F: 26.66%
+2024-03-25 23:24:06 INFO 0:00:04.906542s elapsed (saved)
+2024-03-25 23:24:06 INFO Epoch 26 / 5000:
+2024-03-25 23:24:09 INFO lr: 4.9740e-05 - loss: 0.0146 - UP: 65.52% UR: 34.49% UF: 45.19% P: 65.33% R: 34.39% F: 45.06%
+2024-03-25 23:24:09 INFO dev:  loss: nan - UP: 46.47% UR: 16.76% UF: 24.63% P: 42.06% R: 15.16% F: 22.29%
+2024-03-25 23:24:11 INFO test: loss: nan - UP: 35.23% UR: 17.37% UF: 23.27% P: 32.02% R: 15.78% F: 21.14%
+2024-03-25 23:24:11 INFO 0:00:04.845588s elapsed
+2024-03-25 23:24:11 INFO Epoch 27 / 5000:
+2024-03-25 23:24:14 INFO lr: 4.9730e-05 - loss: 0.0289 - UP: 70.10% UR: 38.69% UF: 49.86% P: 69.49% R: 38.35% F: 49.43%
+2024-03-25 23:24:14 INFO dev:  loss: nan - UP: 48.36% UR:  6.26% UF: 11.08% P: 40.16% R:  5.20% F:  9.20%
+2024-03-25 23:24:16 INFO test: loss: nan - UP: 46.09% UR:  8.60% UF: 14.49% P: 39.18% R:  7.31% F: 12.32%
+2024-03-25 23:24:16 INFO 0:00:04.870270s elapsed
+2024-03-25 23:24:16 INFO Epoch 28 / 5000:
+2024-03-25 23:24:19 INFO lr: 4.9720e-05 - loss: 0.0095 - UP: 76.82% UR: 37.55% UF: 50.44% P: 76.62% R: 37.45% F: 50.30%
+2024-03-25 23:24:19 INFO dev:  loss: nan - UP: 55.80% UR: 10.71% UF: 17.97% P: 54.14% R: 10.39% F: 17.44%
+2024-03-25 23:24:21 INFO test: loss: nan - UP: 48.42% UR: 10.71% UF: 17.54% P: 45.94% R: 10.16% F: 16.64%
+2024-03-25 23:24:21 INFO 0:00:04.895512s elapsed
+2024-03-25 23:24:21 INFO Epoch 29 / 5000:
+2024-03-25 23:24:24 INFO lr: 4.9710e-05 - loss: 0.0076 - UP: 80.09% UR: 47.60% UF: 59.71% P: 79.92% R: 47.50% F: 59.58%
+2024-03-25 23:24:24 INFO dev:  loss: nan - UP: 47.81% UR: 17.39% UF: 25.51% P: 46.06% R: 16.76% F: 24.57%
+2024-03-25 23:24:25 INFO test: loss: nan - UP: 37.85% UR: 19.23% UF: 25.50% P: 35.32% R: 17.94% F: 23.79%
+2024-03-25 23:24:25 INFO 0:00:04.917991s elapsed
+2024-03-25 23:24:25 INFO Epoch 30 / 5000:
+2024-03-25 23:24:28 INFO lr: 4.9700e-05 - loss: 0.0075 - UP: 84.51% UR: 49.71% UF: 62.60% P: 84.40% R: 49.65% F: 62.52%
+2024-03-25 23:24:29 INFO dev:  loss: nan - UP: 55.22% UR: 15.69% UF: 24.44% P: 50.37% R: 14.32% F: 22.30%
+2024-03-25 23:24:30 INFO test: loss: nan - UP: 45.25% UR: 15.11% UF: 22.65% P: 41.96% R: 14.01% F: 21.00%
+2024-03-25 23:24:30 INFO 0:00:04.893681s elapsed
+2024-03-25 23:24:30 INFO Epoch 31 / 5000:
+2024-03-25 23:24:33 INFO lr: 4.9690e-05 - loss: 0.0063 - UP: 81.88% UR: 55.90% UF: 66.44% P: 81.88% R: 55.90% F: 66.44%
+2024-03-25 23:24:34 INFO dev:  loss: nan - UP: 49.69% UR: 16.76% UF: 25.06% P: 46.23% R: 15.59% F: 23.31%
+2024-03-25 23:24:35 INFO test: loss: nan - UP: 43.07% UR: 19.35% UF: 26.71% P: 40.67% R: 18.28% F: 25.22%
+2024-03-25 23:24:35 INFO 0:00:04.949103s elapsed
+2024-03-25 23:24:35 INFO Epoch 32 / 5000:
+2024-03-25 23:24:38 INFO lr: 4.9680e-05 - loss: 0.0134 - UP: 82.67% UR: 57.58% UF: 67.88% P: 82.53% R: 57.48% F: 67.76%
+2024-03-25 23:24:39 INFO dev:  loss: nan - UP: 33.75% UR: 34.46% UF: 34.10% P: 32.19% R: 32.87% F: 32.53%
+2024-03-25 23:24:40 INFO test: loss: nan - UP: 28.05% UR: 33.23% UF: 30.43% P: 26.41% R: 31.29% F: 28.65%
+2024-03-25 23:24:43 INFO 0:00:04.987015s elapsed (saved)
+2024-03-25 23:24:43 INFO Epoch 33 / 5000:
+2024-03-25 23:24:46 INFO lr: 4.9670e-05 - loss: 0.0046 - UP: 80.43% UR: 55.13% UF: 65.42% P: 80.43% R: 55.13% F: 65.42%
+2024-03-25 23:24:47 INFO dev:  loss: nan - UP: 45.34% UR: 14.95% UF: 22.49% P: 42.12% R: 13.89% F: 20.89%
+2024-03-25 23:24:48 INFO test: loss: nan - UP: 43.99% UR: 17.56% UF: 25.10% P: 40.92% R: 16.33% F: 23.35%
+2024-03-25 23:24:48 INFO 0:00:04.928855s elapsed
+2024-03-25 23:24:48 INFO Epoch 34 / 5000:
+2024-03-25 23:24:51 INFO lr: 4.9660e-05 - loss: nan - UP: 84.60% UR: 65.18% UF: 73.63% P: 84.60% R: 65.18% F: 73.63%
+2024-03-25 23:24:52 INFO dev:  loss: nan - UP: 47.29% UR: 16.65% UF: 24.63% P: 44.28% R: 15.59% F: 23.06%
+2024-03-25 23:24:53 INFO test: loss: nan - UP: 45.85% UR: 17.85% UF: 25.70% P: 43.46% R: 16.92% F: 24.36%
+2024-03-25 23:24:53 INFO 0:00:04.919280s elapsed
+2024-03-25 23:24:53 INFO Epoch 35 / 5000:
+2024-03-25 23:24:56 INFO lr: 4.9650e-05 - loss: 0.0056 - UP: 87.11% UR: 65.65% UF: 74.87% P: 87.11% R: 65.65% F: 74.87%
+2024-03-25 23:24:56 INFO dev:  loss: nan - UP: 50.17% UR: 15.59% UF: 23.79% P: 47.44% R: 14.74% F: 22.49%
+2024-03-25 23:24:58 INFO test: loss: nan - UP: 45.44% UR: 18.72% UF: 26.52% P: 43.49% R: 17.92% F: 25.38%
+2024-03-25 23:24:58 INFO 0:00:04.931677s elapsed
+2024-03-25 23:24:58 INFO Epoch 36 / 5000:
+2024-03-25 23:25:01 INFO lr: 4.9640e-05 - loss: 0.0097 - UP: 80.95% UR: 67.13% UF: 73.39% P: 80.95% R: 67.13% F: 73.39%
+2024-03-25 23:25:01 INFO dev:  loss: nan - UP: 40.61% UR: 28.21% UF: 33.29% P: 38.78% R: 26.94% F: 31.79%
+2024-03-25 23:25:03 INFO test: loss: nan - UP: 31.66% UR: 30.53% UF: 31.09% P: 29.82% R: 28.76% F: 29.28%
+2024-03-25 23:25:03 INFO 0:00:04.980693s elapsed
+2024-03-25 23:25:03 INFO Epoch 37 / 5000:
+2024-03-25 23:25:06 INFO lr: 4.9630e-05 - loss: 0.0039 - UP: 84.08% UR: 56.27% UF: 67.42% P: 84.08% R: 56.27% F: 67.42%
+2024-03-25 23:25:06 INFO dev:  loss: nan - UP: 47.18% UR: 14.21% UF: 21.84% P: 44.72% R: 13.47% F: 20.70%
+2024-03-25 23:25:08 INFO test: loss: nan - UP: 38.49% UR: 16.92% UF: 23.51% P: 36.18% R: 15.91% F: 22.10%
+2024-03-25 23:25:08 INFO 0:00:04.981053s elapsed
+2024-03-25 23:25:08 INFO Epoch 38 / 5000:
+2024-03-25 23:25:11 INFO lr: 4.9620e-05 - loss: nan - UP: 84.91% UR: 66.79% UF: 74.77% P: 84.91% R: 66.79% F: 74.77%
+2024-03-25 23:25:11 INFO dev:  loss: nan - UP: 50.27% UR: 19.72% UF: 28.33% P: 46.76% R: 18.35% F: 26.35%
+2024-03-25 23:25:13 INFO test: loss: nan - UP: 38.69% UR: 21.68% UF: 27.79% P: 36.46% R: 20.43% F: 26.19%
+2024-03-25 23:25:13 INFO 0:00:04.995587s elapsed
+2024-03-25 23:25:13 INFO Epoch 39 / 5000:
+2024-03-25 23:25:16 INFO lr: 4.9610e-05 - loss: 0.0028 - UP: 87.00% UR: 68.37% UF: 76.57% P: 86.95% R: 68.34% F: 76.53%
+2024-03-25 23:25:16 INFO dev:  loss: nan - UP: 50.15% UR: 17.50% UF: 25.94% P: 45.29% R: 15.80% F: 23.43%
+2024-03-25 23:25:18 INFO test: loss: nan - UP: 40.54% UR: 19.65% UF: 26.47% P: 38.27% R: 18.55% F: 24.99%
+2024-03-25 23:25:18 INFO 0:00:05.050283s elapsed
+2024-03-25 23:25:18 INFO Epoch 40 / 5000:
+2024-03-25 23:25:21 INFO lr: 4.9600e-05 - loss: 0.0035 - UP: 89.77% UR: 70.79% UF: 79.16% P: 89.13% R: 70.29% F: 78.59%
+2024-03-25 23:25:22 INFO dev:  loss: nan - UP: 46.40% UR: 21.21% UF: 29.11% P: 42.23% R: 19.30% F: 26.49%
+2024-03-25 23:25:23 INFO test: loss: nan - UP: 37.76% UR: 22.40% UF: 28.12% P: 35.52% R: 21.06% F: 26.45%
+2024-03-25 23:25:23 INFO 0:00:05.104234s elapsed
+2024-03-25 23:25:23 INFO Epoch 41 / 5000:
+2024-03-25 23:25:26 INFO lr: 4.9590e-05 - loss: 0.0046 - UP: 88.07% UR: 70.99% UF: 78.62% P: 87.70% R: 70.69% F: 78.28%
+2024-03-25 23:25:27 INFO dev:  loss: nan - UP: 37.92% UR: 21.63% UF: 27.55% P: 36.06% R: 20.57% F: 26.20%
+2024-03-25 23:25:28 INFO test: loss: nan - UP: 34.71% UR: 25.27% UF: 29.25% P: 33.40% R: 24.32% F: 28.15%
+2024-03-25 23:25:28 INFO 0:00:05.082814s elapsed
+2024-03-25 23:25:28 INFO Epoch 42 / 5000:
+2024-03-25 23:25:31 INFO lr: 4.9580e-05 - loss: 0.0018 - UP: 87.10% UR: 68.30% UF: 76.56% P: 86.76% R: 68.03% F: 76.26%
+2024-03-25 23:25:32 INFO dev:  loss: nan - UP: 45.83% UR: 16.33% UF: 24.08% P: 43.15% R: 15.38% F: 22.67%
+2024-03-25 23:25:33 INFO test: loss: nan - UP: 39.21% UR: 18.66% UF: 25.28% P: 37.43% R: 17.81% F: 24.14%
+2024-03-25 23:25:33 INFO 0:00:05.149003s elapsed
+2024-03-25 23:25:33 INFO Epoch 43 / 5000:
+2024-03-25 23:25:36 INFO lr: 4.9570e-05 - loss: nan - UP: 87.54% UR: 72.27% UF: 79.18% P: 87.54% R: 72.27% F: 79.18%
+2024-03-25 23:25:37 INFO dev:  loss: nan - UP: 50.30% UR: 17.60% UF: 26.08% P: 45.76% R: 16.01% F: 23.72%
+2024-03-25 23:25:38 INFO test: loss: nan - UP: 40.69% UR: 17.96% UF: 24.92% P: 38.39% R: 16.94% F: 23.51%
+2024-03-25 23:25:38 INFO 0:00:05.188673s elapsed
+2024-03-25 23:25:38 INFO Epoch 44 / 5000:
+2024-03-25 23:25:42 INFO lr: 4.9560e-05 - loss: 0.0021 - UP: 90.44% UR: 75.36% UF: 82.21% P: 90.44% R: 75.36% F: 82.21%
+2024-03-25 23:25:42 INFO dev:  loss: nan - UP: 52.99% UR: 13.15% UF: 21.07% P: 48.72% R: 12.09% F: 19.37%
+2024-03-25 23:25:44 INFO test: loss: nan - UP: 44.53% UR: 15.99% UF: 23.53% P: 42.35% R: 15.21% F: 22.38%
+2024-03-25 23:25:44 INFO 0:00:05.132304s elapsed
+2024-03-25 23:25:44 INFO Epoch 45 / 5000:
+2024-03-25 23:25:47 INFO lr: 4.9550e-05 - loss: 0.0011 - UP: 92.00% UR: 75.76% UF: 83.10% P: 92.00% R: 75.76% F: 83.10%
+2024-03-25 23:25:47 INFO dev:  loss: nan - UP: 52.44% UR: 18.24% UF: 27.07% P: 49.09% R: 17.07% F: 25.33%
+2024-03-25 23:25:49 INFO test: loss: nan - UP: 42.13% UR: 20.18% UF: 27.29% P: 39.83% R: 19.08% F: 25.80%
+2024-03-25 23:25:49 INFO 0:00:05.097801s elapsed
+2024-03-25 23:25:49 INFO Epoch 46 / 5000:
+2024-03-25 23:25:52 INFO lr: 4.9540e-05 - loss: nan - UP: 92.31% UR: 81.51% UF: 86.58% P: 92.31% R: 81.51% F: 86.58%
+2024-03-25 23:25:52 INFO dev:  loss: nan - UP: 54.57% UR: 18.98% UF: 28.17% P: 50.30% R: 17.50% F: 25.96%
+2024-03-25 23:25:54 INFO test: loss: nan - UP: 41.48% UR: 20.20% UF: 27.17% P: 39.26% R: 19.12% F: 25.72%
+2024-03-25 23:25:54 INFO 0:00:05.080964s elapsed
+2024-03-25 23:25:54 INFO Epoch 47 / 5000:
+2024-03-25 23:25:57 INFO lr: 4.9530e-05 - loss: 0.0025 - UP: 92.98% UR: 79.70% UF: 85.83% P: 92.98% R: 79.70% F: 85.83%
+2024-03-25 23:25:57 INFO dev:  loss: nan - UP: 61.35% UR: 18.35% UF: 28.24% P: 56.03% R: 16.76% F: 25.80%
+2024-03-25 23:25:59 INFO test: loss: nan - UP: 44.29% UR: 18.44% UF: 26.04% P: 41.86% R: 17.43% F: 24.61%
+2024-03-25 23:25:59 INFO 0:00:05.083779s elapsed
+2024-03-25 23:25:59 INFO Epoch 48 / 5000:
+2024-03-25 23:26:02 INFO lr: 4.9520e-05 - loss: 0.0018 - UP: 93.67% UR: 81.61% UF: 87.23% P: 93.67% R: 81.61% F: 87.23%
+2024-03-25 23:26:02 INFO dev:  loss: nan - UP: 57.42% UR: 18.88% UF: 28.41% P: 53.23% R: 17.50% F: 26.34%
+2024-03-25 23:26:04 INFO test: loss: nan - UP: 43.96% UR: 20.66% UF: 28.11% P: 41.89% R: 19.69% F: 26.79%
+2024-03-25 23:26:04 INFO 0:00:05.047438s elapsed
+2024-03-25 23:26:04 INFO Epoch 49 / 5000:
+2024-03-25 23:26:07 INFO lr: 4.9510e-05 - loss: 0.0025 - UP: 92.81% UR: 83.76% UF: 88.06% P: 92.81% R: 83.76% F: 88.06%
+2024-03-25 23:26:08 INFO dev:  loss: nan - UP: 53.46% UR: 18.03% UF: 26.96% P: 49.69% R: 16.76% F: 25.06%
+2024-03-25 23:26:09 INFO test: loss: nan - UP: 44.60% UR: 20.26% UF: 27.87% P: 42.42% R: 19.27% F: 26.50%
+2024-03-25 23:26:09 INFO 0:00:05.057024s elapsed
+2024-03-25 23:26:09 INFO Epoch 50 / 5000:
+2024-03-25 23:26:12 INFO lr: 4.9500e-05 - loss: 0.0022 - UP: 92.99% UR: 82.92% UF: 87.67% P: 92.99% R: 82.92% F: 87.67%
+2024-03-25 23:26:13 INFO dev:  loss: nan - UP: 48.21% UR: 22.80% UF: 30.96% P: 45.29% R: 21.42% F: 29.09%
+2024-03-25 23:26:14 INFO test: loss: nan - UP: 40.58% UR: 24.42% UF: 30.49% P: 39.07% R: 23.52% F: 29.36%
+2024-03-25 23:26:14 INFO 0:00:05.058796s elapsed
+2024-03-25 23:26:14 INFO Epoch 51 / 5000:
+2024-03-25 23:26:17 INFO lr: 4.9490e-05 - loss: 0.0019 - UP: 92.33% UR: 80.87% UF: 86.22% P: 92.33% R: 80.87% F: 86.22%
+2024-03-25 23:26:18 INFO dev:  loss: nan - UP: 60.13% UR:  9.76% UF: 16.79% P: 55.56% R:  9.01% F: 15.51%
+2024-03-25 23:26:19 INFO test: loss: nan - UP: 49.59% UR: 12.85% UF: 20.41% P: 46.82% R: 12.13% F: 19.26%
+2024-03-25 23:26:19 INFO 0:00:05.031964s elapsed
+2024-03-25 23:26:19 INFO Epoch 52 / 5000:
+2024-03-25 23:26:22 INFO lr: 4.9480e-05 - loss: 0.0388 - UP: 76.27% UR: 65.34% UF: 70.38% P: 76.27% R: 65.34% F: 70.38%
+2024-03-25 23:26:23 INFO dev:  loss: nan - UP: 60.00% UR:  5.09% UF:  9.38% P: 52.50% R:  4.45% F:  8.21%
+2024-03-25 23:26:24 INFO test: loss: nan - UP: 41.83% UR:  5.30% UF:  9.41% P: 39.83% R:  5.05% F:  8.96%
+2024-03-25 23:26:24 INFO 0:00:05.035464s elapsed
+2024-03-25 23:26:24 INFO Epoch 53 / 5000:
+2024-03-25 23:26:27 INFO lr: 4.9470e-05 - loss: nan - UP: 76.77% UR: 38.99% UF: 51.72% P: 76.64% R: 38.92% F: 51.63%
+2024-03-25 23:26:28 INFO dev:  loss: nan - UP: 29.92% UR: 16.44% UF: 21.22% P: 24.52% R: 13.47% F: 17.39%
+2024-03-25 23:26:29 INFO test: loss: nan - UP: 31.77% UR: 16.73% UF: 21.92% P: 28.80% R: 15.17% F: 19.87%
+2024-03-25 23:26:29 INFO 0:00:05.012627s elapsed
+2024-03-25 23:26:29 INFO Epoch 54 / 5000:
+2024-03-25 23:26:32 INFO lr: 4.9460e-05 - loss: 0.0124 - UP: 71.68% UR: 43.29% UF: 53.98% P: 71.62% R: 43.26% F: 53.94%
+2024-03-25 23:26:33 INFO dev:  loss: nan - UP: 51.24% UR: 17.50% UF: 26.09% P: 48.14% R: 16.44% F: 24.51%
+2024-03-25 23:26:34 INFO test: loss: nan - UP: 35.44% UR: 18.61% UF: 24.41% P: 33.27% R: 17.47% F: 22.91%
+2024-03-25 23:26:34 INFO 0:00:05.007689s elapsed
+2024-03-25 23:26:34 INFO Epoch 55 / 5000:
+2024-03-25 23:26:37 INFO lr: 4.9450e-05 - loss: 0.0092 - UP: 77.84% UR: 52.54% UF: 62.73% P: 77.79% R: 52.50% F: 62.69%
+2024-03-25 23:26:38 INFO dev:  loss: nan - UP: 36.57% UR: 20.36% UF: 26.16% P: 33.90% R: 18.88% F: 24.25%
+2024-03-25 23:26:39 INFO test: loss: nan - UP: 33.95% UR: 23.01% UF: 27.43% P: 32.01% R: 21.70% F: 25.87%
+2024-03-25 23:26:39 INFO 0:00:05.013452s elapsed
+2024-03-25 23:26:39 INFO Epoch 56 / 5000:
+2024-03-25 23:26:42 INFO lr: 4.9440e-05 - loss: 0.0075 - UP: 76.68% UR: 46.76% UF: 58.09% P: 76.52% R: 46.66% F: 57.97%
+2024-03-25 23:26:43 INFO dev:  loss: nan - UP: 33.44% UR: 21.42% UF: 26.12% P: 29.47% R: 18.88% F: 23.01%
+2024-03-25 23:26:44 INFO test: loss: nan - UP: 31.42% UR: 27.23% UF: 29.18% P: 28.99% R: 25.12% F: 26.92%
+2024-03-25 23:26:44 INFO 0:00:05.018583s elapsed
+2024-03-25 23:26:44 INFO Epoch 57 / 5000:
+2024-03-25 23:26:47 INFO lr: 4.9430e-05 - loss: 0.0035 - UP: 80.74% UR: 53.41% UF: 64.29% P: 80.59% R: 53.31% F: 64.17%
+2024-03-25 23:26:48 INFO dev:  loss: nan - UP: 42.48% UR: 13.79% UF: 20.82% P: 39.87% R: 12.94% F: 19.54%
+2024-03-25 23:26:49 INFO test: loss: nan - UP: 39.32% UR: 17.77% UF: 24.48% P: 36.93% R: 16.69% F: 22.99%
+2024-03-25 23:26:49 INFO 0:00:05.023013s elapsed
+2024-03-25 23:26:49 INFO Epoch 58 / 5000:
+2024-03-25 23:26:52 INFO lr: 4.9420e-05 - loss: 0.0070 - UP: 73.60% UR: 40.67% UF: 52.39% P: 72.87% R: 40.27% F: 51.87%
+2024-03-25 23:26:53 INFO dev:  loss: nan - UP: 46.75% UR:  8.38% UF: 14.21% P: 42.01% R:  7.53% F: 12.77%
+2024-03-25 23:26:54 INFO test: loss: nan - UP: 46.18% UR: 10.48% UF: 17.08% P: 42.55% R:  9.66% F: 15.74%
+2024-03-25 23:26:54 INFO 0:00:05.002167s elapsed
+2024-03-25 23:26:54 INFO Epoch 59 / 5000:
+2024-03-25 23:26:57 INFO lr: 4.9410e-05 - loss: nan - UP: 84.50% UR: 57.92% UF: 68.73% P: 84.36% R: 57.82% F: 68.61%
+2024-03-25 23:26:58 INFO dev:  loss: nan - UP: 42.99% UR: 23.75% UF: 30.60% P: 38.20% R: 21.10% F: 27.19%
+2024-03-25 23:26:59 INFO test: loss: nan - UP: 35.27% UR: 24.72% UF: 29.07% P: 32.89% R: 23.05% F: 27.11%
+2024-03-25 23:26:59 INFO 0:00:05.029574s elapsed
+2024-03-25 23:26:59 INFO Epoch 60 / 5000:
+2024-03-25 23:27:02 INFO lr: 4.9400e-05 - loss: 0.0017 - UP: 82.71% UR: 61.58% UF: 70.60% P: 82.62% R: 61.51% F: 70.52%
+2024-03-25 23:27:03 INFO dev:  loss: nan - UP: 59.04% UR: 11.77% UF: 19.63% P: 52.66% R: 10.50% F: 17.51%
+2024-03-25 23:27:04 INFO test: loss: nan - UP: 47.41% UR: 12.38% UF: 19.63% P: 44.42% R: 11.60% F: 18.40%
+2024-03-25 23:27:04 INFO 0:00:05.035807s elapsed
+2024-03-25 23:27:04 INFO Epoch 61 / 5000:
+2024-03-25 23:27:07 INFO lr: 4.9390e-05 - loss: 0.0018 - UP: 88.65% UR: 70.86% UF: 78.76% P: 88.60% R: 70.82% F: 78.72%
+2024-03-25 23:27:08 INFO dev:  loss: nan - UP: 51.24% UR: 21.95% UF: 30.73% P: 46.78% R: 20.04% F: 28.06%
+2024-03-25 23:27:09 INFO test: loss: nan - UP: 40.29% UR: 22.76% UF: 29.08% P: 37.93% R: 21.42% F: 27.38%
+2024-03-25 23:27:09 INFO 0:00:05.006233s elapsed
+2024-03-25 23:27:09 INFO Epoch 62 / 5000:
+2024-03-25 23:27:12 INFO lr: 4.9380e-05 - loss: 0.0034 - UP: 92.87% UR: 75.33% UF: 83.18% P: 92.87% R: 75.33% F: 83.18%
+2024-03-25 23:27:13 INFO dev:  loss: nan - UP: 51.81% UR: 19.72% UF: 28.57% P: 47.35% R: 18.03% F: 26.11%
+2024-03-25 23:27:14 INFO test: loss: nan - UP: 42.49% UR: 22.06% UF: 29.04% P: 40.17% R: 20.85% F: 27.45%
