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@@ -2682,3 +2682,6 @@ models/mpqa/sdp_byLength_desc/60/model_vi_mpqa_roberta_6 filter=lfs diff=lfs mer
 models/mpqa/sdp_byLength_desc/60/model_vi_mpqa_xlm_10 filter=lfs diff=lfs merge=lfs -text
 models/mpqa/sdp_byLength_desc/60/model_vi_mpqa_xlm_6 filter=lfs diff=lfs merge=lfs -text
 models/mpqa/sdp_byLength_desc/60/model_vi_mpqa_xlm_9 filter=lfs diff=lfs merge=lfs -text
+models/mpqa/sdp_byLength_desc/80/model_vi_mpqa_xlm_10 filter=lfs diff=lfs merge=lfs -text
+models/mpqa/sdp_byLength_desc/80/model_vi_mpqa_xlm_6 filter=lfs diff=lfs merge=lfs -text
+models/mpqa/sdp_byLength_desc/80/model_vi_mpqa_xlm_9 filter=lfs diff=lfs merge=lfs -text

models/mpqa/sdp_byLength_desc/80/model_vi_mpqa_roberta_6

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:31d38806c0181808162cbd27959765986333d70fca9949835bd77763c8f4d35e
-size 1674789127
+oid sha256:7b473277688759d94ebc0f8c7c508dce487a614de9f90e36acdc24f04e259f3f
+size 560509047

models/mpqa/sdp_byLength_desc/80/model_vi_mpqa_roberta_6.train.log

@@ -1,4 +1,4 @@
-2023-12-31 23:00:14 INFO 
+2024-03-24 05:22:47 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_byLength_desc/80/model_vi_mpqa_roberta_6
-device               |               1               
+device               |               0               
 seed                 |               1               
 threads              |               16              
 local_rank           |               -1              
@@ -35,13 +35,13 @@ bert                 |          roberta-base
 inference            |              mfvi             
 ---------------------+-------------------------------
 
-2023-12-31 23:00:14 INFO Building the fields
-2023-12-31 23:00:15 INFO CoNLL(
+2024-03-24 05:22:47 INFO Building the fields
+2024-03-24 05:22:47 INFO CoNLL(
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
  (labels): ChartField()
 )
-2023-12-31 23:00:15 INFO Building the model
-2023-12-31 23:00:18 INFO VISemanticDependencyModel(
+2024-03-24 05:22:47 INFO Building the model
+2024-03-24 05:22:49 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)
@@ -60,46 +60,883 @@ inference            |              mfvi
   (inference): SemanticDependencyMFVI(max_iter=3)
 )
 
-2023-12-31 23:00:18 INFO Loading the data
-2023-12-31 23:00:28 INFO 
+2024-03-24 05:22:49 INFO Loading the data
+2024-03-24 05:22:58 INFO 
 train: Dataset(n_sentences=4697, n_batches=40, n_buckets=32)
 dev:   Dataset(n_sentences=1649, n_batches=32, n_buckets=32)
 test:  Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
 