+2024-03-25 23:27:14 INFO 0:00:05.011126s elapsed
+2024-03-25 23:27:19 INFO Epoch 32 saved
+2024-03-25 23:27:19 INFO dev:  UP: 33.75% UR: 34.46% UF: 34.10% P: 32.19% R: 32.87% F: 32.53%
+2024-03-25 23:27:19 INFO test: UP: 28.05% UR: 33.23% UF: 30.43% P: 26.41% R: 31.29% F: 28.65%
+2024-03-25 23:27:19 INFO 0:05:08.230195s elapsed, 0:00:04.971455s/epoch

models/mpqa/sdp_random/20/model_vi_mpqa_xlm_10 ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:8c319be5977ec3c2692ab33f6110a0954d4ce5d11fd5895a2d1bb6dc16e460bb
+size 1179290778

models/mpqa/sdp_random/20/model_vi_mpqa_xlm_10.train.log CHANGED Viewed

@@ -1,4 +1,4 @@
-2024-01-01 22:25:11 INFO
 ---------------------+-------------------------------
 Param                |             Value
 ---------------------+-------------------------------
@@ -15,7 +15,7 @@ batch_size           |              1500
 update_steps         |               1
 mode                 |             train
 path                 | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/20/model_vi_mpqa_xlm_10
-device               |               1
 seed                 |               1
 threads              |               16
 local_rank           |               -1
@@ -36,13 +36,13 @@ bert                 |        xlm-roberta-base
 inference            |              mfvi
 ---------------------+-------------------------------
-2024-01-01 22:25:11 INFO Building the fields
-2024-01-01 22:25:13 INFO CoNLL(
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
  (labels): ChartField()
 )
-2024-01-01 22:25:13 INFO Building the model
-2024-01-01 22:25:16 INFO VISemanticDependencyModel(
   (encoder): TransformerEmbedding(xlm-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)
@@ -61,31 +61,451 @@ inference            |              mfvi
   (inference): SemanticDependencyMFVI(max_iter=3)
 )
-2024-01-01 22:25:16 INFO Loading the data
-2024-01-01 22:25:20 INFO
 train: Dataset(n_sentences=1173, n_batches=35, n_buckets=32)
 dev:   Dataset(n_sentences=411, n_batches=32, n_buckets=32)
 test:  Dataset(n_sentences=2112, n_batches=48, n_buckets=32)
-2024-01-01 22:25:20 INFO Epoch 1 / 5000:
-2024-01-01 22:25:28 INFO lr: 4.9990e-05 - loss: 0.0936 - UP:  0.33% UR:  3.26% UF:  0.60% P:  0.00% R:  0.03% F:  0.01%
-2024-01-01 22:25:29 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 22:25:32 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 22:25:32 INFO 0:00:12.269536s elapsed
-2024-01-01 22:25:32 INFO Epoch 2 / 5000:
-2024-01-01 22:25:39 INFO lr: 4.9980e-05 - loss: 0.1021 - UP:  0.88% UR:  0.03% UF:  0.06% P:  0.88% R:  0.03% F:  0.06%
-2024-01-01 22:25:40 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 22:25:43 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 22:25:43 INFO 0:00:10.961220s elapsed
-2024-01-01 22:25:43 INFO Epoch 3 / 5000:
-2024-01-01 22:25:50 INFO lr: 4.9970e-05 - loss: 0.0290 - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 22:25:51 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 22:25:54 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 22:25:54 INFO 0:00:11.125191s elapsed
-2024-01-01 22:25:54 INFO Epoch 4 / 5000:
-2024-01-01 22:26:01 INFO lr: 4.9960e-05 - loss: 0.0528 - UP:  6.82% UR:  0.40% UF:  0.76% P:  5.11% R:  0.30% F:  0.57%
-2024-01-01 22:26:02 INFO dev:  loss: nan - UP: 50.00% UR:  0.11% UF:  0.21% P: 50.00% R:  0.11% F:  0.21%
-2024-01-01 22:26:05 INFO test: loss: nan - UP: 31.82% UR:  0.15% UF:  0.29% P: 18.18% R:  0.08% F:  0.17%

+2024-03-25 23:27:21 INFO
 ---------------------+-------------------------------
 Param                |             Value
 ---------------------+-------------------------------
 update_steps         |               1
 mode                 |             train
 path                 | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/20/model_vi_mpqa_xlm_10
+device               |               0
 seed                 |               1
 threads              |               16
 local_rank           |               -1
 inference            |              mfvi
 ---------------------+-------------------------------
+2024-03-25 23:27:21 INFO Building the fields
+2024-03-25 23:27:22 INFO CoNLL(
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
  (labels): ChartField()
 )
+2024-03-25 23:27:22 INFO Building the model
+2024-03-25 23:27:25 INFO VISemanticDependencyModel(
   (encoder): TransformerEmbedding(xlm-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)
   (inference): SemanticDependencyMFVI(max_iter=3)
 )
+2024-03-25 23:27:25 INFO Loading the data
+2024-03-25 23:27:28 INFO
 train: Dataset(n_sentences=1173, n_batches=35, n_buckets=32)
 dev:   Dataset(n_sentences=411, n_batches=32, n_buckets=32)
 test:  Dataset(n_sentences=2112, n_batches=48, n_buckets=32)
+2024-03-25 23:27:28 INFO Epoch 1 / 5000:
+2024-03-25 23:27:32 INFO lr: 4.9990e-05 - loss: 0.0936 - UP:  0.33% UR:  3.26% UF:  0.60% P:  0.00% R:  0.03% F:  0.01%
+2024-03-25 23:27:33 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:27:34 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:27:34 INFO 0:00:06.241757s elapsed
+2024-03-25 23:27:34 INFO Epoch 2 / 5000:
+2024-03-25 23:27:38 INFO lr: 4.9980e-05 - loss: 0.1021 - UP:  0.88% UR:  0.03% UF:  0.06% P:  0.88% R:  0.03% F:  0.06%
+2024-03-25 23:27:38 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:27:40 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:27:40 INFO 0:00:05.579157s elapsed
+2024-03-25 23:27:40 INFO Epoch 3 / 5000:
+2024-03-25 23:27:44 INFO lr: 4.9970e-05 - loss: 0.0290 - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:27:44 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:27:46 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:27:46 INFO 0:00:05.617339s elapsed
+2024-03-25 23:27:46 INFO Epoch 4 / 5000:
+2024-03-25 23:27:49 INFO lr: 4.9960e-05 - loss: 0.0528 - UP:  6.82% UR:  0.40% UF:  0.76% P:  5.11% R:  0.30% F:  0.57%
+2024-03-25 23:27:50 INFO dev:  loss: nan - UP: 50.00% UR:  0.11% UF:  0.21% P: 50.00% R:  0.11% F:  0.21%
+2024-03-25 23:27:51 INFO test: loss: nan - UP: 31.82% UR:  0.15% UF:  0.29% P: 18.18% R:  0.08% F:  0.17%
+2024-03-25 23:27:56 INFO 0:00:05.625775s elapsed (saved)
+2024-03-25 23:27:56 INFO Epoch 5 / 5000:
+2024-03-25 23:27:59 INFO lr: 4.9950e-05 - loss: 0.0280 - UP: 15.03% UR:  0.77% UF:  1.47% P: 13.73% R:  0.71% F:  1.34%
+2024-03-25 23:28:00 INFO dev:  loss: nan - UP: 83.33% UR:  0.53% UF:  1.05% P: 66.67% R:  0.42% F:  0.84%
+2024-03-25 23:28:01 INFO test: loss: nan - UP: 74.19% UR:  0.49% UF:  0.97% P: 58.06% R:  0.38% F:  0.76%
+2024-03-25 23:28:08 INFO 0:00:05.612296s elapsed (saved)
+2024-03-25 23:28:08 INFO Epoch 6 / 5000:
+2024-03-25 23:28:12 INFO lr: 4.9940e-05 - loss: 0.0355 - UP: 14.49% UR:  1.34% UF:  2.46% P: 14.49% R:  1.34% F:  2.46%
+2024-03-25 23:28:12 INFO dev:  loss: nan - UP: 68.00% UR:  1.80% UF:  3.51% P: 64.00% R:  1.70% F:  3.31%
+2024-03-25 23:28:14 INFO test: loss: nan - UP: 65.68% UR:  2.35% UF:  4.53% P: 46.75% R:  1.67% F:  3.22%
+2024-03-25 23:28:21 INFO 0:00:05.578132s elapsed (saved)
+2024-03-25 23:28:21 INFO Epoch 7 / 5000:
+2024-03-25 23:28:24 INFO lr: 4.9930e-05 - loss: 0.0209 - UP: 62.30% UR:  5.28% UF:  9.73% P: 62.30% R:  5.28% F:  9.73%
+2024-03-25 23:28:25 INFO dev:  loss: nan - UP: 83.33% UR:  0.53% UF:  1.05% P: 66.67% R:  0.42% F:  0.84%
+2024-03-25 23:28:26 INFO test: loss: nan - UP: 91.89% UR:  0.72% UF:  1.43% P: 78.38% R:  0.61% F:  1.22%
+2024-03-25 23:28:26 INFO 0:00:05.589794s elapsed
+2024-03-25 23:28:26 INFO Epoch 8 / 5000:
+2024-03-25 23:28:30 INFO lr: 4.9920e-05 - loss: 0.0087 - UP: 35.57% UR:  4.10% UF:  7.35% P: 34.99% R:  4.03% F:  7.23%
+2024-03-25 23:28:30 INFO dev:  loss: nan - UP: 72.41% UR:  2.23% UF:  4.32% P: 62.07% R:  1.91% F:  3.70%
+2024-03-25 23:28:32 INFO test: loss: nan - UP: 69.39% UR:  2.87% UF:  5.52% P: 54.59% R:  2.26% F:  4.34%
+2024-03-25 23:28:39 INFO 0:00:05.604211s elapsed (saved)
+2024-03-25 23:28:39 INFO Epoch 9 / 5000:
+2024-03-25 23:28:42 INFO lr: 4.9910e-05 - loss: 0.0163 - UP: 51.20% UR:  6.45% UF: 11.46% P: 50.67% R:  6.39% F: 11.34%
+2024-03-25 23:28:43 INFO dev:  loss: nan - UP: 49.35% UR:  4.03% UF:  7.45% P: 46.75% R:  3.82% F:  7.06%
+2024-03-25 23:28:44 INFO test: loss: nan - UP: 39.34% UR:  5.30% UF:  9.35% P: 36.83% R:  4.97% F:  8.75%
+2024-03-25 23:28:51 INFO 0:00:05.620095s elapsed (saved)
+2024-03-25 23:28:51 INFO Epoch 10 / 5000:
+2024-03-25 23:28:55 INFO lr: 4.9900e-05 - loss: nan - UP: 59.51% UR: 13.14% UF: 21.53% P: 58.75% R: 12.97% F: 21.26%
+2024-03-25 23:28:55 INFO dev:  loss: nan - UP: 50.00% UR:  3.92% UF:  7.28% P: 41.89% R:  3.29% F:  6.10%
+2024-03-25 23:28:57 INFO test: loss: nan - UP: 52.97% UR:  5.47% UF:  9.92% P: 44.38% R:  4.58% F:  8.31%
+2024-03-25 23:28:57 INFO 0:00:05.600122s elapsed
+2024-03-25 23:28:57 INFO Epoch 11 / 5000:
+2024-03-25 23:29:00 INFO lr: 4.9890e-05 - loss: 0.0273 - UP: 60.15% UR: 10.66% UF: 18.10% P: 58.82% R: 10.42% F: 17.70%
+2024-03-25 23:29:01 INFO dev:  loss: nan - UP: 62.79% UR:  2.86% UF:  5.48% P: 55.81% R:  2.55% F:  4.87%
+2024-03-25 23:29:02 INFO test: loss: nan - UP: 68.92% UR:  3.23% UF:  6.18% P: 56.31% R:  2.64% F:  5.05%
+2024-03-25 23:29:02 INFO 0:00:05.602124s elapsed
+2024-03-25 23:29:02 INFO Epoch 12 / 5000:
+2024-03-25 23:29:06 INFO lr: 4.9880e-05 - loss: 0.0065 - UP: 54.68% UR:  7.66% UF: 13.44% P: 54.20% R:  7.60% F: 13.33%
+2024-03-25 23:29:07 INFO dev:  loss: nan - UP: 45.45% UR:  2.65% UF:  5.01% P: 43.64% R:  2.55% F:  4.81%
+2024-03-25 23:29:08 INFO test: loss: nan - UP: 52.23% UR:  3.72% UF:  6.94% P: 45.70% R:  3.25% F:  6.07%
+2024-03-25 23:29:08 INFO 0:00:05.614980s elapsed
+2024-03-25 23:29:08 INFO Epoch 13 / 5000:
+2024-03-25 23:29:12 INFO lr: 4.9870e-05 - loss: 0.0098 - UP: 70.30% UR: 19.09% UF: 30.03% P: 69.93% R: 18.99% F: 29.87%
+2024-03-25 23:29:12 INFO dev:  loss: nan - UP: 45.45% UR:  7.42% UF: 12.76% P: 42.86% R:  7.00% F: 12.03%
+2024-03-25 23:29:14 INFO test: loss: nan - UP: 46.92% UR: 10.29% UF: 16.88% P: 43.35% R:  9.51% F: 15.60%
+2024-03-25 23:29:21 INFO 0:00:05.602406s elapsed (saved)
+2024-03-25 23:29:21 INFO Epoch 14 / 5000:
+2024-03-25 23:29:24 INFO lr: 4.9860e-05 - loss: 0.0053 - UP: 74.31% UR: 29.95% UF: 42.69% P: 74.31% R: 29.95% F: 42.69%
+2024-03-25 23:29:25 INFO dev:  loss: nan - UP: 54.24% UR: 10.18% UF: 17.14% P: 51.41% R:  9.65% F: 16.25%
+2024-03-25 23:29:26 INFO test: loss: nan - UP: 43.96% UR: 11.45% UF: 18.17% P: 40.71% R: 10.61% F: 16.83%
+2024-03-25 23:29:33 INFO 0:00:05.580793s elapsed (saved)
+2024-03-25 23:29:33 INFO Epoch 15 / 5000:
+2024-03-25 23:29:37 INFO lr: 4.9850e-05 - loss: 0.0042 - UP: 74.22% UR: 30.49% UF: 43.22% P: 74.06% R: 30.42% F: 43.13%
+2024-03-25 23:29:37 INFO dev:  loss: nan - UP: 53.45% UR:  3.29% UF:  6.19% P: 50.00% R:  3.08% F:  5.79%
+2024-03-25 23:29:39 INFO test: loss: nan - UP: 56.61% UR:  6.78% UF: 12.11% P: 50.97% R:  6.11% F: 10.91%
+2024-03-25 23:29:39 INFO 0:00:05.619880s elapsed
+2024-03-25 23:29:39 INFO Epoch 16 / 5000:
+2024-03-25 23:29:42 INFO lr: 4.9840e-05 - loss: 0.0191 - UP: 73.61% UR: 27.19% UF: 39.72% P: 73.61% R: 27.19% F: 39.72%
+2024-03-25 23:29:43 INFO dev:  loss: nan - UP: 47.32% UR: 10.29% UF: 16.90% P: 40.49% R:  8.80% F: 14.46%
+2024-03-25 23:29:44 INFO test: loss: nan - UP: 48.89% UR: 13.48% UF: 21.13% P: 43.83% R: 12.09% F: 18.95%
+2024-03-25 23:29:44 INFO 0:00:05.564276s elapsed
+2024-03-25 23:29:44 INFO Epoch 17 / 5000:
+2024-03-25 23:29:48 INFO lr: 4.9830e-05 - loss: 0.0039 - UP: 78.01% UR: 33.14% UF: 46.52% P: 77.77% R: 33.04% F: 46.38%
+2024-03-25 23:29:48 INFO dev:  loss: nan - UP: 54.90% UR:  8.91% UF: 15.33% P: 47.71% R:  7.74% F: 13.32%
+2024-03-25 23:29:50 INFO test: loss: nan - UP: 53.49% UR: 13.29% UF: 21.29% P: 48.89% R: 12.15% F: 19.46%
+2024-03-25 23:29:50 INFO 0:00:05.566929s elapsed
+2024-03-25 23:29:50 INFO Epoch 18 / 5000:
+2024-03-25 23:29:53 INFO lr: 4.9820e-05 - loss: 0.0035 - UP: 75.48% UR: 36.74% UF: 49.42% P: 75.48% R: 36.74% F: 49.42%
+2024-03-25 23:29:54 INFO dev:  loss: nan - UP: 43.18% UR: 16.44% UF: 23.81% P: 39.55% R: 15.06% F: 21.81%
+2024-03-25 23:29:55 INFO test: loss: nan - UP: 38.02% UR: 18.91% UF: 25.26% P: 35.43% R: 17.62% F: 23.54%
+2024-03-25 23:30:02 INFO 0:00:05.596073s elapsed (saved)
+2024-03-25 23:30:02 INFO Epoch 19 / 5000:
+2024-03-25 23:30:06 INFO lr: 4.9810e-05 - loss: 0.0111 - UP: 80.71% UR: 38.12% UF: 51.78% P: 80.71% R: 38.12% F: 51.78%
+2024-03-25 23:30:06 INFO dev:  loss: nan - UP: 51.42% UR: 13.47% UF: 21.34% P: 46.96% R: 12.30% F: 19.50%
+2024-03-25 23:30:08 INFO test: loss: nan - UP: 46.60% UR: 18.53% UF: 26.52% P: 43.46% R: 17.28% F: 24.73%
+2024-03-25 23:30:08 INFO 0:00:05.549194s elapsed
+2024-03-25 23:30:08 INFO Epoch 20 / 5000:
+2024-03-25 23:30:11 INFO lr: 4.9800e-05 - loss: nan - UP: 77.91% UR: 44.94% UF: 57.00% P: 77.91% R: 44.94% F: 57.00%
+2024-03-25 23:30:12 INFO dev:  loss: nan - UP: 44.06% UR: 14.95% UF: 22.33% P: 40.31% R: 13.68% F: 20.43%
+2024-03-25 23:30:13 INFO test: loss: nan - UP: 42.24% UR: 20.54% UF: 27.64% P: 39.77% R: 19.33% F: 26.02%
+2024-03-25 23:30:13 INFO 0:00:05.587079s elapsed
+2024-03-25 23:30:13 INFO Epoch 21 / 5000:
+2024-03-25 23:30:17 INFO lr: 4.9790e-05 - loss: 0.0023 - UP: 81.21% UR: 49.82% UF: 61.75% P: 81.21% R: 49.82% F: 61.75%
+2024-03-25 23:30:17 INFO dev:  loss: nan - UP: 49.47% UR: 14.74% UF: 22.71% P: 45.55% R: 13.57% F: 20.92%
+2024-03-25 23:30:19 INFO test: loss: nan - UP: 44.16% UR: 18.68% UF: 26.25% P: 41.31% R: 17.47% F: 24.56%
+2024-03-25 23:30:19 INFO 0:00:05.611469s elapsed
+2024-03-25 23:30:19 INFO Epoch 22 / 5000:
+2024-03-25 23:30:22 INFO lr: 4.9780e-05 - loss: 0.0043 - UP: 83.32% UR: 57.58% UF: 68.10% P: 83.32% R: 57.58% F: 68.10%
+2024-03-25 23:30:23 INFO dev:  loss: nan - UP: 50.00% UR: 10.29% UF: 17.06% P: 45.88% R:  9.44% F: 15.66%
+2024-03-25 23:30:24 INFO test: loss: nan - UP: 49.78% UR: 16.48% UF: 24.76% P: 46.71% R: 15.47% F: 23.24%
+2024-03-25 23:30:24 INFO 0:00:05.642808s elapsed
+2024-03-25 23:30:24 INFO Epoch 23 / 5000:
+2024-03-25 23:30:28 INFO lr: 4.9770e-05 - loss: nan - UP: 84.60% UR: 53.92% UF: 65.86% P: 84.60% R: 53.92% F: 65.86%
+2024-03-25 23:30:29 INFO dev:  loss: nan - UP: 45.74% UR: 18.77% UF: 26.62% P: 41.60% R: 17.07% F: 24.21%
+2024-03-25 23:30:30 INFO test: loss: nan - UP: 40.93% UR: 20.75% UF: 27.54% P: 37.68% R: 19.10% F: 25.35%
+2024-03-25 23:30:37 INFO 0:00:05.696655s elapsed (saved)
+2024-03-25 23:30:37 INFO Epoch 24 / 5000:
+2024-03-25 23:30:41 INFO lr: 4.9760e-05 - loss: nan - UP: 82.04% UR: 61.11% UF: 70.04% P: 81.99% R: 61.08% F: 70.01%
+2024-03-25 23:30:41 INFO dev:  loss: nan - UP: 53.78% UR: 13.57% UF: 21.68% P: 50.00% R: 12.62% F: 20.15%
+2024-03-25 23:30:43 INFO test: loss: nan - UP: 49.33% UR: 17.11% UF: 25.41% P: 45.55% R: 15.80% F: 23.47%
+2024-03-25 23:30:43 INFO 0:00:05.633065s elapsed
+2024-03-25 23:30:43 INFO Epoch 25 / 5000:
+2024-03-25 23:30:46 INFO lr: 4.9750e-05 - loss: 0.0083 - UP: 86.38% UR: 62.89% UF: 72.79% P: 86.38% R: 62.89% F: 72.79%
+2024-03-25 23:30:47 INFO dev:  loss: nan - UP: 49.12% UR: 17.82% UF: 26.15% P: 45.61% R: 16.54% F: 24.28%
+2024-03-25 23:30:48 INFO test: loss: nan - UP: 43.59% UR: 22.86% UF: 29.99% P: 41.30% R: 21.66% F: 28.41%
+2024-03-25 23:30:55 INFO 0:00:05.616642s elapsed (saved)
+2024-03-25 23:30:55 INFO Epoch 26 / 5000:
+2024-03-25 23:30:59 INFO lr: 4.9740e-05 - loss: 0.0016 - UP: 87.00% UR: 66.79% UF: 75.57% P: 87.00% R: 66.79% F: 75.57%
+2024-03-25 23:30:59 INFO dev:  loss: nan - UP: 50.44% UR: 18.13% UF: 26.68% P: 47.79% R: 17.18% F: 25.27%
+2024-03-25 23:31:01 INFO test: loss: nan - UP: 46.86% UR: 21.76% UF: 29.72% P: 43.86% R: 20.37% F: 27.82%
+2024-03-25 23:31:08 INFO 0:00:05.627946s elapsed (saved)
+2024-03-25 23:31:08 INFO Epoch 27 / 5000:
+2024-03-25 23:31:12 INFO lr: 4.9730e-05 - loss: 0.0048 - UP: 87.36% UR: 70.15% UF: 77.82% P: 87.23% R: 70.05% F: 77.70%
+2024-03-25 23:31:12 INFO dev:  loss: nan - UP: 48.06% UR: 18.35% UF: 26.55% P: 44.17% R: 16.86% F: 24.41%
+2024-03-25 23:31:13 INFO test: loss: nan - UP: 45.26% UR: 24.13% UF: 31.48% P: 42.09% R: 22.44% F: 29.27%
+2024-03-25 23:31:13 INFO 0:00:05.600125s elapsed
+2024-03-25 23:31:13 INFO Epoch 28 / 5000:
+2024-03-25 23:31:17 INFO lr: 4.9720e-05 - loss: nan - UP: 87.53% UR: 70.52% UF: 78.11% P: 87.44% R: 70.45% F: 78.03%
+2024-03-25 23:31:18 INFO dev:  loss: nan - UP: 47.29% UR: 22.16% UF: 30.18% P: 44.34% R: 20.78% F: 28.30%
+2024-03-25 23:31:19 INFO test: loss: nan - UP: 43.54% UR: 26.75% UF: 33.14% P: 40.78% R: 25.06% F: 31.04%
+2024-03-25 23:31:26 INFO 0:00:05.577249s elapsed (saved)
+2024-03-25 23:31:26 INFO Epoch 29 / 5000:
+2024-03-25 23:31:30 INFO lr: 4.9710e-05 - loss: 0.0017 - UP: 87.79% UR: 73.48% UF: 80.00% P: 87.67% R: 73.38% F: 79.89%
+2024-03-25 23:31:30 INFO dev:  loss: nan - UP: 51.77% UR: 20.15% UF: 29.01% P: 48.77% R: 18.98% F: 27.33%
+2024-03-25 23:31:31 INFO test: loss: nan - UP: 44.41% UR: 24.93% UF: 31.94% P: 41.96% R: 23.56% F: 30.18%
+2024-03-25 23:31:31 INFO 0:00:05.579083s elapsed
+2024-03-25 23:31:31 INFO Epoch 30 / 5000:
+2024-03-25 23:31:35 INFO lr: 4.9700e-05 - loss: 0.0059 - UP: 87.62% UR: 66.86% UF: 75.84% P: 87.53% R: 66.79% F: 75.77%
+2024-03-25 23:31:36 INFO dev:  loss: nan - UP: 55.66% UR: 12.51% UF: 20.43% P: 53.30% R: 11.98% F: 19.57%
+2024-03-25 23:31:37 INFO test: loss: nan - UP: 47.03% UR: 16.08% UF: 23.96% P: 44.00% R: 15.04% F: 22.42%
+2024-03-25 23:31:37 INFO 0:00:05.614408s elapsed
+2024-03-25 23:31:37 INFO Epoch 31 / 5000:
+2024-03-25 23:31:41 INFO lr: 4.9690e-05 - loss: 0.0015 - UP: 83.39% UR: 58.05% UF: 68.45% P: 83.00% R: 57.78% F: 68.13%
+2024-03-25 23:31:41 INFO dev:  loss: nan - UP: 45.23% UR: 21.63% UF: 29.27% P: 40.80% R: 19.51% F: 26.40%
+2024-03-25 23:31:43 INFO test: loss: nan - UP: 38.65% UR: 24.85% UF: 30.25% P: 35.82% R: 23.03% F: 28.03%
+2024-03-25 23:31:43 INFO 0:00:05.595869s elapsed
+2024-03-25 23:31:43 INFO Epoch 32 / 5000:
+2024-03-25 23:31:46 INFO lr: 4.9680e-05 - loss: 0.0069 - UP: 83.10% UR: 65.14% UF: 73.04% P: 82.85% R: 64.94% F: 72.81%
+2024-03-25 23:31:47 INFO dev:  loss: nan - UP: 48.24% UR: 20.36% UF: 28.64% P: 46.23% R: 19.51% F: 27.44%
+2024-03-25 23:31:48 INFO test: loss: nan - UP: 39.63% UR: 23.98% UF: 29.88% P: 37.47% R: 22.67% F: 28.25%
+2024-03-25 23:31:48 INFO 0:00:05.610995s elapsed
+2024-03-25 23:31:48 INFO Epoch 33 / 5000:
+2024-03-25 23:31:52 INFO lr: 4.9670e-05 - loss: 0.0041 - UP: 75.68% UR: 50.22% UF: 60.38% P: 75.33% R: 49.98% F: 60.09%
+2024-03-25 23:31:52 INFO dev:  loss: nan - UP: 47.47% UR: 14.95% UF: 22.74% P: 40.74% R: 12.83% F: 19.52%
+2024-03-25 23:31:54 INFO test: loss: nan - UP: 44.73% UR: 16.06% UF: 23.63% P: 40.49% R: 14.54% F: 21.39%
+2024-03-25 23:31:54 INFO 0:00:05.658711s elapsed
+2024-03-25 23:31:54 INFO Epoch 34 / 5000:
+2024-03-25 23:31:58 INFO lr: 4.9660e-05 - loss: 0.0038 - UP: 81.97% UR: 61.28% UF: 70.13% P: 81.74% R: 61.11% F: 69.94%
+2024-03-25 23:31:58 INFO dev:  loss: nan - UP: 53.97% UR: 14.42% UF: 22.76% P: 47.22% R: 12.62% F: 19.92%
+2024-03-25 23:32:00 INFO test: loss: nan - UP: 49.76% UR: 17.45% UF: 25.84% P: 44.94% R: 15.76% F: 23.34%
+2024-03-25 23:32:00 INFO 0:00:05.697780s elapsed
+2024-03-25 23:32:00 INFO Epoch 35 / 5000:
+2024-03-25 23:32:03 INFO lr: 4.9650e-05 - loss: 0.0013 - UP: 86.14% UR: 60.81% UF: 71.29% P: 85.95% R: 60.67% F: 71.13%
+2024-03-25 23:32:04 INFO dev:  loss: nan - UP: 53.39% UR: 13.36% UF: 21.37% P: 47.03% R: 11.77% F: 18.83%
+2024-03-25 23:32:05 INFO test: loss: nan - UP: 48.84% UR: 18.19% UF: 26.51% P: 45.38% R: 16.90% F: 24.63%
+2024-03-25 23:32:05 INFO 0:00:05.739292s elapsed
+2024-03-25 23:32:05 INFO Epoch 36 / 5000:
+2024-03-25 23:32:09 INFO lr: 4.9640e-05 - loss: 0.0079 - UP: 87.92% UR: 65.55% UF: 75.10% P: 87.74% R: 65.41% F: 74.95%
+2024-03-25 23:32:10 INFO dev:  loss: nan - UP: 48.35% UR: 20.25% UF: 28.55% P: 46.84% R: 19.62% F: 27.65%
+2024-03-25 23:32:11 INFO test: loss: nan - UP: 43.22% UR: 22.42% UF: 29.52% P: 40.90% R: 21.21% F: 27.94%
+2024-03-25 23:32:11 INFO 0:00:05.871527s elapsed
+2024-03-25 23:32:11 INFO Epoch 37 / 5000:
+2024-03-25 23:32:15 INFO lr: 4.9630e-05 - loss: 0.0008 - UP: 87.24% UR: 69.65% UF: 77.46% P: 87.07% R: 69.51% F: 77.31%
+2024-03-25 23:32:16 INFO dev:  loss: nan - UP: 50.84% UR: 22.38% UF: 31.08% P: 49.16% R: 21.63% F: 30.04%
+2024-03-25 23:32:17 INFO test: loss: nan - UP: 43.92% UR: 23.41% UF: 30.54% P: 42.01% R: 22.40% F: 29.22%
+2024-03-25 23:32:24 INFO 0:00:05.914359s elapsed (saved)
+2024-03-25 23:32:24 INFO Epoch 38 / 5000:
+2024-03-25 23:32:27 INFO lr: 4.9620e-05 - loss: 0.0028 - UP: 88.44% UR: 70.72% UF: 78.60% P: 88.44% R: 70.72% F: 78.60%
+2024-03-25 23:32:28 INFO dev:  loss: nan - UP: 48.80% UR: 17.18% UF: 25.41% P: 46.69% R: 16.44% F: 24.31%
+2024-03-25 23:32:29 INFO test: loss: nan - UP: 44.08% UR: 19.97% UF: 27.48% P: 41.74% R: 18.91% F: 26.03%
+2024-03-25 23:32:29 INFO 0:00:05.615340s elapsed
+2024-03-25 23:32:29 INFO Epoch 39 / 5000:
+2024-03-25 23:32:33 INFO lr: 4.9610e-05 - loss: 0.0134 - UP: 85.44% UR: 72.40% UF: 78.38% P: 85.40% R: 72.37% F: 78.35%
+2024-03-25 23:32:33 INFO dev:  loss: nan - UP: 45.27% UR: 16.76% UF: 24.46% P: 44.13% R: 16.33% F: 23.84%
+2024-03-25 23:32:35 INFO test: loss: nan - UP: 40.67% UR: 19.48% UF: 26.34% P: 39.88% R: 19.10% F: 25.83%
+2024-03-25 23:32:35 INFO 0:00:05.612482s elapsed
+2024-03-25 23:32:35 INFO Epoch 40 / 5000:
+2024-03-25 23:32:39 INFO lr: 4.9600e-05 - loss: 0.0188 - UP: 65.47% UR: 34.92% UF: 45.55% P: 65.22% R: 34.79% F: 45.37%
+2024-03-25 23:32:39 INFO dev:  loss: nan - UP: 34.18% UR:  9.97% UF: 15.44% P: 30.18% R:  8.80% F: 13.63%
+2024-03-25 23:32:40 INFO test: loss: nan - UP: 33.96% UR: 12.68% UF: 18.46% P: 28.58% R: 10.67% F: 15.54%
+2024-03-25 23:32:40 INFO 0:00:05.640387s elapsed
+2024-03-25 23:32:40 INFO Epoch 41 / 5000:
+2024-03-25 23:32:44 INFO lr: 4.9590e-05 - loss: 0.0096 - UP: 72.46% UR: 42.35% UF: 53.46% P: 72.28% R: 42.25% F: 53.33%
+2024-03-25 23:32:45 INFO dev:  loss: nan - UP: 47.42% UR: 20.47% UF: 28.59% P: 44.96% R: 19.41% F: 27.11%
+2024-03-25 23:32:46 INFO test: loss: nan - UP: 42.76% UR: 22.14% UF: 29.18% P: 40.19% R: 20.81% F: 27.42%
+2024-03-25 23:32:46 INFO 0:00:05.651068s elapsed
+2024-03-25 23:32:46 INFO Epoch 42 / 5000:
+2024-03-25 23:32:50 INFO lr: 4.9580e-05 - loss: 0.0090 - UP: 78.04% UR: 39.29% UF: 52.27% P: 77.90% R: 39.23% F: 52.18%
+2024-03-25 23:32:50 INFO dev:  loss: nan - UP: 47.65% UR: 14.00% UF: 21.64% P: 44.77% R: 13.15% F: 20.33%
+2024-03-25 23:32:52 INFO test: loss: nan - UP: 48.03% UR: 13.42% UF: 20.97% P: 44.40% R: 12.40% F: 19.39%
+2024-03-25 23:32:52 INFO 0:00:05.664611s elapsed
+2024-03-25 23:32:52 INFO Epoch 43 / 5000:
+2024-03-25 23:32:56 INFO lr: 4.9570e-05 - loss: 0.0043 - UP: 85.45% UR: 61.38% UF: 71.44% P: 85.45% R: 61.38% F: 71.44%
+2024-03-25 23:32:56 INFO dev:  loss: nan - UP: 43.38% UR: 29.16% UF: 34.88% P: 41.64% R: 28.00% F: 33.48%
+2024-03-25 23:32:58 INFO test: loss: nan - UP: 35.67% UR: 28.31% UF: 31.57% P: 33.83% R: 26.85% F: 29.94%
+2024-03-25 23:33:04 INFO 0:00:05.726566s elapsed (saved)
+2024-03-25 23:33:04 INFO Epoch 44 / 5000:
+2024-03-25 23:33:08 INFO lr: 4.9560e-05 - loss: 0.0041 - UP: 88.11% UR: 73.71% UF: 80.27% P: 88.11% R: 73.71% F: 80.27%
+2024-03-25 23:33:08 INFO dev:  loss: nan - UP: 50.84% UR: 25.77% UF: 34.20% P: 47.91% R: 24.28% F: 32.23%
+2024-03-25 23:33:10 INFO test: loss: nan - UP: 43.74% UR: 27.23% UF: 33.57% P: 41.40% R: 25.78% F: 31.77%
+2024-03-25 23:33:10 INFO 0:00:05.606453s elapsed
+2024-03-25 23:33:10 INFO Epoch 45 / 5000:
+2024-03-25 23:33:14 INFO lr: 4.9550e-05 - loss: nan - UP: 88.20% UR: 71.87% UF: 79.20% P: 88.20% R: 71.87% F: 79.20%
+2024-03-25 23:33:14 INFO dev:  loss: nan - UP: 59.91% UR: 14.10% UF: 22.83% P: 57.21% R: 13.47% F: 21.80%
+2024-03-25 23:33:15 INFO test: loss: nan - UP: 59.20% UR: 16.92% UF: 26.32% P: 55.43% R: 15.85% F: 24.65%
+2024-03-25 23:33:15 INFO 0:00:05.586558s elapsed
+2024-03-25 23:33:15 INFO Epoch 46 / 5000:
+2024-03-25 23:33:19 INFO lr: 4.9540e-05 - loss: 0.0067 - UP: 90.03% UR: 73.48% UF: 80.92% P: 90.03% R: 73.48% F: 80.92%
+2024-03-25 23:33:20 INFO dev:  loss: nan - UP: 47.87% UR: 22.69% UF: 30.79% P: 45.64% R: 21.63% F: 29.35%
+2024-03-25 23:33:21 INFO test: loss: nan - UP: 44.77% UR: 25.21% UF: 32.25% P: 42.51% R: 23.94% F: 30.63%
+2024-03-25 23:33:21 INFO 0:00:05.635883s elapsed
+2024-03-25 23:33:21 INFO Epoch 47 / 5000:
+2024-03-25 23:33:25 INFO lr: 4.9530e-05 - loss: 0.0043 - UP: 88.06% UR: 74.59% UF: 80.76% P: 87.98% R: 74.52% F: 80.69%
+2024-03-25 23:33:25 INFO dev:  loss: nan - UP: 53.31% UR: 15.38% UF: 23.87% P: 48.90% R: 14.10% F: 21.89%
+2024-03-25 23:33:27 INFO test: loss: nan - UP: 48.20% UR: 18.97% UF: 27.23% P: 44.82% R: 17.64% F: 25.32%
+2024-03-25 23:33:27 INFO 0:00:05.646449s elapsed
+2024-03-25 23:33:27 INFO Epoch 48 / 5000:
+2024-03-25 23:33:30 INFO lr: 4.9520e-05 - loss: 0.0191 - UP: 80.54% UR: 66.66% UF: 72.94% P: 80.22% R: 66.39% F: 72.65%
+2024-03-25 23:33:31 INFO dev:  loss: nan - UP: 41.58% UR: 24.07% UF: 30.49% P: 37.18% R: 21.53% F: 27.27%
+2024-03-25 23:33:32 INFO test: loss: nan - UP: 32.18% UR: 23.03% UF: 26.85% P: 29.08% R: 20.81% F: 24.26%
+2024-03-25 23:33:32 INFO 0:00:05.713170s elapsed
+2024-03-25 23:33:32 INFO Epoch 49 / 5000:
+2024-03-25 23:33:36 INFO lr: 4.9510e-05 - loss: nan - UP: 81.91% UR: 60.13% UF: 69.35% P: 81.32% R: 59.70% F: 68.85%
+2024-03-25 23:33:37 INFO dev:  loss: nan - UP: 52.63% UR: 18.03% UF: 26.86% P: 48.61% R: 16.65% F: 24.80%
+2024-03-25 23:33:38 INFO test: loss: nan - UP: 44.88% UR: 18.78% UF: 26.48% P: 42.50% R: 17.79% F: 25.08%
+2024-03-25 23:33:38 INFO 0:00:05.767636s elapsed
+2024-03-25 23:33:38 INFO Epoch 50 / 5000:
+2024-03-25 23:33:42 INFO lr: 4.9500e-05 - loss: 0.0014 - UP: 84.96% UR: 69.31% UF: 76.34% P: 84.71% R: 69.11% F: 76.12%
+2024-03-25 23:33:42 INFO dev:  loss: nan - UP: 44.20% UR: 27.89% UF: 34.20% P: 40.84% R: 25.77% F: 31.60%
+2024-03-25 23:33:44 INFO test: loss: nan - UP: 35.03% UR: 25.25% UF: 29.35% P: 33.71% R: 24.30% F: 28.24%
+2024-03-25 23:33:44 INFO 0:00:05.836397s elapsed
+2024-03-25 23:33:44 INFO Epoch 51 / 5000:
+2024-03-25 23:33:48 INFO lr: 4.9490e-05 - loss: 0.0030 - UP: 88.00% UR: 71.73% UF: 79.04% P: 87.92% R: 71.66% F: 78.96%
+2024-03-25 23:33:48 INFO dev:  loss: nan - UP: 43.40% UR: 26.83% UF: 33.16% P: 39.28% R: 24.28% F: 30.01%
+2024-03-25 23:33:50 INFO test: loss: nan - UP: 34.50% UR: 25.25% UF: 29.16% P: 33.11% R: 24.23% F: 27.99%
+2024-03-25 23:33:50 INFO 0:00:05.981717s elapsed
+2024-03-25 23:33:50 INFO Epoch 52 / 5000:
+2024-03-25 23:33:54 INFO lr: 4.9480e-05 - loss: nan - UP: 89.30% UR: 76.87% UF: 82.62% P: 89.26% R: 76.84% F: 82.59%
+2024-03-25 23:33:54 INFO dev:  loss: nan - UP: 52.65% UR: 18.98% UF: 27.90% P: 48.53% R: 17.50% F: 25.72%
+2024-03-25 23:33:56 INFO test: loss: nan - UP: 48.42% UR: 20.11% UF: 28.42% P: 46.19% R: 19.18% F: 27.11%
+2024-03-25 23:33:56 INFO 0:00:05.835357s elapsed
+2024-03-25 23:33:56 INFO Epoch 53 / 5000:
+2024-03-25 23:34:00 INFO lr: 4.9470e-05 - loss: 0.0006 - UP: 91.96% UR: 80.77% UF: 86.01% P: 91.96% R: 80.77% F: 86.01%
+2024-03-25 23:34:00 INFO dev:  loss: nan - UP: 49.23% UR: 27.04% UF: 34.91% P: 45.37% R: 24.92% F: 32.17%
+2024-03-25 23:34:02 INFO test: loss: nan - UP: 42.24% UR: 24.34% UF: 30.88% P: 40.34% R: 23.24% F: 29.49%
+2024-03-25 23:34:02 INFO 0:00:05.825857s elapsed
+2024-03-25 23:34:02 INFO Epoch 54 / 5000:
+2024-03-25 23:34:05 INFO lr: 4.9460e-05 - loss: 0.0034 - UP: 93.73% UR: 82.39% UF: 87.69% P: 93.69% R: 82.35% F: 87.66%
+2024-03-25 23:34:06 INFO dev:  loss: nan - UP: 38.68% UR: 24.81% UF: 30.23% P: 36.20% R: 23.22% F: 28.29%
+2024-03-25 23:34:08 INFO test: loss: nan - UP: 36.28% UR: 23.92% UF: 28.83% P: 34.55% R: 22.78% F: 27.45%
+2024-03-25 23:34:08 INFO 0:00:05.814614s elapsed
+2024-03-25 23:34:08 INFO Epoch 55 / 5000:
+2024-03-25 23:34:11 INFO lr: 4.9450e-05 - loss: 0.0093 - UP: 87.27% UR: 71.66% UF: 78.70% P: 87.07% R: 71.50% F: 78.52%
+2024-03-25 23:34:12 INFO dev:  loss: nan - UP: 46.49% UR: 21.74% UF: 29.62% P: 42.63% R: 19.94% F: 27.17%
+2024-03-25 23:34:13 INFO test: loss: nan - UP: 40.42% UR: 24.55% UF: 30.55% P: 38.54% R: 23.41% F: 29.13%
+2024-03-25 23:34:13 INFO 0:00:05.821316s elapsed
+2024-03-25 23:34:13 INFO Epoch 56 / 5000:
+2024-03-25 23:34:17 INFO lr: 4.9440e-05 - loss: 0.0121 - UP: 86.74% UR: 68.17% UF: 76.34% P: 86.61% R: 68.07% F: 76.23%
+2024-03-25 23:34:18 INFO dev:  loss: nan - UP: 39.57% UR:  9.65% UF: 15.52% P: 38.70% R:  9.44% F: 15.17%
+2024-03-25 23:34:19 INFO test: loss: nan - UP: 32.84% UR:  7.97% UF: 12.82% P: 32.84% R:  7.97% F: 12.82%
+2024-03-25 23:34:19 INFO 0:00:05.804360s elapsed
+2024-03-25 23:34:19 INFO Epoch 57 / 5000:
+2024-03-25 23:34:23 INFO lr: 4.9430e-05 - loss: 0.0049 - UP: 73.18% UR: 50.62% UF: 59.85% P: 72.89% R: 50.42% F: 59.61%
+2024-03-25 23:34:23 INFO dev:  loss: nan - UP: 36.28% UR: 12.62% UF: 18.73% P: 32.01% R: 11.13% F: 16.52%
+2024-03-25 23:34:25 INFO test: loss: nan - UP: 43.03% UR: 14.28% UF: 21.45% P: 40.87% R: 13.56% F: 20.37%
+2024-03-25 23:34:25 INFO 0:00:05.752114s elapsed
+2024-03-25 23:34:25 INFO Epoch 58 / 5000:
+2024-03-25 23:34:29 INFO lr: 4.9420e-05 - loss: nan - UP: 70.98% UR: 41.85% UF: 52.65% P: 70.75% R: 41.71% F: 52.48%
+2024-03-25 23:34:29 INFO dev:  loss: nan - UP: 50.39% UR:  6.79% UF: 11.96% P: 46.46% R:  6.26% F: 11.03%
+2024-03-25 23:34:31 INFO test: loss: nan - UP: 50.05% UR: 10.61% UF: 17.50% P: 47.66% R: 10.10% F: 16.67%
+2024-03-25 23:34:31 INFO 0:00:05.736016s elapsed
+2024-03-25 23:34:31 INFO Epoch 59 / 5000:
+2024-03-25 23:34:34 INFO lr: 4.9410e-05 - loss: 0.0093 - UP: 83.98% UR: 46.35% UF: 59.74% P: 83.62% R: 46.15% F: 59.48%
+2024-03-25 23:34:35 INFO dev:  loss: nan - UP: 52.92% UR: 13.47% UF: 21.47% P: 45.42% R: 11.56% F: 18.43%
+2024-03-25 23:34:36 INFO test: loss: nan - UP: 48.70% UR: 14.26% UF: 22.06% P: 45.45% R: 13.31% F: 20.59%
+2024-03-25 23:34:36 INFO 0:00:05.691567s elapsed
+2024-03-25 23:34:36 INFO Epoch 60 / 5000:
+2024-03-25 23:34:40 INFO lr: 4.9400e-05 - loss: 0.0087 - UP: 84.93% UR: 66.49% UF: 74.59% P: 84.71% R: 66.32% F: 74.40%
+2024-03-25 23:34:40 INFO dev:  loss: nan - UP: 38.32% UR: 22.27% UF: 28.17% P: 34.49% R: 20.04% F: 25.35%
+2024-03-25 23:34:42 INFO test: loss: nan - UP: 34.21% UR: 22.25% UF: 26.96% P: 32.52% R: 21.15% F: 25.63%
+2024-03-25 23:34:42 INFO 0:00:05.715737s elapsed
+2024-03-25 23:34:42 INFO Epoch 61 / 5000:
+2024-03-25 23:34:46 INFO lr: 4.9390e-05 - loss: nan - UP: 85.22% UR: 69.38% UF: 76.49% P: 85.18% R: 69.34% F: 76.45%
+2024-03-25 23:34:46 INFO dev:  loss: nan - UP: 44.09% UR: 17.39% UF: 24.94% P: 37.37% R: 14.74% F: 21.14%
+2024-03-25 23:34:48 INFO test: loss: nan - UP: 41.18% UR: 21.76% UF: 28.48% P: 38.82% R: 20.52% F: 26.85%
+2024-03-25 23:34:48 INFO 0:00:05.767624s elapsed
+2024-03-25 23:34:48 INFO Epoch 62 / 5000:
+2024-03-25 23:34:52 INFO lr: 4.9380e-05 - loss: nan - UP: 88.78% UR: 72.10% UF: 79.58% P: 88.74% R: 72.07% F: 79.54%
+2024-03-25 23:34:52 INFO dev:  loss: nan - UP: 48.57% UR: 18.03% UF: 26.30% P: 44.29% R: 16.44% F: 23.98%
+2024-03-25 23:34:54 INFO test: loss: nan - UP: 47.02% UR: 22.37% UF: 30.32% P: 44.63% R: 21.23% F: 28.78%
+2024-03-25 23:34:54 INFO 0:00:05.766185s elapsed
+2024-03-25 23:34:54 INFO Epoch 63 / 5000:
+2024-03-25 23:34:57 INFO lr: 4.9370e-05 - loss: nan - UP: 89.02% UR: 75.73% UF: 81.84% P: 88.98% R: 75.70% F: 81.80%
+2024-03-25 23:34:58 INFO dev:  loss: nan - UP: 43.78% UR: 20.15% UF: 27.60% P: 39.86% R: 18.35% F: 25.13%
+2024-03-25 23:34:59 INFO test: loss: nan - UP: 42.58% UR: 25.40% UF: 31.82% P: 40.70% R: 24.28% F: 30.41%
+2024-03-25 23:34:59 INFO 0:00:05.754841s elapsed
+2024-03-25 23:34:59 INFO Epoch 64 / 5000:
+2024-03-25 23:35:03 INFO lr: 4.9360e-05 - loss: 0.0008 - UP: 90.47% UR: 79.43% UF: 84.59% P: 90.47% R: 79.43% F: 84.59%
+2024-03-25 23:35:04 INFO dev:  loss: nan - UP: 42.86% UR: 18.13% UF: 25.48% P: 39.60% R: 16.76% F: 23.55%