-2023-12-31 23:00:28 INFO Epoch 1 / 5000:
-2023-12-31 23:00:49 INFO lr: 4.9990e-05 - loss: 0.0665 - UP:  0.57% UR:  4.05% UF:  1.00% P:  0.06% R:  0.42% F:  0.10%
-2023-12-31 23:00:53 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2023-12-31 23:00:56 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2023-12-31 23:00:56 INFO 0:00:27.813557s elapsed
-
-2023-12-31 23:00:56 INFO Epoch 2 / 5000:
-2023-12-31 23:01:16 INFO lr: 4.9980e-05 - loss: 0.0527 - UP:  0.44% UR:  0.01% UF:  0.01% P:  0.44% R:  0.01% F:  0.01%
-2023-12-31 23:01:19 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2023-12-31 23:01:22 INFO test: loss: nan - UP: 14.29% UR:  0.04% UF:  0.08% P: 14.29% R:  0.04% F:  0.08%
-2023-12-31 23:01:22 INFO 0:00:26.342837s elapsed
-
-2023-12-31 23:01:22 INFO Epoch 3 / 5000:
-2023-12-31 23:01:42 INFO lr: 4.9970e-05 - loss: 0.0473 - UP:  8.66% UR:  0.15% UF:  0.29% P:  7.87% R:  0.13% F:  0.26%
-2023-12-31 23:01:45 INFO dev:  loss: nan - UP: 100.00% UR:  0.09% UF:  0.18% P: 75.00% R:  0.07% F:  0.13%
-2023-12-31 23:01:48 INFO test: loss: nan - UP: 100.00% UR:  0.02% UF:  0.04% P: 100.00% R:  0.02% F:  0.04%
-2023-12-31 23:01:50 INFO 0:00:26.017394s elapsed (saved)
-
-2023-12-31 23:01:50 INFO Epoch 4 / 5000:
-2023-12-31 23:02:10 INFO lr: 4.9960e-05 - loss: 0.0283 - UP: 33.69% UR:  1.69% UF:  3.21% P: 33.16% R:  1.66% F:  3.16%
-2023-12-31 23:02:13 INFO dev:  loss: nan - UP: 51.95% UR:  0.90% UF:  1.77% P: 50.65% R:  0.88% F:  1.72%
-2023-12-31 23:02:16 INFO test: loss: nan - UP: 63.29% UR:  1.06% UF:  2.08% P: 56.96% R:  0.95% F:  1.87%
-2023-12-31 23:02:19 INFO 0:00:26.226316s elapsed (saved)
-
-2023-12-31 23:02:19 INFO Epoch 5 / 5000:
-2023-12-31 23:02:39 INFO lr: 4.9950e-05 - loss: 0.0025 - UP: 40.68% UR:  4.09% UF:  7.44% P: 39.48% R:  3.97% F:  7.22%
-2023-12-31 23:02:42 INFO dev:  loss: nan - UP: 56.47% UR:  3.24% UF:  6.12% P: 54.12% R:  3.10% F:  5.86%
-2023-12-31 23:02:45 INFO test: loss: nan - UP: 57.84% UR:  3.51% UF:  6.61% P: 50.52% R:  3.06% F:  5.78%
-2023-12-31 23:02:47 INFO 0:00:26.186731s elapsed (saved)
-
-2023-12-31 23:02:47 INFO Epoch 6 / 5000:
-2023-12-31 23:03:07 INFO lr: 4.9940e-05 - loss: 0.0185 - UP: 54.37% UR:  8.21% UF: 14.27% P: 53.22% R:  8.04% F: 13.96%
-2023-12-31 23:03:10 INFO dev:  loss: nan - UP: 61.13% UR:  4.13% UF:  7.74% P: 58.80% R:  3.98% F:  7.45%
-2023-12-31 23:03:13 INFO test: loss: nan - UP: 60.16% UR:  4.63% UF:  8.59% P: 56.04% R:  4.31% F:  8.00%
-2023-12-31 23:03:16 INFO 0:00:26.039335s elapsed (saved)
-
-2023-12-31 23:03:16 INFO Epoch 7 / 5000:
+2024-03-24 05:22:58 INFO Epoch 1 / 5000:
+2024-03-24 05:23:09 INFO lr: 4.9990e-05 - loss: 0.0665 - UP:  0.57% UR:  4.05% UF:  1.00% P:  0.06% R:  0.42% F:  0.10%
+2024-03-24 05:23:11 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-24 05:23:12 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-24 05:23:12 INFO 0:00:13.987299s elapsed
+
+2024-03-24 05:23:12 INFO Epoch 2 / 5000:
+2024-03-24 05:23:23 INFO lr: 4.9980e-05 - loss: 0.0527 - UP:  0.44% UR:  0.01% UF:  0.01% P:  0.44% R:  0.01% F:  0.01%
+2024-03-24 05:23:24 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-24 05:23:26 INFO test: loss: nan - UP: 14.29% UR:  0.04% UF:  0.08% P: 14.29% R:  0.04% F:  0.08%
+2024-03-24 05:23:26 INFO 0:00:13.561437s elapsed
+
+2024-03-24 05:23:26 INFO Epoch 3 / 5000:
+2024-03-24 05:23:37 INFO lr: 4.9970e-05 - loss: 0.0473 - UP:  8.66% UR:  0.15% UF:  0.29% P:  7.87% R:  0.13% F:  0.26%
+2024-03-24 05:23:38 INFO dev:  loss: nan - UP: 100.00% UR:  0.09% UF:  0.18% P: 75.00% R:  0.07% F:  0.13%
+2024-03-24 05:23:39 INFO test: loss: nan - UP: 100.00% UR:  0.02% UF:  0.04% P: 100.00% R:  0.02% F:  0.04%
+2024-03-24 05:23:41 INFO 0:00:13.641893s elapsed (saved)
+
+2024-03-24 05:23:41 INFO Epoch 4 / 5000:
+2024-03-24 05:23:52 INFO lr: 4.9960e-05 - loss: 0.0283 - UP: 33.69% UR:  1.69% UF:  3.21% P: 33.16% R:  1.66% F:  3.16%
+2024-03-24 05:23:54 INFO dev:  loss: nan - UP: 51.95% UR:  0.90% UF:  1.77% P: 50.65% R:  0.88% F:  1.72%
+2024-03-24 05:23:55 INFO test: loss: nan - UP: 63.29% UR:  1.06% UF:  2.08% P: 56.96% R:  0.95% F:  1.87%
+2024-03-24 05:23:58 INFO 0:00:13.740610s elapsed (saved)
+
+2024-03-24 05:23:58 INFO Epoch 5 / 5000:
+2024-03-24 05:24:09 INFO lr: 4.9950e-05 - loss: 0.0025 - UP: 40.68% UR:  4.09% UF:  7.44% P: 39.48% R:  3.97% F:  7.22%
+2024-03-24 05:24:10 INFO dev:  loss: nan - UP: 56.47% UR:  3.24% UF:  6.12% P: 54.12% R:  3.10% F:  5.86%
+2024-03-24 05:24:12 INFO test: loss: nan - UP: 57.84% UR:  3.51% UF:  6.61% P: 50.52% R:  3.06% F:  5.78%
+2024-03-24 05:24:15 INFO 0:00:13.870965s elapsed (saved)
+
+2024-03-24 05:24:15 INFO Epoch 6 / 5000:
+2024-03-24 05:24:26 INFO lr: 4.9940e-05 - loss: 0.0185 - UP: 54.37% UR:  8.21% UF: 14.27% P: 53.22% R:  8.04% F: 13.96%
+2024-03-24 05:24:27 INFO dev:  loss: nan - UP: 61.13% UR:  4.13% UF:  7.74% P: 58.80% R:  3.98% F:  7.45%
+2024-03-24 05:24:29 INFO test: loss: nan - UP: 60.16% UR:  4.63% UF:  8.59% P: 56.04% R:  4.31% F:  8.00%
+2024-03-24 05:24:31 INFO 0:00:14.010417s elapsed (saved)
+
+2024-03-24 05:24:31 INFO Epoch 7 / 5000:
+2024-03-24 05:24:42 INFO lr: 4.9930e-05 - loss: 0.0183 - UP: 55.69% UR: 13.43% UF: 21.65% P: 55.02% R: 13.27% F: 21.39%
+2024-03-24 05:24:44 INFO dev:  loss: nan - UP: 61.82% UR:  7.93% UF: 14.06% P: 59.54% R:  7.64% F: 13.54%
+2024-03-24 05:24:45 INFO test: loss: nan - UP: 53.85% UR:  9.32% UF: 15.89% P: 51.16% R:  8.85% F: 15.09%
+2024-03-24 05:24:48 INFO 0:00:14.096439s elapsed (saved)
+
+2024-03-24 05:24:48 INFO Epoch 8 / 5000:
+2024-03-24 05:24:59 INFO lr: 4.9920e-05 - loss: 0.0136 - UP: 57.39% UR: 17.78% UF: 27.15% P: 56.83% R: 17.61% F: 26.88%
+2024-03-24 05:25:01 INFO dev:  loss: nan - UP: 67.69% UR:  5.93% UF: 10.91% P: 63.85% R:  5.59% F: 10.29%
+2024-03-24 05:25:02 INFO test: loss: nan - UP: 60.12% UR:  6.15% UF: 11.16% P: 53.51% R:  5.47% F:  9.93%
+2024-03-24 05:25:02 INFO 0:00:14.026936s elapsed
+
+2024-03-24 05:25:02 INFO Epoch 9 / 5000:
+2024-03-24 05:25:13 INFO lr: 4.9910e-05 - loss: 0.0080 - UP: 65.78% UR: 21.33% UF: 32.21% P: 65.20% R: 21.14% F: 31.93%
+2024-03-24 05:25:15 INFO dev:  loss: nan - UP: 57.49% UR: 12.06% UF: 19.94% P: 56.53% R: 11.86% F: 19.61%
+2024-03-24 05:25:17 INFO test: loss: nan - UP: 51.30% UR: 13.33% UF: 21.16% P: 48.94% R: 12.72% F: 20.19%
+2024-03-24 05:25:19 INFO 0:00:14.463344s elapsed (saved)
+
+2024-03-24 05:25:19 INFO Epoch 10 / 5000:
+2024-03-24 05:25:31 INFO lr: 4.9900e-05 - loss: 0.0224 - UP: 63.36% UR: 18.44% UF: 28.56% P: 62.83% R: 18.28% F: 28.32%
+2024-03-24 05:25:32 INFO dev:  loss: nan - UP: 50.00% UR: 14.47% UF: 22.44% P: 47.36% R: 13.70% F: 21.26%
+2024-03-24 05:25:34 INFO test: loss: nan - UP: 47.34% UR: 16.73% UF: 24.73% P: 44.23% R: 15.63% F: 23.10%
+2024-03-24 05:25:36 INFO 0:00:14.175172s elapsed (saved)
+
+2024-03-24 05:25:36 INFO Epoch 11 / 5000:
+2024-03-24 05:25:47 INFO lr: 4.9890e-05 - loss: 0.0019 - UP: 58.76% UR: 19.25% UF: 29.00% P: 58.13% R: 19.04% F: 28.68%
+2024-03-24 05:25:49 INFO dev:  loss: nan - UP: 52.45% UR: 10.33% UF: 17.27% P: 49.83% R:  9.82% F: 16.40%
+2024-03-24 05:25:50 INFO test: loss: nan - UP: 47.96% UR: 11.68% UF: 18.79% P: 44.06% R: 10.73% F: 17.26%
+2024-03-24 05:25:50 INFO 0:00:13.986078s elapsed
+
+2024-03-24 05:25:50 INFO Epoch 12 / 5000:
+2024-03-24 05:26:02 INFO lr: 4.9880e-05 - loss: 0.0170 - UP: 57.06% UR: 14.32% UF: 22.90% P: 56.63% R: 14.22% F: 22.73%
+2024-03-24 05:26:03 INFO dev:  loss: nan - UP: 71.65% UR:  7.44% UF: 13.47% P: 68.61% R:  7.12% F: 12.90%
+2024-03-24 05:26:04 INFO test: loss: nan - UP: 66.01% UR:  7.75% UF: 13.88% P: 61.15% R:  7.18% F: 12.86%
+2024-03-24 05:26:04 INFO 0:00:14.133404s elapsed
+
+2024-03-24 05:26:04 INFO Epoch 13 / 5000:
+2024-03-24 05:26:16 INFO lr: 4.9870e-05 - loss: 0.0068 - UP: 66.42% UR: 25.40% UF: 36.75% P: 66.21% R: 25.32% F: 36.63%
+2024-03-24 05:26:18 INFO dev:  loss: nan - UP: 49.17% UR: 23.37% UF: 31.68% P: 47.61% R: 22.62% F: 30.67%
+2024-03-24 05:26:19 INFO test: loss: nan - UP: 46.79% UR: 24.49% UF: 32.15% P: 44.61% R: 23.35% F: 30.65%
+2024-03-24 05:26:22 INFO 0:00:14.714458s elapsed (saved)
+
+2024-03-24 05:26:22 INFO Epoch 14 / 5000:
+2024-03-24 05:26:33 INFO lr: 4.9860e-05 - loss: 0.0087 - UP: 71.17% UR: 33.83% UF: 45.86% P: 70.96% R: 33.73% F: 45.73%
+2024-03-24 05:26:35 INFO dev:  loss: nan - UP: 52.55% UR: 27.77% UF: 36.34% P: 51.15% R: 27.03% F: 35.37%
+2024-03-24 05:26:36 INFO test: loss: nan - UP: 46.43% UR: 26.24% UF: 33.53% P: 44.64% R: 25.23% F: 32.24%
+2024-03-24 05:26:39 INFO 0:00:14.108165s elapsed (saved)
+
+2024-03-24 05:26:39 INFO Epoch 15 / 5000:
+2024-03-24 05:26:50 INFO lr: 4.9850e-05 - loss: 0.0079 - UP: 72.55% UR: 39.53% UF: 51.17% P: 72.40% R: 39.45% F: 51.07%
+2024-03-24 05:26:51 INFO dev:  loss: nan - UP: 55.76% UR: 27.75% UF: 37.05% P: 54.09% R: 26.92% F: 35.94%
+2024-03-24 05:26:53 INFO test: loss: nan - UP: 50.87% UR: 26.71% UF: 35.02% P: 48.73% R: 25.59% F: 33.56%
+2024-03-24 05:26:56 INFO 0:00:13.831115s elapsed (saved)
+
+2024-03-24 05:26:56 INFO Epoch 16 / 5000:
+2024-03-24 05:27:07 INFO lr: 4.9840e-05 - loss: 0.0041 - UP: 74.38% UR: 42.03% UF: 53.71% P: 74.22% R: 41.94% F: 53.60%
+2024-03-24 05:27:08 INFO dev:  loss: nan - UP: 47.86% UR: 34.73% UF: 40.26% P: 46.35% R: 33.63% F: 38.98%
+2024-03-24 05:27:10 INFO test: loss: nan - UP: 41.53% UR: 33.47% UF: 37.07% P: 39.80% R: 32.07% F: 35.52%
+2024-03-24 05:27:12 INFO 0:00:13.862894s elapsed (saved)
+
+2024-03-24 05:27:12 INFO Epoch 17 / 5000:
+2024-03-24 05:27:24 INFO lr: 4.9830e-05 - loss: 0.0045 - UP: 70.78% UR: 37.80% UF: 49.28% P: 70.40% R: 37.59% F: 49.02%
+2024-03-24 05:27:25 INFO dev:  loss: nan - UP: 49.74% UR: 30.62% UF: 37.91% P: 48.54% R: 29.88% F: 36.99%
+2024-03-24 05:27:26 INFO test: loss: nan - UP: 44.51% UR: 30.42% UF: 36.14% P: 43.06% R: 29.43% F: 34.96%
+2024-03-24 05:27:26 INFO 0:00:13.977587s elapsed
+
+2024-03-24 05:27:26 INFO Epoch 18 / 5000:
+2024-03-24 05:27:38 INFO lr: 4.9820e-05 - loss: 0.0076 - UP: 75.85% UR: 46.07% UF: 57.33% P: 75.56% R: 45.89% F: 57.10%
+2024-03-24 05:27:39 INFO dev:  loss: nan - UP: 59.26% UR: 23.73% UF: 33.88% P: 57.46% R: 23.01% F: 32.86%
+2024-03-24 05:27:41 INFO test: loss: nan - UP: 50.71% UR: 24.15% UF: 32.72% P: 49.02% R: 23.35% F: 31.63%
+2024-03-24 05:27:41 INFO 0:00:14.600513s elapsed
+
+2024-03-24 05:27:41 INFO Epoch 19 / 5000:
+2024-03-24 05:27:53 INFO lr: 4.9810e-05 - loss: 0.0043 - UP: 78.16% UR: 47.18% UF: 58.84% P: 78.05% R: 47.12% F: 58.76%
+2024-03-24 05:27:54 INFO dev:  loss: nan - UP: 49.83% UR: 33.18% UF: 39.84% P: 48.55% R: 32.33% F: 38.81%
+2024-03-24 05:27:56 INFO test: loss: nan - UP: 44.03% UR: 31.78% UF: 36.91% P: 42.33% R: 30.55% F: 35.49%
+2024-03-24 05:27:56 INFO 0:00:14.911272s elapsed
+
+2024-03-24 05:27:56 INFO Epoch 20 / 5000:
+2024-03-24 05:28:08 INFO lr: 4.9800e-05 - loss: 0.0012 - UP: 78.03% UR: 53.03% UF: 63.14% P: 77.96% R: 52.98% F: 63.09%
+2024-03-24 05:28:09 INFO dev:  loss: nan - UP: 53.46% UR: 29.68% UF: 38.17% P: 51.96% R: 28.85% F: 37.10%
+2024-03-24 05:28:10 INFO test: loss: nan - UP: 46.65% UR: 27.68% UF: 34.74% P: 45.26% R: 26.85% F: 33.71%
+2024-03-24 05:28:10 INFO 0:00:14.560784s elapsed
+
+2024-03-24 05:28:10 INFO Epoch 21 / 5000:
+2024-03-24 05:28:22 INFO lr: 4.9790e-05 - loss: 0.0058 - UP: 79.54% UR: 53.36% UF: 63.87% P: 79.52% R: 53.34% F: 63.86%
+2024-03-24 05:28:23 INFO dev:  loss: nan - UP: 59.74% UR: 28.74% UF: 38.80% P: 58.10% R: 27.95% F: 37.74%
+2024-03-24 05:28:25 INFO test: loss: nan - UP: 51.41% UR: 27.70% UF: 36.00% P: 49.33% R: 26.58% F: 34.55%
+2024-03-24 05:28:25 INFO 0:00:14.376811s elapsed
+
+2024-03-24 05:28:25 INFO Epoch 22 / 5000:
+2024-03-24 05:28:36 INFO lr: 4.9780e-05 - loss: 0.0047 - UP: 79.32% UR: 54.79% UF: 64.81% P: 79.22% R: 54.72% F: 64.73%
+2024-03-24 05:28:38 INFO dev:  loss: nan - UP: 56.95% UR: 32.96% UF: 41.75% P: 55.24% R: 31.97% F: 40.50%
+2024-03-24 05:28:39 INFO test: loss: nan - UP: 48.60% UR: 30.83% UF: 37.72% P: 46.37% R: 29.41% F: 35.99%
+2024-03-24 05:28:42 INFO 0:00:14.274675s elapsed (saved)
+
+2024-03-24 05:28:42 INFO Epoch 23 / 5000:
+2024-03-24 05:28:53 INFO lr: 4.9770e-05 - loss: 0.0133 - UP: 81.72% UR: 54.91% UF: 65.68% P: 81.57% R: 54.80% F: 65.56%
+2024-03-24 05:28:54 INFO dev:  loss: nan - UP: 41.15% UR: 41.81% UF: 41.48% P: 40.06% R: 40.71% F: 40.38%
+2024-03-24 05:28:56 INFO test: loss: nan - UP: 38.11% UR: 39.62% UF: 38.85% P: 36.59% R: 38.03% F: 37.29%
+2024-03-24 05:28:56 INFO 0:00:13.910454s elapsed
+
+2024-03-24 05:28:56 INFO Epoch 24 / 5000:
+2024-03-24 05:29:07 INFO lr: 4.9760e-05 - loss: 0.0130 - UP: 73.63% UR: 51.00% UF: 60.26% P: 73.35% R: 50.81% F: 60.03%
+2024-03-24 05:29:09 INFO dev:  loss: nan - UP: 58.84% UR: 21.91% UF: 31.93% P: 56.73% R: 21.12% F: 30.78%
+2024-03-24 05:29:10 INFO test: loss: nan - UP: 51.10% UR: 22.65% UF: 31.39% P: 48.81% R: 21.64% F: 29.98%
+2024-03-24 05:29:10 INFO 0:00:14.095816s elapsed
+
+2024-03-24 05:29:10 INFO Epoch 25 / 5000:
+2024-03-24 05:29:22 INFO lr: 4.9750e-05 - loss: 0.0139 - UP: 80.25% UR: 50.04% UF: 61.64% P: 79.79% R: 49.75% F: 61.29%
+2024-03-24 05:29:23 INFO dev:  loss: nan - UP: 52.12% UR: 34.80% UF: 41.74% P: 50.91% R: 33.99% F: 40.77%
+2024-03-24 05:29:25 INFO test: loss: nan - UP: 45.20% UR: 32.54% UF: 37.84% P: 43.70% R: 31.46% F: 36.58%
+2024-03-24 05:29:27 INFO 0:00:14.610717s elapsed (saved)
+
+2024-03-24 05:29:27 INFO Epoch 26 / 5000:
+2024-03-24 05:29:39 INFO lr: 4.9740e-05 - loss: 0.0104 - UP: 75.95% UR: 49.98% UF: 60.29% P: 75.70% R: 49.82% F: 60.09%
+2024-03-24 05:29:40 INFO dev:  loss: nan - UP: 51.68% UR: 32.76% UF: 40.10% P: 50.19% R: 31.81% F: 38.94%
+2024-03-24 05:29:41 INFO test: loss: nan - UP: 41.39% UR: 29.96% UF: 34.76% P: 39.81% R: 28.82% F: 33.44%
+2024-03-24 05:29:41 INFO 0:00:14.089001s elapsed
+
+2024-03-24 05:29:41 INFO Epoch 27 / 5000:
+2024-03-24 05:29:53 INFO lr: 4.9730e-05 - loss: 0.0050 - UP: 80.16% UR: 50.65% UF: 62.07% P: 79.95% R: 50.51% F: 61.91%
+2024-03-24 05:29:54 INFO dev:  loss: nan - UP: 57.56% UR: 30.20% UF: 39.61% P: 55.37% R: 29.05% F: 38.11%
+2024-03-24 05:29:56 INFO test: loss: nan - UP: 48.98% UR: 27.30% UF: 35.06% P: 46.85% R: 26.11% F: 33.54%
+2024-03-24 05:29:56 INFO 0:00:14.158254s elapsed
+
+2024-03-24 05:29:56 INFO Epoch 28 / 5000:
+2024-03-24 05:30:07 INFO lr: 4.9720e-05 - loss: 0.0076 - UP: 81.12% UR: 58.22% UF: 67.79% P: 81.03% R: 58.15% F: 67.71%
+2024-03-24 05:30:08 INFO dev:  loss: nan - UP: 51.32% UR: 39.29% UF: 44.51% P: 49.94% R: 38.24% F: 43.31%
+2024-03-24 05:30:10 INFO test: loss: nan - UP: 45.22% UR: 37.57% UF: 41.04% P: 43.85% R: 36.43% F: 39.79%
+2024-03-24 05:30:13 INFO 0:00:14.260142s elapsed (saved)
+
+2024-03-24 05:30:13 INFO Epoch 29 / 5000:
+2024-03-24 05:30:24 INFO lr: 4.9710e-05 - loss: 0.0050 - UP: 83.60% UR: 63.39% UF: 72.11% P: 83.56% R: 63.36% F: 72.07%
+2024-03-24 05:30:25 INFO dev:  loss: nan - UP: 57.83% UR: 36.91% UF: 45.06% P: 56.46% R: 36.04% F: 43.99%
+2024-03-24 05:30:27 INFO test: loss: nan - UP: 48.99% UR: 34.80% UF: 40.69% P: 47.59% R: 33.81% F: 39.53%
+2024-03-24 05:30:30 INFO 0:00:13.977386s elapsed (saved)
+
+2024-03-24 05:30:30 INFO Epoch 30 / 5000:
+2024-03-24 05:30:41 INFO lr: 4.9700e-05 - loss: 0.0046 - UP: 84.96% UR: 67.74% UF: 75.38% P: 84.93% R: 67.71% F: 75.35%
+2024-03-24 05:30:42 INFO dev:  loss: nan - UP: 62.91% UR: 33.27% UF: 43.53% P: 61.72% R: 32.64% F: 42.70%
+2024-03-24 05:30:44 INFO test: loss: nan - UP: 54.52% UR: 32.14% UF: 40.44% P: 53.08% R: 31.29% F: 39.37%
+2024-03-24 05:30:44 INFO 0:00:13.930747s elapsed
+
+2024-03-24 05:30:44 INFO Epoch 31 / 5000:
+2024-03-24 05:30:55 INFO lr: 4.9690e-05 - loss: 0.0040 - UP: 86.53% UR: 68.67% UF: 76.57% P: 86.51% R: 68.65% F: 76.55%
+2024-03-24 05:30:56 INFO dev:  loss: nan - UP: 62.01% UR: 35.21% UF: 44.91% P: 60.78% R: 34.51% F: 44.02%
+2024-03-24 05:30:58 INFO test: loss: nan - UP: 53.75% UR: 33.93% UF: 41.60% P: 51.97% R: 32.81% F: 40.23%
+2024-03-24 05:31:00 INFO 0:00:14.239526s elapsed (saved)
+
+2024-03-24 05:31:00 INFO Epoch 32 / 5000:
+2024-03-24 05:31:12 INFO lr: 4.9680e-05 - loss: 0.0017 - UP: 86.96% UR: 71.22% UF: 78.31% P: 86.93% R: 71.20% F: 78.29%
+2024-03-24 05:31:13 INFO dev:  loss: nan - UP: 55.69% UR: 41.65% UF: 47.66% P: 53.98% R: 40.37% F: 46.20%
+2024-03-24 05:31:15 INFO test: loss: nan - UP: 49.68% UR: 40.95% UF: 44.89% P: 47.94% R: 39.51% F: 43.32%
+2024-03-24 05:31:18 INFO 0:00:14.231723s elapsed (saved)
+
+2024-03-24 05:31:18 INFO Epoch 33 / 5000:
+2024-03-24 05:31:29 INFO lr: 4.9670e-05 - loss: 0.0035 - UP: 88.71% UR: 74.20% UF: 80.81% P: 88.69% R: 74.18% F: 80.79%
+2024-03-24 05:31:30 INFO dev:  loss: nan - UP: 59.97% UR: 38.24% UF: 46.70% P: 58.46% R: 37.27% F: 45.52%
+2024-03-24 05:31:32 INFO test: loss: nan - UP: 52.30% UR: 37.04% UF: 43.36% P: 50.81% R: 35.98% F: 42.13%
+2024-03-24 05:31:32 INFO 0:00:13.946867s elapsed
+
+2024-03-24 05:31:32 INFO Epoch 34 / 5000:
+2024-03-24 05:31:43 INFO lr: 4.9660e-05 - loss: 0.0004 - UP: 88.71% UR: 75.43% UF: 81.53% P: 88.70% R: 75.42% F: 81.52%
+2024-03-24 05:31:44 INFO dev:  loss: nan - UP: 61.05% UR: 38.24% UF: 47.02% P: 59.65% R: 37.36% F: 45.95%
+2024-03-24 05:31:46 INFO test: loss: nan - UP: 50.17% UR: 34.99% UF: 41.22% P: 48.65% R: 33.93% F: 39.98%
+2024-03-24 05:31:46 INFO 0:00:14.191360s elapsed
+
+2024-03-24 05:31:46 INFO Epoch 35 / 5000:
+2024-03-24 05:31:58 INFO lr: 4.9650e-05 - loss: 0.0036 - UP: 88.89% UR: 76.55% UF: 82.26% P: 88.85% R: 76.52% F: 82.22%
+2024-03-24 05:32:00 INFO dev:  loss: nan - UP: 61.99% UR: 37.52% UF: 46.75% P: 60.47% R: 36.60% F: 45.60%
+2024-03-24 05:32:01 INFO test: loss: nan - UP: 53.97% UR: 36.62% UF: 43.63% P: 52.51% R: 35.62% F: 42.45%
+2024-03-24 05:32:01 INFO 0:00:15.677325s elapsed
+
+2024-03-24 05:32:01 INFO Epoch 36 / 5000:
+2024-03-24 05:32:13 INFO lr: 4.9640e-05 - loss: 0.0001 - UP: 88.56% UR: 76.80% UF: 82.27% P: 88.56% R: 76.80% F: 82.27%
+2024-03-24 05:32:14 INFO dev:  loss: nan - UP: 64.41% UR: 35.99% UF: 46.18% P: 62.81% R: 35.09% F: 45.03%
+2024-03-24 05:32:16 INFO test: loss: nan - UP: 54.21% UR: 33.59% UF: 41.48% P: 52.57% R: 32.58% F: 40.23%
+2024-03-24 05:32:16 INFO 0:00:14.380271s elapsed
+
+2024-03-24 05:32:16 INFO Epoch 37 / 5000:
+2024-03-24 05:32:27 INFO lr: 4.9630e-05 - loss: 0.0050 - UP: 90.03% UR: 77.95% UF: 83.55% P: 90.02% R: 77.94% F: 83.55%
+2024-03-24 05:32:29 INFO dev:  loss: nan - UP: 59.45% UR: 40.62% UF: 48.26% P: 57.97% R: 39.61% F: 47.06%
+2024-03-24 05:32:30 INFO test: loss: nan - UP: 50.24% UR: 39.05% UF: 43.94% P: 48.78% R: 37.90% F: 42.66%
+2024-03-24 05:32:33 INFO 0:00:14.263913s elapsed (saved)
+
+2024-03-24 05:32:33 INFO Epoch 38 / 5000:
+2024-03-24 05:32:44 INFO lr: 4.9620e-05 - loss: 0.0025 - UP: 89.66% UR: 79.58% UF: 84.32% P: 89.66% R: 79.58% F: 84.32%
+2024-03-24 05:32:45 INFO dev:  loss: nan - UP: 63.34% UR: 34.98% UF: 45.07% P: 61.88% R: 34.17% F: 44.03%
+2024-03-24 05:32:47 INFO test: loss: nan - UP: 56.71% UR: 33.40% UF: 42.04% P: 54.88% R: 32.33% F: 40.69%
+2024-03-24 05:32:47 INFO 0:00:13.916578s elapsed
+
+2024-03-24 05:32:47 INFO Epoch 39 / 5000:
+2024-03-24 05:32:58 INFO lr: 4.9610e-05 - loss: 0.0027 - UP: 91.43% UR: 79.67% UF: 85.15% P: 91.42% R: 79.66% F: 85.13%
+2024-03-24 05:32:59 INFO dev:  loss: nan - UP: 59.35% UR: 39.65% UF: 47.54% P: 57.87% R: 38.67% F: 46.36%
+2024-03-24 05:33:01 INFO test: loss: nan - UP: 51.51% UR: 38.18% UF: 43.85% P: 50.03% R: 37.08% F: 42.59%
+2024-03-24 05:33:01 INFO 0:00:14.092588s elapsed
+
+2024-03-24 05:33:01 INFO Epoch 40 / 5000:
+2024-03-24 05:33:13 INFO lr: 4.9600e-05 - loss: 0.0029 - UP: 90.73% UR: 81.02% UF: 85.60% P: 90.73% R: 81.02% F: 85.60%
+2024-03-24 05:33:14 INFO dev:  loss: nan - UP: 58.51% UR: 40.15% UF: 47.62% P: 57.01% R: 39.11% F: 46.40%
+2024-03-24 05:33:16 INFO test: loss: nan - UP: 51.32% UR: 39.15% UF: 44.42% P: 49.82% R: 38.01% F: 43.12%
+2024-03-24 05:33:16 INFO 0:00:15.007679s elapsed
+
+2024-03-24 05:33:16 INFO Epoch 41 / 5000:
+2024-03-24 05:33:27 INFO lr: 4.9590e-05 - loss: 0.0001 - UP: 91.09% UR: 82.19% UF: 86.41% P: 91.09% R: 82.18% F: 86.40%
+2024-03-24 05:33:29 INFO dev:  loss: nan - UP: 58.67% UR: 41.14% UF: 48.36% P: 57.13% R: 40.06% F: 47.09%
+2024-03-24 05:33:30 INFO test: loss: nan - UP: 50.15% UR: 39.74% UF: 44.34% P: 48.47% R: 38.41% F: 42.86%
+2024-03-24 05:33:33 INFO 0:00:14.423592s elapsed (saved)
+
+2024-03-24 05:33:33 INFO Epoch 42 / 5000:
+2024-03-24 05:33:44 INFO lr: 4.9580e-05 - loss: 0.0021 - UP: 92.04% UR: 83.75% UF: 87.70% P: 92.02% R: 83.74% F: 87.69%
+2024-03-24 05:33:46 INFO dev:  loss: nan - UP: 63.37% UR: 37.23% UF: 46.90% P: 61.87% R: 36.35% F: 45.80%
+2024-03-24 05:33:47 INFO test: loss: nan - UP: 55.85% UR: 36.93% UF: 44.46% P: 54.22% R: 35.85% F: 43.16%
+2024-03-24 05:33:47 INFO 0:00:13.965616s elapsed
+
+2024-03-24 05:33:47 INFO Epoch 43 / 5000:
+2024-03-24 05:33:58 INFO lr: 4.9570e-05 - loss: 0.0015 - UP: 91.83% UR: 84.81% UF: 88.18% P: 91.81% R: 84.78% F: 88.15%
+2024-03-24 05:34:00 INFO dev:  loss: nan - UP: 58.36% UR: 40.15% UF: 47.57% P: 56.43% R: 38.82% F: 46.00%
+2024-03-24 05:34:01 INFO test: loss: nan - UP: 50.57% UR: 39.28% UF: 44.21% P: 48.80% R: 37.90% F: 42.67%
+2024-03-24 05:34:01 INFO 0:00:14.090553s elapsed
+
+2024-03-24 05:34:01 INFO Epoch 44 / 5000:
+2024-03-24 05:34:13 INFO lr: 4.9560e-05 - loss: 0.0021 - UP: 92.48% UR: 85.33% UF: 88.76% P: 92.48% R: 85.33% F: 88.76%
+2024-03-24 05:34:14 INFO dev:  loss: nan - UP: 57.37% UR: 43.02% UF: 49.17% P: 55.48% R: 41.61% F: 47.55%
+2024-03-24 05:34:16 INFO test: loss: nan - UP: 50.73% UR: 42.70% UF: 46.37% P: 49.15% R: 41.37% F: 44.92%
+2024-03-24 05:34:18 INFO 0:00:14.352826s elapsed (saved)
+
+2024-03-24 05:34:18 INFO Epoch 45 / 5000:
+2024-03-24 05:34:30 INFO lr: 4.9550e-05 - loss: 0.0016 - UP: 92.87% UR: 86.08% UF: 89.35% P: 92.85% R: 86.06% F: 89.33%
+2024-03-24 05:34:31 INFO dev:  loss: nan - UP: 56.87% UR: 44.84% UF: 50.14% P: 55.07% R: 43.43% F: 48.56%