+2024-03-25 23:35:05 INFO test: loss: nan - UP: 45.26% UR: 25.04% UF: 32.24% P: 43.39% R: 24.00% F: 30.91%
+2024-03-25 23:35:05 INFO 0:00:05.748916s elapsed
+2024-03-25 23:35:05 INFO Epoch 65 / 5000:
+2024-03-25 23:35:09 INFO lr: 4.9350e-05 - loss: 0.0035 - UP: 91.10% UR: 82.18% UF: 86.41% P: 91.06% R: 82.15% F: 86.38%
+2024-03-25 23:35:09 INFO dev:  loss: nan - UP: 40.72% UR: 20.25% UF: 27.05% P: 38.17% R: 18.98% F: 25.35%
+2024-03-25 23:35:11 INFO test: loss: nan - UP: 42.03% UR: 24.78% UF: 31.18% P: 40.02% R: 23.60% F: 29.69%
+2024-03-25 23:35:11 INFO 0:00:05.738578s elapsed
+2024-03-25 23:35:11 INFO Epoch 66 / 5000:
+2024-03-25 23:35:15 INFO lr: 4.9340e-05 - loss: 0.0035 - UP: 92.71% UR: 81.21% UF: 86.58% P: 92.67% R: 81.18% F: 86.54%
+2024-03-25 23:35:15 INFO dev:  loss: nan - UP: 54.03% UR: 14.21% UF: 22.50% P: 50.00% R: 13.15% F: 20.82%
+2024-03-25 23:35:17 INFO test: loss: nan - UP: 53.32% UR: 18.00% UF: 26.92% P: 50.25% R: 16.97% F: 25.37%
+2024-03-25 23:35:17 INFO 0:00:05.737841s elapsed
+2024-03-25 23:35:17 INFO Epoch 67 / 5000:
+2024-03-25 23:35:20 INFO lr: 4.9330e-05 - loss: 0.0015 - UP: 92.21% UR: 83.19% UF: 87.47% P: 92.21% R: 83.19% F: 87.47%
+2024-03-25 23:35:21 INFO dev:  loss: nan - UP: 40.78% UR: 27.68% UF: 32.98% P: 35.78% R: 24.28% F: 28.93%
+2024-03-25 23:35:22 INFO test: loss: nan - UP: 42.13% UR: 28.88% UF: 34.27% P: 40.59% R: 27.83% F: 33.02%
+2024-03-25 23:35:22 INFO 0:00:05.718785s elapsed
+2024-03-25 23:35:22 INFO Epoch 68 / 5000:
+2024-03-25 23:35:26 INFO lr: 4.9320e-05 - loss: 0.0170 - UP: 91.14% UR: 85.41% UF: 88.18% P: 91.07% R: 85.34% F: 88.11%
+2024-03-25 23:35:26 INFO dev:  loss: nan - UP: 40.66% UR: 23.54% UF: 29.82% P: 37.36% R: 21.63% F: 27.40%
+2024-03-25 23:35:28 INFO test: loss: nan - UP: 44.11% UR: 25.38% UF: 32.22% P: 42.16% R: 24.26% F: 30.79%
+2024-03-25 23:35:28 INFO 0:00:05.730981s elapsed
+2024-03-25 23:35:28 INFO Epoch 69 / 5000:
+2024-03-25 23:35:32 INFO lr: 4.9310e-05 - loss: 0.0069 - UP: 89.62% UR: 77.78% UF: 83.28% P: 89.54% R: 77.71% F: 83.21%
+2024-03-25 23:35:32 INFO dev:  loss: nan - UP: 50.99% UR: 19.09% UF: 27.78% P: 47.03% R: 17.60% F: 25.62%
+2024-03-25 23:35:34 INFO test: loss: nan - UP: 52.37% UR: 22.37% UF: 31.35% P: 49.55% R: 21.17% F: 29.67%
+2024-03-25 23:35:34 INFO 0:00:05.703608s elapsed
+2024-03-25 23:35:34 INFO Epoch 70 / 5000:
+2024-03-25 23:35:37 INFO lr: 4.9300e-05 - loss: 0.0014 - UP: 91.54% UR: 83.70% UF: 87.45% P: 91.54% R: 83.70% F: 87.45%
+2024-03-25 23:35:38 INFO dev:  loss: nan - UP: 56.94% UR: 16.97% UF: 26.14% P: 50.89% R: 15.16% F: 23.37%
+2024-03-25 23:35:39 INFO test: loss: nan - UP: 53.45% UR: 22.59% UF: 31.75% P: 51.30% R: 21.68% F: 30.48%
+2024-03-25 23:35:39 INFO 0:00:05.659014s elapsed
+2024-03-25 23:35:39 INFO Epoch 71 / 5000:
+2024-03-25 23:35:43 INFO lr: 4.9290e-05 - loss: 0.0022 - UP: 93.60% UR: 85.51% UF: 89.37% P: 93.60% R: 85.51% F: 89.37%
+2024-03-25 23:35:43 INFO dev:  loss: nan - UP: 61.54% UR: 16.97% UF: 26.60% P: 55.00% R: 15.16% F: 23.77%
+2024-03-25 23:35:45 INFO test: loss: nan - UP: 55.06% UR: 22.31% UF: 31.75% P: 52.87% R: 21.42% F: 30.49%
+2024-03-25 23:35:45 INFO 0:00:05.622403s elapsed
+2024-03-25 23:35:45 INFO Epoch 72 / 5000:
+2024-03-25 23:35:49 INFO lr: 4.9280e-05 - loss: 0.0008 - UP: 93.43% UR: 87.06% UF: 90.13% P: 93.43% R: 87.06% F: 90.13%
+2024-03-25 23:35:49 INFO dev:  loss: nan - UP: 47.20% UR: 28.63% UF: 35.64% P: 41.43% R: 25.13% F: 31.29%
+2024-03-25 23:35:51 INFO test: loss: nan - UP: 41.95% UR: 29.71% UF: 34.78% P: 39.95% R: 28.29% F: 33.12%
+2024-03-25 23:35:51 INFO 0:00:05.714008s elapsed
+2024-03-25 23:35:51 INFO Epoch 73 / 5000:
+2024-03-25 23:35:54 INFO lr: 4.9270e-05 - loss: 0.0010 - UP: 94.70% UR: 86.45% UF: 90.39% P: 94.70% R: 86.45% F: 90.39%
+2024-03-25 23:35:55 INFO dev:  loss: nan - UP: 48.92% UR: 26.41% UF: 34.30% P: 43.22% R: 23.33% F: 30.30%
+2024-03-25 23:35:56 INFO test: loss: nan - UP: 42.62% UR: 28.73% UF: 34.33% P: 40.65% R: 27.40% F: 32.74%
+2024-03-25 23:35:56 INFO 0:00:05.731425s elapsed
+2024-03-25 23:36:05 INFO Epoch 43 saved
+2024-03-25 23:36:05 INFO dev:  UP: 43.38% UR: 29.16% UF: 34.88% P: 41.64% R: 28.00% F: 33.48%
+2024-03-25 23:36:05 INFO test: UP: 35.67% UR: 28.31% UF: 31.57% P: 33.83% R: 26.85% F: 29.94%
+2024-03-25 23:36:05 INFO 0:06:54.916259s elapsed, 0:00:05.683784s/epoch

models/mpqa/sdp_random/20/model_vi_mpqa_xlm_6 ADDED Viewed

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+size 1179290555

models/mpqa/sdp_random/20/model_vi_mpqa_xlm_6.train.log ADDED Viewed

	@@ -0,0 +1,570 @@

+2024-03-25 23:45:36 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                 | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/20/model_vi_mpqa_xlm_6
+device               |               0
+seed                 |               1
+threads              |               16
+local_rank           |               -1
+feat                 |              None
+build                |              True
+checkpoint           |             False
+encoder              |              bert
+max_len              |              None
+buckets              |               32
+train                | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/20/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/20/dev.conllu
+test                 | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
+embed                |     data/glove.6B.100d.txt
+unk                  |              unk
+n_embed              |              100
+n_embed_proj         |              125
+bert                 |        xlm-roberta-base
+inference            |              mfvi
+---------------------+-------------------------------
+2024-03-25 23:45:36 INFO Building the fields
+2024-03-25 23:45:38 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-03-25 23:45:38 INFO Building the model
+2024-03-25 23:45:40 INFO VISemanticDependencyModel(
+  (encoder): TransformerEmbedding(xlm-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)
+)
+2024-03-25 23:45:40 INFO Loading the data
+2024-03-25 23:45:44 INFO
+train: Dataset(n_sentences=1173, n_batches=32, n_buckets=32)
+dev:   Dataset(n_sentences=411, n_batches=32, n_buckets=32)
+test:  Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
+2024-03-25 23:45:44 INFO Epoch 1 / 5000:
+2024-03-25 23:45:48 INFO lr: 4.9990e-05 - loss: 0.0949 - UP:  0.35% UR:  3.50% UF:  0.63% P:  0.03% R:  0.30% F:  0.05%
+2024-03-25 23:45:48 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:45:50 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:45:50 INFO 0:00:06.047237s elapsed
+2024-03-25 23:45:50 INFO Epoch 2 / 5000:
+2024-03-25 23:45:53 INFO lr: 4.9980e-05 - loss: 0.1050 - UP:  0.50% UR:  0.03% UF:  0.06% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:45:54 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:45:55 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:45:55 INFO 0:00:05.392772s elapsed
+2024-03-25 23:45:55 INFO Epoch 3 / 5000:
+2024-03-25 23:45:59 INFO lr: 4.9970e-05 - loss: 0.0339 - UP:  0.69% UR:  0.03% UF:  0.06% P:  0.69% R:  0.03% F:  0.06%
+2024-03-25 23:45:59 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:46:01 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:46:01 INFO 0:00:05.388057s elapsed
+2024-03-25 23:46:01 INFO Epoch 4 / 5000:
+2024-03-25 23:46:04 INFO lr: 4.9960e-05 - loss: 0.0513 - UP:  4.71% UR:  0.27% UF:  0.51% P:  4.12% R:  0.24% F:  0.45%
+2024-03-25 23:46:04 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:46:06 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:46:06 INFO 0:00:05.396859s elapsed
+2024-03-25 23:46:06 INFO Epoch 5 / 5000:
+2024-03-25 23:46:09 INFO lr: 4.9950e-05 - loss: 0.0250 - UP: 60.00% UR:  0.81% UF:  1.59% P: 55.00% R:  0.74% F:  1.46%
+2024-03-25 23:46:10 INFO dev:  loss: nan - UP: 86.67% UR:  1.38% UF:  2.71% P: 80.00% R:  1.27% F:  2.51%
+2024-03-25 23:46:11 INFO test: loss: nan - UP: 70.45% UR:  1.31% UF:  2.57% P: 60.23% R:  1.12% F:  2.20%
+2024-03-25 23:46:16 INFO 0:00:05.440298s elapsed (saved)
+2024-03-25 23:46:16 INFO Epoch 6 / 5000:
+2024-03-25 23:46:19 INFO lr: 4.9940e-05 - loss: 0.0269 - UP: 29.41% UR:  2.02% UF:  3.77% P: 28.92% R:  1.98% F:  3.71%
+2024-03-25 23:46:20 INFO dev:  loss: nan - UP: 83.33% UR:  1.06% UF:  2.09% P: 75.00% R:  0.95% F:  1.88%
+2024-03-25 23:46:21 INFO test: loss: nan - UP: 67.68% UR:  1.42% UF:  2.77% P: 58.59% R:  1.23% F:  2.40%
+2024-03-25 23:46:21 INFO 0:00:05.425858s elapsed
+2024-03-25 23:46:21 INFO Epoch 7 / 5000:
+2024-03-25 23:46:25 INFO lr: 4.9930e-05 - loss: 0.0265 - UP: 16.67% UR:  1.65% UF:  3.00% P: 15.65% R:  1.55% F:  2.81%
+2024-03-25 23:46:25 INFO dev:  loss: nan - UP: 33.33% UR:  0.11% UF:  0.21% P: 33.33% R:  0.11% F:  0.21%
+2024-03-25 23:46:27 INFO test: loss: nan - UP: 57.89% UR:  0.46% UF:  0.92% P: 52.63% R:  0.42% F:  0.84%
+2024-03-25 23:46:27 INFO 0:00:05.469125s elapsed
+2024-03-25 23:46:27 INFO Epoch 8 / 5000:
+2024-03-25 23:46:30 INFO lr: 4.9920e-05 - loss: 0.0062 - UP: 23.11% UR:  1.85% UF:  3.42% P: 21.85% R:  1.75% F:  3.24%
+2024-03-25 23:46:31 INFO dev:  loss: nan - UP: 75.00% UR:  0.64% UF:  1.26% P: 37.50% R:  0.32% F:  0.63%
+2024-03-25 23:46:32 INFO test: loss: nan - UP: 60.49% UR:  1.04% UF:  2.04% P: 53.09% R:  0.91% F:  1.79%
+2024-03-25 23:46:32 INFO 0:00:05.443935s elapsed
+2024-03-25 23:46:32 INFO Epoch 9 / 5000:
+2024-03-25 23:46:36 INFO lr: 4.9910e-05 - loss: 0.0187 - UP: 19.74% UR:  2.59% UF:  4.58% P: 18.97% R:  2.49% F:  4.40%
+2024-03-25 23:46:36 INFO dev:  loss: nan - UP: 42.86% UR:  0.64% UF:  1.25% P: 42.86% R:  0.64% F:  1.25%
+2024-03-25 23:46:38 INFO test: loss: nan - UP: 38.62% UR:  1.54% UF:  2.97% P: 33.86% R:  1.35% F:  2.60%
+2024-03-25 23:46:38 INFO 0:00:05.488535s elapsed
+2024-03-25 23:46:38 INFO Epoch 10 / 5000:
+2024-03-25 23:46:41 INFO lr: 4.9900e-05 - loss: nan - UP: 45.60% UR:  5.92% UF: 10.47% P: 45.08% R:  5.85% F: 10.35%
+2024-03-25 23:46:42 INFO dev:  loss: nan - UP: 55.56% UR:  2.65% UF:  5.06% P: 48.89% R:  2.33% F:  4.45%
+2024-03-25 23:46:43 INFO test: loss: nan - UP: 56.89% UR:  3.40% UF:  6.42% P: 43.82% R:  2.62% F:  4.94%
+2024-03-25 23:46:50 INFO 0:00:05.526842s elapsed (saved)
+2024-03-25 23:46:50 INFO Epoch 11 / 5000:
+2024-03-25 23:46:54 INFO lr: 4.9890e-05 - loss: 0.0195 - UP: 47.09% UR:  6.25% UF: 11.04% P: 46.58% R:  6.18% F: 10.92%
+2024-03-25 23:46:54 INFO dev:  loss: nan - UP: 88.89% UR:  0.85% UF:  1.68% P: 66.67% R:  0.64% F:  1.26%
+2024-03-25 23:46:56 INFO test: loss: nan - UP: 67.74% UR:  0.89% UF:  1.75% P: 54.84% R:  0.72% F:  1.42%
+2024-03-25 23:46:56 INFO 0:00:05.467164s elapsed
+2024-03-25 23:46:56 INFO Epoch 12 / 5000:
+2024-03-25 23:46:59 INFO lr: 4.9880e-05 - loss: 0.0075 - UP: 59.83% UR: 11.66% UF: 19.52% P: 59.66% R: 11.63% F: 19.47%
+2024-03-25 23:47:00 INFO dev:  loss: nan - UP: 62.79% UR:  2.86% UF:  5.48% P: 55.81% R:  2.55% F:  4.87%
+2024-03-25 23:47:01 INFO test: loss: nan - UP: 59.34% UR:  3.42% UF:  6.47% P: 49.08% R:  2.83% F:  5.35%
+2024-03-25 23:47:08 INFO 0:00:05.449581s elapsed (saved)
+2024-03-25 23:47:08 INFO Epoch 13 / 5000:
+2024-03-25 23:47:11 INFO lr: 4.9870e-05 - loss: 0.0194 - UP: 59.44% UR:  9.31% UF: 16.10% P: 58.80% R:  9.21% F: 15.93%
+2024-03-25 23:47:12 INFO dev:  loss: nan - UP: 77.78% UR:  0.74% UF:  1.47% P: 55.56% R:  0.53% F:  1.05%
+2024-03-25 23:47:13 INFO test: loss: nan - UP: 81.63% UR:  0.85% UF:  1.67% P: 71.43% R:  0.74% F:  1.46%
+2024-03-25 23:47:13 INFO 0:00:05.444169s elapsed
+2024-03-25 23:47:13 INFO Epoch 14 / 5000:
+2024-03-25 23:47:17 INFO lr: 4.9860e-05 - loss: 0.0072 - UP: 50.95% UR:  9.95% UF: 16.65% P: 50.95% R:  9.95% F: 16.65%
+2024-03-25 23:47:17 INFO dev:  loss: nan - UP: 58.04% UR:  6.89% UF: 12.32% P: 50.00% R:  5.94% F: 10.62%
+2024-03-25 23:47:19 INFO test: loss: nan - UP: 49.02% UR:  6.32% UF: 11.19% P: 40.66% R:  5.24% F:  9.28%
+2024-03-25 23:47:25 INFO 0:00:05.442074s elapsed (saved)
+2024-03-25 23:47:25 INFO Epoch 15 / 5000:
+2024-03-25 23:47:29 INFO lr: 4.9850e-05 - loss: 0.0058 - UP: 66.19% UR: 13.95% UF: 23.04% P: 65.71% R: 13.85% F: 22.88%
+2024-03-25 23:47:29 INFO dev:  loss: nan - UP: 56.39% UR:  7.95% UF: 13.94% P: 48.12% R:  6.79% F: 11.90%
+2024-03-25 23:47:31 INFO test: loss: nan - UP: 41.19% UR:  7.61% UF: 12.84% P: 35.47% R:  6.55% F: 11.06%
+2024-03-25 23:47:37 INFO 0:00:05.446531s elapsed (saved)
+2024-03-25 23:47:37 INFO Epoch 16 / 5000:
+2024-03-25 23:47:41 INFO lr: 4.9840e-05 - loss: 0.0148 - UP: 60.03% UR: 11.66% UF: 19.53% P: 59.52% R: 11.56% F: 19.36%
+2024-03-25 23:47:41 INFO dev:  loss: nan - UP: 53.57% UR:  4.77% UF:  8.76% P: 44.05% R:  3.92% F:  7.21%
+2024-03-25 23:47:43 INFO test: loss: nan - UP: 51.22% UR:  5.32% UF:  9.65% P: 42.89% R:  4.46% F:  8.08%
+2024-03-25 23:47:43 INFO 0:00:05.418163s elapsed
+2024-03-25 23:47:43 INFO Epoch 17 / 5000:
+2024-03-25 23:47:46 INFO lr: 4.9830e-05 - loss: 0.0333 - UP: 74.39% UR: 21.38% UF: 33.21% P: 74.39% R: 21.38% F: 33.21%
+2024-03-25 23:47:47 INFO dev:  loss: nan - UP: 51.49% UR: 14.63% UF: 22.79% P: 48.88% R: 13.89% F: 21.64%
+2024-03-25 23:47:48 INFO test: loss: nan - UP: 36.38% UR: 11.68% UF: 17.69% P: 33.22% R: 10.67% F: 16.15%
+2024-03-25 23:47:54 INFO 0:00:05.432741s elapsed (saved)
+2024-03-25 23:47:54 INFO Epoch 18 / 5000:
+2024-03-25 23:47:58 INFO lr: 4.9820e-05 - loss: 0.0052 - UP: 69.78% UR: 25.85% UF: 37.72% P: 69.78% R: 25.85% F: 37.72%
+2024-03-25 23:47:58 INFO dev:  loss: nan - UP: 63.08% UR:  4.35% UF:  8.13% P: 56.92% R:  3.92% F:  7.34%
+2024-03-25 23:48:00 INFO test: loss: nan - UP: 61.10% UR:  7.04% UF: 12.62% P: 55.05% R:  6.34% F: 11.37%
+2024-03-25 23:48:00 INFO 0:00:05.418048s elapsed
+2024-03-25 23:48:00 INFO Epoch 19 / 5000:
+2024-03-25 23:48:03 INFO lr: 4.9810e-05 - loss: 0.0256 - UP: 66.82% UR: 25.11% UF: 36.50% P: 66.73% R: 25.08% F: 36.45%
+2024-03-25 23:48:04 INFO dev:  loss: nan - UP: 50.30% UR:  8.91% UF: 15.14% P: 44.91% R:  7.95% F: 13.51%
+2024-03-25 23:48:05 INFO test: loss: nan - UP: 44.78% UR:  8.79% UF: 14.69% P: 38.86% R:  7.63% F: 12.75%
+2024-03-25 23:48:05 INFO 0:00:05.429045s elapsed
+2024-03-25 23:48:05 INFO Epoch 20 / 5000:
+2024-03-25 23:48:09 INFO lr: 4.9800e-05 - loss: nan - UP: 67.38% UR: 22.35% UF: 33.57% P: 66.97% R: 22.22% F: 33.37%
+2024-03-25 23:48:09 INFO dev:  loss: nan - UP: 50.63% UR:  4.24% UF:  7.83% P: 43.04% R:  3.61% F:  6.65%
+2024-03-25 23:48:11 INFO test: loss: nan - UP: 51.44% UR:  7.16% UF: 12.57% P: 46.28% R:  6.44% F: 11.31%
+2024-03-25 23:48:11 INFO 0:00:05.425416s elapsed
+2024-03-25 23:48:11 INFO Epoch 21 / 5000:
+2024-03-25 23:48:14 INFO lr: 4.9790e-05 - loss: 0.0181 - UP: 75.06% UR: 22.55% UF: 34.69% P: 75.06% R: 22.55% F: 34.69%
+2024-03-25 23:48:15 INFO dev:  loss: nan - UP: 63.64% UR:  5.94% UF: 10.86% P: 51.14% R:  4.77% F:  8.73%
+2024-03-25 23:48:16 INFO test: loss: nan - UP: 51.76% UR:  6.51% UF: 11.56% P: 44.37% R:  5.58% F:  9.91%
+2024-03-25 23:48:16 INFO 0:00:05.460585s elapsed
+2024-03-25 23:48:16 INFO Epoch 22 / 5000:
+2024-03-25 23:48:20 INFO lr: 4.9780e-05 - loss: 0.0085 - UP: 73.93% UR: 24.87% UF: 37.22% P: 73.43% R: 24.71% F: 36.97%
+2024-03-25 23:48:20 INFO dev:  loss: nan - UP: 55.19% UR: 14.10% UF: 22.47% P: 50.21% R: 12.83% F: 20.44%
+2024-03-25 23:48:22 INFO test: loss: nan - UP: 41.49% UR: 12.00% UF: 18.62% P: 38.42% R: 11.11% F: 17.24%
+2024-03-25 23:48:22 INFO 0:00:05.494440s elapsed
+2024-03-25 23:48:22 INFO Epoch 23 / 5000:
+2024-03-25 23:48:25 INFO lr: 4.9770e-05 - loss: nan - UP: 79.51% UR: 38.22% UF: 51.62% P: 79.51% R: 38.22% F: 51.62%
+2024-03-25 23:48:26 INFO dev:  loss: nan - UP: 59.15% UR:  8.91% UF: 15.48% P: 50.00% R:  7.53% F: 13.09%
+2024-03-25 23:48:27 INFO test: loss: nan - UP: 47.21% UR: 10.71% UF: 17.46% P: 43.30% R:  9.82% F: 16.02%
+2024-03-25 23:48:27 INFO 0:00:05.516189s elapsed
+2024-03-25 23:48:27 INFO Epoch 24 / 5000:
+2024-03-25 23:48:31 INFO lr: 4.9760e-05 - loss: nan - UP: 68.40% UR: 30.92% UF: 42.59% P: 68.10% R: 30.79% F: 42.41%