+2024-03-24 05:34:33 INFO test: loss: nan - UP: 50.46% UR: 42.97% UF: 46.42% P: 48.95% R: 41.69% F: 45.03%
+2024-03-24 05:34:36 INFO 0:00:14.176199s elapsed (saved)
+
+2024-03-24 05:34:36 INFO Epoch 46 / 5000:
+2024-03-24 05:34:47 INFO lr: 4.9540e-05 - loss: 0.0013 - UP: 92.67% UR: 87.10% UF: 89.80% P: 92.65% R: 87.07% F: 89.77%
+2024-03-24 05:34:48 INFO dev:  loss: nan - UP: 60.53% UR: 41.83% UF: 49.48% P: 59.07% R: 40.82% F: 48.28%
+2024-03-24 05:34:50 INFO test: loss: nan - UP: 51.37% UR: 39.34% UF: 44.56% P: 49.63% R: 38.01% F: 43.05%
+2024-03-24 05:34:50 INFO 0:00:13.848534s elapsed
+
+2024-03-24 05:34:50 INFO Epoch 47 / 5000:
+2024-03-24 05:35:01 INFO lr: 4.9530e-05 - loss: 0.0018 - UP: 92.79% UR: 86.81% UF: 89.70% P: 92.79% R: 86.81% F: 89.70%
+2024-03-24 05:35:02 INFO dev:  loss: nan - UP: 61.75% UR: 42.04% UF: 50.02% P: 60.17% R: 40.96% F: 48.74%
+2024-03-24 05:35:04 INFO test: loss: nan - UP: 52.97% UR: 39.34% UF: 45.15% P: 51.24% R: 38.05% F: 43.67%
+2024-03-24 05:35:07 INFO 0:00:14.110329s elapsed (saved)
+
+2024-03-24 05:35:07 INFO Epoch 48 / 5000:
+2024-03-24 05:35:18 INFO lr: 4.9520e-05 - loss: 0.0000 - UP: 93.65% UR: 87.12% UF: 90.27% P: 93.65% R: 87.12% F: 90.27%
+2024-03-24 05:35:19 INFO dev:  loss: nan - UP: 60.39% UR: 41.92% UF: 49.49% P: 58.61% R: 40.69% F: 48.03%
+2024-03-24 05:35:21 INFO test: loss: nan - UP: 51.96% UR: 38.41% UF: 44.17% P: 50.41% R: 37.27% F: 42.86%
+2024-03-24 05:35:21 INFO 0:00:14.122642s elapsed
+
+2024-03-24 05:35:21 INFO Epoch 49 / 5000:
+2024-03-24 05:35:32 INFO lr: 4.9510e-05 - loss: 0.0023 - UP: 93.56% UR: 89.12% UF: 91.29% P: 93.56% R: 89.12% F: 91.29%
+2024-03-24 05:35:34 INFO dev:  loss: nan - UP: 54.80% UR: 47.34% UF: 50.80% P: 53.13% R: 45.90% F: 49.25%
+2024-03-24 05:35:35 INFO test: loss: nan - UP: 46.96% UR: 43.63% UF: 45.24% P: 45.30% R: 42.09% F: 43.64%
+2024-03-24 05:35:38 INFO 0:00:14.350026s elapsed (saved)
+
+2024-03-24 05:35:38 INFO Epoch 50 / 5000:
+2024-03-24 05:35:49 INFO lr: 4.9500e-05 - loss: 0.0005 - UP: 94.32% UR: 88.44% UF: 91.28% P: 94.32% R: 88.44% F: 91.28%
+2024-03-24 05:35:50 INFO dev:  loss: nan - UP: 64.20% UR: 38.64% UF: 48.25% P: 62.37% R: 37.54% F: 46.87%
+2024-03-24 05:35:52 INFO test: loss: nan - UP: 57.00% UR: 36.13% UF: 44.23% P: 55.17% R: 34.97% F: 42.80%
+2024-03-24 05:35:52 INFO 0:00:14.132352s elapsed
+
+2024-03-24 05:35:52 INFO Epoch 51 / 5000:
+2024-03-24 05:36:03 INFO lr: 4.9490e-05 - loss: 0.0007 - UP: 94.05% UR: 90.06% UF: 92.01% P: 94.05% R: 90.06% F: 92.01%
+2024-03-24 05:36:05 INFO dev:  loss: nan - UP: 60.61% UR: 42.24% UF: 49.78% P: 59.06% R: 41.16% F: 48.51%
+2024-03-24 05:36:06 INFO test: loss: nan - UP: 52.84% UR: 39.49% UF: 45.20% P: 51.26% R: 38.31% F: 43.85%
+2024-03-24 05:36:06 INFO 0:00:14.282354s elapsed
+
+2024-03-24 05:36:06 INFO Epoch 52 / 5000:
+2024-03-24 05:36:18 INFO lr: 4.9480e-05 - loss: 0.0024 - UP: 94.52% UR: 90.53% UF: 92.48% P: 94.50% R: 90.52% F: 92.47%
+2024-03-24 05:36:19 INFO dev:  loss: nan - UP: 62.79% UR: 39.05% UF: 48.15% P: 61.13% R: 38.01% F: 46.88%
+2024-03-24 05:36:21 INFO test: loss: nan - UP: 55.11% UR: 36.89% UF: 44.20% P: 53.50% R: 35.81% F: 42.91%
+2024-03-24 05:36:21 INFO 0:00:14.458587s elapsed
+
+2024-03-24 05:36:21 INFO Epoch 53 / 5000:
+2024-03-24 05:36:32 INFO lr: 4.9470e-05 - loss: 0.0015 - UP: 91.14% UR: 82.41% UF: 86.56% P: 91.13% R: 82.39% F: 86.54%
+2024-03-24 05:36:34 INFO dev:  loss: nan - UP: 56.98% UR: 36.67% UF: 44.62% P: 55.31% R: 35.59% F: 43.31%
+2024-03-24 05:36:35 INFO test: loss: nan - UP: 51.14% UR: 35.92% UF: 42.20% P: 49.37% R: 34.67% F: 40.73%
+2024-03-24 05:36:35 INFO 0:00:14.815187s elapsed
+
+2024-03-24 05:36:35 INFO Epoch 54 / 5000:
+2024-03-24 05:36:47 INFO lr: 4.9460e-05 - loss: 0.0030 - UP: 92.98% UR: 83.16% UF: 87.80% P: 92.97% R: 83.14% F: 87.78%
+2024-03-24 05:36:49 INFO dev:  loss: nan - UP: 48.66% UR: 46.01% UF: 47.30% P: 46.92% R: 44.37% F: 45.61%
+2024-03-24 05:36:50 INFO test: loss: nan - UP: 42.48% UR: 42.28% UF: 42.38% P: 40.64% R: 40.44% F: 40.54%
+2024-03-24 05:36:50 INFO 0:00:14.710598s elapsed
+
+2024-03-24 05:36:50 INFO Epoch 55 / 5000:
+2024-03-24 05:37:02 INFO lr: 4.9450e-05 - loss: 0.0031 - UP: 84.19% UR: 74.29% UF: 78.93% P: 84.12% R: 74.22% F: 78.86%
+2024-03-24 05:37:03 INFO dev:  loss: nan - UP: 42.72% UR: 37.43% UF: 39.90% P: 42.10% R: 36.89% F: 39.32%
+2024-03-24 05:37:05 INFO test: loss: nan - UP: 37.86% UR: 36.93% UF: 37.39% P: 37.02% R: 36.11% F: 36.56%
+2024-03-24 05:37:05 INFO 0:00:14.627214s elapsed
+
+2024-03-24 05:37:05 INFO Epoch 56 / 5000:
+2024-03-24 05:37:16 INFO lr: 4.9440e-05 - loss: 0.0046 - UP: 78.99% UR: 56.99% UF: 66.21% P: 78.52% R: 56.65% F: 65.81%
+2024-03-24 05:37:18 INFO dev:  loss: nan - UP: 46.30% UR: 44.57% UF: 45.42% P: 44.85% R: 43.18% F: 44.00%
+2024-03-24 05:37:19 INFO test: loss: nan - UP: 41.98% UR: 43.29% UF: 42.63% P: 40.30% R: 41.56% F: 40.92%
+2024-03-24 05:37:19 INFO 0:00:14.512234s elapsed
+
+2024-03-24 05:37:19 INFO Epoch 57 / 5000:
+2024-03-24 05:37:31 INFO lr: 4.9430e-05 - loss: 0.0019 - UP: 84.64% UR: 66.64% UF: 74.57% P: 84.50% R: 66.53% F: 74.44%
+2024-03-24 05:37:32 INFO dev:  loss: nan - UP: 54.51% UR: 43.16% UF: 48.18% P: 52.44% R: 41.52% F: 46.34%
+2024-03-24 05:37:34 INFO test: loss: nan - UP: 48.92% UR: 41.58% UF: 44.95% P: 46.93% R: 39.89% F: 43.12%
+2024-03-24 05:37:34 INFO 0:00:14.383452s elapsed
+
+2024-03-24 05:37:34 INFO Epoch 58 / 5000:
+2024-03-24 05:37:45 INFO lr: 4.9420e-05 - loss: 0.0092 - UP: 80.92% UR: 61.61% UF: 69.96% P: 80.31% R: 61.14% F: 69.42%
+2024-03-24 05:37:47 INFO dev:  loss: nan - UP: 58.44% UR: 31.72% UF: 41.12% P: 56.08% R: 30.44% F: 39.46%
+2024-03-24 05:37:48 INFO test: loss: nan - UP: 51.88% UR: 32.35% UF: 39.85% P: 49.98% R: 31.16% F: 38.39%
+2024-03-24 05:37:48 INFO 0:00:14.335637s elapsed
+
+2024-03-24 05:37:48 INFO Epoch 59 / 5000:
+2024-03-24 05:37:59 INFO lr: 4.9410e-05 - loss: 0.0127 - UP: 80.17% UR: 57.49% UF: 66.96% P: 79.61% R: 57.09% F: 66.50%
+2024-03-24 05:38:01 INFO dev:  loss: nan - UP: 50.89% UR: 34.10% UF: 40.84% P: 49.08% R: 32.89% F: 39.39%
+2024-03-24 05:38:02 INFO test: loss: nan - UP: 50.43% UR: 35.64% UF: 41.77% P: 48.19% R: 34.06% F: 39.91%
+2024-03-24 05:38:02 INFO 0:00:14.306508s elapsed
+
+2024-03-24 05:38:02 INFO Epoch 60 / 5000:
+2024-03-24 05:38:14 INFO lr: 4.9400e-05 - loss: 0.0008 - UP: 85.77% UR: 70.78% UF: 77.55% P: 85.61% R: 70.65% F: 77.41%
+2024-03-24 05:38:15 INFO dev:  loss: nan - UP: 44.58% UR: 47.94% UF: 46.20% P: 42.95% R: 46.19% F: 44.51%
+2024-03-24 05:38:17 INFO test: loss: nan - UP: 42.75% UR: 47.71% UF: 45.09% P: 40.89% R: 45.64% F: 43.14%
+2024-03-24 05:38:17 INFO 0:00:14.330035s elapsed
+
+2024-03-24 05:38:17 INFO Epoch 61 / 5000:
+2024-03-24 05:38:28 INFO lr: 4.9390e-05 - loss: 0.0107 - UP: 79.24% UR: 57.27% UF: 66.49% P: 78.96% R: 57.07% F: 66.25%
+2024-03-24 05:38:30 INFO dev:  loss: nan - UP: 48.00% UR: 28.65% UF: 35.88% P: 46.50% R: 27.75% F: 34.75%
+2024-03-24 05:38:31 INFO test: loss: nan - UP: 43.54% UR: 28.42% UF: 34.39% P: 42.60% R: 27.80% F: 33.65%
+2024-03-24 05:38:31 INFO 0:00:14.346643s elapsed
+
+2024-03-24 05:38:31 INFO Epoch 62 / 5000:
+2024-03-24 05:38:42 INFO lr: 4.9380e-05 - loss: 0.0011 - UP: 80.24% UR: 59.92% UF: 68.61% P: 80.12% R: 59.83% F: 68.50%
+2024-03-24 05:38:44 INFO dev:  loss: nan - UP: 56.05% UR: 36.94% UF: 44.53% P: 54.07% R: 35.63% F: 42.96%
+2024-03-24 05:38:45 INFO test: loss: nan - UP: 49.36% UR: 34.23% UF: 40.42% P: 47.41% R: 32.88% F: 38.83%
+2024-03-24 05:38:45 INFO 0:00:14.322893s elapsed
+
+2024-03-24 05:38:45 INFO Epoch 63 / 5000:
+2024-03-24 05:38:57 INFO lr: 4.9370e-05 - loss: 0.0008 - UP: 86.51% UR: 73.93% UF: 79.73% P: 86.40% R: 73.84% F: 79.63%
+2024-03-24 05:38:58 INFO dev:  loss: nan - UP: 60.92% UR: 32.89% UF: 42.72% P: 59.38% R: 32.06% F: 41.64%
+2024-03-24 05:39:00 INFO test: loss: nan - UP: 54.08% UR: 30.55% UF: 39.04% P: 52.51% R: 29.66% F: 37.91%
+2024-03-24 05:39:00 INFO 0:00:14.406778s elapsed
+
+2024-03-24 05:39:00 INFO Epoch 64 / 5000:
+2024-03-24 05:39:11 INFO lr: 4.9360e-05 - loss: 0.0035 - UP: 89.40% UR: 77.24% UF: 82.88% P: 89.31% R: 77.16% F: 82.79%
+2024-03-24 05:39:13 INFO dev:  loss: nan - UP: 54.49% UR: 41.02% UF: 46.81% P: 52.52% R: 39.54% F: 45.12%
+2024-03-24 05:39:14 INFO test: loss: nan - UP: 48.25% UR: 38.56% UF: 42.87% P: 46.77% R: 37.38% F: 41.55%
+2024-03-24 05:39:14 INFO 0:00:14.396403s elapsed
+
+2024-03-24 05:39:14 INFO Epoch 65 / 5000:
+2024-03-24 05:39:26 INFO lr: 4.9350e-05 - loss: 0.0009 - UP: 90.86% UR: 81.45% UF: 85.90% P: 90.83% R: 81.42% F: 85.87%
+2024-03-24 05:39:27 INFO dev:  loss: nan - UP: 54.57% UR: 45.20% UF: 49.45% P: 52.97% R: 43.88% F: 48.00%
+2024-03-24 05:39:29 INFO test: loss: nan - UP: 47.54% UR: 40.99% UF: 44.02% P: 46.07% R: 39.72% F: 42.66%
+2024-03-24 05:39:29 INFO 0:00:14.430688s elapsed
+
+2024-03-24 05:39:29 INFO Epoch 66 / 5000:
+2024-03-24 05:39:40 INFO lr: 4.9340e-05 - loss: 0.0015 - UP: 92.07% UR: 84.52% UF: 88.14% P: 92.06% R: 84.52% F: 88.13%
+2024-03-24 05:39:42 INFO dev:  loss: nan - UP: 55.28% UR: 43.90% UF: 48.94% P: 53.69% R: 42.64% F: 47.53%
+2024-03-24 05:39:43 INFO test: loss: nan - UP: 49.20% UR: 40.25% UF: 44.28% P: 47.60% R: 38.94% F: 42.84%
+2024-03-24 05:39:43 INFO 0:00:14.549222s elapsed
+
+2024-03-24 05:39:43 INFO Epoch 67 / 5000:
+2024-03-24 05:39:55 INFO lr: 4.9330e-05 - loss: 0.0012 - UP: 92.69% UR: 86.27% UF: 89.36% P: 92.68% R: 86.26% F: 89.36%
+2024-03-24 05:39:56 INFO dev:  loss: nan - UP: 56.70% UR: 44.46% UF: 49.84% P: 54.96% R: 43.09% F: 48.31%
+2024-03-24 05:39:58 INFO test: loss: nan - UP: 50.58% UR: 40.63% UF: 45.06% P: 48.90% R: 39.28% F: 43.56%
+2024-03-24 05:39:58 INFO 0:00:14.662432s elapsed
+
+2024-03-24 05:39:58 INFO Epoch 68 / 5000:
+2024-03-24 05:40:09 INFO lr: 4.9320e-05 - loss: 0.0008 - UP: 93.14% UR: 87.57% UF: 90.27% P: 93.13% R: 87.56% F: 90.26%
+2024-03-24 05:40:11 INFO dev:  loss: nan - UP: 55.73% UR: 45.23% UF: 49.93% P: 53.96% R: 43.79% F: 48.34%
+2024-03-24 05:40:12 INFO test: loss: nan - UP: 49.15% UR: 40.84% UF: 44.61% P: 47.47% R: 39.45% F: 43.09%
+2024-03-24 05:40:12 INFO 0:00:14.651357s elapsed
+
+2024-03-24 05:40:12 INFO Epoch 69 / 5000:
+2024-03-24 05:40:24 INFO lr: 4.9310e-05 - loss: 0.0005 - UP: 93.52% UR: 88.44% UF: 90.91% P: 93.51% R: 88.42% F: 90.89%
+2024-03-24 05:40:25 INFO dev:  loss: nan - UP: 57.40% UR: 42.96% UF: 49.14% P: 55.54% R: 41.56% F: 47.55%
+2024-03-24 05:40:27 INFO test: loss: nan - UP: 50.77% UR: 39.09% UF: 44.17% P: 48.98% R: 37.71% F: 42.62%
+2024-03-24 05:40:27 INFO 0:00:14.547805s elapsed
+
+2024-03-24 05:40:27 INFO Epoch 70 / 5000:
+2024-03-24 05:40:38 INFO lr: 4.9300e-05 - loss: 0.0020 - UP: 94.14% UR: 88.93% UF: 91.46% P: 94.14% R: 88.92% F: 91.46%
+2024-03-24 05:40:40 INFO dev:  loss: nan - UP: 58.43% UR: 42.69% UF: 49.33% P: 56.64% R: 41.38% F: 47.83%
+2024-03-24 05:40:41 INFO test: loss: nan - UP: 51.35% UR: 39.11% UF: 44.40% P: 49.68% R: 37.84% F: 42.96%
+2024-03-24 05:40:41 INFO 0:00:14.460111s elapsed
+
+2024-03-24 05:40:41 INFO Epoch 71 / 5000:
+2024-03-24 05:40:53 INFO lr: 4.9290e-05 - loss: 0.0016 - UP: 94.41% UR: 90.30% UF: 92.31% P: 94.39% R: 90.28% F: 92.29%
+2024-03-24 05:40:54 INFO dev:  loss: nan - UP: 57.06% UR: 46.28% UF: 51.11% P: 55.18% R: 44.75% F: 49.42%
+2024-03-24 05:40:56 INFO test: loss: nan - UP: 49.92% UR: 41.26% UF: 45.18% P: 48.31% R: 39.93% F: 43.72%
+2024-03-24 05:40:59 INFO 0:00:14.397091s elapsed (saved)
+
+2024-03-24 05:40:59 INFO Epoch 72 / 5000:
+2024-03-24 05:41:10 INFO lr: 4.9280e-05 - loss: 0.0004 - UP: 94.56% UR: 90.37% UF: 92.42% P: 94.54% R: 90.36% F: 92.40%
+2024-03-24 05:41:11 INFO dev:  loss: nan - UP: 58.05% UR: 42.69% UF: 49.20% P: 55.88% R: 41.09% F: 47.36%
+2024-03-24 05:41:13 INFO test: loss: nan - UP: 51.61% UR: 38.71% UF: 44.24% P: 49.97% R: 37.48% F: 42.83%
+2024-03-24 05:41:13 INFO 0:00:13.888687s elapsed
+
+2024-03-24 05:41:13 INFO Epoch 73 / 5000:
+2024-03-24 05:41:24 INFO lr: 4.9270e-05 - loss: 0.0001 - UP: 94.78% UR: 91.44% UF: 93.08% P: 94.77% R: 91.42% F: 93.06%
+2024-03-24 05:41:25 INFO dev:  loss: nan - UP: 56.57% UR: 43.14% UF: 48.95% P: 54.54% R: 41.59% F: 47.19%
+2024-03-24 05:41:27 INFO test: loss: nan - UP: 50.18% UR: 40.33% UF: 44.72% P: 48.63% R: 39.09% F: 43.34%
+2024-03-24 05:41:27 INFO 0:00:14.045068s elapsed
+
+2024-03-24 05:41:27 INFO Epoch 74 / 5000:
+2024-03-24 05:41:38 INFO lr: 4.9260e-05 - loss: 0.0011 - UP: 95.05% UR: 91.20% UF: 93.09% P: 95.04% R: 91.19% F: 93.08%
+2024-03-24 05:41:40 INFO dev:  loss: nan - UP: 58.49% UR: 42.39% UF: 49.16% P: 56.54% R: 40.98% F: 47.52%
+2024-03-24 05:41:41 INFO test: loss: nan - UP: 52.57% UR: 39.13% UF: 44.86% P: 50.78% R: 37.80% F: 43.34%
+2024-03-24 05:41:41 INFO 0:00:14.551809s elapsed
+
+2024-03-24 05:41:41 INFO Epoch 75 / 5000:
+2024-03-24 05:41:53 INFO lr: 4.9250e-05 - loss: 0.0009 - UP: 95.78% UR: 92.18% UF: 93.94% P: 95.78% R: 92.18% F: 93.94%
+2024-03-24 05:41:55 INFO dev:  loss: nan - UP: 57.37% UR: 44.87% UF: 50.35% P: 55.27% R: 43.23% F: 48.51%
+2024-03-24 05:41:56 INFO test: loss: nan - UP: 50.40% UR: 39.87% UF: 44.52% P: 48.72% R: 38.54% F: 43.03%
+2024-03-24 05:41:56 INFO 0:00:15.014793s elapsed
+
+2024-03-24 05:41:56 INFO Epoch 76 / 5000:
+2024-03-24 05:42:08 INFO lr: 4.9240e-05 - loss: 0.0003 - UP: 95.34% UR: 92.62% UF: 93.96% P: 95.33% R: 92.61% F: 93.95%
+2024-03-24 05:42:09 INFO dev:  loss: nan - UP: 58.71% UR: 43.45% UF: 49.94% P: 56.71% R: 41.97% F: 48.24%
+2024-03-24 05:42:11 INFO test: loss: nan - UP: 51.70% UR: 39.78% UF: 44.97% P: 49.95% R: 38.43% F: 43.44%
+2024-03-24 05:42:11 INFO 0:00:14.562270s elapsed
+
+2024-03-24 05:42:11 INFO Epoch 77 / 5000:
+2024-03-24 05:42:22 INFO lr: 4.9230e-05 - loss: 0.0004 - UP: 95.98% UR: 93.10% UF: 94.52% P: 95.97% R: 93.10% F: 94.51%
+2024-03-24 05:42:24 INFO dev:  loss: nan - UP: 56.32% UR: 46.55% UF: 50.97% P: 54.17% R: 44.78% F: 49.03%
+2024-03-24 05:42:25 INFO test: loss: nan - UP: 48.88% UR: 41.37% UF: 44.81% P: 47.08% R: 39.85% F: 43.16%
+2024-03-24 05:42:25 INFO 0:00:14.476001s elapsed
+
+2024-03-24 05:42:25 INFO Epoch 78 / 5000:
+2024-03-24 05:42:37 INFO lr: 4.9220e-05 - loss: 0.0010 - UP: 95.69% UR: 93.16% UF: 94.40% P: 95.69% R: 93.16% F: 94.40%
+2024-03-24 05:42:38 INFO dev:  loss: nan - UP: 58.84% UR: 44.28% UF: 50.53% P: 56.84% R: 42.78% F: 48.81%
+2024-03-24 05:42:40 INFO test: loss: nan - UP: 50.79% UR: 40.14% UF: 44.84% P: 49.00% R: 38.73% F: 43.26%
+2024-03-24 05:42:40 INFO 0:00:14.413286s elapsed
+
+2024-03-24 05:42:40 INFO Epoch 79 / 5000:
+2024-03-24 05:42:51 INFO lr: 4.9210e-05 - loss: 0.0008 - UP: 96.01% UR: 93.41% UF: 94.69% P: 96.01% R: 93.41% F: 94.69%
+2024-03-24 05:42:53 INFO dev:  loss: nan - UP: 60.31% UR: 43.11% UF: 50.28% P: 58.20% R: 41.61% F: 48.53%
+2024-03-24 05:42:54 INFO test: loss: nan - UP: 51.75% UR: 39.59% UF: 44.86% P: 49.85% R: 38.14% F: 43.21%
+2024-03-24 05:42:54 INFO 0:00:14.343187s elapsed
+
+2024-03-24 05:42:54 INFO Epoch 80 / 5000:
+2024-03-24 05:43:06 INFO lr: 4.9200e-05 - loss: 0.0009 - UP: 96.52% UR: 93.65% UF: 95.06% P: 96.52% R: 93.65% F: 95.06%
+2024-03-24 05:43:07 INFO dev:  loss: nan - UP: 58.64% UR: 45.00% UF: 50.92% P: 56.56% R: 43.41% F: 49.12%
+2024-03-24 05:43:09 INFO test: loss: nan - UP: 51.33% UR: 41.20% UF: 45.71% P: 49.54% R: 39.76% F: 44.12%
+2024-03-24 05:43:09 INFO 0:00:14.353848s elapsed
+
+2024-03-24 05:43:09 INFO Epoch 81 / 5000:
+2024-03-24 05:43:20 INFO lr: 4.9190e-05 - loss: 0.0002 - UP: 96.05% UR: 94.17% UF: 95.10% P: 96.05% R: 94.17% F: 95.10%
+2024-03-24 05:43:21 INFO dev:  loss: nan - UP: 63.43% UR: 40.10% UF: 49.14% P: 61.41% R: 38.82% F: 47.57%
+2024-03-24 05:43:23 INFO test: loss: nan - UP: 55.74% UR: 37.67% UF: 44.96% P: 53.86% R: 36.40% F: 43.44%
+2024-03-24 05:43:23 INFO 0:00:14.362576s elapsed
+
+2024-03-24 05:43:23 INFO Epoch 82 / 5000:
+2024-03-24 05:43:34 INFO lr: 4.9180e-05 - loss: 0.0007 - UP: 96.34% UR: 94.25% UF: 95.28% P: 96.34% R: 94.25% F: 95.28%
+2024-03-24 05:43:36 INFO dev:  loss: nan - UP: 62.31% UR: 42.31% UF: 50.39% P: 60.16% R: 40.84% F: 48.66%
+2024-03-24 05:43:37 INFO test: loss: nan - UP: 55.41% UR: 39.30% UF: 45.98% P: 53.44% R: 37.90% F: 44.35%
+2024-03-24 05:43:37 INFO 0:00:14.308178s elapsed
+
+2024-03-24 05:43:37 INFO Epoch 83 / 5000:
+2024-03-24 05:43:49 INFO lr: 4.9170e-05 - loss: 0.0004 - UP: 96.52% UR: 95.09% UF: 95.80% P: 96.52% R: 95.09% F: 95.80%
+2024-03-24 05:43:50 INFO dev:  loss: nan - UP: 64.35% UR: 37.52% UF: 47.40% P: 62.27% R: 36.31% F: 45.87%
+2024-03-24 05:43:52 INFO test: loss: nan - UP: 57.10% UR: 36.62% UF: 44.62% P: 55.09% R: 35.33% F: 43.05%
+2024-03-24 05:43:52 INFO 0:00:14.393265s elapsed
+
+2024-03-24 05:43:52 INFO Epoch 84 / 5000:
+2024-03-24 05:44:03 INFO lr: 4.9160e-05 - loss: 0.0001 - UP: 96.78% UR: 94.94% UF: 95.85% P: 96.78% R: 94.94% F: 95.85%
+2024-03-24 05:44:04 INFO dev:  loss: nan - UP: 62.00% UR: 42.60% UF: 50.50% P: 59.94% R: 41.18% F: 48.82%
+2024-03-24 05:44:06 INFO test: loss: nan - UP: 55.70% UR: 39.11% UF: 45.95% P: 53.75% R: 37.74% F: 44.34%
+2024-03-24 05:44:06 INFO 0:00:14.348307s elapsed
+
+2024-03-24 05:44:06 INFO Epoch 85 / 5000:
+2024-03-24 05:44:17 INFO lr: 4.9150e-05 - loss: 0.0001 - UP: 96.37% UR: 94.89% UF: 95.63% P: 96.37% R: 94.88% F: 95.62%
+2024-03-24 05:44:19 INFO dev:  loss: nan - UP: 56.57% UR: 45.72% UF: 50.57% P: 54.74% R: 44.24% F: 48.93%
+2024-03-24 05:44:20 INFO test: loss: nan - UP: 49.75% UR: 40.74% UF: 44.80% P: 47.97% R: 39.28% F: 43.19%
+2024-03-24 05:44:20 INFO 0:00:14.437336s elapsed
+
+2024-03-24 05:44:20 INFO Epoch 86 / 5000:
+2024-03-24 05:44:32 INFO lr: 4.9140e-05 - loss: 0.0007 - UP: 96.68% UR: 94.65% UF: 95.65% P: 96.68% R: 94.65% F: 95.65%
+2024-03-24 05:44:33 INFO dev:  loss: nan - UP: 58.14% UR: 42.87% UF: 49.35% P: 56.15% R: 41.41% F: 47.67%
+2024-03-24 05:44:35 INFO test: loss: nan - UP: 51.52% UR: 38.98% UF: 44.38% P: 49.76% R: 37.65% F: 42.87%
+2024-03-24 05:44:35 INFO 0:00:14.427509s elapsed
+
+2024-03-24 05:44:35 INFO Epoch 87 / 5000:
+2024-03-24 05:44:46 INFO lr: 4.9130e-05 - loss: 0.0004 - UP: 96.87% UR: 95.55% UF: 96.20% P: 96.87% R: 95.55% F: 96.20%
+2024-03-24 05:44:48 INFO dev:  loss: nan - UP: 58.98% UR: 43.81% UF: 50.28% P: 56.96% R: 42.31% F: 48.55%
+2024-03-24 05:44:49 INFO test: loss: nan - UP: 52.68% UR: 40.55% UF: 45.82% P: 50.78% R: 39.09% F: 44.17%
+2024-03-24 05:44:49 INFO 0:00:14.571684s elapsed
+
+2024-03-24 05:44:49 INFO Epoch 88 / 5000:
+2024-03-24 05:45:01 INFO lr: 4.9120e-05 - loss: 0.0000 - UP: 97.15% UR: 95.98% UF: 96.56% P: 97.15% R: 95.98% F: 96.56%
+2024-03-24 05:45:02 INFO dev:  loss: nan - UP: 61.15% UR: 43.61% UF: 50.91% P: 59.07% R: 42.13% F: 49.18%
+2024-03-24 05:45:04 INFO test: loss: nan - UP: 53.23% UR: 40.08% UF: 45.73% P: 51.32% R: 38.64% F: 44.09%
+2024-03-24 05:45:04 INFO 0:00:14.625445s elapsed
+
+2024-03-24 05:45:04 INFO Epoch 89 / 5000:
+2024-03-24 05:45:16 INFO lr: 4.9110e-05 - loss: 0.0003 - UP: 97.09% UR: 95.88% UF: 96.48% P: 97.09% R: 95.88% F: 96.48%
+2024-03-24 05:45:17 INFO dev:  loss: nan - UP: 58.75% UR: 43.29% UF: 49.85% P: 56.74% R: 41.81% F: 48.14%
+2024-03-24 05:45:19 INFO test: loss: nan - UP: 51.55% UR: 40.02% UF: 45.06% P: 49.84% R: 38.69% F: 43.56%
+2024-03-24 05:45:19 INFO 0:00:14.739160s elapsed
+
+2024-03-24 05:45:19 INFO Epoch 90 / 5000:
+2024-03-24 05:45:30 INFO lr: 4.9100e-05 - loss: 0.0006 - UP: 97.38% UR: 95.82% UF: 96.59% P: 97.38% R: 95.82% F: 96.59%
+2024-03-24 05:45:32 INFO dev:  loss: nan - UP: 59.00% UR: 45.88% UF: 51.62% P: 57.06% R: 44.37% F: 49.92%
+2024-03-24 05:45:33 INFO test: loss: nan - UP: 51.39% UR: 41.12% UF: 45.68% P: 49.56% R: 39.66% F: 44.06%
+2024-03-24 05:45:36 INFO 0:00:14.426931s elapsed (saved)
+
+2024-03-24 05:45:36 INFO Epoch 91 / 5000:
+2024-03-24 05:45:47 INFO lr: 4.9090e-05 - loss: 0.0003 - UP: 97.51% UR: 96.33% UF: 96.92% P: 97.51% R: 96.33% F: 96.92%
+2024-03-24 05:45:49 INFO dev:  loss: nan - UP: 61.21% UR: 41.02% UF: 49.13% P: 59.30% R: 39.74% F: 47.59%
+2024-03-24 05:45:50 INFO test: loss: nan - UP: 53.29% UR: 37.99% UF: 44.36% P: 51.42% R: 36.66% F: 42.80%
+2024-03-24 05:45:50 INFO 0:00:13.878427s elapsed
+
+2024-03-24 05:45:50 INFO Epoch 92 / 5000:
+2024-03-24 05:46:01 INFO lr: 4.9080e-05 - loss: 0.0006 - UP: 97.41% UR: 96.00% UF: 96.70% P: 97.41% R: 96.00% F: 96.70%
+2024-03-24 05:46:03 INFO dev:  loss: nan - UP: 59.90% UR: 40.64% UF: 48.43% P: 57.68% R: 39.14% F: 46.63%
+2024-03-24 05:46:04 INFO test: loss: nan - UP: 53.41% UR: 37.61% UF: 44.14% P: 51.52% R: 36.28% F: 42.57%
+2024-03-24 05:46:04 INFO 0:00:14.082688s elapsed
+
+2024-03-24 05:46:04 INFO Epoch 93 / 5000:
+2024-03-24 05:46:16 INFO lr: 4.9070e-05 - loss: 0.0004 - UP: 97.38% UR: 96.43% UF: 96.90% P: 97.38% R: 96.43% F: 96.90%
+2024-03-24 05:46:18 INFO dev:  loss: nan - UP: 62.93% UR: 42.26% UF: 50.56% P: 60.89% R: 40.89% F: 48.92%
+2024-03-24 05:46:19 INFO test: loss: nan - UP: 53.25% UR: 38.26% UF: 44.53% P: 51.43% R: 36.95% F: 43.00%
+2024-03-24 05:46:19 INFO 0:00:14.735350s elapsed
+
+2024-03-24 05:46:19 INFO Epoch 94 / 5000:
+2024-03-24 05:46:31 INFO lr: 4.9060e-05 - loss: 0.0003 - UP: 97.63% UR: 96.60% UF: 97.11% P: 97.63% R: 96.60% F: 97.11%
+2024-03-24 05:46:32 INFO dev:  loss: nan - UP: 62.31% UR: 42.19% UF: 50.31% P: 60.19% R: 40.75% F: 48.60%
+2024-03-24 05:46:34 INFO test: loss: nan - UP: 53.10% UR: 38.37% UF: 44.55% P: 51.29% R: 37.06% F: 43.03%
+2024-03-24 05:46:34 INFO 0:00:14.754637s elapsed
+
+2024-03-24 05:46:34 INFO Epoch 95 / 5000:
+2024-03-24 05:46:46 INFO lr: 4.9050e-05 - loss: 0.0002 - UP: 97.48% UR: 96.54% UF: 97.01% P: 97.48% R: 96.54% F: 97.01%
+2024-03-24 05:46:47 INFO dev:  loss: nan - UP: 63.73% UR: 42.13% UF: 50.72% P: 61.62% R: 40.73% F: 49.05%
+2024-03-24 05:46:49 INFO test: loss: nan - UP: 54.48% UR: 38.41% UF: 45.06% P: 52.62% R: 37.10% F: 43.52%
+2024-03-24 05:46:49 INFO 0:00:14.728900s elapsed
+
+2024-03-24 05:46:49 INFO Epoch 96 / 5000:
+2024-03-24 05:47:00 INFO lr: 4.9040e-05 - loss: 0.0005 - UP: 97.02% UR: 95.49% UF: 96.25% P: 97.02% R: 95.49% F: 96.25%
+2024-03-24 05:47:02 INFO dev:  loss: nan - UP: 55.55% UR: 45.90% UF: 50.26% P: 53.83% R: 44.48% F: 48.71%
+2024-03-24 05:47:03 INFO test: loss: nan - UP: 48.57% UR: 40.42% UF: 44.12% P: 46.94% R: 39.07% F: 42.64%
+2024-03-24 05:47:03 INFO 0:00:14.577639s elapsed
+
+2024-03-24 05:47:03 INFO Epoch 97 / 5000:
+2024-03-24 05:47:15 INFO lr: 4.9030e-05 - loss: 0.0000 - UP: 97.00% UR: 95.85% UF: 96.43% P: 96.99% R: 95.84% F: 96.41%
+2024-03-24 05:47:16 INFO dev:  loss: nan - UP: 58.55% UR: 43.16% UF: 49.69% P: 56.51% R: 41.65% F: 47.96%
+2024-03-24 05:47:18 INFO test: loss: nan - UP: 51.18% UR: 39.74% UF: 44.74% P: 49.61% R: 38.52% F: 43.36%
+2024-03-24 05:47:18 INFO 0:00:14.352219s elapsed
+
+2024-03-24 05:47:18 INFO Epoch 98 / 5000:
+2024-03-24 05:47:29 INFO lr: 4.9020e-05 - loss: 0.0002 - UP: 97.56% UR: 95.45% UF: 96.50% P: 97.54% R: 95.43% F: 96.48%
+2024-03-24 05:47:30 INFO dev:  loss: nan - UP: 63.05% UR: 39.56% UF: 48.62% P: 61.37% R: 38.51% F: 47.32%
+2024-03-24 05:47:32 INFO test: loss: nan - UP: 53.08% UR: 37.33% UF: 43.84% P: 51.43% R: 36.17% F: 42.47%
+2024-03-24 05:47:32 INFO 0:00:14.323063s elapsed
+
+2024-03-24 05:47:32 INFO Epoch 99 / 5000:
+2024-03-24 05:47:43 INFO lr: 4.9010e-05 - loss: 0.0000 - UP: 97.14% UR: 95.59% UF: 96.35% P: 97.12% R: 95.57% F: 96.34%
+2024-03-24 05:47:45 INFO dev:  loss: nan - UP: 61.26% UR: 41.56% UF: 49.52% P: 59.60% R: 40.44% F: 48.19%
+2024-03-24 05:47:46 INFO test: loss: nan - UP: 52.82% UR: 38.18% UF: 44.32% P: 50.98% R: 36.85% F: 42.78%
+2024-03-24 05:47:46 INFO 0:00:14.339744s elapsed
+
+2024-03-24 05:47:46 INFO Epoch 100 / 5000:
+2024-03-24 05:47:58 INFO lr: 4.9000e-05 - loss: 0.0005 - UP: 97.19% UR: 95.12% UF: 96.15% P: 97.19% R: 95.11% F: 96.14%
+2024-03-24 05:47:59 INFO dev:  loss: nan - UP: 63.85% UR: 40.51% UF: 49.57% P: 62.00% R: 39.34% F: 48.14%
+2024-03-24 05:48:01 INFO test: loss: nan - UP: 54.02% UR: 36.62% UF: 43.65% P: 52.49% R: 35.58% F: 42.41%
+2024-03-24 05:48:01 INFO 0:00:14.324901s elapsed
+
+2024-03-24 05:48:01 INFO Epoch 101 / 5000:
+2024-03-24 05:48:12 INFO lr: 4.8990e-05 - loss: 0.0000 - UP: 96.96% UR: 96.12% UF: 96.54% P: 96.96% R: 96.12% F: 96.54%
+2024-03-24 05:48:13 INFO dev:  loss: nan - UP: 59.38% UR: 43.52% UF: 50.23% P: 57.39% R: 42.06% F: 48.54%
+2024-03-24 05:48:15 INFO test: loss: nan - UP: 51.19% UR: 39.64% UF: 44.68% P: 49.52% R: 38.35% F: 43.22%
+2024-03-24 05:48:15 INFO 0:00:14.265413s elapsed
+
+2024-03-24 05:48:15 INFO Epoch 102 / 5000:
+2024-03-24 05:48:26 INFO lr: 4.8980e-05 - loss: 0.0012 - UP: 95.90% UR: 92.17% UF: 94.00% P: 95.90% R: 92.16% F: 93.99%
+2024-03-24 05:48:28 INFO dev:  loss: nan - UP: 52.22% UR: 46.87% UF: 49.40% P: 50.16% R: 45.02% F: 47.45%
+2024-03-24 05:48:29 INFO test: loss: nan - UP: 49.36% UR: 47.43% UF: 48.38% P: 47.60% R: 45.74% F: 46.65%
+2024-03-24 05:48:29 INFO 0:00:14.335155s elapsed
+
+2024-03-24 05:48:29 INFO Epoch 103 / 5000:
+2024-03-24 05:48:41 INFO lr: 4.8970e-05 - loss: 0.0005 - UP: 96.46% UR: 95.08% UF: 95.76% P: 96.46% R: 95.08% F: 95.76%
+2024-03-24 05:48:42 INFO dev:  loss: nan - UP: 56.99% UR: 38.67% UF: 46.07% P: 55.46% R: 37.63% F: 44.84%
+2024-03-24 05:48:44 INFO test: loss: nan - UP: 51.16% UR: 37.67% UF: 43.39% P: 49.30% R: 36.30% F: 41.81%
+2024-03-24 05:48:44 INFO 0:00:14.417270s elapsed
+
+2024-03-24 05:48:44 INFO Epoch 104 / 5000:
+2024-03-24 05:48:55 INFO lr: 4.8960e-05 - loss: 0.0005 - UP: 96.45% UR: 95.27% UF: 95.85% P: 96.43% R: 95.25% F: 95.84%
+2024-03-24 05:48:56 INFO dev:  loss: nan - UP: 58.10% UR: 39.07% UF: 46.72% P: 56.26% R: 37.83% F: 45.24%
+2024-03-24 05:48:58 INFO test: loss: nan - UP: 52.28% UR: 36.83% UF: 43.21% P: 50.39% R: 35.50% F: 41.65%
+2024-03-24 05:48:58 INFO 0:00:14.450662s elapsed
+
+2024-03-24 05:48:58 INFO Epoch 105 / 5000:
+2024-03-24 05:49:10 INFO lr: 4.8950e-05 - loss: 0.0007 - UP: 97.35% UR: 95.75% UF: 96.54% P: 97.35% R: 95.75% F: 96.54%
+2024-03-24 05:49:11 INFO dev:  loss: nan - UP: 57.89% UR: 42.71% UF: 49.15% P: 55.85% R: 41.20% F: 47.42%
+2024-03-24 05:49:13 INFO test: loss: nan - UP: 51.18% UR: 40.93% UF: 45.48% P: 49.48% R: 39.57% F: 43.98%
+2024-03-24 05:49:13 INFO 0:00:14.504252s elapsed
+
+2024-03-24 05:49:13 INFO Epoch 106 / 5000:
+2024-03-24 05:49:24 INFO lr: 4.8940e-05 - loss: 0.0005 - UP: 97.94% UR: 96.70% UF: 97.32% P: 97.94% R: 96.70% F: 97.32%
+2024-03-24 05:49:26 INFO dev:  loss: nan - UP: 59.66% UR: 43.36% UF: 50.22% P: 57.93% R: 42.10% F: 48.76%
+2024-03-24 05:49:27 INFO test: loss: nan - UP: 52.75% UR: 40.99% UF: 46.13% P: 50.90% R: 39.55% F: 44.51%
+2024-03-24 05:49:27 INFO 0:00:14.681961s elapsed
+
+2024-03-24 05:49:27 INFO Epoch 107 / 5000:
+2024-03-24 05:49:39 INFO lr: 4.8930e-05 - loss: 0.0003 - UP: 97.89% UR: 97.13% UF: 97.51% P: 97.89% R: 97.13% F: 97.51%
+2024-03-24 05:49:40 INFO dev:  loss: nan - UP: 60.15% UR: 41.54% UF: 49.14% P: 58.04% R: 40.08% F: 47.42%
+2024-03-24 05:49:42 INFO test: loss: nan - UP: 54.23% UR: 39.51% UF: 45.72% P: 52.41% R: 38.18% F: 44.18%
+2024-03-24 05:49:42 INFO 0:00:14.649599s elapsed
+
+2024-03-24 05:49:42 INFO Epoch 108 / 5000:
+2024-03-24 05:49:53 INFO lr: 4.8920e-05 - loss: 0.0009 - UP: 98.16% UR: 97.35% UF: 97.75% P: 98.16% R: 97.35% F: 97.75%
+2024-03-24 05:49:55 INFO dev:  loss: nan - UP: 59.86% UR: 43.59% UF: 50.44% P: 58.07% R: 42.28% F: 48.93%
+2024-03-24 05:49:56 INFO test: loss: nan - UP: 53.49% UR: 41.64% UF: 46.83% P: 51.72% R: 40.27% F: 45.28%
+2024-03-24 05:49:56 INFO 0:00:14.537501s elapsed
+
+2024-03-24 05:49:56 INFO Epoch 109 / 5000:
+2024-03-24 05:50:08 INFO lr: 4.8910e-05 - loss: 0.0002 - UP: 98.02% UR: 97.11% UF: 97.56% P: 98.02% R: 97.11% F: 97.56%
+2024-03-24 05:50:09 INFO dev:  loss: nan - UP: 60.03% UR: 40.22% UF: 48.16% P: 57.88% R: 38.78% F: 46.44%
+2024-03-24 05:50:11 INFO test: loss: nan - UP: 54.81% UR: 39.36% UF: 45.82% P: 52.90% R: 37.99% F: 44.22%
+2024-03-24 05:50:11 INFO 0:00:14.380474s elapsed
+
+2024-03-24 05:50:11 INFO Epoch 110 / 5000:
+2024-03-24 05:50:22 INFO lr: 4.8900e-05 - loss: 0.0007 - UP: 98.07% UR: 97.40% UF: 97.73% P: 98.07% R: 97.40% F: 97.73%
+2024-03-24 05:50:24 INFO dev:  loss: nan - UP: 57.83% UR: 45.05% UF: 50.64% P: 55.67% R: 43.36% F: 48.75%
+2024-03-24 05:50:25 INFO test: loss: nan - UP: 52.74% UR: 42.32% UF: 46.96% P: 50.74% R: 40.71% F: 45.18%
+2024-03-24 05:50:25 INFO 0:00:14.330531s elapsed
+
+2024-03-24 05:50:25 INFO Epoch 111 / 5000:
+2024-03-24 05:50:36 INFO lr: 4.8890e-05 - loss: 0.0003 - UP: 98.25% UR: 97.74% UF: 98.00% P: 98.25% R: 97.74% F: 98.00%
+2024-03-24 05:50:38 INFO dev:  loss: nan - UP: 58.55% UR: 43.16% UF: 49.69% P: 56.51% R: 41.65% F: 47.96%
+2024-03-24 05:50:39 INFO test: loss: nan - UP: 52.98% UR: 40.76% UF: 46.07% P: 51.03% R: 39.26% F: 44.38%
+2024-03-24 05:50:39 INFO 0:00:14.344891s elapsed
+
+2024-03-24 05:50:39 INFO Epoch 112 / 5000:
+2024-03-24 05:50:51 INFO lr: 4.8880e-05 - loss: 0.0003 - UP: 98.51% UR: 97.73% UF: 98.12% P: 98.51% R: 97.73% F: 98.12%
+2024-03-24 05:50:52 INFO dev:  loss: nan - UP: 62.20% UR: 40.26% UF: 48.88% P: 60.05% R: 38.87% F: 47.19%
+2024-03-24 05:50:54 INFO test: loss: nan - UP: 54.57% UR: 37.74% UF: 44.62% P: 52.67% R: 36.43% F: 43.07%
+2024-03-24 05:50:54 INFO 0:00:14.350821s elapsed
+
+2024-03-24 05:50:54 INFO Epoch 113 / 5000:
+2024-03-24 05:51:05 INFO lr: 4.8870e-05 - loss: 0.0003 - UP: 98.45% UR: 97.22% UF: 97.83% P: 98.45% R: 97.22% F: 97.83%
+2024-03-24 05:51:07 INFO dev:  loss: nan - UP: 54.28% UR: 47.88% UF: 50.88% P: 52.29% R: 46.12% F: 49.02%
+2024-03-24 05:51:08 INFO test: loss: nan - UP: 49.43% UR: 44.71% UF: 46.95% P: 47.77% R: 43.21% F: 45.37%
+2024-03-24 05:51:08 INFO 0:00:14.375678s elapsed
+
+2024-03-24 05:51:08 INFO Epoch 114 / 5000:
+2024-03-24 05:51:20 INFO lr: 4.8860e-05 - loss: 0.0005 - UP: 96.75% UR: 95.35% UF: 96.04% P: 96.74% R: 95.35% F: 96.04%
+2024-03-24 05:51:21 INFO dev:  loss: nan - UP: 61.50% UR: 41.74% UF: 49.73% P: 59.68% R: 40.51% F: 48.26%
+2024-03-24 05:51:22 INFO test: loss: nan - UP: 53.91% UR: 39.64% UF: 45.68% P: 51.98% R: 38.22% F: 44.05%
+2024-03-24 05:51:22 INFO 0:00:14.319082s elapsed
+
+2024-03-24 05:51:22 INFO Epoch 115 / 5000:
+2024-03-24 05:51:34 INFO lr: 4.8850e-05 - loss: 0.0000 - UP: 96.87% UR: 94.67% UF: 95.76% P: 96.85% R: 94.66% F: 95.74%
+2024-03-24 05:51:35 INFO dev:  loss: nan - UP: 52.47% UR: 53.07% UF: 52.76% P: 50.69% R: 51.27% F: 50.98%
+2024-03-24 05:51:37 INFO test: loss: nan - UP: 47.26% UR: 47.96% UF: 47.61% P: 45.64% R: 46.31% F: 45.97%
+2024-03-24 05:51:40 INFO 0:00:14.322750s elapsed (saved)
+
+2024-03-24 05:51:40 INFO Epoch 116 / 5000:
+2024-03-24 05:51:51 INFO lr: 4.8840e-05 - loss: 0.0005 - UP: 97.49% UR: 96.66% UF: 97.07% P: 97.47% R: 96.65% F: 97.06%
+2024-03-24 05:51:52 INFO dev:  loss: nan - UP: 60.81% UR: 42.42% UF: 49.97% P: 58.68% R: 40.93% F: 48.23%
+2024-03-24 05:51:54 INFO test: loss: nan - UP: 54.12% UR: 41.03% UF: 46.68% P: 52.26% R: 39.62% F: 45.07%
+2024-03-24 05:51:54 INFO 0:00:13.985627s elapsed
+
+2024-03-24 05:51:54 INFO Epoch 117 / 5000:
+2024-03-24 05:52:05 INFO lr: 4.8830e-05 - loss: 0.0040 - UP: 97.80% UR: 96.53% UF: 97.16% P: 97.77% R: 96.50% F: 97.14%
+2024-03-24 05:52:06 INFO dev:  loss: nan - UP: 53.62% UR: 49.07% UF: 51.24% P: 51.41% R: 47.05% F: 49.13%
+2024-03-24 05:52:08 INFO test: loss: nan - UP: 48.76% UR: 44.37% UF: 46.46% P: 46.83% R: 42.62% F: 44.62%
+2024-03-24 05:52:08 INFO 0:00:14.117600s elapsed
+
+2024-03-24 05:52:08 INFO Epoch 118 / 5000:
+2024-03-24 05:52:19 INFO lr: 4.8820e-05 - loss: 0.0049 - UP: 96.28% UR: 95.14% UF: 95.71% P: 96.03% R: 94.89% F: 95.46%
+2024-03-24 05:52:21 INFO dev:  loss: nan - UP: 48.83% UR: 45.79% UF: 47.26% P: 45.90% R: 43.05% F: 44.43%
+2024-03-24 05:52:22 INFO test: loss: nan - UP: 42.75% UR: 41.56% UF: 42.15% P: 40.38% R: 39.26% F: 39.81%
+2024-03-24 05:52:22 INFO 0:00:14.380438s elapsed
+
+2024-03-24 05:52:22 INFO Epoch 119 / 5000:
+2024-03-24 05:52:34 INFO lr: 4.8810e-05 - loss: 0.0289 - UP: 83.67% UR: 77.31% UF: 80.37% P: 82.87% R: 76.58% F: 79.60%
+2024-03-24 05:52:35 INFO dev:  loss: nan - UP: 69.55% UR: 18.58% UF: 29.33% P: 65.77% R: 17.57% F: 27.73%
+2024-03-24 05:52:37 INFO test: loss: nan - UP: 59.63% UR: 17.66% UF: 27.25% P: 55.63% R: 16.48% F: 25.43%
+2024-03-24 05:52:37 INFO 0:00:14.812203s elapsed
+
+2024-03-24 05:52:37 INFO Epoch 120 / 5000:
+2024-03-24 05:52:48 INFO lr: 4.8800e-05 - loss: 0.0207 - UP: 63.13% UR: 28.45% UF: 39.22% P: 62.22% R: 28.04% F: 38.66%
+2024-03-24 05:52:50 INFO dev:  loss: nan - UP: 54.98% UR: 12.40% UF: 20.24% P: 51.69% R: 11.66% F: 19.03%
+2024-03-24 05:52:51 INFO test: loss: nan - UP: 47.08% UR: 12.93% UF: 20.29% P: 44.92% R: 12.34% F: 19.36%
+2024-03-24 05:52:51 INFO 0:00:14.548672s elapsed
+
+2024-03-24 05:52:51 INFO Epoch 121 / 5000:
+2024-03-24 05:53:03 INFO lr: 4.8790e-05 - loss: 0.0037 - UP: 66.51% UR: 26.89% UF: 38.30% P: 66.06% R: 26.71% F: 38.04%
+2024-03-24 05:53:04 INFO dev:  loss: nan - UP: 48.22% UR: 14.92% UF: 22.79% P: 46.70% R: 14.45% F: 22.07%
+2024-03-24 05:53:06 INFO test: loss: nan - UP: 45.64% UR: 15.15% UF: 22.75% P: 44.05% R: 14.62% F: 21.95%
+2024-03-24 05:53:06 INFO 0:00:14.535769s elapsed
+
+2024-03-24 05:53:06 INFO Epoch 122 / 5000:
+2024-03-24 05:53:17 INFO lr: 4.8780e-05 - loss: 0.0107 - UP: 73.45% UR: 38.19% UF: 50.25% P: 73.17% R: 38.04% F: 50.06%
+2024-03-24 05:53:19 INFO dev:  loss: nan - UP: 51.94% UR: 39.36% UF: 44.79% P: 50.28% R: 38.10% F: 43.35%
+2024-03-24 05:53:20 INFO test: loss: nan - UP: 44.01% UR: 38.28% UF: 40.95% P: 42.53% R: 37.00% F: 39.57%
+2024-03-24 05:53:20 INFO 0:00:14.398868s elapsed
+
+2024-03-24 05:53:20 INFO Epoch 123 / 5000:
+2024-03-24 05:53:32 INFO lr: 4.8770e-05 - loss: 0.0097 - UP: 82.54% UR: 60.59% UF: 69.88% P: 82.33% R: 60.44% F: 69.70%
+2024-03-24 05:53:33 INFO dev:  loss: nan - UP: 53.68% UR: 38.31% UF: 44.71% P: 51.83% R: 36.98% F: 43.16%
+2024-03-24 05:53:35 INFO test: loss: nan - UP: 49.15% UR: 37.33% UF: 42.44% P: 47.01% R: 35.71% F: 40.59%
+2024-03-24 05:53:35 INFO 0:00:14.365222s elapsed
+
+2024-03-24 05:53:35 INFO Epoch 124 / 5000:
+2024-03-24 05:53:46 INFO lr: 4.8760e-05 - loss: 0.0042 - UP: 86.14% UR: 72.77% UF: 78.90% P: 86.07% R: 72.71% F: 78.83%
+2024-03-24 05:53:48 INFO dev:  loss: nan - UP: 52.30% UR: 43.88% UF: 47.72% P: 50.78% R: 42.60% F: 46.33%
+2024-03-24 05:53:49 INFO test: loss: nan - UP: 45.72% UR: 39.49% UF: 42.38% P: 44.20% R: 38.18% F: 40.97%
+2024-03-24 05:53:49 INFO 0:00:14.362746s elapsed
+
+2024-03-24 05:53:49 INFO Epoch 125 / 5000:
+2024-03-24 05:54:01 INFO lr: 4.8750e-05 - loss: 0.0028 - UP: 88.98% UR: 78.83% UF: 83.60% P: 88.95% R: 78.81% F: 83.57%
+2024-03-24 05:54:02 INFO dev:  loss: nan - UP: 59.82% UR: 32.58% UF: 42.18% P: 58.04% R: 31.61% F: 40.93%
+2024-03-24 05:54:03 INFO test: loss: nan - UP: 54.32% UR: 30.04% UF: 38.69% P: 52.29% R: 28.92% F: 37.25%
+2024-03-24 05:54:03 INFO 0:00:14.343819s elapsed
+
+2024-03-24 05:54:03 INFO Epoch 126 / 5000:
+2024-03-24 05:54:15 INFO lr: 4.8740e-05 - loss: 0.0026 - UP: 91.01% UR: 79.70% UF: 84.98% P: 90.94% R: 79.64% F: 84.91%
+2024-03-24 05:54:16 INFO dev:  loss: nan - UP: 59.28% UR: 41.32% UF: 48.70% P: 57.61% R: 40.15% F: 47.32%
+2024-03-24 05:54:18 INFO test: loss: nan - UP: 52.99% UR: 37.59% UF: 43.98% P: 51.09% R: 36.23% F: 42.40%
+2024-03-24 05:54:18 INFO 0:00:14.349774s elapsed
+
+2024-03-24 05:54:18 INFO Epoch 127 / 5000:
+2024-03-24 05:54:29 INFO lr: 4.8730e-05 - loss: 0.0017 - UP: 91.74% UR: 83.27% UF: 87.30% P: 91.72% R: 83.25% F: 87.28%
+2024-03-24 05:54:31 INFO dev:  loss: nan - UP: 53.64% UR: 44.98% UF: 48.93% P: 51.82% R: 43.45% F: 47.27%
+2024-03-24 05:54:32 INFO test: loss: nan - UP: 47.26% UR: 40.80% UF: 43.79% P: 45.40% R: 39.19% F: 42.07%
+2024-03-24 05:54:32 INFO 0:00:14.366275s elapsed
+
+2024-03-24 05:54:32 INFO Epoch 128 / 5000:
+2024-03-24 05:54:44 INFO lr: 4.8720e-05 - loss: 0.0014 - UP: 93.86% UR: 87.68% UF: 90.67% P: 93.84% R: 87.66% F: 90.65%
+2024-03-24 05:54:45 INFO dev:  loss: nan - UP: 57.93% UR: 43.68% UF: 49.80% P: 56.05% R: 42.26% F: 48.19%
+2024-03-24 05:54:47 INFO test: loss: nan - UP: 51.61% UR: 39.51% UF: 44.76% P: 49.63% R: 37.99% F: 43.03%
+2024-03-24 05:54:47 INFO 0:00:14.395405s elapsed
+
+2024-03-24 05:54:47 INFO Epoch 129 / 5000:
+2024-03-24 05:54:58 INFO lr: 4.8710e-05 - loss: 0.0000 - UP: 94.38% UR: 88.64% UF: 91.42% P: 94.37% R: 88.64% F: 91.42%
+2024-03-24 05:54:59 INFO dev:  loss: nan - UP: 58.27% UR: 44.46% UF: 50.44% P: 56.36% R: 43.00% F: 48.78%
+2024-03-24 05:55:01 INFO test: loss: nan - UP: 51.73% UR: 40.38% UF: 45.35% P: 49.70% R: 38.79% F: 43.57%
+2024-03-24 05:55:01 INFO 0:00:14.417867s elapsed
+
+2024-03-24 05:55:01 INFO Epoch 130 / 5000:
+2024-03-24 05:55:13 INFO lr: 4.8700e-05 - loss: 0.0011 - UP: 94.74% UR: 90.78% UF: 92.72% P: 94.73% R: 90.77% F: 92.71%
+2024-03-24 05:55:14 INFO dev:  loss: nan - UP: 57.98% UR: 44.39% UF: 50.29% P: 56.13% R: 42.98% F: 48.68%
+2024-03-24 05:55:15 INFO test: loss: nan - UP: 52.26% UR: 40.38% UF: 45.55% P: 49.93% R: 38.58% F: 43.53%
+2024-03-24 05:55:15 INFO 0:00:14.494304s elapsed
+
+2024-03-24 05:55:15 INFO Epoch 131 / 5000:
+2024-03-24 05:55:27 INFO lr: 4.8690e-05 - loss: 0.0000 - UP: 95.03% UR: 91.77% UF: 93.37% P: 95.01% R: 91.75% F: 93.35%
+2024-03-24 05:55:28 INFO dev:  loss: nan - UP: 57.53% UR: 45.07% UF: 50.54% P: 55.84% R: 43.74% F: 49.06%
+2024-03-24 05:55:30 INFO test: loss: nan - UP: 51.56% UR: 41.20% UF: 45.80% P: 49.44% R: 39.51% F: 43.92%
+2024-03-24 05:55:30 INFO 0:00:14.358799s elapsed
+
+2024-03-24 05:55:30 INFO Epoch 132 / 5000:
+2024-03-24 05:55:41 INFO lr: 4.8680e-05 - loss: 0.0000 - UP: 95.67% UR: 92.17% UF: 93.88% P: 95.67% R: 92.17% F: 93.88%
+2024-03-24 05:55:43 INFO dev:  loss: nan - UP: 59.77% UR: 43.83% UF: 50.58% P: 58.03% R: 42.55% F: 49.10%
+2024-03-24 05:55:45 INFO test: loss: nan - UP: 53.80% UR: 40.04% UF: 45.91% P: 51.56% R: 38.37% F: 44.00%
+2024-03-24 05:55:45 INFO 0:00:14.666258s elapsed
+
+2024-03-24 05:55:45 INFO Epoch 133 / 5000:
+2024-03-24 05:55:57 INFO lr: 4.8670e-05 - loss: 0.0001 - UP: 95.59% UR: 92.61% UF: 94.08% P: 95.59% R: 92.61% F: 94.08%
+2024-03-24 05:55:58 INFO dev:  loss: nan - UP: 57.26% UR: 44.91% UF: 50.34% P: 55.29% R: 43.36% F: 48.60%
+2024-03-24 05:56:00 INFO test: loss: nan - UP: 51.72% UR: 40.95% UF: 45.71% P: 49.61% R: 39.28% F: 43.84%
+2024-03-24 05:56:00 INFO 0:00:15.330589s elapsed
+
+2024-03-24 05:56:00 INFO Epoch 134 / 5000:
+2024-03-24 05:56:11 INFO lr: 4.8660e-05 - loss: 0.0000 - UP: 96.00% UR: 93.44% UF: 94.71% P: 96.00% R: 93.44% F: 94.71%
+2024-03-24 05:56:12 INFO dev:  loss: nan - UP: 57.96% UR: 44.33% UF: 50.24% P: 56.43% R: 43.16% F: 48.91%
+2024-03-24 05:56:14 INFO test: loss: nan - UP: 53.01% UR: 42.64% UF: 47.26% P: 51.06% R: 41.07% F: 45.53%
+2024-03-24 05:56:14 INFO 0:00:14.164013s elapsed
+
+2024-03-24 05:56:14 INFO Epoch 135 / 5000:
+2024-03-24 05:56:25 INFO lr: 4.8650e-05 - loss: 0.0009 - UP: 95.84% UR: 92.66% UF: 94.22% P: 95.83% R: 92.65% F: 94.22%
+2024-03-24 05:56:27 INFO dev:  loss: nan - UP: 56.95% UR: 44.73% UF: 50.11% P: 55.09% R: 43.27% F: 48.47%
+2024-03-24 05:56:28 INFO test: loss: nan - UP: 52.30% UR: 42.34% UF: 46.80% P: 50.37% R: 40.78% F: 45.07%
+2024-03-24 05:56:28 INFO 0:00:14.161622s elapsed
+
+2024-03-24 05:56:28 INFO Epoch 136 / 5000:
+2024-03-24 05:56:39 INFO lr: 4.8640e-05 - loss: 0.0018 - UP: 96.75% UR: 94.09% UF: 95.40% P: 96.75% R: 94.09% F: 95.40%
+2024-03-24 05:56:41 INFO dev:  loss: nan - UP: 57.52% UR: 45.36% UF: 50.72% P: 55.56% R: 43.81% F: 48.99%
+2024-03-24 05:56:42 INFO test: loss: nan - UP: 53.12% UR: 43.17% UF: 47.63% P: 51.09% R: 41.52% F: 45.81%
+2024-03-24 05:56:42 INFO 0:00:14.180393s elapsed
+
+2024-03-24 05:56:42 INFO Epoch 137 / 5000:
+2024-03-24 05:56:54 INFO lr: 4.8630e-05 - loss: 0.0015 - UP: 96.89% UR: 94.41% UF: 95.63% P: 96.88% R: 94.39% F: 95.62%
+2024-03-24 05:56:55 INFO dev:  loss: nan - UP: 57.91% UR: 45.05% UF: 50.68% P: 55.83% R: 43.43% F: 48.86%
+2024-03-24 05:56:57 INFO test: loss: nan - UP: 53.51% UR: 43.48% UF: 47.98% P: 51.51% R: 41.86% F: 46.18%
+2024-03-24 05:56:57 INFO 0:00:14.166917s elapsed
+
+2024-03-24 05:56:57 INFO Epoch 138 / 5000:
+2024-03-24 05:57:08 INFO lr: 4.8620e-05 - loss: 0.0006 - UP: 96.54% UR: 94.88% UF: 95.70% P: 96.53% R: 94.87% F: 95.69%
+2024-03-24 05:57:09 INFO dev:  loss: nan - UP: 58.39% UR: 45.25% UF: 50.99% P: 56.68% R: 43.92% F: 49.49%
+2024-03-24 05:57:11 INFO test: loss: nan - UP: 52.99% UR: 42.93% UF: 47.43% P: 51.03% R: 41.35% F: 45.68%
+2024-03-24 05:57:11 INFO 0:00:14.211801s elapsed
+
+2024-03-24 05:57:11 INFO Epoch 139 / 5000:
+2024-03-24 05:57:22 INFO lr: 4.8610e-05 - loss: 0.0003 - UP: 97.13% UR: 95.76% UF: 96.44% P: 97.13% R: 95.76% F: 96.44%
+2024-03-24 05:57:24 INFO dev:  loss: nan - UP: 59.46% UR: 44.71% UF: 51.04% P: 57.66% R: 43.36% F: 49.50%
+2024-03-24 05:57:25 INFO test: loss: nan - UP: 53.77% UR: 42.32% UF: 47.36% P: 51.79% R: 40.76% F: 45.61%
+2024-03-24 05:57:25 INFO 0:00:14.301514s elapsed
+
+2024-03-24 05:57:25 INFO Epoch 140 / 5000:
+2024-03-24 05:57:36 INFO lr: 4.8600e-05 - loss: 0.0008 - UP: 95.54% UR: 92.57% UF: 94.03% P: 95.53% R: 92.56% F: 94.02%
+2024-03-24 05:57:38 INFO dev:  loss: nan - UP: 61.06% UR: 41.11% UF: 49.14% P: 59.46% R: 40.04% F: 47.85%
+2024-03-24 05:57:39 INFO test: loss: nan - UP: 56.76% UR: 39.49% UF: 46.57% P: 54.87% R: 38.18% F: 45.03%
+2024-03-24 05:57:39 INFO 0:00:14.377371s elapsed
+
+2024-03-24 05:57:39 INFO Epoch 141 / 5000:
+2024-03-24 05:57:51 INFO lr: 4.8590e-05 - loss: 0.0003 - UP: 96.47% UR: 92.85% UF: 94.62% P: 96.46% R: 92.84% F: 94.62%
+2024-03-24 05:57:52 INFO dev:  loss: nan - UP: 61.13% UR: 40.84% UF: 48.97% P: 59.28% R: 39.61% F: 47.49%
+2024-03-24 05:57:54 INFO test: loss: nan - UP: 56.88% UR: 40.33% UF: 47.20% P: 54.98% R: 38.98% F: 45.62%
+2024-03-24 05:57:54 INFO 0:00:14.551643s elapsed
+
+2024-03-24 05:57:54 INFO Epoch 142 / 5000:
+2024-03-24 05:58:05 INFO lr: 4.8580e-05 - loss: 0.0005 - UP: 97.07% UR: 94.72% UF: 95.88% P: 97.06% R: 94.71% F: 95.87%
+2024-03-24 05:58:07 INFO dev:  loss: nan - UP: 59.37% UR: 45.20% UF: 51.33% P: 57.54% R: 43.81% F: 49.74%
+2024-03-24 05:58:08 INFO test: loss: nan - UP: 53.63% UR: 41.66% UF: 46.90% P: 51.59% R: 40.08% F: 45.11%
+2024-03-24 05:58:08 INFO 0:00:14.525297s elapsed
+
+2024-03-24 05:58:08 INFO Epoch 143 / 5000:
+2024-03-24 05:58:20 INFO lr: 4.8570e-05 - loss: 0.0013 - UP: 97.02% UR: 95.49% UF: 96.25% P: 96.96% R: 95.43% F: 96.19%
+2024-03-24 05:58:21 INFO dev:  loss: nan - UP: 60.04% UR: 40.84% UF: 48.62% P: 58.32% R: 39.68% F: 47.23%
+2024-03-24 05:58:23 INFO test: loss: nan - UP: 55.34% UR: 39.07% UF: 45.80% P: 53.22% R: 37.57% F: 44.04%
+2024-03-24 05:58:23 INFO 0:00:14.437772s elapsed
+
+2024-03-24 05:58:23 INFO Epoch 144 / 5000:
+2024-03-24 05:58:34 INFO lr: 4.8560e-05 - loss: 0.0006 - UP: 96.40% UR: 94.21% UF: 95.30% P: 96.38% R: 94.19% F: 95.28%
+2024-03-24 05:58:36 INFO dev:  loss: nan - UP: 58.15% UR: 44.71% UF: 50.55% P: 56.37% R: 43.34% F: 49.00%
+2024-03-24 05:58:37 INFO test: loss: nan - UP: 52.38% UR: 41.39% UF: 46.24% P: 50.43% R: 39.85% F: 44.52%
+2024-03-24 05:58:37 INFO 0:00:14.411253s elapsed
+
+2024-03-24 05:58:37 INFO Epoch 145 / 5000:
+2024-03-24 05:58:49 INFO lr: 4.8550e-05 - loss: 0.0009 - UP: 96.48% UR: 94.80% UF: 95.63% P: 96.46% R: 94.78% F: 95.62%
+2024-03-24 05:58:50 INFO dev:  loss: nan - UP: 57.97% UR: 43.32% UF: 49.58% P: 56.43% R: 42.17% F: 48.27%
+2024-03-24 05:58:52 INFO test: loss: nan - UP: 53.40% UR: 40.78% UF: 46.24% P: 51.44% R: 39.28% F: 44.54%
+2024-03-24 05:58:52 INFO 0:00:14.305072s elapsed
+
+2024-03-24 05:58:56 INFO Epoch 115 saved
+2024-03-24 05:58:56 INFO dev:  UP: 52.47% UR: 53.07% UF: 52.76% P: 50.69% R: 51.27% F: 50.98%
+2024-03-24 05:58:56 INFO test: UP: 47.26% UR: 47.96% UF: 47.61% P: 45.64% R: 46.31% F: 45.97%
+2024-03-24 05:58:56 INFO 0:34:40.076364s elapsed, 0:00:14.345354s/epoch