+2024-03-25 23:48:31 INFO dev:  loss: nan - UP: 33.47% UR: 17.60% UF: 23.07% P: 31.65% R: 16.65% F: 21.82%
+2024-03-25 23:48:33 INFO test: loss: nan - UP: 32.86% UR: 19.04% UF: 24.11% P: 31.44% R: 18.21% F: 23.06%
+2024-03-25 23:48:39 INFO 0:00:05.539741s elapsed (saved)
+2024-03-25 23:48:39 INFO Epoch 25 / 5000:
+2024-03-25 23:48:43 INFO lr: 4.9750e-05 - loss: 0.0182 - UP: 60.97% UR: 25.31% UF: 35.77% P: 60.40% R: 25.08% F: 35.44%
+2024-03-25 23:48:43 INFO dev:  loss: nan - UP: 42.48% UR: 13.79% UF: 20.82% P: 37.58% R: 12.20% F: 18.41%
+2024-03-25 23:48:45 INFO test: loss: nan - UP: 41.29% UR: 16.97% UF: 24.05% P: 39.43% R: 16.21% F: 22.97%
+2024-03-25 23:48:45 INFO 0:00:05.457615s elapsed
+2024-03-25 23:48:45 INFO Epoch 26 / 5000:
+2024-03-25 23:48:48 INFO lr: 4.9740e-05 - loss: 0.0041 - UP: 77.38% UR: 28.64% UF: 41.81% P: 77.38% R: 28.64% F: 41.81%
+2024-03-25 23:48:49 INFO dev:  loss: nan - UP: 48.51% UR: 13.79% UF: 21.47% P: 45.15% R: 12.83% F: 19.98%
+2024-03-25 23:48:50 INFO test: loss: nan - UP: 41.76% UR: 17.24% UF: 24.41% P: 39.56% R: 16.33% F: 23.12%
+2024-03-25 23:48:50 INFO 0:00:05.459323s elapsed
+2024-03-25 23:48:50 INFO Epoch 27 / 5000:
+2024-03-25 23:48:54 INFO lr: 4.9730e-05 - loss: 0.0113 - UP: 75.02% UR: 41.28% UF: 53.25% P: 74.95% R: 41.24% F: 53.21%
+2024-03-25 23:48:54 INFO dev:  loss: nan - UP: 62.50% UR:  4.24% UF:  7.94% P: 60.94% R:  4.14% F:  7.75%
+2024-03-25 23:48:56 INFO test: loss: nan - UP: 58.02% UR:  6.95% UF: 12.42% P: 54.14% R:  6.49% F: 11.58%
+2024-03-25 23:48:56 INFO 0:00:05.474921s elapsed
+2024-03-25 23:48:56 INFO Epoch 28 / 5000:
+2024-03-25 23:48:59 INFO lr: 4.9720e-05 - loss: nan - UP: 79.11% UR: 34.62% UF: 48.16% P: 79.03% R: 34.59% F: 48.12%
+2024-03-25 23:49:00 INFO dev:  loss: nan - UP: 37.83% UR: 22.91% UF: 28.53% P: 35.03% R: 21.21% F: 26.42%
+2024-03-25 23:49:01 INFO test: loss: nan - UP: 29.11% UR: 22.29% UF: 25.25% P: 27.12% R: 20.77% F: 23.53%
+2024-03-25 23:49:07 INFO 0:00:05.510143s elapsed (saved)
+2024-03-25 23:49:07 INFO Epoch 29 / 5000:
+2024-03-25 23:49:11 INFO lr: 4.9710e-05 - loss: 0.0693 - UP: 64.17% UR: 27.09% UF: 38.10% P: 64.01% R: 27.03% F: 38.01%
+2024-03-25 23:49:11 INFO dev:  loss: nan - UP: 40.05% UR: 16.22% UF: 23.09% P: 38.48% R: 15.59% F: 22.19%
+2024-03-25 23:49:13 INFO test: loss: nan - UP: 34.34% UR: 15.36% UF: 21.23% P: 32.36% R: 14.47% F: 20.00%
+2024-03-25 23:49:13 INFO 0:00:05.454276s elapsed
+2024-03-25 23:49:13 INFO Epoch 30 / 5000:
+2024-03-25 23:49:16 INFO lr: 4.9700e-05 - loss: 0.0058 - UP: 65.26% UR: 26.08% UF: 37.27% P: 64.93% R: 25.95% F: 37.08%
+2024-03-25 23:49:17 INFO dev:  loss: nan - UP: 50.41% UR:  6.47% UF: 11.47% P: 44.63% R:  5.73% F: 10.15%
+2024-03-25 23:49:18 INFO test: loss: nan - UP: 53.01% UR:  8.37% UF: 14.45% P: 45.11% R:  7.12% F: 12.30%
+2024-03-25 23:49:18 INFO 0:00:05.443135s elapsed
+2024-03-25 23:49:18 INFO Epoch 31 / 5000:
+2024-03-25 23:49:22 INFO lr: 4.9690e-05 - loss: 0.0203 - UP: 72.98% UR: 32.13% UF: 44.62% P: 72.90% R: 32.10% F: 44.57%
+2024-03-25 23:49:22 INFO dev:  loss: nan - UP: 57.41% UR:  9.86% UF: 16.83% P: 51.85% R:  8.91% F: 15.20%
+2024-03-25 23:49:24 INFO test: loss: nan - UP: 45.40% UR: 11.37% UF: 18.18% P: 40.51% R: 10.14% F: 16.22%
+2024-03-25 23:49:24 INFO 0:00:05.475758s elapsed
+2024-03-25 23:49:24 INFO Epoch 32 / 5000:
+2024-03-25 23:49:27 INFO lr: 4.9680e-05 - loss: 0.0073 - UP: 76.58% UR: 42.66% UF: 54.79% P: 76.52% R: 42.62% F: 54.75%
+2024-03-25 23:49:28 INFO dev:  loss: nan - UP: 49.85% UR: 17.71% UF: 26.13% P: 46.87% R: 16.65% F: 24.57%
+2024-03-25 23:49:29 INFO test: loss: nan - UP: 40.21% UR: 17.66% UF: 24.54% P: 37.18% R: 16.33% F: 22.70%
+2024-03-25 23:49:29 INFO 0:00:05.475698s elapsed
+2024-03-25 23:49:29 INFO Epoch 33 / 5000:
+2024-03-25 23:49:33 INFO lr: 4.9670e-05 - loss: 0.0028 - UP: 79.93% UR: 48.20% UF: 60.14% P: 79.93% R: 48.20% F: 60.14%
+2024-03-25 23:49:33 INFO dev:  loss: nan - UP: 53.30% UR: 12.83% UF: 20.68% P: 49.78% R: 11.98% F: 19.32%
+2024-03-25 23:49:35 INFO test: loss: nan - UP: 46.46% UR: 13.86% UF: 21.35% P: 42.49% R: 12.68% F: 19.53%
+2024-03-25 23:49:35 INFO 0:00:05.515899s elapsed
+2024-03-25 23:49:35 INFO Epoch 34 / 5000:
+2024-03-25 23:49:38 INFO lr: 4.9660e-05 - loss: 0.0031 - UP: 82.72% UR: 47.80% UF: 60.59% P: 82.72% R: 47.80% F: 60.59%
+2024-03-25 23:49:39 INFO dev:  loss: nan - UP: 50.97% UR: 16.65% UF: 25.10% P: 48.05% R: 15.69% F: 23.66%
+2024-03-25 23:49:40 INFO test: loss: nan - UP: 43.81% UR: 15.70% UF: 23.11% P: 40.98% R: 14.68% F: 21.62%
+2024-03-25 23:49:40 INFO 0:00:05.569715s elapsed
+2024-03-25 23:49:40 INFO Epoch 35 / 5000:
+2024-03-25 23:49:44 INFO lr: 4.9650e-05 - loss: 0.0026 - UP: 81.35% UR: 52.50% UF: 63.82% P: 81.30% R: 52.47% F: 63.78%
+2024-03-25 23:49:44 INFO dev:  loss: nan - UP: 51.54% UR: 17.71% UF: 26.36% P: 49.38% R: 16.97% F: 25.26%
+2024-03-25 23:49:46 INFO test: loss: nan - UP: 43.37% UR: 16.99% UF: 24.41% P: 40.94% R: 16.04% F: 23.05%
+2024-03-25 23:49:46 INFO 0:00:05.667343s elapsed
+2024-03-25 23:49:46 INFO Epoch 36 / 5000:
+2024-03-25 23:49:50 INFO lr: 4.9640e-05 - loss: 0.0096 - UP: 82.30% UR: 58.62% UF: 68.47% P: 82.26% R: 58.59% F: 68.43%
+2024-03-25 23:49:50 INFO dev:  loss: nan - UP: 51.22% UR: 17.82% UF: 26.44% P: 47.26% R: 16.44% F: 24.39%
+2024-03-25 23:49:52 INFO test: loss: nan - UP: 43.75% UR: 18.28% UF: 25.78% P: 40.36% R: 16.86% F: 23.79%
+2024-03-25 23:49:52 INFO 0:00:05.848734s elapsed
+2024-03-25 23:49:52 INFO Epoch 37 / 5000:
+2024-03-25 23:49:56 INFO lr: 4.9630e-05 - loss: 0.0017 - UP: 83.74% UR: 51.23% UF: 63.57% P: 83.68% R: 51.19% F: 63.52%
+2024-03-25 23:49:56 INFO dev:  loss: nan - UP: 44.58% UR: 19.19% UF: 26.83% P: 42.36% R: 18.24% F: 25.50%
+2024-03-25 23:49:58 INFO test: loss: nan - UP: 42.03% UR: 20.79% UF: 27.82% P: 39.60% R: 19.59% F: 26.21%
+2024-03-25 23:49:58 INFO 0:00:05.677750s elapsed
+2024-03-25 23:49:58 INFO Epoch 38 / 5000:
+2024-03-25 23:50:01 INFO lr: 4.9620e-05 - loss: 0.0036 - UP: 84.56% UR: 57.61% UF: 68.53% P: 84.51% R: 57.58% F: 68.49%
+2024-03-25 23:50:02 INFO dev:  loss: nan - UP: 56.92% UR: 15.69% UF: 24.61% P: 52.69% R: 14.53% F: 22.78%
+2024-03-25 23:50:03 INFO test: loss: nan - UP: 47.98% UR: 17.30% UF: 25.43% P: 44.46% R: 16.04% F: 23.57%
+2024-03-25 23:50:03 INFO 0:00:05.658078s elapsed
+2024-03-25 23:50:03 INFO Epoch 39 / 5000:
+2024-03-25 23:50:07 INFO lr: 4.9610e-05 - loss: 0.0032 - UP: 84.94% UR: 60.27% UF: 70.51% P: 84.94% R: 60.27% F: 70.51%
+2024-03-25 23:50:07 INFO dev:  loss: nan - UP: 54.55% UR: 18.45% UF: 27.58% P: 50.78% R: 17.18% F: 25.67%
+2024-03-25 23:50:09 INFO test: loss: nan - UP: 45.35% UR: 19.18% UF: 26.96% P: 42.21% R: 17.85% F: 25.09%
+2024-03-25 23:50:09 INFO 0:00:05.648533s elapsed
+2024-03-25 23:50:09 INFO Epoch 40 / 5000:
+2024-03-25 23:50:13 INFO lr: 4.9600e-05 - loss: 0.0032 - UP: 85.35% UR: 65.82% UF: 74.32% P: 85.35% R: 65.82% F: 74.32%
+2024-03-25 23:50:13 INFO dev:  loss: nan - UP: 57.65% UR: 17.18% UF: 26.47% P: 54.09% R: 16.12% F: 24.84%
+2024-03-25 23:50:15 INFO test: loss: nan - UP: 47.28% UR: 17.60% UF: 25.65% P: 44.15% R: 16.44% F: 23.96%
+2024-03-25 23:50:15 INFO 0:00:05.640380s elapsed
+2024-03-25 23:50:15 INFO Epoch 41 / 5000:
+2024-03-25 23:50:18 INFO lr: 4.9590e-05 - loss: 0.0073 - UP: 86.12% UR: 67.60% UF: 75.74% P: 86.12% R: 67.60% F: 75.74%
+2024-03-25 23:50:19 INFO dev:  loss: nan - UP: 49.77% UR: 23.01% UF: 31.47% P: 46.33% R: 21.42% F: 29.30%
+2024-03-25 23:50:20 INFO test: loss: nan - UP: 42.27% UR: 23.22% UF: 29.97% P: 39.42% R: 21.66% F: 27.96%
+2024-03-25 23:50:27 INFO 0:00:05.608409s elapsed (saved)
+2024-03-25 23:50:27 INFO Epoch 42 / 5000:
+2024-03-25 23:50:30 INFO lr: 4.9580e-05 - loss: 0.0071 - UP: 87.20% UR: 70.96% UF: 78.24% P: 87.20% R: 70.96% F: 78.24%
+2024-03-25 23:50:31 INFO dev:  loss: nan - UP: 57.43% UR: 18.45% UF: 27.93% P: 54.13% R: 17.39% F: 26.32%
+2024-03-25 23:50:32 INFO test: loss: nan - UP: 47.14% UR: 18.49% UF: 26.56% P: 44.56% R: 17.47% F: 25.10%
+2024-03-25 23:50:32 INFO 0:00:05.404825s elapsed
+2024-03-25 23:50:32 INFO Epoch 43 / 5000:
+2024-03-25 23:50:36 INFO lr: 4.9570e-05 - loss: 0.0023 - UP: 87.97% UR: 70.08% UF: 78.02% P: 87.97% R: 70.08% F: 78.02%
+2024-03-25 23:50:36 INFO dev:  loss: nan - UP: 55.20% UR: 21.95% UF: 31.41% P: 52.80% R: 21.00% F: 30.05%
+2024-03-25 23:50:38 INFO test: loss: nan - UP: 44.85% UR: 21.42% UF: 29.00% P: 42.37% R: 20.24% F: 27.39%
+2024-03-25 23:50:44 INFO 0:00:05.414905s elapsed (saved)
+2024-03-25 23:50:44 INFO Epoch 44 / 5000:
+2024-03-25 23:50:48 INFO lr: 4.9560e-05 - loss: 0.0037 - UP: 88.30% UR: 69.98% UF: 78.08% P: 88.25% R: 69.95% F: 78.04%
+2024-03-25 23:50:48 INFO dev:  loss: nan - UP: 50.11% UR: 23.65% UF: 32.13% P: 47.87% R: 22.59% F: 30.69%
+2024-03-25 23:50:50 INFO test: loss: nan - UP: 42.69% UR: 24.42% UF: 31.07% P: 40.62% R: 23.24% F: 29.57%
+2024-03-25 23:50:57 INFO 0:00:05.445860s elapsed (saved)
+2024-03-25 23:50:57 INFO Epoch 45 / 5000:
+2024-03-25 23:51:00 INFO lr: 4.9550e-05 - loss: nan - UP: 88.93% UR: 72.67% UF: 79.99% P: 88.89% R: 72.64% F: 79.95%
+2024-03-25 23:51:00 INFO dev:  loss: nan - UP: 49.77% UR: 22.69% UF: 31.17% P: 47.44% R: 21.63% F: 29.72%
+2024-03-25 23:51:02 INFO test: loss: nan - UP: 44.34% UR: 23.26% UF: 30.52% P: 41.68% R: 21.87% F: 28.69%
+2024-03-25 23:51:02 INFO 0:00:05.387594s elapsed
+2024-03-25 23:51:02 INFO Epoch 46 / 5000:
+2024-03-25 23:51:05 INFO lr: 4.9540e-05 - loss: 0.0021 - UP: 89.25% UR: 73.98% UF: 80.90% P: 89.25% R: 73.98% F: 80.90%
+2024-03-25 23:51:06 INFO dev:  loss: nan - UP: 48.08% UR: 25.24% UF: 33.10% P: 45.66% R: 23.97% F: 31.43%
+2024-03-25 23:51:07 INFO test: loss: nan - UP: 43.16% UR: 26.41% UF: 32.77% P: 40.71% R: 24.91% F: 30.91%
+2024-03-25 23:51:14 INFO 0:00:05.410478s elapsed (saved)
+2024-03-25 23:51:14 INFO Epoch 47 / 5000:
+2024-03-25 23:51:18 INFO lr: 4.9530e-05 - loss: 0.0012 - UP: 89.56% UR: 76.40% UF: 82.46% P: 89.56% R: 76.40% F: 82.46%
+2024-03-25 23:51:18 INFO dev:  loss: nan - UP: 51.59% UR: 22.38% UF: 31.21% P: 48.90% R: 21.21% F: 29.59%
+2024-03-25 23:51:20 INFO test: loss: nan - UP: 45.82% UR: 22.84% UF: 30.49% P: 42.86% R: 21.36% F: 28.51%
+2024-03-25 23:51:20 INFO 0:00:05.384794s elapsed
+2024-03-25 23:51:20 INFO Epoch 48 / 5000:
+2024-03-25 23:51:23 INFO lr: 4.9520e-05 - loss: 0.0017 - UP: 89.70% UR: 78.42% UF: 83.68% P: 89.70% R: 78.42% F: 83.68%
+2024-03-25 23:51:23 INFO dev:  loss: nan - UP: 56.97% UR: 20.36% UF: 30.00% P: 54.60% R: 19.51% F: 28.75%
+2024-03-25 23:51:25 INFO test: loss: nan - UP: 50.23% UR: 20.41% UF: 29.03% P: 47.37% R: 19.25% F: 27.37%
+2024-03-25 23:51:25 INFO 0:00:05.361077s elapsed
+2024-03-25 23:51:25 INFO Epoch 49 / 5000:
+2024-03-25 23:51:28 INFO lr: 4.9510e-05 - loss: nan - UP: 90.80% UR: 77.98% UF: 83.91% P: 90.80% R: 77.98% F: 83.91%
+2024-03-25 23:51:29 INFO dev:  loss: nan - UP: 56.86% UR: 21.53% UF: 31.23% P: 53.50% R: 20.25% F: 29.38%
+2024-03-25 23:51:30 INFO test: loss: nan - UP: 50.66% UR: 21.21% UF: 29.90% P: 47.43% R: 19.86% F: 28.00%
+2024-03-25 23:51:30 INFO 0:00:05.358833s elapsed
+2024-03-25 23:51:30 INFO Epoch 50 / 5000:
+2024-03-25 23:51:34 INFO lr: 4.9500e-05 - loss: 0.0012 - UP: 91.00% UR: 80.24% UF: 85.28% P: 91.00% R: 80.24% F: 85.28%
+2024-03-25 23:51:34 INFO dev:  loss: nan - UP: 55.30% UR: 22.69% UF: 32.18% P: 52.20% R: 21.42% F: 30.38%
+2024-03-25 23:51:36 INFO test: loss: nan - UP: 48.69% UR: 21.95% UF: 30.26% P: 45.64% R: 20.58% F: 28.37%
+2024-03-25 23:51:36 INFO 0:00:05.405950s elapsed
+2024-03-25 23:51:36 INFO Epoch 51 / 5000:
+2024-03-25 23:51:39 INFO lr: 4.9490e-05 - loss: 0.0008 - UP: 92.45% UR: 81.92% UF: 86.87% P: 92.41% R: 81.88% F: 86.83%
+2024-03-25 23:51:40 INFO dev:  loss: nan - UP: 53.75% UR: 22.06% UF: 31.28% P: 51.68% R: 21.21% F: 30.08%
+2024-03-25 23:51:41 INFO test: loss: nan - UP: 47.21% UR: 21.99% UF: 30.01% P: 44.44% R: 20.71% F: 28.25%
+2024-03-25 23:51:41 INFO 0:00:05.417554s elapsed
+2024-03-25 23:51:41 INFO Epoch 52 / 5000:
+2024-03-25 23:51:45 INFO lr: 4.9480e-05 - loss: nan - UP: 91.31% UR: 81.21% UF: 85.96% P: 91.27% R: 81.18% F: 85.93%
+2024-03-25 23:51:45 INFO dev:  loss: nan - UP: 55.39% UR: 23.97% UF: 33.46% P: 52.70% R: 22.80% F: 31.83%
+2024-03-25 23:51:47 INFO test: loss: nan - UP: 48.33% UR: 22.67% UF: 30.86% P: 45.59% R: 21.38% F: 29.11%
+2024-03-25 23:51:53 INFO 0:00:05.456529s elapsed (saved)
+2024-03-25 23:51:53 INFO Epoch 53 / 5000:
+2024-03-25 23:51:57 INFO lr: 4.9470e-05 - loss: 0.0011 - UP: 89.65% UR: 77.48% UF: 83.12% P: 89.34% R: 77.21% F: 82.83%
+2024-03-25 23:51:57 INFO dev:  loss: nan - UP: 47.94% UR: 28.31% UF: 35.60% P: 44.88% R: 26.51% F: 33.33%
+2024-03-25 23:51:59 INFO test: loss: nan - UP: 38.11% UR: 27.17% UF: 31.73% P: 35.33% R: 25.18% F: 29.41%
+2024-03-25 23:52:06 INFO 0:00:05.440813s elapsed (saved)
+2024-03-25 23:52:06 INFO Epoch 54 / 5000:
+2024-03-25 23:52:09 INFO lr: 4.9460e-05 - loss: 0.0203 - UP: 87.94% UR: 77.45% UF: 82.36% P: 86.53% R: 76.20% F: 81.04%
+2024-03-25 23:52:10 INFO dev:  loss: nan - UP: 48.07% UR: 22.48% UF: 30.64% P: 44.44% R: 20.78% F: 28.32%
+2024-03-25 23:52:11 INFO test: loss: nan - UP: 43.01% UR: 22.80% UF: 29.80% P: 39.14% R: 20.75% F: 27.12%
+2024-03-25 23:52:11 INFO 0:00:05.360404s elapsed
+2024-03-25 23:52:11 INFO Epoch 55 / 5000:
+2024-03-25 23:52:15 INFO lr: 4.9450e-05 - loss: 0.0103 - UP: 85.26% UR: 69.82% UF: 76.77% P: 84.03% R: 68.81% F: 75.66%
+2024-03-25 23:52:15 INFO dev:  loss: nan - UP: 53.12% UR: 18.98% UF: 27.97% P: 48.37% R: 17.29% F: 25.47%
+2024-03-25 23:52:17 INFO test: loss: nan - UP: 44.43% UR: 17.28% UF: 24.89% P: 40.90% R: 15.91% F: 22.91%
+2024-03-25 23:52:17 INFO 0:00:05.441284s elapsed
+2024-03-25 23:52:17 INFO Epoch 56 / 5000:
+2024-03-25 23:52:20 INFO lr: 4.9440e-05 - loss: 0.0048 - UP: 88.97% UR: 70.22% UF: 78.49% P: 88.46% R: 69.82% F: 78.04%
+2024-03-25 23:52:21 INFO dev:  loss: nan - UP: 58.08% UR: 14.10% UF: 22.70% P: 55.46% R: 13.47% F: 21.67%
+2024-03-25 23:52:22 INFO test: loss: nan - UP: 51.44% UR: 14.37% UF: 22.46% P: 47.66% R: 13.31% F: 20.81%
+2024-03-25 23:52:22 INFO 0:00:05.390987s elapsed
+2024-03-25 23:52:22 INFO Epoch 57 / 5000:
+2024-03-25 23:52:26 INFO lr: 4.9430e-05 - loss: 0.0061 - UP: 90.80% UR: 74.32% UF: 81.74% P: 90.60% R: 74.15% F: 81.55%
+2024-03-25 23:52:26 INFO dev:  loss: nan - UP: 51.36% UR: 21.95% UF: 30.76% P: 48.14% R: 20.57% F: 28.83%
+2024-03-25 23:52:27 INFO test: loss: nan - UP: 45.01% UR: 22.37% UF: 29.89% P: 41.86% R: 20.81% F: 27.80%
+2024-03-25 23:52:27 INFO 0:00:05.433599s elapsed
+2024-03-25 23:52:27 INFO Epoch 58 / 5000:
+2024-03-25 23:52:31 INFO lr: 4.9420e-05 - loss: nan - UP: 86.86% UR: 77.55% UF: 81.94% P: 86.86% R: 77.55% F: 81.94%
+2024-03-25 23:52:31 INFO dev:  loss: nan - UP: 47.98% UR: 23.97% UF: 31.97% P: 45.44% R: 22.69% F: 30.27%
+2024-03-25 23:52:33 INFO test: loss: nan - UP: 43.45% UR: 22.42% UF: 29.57% P: 40.42% R: 20.85% F: 27.51%
+2024-03-25 23:52:33 INFO 0:00:05.429675s elapsed
+2024-03-25 23:52:33 INFO Epoch 59 / 5000:
+2024-03-25 23:52:36 INFO lr: 4.9410e-05 - loss: 0.0015 - UP: 91.81% UR: 79.87% UF: 85.42% P: 91.81% R: 79.87% F: 85.42%
+2024-03-25 23:52:37 INFO dev:  loss: nan - UP: 56.21% UR: 20.15% UF: 29.66% P: 53.25% R: 19.09% F: 28.10%
+2024-03-25 23:52:38 INFO test: loss: nan - UP: 49.73% UR: 19.14% UF: 27.64% P: 46.43% R: 17.87% F: 25.81%
+2024-03-25 23:52:38 INFO 0:00:05.436687s elapsed
+2024-03-25 23:52:38 INFO Epoch 60 / 5000:
+2024-03-25 23:52:42 INFO lr: 4.9400e-05 - loss: 0.0017 - UP: 92.37% UR: 82.62% UF: 87.22% P: 92.37% R: 82.62% F: 87.22%
+2024-03-25 23:52:42 INFO dev:  loss: nan - UP: 56.12% UR: 19.94% UF: 29.42% P: 53.43% R: 18.98% F: 28.01%
+2024-03-25 23:52:44 INFO test: loss: nan - UP: 49.68% UR: 17.94% UF: 26.36% P: 46.34% R: 16.73% F: 24.59%
+2024-03-25 23:52:44 INFO 0:00:05.494226s elapsed
+2024-03-25 23:52:44 INFO Epoch 61 / 5000:
+2024-03-25 23:52:47 INFO lr: 4.9390e-05 - loss: nan - UP: 93.40% UR: 82.79% UF: 87.78% P: 93.40% R: 82.79% F: 87.78%