models/mpqa/sdp_byLength_desc/80/model_vi_mpqa_xlm_10

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ad5da626c67db28c89aafaa9efe9f5fdb74c79ccafd043cfedd4cd010b1f62c6
+size 1179290842

models/mpqa/sdp_byLength_desc/80/model_vi_mpqa_xlm_10.train.log

@@ -1,4 +1,4 @@
-2024-01-01 00:11:54 INFO 
+2024-03-24 05:58:58 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_byLength_desc/80/model_vi_mpqa_xlm_10
-device               |               1               
+device               |               0               
 seed                 |               1               
 threads              |               16              
 local_rank           |               -1              
@@ -36,13 +36,13 @@ bert                 |        xlm-roberta-base
 inference            |              mfvi             
 ---------------------+-------------------------------
 
-2024-01-01 00:11:54 INFO Building the fields
-2024-01-01 00:11:56 INFO CoNLL(
+2024-03-24 05:58:58 INFO Building the fields
+2024-03-24 05:59:00 INFO CoNLL(
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
  (labels): ChartField()
 )
-2024-01-01 00:11:56 INFO Building the model
-2024-01-01 00:12:00 INFO VISemanticDependencyModel(
+2024-03-24 05:59:00 INFO Building the model
+2024-03-24 05:59:02 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)
@@ -61,13 +61,679 @@ inference            |              mfvi
   (inference): SemanticDependencyMFVI(max_iter=3)
 )
 
-2024-01-01 00:12:00 INFO Loading the data
-2024-01-01 00:12:10 INFO 
+2024-03-24 05:59:02 INFO Loading the data
+2024-03-24 05:59:11 INFO 
 train: Dataset(n_sentences=4697, n_batches=95, n_buckets=32)
 dev:   Dataset(n_sentences=1649, n_batches=45, n_buckets=32)
 test:  Dataset(n_sentences=2112, n_batches=46, n_buckets=32)
 
-2024-01-01 00:12:10 INFO Epoch 1 / 5000:
-2024-01-01 00:12:37 INFO lr: 4.9990e-05 - loss: 0.0575 - UP:  0.47% UR:  1.40% UF:  0.70% P:  0.18% R:  0.54% F:  0.27%
-2024-01-01 00:12:41 INFO dev:  loss: nan - UP: 63.08% UR:  0.92% UF:  1.82% P: 52.31% R:  0.76% F:  1.51%
-2024-01-01 00:12:44 INFO test: loss: nan - UP: 47.90% UR:  1.20% UF:  2.35% P: 33.61% R:  0.85% F:  1.65%
+2024-03-24 05:59:11 INFO Epoch 1 / 5000:
+2024-03-24 05:59:25 INFO lr: 4.9990e-05 - loss: 0.0575 - UP:  0.47% UR:  1.40% UF:  0.70% P:  0.18% R:  0.54% F:  0.27%
+2024-03-24 05:59:27 INFO dev:  loss: nan - UP: 63.08% UR:  0.92% UF:  1.82% P: 52.31% R:  0.76% F:  1.51%
+2024-03-24 05:59:28 INFO test: loss: nan - UP: 47.90% UR:  1.20% UF:  2.35% P: 33.61% R:  0.85% F:  1.65%
+2024-03-24 05:59:33 INFO 0:00:17.004190s elapsed (saved)
+
+2024-03-24 05:59:33 INFO Epoch 2 / 5000:
+2024-03-24 05:59:46 INFO lr: 4.9980e-05 - loss: 0.0652 - UP: 40.23% UR:  3.35% UF:  6.18% P: 36.52% R:  3.04% F:  5.61%
+2024-03-24 05:59:48 INFO dev:  loss: nan - UP: 63.29% UR:  4.92% UF:  9.13% P: 56.94% R:  4.43% F:  8.21%
+2024-03-24 05:59:49 INFO test: loss: nan - UP: 60.57% UR:  5.81% UF: 10.60% P: 50.22% R:  4.82% F:  8.79%
+2024-03-24 05:59:56 INFO 0:00:16.385841s elapsed (saved)
+
+2024-03-24 05:59:56 INFO Epoch 3 / 5000:
+2024-03-24 06:00:09 INFO lr: 4.9970e-05 - loss: 0.0193 - UP: 50.41% UR:  7.89% UF: 13.64% P: 48.82% R:  7.64% F: 13.21%
+2024-03-24 06:00:11 INFO dev:  loss: nan - UP: 61.05% UR: 10.74% UF: 18.27% P: 58.75% R: 10.33% F: 17.58%
+2024-03-24 06:00:12 INFO test: loss: nan - UP: 58.52% UR: 10.01% UF: 17.10% P: 54.07% R:  9.25% F: 15.80%
+2024-03-24 06:00:19 INFO 0:00:16.419207s elapsed (saved)
+
+2024-03-24 06:00:19 INFO Epoch 4 / 5000:
+2024-03-24 06:00:33 INFO lr: 4.9960e-05 - loss: 0.0238 - UP: 55.59% UR: 13.52% UF: 21.75% P: 54.46% R: 13.25% F: 21.31%
+2024-03-24 06:00:34 INFO dev:  loss: nan - UP: 51.06% UR: 21.66% UF: 30.41% P: 49.58% R: 21.03% F: 29.53%
+2024-03-24 06:00:36 INFO test: loss: nan - UP: 44.19% UR: 18.72% UF: 26.30% P: 42.69% R: 18.09% F: 25.41%
+2024-03-24 06:00:42 INFO 0:00:16.443835s elapsed (saved)
+
+2024-03-24 06:00:42 INFO Epoch 5 / 5000:
+2024-03-24 06:00:56 INFO lr: 4.9950e-05 - loss: 0.0124 - UP: 60.94% UR: 20.28% UF: 30.43% P: 60.13% R: 20.01% F: 30.03%
+2024-03-24 06:00:57 INFO dev:  loss: nan - UP: 66.11% UR: 11.48% UF: 19.56% P: 63.00% R: 10.94% F: 18.64%
+2024-03-24 06:00:59 INFO test: loss: nan - UP: 65.90% UR: 11.43% UF: 19.48% P: 61.75% R: 10.71% F: 18.26%
+2024-03-24 06:00:59 INFO 0:00:16.434562s elapsed
+
+2024-03-24 06:00:59 INFO Epoch 6 / 5000:
+2024-03-24 06:01:13 INFO lr: 4.9940e-05 - loss: 0.0140 - UP: 66.86% UR: 25.90% UF: 37.33% P: 66.37% R: 25.71% F: 37.06%
+2024-03-24 06:01:14 INFO dev:  loss: nan - UP: 45.77% UR: 25.05% UF: 32.38% P: 44.66% R: 24.44% F: 31.60%
+2024-03-24 06:01:16 INFO test: loss: nan - UP: 43.84% UR: 23.01% UF: 30.18% P: 42.83% R: 22.48% F: 29.49%
+2024-03-24 06:01:23 INFO 0:00:16.945909s elapsed (saved)
+
+2024-03-24 06:01:23 INFO Epoch 7 / 5000:
+2024-03-24 06:01:36 INFO lr: 4.9930e-05 - loss: 0.0166 - UP: 66.94% UR: 29.99% UF: 41.42% P: 66.46% R: 29.77% F: 41.12%
+2024-03-24 06:01:38 INFO dev:  loss: nan - UP: 47.15% UR: 29.93% UF: 36.61% P: 46.02% R: 29.21% F: 35.73%
+2024-03-24 06:01:39 INFO test: loss: nan - UP: 47.33% UR: 32.37% UF: 38.44% P: 45.84% R: 31.35% F: 37.24%
+2024-03-24 06:01:46 INFO 0:00:16.467704s elapsed (saved)
+
+2024-03-24 06:01:46 INFO Epoch 8 / 5000:
+2024-03-24 06:01:59 INFO lr: 4.9920e-05 - loss: 0.0010 - UP: 71.64% UR: 35.39% UF: 47.38% P: 71.34% R: 35.24% F: 47.18%
+2024-03-24 06:02:01 INFO dev:  loss: nan - UP: 55.54% UR: 32.20% UF: 40.76% P: 54.22% R: 31.43% F: 39.80%
+2024-03-24 06:02:02 INFO test: loss: nan - UP: 50.16% UR: 29.52% UF: 37.16% P: 48.73% R: 28.67% F: 36.10%
+2024-03-24 06:02:09 INFO 0:00:16.434877s elapsed (saved)
+
+2024-03-24 06:02:09 INFO Epoch 9 / 5000:
+2024-03-24 06:02:23 INFO lr: 4.9910e-05 - loss: 0.0078 - UP: 73.66% UR: 41.93% UF: 53.44% P: 73.45% R: 41.81% F: 53.29%
+2024-03-24 06:02:24 INFO dev:  loss: nan - UP: 66.10% UR: 25.19% UF: 36.47% P: 64.39% R: 24.53% F: 35.53%
+2024-03-24 06:02:26 INFO test: loss: nan - UP: 58.43% UR: 23.87% UF: 33.90% P: 56.00% R: 22.88% F: 32.49%
+2024-03-24 06:02:26 INFO 0:00:16.425001s elapsed
+
+2024-03-24 06:02:26 INFO Epoch 10 / 5000:
+2024-03-24 06:02:40 INFO lr: 4.9900e-05 - loss: 0.0043 - UP: 75.25% UR: 47.55% UF: 58.27% P: 75.06% R: 47.43% F: 58.13%
+2024-03-24 06:02:41 INFO dev:  loss: nan - UP: 63.19% UR: 30.47% UF: 41.11% P: 61.46% R: 29.63% F: 39.99%
+2024-03-24 06:02:43 INFO test: loss: nan - UP: 54.71% UR: 26.52% UF: 35.72% P: 52.70% R: 25.54% F: 34.41%
+2024-03-24 06:02:50 INFO 0:00:16.969322s elapsed (saved)
+
+2024-03-24 06:02:50 INFO Epoch 11 / 5000:
+2024-03-24 06:03:03 INFO lr: 4.9890e-05 - loss: 0.0197 - UP: 78.09% UR: 52.60% UF: 62.86% P: 77.85% R: 52.44% F: 62.67%
+2024-03-24 06:03:05 INFO dev:  loss: nan - UP: 68.58% UR: 22.26% UF: 33.62% P: 66.09% R: 21.46% F: 32.39%
+2024-03-24 06:03:06 INFO test: loss: nan - UP: 57.38% UR: 22.10% UF: 31.91% P: 54.47% R: 20.98% F: 30.29%
+2024-03-24 06:03:06 INFO 0:00:16.470836s elapsed
+
+2024-03-24 06:03:06 INFO Epoch 12 / 5000:
+2024-03-24 06:03:20 INFO lr: 4.9880e-05 - loss: 0.0011 - UP: 73.98% UR: 45.25% UF: 56.15% P: 73.61% R: 45.02% F: 55.87%
+2024-03-24 06:03:22 INFO dev:  loss: nan - UP: 62.26% UR: 26.24% UF: 36.92% P: 59.97% R: 25.28% F: 35.56%
+2024-03-24 06:03:23 INFO test: loss: nan - UP: 57.74% UR: 24.19% UF: 34.10% P: 55.32% R: 23.18% F: 32.67%
+2024-03-24 06:03:23 INFO 0:00:16.890049s elapsed
+
+2024-03-24 06:03:23 INFO Epoch 13 / 5000:
+2024-03-24 06:03:37 INFO lr: 4.9870e-05 - loss: 0.0095 - UP: 75.81% UR: 47.61% UF: 58.49% P: 75.26% R: 47.27% F: 58.07%
+2024-03-24 06:03:39 INFO dev:  loss: nan - UP: 64.69% UR: 19.84% UF: 30.36% P: 62.64% R: 19.21% F: 29.40%
+2024-03-24 06:03:41 INFO test: loss: nan - UP: 56.49% UR: 18.38% UF: 27.74% P: 54.29% R: 17.66% F: 26.65%
+2024-03-24 06:03:41 INFO 0:00:17.526365s elapsed
+
+2024-03-24 06:03:41 INFO Epoch 14 / 5000:
+2024-03-24 06:03:55 INFO lr: 4.9860e-05 - loss: 0.0034 - UP: 77.63% UR: 53.14% UF: 63.09% P: 77.32% R: 52.93% F: 62.84%
+2024-03-24 06:03:56 INFO dev:  loss: nan - UP: 47.75% UR: 41.92% UF: 44.65% P: 46.14% R: 40.51% F: 43.14%
+2024-03-24 06:03:58 INFO test: loss: nan - UP: 41.01% UR: 37.02% UF: 38.91% P: 38.95% R: 35.16% F: 36.96%
+2024-03-24 06:04:05 INFO 0:00:17.203929s elapsed (saved)
+
+2024-03-24 06:04:05 INFO Epoch 15 / 5000:
+2024-03-24 06:04:18 INFO lr: 4.9850e-05 - loss: 0.0008 - UP: 78.80% UR: 55.80% UF: 65.33% P: 78.73% R: 55.75% F: 65.28%
+2024-03-24 06:04:20 INFO dev:  loss: nan - UP: 61.94% UR: 29.43% UF: 39.90% P: 60.14% R: 28.58% F: 38.75%
+2024-03-24 06:04:21 INFO test: loss: nan - UP: 54.69% UR: 26.37% UF: 35.58% P: 52.45% R: 25.29% F: 34.13%
+2024-03-24 06:04:21 INFO 0:00:16.378214s elapsed
+
+2024-03-24 06:04:21 INFO Epoch 16 / 5000:
+2024-03-24 06:04:35 INFO lr: 4.9840e-05 - loss: 0.0068 - UP: 81.40% UR: 60.20% UF: 69.21% P: 81.25% R: 60.08% F: 69.08%
+2024-03-24 06:04:36 INFO dev:  loss: nan - UP: 60.16% UR: 36.13% UF: 45.14% P: 58.36% R: 35.05% F: 43.80%
+2024-03-24 06:04:38 INFO test: loss: nan - UP: 52.49% UR: 32.56% UF: 40.19% P: 50.34% R: 31.23% F: 38.54%
+2024-03-24 06:04:45 INFO 0:00:16.760593s elapsed (saved)
+
+2024-03-24 06:04:45 INFO Epoch 17 / 5000:
+2024-03-24 06:04:58 INFO lr: 4.9830e-05 - loss: 0.0068 - UP: 81.24% UR: 60.83% UF: 69.57% P: 80.89% R: 60.56% F: 69.26%
+2024-03-24 06:05:00 INFO dev:  loss: nan - UP: 47.22% UR: 47.67% UF: 47.45% P: 45.75% R: 46.19% F: 45.97%
+2024-03-24 06:05:01 INFO test: loss: nan - UP: 41.61% UR: 43.55% UF: 42.56% P: 40.18% R: 42.05% F: 41.09%
+2024-03-24 06:05:08 INFO 0:00:16.498311s elapsed (saved)
+
+2024-03-24 06:05:08 INFO Epoch 18 / 5000:
+2024-03-24 06:05:22 INFO lr: 4.9820e-05 - loss: 0.0003 - UP: 80.50% UR: 62.30% UF: 70.24% P: 80.38% R: 62.20% F: 70.13%
+2024-03-24 06:05:23 INFO dev:  loss: nan - UP: 59.07% UR: 34.82% UF: 43.82% P: 57.43% R: 33.86% F: 42.60%
+2024-03-24 06:05:25 INFO test: loss: nan - UP: 53.59% UR: 30.89% UF: 39.19% P: 51.61% R: 29.75% F: 37.74%
+2024-03-24 06:05:25 INFO 0:00:16.462553s elapsed
+
+2024-03-24 06:05:25 INFO Epoch 19 / 5000:
+2024-03-24 06:05:38 INFO lr: 4.9810e-05 - loss: 0.0042 - UP: 85.47% UR: 68.25% UF: 75.90% P: 85.38% R: 68.18% F: 75.82%
+2024-03-24 06:05:40 INFO dev:  loss: nan - UP: 53.90% UR: 37.74% UF: 44.40% P: 52.45% R: 36.73% F: 43.21%
+2024-03-24 06:05:41 INFO test: loss: nan - UP: 48.03% UR: 32.77% UF: 38.96% P: 46.27% R: 31.57% F: 37.53%
+2024-03-24 06:05:41 INFO 0:00:16.946146s elapsed
+
+2024-03-24 06:05:41 INFO Epoch 20 / 5000:
+2024-03-24 06:05:56 INFO lr: 4.9800e-05 - loss: 0.0035 - UP: 86.13% UR: 71.95% UF: 78.40% P: 86.10% R: 71.93% F: 78.38%
+2024-03-24 06:05:58 INFO dev:  loss: nan - UP: 49.69% UR: 44.96% UF: 47.20% P: 48.00% R: 43.43% F: 45.60%
+2024-03-24 06:05:59 INFO test: loss: nan - UP: 46.11% UR: 39.17% UF: 42.36% P: 44.47% R: 37.78% F: 40.85%
+2024-03-24 06:05:59 INFO 0:00:17.701031s elapsed
+
+2024-03-24 06:05:59 INFO Epoch 21 / 5000:
+2024-03-24 06:06:13 INFO lr: 4.9790e-05 - loss: 0.0003 - UP: 88.23% UR: 75.83% UF: 81.56% P: 88.21% R: 75.82% F: 81.55%
+2024-03-24 06:06:15 INFO dev:  loss: nan - UP: 53.64% UR: 43.00% UF: 47.74% P: 51.85% R: 41.56% F: 46.14%
+2024-03-24 06:06:16 INFO test: loss: nan - UP: 47.37% UR: 38.77% UF: 42.64% P: 45.59% R: 37.31% F: 41.04%
+2024-03-24 06:06:23 INFO 0:00:17.133273s elapsed (saved)
+
+2024-03-24 06:06:23 INFO Epoch 22 / 5000:
+2024-03-24 06:06:36 INFO lr: 4.9780e-05 - loss: 0.0043 - UP: 88.75% UR: 78.62% UF: 83.38% P: 88.74% R: 78.62% F: 83.37%
+2024-03-24 06:06:37 INFO dev:  loss: nan - UP: 56.21% UR: 42.01% UF: 48.08% P: 54.19% R: 40.51% F: 46.36%
+2024-03-24 06:06:39 INFO test: loss: nan - UP: 51.40% UR: 37.59% UF: 43.42% P: 49.41% R: 36.13% F: 41.74%
+2024-03-24 06:06:46 INFO 0:00:16.429836s elapsed (saved)
+
+2024-03-24 06:06:46 INFO Epoch 23 / 5000:
+2024-03-24 06:06:59 INFO lr: 4.9770e-05 - loss: 0.0025 - UP: 89.87% UR: 81.32% UF: 85.38% P: 89.87% R: 81.32% F: 85.38%
+2024-03-24 06:07:01 INFO dev:  loss: nan - UP: 56.28% UR: 41.07% UF: 47.49% P: 54.34% R: 39.65% F: 45.85%
+2024-03-24 06:07:02 INFO test: loss: nan - UP: 50.41% UR: 37.31% UF: 42.88% P: 48.42% R: 35.83% F: 41.19%
+2024-03-24 06:07:02 INFO 0:00:16.434305s elapsed
+
+2024-03-24 06:07:02 INFO Epoch 24 / 5000:
+2024-03-24 06:07:16 INFO lr: 4.9760e-05 - loss: 0.0019 - UP: 90.42% UR: 81.51% UF: 85.73% P: 90.41% R: 81.50% F: 85.73%
+2024-03-24 06:07:18 INFO dev:  loss: nan - UP: 57.61% UR: 41.41% UF: 48.18% P: 55.58% R: 39.95% F: 46.48%
+2024-03-24 06:07:19 INFO test: loss: nan - UP: 49.94% UR: 37.71% UF: 42.98% P: 47.87% R: 36.15% F: 41.19%
+2024-03-24 06:07:26 INFO 0:00:16.794331s elapsed (saved)
+
+2024-03-24 06:07:26 INFO Epoch 25 / 5000:
+2024-03-24 06:07:39 INFO lr: 4.9750e-05 - loss: 0.0026 - UP: 91.58% UR: 84.24% UF: 87.76% P: 91.57% R: 84.24% F: 87.75%
+2024-03-24 06:07:41 INFO dev:  loss: nan - UP: 54.92% UR: 46.37% UF: 50.29% P: 52.93% R: 44.69% F: 48.46%
+2024-03-24 06:07:42 INFO test: loss: nan - UP: 47.76% UR: 40.82% UF: 44.02% P: 45.74% R: 39.09% F: 42.15%
+2024-03-24 06:07:49 INFO 0:00:16.446051s elapsed (saved)
+
+2024-03-24 06:07:49 INFO Epoch 26 / 5000:
+2024-03-24 06:08:03 INFO lr: 4.9740e-05 - loss: 0.0020 - UP: 92.07% UR: 86.29% UF: 89.08% P: 92.07% R: 86.29% F: 89.08%
+2024-03-24 06:08:04 INFO dev:  loss: nan - UP: 62.91% UR: 39.47% UF: 48.51% P: 60.87% R: 38.19% F: 46.94%
+2024-03-24 06:08:06 INFO test: loss: nan - UP: 55.02% UR: 34.50% UF: 42.41% P: 52.76% R: 33.09% F: 40.67%
+2024-03-24 06:08:06 INFO 0:00:16.418157s elapsed
+
+2024-03-24 06:08:06 INFO Epoch 27 / 5000:
+2024-03-24 06:08:19 INFO lr: 4.9730e-05 - loss: 0.0044 - UP: 90.61% UR: 84.63% UF: 87.52% P: 90.57% R: 84.59% F: 87.48%
+2024-03-24 06:08:21 INFO dev:  loss: nan - UP: 59.86% UR: 38.13% UF: 46.58% P: 58.02% R: 36.96% F: 45.16%
+2024-03-24 06:08:23 INFO test: loss: nan - UP: 51.41% UR: 33.45% UF: 40.53% P: 49.07% R: 31.92% F: 38.68%
+2024-03-24 06:08:23 INFO 0:00:16.895782s elapsed
+
+2024-03-24 06:08:23 INFO Epoch 28 / 5000:
+2024-03-24 06:08:37 INFO lr: 4.9720e-05 - loss: 0.0032 - UP: 92.21% UR: 85.96% UF: 88.97% P: 92.18% R: 85.93% F: 88.94%
+2024-03-24 06:08:39 INFO dev:  loss: nan - UP: 59.49% UR: 42.06% UF: 49.28% P: 58.09% R: 41.07% F: 48.12%
+2024-03-24 06:08:40 INFO test: loss: nan - UP: 52.08% UR: 36.17% UF: 42.69% P: 50.23% R: 34.88% F: 41.17%
+2024-03-24 06:08:40 INFO 0:00:17.694095s elapsed
+
+2024-03-24 06:08:40 INFO Epoch 29 / 5000:
+2024-03-24 06:08:54 INFO lr: 4.9710e-05 - loss: 0.0015 - UP: 91.57% UR: 85.82% UF: 88.60% P: 91.55% R: 85.80% F: 88.59%
+2024-03-24 06:08:56 INFO dev:  loss: nan - UP: 59.61% UR: 40.33% UF: 48.11% P: 57.72% R: 39.05% F: 46.58%
+2024-03-24 06:08:57 INFO test: loss: nan - UP: 52.85% UR: 35.52% UF: 42.48% P: 50.61% R: 34.02% F: 40.69%
+2024-03-24 06:08:57 INFO 0:00:17.185636s elapsed
+
+2024-03-24 06:08:57 INFO Epoch 30 / 5000:
+2024-03-24 06:09:11 INFO lr: 4.9700e-05 - loss: 0.0010 - UP: 93.29% UR: 87.77% UF: 90.45% P: 93.29% R: 87.77% F: 90.45%
+2024-03-24 06:09:13 INFO dev:  loss: nan - UP: 63.42% UR: 40.04% UF: 49.08% P: 61.74% R: 38.98% F: 47.79%
+2024-03-24 06:09:15 INFO test: loss: nan - UP: 52.98% UR: 35.52% UF: 42.52% P: 50.80% R: 34.06% F: 40.78%
+2024-03-24 06:09:15 INFO 0:00:17.060158s elapsed
+
+2024-03-24 06:09:15 INFO Epoch 31 / 5000:
+2024-03-24 06:09:28 INFO lr: 4.9690e-05 - loss: 0.0010 - UP: 92.35% UR: 87.83% UF: 90.03% P: 92.33% R: 87.81% F: 90.01%
+2024-03-24 06:09:30 INFO dev:  loss: nan - UP: 61.82% UR: 39.00% UF: 47.83% P: 59.97% R: 37.83% F: 46.40%
+2024-03-24 06:09:31 INFO test: loss: nan - UP: 54.19% UR: 33.74% UF: 41.59% P: 52.05% R: 32.41% F: 39.95%
+2024-03-24 06:09:31 INFO 0:00:16.969566s elapsed
+
+2024-03-24 06:09:31 INFO Epoch 32 / 5000:
+2024-03-24 06:09:45 INFO lr: 4.9680e-05 - loss: 0.0008 - UP: 92.90% UR: 88.10% UF: 90.44% P: 92.90% R: 88.09% F: 90.43%
+2024-03-24 06:09:47 INFO dev:  loss: nan - UP: 54.82% UR: 45.83% UF: 49.93% P: 53.24% R: 44.51% F: 48.48%
+2024-03-24 06:09:48 INFO test: loss: nan - UP: 49.15% UR: 41.45% UF: 44.97% P: 47.12% R: 39.74% F: 43.12%
+2024-03-24 06:09:55 INFO 0:00:16.851901s elapsed (saved)
+
+2024-03-24 06:09:55 INFO Epoch 33 / 5000:
+2024-03-24 06:10:08 INFO lr: 4.9670e-05 - loss: 0.0023 - UP: 94.11% UR: 90.35% UF: 92.19% P: 94.11% R: 90.35% F: 92.19%
+2024-03-24 06:10:10 INFO dev:  loss: nan - UP: 55.51% UR: 44.12% UF: 49.17% P: 53.90% R: 42.84% F: 47.74%
+2024-03-24 06:10:11 INFO test: loss: nan - UP: 48.10% UR: 38.75% UF: 42.92% P: 46.16% R: 37.19% F: 41.19%
+2024-03-24 06:10:11 INFO 0:00:16.357790s elapsed
+
+2024-03-24 06:10:11 INFO Epoch 34 / 5000:
+2024-03-24 06:10:25 INFO lr: 4.9660e-05 - loss: 0.0469 - UP: 80.88% UR: 58.21% UF: 67.70% P: 80.32% R: 57.81% F: 67.23%
+2024-03-24 06:10:26 INFO dev:  loss: nan - UP: 38.38% UR: 31.63% UF: 34.68% P: 36.28% R: 29.90% F: 32.78%
+2024-03-24 06:10:28 INFO test: loss: nan - UP: 35.77% UR: 31.69% UF: 33.61% P: 34.33% R: 30.42% F: 32.26%
+2024-03-24 06:10:28 INFO 0:00:16.679977s elapsed
+
+2024-03-24 06:10:28 INFO Epoch 35 / 5000:
+2024-03-24 06:10:42 INFO lr: 4.9650e-05 - loss: 0.0243 - UP: 73.54% UR: 41.94% UF: 53.42% P: 72.50% R: 41.35% F: 52.67%
+2024-03-24 06:10:44 INFO dev:  loss: nan - UP: 47.92% UR: 39.86% UF: 43.52% P: 46.25% R: 38.46% F: 42.00%
+2024-03-24 06:10:45 INFO test: loss: nan - UP: 44.75% UR: 37.67% UF: 40.91% P: 42.85% R: 36.07% F: 39.16%
+2024-03-24 06:10:45 INFO 0:00:17.477758s elapsed
+
+2024-03-24 06:10:45 INFO Epoch 36 / 5000:
+2024-03-24 06:11:00 INFO lr: 4.9640e-05 - loss: 0.0076 - UP: 80.21% UR: 60.76% UF: 69.14% P: 79.92% R: 60.54% F: 68.89%
+2024-03-24 06:11:01 INFO dev:  loss: nan - UP: 44.36% UR: 47.09% UF: 45.68% P: 42.22% R: 44.82% F: 43.48%
+2024-03-24 06:11:03 INFO test: loss: nan - UP: 40.88% UR: 47.56% UF: 43.97% P: 39.18% R: 45.57% F: 42.13%
+2024-03-24 06:11:03 INFO 0:00:17.284893s elapsed
+
+2024-03-24 06:11:03 INFO Epoch 37 / 5000:
+2024-03-24 06:11:17 INFO lr: 4.9630e-05 - loss: 0.0040 - UP: 83.73% UR: 67.49% UF: 74.74% P: 83.40% R: 67.23% F: 74.45%
+2024-03-24 06:11:18 INFO dev:  loss: nan - UP: 66.65% UR: 23.70% UF: 34.97% P: 64.94% R: 23.10% F: 34.07%
+2024-03-24 06:11:20 INFO test: loss: nan - UP: 61.73% UR: 22.56% UF: 33.05% P: 58.61% R: 21.42% F: 31.38%
+2024-03-24 06:11:20 INFO 0:00:17.174209s elapsed
+
+2024-03-24 06:11:20 INFO Epoch 38 / 5000:
+2024-03-24 06:11:34 INFO lr: 4.9620e-05 - loss: 0.0008 - UP: 86.97% UR: 71.89% UF: 78.71% P: 86.69% R: 71.66% F: 78.46%
+2024-03-24 06:11:35 INFO dev:  loss: nan - UP: 54.71% UR: 41.86% UF: 47.43% P: 53.01% R: 40.55% F: 45.95%
+2024-03-24 06:11:37 INFO test: loss: nan - UP: 48.85% UR: 40.78% UF: 44.45% P: 47.08% R: 39.30% F: 42.84%
+2024-03-24 06:11:37 INFO 0:00:17.097000s elapsed
+
+2024-03-24 06:11:37 INFO Epoch 39 / 5000:
+2024-03-24 06:11:51 INFO lr: 4.9610e-05 - loss: 0.0018 - UP: 90.30% UR: 80.71% UF: 85.23% P: 90.19% R: 80.61% F: 85.13%
+2024-03-24 06:11:52 INFO dev:  loss: nan - UP: 58.11% UR: 39.92% UF: 47.33% P: 56.51% R: 38.82% F: 46.02%
+2024-03-24 06:11:54 INFO test: loss: nan - UP: 50.27% UR: 36.83% UF: 42.51% P: 48.51% R: 35.54% F: 41.02%
+2024-03-24 06:11:54 INFO 0:00:16.949981s elapsed
+
+2024-03-24 06:11:54 INFO Epoch 40 / 5000:
+2024-03-24 06:12:08 INFO lr: 4.9600e-05 - loss: 0.0026 - UP: 91.54% UR: 84.20% UF: 87.71% P: 91.48% R: 84.14% F: 87.66%
+2024-03-24 06:12:09 INFO dev:  loss: nan - UP: 60.14% UR: 41.18% UF: 48.89% P: 58.60% R: 40.13% F: 47.63%
+2024-03-24 06:12:11 INFO test: loss: nan - UP: 51.35% UR: 37.65% UF: 43.45% P: 49.54% R: 36.32% F: 41.91%
+2024-03-24 06:12:11 INFO 0:00:16.854144s elapsed
+
+2024-03-24 06:12:11 INFO Epoch 41 / 5000:
+2024-03-24 06:12:25 INFO lr: 4.9590e-05 - loss: 0.0016 - UP: 91.68% UR: 84.99% UF: 88.21% P: 91.65% R: 84.95% F: 88.17%
+2024-03-24 06:12:26 INFO dev:  loss: nan - UP: 56.40% UR: 44.55% UF: 49.78% P: 54.58% R: 43.11% F: 48.17%
+2024-03-24 06:12:28 INFO test: loss: nan - UP: 48.75% UR: 40.86% UF: 44.46% P: 47.11% R: 39.49% F: 42.97%
+2024-03-24 06:12:28 INFO 0:00:16.807222s elapsed
+
+2024-03-24 06:12:28 INFO Epoch 42 / 5000:
+2024-03-24 06:12:41 INFO lr: 4.9580e-05 - loss: 0.0018 - UP: 93.02% UR: 86.96% UF: 89.89% P: 93.01% R: 86.94% F: 89.87%
+2024-03-24 06:12:43 INFO dev:  loss: nan - UP: 58.58% UR: 43.02% UF: 49.61% P: 56.71% R: 41.65% F: 48.03%
+2024-03-24 06:12:44 INFO test: loss: nan - UP: 51.14% UR: 39.91% UF: 44.83% P: 49.35% R: 38.52% F: 43.27%
+2024-03-24 06:12:44 INFO 0:00:16.737811s elapsed
+
+2024-03-24 06:12:44 INFO Epoch 43 / 5000:
+2024-03-24 06:12:58 INFO lr: 4.9570e-05 - loss: 0.0004 - UP: 93.87% UR: 88.50% UF: 91.10% P: 93.86% R: 88.48% F: 91.09%
+2024-03-24 06:12:59 INFO dev:  loss: nan - UP: 59.21% UR: 42.24% UF: 49.31% P: 57.42% R: 40.96% F: 47.81%
+2024-03-24 06:13:01 INFO test: loss: nan - UP: 52.03% UR: 39.47% UF: 44.89% P: 49.83% R: 37.80% F: 42.99%
+2024-03-24 06:13:01 INFO 0:00:16.723525s elapsed
+
+2024-03-24 06:13:01 INFO Epoch 44 / 5000:
+2024-03-24 06:13:15 INFO lr: 4.9560e-05 - loss: 0.0015 - UP: 93.99% UR: 90.75% UF: 92.34% P: 93.99% R: 90.75% F: 92.34%
+2024-03-24 06:13:16 INFO dev:  loss: nan - UP: 62.57% UR: 38.76% UF: 47.86% P: 60.83% R: 37.68% F: 46.53%
+2024-03-24 06:13:18 INFO test: loss: nan - UP: 54.36% UR: 35.73% UF: 43.12% P: 52.39% R: 34.44% F: 41.56%
+2024-03-24 06:13:18 INFO 0:00:16.735814s elapsed
+
+2024-03-24 06:13:18 INFO Epoch 45 / 5000:
+2024-03-24 06:13:31 INFO lr: 4.9550e-05 - loss: 0.0013 - UP: 94.71% UR: 90.89% UF: 92.76% P: 94.70% R: 90.87% F: 92.75%
+2024-03-24 06:13:33 INFO dev:  loss: nan - UP: 60.93% UR: 40.64% UF: 48.76% P: 59.14% R: 39.45% F: 47.33%
+2024-03-24 06:13:35 INFO test: loss: nan - UP: 53.70% UR: 38.01% UF: 44.51% P: 51.67% R: 36.57% F: 42.83%
+2024-03-24 06:13:35 INFO 0:00:16.782006s elapsed
+
+2024-03-24 06:13:35 INFO Epoch 46 / 5000:
+2024-03-24 06:13:48 INFO lr: 4.9540e-05 - loss: 0.0004 - UP: 95.42% UR: 92.35% UF: 93.86% P: 95.41% R: 92.34% F: 93.85%
+2024-03-24 06:13:50 INFO dev:  loss: nan - UP: 60.67% UR: 40.87% UF: 48.84% P: 58.74% R: 39.56% F: 47.28%
+2024-03-24 06:13:51 INFO test: loss: nan - UP: 53.13% UR: 37.69% UF: 44.10% P: 51.07% R: 36.23% F: 42.39%
+2024-03-24 06:13:51 INFO 0:00:16.885434s elapsed
+
+2024-03-24 06:13:51 INFO Epoch 47 / 5000:
+2024-03-24 06:14:05 INFO lr: 4.9530e-05 - loss: 0.0017 - UP: 94.96% UR: 92.31% UF: 93.62% P: 94.95% R: 92.31% F: 93.61%
+2024-03-24 06:14:07 INFO dev:  loss: nan - UP: 64.18% UR: 38.13% UF: 47.84% P: 62.75% R: 37.27% F: 46.77%
+2024-03-24 06:14:08 INFO test: loss: nan - UP: 55.29% UR: 33.45% UF: 41.68% P: 53.13% R: 32.14% F: 40.05%
+2024-03-24 06:14:08 INFO 0:00:16.953636s elapsed
+
+2024-03-24 06:14:08 INFO Epoch 48 / 5000:
+2024-03-24 06:14:23 INFO lr: 4.9520e-05 - loss: 0.0034 - UP: 94.93% UR: 92.05% UF: 93.47% P: 94.93% R: 92.05% F: 93.47%
+2024-03-24 06:14:25 INFO dev:  loss: nan - UP: 58.73% UR: 43.90% UF: 50.24% P: 56.96% R: 42.57% F: 48.73%
+2024-03-24 06:14:26 INFO test: loss: nan - UP: 50.56% UR: 39.76% UF: 44.52% P: 48.58% R: 38.20% F: 42.77%
+2024-03-24 06:14:33 INFO 0:00:17.847870s elapsed (saved)
+
+2024-03-24 06:14:33 INFO Epoch 49 / 5000:
+2024-03-24 06:14:47 INFO lr: 4.9510e-05 - loss: 0.0011 - UP: 95.48% UR: 93.26% UF: 94.35% P: 95.45% R: 93.24% F: 94.33%
+2024-03-24 06:14:48 INFO dev:  loss: nan - UP: 61.16% UR: 40.33% UF: 48.61% P: 59.01% R: 38.91% F: 46.90%
+2024-03-24 06:14:49 INFO test: loss: nan - UP: 53.41% UR: 36.59% UF: 43.43% P: 51.09% R: 35.01% F: 41.55%
+2024-03-24 06:14:49 INFO 0:00:16.425063s elapsed
+
+2024-03-24 06:14:49 INFO Epoch 50 / 5000:
+2024-03-24 06:15:03 INFO lr: 4.9500e-05 - loss: 0.0003 - UP: 95.88% UR: 93.60% UF: 94.73% P: 95.87% R: 93.58% F: 94.71%
+2024-03-24 06:15:05 INFO dev:  loss: nan - UP: 61.03% UR: 42.78% UF: 50.30% P: 58.88% R: 41.27% F: 48.53%
+2024-03-24 06:15:06 INFO test: loss: nan - UP: 52.51% UR: 38.85% UF: 44.66% P: 50.54% R: 37.40% F: 42.99%
+2024-03-24 06:15:06 INFO 0:00:16.751254s elapsed
+
+2024-03-24 06:15:06 INFO Epoch 51 / 5000:
+2024-03-24 06:15:20 INFO lr: 4.9490e-05 - loss: 0.0002 - UP: 95.97% UR: 94.26% UF: 95.11% P: 95.95% R: 94.24% F: 95.09%
+2024-03-24 06:15:22 INFO dev:  loss: nan - UP: 51.62% UR: 48.62% UF: 50.08% P: 49.71% R: 46.82% F: 48.22%
+2024-03-24 06:15:24 INFO test: loss: nan - UP: 46.10% UR: 43.17% UF: 44.58% P: 44.47% R: 41.64% F: 43.01%
+2024-03-24 06:15:24 INFO 0:00:17.576103s elapsed
+
+2024-03-24 06:15:24 INFO Epoch 52 / 5000:
+2024-03-24 06:15:38 INFO lr: 4.9480e-05 - loss: 0.0015 - UP: 94.92% UR: 92.56% UF: 93.72% P: 94.90% R: 92.54% F: 93.70%
+2024-03-24 06:15:39 INFO dev:  loss: nan - UP: 58.57% UR: 43.23% UF: 49.74% P: 56.47% R: 41.68% F: 47.96%
+2024-03-24 06:15:41 INFO test: loss: nan - UP: 51.52% UR: 39.51% UF: 44.72% P: 49.23% R: 37.76% F: 42.74%
+2024-03-24 06:15:41 INFO 0:00:17.155541s elapsed
+
+2024-03-24 06:15:41 INFO Epoch 53 / 5000:
+2024-03-24 06:15:55 INFO lr: 4.9470e-05 - loss: 0.0015 - UP: 95.16% UR: 92.50% UF: 93.81% P: 95.14% R: 92.49% F: 93.80%
+2024-03-24 06:15:57 INFO dev:  loss: nan - UP: 56.33% UR: 46.28% UF: 50.81% P: 54.58% R: 44.84% F: 49.24%
+2024-03-24 06:15:58 INFO test: loss: nan - UP: 49.51% UR: 42.95% UF: 46.00% P: 47.71% R: 41.39% F: 44.33%
+2024-03-24 06:16:04 INFO 0:00:17.166824s elapsed (saved)
+
+2024-03-24 06:16:04 INFO Epoch 54 / 5000:
+2024-03-24 06:16:18 INFO lr: 4.9460e-05 - loss: 0.0013 - UP: 95.76% UR: 93.73% UF: 94.73% P: 95.75% R: 93.73% F: 94.73%
+2024-03-24 06:16:19 INFO dev:  loss: nan - UP: 59.65% UR: 42.42% UF: 49.58% P: 58.07% R: 41.29% F: 48.27%
+2024-03-24 06:16:21 INFO test: loss: nan - UP: 52.28% UR: 37.02% UF: 43.34% P: 50.19% R: 35.54% F: 41.61%
+2024-03-24 06:16:21 INFO 0:00:16.406127s elapsed
+
+2024-03-24 06:16:21 INFO Epoch 55 / 5000:
+2024-03-24 06:16:34 INFO lr: 4.9450e-05 - loss: 0.0023 - UP: 92.30% UR: 87.87% UF: 90.03% P: 92.26% R: 87.83% F: 89.99%
+2024-03-24 06:16:36 INFO dev:  loss: nan - UP: 52.81% UR: 46.66% UF: 49.55% P: 51.21% R: 45.25% F: 48.04%
+2024-03-24 06:16:37 INFO test: loss: nan - UP: 46.17% UR: 42.70% UF: 44.37% P: 44.64% R: 41.28% F: 42.90%
+2024-03-24 06:16:37 INFO 0:00:16.687528s elapsed
+
+2024-03-24 06:16:37 INFO Epoch 56 / 5000:
+2024-03-24 06:16:52 INFO lr: 4.9440e-05 - loss: 0.0032 - UP: 93.06% UR: 89.64% UF: 91.32% P: 92.89% R: 89.48% F: 91.16%