+2024-03-25 23:52:48 INFO dev:  loss: nan - UP: 54.97% UR: 22.27% UF: 31.70% P: 52.36% R: 21.21% F: 30.19%
+2024-03-25 23:52:49 INFO test: loss: nan - UP: 47.90% UR: 19.99% UF: 28.21% P: 44.56% R: 18.59% F: 26.24%
+2024-03-25 23:52:49 INFO 0:00:05.652811s elapsed
+2024-03-25 23:52:49 INFO Epoch 62 / 5000:
+2024-03-25 23:52:53 INFO lr: 4.9380e-05 - loss: nan - UP: 92.75% UR: 84.77% UF: 88.58% P: 92.75% R: 84.77% F: 88.58%
+2024-03-25 23:52:54 INFO dev:  loss: nan - UP: 42.91% UR: 26.30% UF: 32.61% P: 40.31% R: 24.71% F: 30.64%
+2024-03-25 23:52:55 INFO test: loss: nan - UP: 39.31% UR: 24.59% UF: 30.26% P: 36.91% R: 23.09% F: 28.41%
+2024-03-25 23:52:55 INFO 0:00:05.734565s elapsed
+2024-03-25 23:52:55 INFO Epoch 63 / 5000:
+2024-03-25 23:52:59 INFO lr: 4.9370e-05 - loss: nan - UP: 91.62% UR: 86.32% UF: 88.89% P: 91.62% R: 86.32% F: 88.89%
+2024-03-25 23:52:59 INFO dev:  loss: nan - UP: 52.35% UR: 23.65% UF: 32.58% P: 49.06% R: 22.16% F: 30.53%
+2024-03-25 23:53:01 INFO test: loss: nan - UP: 47.60% UR: 22.65% UF: 30.69% P: 44.76% R: 21.30% F: 28.86%
+2024-03-25 23:53:01 INFO 0:00:05.725970s elapsed
+2024-03-25 23:53:01 INFO Epoch 64 / 5000:
+2024-03-25 23:53:05 INFO lr: 4.9360e-05 - loss: 0.0008 - UP: 93.58% UR: 86.79% UF: 90.06% P: 93.58% R: 86.79% F: 90.06%
+2024-03-25 23:53:05 INFO dev:  loss: nan - UP: 55.03% UR: 22.06% UF: 31.49% P: 51.59% R: 20.68% F: 29.52%
+2024-03-25 23:53:07 INFO test: loss: nan - UP: 49.46% UR: 20.26% UF: 28.75% P: 46.52% R: 19.06% F: 27.04%
+2024-03-25 23:53:07 INFO 0:00:05.643802s elapsed
+2024-03-25 23:53:07 INFO Epoch 65 / 5000:
+2024-03-25 23:53:10 INFO lr: 4.9350e-05 - loss: 0.0018 - UP: 93.41% UR: 86.29% UF: 89.71% P: 93.41% R: 86.29% F: 89.71%
+2024-03-25 23:53:11 INFO dev:  loss: nan - UP: 54.31% UR: 22.69% UF: 32.01% P: 51.02% R: 21.31% F: 30.07%
+2024-03-25 23:53:12 INFO test: loss: nan - UP: 49.00% UR: 21.21% UF: 29.61% P: 46.07% R: 19.95% F: 27.84%
+2024-03-25 23:53:12 INFO 0:00:05.625440s elapsed
+2024-03-25 23:53:12 INFO Epoch 66 / 5000:
+2024-03-25 23:53:16 INFO lr: 4.9340e-05 - loss: 0.0022 - UP: 94.30% UR: 88.37% UF: 91.24% P: 94.30% R: 88.37% F: 91.24%
+2024-03-25 23:53:16 INFO dev:  loss: nan - UP: 54.87% UR: 22.69% UF: 32.11% P: 52.31% R: 21.63% F: 30.61%
+2024-03-25 23:53:18 INFO test: loss: nan - UP: 49.19% UR: 21.19% UF: 29.62% P: 46.44% R: 20.01% F: 27.97%
+2024-03-25 23:53:18 INFO 0:00:05.626582s elapsed
+2024-03-25 23:53:18 INFO Epoch 67 / 5000:
+2024-03-25 23:53:21 INFO lr: 4.9330e-05 - loss: 0.0014 - UP: 94.75% UR: 89.21% UF: 91.90% P: 94.75% R: 89.21% F: 91.90%
+2024-03-25 23:53:22 INFO dev:  loss: nan - UP: 53.01% UR: 23.33% UF: 32.40% P: 50.84% R: 22.38% F: 31.08%
+2024-03-25 23:53:23 INFO test: loss: nan - UP: 47.28% UR: 20.77% UF: 28.86% P: 44.64% R: 19.61% F: 27.25%
+2024-03-25 23:53:23 INFO 0:00:05.570635s elapsed
+2024-03-25 23:53:23 INFO Epoch 68 / 5000:
+2024-03-25 23:53:27 INFO lr: 4.9320e-05 - loss: 0.0010 - UP: 95.21% UR: 89.48% UF: 92.25% P: 95.21% R: 89.48% F: 92.25%
+2024-03-25 23:53:27 INFO dev:  loss: nan - UP: 50.65% UR: 24.81% UF: 33.31% P: 48.05% R: 23.54% F: 31.60%
+2024-03-25 23:53:29 INFO test: loss: nan - UP: 45.62% UR: 22.99% UF: 30.57% P: 43.02% R: 21.68% F: 28.83%
+2024-03-25 23:53:29 INFO 0:00:05.582753s elapsed
+2024-03-25 23:53:29 INFO Epoch 69 / 5000:
+2024-03-25 23:53:33 INFO lr: 4.9310e-05 - loss: 0.0018 - UP: 94.44% UR: 89.08% UF: 91.68% P: 94.44% R: 89.08% F: 91.68%
+2024-03-25 23:53:33 INFO dev:  loss: nan - UP: 52.43% UR: 25.13% UF: 33.98% P: 49.78% R: 23.86% F: 32.26%
+2024-03-25 23:53:35 INFO test: loss: nan - UP: 47.39% UR: 22.99% UF: 30.96% P: 44.43% R: 21.55% F: 29.02%
+2024-03-25 23:53:35 INFO 0:00:05.595190s elapsed
+2024-03-25 23:53:35 INFO Epoch 70 / 5000:
+2024-03-25 23:53:38 INFO lr: 4.9300e-05 - loss: 0.0033 - UP: 87.69% UR: 73.48% UF: 79.96% P: 87.69% R: 73.48% F: 79.96%
+2024-03-25 23:53:39 INFO dev:  loss: nan - UP: 42.17% UR: 19.41% UF: 26.58% P: 38.94% R: 17.92% F: 24.55%
+2024-03-25 23:53:40 INFO test: loss: nan - UP: 40.31% UR: 19.82% UF: 26.57% P: 37.04% R: 18.21% F: 24.42%
+2024-03-25 23:53:40 INFO 0:00:05.570082s elapsed
+2024-03-25 23:53:40 INFO Epoch 71 / 5000:
+2024-03-25 23:53:44 INFO lr: 4.9290e-05 - loss: 0.0010 - UP: 89.08% UR: 80.91% UF: 84.80% P: 89.05% R: 80.87% F: 84.76%
+2024-03-25 23:53:44 INFO dev:  loss: nan - UP: 52.69% UR: 20.78% UF: 29.81% P: 49.46% R: 19.51% F: 27.98%
+2024-03-25 23:53:46 INFO test: loss: nan - UP: 47.95% UR: 19.54% UF: 27.77% P: 45.36% R: 18.49% F: 26.27%
+2024-03-25 23:53:46 INFO 0:00:05.517373s elapsed
+2024-03-25 23:53:46 INFO Epoch 72 / 5000:
+2024-03-25 23:53:49 INFO lr: 4.9280e-05 - loss: 0.0007 - UP: 93.19% UR: 76.30% UF: 83.90% P: 93.10% R: 76.24% F: 83.83%
+2024-03-25 23:53:50 INFO dev:  loss: nan - UP: 46.49% UR: 20.36% UF: 28.32% P: 44.07% R: 19.30% F: 26.84%
+2024-03-25 23:53:51 INFO test: loss: nan - UP: 41.60% UR: 20.52% UF: 27.48% P: 39.03% R: 19.25% F: 25.78%
+2024-03-25 23:53:51 INFO 0:00:05.501092s elapsed
+2024-03-25 23:53:51 INFO Epoch 73 / 5000:
+2024-03-25 23:53:55 INFO lr: 4.9270e-05 - loss: 0.0018 - UP: 92.16% UR: 81.01% UF: 86.23% P: 92.12% R: 80.97% F: 86.19%
+2024-03-25 23:53:55 INFO dev:  loss: nan - UP: 49.07% UR: 25.24% UF: 33.33% P: 46.80% R: 24.07% F: 31.79%
+2024-03-25 23:53:57 INFO test: loss: nan - UP: 42.73% UR: 25.76% UF: 32.14% P: 40.80% R: 24.59% F: 30.69%
+2024-03-25 23:53:57 INFO 0:00:05.523389s elapsed
+2024-03-25 23:53:57 INFO Epoch 74 / 5000:
+2024-03-25 23:54:00 INFO lr: 4.9260e-05 - loss: 0.0010 - UP: 93.48% UR: 84.77% UF: 88.91% P: 93.48% R: 84.77% F: 88.91%
+2024-03-25 23:54:01 INFO dev:  loss: nan - UP: 51.74% UR: 25.24% UF: 33.93% P: 49.35% R: 24.07% F: 32.36%
+2024-03-25 23:54:02 INFO test: loss: nan - UP: 47.77% UR: 24.42% UF: 32.32% P: 45.37% R: 23.20% F: 30.70%
+2024-03-25 23:54:02 INFO 0:00:05.472370s elapsed
+2024-03-25 23:54:02 INFO Epoch 75 / 5000:
+2024-03-25 23:54:06 INFO lr: 4.9250e-05 - loss: 0.0015 - UP: 94.29% UR: 89.95% UF: 92.07% P: 94.29% R: 89.95% F: 92.07%
+2024-03-25 23:54:06 INFO dev:  loss: nan - UP: 53.76% UR: 24.28% UF: 33.46% P: 51.17% R: 23.12% F: 31.85%
+2024-03-25 23:54:08 INFO test: loss: nan - UP: 48.56% UR: 23.83% UF: 31.97% P: 46.19% R: 22.67% F: 30.41%
+2024-03-25 23:54:08 INFO 0:00:05.493752s elapsed
+2024-03-25 23:54:08 INFO Epoch 76 / 5000:
+2024-03-25 23:54:11 INFO lr: 4.9240e-05 - loss: nan - UP: 94.81% UR: 90.89% UF: 92.81% P: 94.81% R: 90.89% F: 92.81%
+2024-03-25 23:54:12 INFO dev:  loss: nan - UP: 53.35% UR: 24.50% UF: 33.58% P: 50.35% R: 23.12% F: 31.69%
+2024-03-25 23:54:13 INFO test: loss: nan - UP: 46.62% UR: 22.12% UF: 30.00% P: 43.99% R: 20.87% F: 28.31%
+2024-03-25 23:54:13 INFO 0:00:05.496632s elapsed
+2024-03-25 23:54:13 INFO Epoch 77 / 5000:
+2024-03-25 23:54:17 INFO lr: 4.9230e-05 - loss: 0.0033 - UP: 95.00% UR: 88.74% UF: 91.76% P: 94.82% R: 88.57% F: 91.59%
+2024-03-25 23:54:17 INFO dev:  loss: nan - UP: 44.65% UR: 28.74% UF: 34.97% P: 42.17% R: 27.15% F: 33.03%
+2024-03-25 23:54:19 INFO test: loss: nan - UP: 40.88% UR: 25.84% UF: 31.66% P: 38.27% R: 24.19% F: 29.64%
+2024-03-25 23:54:19 INFO 0:00:05.473284s elapsed
+2024-03-25 23:54:19 INFO Epoch 78 / 5000:
+2024-03-25 23:54:22 INFO lr: 4.9220e-05 - loss: 0.0004 - UP: 86.33% UR: 79.19% UF: 82.61% P: 86.04% R: 78.92% F: 82.33%
+2024-03-25 23:54:23 INFO dev:  loss: nan - UP: 44.38% UR: 16.76% UF: 24.33% P: 39.89% R: 15.06% F: 21.86%
+2024-03-25 23:54:24 INFO test: loss: nan - UP: 45.91% UR: 15.40% UF: 23.07% P: 41.81% R: 14.03% F: 21.01%
+2024-03-25 23:54:24 INFO 0:00:05.489898s elapsed
+2024-03-25 23:54:24 INFO Epoch 79 / 5000:
+2024-03-25 23:54:28 INFO lr: 4.9210e-05 - loss: 0.0194 - UP: 75.96% UR: 54.39% UF: 63.39% P: 75.16% R: 53.82% F: 62.72%
+2024-03-25 23:54:28 INFO dev:  loss: nan - UP: 42.65% UR: 15.69% UF: 22.95% P: 38.62% R: 14.21% F: 20.78%
+2024-03-25 23:54:30 INFO test: loss: nan - UP: 32.86% UR: 14.32% UF: 19.95% P: 30.00% R: 13.08% F: 18.22%
+2024-03-25 23:54:30 INFO 0:00:05.462565s elapsed
+2024-03-25 23:54:30 INFO Epoch 80 / 5000:
+2024-03-25 23:54:33 INFO lr: 4.9200e-05 - loss: 0.0351 - UP: 81.93% UR: 54.86% UF: 65.71% P: 80.72% R: 54.05% F: 64.75%
+2024-03-25 23:54:33 INFO dev:  loss: nan - UP: 26.33% UR: 24.60% UF: 25.44% P: 25.31% R: 23.65% F: 24.45%
+2024-03-25 23:54:35 INFO test: loss: nan - UP: 25.65% UR: 22.29% UF: 23.85% P: 24.14% R: 20.98% F: 22.45%
+2024-03-25 23:54:35 INFO 0:00:05.461847s elapsed
+2024-03-25 23:54:35 INFO Epoch 81 / 5000:
+2024-03-25 23:54:39 INFO lr: 4.9190e-05 - loss: 0.0157 - UP: 81.90% UR: 61.28% UF: 70.10% P: 81.45% R: 60.94% F: 69.72%
+2024-03-25 23:54:39 INFO dev:  loss: nan - UP: 42.20% UR: 21.53% UF: 28.51% P: 41.16% R: 21.00% F: 27.81%
+2024-03-25 23:54:40 INFO test: loss: nan - UP: 34.83% UR: 19.40% UF: 24.92% P: 33.27% R: 18.53% F: 23.80%
+2024-03-25 23:54:40 INFO 0:00:05.458478s elapsed
+2024-03-25 23:54:40 INFO Epoch 82 / 5000:
+2024-03-25 23:54:44 INFO lr: 4.9180e-05 - loss: 0.0105 - UP: 63.04% UR: 43.56% UF: 51.52% P: 62.60% R: 43.26% F: 51.16%
+2024-03-25 23:54:44 INFO dev:  loss: nan - UP: 33.55% UR: 27.78% UF: 30.39% P: 30.22% R: 25.03% F: 27.38%
+2024-03-25 23:54:46 INFO test: loss: nan - UP: 30.66% UR: 26.77% UF: 28.58% P: 28.19% R: 24.61% F: 26.28%
+2024-03-25 23:54:46 INFO 0:00:05.461919s elapsed
+2024-03-25 23:54:46 INFO Epoch 83 / 5000:
+2024-03-25 23:54:49 INFO lr: 4.9170e-05 - loss: 0.0127 - UP: 69.37% UR: 28.77% UF: 40.67% P: 68.72% R: 28.50% F: 40.29%
+2024-03-25 23:54:50 INFO dev:  loss: nan - UP: 45.32% UR: 15.91% UF: 23.55% P: 43.20% R: 15.16% F: 22.45%
+2024-03-25 23:54:51 INFO test: loss: nan - UP: 37.67% UR: 17.45% UF: 23.85% P: 35.80% R: 16.59% F: 22.67%
+2024-03-25 23:54:51 INFO 0:00:05.476542s elapsed
+2024-03-25 23:55:00 INFO Epoch 53 saved
+2024-03-25 23:55:00 INFO dev:  UP: 47.94% UR: 28.31% UF: 35.60% P: 44.88% R: 26.51% F: 33.33%
+2024-03-25 23:55:00 INFO test: UP: 38.11% UR: 27.17% UF: 31.73% P: 35.33% R: 25.18% F: 29.41%
+2024-03-25 23:55:00 INFO 0:07:36.482160s elapsed, 0:00:05.499785s/epoch

models/mpqa/sdp_random/20/model_vi_mpqa_xlm_9 ADDED Viewed

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models/mpqa/sdp_random/20/model_vi_mpqa_xlm_9.train.log ADDED Viewed

	@@ -0,0 +1,571 @@

+2024-03-25 23:36:08 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
+batch_size           |              3000
+update_steps         |               1
+mode                 |             train
+path                 | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/20/model_vi_mpqa_xlm_9
+device               |               0
+seed                 |               1
+threads              |               16
+local_rank           |               -1
+feat                 |              None
+build                |              True
+checkpoint           |             False
+encoder              |              bert
+max_len              |              None
+buckets              |               32
+train                | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/20/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/20/dev.conllu
+test                 | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
+embed                |     data/glove.6B.100d.txt
+unk                  |              unk
+n_embed              |              100
+n_embed_proj         |              125
+bert                 |        xlm-roberta-base
+inference            |              mfvi
+---------------------+-------------------------------
+2024-03-25 23:36:08 INFO Building the fields
+2024-03-25 23:36:09 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-03-25 23:36:09 INFO Building the model
+2024-03-25 23:36:12 INFO VISemanticDependencyModel(
+  (encoder): TransformerEmbedding(xlm-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)
+)
+2024-03-25 23:36:12 INFO Loading the data
+2024-03-25 23:36:15 INFO
+train: Dataset(n_sentences=1173, n_batches=32, n_buckets=32)
+dev:   Dataset(n_sentences=411, n_batches=32, n_buckets=32)
+test:  Dataset(n_sentences=2112, n_batches=35, n_buckets=32)
+2024-03-25 23:36:15 INFO Epoch 1 / 5000:
+2024-03-25 23:36:19 INFO lr: 4.9990e-05 - loss: 0.0949 - UP:  0.35% UR:  3.50% UF:  0.63% P:  0.03% R:  0.30% F:  0.05%
+2024-03-25 23:36:20 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:36:21 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:36:21 INFO 0:00:06.056375s elapsed
+2024-03-25 23:36:21 INFO Epoch 2 / 5000:
+2024-03-25 23:36:25 INFO lr: 4.9980e-05 - loss: 0.1050 - UP:  0.50% UR:  0.03% UF:  0.06% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:36:25 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:36:27 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:36:27 INFO 0:00:05.405080s elapsed
+2024-03-25 23:36:27 INFO Epoch 3 / 5000:
+2024-03-25 23:36:30 INFO lr: 4.9970e-05 - loss: 0.0339 - UP:  0.69% UR:  0.03% UF:  0.06% P:  0.69% R:  0.03% F:  0.06%
+2024-03-25 23:36:31 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:36:32 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:36:32 INFO 0:00:05.389396s elapsed
+2024-03-25 23:36:32 INFO Epoch 4 / 5000:
+2024-03-25 23:36:36 INFO lr: 4.9960e-05 - loss: 0.0513 - UP:  4.71% UR:  0.27% UF:  0.51% P:  4.12% R:  0.24% F:  0.45%
+2024-03-25 23:36:36 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:36:38 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-25 23:36:38 INFO 0:00:05.444510s elapsed
+2024-03-25 23:36:38 INFO Epoch 5 / 5000:
+2024-03-25 23:36:41 INFO lr: 4.9950e-05 - loss: 0.0250 - UP: 60.00% UR:  0.81% UF:  1.59% P: 55.00% R:  0.74% F:  1.46%
+2024-03-25 23:36:41 INFO dev:  loss: nan - UP: 86.67% UR:  1.38% UF:  2.71% P: 80.00% R:  1.27% F:  2.51%
+2024-03-25 23:36:43 INFO test: loss: nan - UP: 70.45% UR:  1.31% UF:  2.57% P: 60.23% R:  1.12% F:  2.20%
+2024-03-25 23:36:48 INFO 0:00:05.433270s elapsed (saved)
+2024-03-25 23:36:48 INFO Epoch 6 / 5000:
+2024-03-25 23:36:51 INFO lr: 4.9940e-05 - loss: 0.0269 - UP: 29.41% UR:  2.02% UF:  3.77% P: 28.92% R:  1.98% F:  3.71%
+2024-03-25 23:36:52 INFO dev:  loss: nan - UP: 83.33% UR:  1.06% UF:  2.09% P: 75.00% R:  0.95% F:  1.88%
+2024-03-25 23:36:53 INFO test: loss: nan - UP: 67.68% UR:  1.42% UF:  2.77% P: 58.59% R:  1.23% F:  2.40%
+2024-03-25 23:36:53 INFO 0:00:05.433130s elapsed
+2024-03-25 23:36:53 INFO Epoch 7 / 5000:
+2024-03-25 23:36:57 INFO lr: 4.9930e-05 - loss: 0.0265 - UP: 16.67% UR:  1.65% UF:  3.00% P: 15.65% R:  1.55% F:  2.81%
+2024-03-25 23:36:57 INFO dev:  loss: nan - UP: 33.33% UR:  0.11% UF:  0.21% P: 33.33% R:  0.11% F:  0.21%
+2024-03-25 23:36:58 INFO test: loss: nan - UP: 57.89% UR:  0.46% UF:  0.92% P: 52.63% R:  0.42% F:  0.84%
+2024-03-25 23:36:58 INFO 0:00:05.440873s elapsed
+2024-03-25 23:36:58 INFO Epoch 8 / 5000:
+2024-03-25 23:37:02 INFO lr: 4.9920e-05 - loss: 0.0062 - UP: 23.11% UR:  1.85% UF:  3.42% P: 21.85% R:  1.75% F:  3.24%
+2024-03-25 23:37:02 INFO dev:  loss: nan - UP: 75.00% UR:  0.64% UF:  1.26% P: 37.50% R:  0.32% F:  0.63%
+2024-03-25 23:37:04 INFO test: loss: nan - UP: 60.49% UR:  1.04% UF:  2.04% P: 53.09% R:  0.91% F:  1.79%
+2024-03-25 23:37:04 INFO 0:00:05.463094s elapsed
+2024-03-25 23:37:04 INFO Epoch 9 / 5000:
+2024-03-25 23:37:07 INFO lr: 4.9910e-05 - loss: 0.0187 - UP: 19.74% UR:  2.59% UF:  4.58% P: 18.97% R:  2.49% F:  4.40%
+2024-03-25 23:37:08 INFO dev:  loss: nan - UP: 42.86% UR:  0.64% UF:  1.25% P: 42.86% R:  0.64% F:  1.25%
+2024-03-25 23:37:09 INFO test: loss: nan - UP: 38.62% UR:  1.54% UF:  2.97% P: 33.86% R:  1.35% F:  2.60%
+2024-03-25 23:37:09 INFO 0:00:05.476090s elapsed
+2024-03-25 23:37:09 INFO Epoch 10 / 5000:
+2024-03-25 23:37:13 INFO lr: 4.9900e-05 - loss: nan - UP: 45.60% UR:  5.92% UF: 10.47% P: 45.08% R:  5.85% F: 10.35%
+2024-03-25 23:37:13 INFO dev:  loss: nan - UP: 55.56% UR:  2.65% UF:  5.06% P: 48.89% R:  2.33% F:  4.45%
+2024-03-25 23:37:15 INFO test: loss: nan - UP: 56.89% UR:  3.40% UF:  6.42% P: 43.82% R:  2.62% F:  4.94%
+2024-03-25 23:37:22 INFO 0:00:05.529934s elapsed (saved)
+2024-03-25 23:37:22 INFO Epoch 11 / 5000:
+2024-03-25 23:37:25 INFO lr: 4.9890e-05 - loss: 0.0195 - UP: 47.09% UR:  6.25% UF: 11.04% P: 46.58% R:  6.18% F: 10.92%
+2024-03-25 23:37:26 INFO dev:  loss: nan - UP: 88.89% UR:  0.85% UF:  1.68% P: 66.67% R:  0.64% F:  1.26%
+2024-03-25 23:37:27 INFO test: loss: nan - UP: 67.74% UR:  0.89% UF:  1.75% P: 54.84% R:  0.72% F:  1.42%
+2024-03-25 23:37:27 INFO 0:00:05.435317s elapsed
+2024-03-25 23:37:27 INFO Epoch 12 / 5000:
+2024-03-25 23:37:31 INFO lr: 4.9880e-05 - loss: 0.0075 - UP: 59.83% UR: 11.66% UF: 19.52% P: 59.66% R: 11.63% F: 19.47%
+2024-03-25 23:37:31 INFO dev:  loss: nan - UP: 62.79% UR:  2.86% UF:  5.48% P: 55.81% R:  2.55% F:  4.87%
+2024-03-25 23:37:33 INFO test: loss: nan - UP: 59.34% UR:  3.42% UF:  6.47% P: 49.08% R:  2.83% F:  5.35%
+2024-03-25 23:37:39 INFO 0:00:05.436297s elapsed (saved)
+2024-03-25 23:37:39 INFO Epoch 13 / 5000:
+2024-03-25 23:37:43 INFO lr: 4.9870e-05 - loss: 0.0194 - UP: 59.44% UR:  9.31% UF: 16.10% P: 58.80% R:  9.21% F: 15.93%
+2024-03-25 23:37:43 INFO dev:  loss: nan - UP: 77.78% UR:  0.74% UF:  1.47% P: 55.56% R:  0.53% F:  1.05%
+2024-03-25 23:37:45 INFO test: loss: nan - UP: 81.63% UR:  0.85% UF:  1.67% P: 71.43% R:  0.74% F:  1.46%
+2024-03-25 23:37:45 INFO 0:00:05.463773s elapsed
+2024-03-25 23:37:45 INFO Epoch 14 / 5000:
+2024-03-25 23:37:48 INFO lr: 4.9860e-05 - loss: 0.0072 - UP: 50.95% UR:  9.95% UF: 16.65% P: 50.95% R:  9.95% F: 16.65%
+2024-03-25 23:37:49 INFO dev:  loss: nan - UP: 58.04% UR:  6.89% UF: 12.32% P: 50.00% R:  5.94% F: 10.62%
+2024-03-25 23:37:50 INFO test: loss: nan - UP: 49.02% UR:  6.32% UF: 11.19% P: 40.66% R:  5.24% F:  9.28%
+2024-03-25 23:37:57 INFO 0:00:05.452107s elapsed (saved)
+2024-03-25 23:37:57 INFO Epoch 15 / 5000:
+2024-03-25 23:38:01 INFO lr: 4.9850e-05 - loss: 0.0058 - UP: 66.19% UR: 13.95% UF: 23.04% P: 65.71% R: 13.85% F: 22.88%
+2024-03-25 23:38:01 INFO dev:  loss: nan - UP: 56.39% UR:  7.95% UF: 13.94% P: 48.12% R:  6.79% F: 11.90%
+2024-03-25 23:38:02 INFO test: loss: nan - UP: 41.19% UR:  7.61% UF: 12.84% P: 35.47% R:  6.55% F: 11.06%
+2024-03-25 23:38:09 INFO 0:00:05.453697s elapsed (saved)
+2024-03-25 23:38:09 INFO Epoch 16 / 5000:
+2024-03-25 23:38:13 INFO lr: 4.9840e-05 - loss: 0.0148 - UP: 60.03% UR: 11.66% UF: 19.53% P: 59.52% R: 11.56% F: 19.36%
+2024-03-25 23:38:13 INFO dev:  loss: nan - UP: 53.57% UR:  4.77% UF:  8.76% P: 44.05% R:  3.92% F:  7.21%
+2024-03-25 23:38:15 INFO test: loss: nan - UP: 51.22% UR:  5.32% UF:  9.65% P: 42.89% R:  4.46% F:  8.08%
+2024-03-25 23:38:15 INFO 0:00:05.430313s elapsed
+2024-03-25 23:38:15 INFO Epoch 17 / 5000:
+2024-03-25 23:38:18 INFO lr: 4.9830e-05 - loss: 0.0333 - UP: 74.39% UR: 21.38% UF: 33.21% P: 74.39% R: 21.38% F: 33.21%
+2024-03-25 23:38:18 INFO dev:  loss: nan - UP: 51.49% UR: 14.63% UF: 22.79% P: 48.88% R: 13.89% F: 21.64%
+2024-03-25 23:38:20 INFO test: loss: nan - UP: 36.38% UR: 11.68% UF: 17.69% P: 33.22% R: 10.67% F: 16.15%
+2024-03-25 23:38:27 INFO 0:00:05.414823s elapsed (saved)
+2024-03-25 23:38:27 INFO Epoch 18 / 5000:
+2024-03-25 23:38:30 INFO lr: 4.9820e-05 - loss: 0.0052 - UP: 69.78% UR: 25.85% UF: 37.72% P: 69.78% R: 25.85% F: 37.72%
+2024-03-25 23:38:31 INFO dev:  loss: nan - UP: 63.08% UR:  4.35% UF:  8.13% P: 56.92% R:  3.92% F:  7.34%
+2024-03-25 23:38:32 INFO test: loss: nan - UP: 61.10% UR:  7.04% UF: 12.62% P: 55.05% R:  6.34% F: 11.37%
+2024-03-25 23:38:32 INFO 0:00:05.435510s elapsed
+2024-03-25 23:38:32 INFO Epoch 19 / 5000:
+2024-03-25 23:38:36 INFO lr: 4.9810e-05 - loss: 0.0256 - UP: 66.82% UR: 25.11% UF: 36.50% P: 66.73% R: 25.08% F: 36.45%
+2024-03-25 23:38:36 INFO dev:  loss: nan - UP: 50.30% UR:  8.91% UF: 15.14% P: 44.91% R:  7.95% F: 13.51%
+2024-03-25 23:38:38 INFO test: loss: nan - UP: 44.78% UR:  8.79% UF: 14.69% P: 38.86% R:  7.63% F: 12.75%
+2024-03-25 23:38:38 INFO 0:00:05.465681s elapsed
+2024-03-25 23:38:38 INFO Epoch 20 / 5000:
+2024-03-25 23:38:41 INFO lr: 4.9800e-05 - loss: nan - UP: 67.38% UR: 22.35% UF: 33.57% P: 66.97% R: 22.22% F: 33.37%
+2024-03-25 23:38:42 INFO dev:  loss: nan - UP: 50.63% UR:  4.24% UF:  7.83% P: 43.04% R:  3.61% F:  6.65%
+2024-03-25 23:38:43 INFO test: loss: nan - UP: 51.44% UR:  7.16% UF: 12.57% P: 46.28% R:  6.44% F: 11.31%
+2024-03-25 23:38:43 INFO 0:00:05.462263s elapsed
+2024-03-25 23:38:43 INFO Epoch 21 / 5000:
+2024-03-25 23:38:47 INFO lr: 4.9790e-05 - loss: 0.0181 - UP: 75.06% UR: 22.55% UF: 34.69% P: 75.06% R: 22.55% F: 34.69%
+2024-03-25 23:38:47 INFO dev:  loss: nan - UP: 63.64% UR:  5.94% UF: 10.86% P: 51.14% R:  4.77% F:  8.73%
+2024-03-25 23:38:49 INFO test: loss: nan - UP: 51.76% UR:  6.51% UF: 11.56% P: 44.37% R:  5.58% F:  9.91%
+2024-03-25 23:38:49 INFO 0:00:05.484585s elapsed
+2024-03-25 23:38:49 INFO Epoch 22 / 5000:
+2024-03-25 23:38:52 INFO lr: 4.9780e-05 - loss: 0.0085 - UP: 73.93% UR: 24.87% UF: 37.22% P: 73.43% R: 24.71% F: 36.97%
+2024-03-25 23:38:53 INFO dev:  loss: nan - UP: 55.19% UR: 14.10% UF: 22.47% P: 50.21% R: 12.83% F: 20.44%
+2024-03-25 23:38:54 INFO test: loss: nan - UP: 41.49% UR: 12.00% UF: 18.62% P: 38.42% R: 11.11% F: 17.24%
+2024-03-25 23:38:54 INFO 0:00:05.480054s elapsed
+2024-03-25 23:38:54 INFO Epoch 23 / 5000:
+2024-03-25 23:38:58 INFO lr: 4.9770e-05 - loss: nan - UP: 79.51% UR: 38.22% UF: 51.62% P: 79.51% R: 38.22% F: 51.62%
+2024-03-25 23:38:58 INFO dev:  loss: nan - UP: 59.15% UR:  8.91% UF: 15.48% P: 50.00% R:  7.53% F: 13.09%
+2024-03-25 23:39:00 INFO test: loss: nan - UP: 47.21% UR: 10.71% UF: 17.46% P: 43.30% R:  9.82% F: 16.02%
+2024-03-25 23:39:00 INFO 0:00:05.522582s elapsed
+2024-03-25 23:39:00 INFO Epoch 24 / 5000:
+2024-03-25 23:39:03 INFO lr: 4.9760e-05 - loss: nan - UP: 68.40% UR: 30.92% UF: 42.59% P: 68.10% R: 30.79% F: 42.41%
+2024-03-25 23:39:04 INFO dev:  loss: nan - UP: 33.47% UR: 17.60% UF: 23.07% P: 31.65% R: 16.65% F: 21.82%
+2024-03-25 23:39:05 INFO test: loss: nan - UP: 32.86% UR: 19.04% UF: 24.11% P: 31.44% R: 18.21% F: 23.06%
+2024-03-25 23:39:12 INFO 0:00:05.522331s elapsed (saved)
+2024-03-25 23:39:12 INFO Epoch 25 / 5000:
+2024-03-25 23:39:15 INFO lr: 4.9750e-05 - loss: 0.0182 - UP: 60.97% UR: 25.31% UF: 35.77% P: 60.40% R: 25.08% F: 35.44%
+2024-03-25 23:39:16 INFO dev:  loss: nan - UP: 42.48% UR: 13.79% UF: 20.82% P: 37.58% R: 12.20% F: 18.41%
+2024-03-25 23:39:17 INFO test: loss: nan - UP: 41.29% UR: 16.97% UF: 24.05% P: 39.43% R: 16.21% F: 22.97%
+2024-03-25 23:39:17 INFO 0:00:05.481307s elapsed
+2024-03-25 23:39:17 INFO Epoch 26 / 5000:
+2024-03-25 23:39:21 INFO lr: 4.9740e-05 - loss: 0.0041 - UP: 77.38% UR: 28.64% UF: 41.81% P: 77.38% R: 28.64% F: 41.81%
+2024-03-25 23:39:21 INFO dev:  loss: nan - UP: 48.51% UR: 13.79% UF: 21.47% P: 45.15% R: 12.83% F: 19.98%
+2024-03-25 23:39:22 INFO test: loss: nan - UP: 41.76% UR: 17.24% UF: 24.41% P: 39.56% R: 16.33% F: 23.12%
+2024-03-25 23:39:22 INFO 0:00:05.424388s elapsed
+2024-03-25 23:39:22 INFO Epoch 27 / 5000:
+2024-03-25 23:39:26 INFO lr: 4.9730e-05 - loss: 0.0113 - UP: 75.02% UR: 41.28% UF: 53.25% P: 74.95% R: 41.24% F: 53.21%
+2024-03-25 23:39:26 INFO dev:  loss: nan - UP: 62.50% UR:  4.24% UF:  7.94% P: 60.94% R:  4.14% F:  7.75%
+2024-03-25 23:39:28 INFO test: loss: nan - UP: 58.02% UR:  6.95% UF: 12.42% P: 54.14% R:  6.49% F: 11.58%
+2024-03-25 23:39:28 INFO 0:00:05.497886s elapsed
+2024-03-25 23:39:28 INFO Epoch 28 / 5000:
+2024-03-25 23:39:31 INFO lr: 4.9720e-05 - loss: nan - UP: 79.11% UR: 34.62% UF: 48.16% P: 79.03% R: 34.59% F: 48.12%
+2024-03-25 23:39:32 INFO dev:  loss: nan - UP: 37.83% UR: 22.91% UF: 28.53% P: 35.03% R: 21.21% F: 26.42%
+2024-03-25 23:39:33 INFO test: loss: nan - UP: 29.11% UR: 22.29% UF: 25.25% P: 27.12% R: 20.77% F: 23.53%
+2024-03-25 23:39:40 INFO 0:00:05.489044s elapsed (saved)
+2024-03-25 23:39:40 INFO Epoch 29 / 5000:
+2024-03-25 23:39:44 INFO lr: 4.9710e-05 - loss: 0.0693 - UP: 64.17% UR: 27.09% UF: 38.10% P: 64.01% R: 27.03% F: 38.01%
+2024-03-25 23:39:44 INFO dev:  loss: nan - UP: 40.05% UR: 16.22% UF: 23.09% P: 38.48% R: 15.59% F: 22.19%
+2024-03-25 23:39:46 INFO test: loss: nan - UP: 34.34% UR: 15.36% UF: 21.23% P: 32.36% R: 14.47% F: 20.00%
+2024-03-25 23:39:46 INFO 0:00:05.404813s elapsed
+2024-03-25 23:39:46 INFO Epoch 30 / 5000:
+2024-03-25 23:39:49 INFO lr: 4.9700e-05 - loss: 0.0058 - UP: 65.26% UR: 26.08% UF: 37.27% P: 64.93% R: 25.95% F: 37.08%
+2024-03-25 23:39:50 INFO dev:  loss: nan - UP: 50.41% UR:  6.47% UF: 11.47% P: 44.63% R:  5.73% F: 10.15%
+2024-03-25 23:39:51 INFO test: loss: nan - UP: 53.01% UR:  8.37% UF: 14.45% P: 45.11% R:  7.12% F: 12.30%
+2024-03-25 23:39:51 INFO 0:00:05.402074s elapsed
+2024-03-25 23:39:51 INFO Epoch 31 / 5000:
+2024-03-25 23:39:55 INFO lr: 4.9690e-05 - loss: 0.0203 - UP: 72.98% UR: 32.13% UF: 44.62% P: 72.90% R: 32.10% F: 44.57%
+2024-03-25 23:39:55 INFO dev:  loss: nan - UP: 57.41% UR:  9.86% UF: 16.83% P: 51.85% R:  8.91% F: 15.20%
+2024-03-25 23:39:57 INFO test: loss: nan - UP: 45.40% UR: 11.37% UF: 18.18% P: 40.51% R: 10.14% F: 16.22%
+2024-03-25 23:39:57 INFO 0:00:05.416536s elapsed
+2024-03-25 23:39:57 INFO Epoch 32 / 5000:
+2024-03-25 23:40:00 INFO lr: 4.9680e-05 - loss: 0.0073 - UP: 76.58% UR: 42.66% UF: 54.79% P: 76.52% R: 42.62% F: 54.75%
+2024-03-25 23:40:01 INFO dev:  loss: nan - UP: 49.85% UR: 17.71% UF: 26.13% P: 46.87% R: 16.65% F: 24.57%
+2024-03-25 23:40:02 INFO test: loss: nan - UP: 40.21% UR: 17.66% UF: 24.54% P: 37.18% R: 16.33% F: 22.70%
+2024-03-25 23:40:02 INFO 0:00:05.450950s elapsed
+2024-03-25 23:40:02 INFO Epoch 33 / 5000:
+2024-03-25 23:40:06 INFO lr: 4.9670e-05 - loss: 0.0028 - UP: 79.93% UR: 48.20% UF: 60.14% P: 79.93% R: 48.20% F: 60.14%
+2024-03-25 23:40:06 INFO dev:  loss: nan - UP: 53.30% UR: 12.83% UF: 20.68% P: 49.78% R: 11.98% F: 19.32%
+2024-03-25 23:40:08 INFO test: loss: nan - UP: 46.46% UR: 13.86% UF: 21.35% P: 42.49% R: 12.68% F: 19.53%
+2024-03-25 23:40:08 INFO 0:00:05.500125s elapsed
+2024-03-25 23:40:08 INFO Epoch 34 / 5000:
+2024-03-25 23:40:11 INFO lr: 4.9660e-05 - loss: 0.0031 - UP: 82.72% UR: 47.80% UF: 60.59% P: 82.72% R: 47.80% F: 60.59%
+2024-03-25 23:40:12 INFO dev:  loss: nan - UP: 50.97% UR: 16.65% UF: 25.10% P: 48.05% R: 15.69% F: 23.66%
+2024-03-25 23:40:13 INFO test: loss: nan - UP: 43.81% UR: 15.70% UF: 23.11% P: 40.98% R: 14.68% F: 21.62%
+2024-03-25 23:40:13 INFO 0:00:05.537856s elapsed
+2024-03-25 23:40:13 INFO Epoch 35 / 5000:
+2024-03-25 23:40:17 INFO lr: 4.9650e-05 - loss: 0.0026 - UP: 81.35% UR: 52.50% UF: 63.82% P: 81.30% R: 52.47% F: 63.78%
+2024-03-25 23:40:17 INFO dev:  loss: nan - UP: 51.54% UR: 17.71% UF: 26.36% P: 49.38% R: 16.97% F: 25.26%
+2024-03-25 23:40:19 INFO test: loss: nan - UP: 43.37% UR: 16.99% UF: 24.41% P: 40.94% R: 16.04% F: 23.05%
+2024-03-25 23:40:19 INFO 0:00:05.742973s elapsed
+2024-03-25 23:40:19 INFO Epoch 36 / 5000:
+2024-03-25 23:40:23 INFO lr: 4.9640e-05 - loss: 0.0096 - UP: 82.30% UR: 58.62% UF: 68.47% P: 82.26% R: 58.59% F: 68.43%
+2024-03-25 23:40:23 INFO dev:  loss: nan - UP: 51.22% UR: 17.82% UF: 26.44% P: 47.26% R: 16.44% F: 24.39%
+2024-03-25 23:40:25 INFO test: loss: nan - UP: 43.75% UR: 18.28% UF: 25.78% P: 40.36% R: 16.86% F: 23.79%
+2024-03-25 23:40:25 INFO 0:00:05.809964s elapsed
+2024-03-25 23:40:25 INFO Epoch 37 / 5000:
+2024-03-25 23:40:28 INFO lr: 4.9630e-05 - loss: 0.0017 - UP: 83.74% UR: 51.23% UF: 63.57% P: 83.68% R: 51.19% F: 63.52%
+2024-03-25 23:40:29 INFO dev:  loss: nan - UP: 44.58% UR: 19.19% UF: 26.83% P: 42.36% R: 18.24% F: 25.50%
+2024-03-25 23:40:30 INFO test: loss: nan - UP: 42.03% UR: 20.79% UF: 27.82% P: 39.60% R: 19.59% F: 26.21%
+2024-03-25 23:40:30 INFO 0:00:05.652008s elapsed
+2024-03-25 23:40:30 INFO Epoch 38 / 5000:
+2024-03-25 23:40:34 INFO lr: 4.9620e-05 - loss: 0.0036 - UP: 84.56% UR: 57.61% UF: 68.53% P: 84.51% R: 57.58% F: 68.49%
+2024-03-25 23:40:34 INFO dev:  loss: nan - UP: 56.92% UR: 15.69% UF: 24.61% P: 52.69% R: 14.53% F: 22.78%
+2024-03-25 23:40:36 INFO test: loss: nan - UP: 47.98% UR: 17.30% UF: 25.43% P: 44.46% R: 16.04% F: 23.57%
+2024-03-25 23:40:36 INFO 0:00:05.697494s elapsed
+2024-03-25 23:40:36 INFO Epoch 39 / 5000:
+2024-03-25 23:40:40 INFO lr: 4.9610e-05 - loss: 0.0032 - UP: 84.94% UR: 60.27% UF: 70.51% P: 84.94% R: 60.27% F: 70.51%
+2024-03-25 23:40:40 INFO dev:  loss: nan - UP: 54.55% UR: 18.45% UF: 27.58% P: 50.78% R: 17.18% F: 25.67%
+2024-03-25 23:40:42 INFO test: loss: nan - UP: 45.35% UR: 19.18% UF: 26.96% P: 42.21% R: 17.85% F: 25.09%
+2024-03-25 23:40:42 INFO 0:00:05.656558s elapsed
+2024-03-25 23:40:42 INFO Epoch 40 / 5000:
+2024-03-25 23:40:45 INFO lr: 4.9600e-05 - loss: 0.0032 - UP: 85.35% UR: 65.82% UF: 74.32% P: 85.35% R: 65.82% F: 74.32%
+2024-03-25 23:40:46 INFO dev:  loss: nan - UP: 57.65% UR: 17.18% UF: 26.47% P: 54.09% R: 16.12% F: 24.84%
+2024-03-25 23:40:47 INFO test: loss: nan - UP: 47.28% UR: 17.60% UF: 25.65% P: 44.15% R: 16.44% F: 23.96%
+2024-03-25 23:40:47 INFO 0:00:05.619740s elapsed
+2024-03-25 23:40:47 INFO Epoch 41 / 5000:
+2024-03-25 23:40:51 INFO lr: 4.9590e-05 - loss: 0.0073 - UP: 86.12% UR: 67.60% UF: 75.74% P: 86.12% R: 67.60% F: 75.74%
+2024-03-25 23:40:51 INFO dev:  loss: nan - UP: 49.77% UR: 23.01% UF: 31.47% P: 46.33% R: 21.42% F: 29.30%
+2024-03-25 23:40:53 INFO test: loss: nan - UP: 42.27% UR: 23.22% UF: 29.97% P: 39.42% R: 21.66% F: 27.96%
+2024-03-25 23:40:59 INFO 0:00:05.631971s elapsed (saved)
+2024-03-25 23:40:59 INFO Epoch 42 / 5000:
+2024-03-25 23:41:03 INFO lr: 4.9580e-05 - loss: 0.0071 - UP: 87.20% UR: 70.96% UF: 78.24% P: 87.20% R: 70.96% F: 78.24%
+2024-03-25 23:41:03 INFO dev:  loss: nan - UP: 57.43% UR: 18.45% UF: 27.93% P: 54.13% R: 17.39% F: 26.32%
+2024-03-25 23:41:05 INFO test: loss: nan - UP: 47.14% UR: 18.49% UF: 26.56% P: 44.56% R: 17.47% F: 25.10%
+2024-03-25 23:41:05 INFO 0:00:05.427995s elapsed
+2024-03-25 23:41:05 INFO Epoch 43 / 5000:
+2024-03-25 23:41:08 INFO lr: 4.9570e-05 - loss: 0.0023 - UP: 87.97% UR: 70.08% UF: 78.02% P: 87.97% R: 70.08% F: 78.02%
+2024-03-25 23:41:09 INFO dev:  loss: nan - UP: 55.20% UR: 21.95% UF: 31.41% P: 52.80% R: 21.00% F: 30.05%
+2024-03-25 23:41:10 INFO test: loss: nan - UP: 44.85% UR: 21.42% UF: 29.00% P: 42.37% R: 20.24% F: 27.39%
+2024-03-25 23:41:17 INFO 0:00:05.400924s elapsed (saved)
+2024-03-25 23:41:17 INFO Epoch 44 / 5000:
+2024-03-25 23:41:21 INFO lr: 4.9560e-05 - loss: 0.0037 - UP: 88.30% UR: 69.98% UF: 78.08% P: 88.25% R: 69.95% F: 78.04%
+2024-03-25 23:41:21 INFO dev:  loss: nan - UP: 50.11% UR: 23.65% UF: 32.13% P: 47.87% R: 22.59% F: 30.69%
+2024-03-25 23:41:23 INFO test: loss: nan - UP: 42.69% UR: 24.42% UF: 31.07% P: 40.62% R: 23.24% F: 29.57%
+2024-03-25 23:41:30 INFO 0:00:05.383710s elapsed (saved)
+2024-03-25 23:41:30 INFO Epoch 45 / 5000:
+2024-03-25 23:41:33 INFO lr: 4.9550e-05 - loss: nan - UP: 88.93% UR: 72.67% UF: 79.99% P: 88.89% R: 72.64% F: 79.95%
+2024-03-25 23:41:33 INFO dev:  loss: nan - UP: 49.77% UR: 22.69% UF: 31.17% P: 47.44% R: 21.63% F: 29.72%
+2024-03-25 23:41:35 INFO test: loss: nan - UP: 44.34% UR: 23.26% UF: 30.52% P: 41.68% R: 21.87% F: 28.69%
+2024-03-25 23:41:35 INFO 0:00:05.387291s elapsed
+2024-03-25 23:41:35 INFO Epoch 46 / 5000:
+2024-03-25 23:41:38 INFO lr: 4.9540e-05 - loss: 0.0021 - UP: 89.25% UR: 73.98% UF: 80.90% P: 89.25% R: 73.98% F: 80.90%
+2024-03-25 23:41:39 INFO dev:  loss: nan - UP: 48.08% UR: 25.24% UF: 33.10% P: 45.66% R: 23.97% F: 31.43%
+2024-03-25 23:41:40 INFO test: loss: nan - UP: 43.16% UR: 26.41% UF: 32.77% P: 40.71% R: 24.91% F: 30.91%
+2024-03-25 23:41:47 INFO 0:00:05.379595s elapsed (saved)
+2024-03-25 23:41:47 INFO Epoch 47 / 5000:
+2024-03-25 23:41:50 INFO lr: 4.9530e-05 - loss: 0.0012 - UP: 89.56% UR: 76.40% UF: 82.46% P: 89.56% R: 76.40% F: 82.46%
+2024-03-25 23:41:51 INFO dev:  loss: nan - UP: 51.59% UR: 22.38% UF: 31.21% P: 48.90% R: 21.21% F: 29.59%