+2024-03-24 06:16:53 INFO dev:  loss: nan - UP: 48.83% UR: 45.00% UF: 46.84% P: 47.22% R: 43.52% F: 45.29%
+2024-03-24 06:16:55 INFO test: loss: nan - UP: 42.13% UR: 41.01% UF: 41.56% P: 40.70% R: 39.62% F: 40.15%
+2024-03-24 06:16:55 INFO 0:00:17.405030s elapsed
+
+2024-03-24 06:16:55 INFO Epoch 57 / 5000:
+2024-03-24 06:17:09 INFO lr: 4.9430e-05 - loss: 0.0012 - UP: 92.87% UR: 87.34% UF: 90.02% P: 92.65% R: 87.14% F: 89.81%
+2024-03-24 06:17:11 INFO dev:  loss: nan - UP: 44.89% UR: 44.53% UF: 44.71% P: 42.70% R: 42.35% F: 42.52%
+2024-03-24 06:17:12 INFO test: loss: nan - UP: 40.12% UR: 41.24% UF: 40.67% P: 37.92% R: 38.98% F: 38.44%
+2024-03-24 06:17:12 INFO 0:00:17.508544s elapsed
+
+2024-03-24 06:17:12 INFO Epoch 58 / 5000:
+2024-03-24 06:17:26 INFO lr: 4.9420e-05 - loss: 0.0063 - UP: 84.84% UR: 70.96% UF: 77.28% P: 84.16% R: 70.39% F: 76.67%
+2024-03-24 06:17:28 INFO dev:  loss: nan - UP: 50.15% UR: 38.53% UF: 43.58% P: 48.16% R: 37.00% F: 41.85%
+2024-03-24 06:17:29 INFO test: loss: nan - UP: 41.99% UR: 35.05% UF: 38.21% P: 39.91% R: 33.32% F: 36.32%
+2024-03-24 06:17:29 INFO 0:00:17.020969s elapsed
+
+2024-03-24 06:17:29 INFO Epoch 59 / 5000:
+2024-03-24 06:17:43 INFO lr: 4.9410e-05 - loss: 0.0009 - UP: 85.38% UR: 73.81% UF: 79.17% P: 85.17% R: 73.64% F: 78.99%
+2024-03-24 06:17:45 INFO dev:  loss: nan - UP: 53.25% UR: 34.40% UF: 41.80% P: 50.75% R: 32.78% F: 39.83%
+2024-03-24 06:17:46 INFO test: loss: nan - UP: 50.26% UR: 34.86% UF: 41.17% P: 47.55% R: 32.98% F: 38.95%
+2024-03-24 06:17:46 INFO 0:00:16.976154s elapsed
+
+2024-03-24 06:17:46 INFO Epoch 60 / 5000:
+2024-03-24 06:18:00 INFO lr: 4.9400e-05 - loss: 0.0053 - UP: 91.16% UR: 83.03% UF: 86.90% P: 91.07% R: 82.95% F: 86.82%
+2024-03-24 06:18:02 INFO dev:  loss: nan - UP: 53.06% UR: 45.97% UF: 49.26% P: 51.40% R: 44.53% F: 47.72%
+2024-03-24 06:18:03 INFO test: loss: nan - UP: 44.82% UR: 40.38% UF: 42.48% P: 43.06% R: 38.79% F: 40.81%
+2024-03-24 06:18:03 INFO 0:00:16.856535s elapsed
+
+2024-03-24 06:18:03 INFO Epoch 61 / 5000:
+2024-03-24 06:18:17 INFO lr: 4.9390e-05 - loss: 0.0014 - UP: 93.24% UR: 88.14% UF: 90.62% P: 93.18% R: 88.08% F: 90.56%
+2024-03-24 06:18:18 INFO dev:  loss: nan - UP: 57.53% UR: 41.81% UF: 48.43% P: 55.95% R: 40.67% F: 47.10%
+2024-03-24 06:18:20 INFO test: loss: nan - UP: 49.67% UR: 36.95% UF: 42.38% P: 47.43% R: 35.28% F: 40.47%
+2024-03-24 06:18:20 INFO 0:00:16.785977s elapsed
+
+2024-03-24 06:18:20 INFO Epoch 62 / 5000:
+2024-03-24 06:18:34 INFO lr: 4.9380e-05 - loss: 0.0017 - UP: 93.07% UR: 90.10% UF: 91.56% P: 93.01% R: 90.05% F: 91.51%
+2024-03-24 06:18:35 INFO dev:  loss: nan - UP: 58.91% UR: 41.88% UF: 48.96% P: 57.17% R: 40.64% F: 47.51%
+2024-03-24 06:18:37 INFO test: loss: nan - UP: 53.00% UR: 38.79% UF: 44.80% P: 50.87% R: 37.23% F: 42.99%
+2024-03-24 06:18:37 INFO 0:00:16.785347s elapsed
+
+2024-03-24 06:18:37 INFO Epoch 63 / 5000:
+2024-03-24 06:18:50 INFO lr: 4.9370e-05 - loss: 0.0012 - UP: 93.50% UR: 88.50% UF: 90.93% P: 93.45% R: 88.46% F: 90.88%
+2024-03-24 06:18:52 INFO dev:  loss: nan - UP: 55.95% UR: 47.02% UF: 51.10% P: 54.48% R: 45.79% F: 49.76%
+2024-03-24 06:18:53 INFO test: loss: nan - UP: 49.08% UR: 42.24% UF: 45.40% P: 47.21% R: 40.63% F: 43.67%
+2024-03-24 06:19:00 INFO 0:00:16.800947s elapsed (saved)
+
+2024-03-24 06:19:00 INFO Epoch 64 / 5000:
+2024-03-24 06:19:13 INFO lr: 4.9360e-05 - loss: 0.0041 - UP: 93.24% UR: 90.11% UF: 91.65% P: 93.21% R: 90.08% F: 91.62%
+2024-03-24 06:19:15 INFO dev:  loss: nan - UP: 57.23% UR: 44.17% UF: 49.86% P: 55.46% R: 42.80% F: 48.31%
+2024-03-24 06:19:16 INFO test: loss: nan - UP: 52.09% UR: 40.25% UF: 45.41% P: 49.79% R: 38.47% F: 43.41%
+2024-03-24 06:19:16 INFO 0:00:16.389292s elapsed
+
+2024-03-24 06:19:16 INFO Epoch 65 / 5000:
+2024-03-24 06:19:30 INFO lr: 4.9350e-05 - loss: 0.0005 - UP: 95.35% UR: 92.62% UF: 93.96% P: 95.34% R: 92.61% F: 93.96%
+2024-03-24 06:19:31 INFO dev:  loss: nan - UP: 59.09% UR: 43.95% UF: 50.41% P: 57.52% R: 42.78% F: 49.07%
+2024-03-24 06:19:33 INFO test: loss: nan - UP: 53.45% UR: 39.13% UF: 45.18% P: 51.26% R: 37.52% F: 43.33%
+2024-03-24 06:19:33 INFO 0:00:16.686556s elapsed
+
+2024-03-24 06:19:33 INFO Epoch 66 / 5000:
+2024-03-24 06:19:47 INFO lr: 4.9340e-05 - loss: 0.0004 - UP: 96.06% UR: 93.96% UF: 95.00% P: 96.06% R: 93.95% F: 94.99%
+2024-03-24 06:19:49 INFO dev:  loss: nan - UP: 61.08% UR: 43.86% UF: 51.05% P: 59.64% R: 42.82% F: 49.85%
+2024-03-24 06:19:50 INFO test: loss: nan - UP: 54.92% UR: 40.08% UF: 46.34% P: 52.98% R: 38.66% F: 44.71%
+2024-03-24 06:19:56 INFO 0:00:17.465816s elapsed (saved)
+
+2024-03-24 06:19:56 INFO Epoch 67 / 5000:
+2024-03-24 06:20:10 INFO lr: 4.9330e-05 - loss: 0.0000 - UP: 96.63% UR: 95.15% UF: 95.88% P: 96.62% R: 95.14% F: 95.88%
+2024-03-24 06:20:11 INFO dev:  loss: nan - UP: 55.57% UR: 47.85% UF: 51.42% P: 54.06% R: 46.55% F: 50.02%
+2024-03-24 06:20:13 INFO test: loss: nan - UP: 49.62% UR: 43.74% UF: 46.49% P: 47.77% R: 42.11% F: 44.76%
+2024-03-24 06:20:20 INFO 0:00:16.486678s elapsed (saved)
+
+2024-03-24 06:20:20 INFO Epoch 68 / 5000:
+2024-03-24 06:20:33 INFO lr: 4.9320e-05 - loss: 0.0003 - UP: 96.99% UR: 95.61% UF: 96.29% P: 96.98% R: 95.60% F: 96.29%
+2024-03-24 06:20:35 INFO dev:  loss: nan - UP: 64.32% UR: 40.58% UF: 49.76% P: 62.68% R: 39.54% F: 48.49%
+2024-03-24 06:20:36 INFO test: loss: nan - UP: 59.56% UR: 37.33% UF: 45.90% P: 57.43% R: 36.00% F: 44.26%
+2024-03-24 06:20:36 INFO 0:00:16.433703s elapsed
+
+2024-03-24 06:20:36 INFO Epoch 69 / 5000:
+2024-03-24 06:20:50 INFO lr: 4.9310e-05 - loss: 0.0004 - UP: 97.24% UR: 95.98% UF: 96.60% P: 97.23% R: 95.97% F: 96.60%
+2024-03-24 06:20:51 INFO dev:  loss: nan - UP: 62.71% UR: 40.19% UF: 48.99% P: 61.02% R: 39.11% F: 47.67%
+2024-03-24 06:20:53 INFO test: loss: nan - UP: 57.94% UR: 37.54% UF: 45.56% P: 55.69% R: 36.09% F: 43.79%
+2024-03-24 06:20:53 INFO 0:00:16.797994s elapsed
+
+2024-03-24 06:20:53 INFO Epoch 70 / 5000:
+2024-03-24 06:21:07 INFO lr: 4.9300e-05 - loss: 0.0008 - UP: 96.54% UR: 95.94% UF: 96.24% P: 96.54% R: 95.93% F: 96.23%
+2024-03-24 06:21:09 INFO dev:  loss: nan - UP: 63.17% UR: 38.10% UF: 47.53% P: 61.75% R: 37.25% F: 46.47%
+2024-03-24 06:21:11 INFO test: loss: nan - UP: 61.46% UR: 35.24% UF: 44.80% P: 59.21% R: 33.95% F: 43.16%
+2024-03-24 06:21:11 INFO 0:00:17.561164s elapsed
+
+2024-03-24 06:21:11 INFO Epoch 71 / 5000:
+2024-03-24 06:21:25 INFO lr: 4.9290e-05 - loss: 0.0009 - UP: 96.99% UR: 95.73% UF: 96.36% P: 96.97% R: 95.72% F: 96.34%
+2024-03-24 06:21:26 INFO dev:  loss: nan - UP: 62.99% UR: 41.68% UF: 50.16% P: 61.66% R: 40.80% F: 49.11%
+2024-03-24 06:21:28 INFO test: loss: nan - UP: 57.46% UR: 37.21% UF: 45.17% P: 55.50% R: 35.94% F: 43.63%
+2024-03-24 06:21:28 INFO 0:00:17.234336s elapsed
+
+2024-03-24 06:21:28 INFO Epoch 72 / 5000:
+2024-03-24 06:21:42 INFO lr: 4.9280e-05 - loss: 0.0013 - UP: 97.24% UR: 95.71% UF: 96.47% P: 97.24% R: 95.71% F: 96.47%
+2024-03-24 06:21:43 INFO dev:  loss: nan - UP: 63.40% UR: 38.22% UF: 47.69% P: 61.61% R: 37.14% F: 46.34%
+2024-03-24 06:21:45 INFO test: loss: nan - UP: 58.01% UR: 34.19% UF: 43.02% P: 55.97% R: 32.98% F: 41.50%
+2024-03-24 06:21:45 INFO 0:00:17.077273s elapsed
+
+2024-03-24 06:21:45 INFO Epoch 73 / 5000:
+2024-03-24 06:21:59 INFO lr: 4.9270e-05 - loss: 0.0004 - UP: 97.35% UR: 96.36% UF: 96.86% P: 97.35% R: 96.36% F: 96.86%
+2024-03-24 06:22:00 INFO dev:  loss: nan - UP: 58.97% UR: 45.63% UF: 51.45% P: 57.43% R: 44.44% F: 50.11%
+2024-03-24 06:22:02 INFO test: loss: nan - UP: 53.09% UR: 39.89% UF: 45.55% P: 51.24% R: 38.50% F: 43.96%
+2024-03-24 06:22:09 INFO 0:00:16.944983s elapsed (saved)
+
+2024-03-24 06:22:09 INFO Epoch 74 / 5000:
+2024-03-24 06:22:22 INFO lr: 4.9260e-05 - loss: 0.0000 - UP: 97.65% UR: 96.91% UF: 97.28% P: 97.65% R: 96.91% F: 97.27%
+2024-03-24 06:22:24 INFO dev:  loss: nan - UP: 59.60% UR: 42.60% UF: 49.69% P: 58.31% R: 41.68% F: 48.61%
+2024-03-24 06:22:25 INFO test: loss: nan - UP: 56.63% UR: 37.88% UF: 45.40% P: 54.77% R: 36.64% F: 43.90%
+2024-03-24 06:22:25 INFO 0:00:16.394528s elapsed
+
+2024-03-24 06:22:25 INFO Epoch 75 / 5000:
+2024-03-24 06:22:39 INFO lr: 4.9250e-05 - loss: 0.0008 - UP: 97.88% UR: 96.67% UF: 97.27% P: 97.88% R: 96.67% F: 97.27%
+2024-03-24 06:22:40 INFO dev:  loss: nan - UP: 54.76% UR: 41.88% UF: 47.46% P: 53.03% R: 40.55% F: 45.96%
+2024-03-24 06:22:42 INFO test: loss: nan - UP: 51.70% UR: 39.76% UF: 44.95% P: 49.67% R: 38.20% F: 43.19%
+2024-03-24 06:22:42 INFO 0:00:16.639902s elapsed
+
+2024-03-24 06:22:42 INFO Epoch 76 / 5000:
+2024-03-24 06:22:57 INFO lr: 4.9240e-05 - loss: 0.0007 - UP: 97.61% UR: 96.58% UF: 97.09% P: 97.61% R: 96.58% F: 97.09%
+2024-03-24 06:22:58 INFO dev:  loss: nan - UP: 57.95% UR: 43.00% UF: 49.37% P: 56.40% R: 41.86% F: 48.05%
+2024-03-24 06:23:00 INFO test: loss: nan - UP: 54.89% UR: 40.10% UF: 46.34% P: 52.98% R: 38.71% F: 44.73%
+2024-03-24 06:23:00 INFO 0:00:17.867486s elapsed
+
+2024-03-24 06:23:00 INFO Epoch 77 / 5000:
+2024-03-24 06:23:14 INFO lr: 4.9230e-05 - loss: 0.0009 - UP: 97.78% UR: 96.56% UF: 97.17% P: 97.78% R: 96.56% F: 97.17%
+2024-03-24 06:23:15 INFO dev:  loss: nan - UP: 54.32% UR: 46.01% UF: 49.82% P: 53.16% R: 45.02% F: 48.75%
+2024-03-24 06:23:17 INFO test: loss: nan - UP: 48.65% UR: 41.16% UF: 44.59% P: 47.00% R: 39.76% F: 43.08%
+2024-03-24 06:23:17 INFO 0:00:17.088260s elapsed
+
+2024-03-24 06:23:17 INFO Epoch 78 / 5000:
+2024-03-24 06:23:31 INFO lr: 4.9220e-05 - loss: 0.0005 - UP: 97.71% UR: 96.50% UF: 97.10% P: 97.71% R: 96.50% F: 97.10%
+2024-03-24 06:23:32 INFO dev:  loss: nan - UP: 56.47% UR: 44.01% UF: 49.47% P: 55.26% R: 43.07% F: 48.41%
+2024-03-24 06:23:34 INFO test: loss: nan - UP: 52.94% UR: 41.09% UF: 46.27% P: 51.01% R: 39.59% F: 44.58%
+2024-03-24 06:23:34 INFO 0:00:17.029172s elapsed
+
+2024-03-24 06:23:34 INFO Epoch 79 / 5000:
+2024-03-24 06:23:48 INFO lr: 4.9210e-05 - loss: 0.0002 - UP: 97.99% UR: 97.08% UF: 97.53% P: 97.99% R: 97.08% F: 97.53%
+2024-03-24 06:23:49 INFO dev:  loss: nan - UP: 58.87% UR: 42.13% UF: 49.11% P: 57.36% R: 41.05% F: 47.85%
+2024-03-24 06:23:51 INFO test: loss: nan - UP: 54.16% UR: 39.72% UF: 45.83% P: 52.20% R: 38.28% F: 44.17%
+2024-03-24 06:23:51 INFO 0:00:16.903380s elapsed
+
+2024-03-24 06:23:51 INFO Epoch 80 / 5000:
+2024-03-24 06:24:04 INFO lr: 4.9200e-05 - loss: 0.0006 - UP: 98.06% UR: 97.57% UF: 97.81% P: 98.06% R: 97.57% F: 97.81%
+2024-03-24 06:24:06 INFO dev:  loss: nan - UP: 59.38% UR: 43.29% UF: 50.08% P: 57.87% R: 42.19% F: 48.80%
+2024-03-24 06:24:08 INFO test: loss: nan - UP: 56.28% UR: 40.31% UF: 46.98% P: 54.19% R: 38.81% F: 45.23%
+2024-03-24 06:24:08 INFO 0:00:16.840801s elapsed
+
+2024-03-24 06:24:08 INFO Epoch 81 / 5000:
+2024-03-24 06:24:21 INFO lr: 4.9190e-05 - loss: 0.0006 - UP: 98.25% UR: 97.66% UF: 97.95% P: 98.25% R: 97.65% F: 97.95%
+2024-03-24 06:24:23 INFO dev:  loss: nan - UP: 55.31% UR: 47.97% UF: 51.38% P: 54.12% R: 46.93% F: 50.27%
+2024-03-24 06:24:24 INFO test: loss: nan - UP: 50.51% UR: 44.26% UF: 47.18% P: 48.77% R: 42.74% F: 45.56%
+2024-03-24 06:24:31 INFO 0:00:16.776157s elapsed (saved)
+
+2024-03-24 06:24:31 INFO Epoch 82 / 5000:
+2024-03-24 06:24:44 INFO lr: 4.9180e-05 - loss: 0.0001 - UP: 97.25% UR: 96.23% UF: 96.74% P: 97.21% R: 96.20% F: 96.70%
+2024-03-24 06:24:46 INFO dev:  loss: nan - UP: 59.13% UR: 25.39% UF: 35.52% P: 56.67% R: 24.33% F: 34.05%
+2024-03-24 06:24:47 INFO test: loss: nan - UP: 57.78% UR: 23.45% UF: 33.36% P: 55.44% R: 22.50% F: 32.01%
+2024-03-24 06:24:47 INFO 0:00:16.413855s elapsed
+
+2024-03-24 06:24:47 INFO Epoch 83 / 5000:
+2024-03-24 06:25:01 INFO lr: 4.9170e-05 - loss: 0.0065 - UP: 77.63% UR: 55.96% UF: 65.04% P: 77.19% R: 55.64% F: 64.67%
+2024-03-24 06:25:03 INFO dev:  loss: nan - UP: 43.11% UR: 41.54% UF: 42.31% P: 41.45% R: 39.95% F: 40.69%
+2024-03-24 06:25:04 INFO test: loss: nan - UP: 41.35% UR: 40.78% UF: 41.06% P: 39.51% R: 38.96% F: 39.23%
+2024-03-24 06:25:04 INFO 0:00:16.709801s elapsed
+
+2024-03-24 06:25:04 INFO Epoch 84 / 5000:
+2024-03-24 06:25:18 INFO lr: 4.9160e-05 - loss: 0.0105 - UP: 84.72% UR: 70.25% UF: 76.81% P: 84.32% R: 69.91% F: 76.44%
+2024-03-24 06:25:20 INFO dev:  loss: nan - UP: 49.93% UR: 40.06% UF: 44.45% P: 48.42% R: 38.85% F: 43.11%
+2024-03-24 06:25:21 INFO test: loss: nan - UP: 45.19% UR: 36.15% UF: 40.17% P: 43.24% R: 34.59% F: 38.43%
+2024-03-24 06:25:21 INFO 0:00:17.389420s elapsed
+
+2024-03-24 06:25:21 INFO Epoch 85 / 5000:
+2024-03-24 06:25:36 INFO lr: 4.9150e-05 - loss: 0.0014 - UP: 89.28% UR: 79.71% UF: 84.22% P: 89.06% R: 79.52% F: 84.02%
+2024-03-24 06:25:37 INFO dev:  loss: nan - UP: 53.78% UR: 44.75% UF: 48.85% P: 51.78% R: 43.09% F: 47.04%
+2024-03-24 06:25:39 INFO test: loss: nan - UP: 50.65% UR: 39.78% UF: 44.56% P: 48.74% R: 38.28% F: 42.88%
+2024-03-24 06:25:39 INFO 0:00:17.272458s elapsed
+
+2024-03-24 06:25:39 INFO Epoch 86 / 5000:
+2024-03-24 06:25:53 INFO lr: 4.9140e-05 - loss: 0.0018 - UP: 93.88% UR: 89.37% UF: 91.57% P: 93.82% R: 89.31% F: 91.51%
+2024-03-24 06:25:54 INFO dev:  loss: nan - UP: 61.30% UR: 34.73% UF: 44.34% P: 59.20% R: 33.54% F: 42.82%
+2024-03-24 06:25:56 INFO test: loss: nan - UP: 58.84% UR: 34.38% UF: 43.40% P: 56.42% R: 32.96% F: 41.61%
+2024-03-24 06:25:56 INFO 0:00:17.014853s elapsed
+
+2024-03-24 06:25:56 INFO Epoch 87 / 5000:
+2024-03-24 06:26:10 INFO lr: 4.9130e-05 - loss: 0.0008 - UP: 94.77% UR: 91.86% UF: 93.29% P: 94.73% R: 91.82% F: 93.25%
+2024-03-24 06:26:11 INFO dev:  loss: nan - UP: 57.68% UR: 37.14% UF: 45.18% P: 55.55% R: 35.77% F: 43.52%
+2024-03-24 06:26:13 INFO test: loss: nan - UP: 57.17% UR: 36.15% UF: 44.29% P: 55.23% R: 34.92% F: 42.79%
+2024-03-24 06:26:13 INFO 0:00:16.898371s elapsed
+
+2024-03-24 06:26:13 INFO Epoch 88 / 5000:
+2024-03-24 06:26:26 INFO lr: 4.9120e-05 - loss: 0.0012 - UP: 95.63% UR: 93.44% UF: 94.52% P: 95.62% R: 93.42% F: 94.51%
+2024-03-24 06:26:28 INFO dev:  loss: nan - UP: 55.64% UR: 41.20% UF: 47.35% P: 53.67% R: 39.74% F: 45.67%
+2024-03-24 06:26:29 INFO test: loss: nan - UP: 53.50% UR: 39.53% UF: 45.47% P: 51.36% R: 37.95% F: 43.65%
+2024-03-24 06:26:29 INFO 0:00:16.791269s elapsed
+
+2024-03-24 06:26:29 INFO Epoch 89 / 5000:
+2024-03-24 06:26:43 INFO lr: 4.9110e-05 - loss: 0.0003 - UP: 96.11% UR: 94.31% UF: 95.20% P: 96.10% R: 94.30% F: 95.19%
+2024-03-24 06:26:45 INFO dev:  loss: nan - UP: 56.34% UR: 39.86% UF: 46.68% P: 54.27% R: 38.40% F: 44.97%
+2024-03-24 06:26:46 INFO test: loss: nan - UP: 53.76% UR: 39.09% UF: 45.27% P: 51.76% R: 37.63% F: 43.58%
+2024-03-24 06:26:46 INFO 0:00:16.760261s elapsed
+
+2024-03-24 06:26:46 INFO Epoch 90 / 5000:
+2024-03-24 06:27:00 INFO lr: 4.9100e-05 - loss: 0.0007 - UP: 97.04% UR: 95.41% UF: 96.22% P: 97.04% R: 95.40% F: 96.21%
+2024-03-24 06:27:01 INFO dev:  loss: nan - UP: 55.30% UR: 39.63% UF: 46.17% P: 53.13% R: 38.08% F: 44.37%
+2024-03-24 06:27:03 INFO test: loss: nan - UP: 50.68% UR: 38.39% UF: 43.69% P: 48.31% R: 36.59% F: 41.64%
+2024-03-24 06:27:03 INFO 0:00:16.751372s elapsed
+
+2024-03-24 06:27:03 INFO Epoch 91 / 5000:
+2024-03-24 06:27:17 INFO lr: 4.9090e-05 - loss: 0.0003 - UP: 96.98% UR: 95.39% UF: 96.18% P: 96.96% R: 95.38% F: 96.17%
+2024-03-24 06:27:18 INFO dev:  loss: nan - UP: 60.58% UR: 37.81% UF: 46.56% P: 58.93% R: 36.78% F: 45.29%
+2024-03-24 06:27:20 INFO test: loss: nan - UP: 56.46% UR: 35.37% UF: 43.49% P: 54.37% R: 34.06% F: 41.88%
+2024-03-24 06:27:20 INFO 0:00:16.735957s elapsed
+
+2024-03-24 06:27:20 INFO Epoch 92 / 5000:
+2024-03-24 06:27:33 INFO lr: 4.9080e-05 - loss: 0.0012 - UP: 95.56% UR: 94.07% UF: 94.81% P: 95.52% R: 94.03% F: 94.77%
+2024-03-24 06:27:35 INFO dev:  loss: nan - UP: 55.69% UR: 41.32% UF: 47.44% P: 54.06% R: 40.10% F: 46.05%
+2024-03-24 06:27:36 INFO test: loss: nan - UP: 52.28% UR: 38.71% UF: 44.48% P: 50.14% R: 37.12% F: 42.66%
+2024-03-24 06:27:36 INFO 0:00:16.781982s elapsed
+
+2024-03-24 06:27:36 INFO Epoch 93 / 5000:
+2024-03-24 06:27:50 INFO lr: 4.9070e-05 - loss: 0.0295 - UP: 95.81% UR: 94.09% UF: 94.94% P: 95.78% R: 94.06% F: 94.91%
+2024-03-24 06:27:52 INFO dev:  loss: nan - UP: 61.47% UR: 36.53% UF: 45.83% P: 60.26% R: 35.81% F: 44.93%
+2024-03-24 06:27:53 INFO test: loss: nan - UP: 55.51% UR: 34.25% UF: 42.36% P: 53.36% R: 32.92% F: 40.72%
+2024-03-24 06:27:53 INFO 0:00:16.800562s elapsed
+
+2024-03-24 06:27:53 INFO Epoch 94 / 5000:
+2024-03-24 06:28:07 INFO lr: 4.9060e-05 - loss: 0.0065 - UP: 92.89% UR: 86.17% UF: 89.40% P: 92.51% R: 85.82% F: 89.04%
+2024-03-24 06:28:09 INFO dev:  loss: nan - UP: 57.31% UR: 30.49% UF: 39.80% P: 54.94% R: 29.23% F: 38.16%
+2024-03-24 06:28:10 INFO test: loss: nan - UP: 51.63% UR: 28.48% UF: 36.71% P: 48.68% R: 26.85% F: 34.61%
+2024-03-24 06:28:10 INFO 0:00:16.930056s elapsed
+
+2024-03-24 06:28:10 INFO Epoch 95 / 5000:
+2024-03-24 06:28:24 INFO lr: 4.9050e-05 - loss: 0.0019 - UP: 90.58% UR: 83.39% UF: 86.83% P: 90.41% R: 83.23% F: 86.67%
+2024-03-24 06:28:26 INFO dev:  loss: nan - UP: 55.02% UR: 41.86% UF: 47.54% P: 53.28% R: 40.53% F: 46.04%
+2024-03-24 06:28:27 INFO test: loss: nan - UP: 50.00% UR: 36.40% UF: 42.13% P: 48.06% R: 34.99% F: 40.49%
+2024-03-24 06:28:27 INFO 0:00:17.145877s elapsed
+
+2024-03-24 06:28:27 INFO Epoch 96 / 5000:
+2024-03-24 06:28:42 INFO lr: 4.9040e-05 - loss: 0.0012 - UP: 94.63% UR: 91.27% UF: 92.92% P: 94.59% R: 91.23% F: 92.88%
+2024-03-24 06:28:43 INFO dev:  loss: nan - UP: 55.19% UR: 39.29% UF: 45.91% P: 53.80% R: 38.31% F: 44.75%
+2024-03-24 06:28:45 INFO test: loss: nan - UP: 50.43% UR: 35.62% UF: 41.75% P: 48.61% R: 34.33% F: 40.24%
+2024-03-24 06:28:45 INFO 0:00:17.229938s elapsed
+
+2024-03-24 06:28:45 INFO Epoch 97 / 5000:
+2024-03-24 06:28:59 INFO lr: 4.9030e-05 - loss: 0.0004 - UP: 95.90% UR: 93.12% UF: 94.49% P: 95.85% R: 93.07% F: 94.44%
+2024-03-24 06:29:00 INFO dev:  loss: nan - UP: 61.27% UR: 35.43% UF: 44.90% P: 59.60% R: 34.46% F: 43.67%
+2024-03-24 06:29:02 INFO test: loss: nan - UP: 54.76% UR: 32.35% UF: 40.67% P: 52.58% R: 31.06% F: 39.05%
+2024-03-24 06:29:02 INFO 0:00:17.100702s elapsed
+
+2024-03-24 06:29:02 INFO Epoch 98 / 5000:
+2024-03-24 06:29:16 INFO lr: 4.9020e-05 - loss: 0.0001 - UP: 96.47% UR: 95.08% UF: 95.77% P: 96.47% R: 95.07% F: 95.76%
+2024-03-24 06:29:17 INFO dev:  loss: nan - UP: 57.46% UR: 41.02% UF: 47.87% P: 55.95% R: 39.95% F: 46.61%
+2024-03-24 06:29:19 INFO test: loss: nan - UP: 52.00% UR: 37.61% UF: 43.65% P: 49.96% R: 36.13% F: 41.93%
+2024-03-24 06:29:19 INFO 0:00:17.016017s elapsed
+
+2024-03-24 06:29:19 INFO Epoch 99 / 5000:
+2024-03-24 06:29:33 INFO lr: 4.9010e-05 - loss: 0.0005 - UP: 97.39% UR: 96.29% UF: 96.83% P: 97.38% R: 96.28% F: 96.83%
+2024-03-24 06:29:34 INFO dev:  loss: nan - UP: 49.89% UR: 44.87% UF: 47.24% P: 48.46% R: 43.59% F: 45.90%
+2024-03-24 06:29:36 INFO test: loss: nan - UP: 47.23% UR: 40.48% UF: 43.59% P: 45.13% R: 38.69% F: 41.66%
+2024-03-24 06:29:36 INFO 0:00:16.986295s elapsed
+
+2024-03-24 06:29:36 INFO Epoch 100 / 5000:
+2024-03-24 06:29:50 INFO lr: 4.9000e-05 - loss: 0.0003 - UP: 97.07% UR: 94.95% UF: 96.00% P: 97.06% R: 94.94% F: 95.99%
+2024-03-24 06:29:51 INFO dev:  loss: nan - UP: 54.85% UR: 44.24% UF: 48.97% P: 53.29% R: 42.98% F: 47.58%
+2024-03-24 06:29:53 INFO test: loss: nan - UP: 49.01% UR: 40.38% UF: 44.28% P: 46.99% R: 38.71% F: 42.45%
+2024-03-24 06:29:53 INFO 0:00:16.893885s elapsed
+
+2024-03-24 06:29:53 INFO Epoch 101 / 5000:
+2024-03-24 06:30:06 INFO lr: 4.8990e-05 - loss: 0.0006 - UP: 97.53% UR: 96.52% UF: 97.02% P: 97.52% R: 96.51% F: 97.01%
+2024-03-24 06:30:08 INFO dev:  loss: nan - UP: 63.30% UR: 37.21% UF: 46.87% P: 61.66% R: 36.24% F: 45.65%
+2024-03-24 06:30:09 INFO test: loss: nan - UP: 54.91% UR: 33.89% UF: 41.91% P: 52.48% R: 32.39% F: 40.06%
+2024-03-24 06:30:09 INFO 0:00:16.832462s elapsed
+
+2024-03-24 06:30:09 INFO Epoch 102 / 5000:
+2024-03-24 06:30:23 INFO lr: 4.8980e-05 - loss: 0.0008 - UP: 97.83% UR: 96.77% UF: 97.29% P: 97.81% R: 96.75% F: 97.27%
+2024-03-24 06:30:25 INFO dev:  loss: nan - UP: 58.52% UR: 42.22% UF: 49.05% P: 56.93% R: 41.07% F: 47.72%
+2024-03-24 06:30:26 INFO test: loss: nan - UP: 50.65% UR: 37.88% UF: 43.35% P: 48.59% R: 36.34% F: 41.58%
+2024-03-24 06:30:26 INFO 0:00:16.842545s elapsed
+
+2024-03-24 06:30:26 INFO Epoch 103 / 5000:
+2024-03-24 06:30:40 INFO lr: 4.8970e-05 - loss: 0.0003 - UP: 98.16% UR: 97.42% UF: 97.79% P: 98.16% R: 97.42% F: 97.79%
+2024-03-24 06:30:42 INFO dev:  loss: nan - UP: 57.23% UR: 42.84% UF: 49.00% P: 55.70% R: 41.70% F: 47.69%
+2024-03-24 06:30:43 INFO test: loss: nan - UP: 51.17% UR: 39.30% UF: 44.46% P: 49.33% R: 37.88% F: 42.85%
+2024-03-24 06:30:43 INFO 0:00:16.826131s elapsed
+
+2024-03-24 06:30:43 INFO Epoch 104 / 5000:
+2024-03-24 06:30:57 INFO lr: 4.8960e-05 - loss: 0.0004 - UP: 98.02% UR: 97.24% UF: 97.63% P: 98.01% R: 97.23% F: 97.62%
+2024-03-24 06:30:58 INFO dev:  loss: nan - UP: 59.00% UR: 39.05% UF: 46.99% P: 57.67% R: 38.17% F: 45.94%
+2024-03-24 06:31:00 INFO test: loss: nan - UP: 52.28% UR: 35.56% UF: 42.33% P: 50.36% R: 34.25% F: 40.77%
+2024-03-24 06:31:00 INFO 0:00:16.848888s elapsed
+
+2024-03-24 06:31:00 INFO Epoch 105 / 5000:
+2024-03-24 06:31:14 INFO lr: 4.8950e-05 - loss: 0.0002 - UP: 97.72% UR: 97.08% UF: 97.40% P: 97.71% R: 97.07% F: 97.39%
+2024-03-24 06:31:15 INFO dev:  loss: nan - UP: 60.60% UR: 37.88% UF: 46.62% P: 59.17% R: 36.98% F: 45.51%
+2024-03-24 06:31:17 INFO test: loss: nan - UP: 52.44% UR: 34.97% UF: 41.96% P: 50.57% R: 33.72% F: 40.46%
+2024-03-24 06:31:17 INFO 0:00:16.861356s elapsed
+
+2024-03-24 06:31:17 INFO Epoch 106 / 5000:
+2024-03-24 06:31:31 INFO lr: 4.8940e-05 - loss: 0.0002 - UP: 97.95% UR: 96.71% UF: 97.32% P: 97.94% R: 96.71% F: 97.32%
+2024-03-24 06:31:32 INFO dev:  loss: nan - UP: 58.66% UR: 41.92% UF: 48.90% P: 57.31% R: 40.96% F: 47.77%
+2024-03-24 06:31:34 INFO test: loss: nan - UP: 50.87% UR: 38.79% UF: 44.02% P: 48.96% R: 37.33% F: 42.36%
+2024-03-24 06:31:34 INFO 0:00:16.891168s elapsed
+
+2024-03-24 06:31:34 INFO Epoch 107 / 5000:
+2024-03-24 06:31:48 INFO lr: 4.8930e-05 - loss: 0.0000 - UP: 98.52% UR: 97.63% UF: 98.07% P: 98.51% R: 97.62% F: 98.07%
+2024-03-24 06:31:49 INFO dev:  loss: nan - UP: 54.80% UR: 44.01% UF: 48.82% P: 53.37% R: 42.87% F: 47.55%
+2024-03-24 06:31:51 INFO test: loss: nan - UP: 47.96% UR: 39.97% UF: 43.60% P: 46.19% R: 38.50% F: 41.99%
+2024-03-24 06:31:51 INFO 0:00:16.912430s elapsed
+
+2024-03-24 06:31:51 INFO Epoch 108 / 5000:
+2024-03-24 06:32:05 INFO lr: 4.8920e-05 - loss: 0.0008 - UP: 98.30% UR: 98.10% UF: 98.20% P: 98.29% R: 98.09% F: 98.19%
+2024-03-24 06:32:06 INFO dev:  loss: nan - UP: 59.28% UR: 39.34% UF: 47.29% P: 57.79% R: 38.35% F: 46.10%
+2024-03-24 06:32:08 INFO test: loss: nan - UP: 51.75% UR: 37.48% UF: 43.48% P: 49.85% R: 36.11% F: 41.88%
+2024-03-24 06:32:08 INFO 0:00:17.022139s elapsed
+
+2024-03-24 06:32:08 INFO Epoch 109 / 5000:
+2024-03-24 06:32:22 INFO lr: 4.8910e-05 - loss: 0.0010 - UP: 98.28% UR: 97.56% UF: 97.92% P: 98.25% R: 97.54% F: 97.89%
+2024-03-24 06:32:23 INFO dev:  loss: nan - UP: 59.14% UR: 39.05% UF: 47.04% P: 57.67% R: 38.08% F: 45.87%
+2024-03-24 06:32:25 INFO test: loss: nan - UP: 54.27% UR: 37.44% UF: 44.31% P: 52.59% R: 36.28% F: 42.94%
+2024-03-24 06:32:25 INFO 0:00:17.181726s elapsed
+
+2024-03-24 06:32:25 INFO Epoch 110 / 5000:
+2024-03-24 06:32:39 INFO lr: 4.8900e-05 - loss: 0.0005 - UP: 98.48% UR: 98.35% UF: 98.42% P: 98.48% R: 98.35% F: 98.42%
+2024-03-24 06:32:40 INFO dev:  loss: nan - UP: 57.69% UR: 41.72% UF: 48.42% P: 56.14% R: 40.60% F: 47.12%
+2024-03-24 06:32:42 INFO test: loss: nan - UP: 53.17% UR: 38.94% UF: 44.96% P: 51.36% R: 37.61% F: 43.42%
+2024-03-24 06:32:42 INFO 0:00:17.177131s elapsed
+
+2024-03-24 06:32:42 INFO Epoch 111 / 5000:
+2024-03-24 06:32:56 INFO lr: 4.8890e-05 - loss: 0.0006 - UP: 98.71% UR: 98.37% UF: 98.54% P: 98.71% R: 98.37% F: 98.54%
+2024-03-24 06:32:57 INFO dev:  loss: nan - UP: 56.11% UR: 42.22% UF: 48.18% P: 54.64% R: 41.11% F: 46.92%
+2024-03-24 06:32:59 INFO test: loss: nan - UP: 51.00% UR: 39.40% UF: 44.46% P: 49.22% R: 38.03% F: 42.91%
+2024-03-24 06:32:59 INFO 0:00:17.067127s elapsed
+
+2024-03-24 06:33:08 INFO Epoch 81 saved
+2024-03-24 06:33:08 INFO dev:  UP: 55.31% UR: 47.97% UF: 51.38% P: 54.12% R: 46.93% F: 50.27%
+2024-03-24 06:33:08 INFO test: UP: 50.51% UR: 44.26% UF: 47.18% P: 48.77% R: 42.74% F: 45.56%
+2024-03-24 06:33:08 INFO 0:31:15.442094s elapsed, 0:00:16.895875s/epoch