+2024-03-25 23:41:52 INFO test: loss: nan - UP: 45.82% UR: 22.84% UF: 30.49% P: 42.86% R: 21.36% F: 28.51%
+2024-03-25 23:41:52 INFO 0:00:05.421358s elapsed
+2024-03-25 23:41:52 INFO Epoch 48 / 5000:
+2024-03-25 23:41:56 INFO lr: 4.9520e-05 - loss: 0.0017 - UP: 89.70% UR: 78.42% UF: 83.68% P: 89.70% R: 78.42% F: 83.68%
+2024-03-25 23:41:56 INFO dev:  loss: nan - UP: 56.97% UR: 20.36% UF: 30.00% P: 54.60% R: 19.51% F: 28.75%
+2024-03-25 23:41:58 INFO test: loss: nan - UP: 50.23% UR: 20.41% UF: 29.03% P: 47.37% R: 19.25% F: 27.37%
+2024-03-25 23:41:58 INFO 0:00:05.412519s elapsed
+2024-03-25 23:41:58 INFO Epoch 49 / 5000:
+2024-03-25 23:42:01 INFO lr: 4.9510e-05 - loss: nan - UP: 90.80% UR: 77.98% UF: 83.91% P: 90.80% R: 77.98% F: 83.91%
+2024-03-25 23:42:02 INFO dev:  loss: nan - UP: 56.86% UR: 21.53% UF: 31.23% P: 53.50% R: 20.25% F: 29.38%
+2024-03-25 23:42:03 INFO test: loss: nan - UP: 50.66% UR: 21.21% UF: 29.90% P: 47.43% R: 19.86% F: 28.00%
+2024-03-25 23:42:03 INFO 0:00:05.424679s elapsed
+2024-03-25 23:42:03 INFO Epoch 50 / 5000:
+2024-03-25 23:42:07 INFO lr: 4.9500e-05 - loss: 0.0012 - UP: 91.00% UR: 80.24% UF: 85.28% P: 91.00% R: 80.24% F: 85.28%
+2024-03-25 23:42:07 INFO dev:  loss: nan - UP: 55.30% UR: 22.69% UF: 32.18% P: 52.20% R: 21.42% F: 30.38%
+2024-03-25 23:42:09 INFO test: loss: nan - UP: 48.69% UR: 21.95% UF: 30.26% P: 45.64% R: 20.58% F: 28.37%
+2024-03-25 23:42:09 INFO 0:00:05.437357s elapsed
+2024-03-25 23:42:09 INFO Epoch 51 / 5000:
+2024-03-25 23:42:12 INFO lr: 4.9490e-05 - loss: 0.0008 - UP: 92.45% UR: 81.92% UF: 86.87% P: 92.41% R: 81.88% F: 86.83%
+2024-03-25 23:42:12 INFO dev:  loss: nan - UP: 53.75% UR: 22.06% UF: 31.28% P: 51.68% R: 21.21% F: 30.08%
+2024-03-25 23:42:14 INFO test: loss: nan - UP: 47.21% UR: 21.99% UF: 30.01% P: 44.44% R: 20.71% F: 28.25%
+2024-03-25 23:42:14 INFO 0:00:05.457835s elapsed
+2024-03-25 23:42:14 INFO Epoch 52 / 5000:
+2024-03-25 23:42:18 INFO lr: 4.9480e-05 - loss: nan - UP: 91.31% UR: 81.21% UF: 85.96% P: 91.27% R: 81.18% F: 85.93%
+2024-03-25 23:42:18 INFO dev:  loss: nan - UP: 55.39% UR: 23.97% UF: 33.46% P: 52.70% R: 22.80% F: 31.83%
+2024-03-25 23:42:19 INFO test: loss: nan - UP: 48.33% UR: 22.67% UF: 30.86% P: 45.59% R: 21.38% F: 29.11%
+2024-03-25 23:42:26 INFO 0:00:05.465693s elapsed (saved)
+2024-03-25 23:42:26 INFO Epoch 53 / 5000:
+2024-03-25 23:42:29 INFO lr: 4.9470e-05 - loss: 0.0011 - UP: 89.65% UR: 77.48% UF: 83.12% P: 89.34% R: 77.21% F: 82.83%
+2024-03-25 23:42:30 INFO dev:  loss: nan - UP: 47.94% UR: 28.31% UF: 35.60% P: 44.88% R: 26.51% F: 33.33%
+2024-03-25 23:42:31 INFO test: loss: nan - UP: 38.11% UR: 27.17% UF: 31.73% P: 35.33% R: 25.18% F: 29.41%
+2024-03-25 23:42:38 INFO 0:00:05.441107s elapsed (saved)
+2024-03-25 23:42:38 INFO Epoch 54 / 5000:
+2024-03-25 23:42:42 INFO lr: 4.9460e-05 - loss: 0.0203 - UP: 87.94% UR: 77.45% UF: 82.36% P: 86.53% R: 76.20% F: 81.04%
+2024-03-25 23:42:42 INFO dev:  loss: nan - UP: 48.07% UR: 22.48% UF: 30.64% P: 44.44% R: 20.78% F: 28.32%
+2024-03-25 23:42:43 INFO test: loss: nan - UP: 43.01% UR: 22.80% UF: 29.80% P: 39.14% R: 20.75% F: 27.12%
+2024-03-25 23:42:43 INFO 0:00:05.439827s elapsed
+2024-03-25 23:42:43 INFO Epoch 55 / 5000:
+2024-03-25 23:42:47 INFO lr: 4.9450e-05 - loss: 0.0103 - UP: 85.26% UR: 69.82% UF: 76.77% P: 84.03% R: 68.81% F: 75.66%
+2024-03-25 23:42:47 INFO dev:  loss: nan - UP: 53.12% UR: 18.98% UF: 27.97% P: 48.37% R: 17.29% F: 25.47%
+2024-03-25 23:42:49 INFO test: loss: nan - UP: 44.43% UR: 17.28% UF: 24.89% P: 40.90% R: 15.91% F: 22.91%
+2024-03-25 23:42:49 INFO 0:00:05.454555s elapsed
+2024-03-25 23:42:49 INFO Epoch 56 / 5000:
+2024-03-25 23:42:52 INFO lr: 4.9440e-05 - loss: 0.0048 - UP: 88.97% UR: 70.22% UF: 78.49% P: 88.46% R: 69.82% F: 78.04%
+2024-03-25 23:42:53 INFO dev:  loss: nan - UP: 58.08% UR: 14.10% UF: 22.70% P: 55.46% R: 13.47% F: 21.67%
+2024-03-25 23:42:54 INFO test: loss: nan - UP: 51.44% UR: 14.37% UF: 22.46% P: 47.66% R: 13.31% F: 20.81%
+2024-03-25 23:42:54 INFO 0:00:05.427750s elapsed
+2024-03-25 23:42:54 INFO Epoch 57 / 5000:
+2024-03-25 23:42:58 INFO lr: 4.9430e-05 - loss: 0.0061 - UP: 90.80% UR: 74.32% UF: 81.74% P: 90.60% R: 74.15% F: 81.55%
+2024-03-25 23:42:58 INFO dev:  loss: nan - UP: 51.36% UR: 21.95% UF: 30.76% P: 48.14% R: 20.57% F: 28.83%
+2024-03-25 23:43:00 INFO test: loss: nan - UP: 45.01% UR: 22.37% UF: 29.89% P: 41.86% R: 20.81% F: 27.80%
+2024-03-25 23:43:00 INFO 0:00:05.441832s elapsed
+2024-03-25 23:43:00 INFO Epoch 58 / 5000:
+2024-03-25 23:43:03 INFO lr: 4.9420e-05 - loss: nan - UP: 86.86% UR: 77.55% UF: 81.94% P: 86.86% R: 77.55% F: 81.94%
+2024-03-25 23:43:04 INFO dev:  loss: nan - UP: 47.98% UR: 23.97% UF: 31.97% P: 45.44% R: 22.69% F: 30.27%
+2024-03-25 23:43:05 INFO test: loss: nan - UP: 43.45% UR: 22.42% UF: 29.57% P: 40.42% R: 20.85% F: 27.51%
+2024-03-25 23:43:05 INFO 0:00:05.451503s elapsed
+2024-03-25 23:43:05 INFO Epoch 59 / 5000:
+2024-03-25 23:43:09 INFO lr: 4.9410e-05 - loss: 0.0015 - UP: 91.81% UR: 79.87% UF: 85.42% P: 91.81% R: 79.87% F: 85.42%
+2024-03-25 23:43:09 INFO dev:  loss: nan - UP: 56.21% UR: 20.15% UF: 29.66% P: 53.25% R: 19.09% F: 28.10%
+2024-03-25 23:43:11 INFO test: loss: nan - UP: 49.73% UR: 19.14% UF: 27.64% P: 46.43% R: 17.87% F: 25.81%
+2024-03-25 23:43:11 INFO 0:00:05.497267s elapsed
+2024-03-25 23:43:11 INFO Epoch 60 / 5000:
+2024-03-25 23:43:14 INFO lr: 4.9400e-05 - loss: 0.0017 - UP: 92.37% UR: 82.62% UF: 87.22% P: 92.37% R: 82.62% F: 87.22%
+2024-03-25 23:43:15 INFO dev:  loss: nan - UP: 56.12% UR: 19.94% UF: 29.42% P: 53.43% R: 18.98% F: 28.01%
+2024-03-25 23:43:16 INFO test: loss: nan - UP: 49.68% UR: 17.94% UF: 26.36% P: 46.34% R: 16.73% F: 24.59%
+2024-03-25 23:43:16 INFO 0:00:05.562551s elapsed
+2024-03-25 23:43:16 INFO Epoch 61 / 5000:
+2024-03-25 23:43:20 INFO lr: 4.9390e-05 - loss: nan - UP: 93.40% UR: 82.79% UF: 87.78% P: 93.40% R: 82.79% F: 87.78%
+2024-03-25 23:43:20 INFO dev:  loss: nan - UP: 54.97% UR: 22.27% UF: 31.70% P: 52.36% R: 21.21% F: 30.19%
+2024-03-25 23:43:22 INFO test: loss: nan - UP: 47.90% UR: 19.99% UF: 28.21% P: 44.56% R: 18.59% F: 26.24%
+2024-03-25 23:43:22 INFO 0:00:05.620286s elapsed
+2024-03-25 23:43:22 INFO Epoch 62 / 5000:
+2024-03-25 23:43:26 INFO lr: 4.9380e-05 - loss: nan - UP: 92.75% UR: 84.77% UF: 88.58% P: 92.75% R: 84.77% F: 88.58%
+2024-03-25 23:43:26 INFO dev:  loss: nan - UP: 42.91% UR: 26.30% UF: 32.61% P: 40.31% R: 24.71% F: 30.64%
+2024-03-25 23:43:28 INFO test: loss: nan - UP: 39.31% UR: 24.59% UF: 30.26% P: 36.91% R: 23.09% F: 28.41%
+2024-03-25 23:43:28 INFO 0:00:05.745587s elapsed
+2024-03-25 23:43:28 INFO Epoch 63 / 5000:
+2024-03-25 23:43:31 INFO lr: 4.9370e-05 - loss: nan - UP: 91.62% UR: 86.32% UF: 88.89% P: 91.62% R: 86.32% F: 88.89%
+2024-03-25 23:43:32 INFO dev:  loss: nan - UP: 52.35% UR: 23.65% UF: 32.58% P: 49.06% R: 22.16% F: 30.53%
+2024-03-25 23:43:33 INFO test: loss: nan - UP: 47.60% UR: 22.65% UF: 30.69% P: 44.76% R: 21.30% F: 28.86%
+2024-03-25 23:43:33 INFO 0:00:05.730610s elapsed
+2024-03-25 23:43:33 INFO Epoch 64 / 5000:
+2024-03-25 23:43:37 INFO lr: 4.9360e-05 - loss: 0.0008 - UP: 93.58% UR: 86.79% UF: 90.06% P: 93.58% R: 86.79% F: 90.06%
+2024-03-25 23:43:37 INFO dev:  loss: nan - UP: 55.03% UR: 22.06% UF: 31.49% P: 51.59% R: 20.68% F: 29.52%
+2024-03-25 23:43:39 INFO test: loss: nan - UP: 49.46% UR: 20.26% UF: 28.75% P: 46.52% R: 19.06% F: 27.04%
+2024-03-25 23:43:39 INFO 0:00:05.665545s elapsed
+2024-03-25 23:43:39 INFO Epoch 65 / 5000:
+2024-03-25 23:43:43 INFO lr: 4.9350e-05 - loss: 0.0018 - UP: 93.41% UR: 86.29% UF: 89.71% P: 93.41% R: 86.29% F: 89.71%
+2024-03-25 23:43:43 INFO dev:  loss: nan - UP: 54.31% UR: 22.69% UF: 32.01% P: 51.02% R: 21.31% F: 30.07%
+2024-03-25 23:43:45 INFO test: loss: nan - UP: 49.00% UR: 21.21% UF: 29.61% P: 46.07% R: 19.95% F: 27.84%
+2024-03-25 23:43:45 INFO 0:00:05.648726s elapsed
+2024-03-25 23:43:45 INFO Epoch 66 / 5000:
+2024-03-25 23:43:48 INFO lr: 4.9340e-05 - loss: 0.0022 - UP: 94.30% UR: 88.37% UF: 91.24% P: 94.30% R: 88.37% F: 91.24%
+2024-03-25 23:43:49 INFO dev:  loss: nan - UP: 54.87% UR: 22.69% UF: 32.11% P: 52.31% R: 21.63% F: 30.61%
+2024-03-25 23:43:50 INFO test: loss: nan - UP: 49.19% UR: 21.19% UF: 29.62% P: 46.44% R: 20.01% F: 27.97%
+2024-03-25 23:43:50 INFO 0:00:05.660838s elapsed
+2024-03-25 23:43:50 INFO Epoch 67 / 5000:
+2024-03-25 23:43:54 INFO lr: 4.9330e-05 - loss: 0.0014 - UP: 94.75% UR: 89.21% UF: 91.90% P: 94.75% R: 89.21% F: 91.90%
+2024-03-25 23:43:54 INFO dev:  loss: nan - UP: 53.01% UR: 23.33% UF: 32.40% P: 50.84% R: 22.38% F: 31.08%
+2024-03-25 23:43:56 INFO test: loss: nan - UP: 47.28% UR: 20.77% UF: 28.86% P: 44.64% R: 19.61% F: 27.25%
+2024-03-25 23:43:56 INFO 0:00:05.629317s elapsed
+2024-03-25 23:43:56 INFO Epoch 68 / 5000:
+2024-03-25 23:44:00 INFO lr: 4.9320e-05 - loss: 0.0010 - UP: 95.21% UR: 89.48% UF: 92.25% P: 95.21% R: 89.48% F: 92.25%
+2024-03-25 23:44:00 INFO dev:  loss: nan - UP: 50.65% UR: 24.81% UF: 33.31% P: 48.05% R: 23.54% F: 31.60%
+2024-03-25 23:44:02 INFO test: loss: nan - UP: 45.62% UR: 22.99% UF: 30.57% P: 43.02% R: 21.68% F: 28.83%
+2024-03-25 23:44:02 INFO 0:00:05.623961s elapsed
+2024-03-25 23:44:02 INFO Epoch 69 / 5000:
+2024-03-25 23:44:05 INFO lr: 4.9310e-05 - loss: 0.0018 - UP: 94.44% UR: 89.08% UF: 91.68% P: 94.44% R: 89.08% F: 91.68%
+2024-03-25 23:44:06 INFO dev:  loss: nan - UP: 52.43% UR: 25.13% UF: 33.98% P: 49.78% R: 23.86% F: 32.26%
+2024-03-25 23:44:07 INFO test: loss: nan - UP: 47.39% UR: 22.99% UF: 30.96% P: 44.43% R: 21.55% F: 29.02%
+2024-03-25 23:44:07 INFO 0:00:05.598821s elapsed
+2024-03-25 23:44:07 INFO Epoch 70 / 5000:
+2024-03-25 23:44:11 INFO lr: 4.9300e-05 - loss: 0.0033 - UP: 87.69% UR: 73.48% UF: 79.96% P: 87.69% R: 73.48% F: 79.96%
+2024-03-25 23:44:11 INFO dev:  loss: nan - UP: 42.17% UR: 19.41% UF: 26.58% P: 38.94% R: 17.92% F: 24.55%
+2024-03-25 23:44:13 INFO test: loss: nan - UP: 40.31% UR: 19.82% UF: 26.57% P: 37.04% R: 18.21% F: 24.42%
+2024-03-25 23:44:13 INFO 0:00:05.595126s elapsed
+2024-03-25 23:44:13 INFO Epoch 71 / 5000:
+2024-03-25 23:44:16 INFO lr: 4.9290e-05 - loss: 0.0010 - UP: 89.08% UR: 80.91% UF: 84.80% P: 89.05% R: 80.87% F: 84.76%
+2024-03-25 23:44:17 INFO dev:  loss: nan - UP: 52.69% UR: 20.78% UF: 29.81% P: 49.46% R: 19.51% F: 27.98%
+2024-03-25 23:44:18 INFO test: loss: nan - UP: 47.95% UR: 19.54% UF: 27.77% P: 45.36% R: 18.49% F: 26.27%
+2024-03-25 23:44:18 INFO 0:00:05.579314s elapsed
+2024-03-25 23:44:18 INFO Epoch 72 / 5000:
+2024-03-25 23:44:22 INFO lr: 4.9280e-05 - loss: 0.0007 - UP: 93.19% UR: 76.30% UF: 83.90% P: 93.10% R: 76.24% F: 83.83%
+2024-03-25 23:44:22 INFO dev:  loss: nan - UP: 46.49% UR: 20.36% UF: 28.32% P: 44.07% R: 19.30% F: 26.84%
+2024-03-25 23:44:24 INFO test: loss: nan - UP: 41.60% UR: 20.52% UF: 27.48% P: 39.03% R: 19.25% F: 25.78%
+2024-03-25 23:44:24 INFO 0:00:05.554043s elapsed
+2024-03-25 23:44:24 INFO Epoch 73 / 5000:
+2024-03-25 23:44:28 INFO lr: 4.9270e-05 - loss: 0.0018 - UP: 92.16% UR: 81.01% UF: 86.23% P: 92.12% R: 80.97% F: 86.19%
+2024-03-25 23:44:28 INFO dev:  loss: nan - UP: 49.07% UR: 25.24% UF: 33.33% P: 46.80% R: 24.07% F: 31.79%
+2024-03-25 23:44:30 INFO test: loss: nan - UP: 42.73% UR: 25.76% UF: 32.14% P: 40.80% R: 24.59% F: 30.69%
+2024-03-25 23:44:30 INFO 0:00:05.559898s elapsed
+2024-03-25 23:44:30 INFO Epoch 74 / 5000:
+2024-03-25 23:44:33 INFO lr: 4.9260e-05 - loss: 0.0010 - UP: 93.48% UR: 84.77% UF: 88.91% P: 93.48% R: 84.77% F: 88.91%
+2024-03-25 23:44:34 INFO dev:  loss: nan - UP: 51.74% UR: 25.24% UF: 33.93% P: 49.35% R: 24.07% F: 32.36%
+2024-03-25 23:44:35 INFO test: loss: nan - UP: 47.77% UR: 24.42% UF: 32.32% P: 45.37% R: 23.20% F: 30.70%
+2024-03-25 23:44:35 INFO 0:00:05.543740s elapsed
+2024-03-25 23:44:35 INFO Epoch 75 / 5000:
+2024-03-25 23:44:39 INFO lr: 4.9250e-05 - loss: 0.0015 - UP: 94.29% UR: 89.95% UF: 92.07% P: 94.29% R: 89.95% F: 92.07%
+2024-03-25 23:44:39 INFO dev:  loss: nan - UP: 53.76% UR: 24.28% UF: 33.46% P: 51.17% R: 23.12% F: 31.85%
+2024-03-25 23:44:41 INFO test: loss: nan - UP: 48.56% UR: 23.83% UF: 31.97% P: 46.19% R: 22.67% F: 30.41%
+2024-03-25 23:44:41 INFO 0:00:05.522893s elapsed
+2024-03-25 23:44:41 INFO Epoch 76 / 5000:
+2024-03-25 23:44:44 INFO lr: 4.9240e-05 - loss: nan - UP: 94.81% UR: 90.89% UF: 92.81% P: 94.81% R: 90.89% F: 92.81%
+2024-03-25 23:44:45 INFO dev:  loss: nan - UP: 53.35% UR: 24.50% UF: 33.58% P: 50.35% R: 23.12% F: 31.69%
+2024-03-25 23:44:46 INFO test: loss: nan - UP: 46.62% UR: 22.12% UF: 30.00% P: 43.99% R: 20.87% F: 28.31%
+2024-03-25 23:44:46 INFO 0:00:05.536461s elapsed
+2024-03-25 23:44:46 INFO Epoch 77 / 5000:
+2024-03-25 23:44:50 INFO lr: 4.9230e-05 - loss: 0.0033 - UP: 95.00% UR: 88.74% UF: 91.76% P: 94.82% R: 88.57% F: 91.59%
+2024-03-25 23:44:50 INFO dev:  loss: nan - UP: 44.65% UR: 28.74% UF: 34.97% P: 42.17% R: 27.15% F: 33.03%
+2024-03-25 23:44:52 INFO test: loss: nan - UP: 40.88% UR: 25.84% UF: 31.66% P: 38.27% R: 24.19% F: 29.64%
+2024-03-25 23:44:52 INFO 0:00:05.517894s elapsed
+2024-03-25 23:44:52 INFO Epoch 78 / 5000:
+2024-03-25 23:44:55 INFO lr: 4.9220e-05 - loss: 0.0004 - UP: 86.33% UR: 79.19% UF: 82.61% P: 86.04% R: 78.92% F: 82.33%
+2024-03-25 23:44:56 INFO dev:  loss: nan - UP: 44.38% UR: 16.76% UF: 24.33% P: 39.89% R: 15.06% F: 21.86%
+2024-03-25 23:44:57 INFO test: loss: nan - UP: 45.91% UR: 15.40% UF: 23.07% P: 41.81% R: 14.03% F: 21.01%
+2024-03-25 23:44:57 INFO 0:00:05.541885s elapsed
+2024-03-25 23:44:57 INFO Epoch 79 / 5000:
+2024-03-25 23:45:01 INFO lr: 4.9210e-05 - loss: 0.0194 - UP: 75.96% UR: 54.39% UF: 63.39% P: 75.16% R: 53.82% F: 62.72%
+2024-03-25 23:45:01 INFO dev:  loss: nan - UP: 42.65% UR: 15.69% UF: 22.95% P: 38.62% R: 14.21% F: 20.78%
+2024-03-25 23:45:03 INFO test: loss: nan - UP: 32.86% UR: 14.32% UF: 19.95% P: 30.00% R: 13.08% F: 18.22%
+2024-03-25 23:45:03 INFO 0:00:05.533638s elapsed
+2024-03-25 23:45:03 INFO Epoch 80 / 5000:
+2024-03-25 23:45:06 INFO lr: 4.9200e-05 - loss: 0.0351 - UP: 81.93% UR: 54.86% UF: 65.71% P: 80.72% R: 54.05% F: 64.75%
+2024-03-25 23:45:07 INFO dev:  loss: nan - UP: 26.33% UR: 24.60% UF: 25.44% P: 25.31% R: 23.65% F: 24.45%
+2024-03-25 23:45:08 INFO test: loss: nan - UP: 25.65% UR: 22.29% UF: 23.85% P: 24.14% R: 20.98% F: 22.45%
+2024-03-25 23:45:08 INFO 0:00:05.542061s elapsed
+2024-03-25 23:45:08 INFO Epoch 81 / 5000:
+2024-03-25 23:45:12 INFO lr: 4.9190e-05 - loss: 0.0157 - UP: 81.90% UR: 61.28% UF: 70.10% P: 81.45% R: 60.94% F: 69.72%
+2024-03-25 23:45:12 INFO dev:  loss: nan - UP: 42.20% UR: 21.53% UF: 28.51% P: 41.16% R: 21.00% F: 27.81%
+2024-03-25 23:45:14 INFO test: loss: nan - UP: 34.83% UR: 19.40% UF: 24.92% P: 33.27% R: 18.53% F: 23.80%
+2024-03-25 23:45:14 INFO 0:00:05.518059s elapsed
+2024-03-25 23:45:14 INFO Epoch 82 / 5000:
+2024-03-25 23:45:17 INFO lr: 4.9180e-05 - loss: 0.0105 - UP: 63.04% UR: 43.56% UF: 51.52% P: 62.60% R: 43.26% F: 51.16%
+2024-03-25 23:45:18 INFO dev:  loss: nan - UP: 33.55% UR: 27.78% UF: 30.39% P: 30.22% R: 25.03% F: 27.38%
+2024-03-25 23:45:19 INFO test: loss: nan - UP: 30.66% UR: 26.77% UF: 28.58% P: 28.19% R: 24.61% F: 26.28%
+2024-03-25 23:45:19 INFO 0:00:05.519731s elapsed
+2024-03-25 23:45:19 INFO Epoch 83 / 5000:
+2024-03-25 23:45:23 INFO lr: 4.9170e-05 - loss: 0.0127 - UP: 69.37% UR: 28.77% UF: 40.67% P: 68.72% R: 28.50% F: 40.29%
+2024-03-25 23:45:23 INFO dev:  loss: nan - UP: 45.32% UR: 15.91% UF: 23.55% P: 43.20% R: 15.16% F: 22.45%
+2024-03-25 23:45:25 INFO test: loss: nan - UP: 37.67% UR: 17.45% UF: 23.85% P: 35.80% R: 16.59% F: 22.67%
+2024-03-25 23:45:25 INFO 0:00:05.539845s elapsed
+2024-03-25 23:45:34 INFO Epoch 53 saved
+2024-03-25 23:45:34 INFO dev:  UP: 47.94% UR: 28.31% UF: 35.60% P: 44.88% R: 26.51% F: 33.33%
+2024-03-25 23:45:34 INFO test: UP: 38.11% UR: 27.17% UF: 31.73% P: 35.33% R: 25.18% F: 29.41%
+2024-03-25 23:45:34 INFO 0:07:37.790399s elapsed, 0:00:05.515547s/epoch