models/mpqa/sdp_byLength_desc/80/model_vi_mpqa_xlm_6

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d3f69393a4246001d0184bd2744fc85e9c87c975a803fea3cf0948bc4cd0f9f7
+size 1179290619

models/mpqa/sdp_byLength_desc/80/model_vi_mpqa_xlm_6.train.log

@@ -0,0 +1,858 @@
+2024-03-24 07:00:49 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_byLength_desc/80/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_byLength_desc/80/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byLength_desc/80/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             
+---------------------+-------------------------------
+
+2024-03-24 07:00:49 INFO Building the fields
+2024-03-24 07:00:50 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-03-24 07:00:50 INFO Building the model
+2024-03-24 07:00:53 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)
+)
+
+2024-03-24 07:00:53 INFO Loading the data
+2024-03-24 07:01:02 INFO 
+train: Dataset(n_sentences=4697, n_batches=41, n_buckets=32)
+dev:   Dataset(n_sentences=1649, n_batches=32, n_buckets=32)
+test:  Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
+
+2024-03-24 07:01:02 INFO Epoch 1 / 5000:
+2024-03-24 07:01:14 INFO lr: 4.9990e-05 - loss: 0.0820 - UP:  0.38% UR:  3.33% UF:  0.68% P:  0.03% R:  0.26% F:  0.05%
+2024-03-24 07:01:15 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-24 07:01:16 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-24 07:01:16 INFO 0:00:14.678529s elapsed
+
+2024-03-24 07:01:16 INFO Epoch 2 / 5000:
+2024-03-24 07:01:28 INFO lr: 4.9980e-05 - loss: 0.0516 - UP:  9.72% UR:  0.21% UF:  0.41% P:  7.84% R:  0.17% F:  0.33%
+2024-03-24 07:01:29 INFO dev:  loss: nan - UP: 27.27% UR:  0.07% UF:  0.13% P: 18.18% R:  0.04% F:  0.09%
+2024-03-24 07:01:30 INFO test: loss: nan - UP: 66.67% UR:  0.04% UF:  0.08% P: 66.67% R:  0.04% F:  0.08%
+2024-03-24 07:01:35 INFO 0:00:14.085691s elapsed (saved)
+
+2024-03-24 07:01:35 INFO Epoch 3 / 5000:
+2024-03-24 07:01:46 INFO lr: 4.9970e-05 - loss: 0.0061 - UP: 25.99% UR:  1.05% UF:  2.02% P: 24.01% R:  0.97% F:  1.87%
+2024-03-24 07:01:48 INFO dev:  loss: nan - UP: 66.04% UR:  0.79% UF:  1.55% P: 60.38% R:  0.72% F:  1.42%
+2024-03-24 07:01:49 INFO test: loss: nan - UP: 77.42% UR:  1.01% UF:  2.00% P: 56.45% R:  0.74% F:  1.46%
+2024-03-24 07:01:56 INFO 0:00:14.178504s elapsed (saved)
+
+2024-03-24 07:01:56 INFO Epoch 4 / 5000:
+2024-03-24 07:02:08 INFO lr: 4.9960e-05 - loss: 0.0534 - UP: 45.46% UR:  3.59% UF:  6.65% P: 42.66% R:  3.37% F:  6.24%
+2024-03-24 07:02:09 INFO dev:  loss: nan - UP: 71.52% UR:  2.54% UF:  4.90% P: 62.03% R:  2.20% F:  4.25%
+2024-03-24 07:02:10 INFO test: loss: nan - UP: 74.27% UR:  3.23% UF:  6.20% P: 61.65% R:  2.68% F:  5.14%
+2024-03-24 07:02:18 INFO 0:00:14.177279s elapsed (saved)
+
+2024-03-24 07:02:18 INFO Epoch 5 / 5000:
+2024-03-24 07:02:29 INFO lr: 4.9950e-05 - loss: 0.0240 - UP: 51.37% UR:  7.05% UF: 12.40% P: 49.61% R:  6.81% F: 11.98%
+2024-03-24 07:02:30 INFO dev:  loss: nan - UP: 60.57% UR:  6.18% UF: 11.21% P: 54.19% R:  5.53% F: 10.03%
+2024-03-24 07:02:32 INFO test: loss: nan - UP: 59.43% UR:  6.13% UF: 11.11% P: 49.80% R:  5.13% F:  9.31%
+2024-03-24 07:02:38 INFO 0:00:14.165574s elapsed (saved)
+
+2024-03-24 07:02:38 INFO Epoch 6 / 5000:
+2024-03-24 07:02:50 INFO lr: 4.9940e-05 - loss: 0.0419 - UP: 54.93% UR: 10.37% UF: 17.44% P: 53.58% R: 10.11% F: 17.01%
+2024-03-24 07:02:51 INFO dev:  loss: nan - UP: 55.43% UR: 11.35% UF: 18.84% P: 54.34% R: 11.12% F: 18.46%
+2024-03-24 07:02:53 INFO test: loss: nan - UP: 52.76% UR: 10.71% UF: 17.81% P: 49.32% R: 10.01% F: 16.65%
+2024-03-24 07:02:59 INFO 0:00:14.152790s elapsed (saved)
+
+2024-03-24 07:02:59 INFO Epoch 7 / 5000:
+2024-03-24 07:03:11 INFO lr: 4.9930e-05 - loss: 0.0384 - UP: 40.85% UR:  7.56% UF: 12.76% P: 39.65% R:  7.34% F: 12.39%
+2024-03-24 07:03:12 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-24 07:03:14 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-24 07:03:14 INFO 0:00:14.157795s elapsed
+
+2024-03-24 07:03:14 INFO Epoch 8 / 5000:
+2024-03-24 07:03:25 INFO lr: 4.9920e-05 - loss: 0.0018 - UP: 51.69% UR:  3.49% UF:  6.54% P: 50.10% R:  3.38% F:  6.34%
+2024-03-24 07:03:27 INFO dev:  loss: nan - UP: 46.14% UR: 16.81% UF: 24.64% P: 44.48% R: 16.20% F: 23.75%
+2024-03-24 07:03:28 INFO test: loss: nan - UP: 41.00% UR: 14.24% UF: 21.14% P: 38.26% R: 13.29% F: 19.73%
+2024-03-24 07:03:35 INFO 0:00:14.573153s elapsed (saved)
+
+2024-03-24 07:03:35 INFO Epoch 9 / 5000:
+2024-03-24 07:03:46 INFO lr: 4.9910e-05 - loss: 0.0252 - UP: 52.27% UR:  7.48% UF: 13.09% P: 51.38% R:  7.35% F: 12.86%
+2024-03-24 07:03:48 INFO dev:  loss: nan - UP: 65.87% UR:  8.67% UF: 15.33% P: 64.16% R:  8.45% F: 14.93%
+2024-03-24 07:03:49 INFO test: loss: nan - UP: 60.87% UR:  8.87% UF: 15.49% P: 56.96% R:  8.30% F: 14.49%
+2024-03-24 07:03:49 INFO 0:00:14.260000s elapsed
+
+2024-03-24 07:03:49 INFO Epoch 10 / 5000:
+2024-03-24 07:04:01 INFO lr: 4.9900e-05 - loss: 0.0062 - UP: 61.73% UR: 16.37% UF: 25.87% P: 61.38% R: 16.27% F: 25.73%
+2024-03-24 07:04:02 INFO dev:  loss: nan - UP: 59.95% UR: 15.17% UF: 24.21% P: 59.15% R: 14.96% F: 23.88%
+2024-03-24 07:04:04 INFO test: loss: nan - UP: 50.84% UR: 14.07% UF: 22.04% P: 48.93% R: 13.54% F: 21.21%
+2024-03-24 07:04:11 INFO 0:00:14.724098s elapsed (saved)
+
+2024-03-24 07:04:11 INFO Epoch 11 / 5000:
+2024-03-24 07:04:22 INFO lr: 4.9890e-05 - loss: 0.0133 - UP: 63.10% UR: 20.66% UF: 31.13% P: 62.81% R: 20.57% F: 30.99%
+2024-03-24 07:04:23 INFO dev:  loss: nan - UP: 59.52% UR: 19.03% UF: 28.84% P: 57.84% R: 18.49% F: 28.02%
+2024-03-24 07:04:25 INFO test: loss: nan - UP: 55.22% UR: 18.21% UF: 27.39% P: 52.40% R: 17.28% F: 25.99%
+2024-03-24 07:04:32 INFO 0:00:14.164457s elapsed (saved)
+
+2024-03-24 07:04:32 INFO Epoch 12 / 5000:
+2024-03-24 07:04:43 INFO lr: 4.9880e-05 - loss: 0.0011 - UP: 68.15% UR: 26.00% UF: 37.64% P: 67.81% R: 25.88% F: 37.46%
+2024-03-24 07:04:44 INFO dev:  loss: nan - UP: 61.12% UR: 17.91% UF: 27.70% P: 59.05% R: 17.30% F: 26.76%
+2024-03-24 07:04:46 INFO test: loss: nan - UP: 54.83% UR: 17.62% UF: 26.67% P: 51.74% R: 16.63% F: 25.17%
+2024-03-24 07:04:46 INFO 0:00:14.184636s elapsed
+
+2024-03-24 07:04:46 INFO Epoch 13 / 5000:
+2024-03-24 07:04:58 INFO lr: 4.9870e-05 - loss: 0.0113 - UP: 70.72% UR: 28.74% UF: 40.86% P: 70.45% R: 28.63% F: 40.71%
+2024-03-24 07:04:59 INFO dev:  loss: nan - UP: 58.64% UR: 19.52% UF: 29.29% P: 56.95% R: 18.96% F: 28.45%
+2024-03-24 07:05:01 INFO test: loss: nan - UP: 55.04% UR: 19.16% UF: 28.43% P: 52.55% R: 18.30% F: 27.14%
+2024-03-24 07:05:07 INFO 0:00:14.582057s elapsed (saved)
+
+2024-03-24 07:05:07 INFO Epoch 14 / 5000:
+2024-03-24 07:05:19 INFO lr: 4.9860e-05 - loss: 0.0033 - UP: 67.73% UR: 28.67% UF: 40.29% P: 67.46% R: 28.56% F: 40.13%
+2024-03-24 07:05:20 INFO dev:  loss: nan - UP: 68.98% UR: 12.74% UF: 21.51% P: 67.40% R: 12.45% F: 21.01%
+2024-03-24 07:05:22 INFO test: loss: nan - UP: 65.56% UR: 12.06% UF: 20.38% P: 62.57% R: 11.51% F: 19.45%
+2024-03-24 07:05:22 INFO 0:00:14.222473s elapsed
+
+2024-03-24 07:05:22 INFO Epoch 15 / 5000:
+2024-03-24 07:05:33 INFO lr: 4.9850e-05 - loss: 0.0009 - UP: 70.51% UR: 31.11% UF: 43.17% P: 70.31% R: 31.03% F: 43.05%
+2024-03-24 07:05:35 INFO dev:  loss: nan - UP: 55.37% UR: 27.01% UF: 36.30% P: 54.08% R: 26.38% F: 35.46%
+2024-03-24 07:05:36 INFO test: loss: nan - UP: 51.40% UR: 24.47% UF: 33.15% P: 48.87% R: 23.26% F: 31.52%
+2024-03-24 07:05:43 INFO 0:00:14.614819s elapsed (saved)
+
+2024-03-24 07:05:43 INFO Epoch 16 / 5000:
+2024-03-24 07:05:55 INFO lr: 4.9840e-05 - loss: 0.0078 - UP: 70.92% UR: 35.62% UF: 47.42% P: 70.77% R: 35.55% F: 47.32%
+2024-03-24 07:05:56 INFO dev:  loss: nan - UP: 55.62% UR: 29.59% UF: 38.63% P: 54.01% R: 28.74% F: 37.51%
+2024-03-24 07:05:57 INFO test: loss: nan - UP: 51.71% UR: 27.19% UF: 35.64% P: 49.46% R: 26.01% F: 34.09%
+2024-03-24 07:06:04 INFO 0:00:14.194995s elapsed (saved)
+
+2024-03-24 07:06:04 INFO Epoch 17 / 5000:
+2024-03-24 07:06:16 INFO lr: 4.9830e-05 - loss: 0.0173 - UP: 70.69% UR: 38.91% UF: 50.20% P: 70.56% R: 38.84% F: 50.10%
+2024-03-24 07:06:17 INFO dev:  loss: nan - UP: 61.76% UR: 18.00% UF: 27.87% P: 58.75% R: 17.12% F: 26.51%
+2024-03-24 07:06:18 INFO test: loss: nan - UP: 59.68% UR: 18.30% UF: 28.01% P: 55.55% R: 17.03% F: 26.07%
+2024-03-24 07:06:18 INFO 0:00:14.187472s elapsed
+
+2024-03-24 07:06:18 INFO Epoch 18 / 5000:
+2024-03-24 07:06:30 INFO lr: 4.9820e-05 - loss: 0.0009 - UP: 73.09% UR: 36.02% UF: 48.26% P: 72.67% R: 35.81% F: 47.98%
+2024-03-24 07:06:31 INFO dev:  loss: nan - UP: 57.34% UR: 27.63% UF: 37.30% P: 54.83% R: 26.42% F: 35.66%
+2024-03-24 07:06:33 INFO test: loss: nan - UP: 49.35% UR: 24.70% UF: 32.92% P: 46.43% R: 23.24% F: 30.98%
+2024-03-24 07:06:33 INFO 0:00:14.562387s elapsed
+
+2024-03-24 07:06:33 INFO Epoch 19 / 5000:
+2024-03-24 07:06:45 INFO lr: 4.9810e-05 - loss: 0.0096 - UP: 73.21% UR: 39.58% UF: 51.38% P: 72.95% R: 39.44% F: 51.20%
+2024-03-24 07:06:47 INFO dev:  loss: nan - UP: 56.88% UR: 29.70% UF: 39.03% P: 55.42% R: 28.94% F: 38.02%
+2024-03-24 07:06:48 INFO test: loss: nan - UP: 52.40% UR: 27.93% UF: 36.44% P: 50.18% R: 26.75% F: 34.90%
+2024-03-24 07:06:55 INFO 0:00:15.431646s elapsed (saved)
+
+2024-03-24 07:06:55 INFO Epoch 20 / 5000:
+2024-03-24 07:07:06 INFO lr: 4.9800e-05 - loss: 0.0081 - UP: 76.62% UR: 44.89% UF: 56.61% P: 76.53% R: 44.84% F: 56.55%
+2024-03-24 07:07:08 INFO dev:  loss: nan - UP: 55.64% UR: 33.23% UF: 41.61% P: 54.33% R: 32.44% F: 40.62%
+2024-03-24 07:07:09 INFO test: loss: nan - UP: 51.09% UR: 30.09% UF: 37.87% P: 49.30% R: 29.03% F: 36.54%
+2024-03-24 07:07:16 INFO 0:00:14.117904s elapsed (saved)
+
+2024-03-24 07:07:16 INFO Epoch 21 / 5000:
+2024-03-24 07:07:27 INFO lr: 4.9790e-05 - loss: 0.0011 - UP: 79.23% UR: 50.39% UF: 61.60% P: 79.18% R: 50.35% F: 61.56%
+2024-03-24 07:07:29 INFO dev:  loss: nan - UP: 55.94% UR: 36.60% UF: 44.25% P: 54.40% R: 35.59% F: 43.03%
+2024-03-24 07:07:30 INFO test: loss: nan - UP: 50.37% UR: 32.01% UF: 39.14% P: 48.60% R: 30.89% F: 37.77%
+2024-03-24 07:07:37 INFO 0:00:14.173292s elapsed (saved)
+
+2024-03-24 07:07:37 INFO Epoch 22 / 5000:
+2024-03-24 07:07:48 INFO lr: 4.9780e-05 - loss: 0.0079 - UP: 76.76% UR: 48.26% UF: 59.26% P: 76.62% R: 48.17% F: 59.15%
+2024-03-24 07:07:50 INFO dev:  loss: nan - UP: 48.44% UR: 39.18% UF: 43.32% P: 46.58% R: 37.68% F: 41.66%
+2024-03-24 07:07:51 INFO test: loss: nan - UP: 42.27% UR: 34.63% UF: 38.07% P: 40.44% R: 33.13% F: 36.42%
+2024-03-24 07:07:51 INFO 0:00:14.121754s elapsed
+
+2024-03-24 07:07:51 INFO Epoch 23 / 5000:
+2024-03-24 07:08:03 INFO lr: 4.9770e-05 - loss: 0.0028 - UP: 75.82% UR: 47.78% UF: 58.62% P: 75.63% R: 47.67% F: 58.48%
+2024-03-24 07:08:04 INFO dev:  loss: nan - UP: 55.81% UR: 32.37% UF: 40.98% P: 54.45% R: 31.59% F: 39.98%
+2024-03-24 07:08:06 INFO test: loss: nan - UP: 49.98% UR: 27.49% UF: 35.47% P: 48.37% R: 26.60% F: 34.32%
+2024-03-24 07:08:06 INFO 0:00:14.523214s elapsed
+
+2024-03-24 07:08:06 INFO Epoch 24 / 5000:
+2024-03-24 07:08:18 INFO lr: 4.9760e-05 - loss: 0.0025 - UP: 78.59% UR: 52.29% UF: 62.80% P: 78.50% R: 52.23% F: 62.72%
+2024-03-24 07:08:20 INFO dev:  loss: nan - UP: 53.80% UR: 39.72% UF: 45.70% P: 52.47% R: 38.73% F: 44.57%
+2024-03-24 07:08:21 INFO test: loss: nan - UP: 48.08% UR: 32.85% UF: 39.04% P: 46.17% R: 31.54% F: 37.48%
+2024-03-24 07:08:28 INFO 0:00:15.573823s elapsed (saved)
+
+2024-03-24 07:08:28 INFO Epoch 25 / 5000:
+2024-03-24 07:08:39 INFO lr: 4.9750e-05 - loss: 0.0052 - UP: 79.74% UR: 57.76% UF: 67.00% P: 79.70% R: 57.74% F: 66.96%
+2024-03-24 07:08:40 INFO dev:  loss: nan - UP: 54.68% UR: 36.62% UF: 43.86% P: 53.20% R: 35.63% F: 42.68%
+2024-03-24 07:08:42 INFO test: loss: nan - UP: 50.39% UR: 32.45% UF: 39.48% P: 48.39% R: 31.16% F: 37.91%
+2024-03-24 07:08:42 INFO 0:00:14.169578s elapsed
+
+2024-03-24 07:08:42 INFO Epoch 26 / 5000:
+2024-03-24 07:08:53 INFO lr: 4.9740e-05 - loss: 0.0049 - UP: 82.93% UR: 60.08% UF: 69.67% P: 82.91% R: 60.06% F: 69.66%
+2024-03-24 07:08:55 INFO dev:  loss: nan - UP: 54.11% UR: 39.23% UF: 45.48% P: 52.37% R: 37.97% F: 44.02%
+2024-03-24 07:08:56 INFO test: loss: nan - UP: 49.66% UR: 32.31% UF: 39.14% P: 47.32% R: 30.78% F: 37.30%
+2024-03-24 07:08:56 INFO 0:00:14.498951s elapsed
+
+2024-03-24 07:08:56 INFO Epoch 27 / 5000:
+2024-03-24 07:09:09 INFO lr: 4.9730e-05 - loss: 0.0056 - UP: 82.80% UR: 63.85% UF: 72.10% P: 82.74% R: 63.80% F: 72.05%
+2024-03-24 07:09:10 INFO dev:  loss: nan - UP: 58.88% UR: 37.99% UF: 46.18% P: 57.14% R: 36.87% F: 44.82%
+2024-03-24 07:09:12 INFO test: loss: nan - UP: 52.21% UR: 31.63% UF: 39.39% P: 50.09% R: 30.34% F: 37.79%
+2024-03-24 07:09:18 INFO 0:00:15.239549s elapsed (saved)
+
+2024-03-24 07:09:18 INFO Epoch 28 / 5000:
+2024-03-24 07:09:29 INFO lr: 4.9720e-05 - loss: 0.0047 - UP: 84.87% UR: 64.51% UF: 73.30% P: 84.85% R: 64.50% F: 73.29%
+2024-03-24 07:09:31 INFO dev:  loss: nan - UP: 59.95% UR: 35.74% UF: 44.79% P: 58.18% R: 34.69% F: 43.46%
+2024-03-24 07:09:32 INFO test: loss: nan - UP: 51.89% UR: 30.13% UF: 38.12% P: 49.64% R: 28.82% F: 36.47%
+2024-03-24 07:09:32 INFO 0:00:14.164067s elapsed
+
+2024-03-24 07:09:32 INFO Epoch 29 / 5000:
+2024-03-24 07:09:44 INFO lr: 4.9710e-05 - loss: 0.0048 - UP: 84.33% UR: 67.29% UF: 74.85% P: 84.33% R: 67.29% F: 74.85%
+2024-03-24 07:09:45 INFO dev:  loss: nan - UP: 54.79% UR: 41.09% UF: 46.96% P: 53.36% R: 40.01% F: 45.73%
+2024-03-24 07:09:47 INFO test: loss: nan - UP: 50.32% UR: 36.95% UF: 42.61% P: 48.48% R: 35.60% F: 41.05%
+2024-03-24 07:09:54 INFO 0:00:14.472392s elapsed (saved)
+
+2024-03-24 07:09:54 INFO Epoch 30 / 5000:
+2024-03-24 07:10:05 INFO lr: 4.9700e-05 - loss: 0.0045 - UP: 84.70% UR: 66.34% UF: 74.41% P: 84.68% R: 66.32% F: 74.39%
+2024-03-24 07:10:06 INFO dev:  loss: nan - UP: 62.13% UR: 35.39% UF: 45.09% P: 60.39% R: 34.40% F: 43.83%
+2024-03-24 07:10:08 INFO test: loss: nan - UP: 54.34% UR: 30.53% UF: 39.10% P: 52.09% R: 29.26% F: 37.47%
+2024-03-24 07:10:08 INFO 0:00:14.205044s elapsed
+
+2024-03-24 07:10:08 INFO Epoch 31 / 5000:
+2024-03-24 07:10:19 INFO lr: 4.9690e-05 - loss: 0.0005 - UP: 86.05% UR: 68.80% UF: 76.46% P: 86.03% R: 68.79% F: 76.45%
+2024-03-24 07:10:21 INFO dev:  loss: nan - UP: 56.43% UR: 40.42% UF: 47.10% P: 54.86% R: 39.29% F: 45.79%
+2024-03-24 07:10:22 INFO test: loss: nan - UP: 49.64% UR: 36.34% UF: 41.96% P: 47.85% R: 35.03% F: 40.45%
+2024-03-24 07:10:29 INFO 0:00:14.595835s elapsed (saved)
+
+2024-03-24 07:10:29 INFO Epoch 32 / 5000:
+2024-03-24 07:10:41 INFO lr: 4.9680e-05 - loss: 0.0054 - UP: 86.21% UR: 70.30% UF: 77.45% P: 86.13% R: 70.23% F: 77.37%
+2024-03-24 07:10:42 INFO dev:  loss: nan - UP: 59.13% UR: 37.68% UF: 46.03% P: 57.02% R: 36.33% F: 44.38%
+2024-03-24 07:10:43 INFO test: loss: nan - UP: 52.29% UR: 33.47% UF: 40.81% P: 50.38% R: 32.24% F: 39.32%
+2024-03-24 07:10:43 INFO 0:00:14.244329s elapsed
+
+2024-03-24 07:10:43 INFO Epoch 33 / 5000:
+2024-03-24 07:10:55 INFO lr: 4.9670e-05 - loss: 0.0045 - UP: 86.65% UR: 72.74% UF: 79.09% P: 86.63% R: 72.72% F: 79.07%
+2024-03-24 07:10:57 INFO dev:  loss: nan - UP: 59.07% UR: 37.45% UF: 45.84% P: 57.23% R: 36.28% F: 44.41%
+2024-03-24 07:10:58 INFO test: loss: nan - UP: 51.58% UR: 32.41% UF: 39.81% P: 49.90% R: 31.35% F: 38.51%
+2024-03-24 07:10:58 INFO 0:00:14.576809s elapsed
+
+2024-03-24 07:10:58 INFO Epoch 34 / 5000:
+2024-03-24 07:11:11 INFO lr: 4.9660e-05 - loss: 0.0012 - UP: 88.07% UR: 74.16% UF: 80.52% P: 88.06% R: 74.16% F: 80.51%
+2024-03-24 07:11:12 INFO dev:  loss: nan - UP: 57.17% UR: 41.11% UF: 47.83% P: 55.45% R: 39.88% F: 46.39%
+2024-03-24 07:11:14 INFO test: loss: nan - UP: 51.46% UR: 36.07% UF: 42.41% P: 49.59% R: 34.76% F: 40.87%
+2024-03-24 07:11:20 INFO 0:00:15.889617s elapsed (saved)
+
+2024-03-24 07:11:20 INFO Epoch 35 / 5000:
+2024-03-24 07:11:32 INFO lr: 4.9650e-05 - loss: 0.0031 - UP: 85.69% UR: 70.66% UF: 77.45% P: 85.63% R: 70.61% F: 77.40%
+2024-03-24 07:11:33 INFO dev:  loss: nan - UP: 50.36% UR: 45.43% UF: 47.77% P: 48.69% R: 43.92% F: 46.18%
+2024-03-24 07:11:34 INFO test: loss: nan - UP: 47.35% UR: 42.24% UF: 44.65% P: 45.45% R: 40.55% F: 42.86%
+2024-03-24 07:11:34 INFO 0:00:14.200522s elapsed
+
+2024-03-24 07:11:34 INFO Epoch 36 / 5000:
+2024-03-24 07:11:46 INFO lr: 4.9640e-05 - loss: 0.0016 - UP: 86.66% UR: 72.10% UF: 78.71% P: 86.62% R: 72.07% F: 78.68%
+2024-03-24 07:11:47 INFO dev:  loss: nan - UP: 48.23% UR: 45.34% UF: 46.74% P: 47.11% R: 44.28% F: 45.65%
+2024-03-24 07:11:49 INFO test: loss: nan - UP: 46.77% UR: 41.39% UF: 43.91% P: 45.21% R: 40.02% F: 42.46%
+2024-03-24 07:11:49 INFO 0:00:14.439773s elapsed
+
+2024-03-24 07:11:49 INFO Epoch 37 / 5000:
+2024-03-24 07:12:01 INFO lr: 4.9630e-05 - loss: 0.0033 - UP: 85.58% UR: 70.18% UF: 77.12% P: 85.53% R: 70.14% F: 77.07%
+2024-03-24 07:12:02 INFO dev:  loss: nan - UP: 55.40% UR: 41.25% UF: 47.29% P: 53.56% R: 39.88% F: 45.72%
+2024-03-24 07:12:04 INFO test: loss: nan - UP: 50.27% UR: 36.78% UF: 42.48% P: 48.40% R: 35.41% F: 40.90%
+2024-03-24 07:12:04 INFO 0:00:15.152664s elapsed
+
+2024-03-24 07:12:04 INFO Epoch 38 / 5000:
+2024-03-24 07:12:16 INFO lr: 4.9620e-05 - loss: 0.0006 - UP: 88.74% UR: 74.50% UF: 81.00% P: 88.66% R: 74.43% F: 80.93%
+2024-03-24 07:12:18 INFO dev:  loss: nan - UP: 53.71% UR: 46.17% UF: 49.66% P: 51.96% R: 44.66% F: 48.04%
+2024-03-24 07:12:19 INFO test: loss: nan - UP: 47.69% UR: 40.71% UF: 43.93% P: 46.08% R: 39.34% F: 42.44%
+2024-03-24 07:12:26 INFO 0:00:15.087717s elapsed (saved)
+
+2024-03-24 07:12:26 INFO Epoch 39 / 5000:
+2024-03-24 07:12:37 INFO lr: 4.9610e-05 - loss: 0.0020 - UP: 87.72% UR: 77.91% UF: 82.53% P: 87.70% R: 77.89% F: 82.51%
+2024-03-24 07:12:38 INFO dev:  loss: nan - UP: 59.56% UR: 40.24% UF: 48.03% P: 57.70% R: 38.98% F: 46.53%
+2024-03-24 07:12:40 INFO test: loss: nan - UP: 53.12% UR: 35.28% UF: 42.40% P: 51.30% R: 34.08% F: 40.95%
+2024-03-24 07:12:40 INFO 0:00:14.209003s elapsed
+
+2024-03-24 07:12:40 INFO Epoch 40 / 5000:
+2024-03-24 07:12:51 INFO lr: 4.9600e-05 - loss: 0.0053 - UP: 89.26% UR: 78.64% UF: 83.61% P: 89.24% R: 78.62% F: 83.59%
+2024-03-24 07:12:53 INFO dev:  loss: nan - UP: 56.07% UR: 45.45% UF: 50.20% P: 54.35% R: 44.06% F: 48.67%
+2024-03-24 07:12:54 INFO test: loss: nan - UP: 50.97% UR: 39.49% UF: 44.50% P: 49.22% R: 38.14% F: 42.98%
+2024-03-24 07:13:01 INFO 0:00:14.408902s elapsed (saved)
+
+2024-03-24 07:13:01 INFO Epoch 41 / 5000:
+2024-03-24 07:13:12 INFO lr: 4.9590e-05 - loss: 0.0013 - UP: 90.29% UR: 81.73% UF: 85.80% P: 90.26% R: 81.70% F: 85.77%
+2024-03-24 07:13:14 INFO dev:  loss: nan - UP: 59.40% UR: 40.80% UF: 48.38% P: 57.44% R: 39.45% F: 46.78%
+2024-03-24 07:13:15 INFO test: loss: nan - UP: 51.06% UR: 35.47% UF: 41.87% P: 49.00% R: 34.04% F: 40.17%
+2024-03-24 07:13:15 INFO 0:00:14.195521s elapsed
+
+2024-03-24 07:13:15 INFO Epoch 42 / 5000:
+2024-03-24 07:13:27 INFO lr: 4.9580e-05 - loss: 0.0018 - UP: 88.97% UR: 79.82% UF: 84.15% P: 88.97% R: 79.82% F: 84.15%
+2024-03-24 07:13:28 INFO dev:  loss: nan - UP: 62.81% UR: 38.55% UF: 47.78% P: 61.38% R: 37.68% F: 46.69%
+2024-03-24 07:13:30 INFO test: loss: nan - UP: 53.34% UR: 33.04% UF: 40.81% P: 51.23% R: 31.73% F: 39.19%
+2024-03-24 07:13:30 INFO 0:00:14.588091s elapsed
+
+2024-03-24 07:13:30 INFO Epoch 43 / 5000:
+2024-03-24 07:13:42 INFO lr: 4.9570e-05 - loss: 0.0008 - UP: 90.89% UR: 81.60% UF: 86.00% P: 90.88% R: 81.60% F: 85.99%
+2024-03-24 07:13:43 INFO dev:  loss: nan - UP: 57.73% UR: 42.35% UF: 48.86% P: 56.08% R: 41.14% F: 47.46%
+2024-03-24 07:13:45 INFO test: loss: nan - UP: 51.56% UR: 38.09% UF: 43.82% P: 49.53% R: 36.59% F: 42.09%
+2024-03-24 07:13:45 INFO 0:00:15.347937s elapsed
+
+2024-03-24 07:13:45 INFO Epoch 44 / 5000:
+2024-03-24 07:13:57 INFO lr: 4.9560e-05 - loss: 0.0045 - UP: 90.80% UR: 82.88% UF: 86.66% P: 90.80% R: 82.88% F: 86.66%
+2024-03-24 07:13:59 INFO dev:  loss: nan - UP: 63.12% UR: 35.34% UF: 45.31% P: 60.83% R: 34.06% F: 43.67%
+2024-03-24 07:14:00 INFO test: loss: nan - UP: 54.08% UR: 32.18% UF: 40.35% P: 51.88% R: 30.87% F: 38.71%
+2024-03-24 07:14:00 INFO 0:00:15.102105s elapsed
+
+2024-03-24 07:14:00 INFO Epoch 45 / 5000:
+2024-03-24 07:14:12 INFO lr: 4.9550e-05 - loss: 0.0030 - UP: 88.39% UR: 78.28% UF: 83.03% P: 88.37% R: 78.26% F: 83.01%
+2024-03-24 07:14:13 INFO dev:  loss: nan - UP: 38.05% UR: 50.48% UF: 43.39% P: 36.35% R: 48.24% F: 41.46%
+2024-03-24 07:14:15 INFO test: loss: nan - UP: 36.36% UR: 45.74% UF: 40.52% P: 34.72% R: 43.67% F: 38.68%
+2024-03-24 07:14:15 INFO 0:00:14.880296s elapsed
+
+2024-03-24 07:14:15 INFO Epoch 46 / 5000:
+2024-03-24 07:14:27 INFO lr: 4.9540e-05 - loss: 0.0005 - UP: 80.40% UR: 58.41% UF: 67.66% P: 80.22% R: 58.27% F: 67.51%
+2024-03-24 07:14:28 INFO dev:  loss: nan - UP: 58.15% UR: 39.11% UF: 46.77% P: 56.38% R: 37.92% F: 45.35%
+2024-03-24 07:14:30 INFO test: loss: nan - UP: 52.60% UR: 32.90% UF: 40.48% P: 50.61% R: 31.65% F: 38.94%
+2024-03-24 07:14:30 INFO 0:00:14.802496s elapsed
+
+2024-03-24 07:14:30 INFO Epoch 47 / 5000:
+2024-03-24 07:14:42 INFO lr: 4.9530e-05 - loss: 0.0050 - UP: 86.39% UR: 73.70% UF: 79.54% P: 86.11% R: 73.46% F: 79.28%
+2024-03-24 07:14:43 INFO dev:  loss: nan - UP: 49.48% UR: 44.93% UF: 47.10% P: 47.90% R: 43.50% F: 45.59%
+2024-03-24 07:14:45 INFO test: loss: nan - UP: 47.16% UR: 39.07% UF: 42.73% P: 45.09% R: 37.35% F: 40.86%
+2024-03-24 07:14:45 INFO 0:00:14.741318s elapsed
+
+2024-03-24 07:14:45 INFO Epoch 48 / 5000:
+2024-03-24 07:14:56 INFO lr: 4.9520e-05 - loss: 0.0029 - UP: 89.43% UR: 74.79% UF: 81.46% P: 89.33% R: 74.71% F: 81.37%
+2024-03-24 07:14:58 INFO dev:  loss: nan - UP: 51.86% UR: 47.36% UF: 49.51% P: 50.14% R: 45.79% F: 47.86%
+2024-03-24 07:14:59 INFO test: loss: nan - UP: 47.37% UR: 44.09% UF: 45.67% P: 45.76% R: 42.59% F: 44.12%
+2024-03-24 07:14:59 INFO 0:00:14.667065s elapsed
+
+2024-03-24 07:14:59 INFO Epoch 49 / 5000:
+2024-03-24 07:15:11 INFO lr: 4.9510e-05 - loss: 0.0085 - UP: 85.19% UR: 68.85% UF: 76.15% P: 84.91% R: 68.63% F: 75.91%
+2024-03-24 07:15:12 INFO dev:  loss: nan - UP: 51.36% UR: 38.06% UF: 43.72% P: 49.15% R: 36.42% F: 41.84%
+2024-03-24 07:15:14 INFO test: loss: nan - UP: 43.70% UR: 35.62% UF: 39.25% P: 41.50% R: 33.83% F: 37.27%
+2024-03-24 07:15:14 INFO 0:00:14.649000s elapsed
+
+2024-03-24 07:15:14 INFO Epoch 50 / 5000:
+2024-03-24 07:15:26 INFO lr: 4.9500e-05 - loss: 0.0057 - UP: 77.73% UR: 59.12% UF: 67.16% P: 77.19% R: 58.71% F: 66.69%
+2024-03-24 07:15:27 INFO dev:  loss: nan - UP: 60.80% UR: 31.36% UF: 41.38% P: 58.32% R: 30.08% F: 39.69%
+2024-03-24 07:15:29 INFO test: loss: nan - UP: 53.23% UR: 28.19% UF: 36.86% P: 50.72% R: 26.85% F: 35.12%
+2024-03-24 07:15:29 INFO 0:00:14.636716s elapsed
+
+2024-03-24 07:15:29 INFO Epoch 51 / 5000:
+2024-03-24 07:15:40 INFO lr: 4.9490e-05 - loss: 0.0137 - UP: 76.59% UR: 54.29% UF: 63.54% P: 76.24% R: 54.04% F: 63.25%
+2024-03-24 07:15:42 INFO dev:  loss: nan - UP: 56.30% UR: 31.52% UF: 40.41% P: 54.74% R: 30.64% F: 39.29%
+2024-03-24 07:15:43 INFO test: loss: nan - UP: 50.60% UR: 30.49% UF: 38.05% P: 47.93% R: 28.88% F: 36.04%
+2024-03-24 07:15:43 INFO 0:00:14.637857s elapsed
+
+2024-03-24 07:15:43 INFO Epoch 52 / 5000:
+2024-03-24 07:15:55 INFO lr: 4.9480e-05 - loss: 0.0138 - UP: 73.28% UR: 40.84% UF: 52.45% P: 72.63% R: 40.48% F: 51.99%
+2024-03-24 07:15:56 INFO dev:  loss: nan - UP: 58.86% UR: 23.81% UF: 33.91% P: 56.36% R: 22.80% F: 32.47%
+2024-03-24 07:15:58 INFO test: loss: nan - UP: 50.81% UR: 23.07% UF: 31.73% P: 48.21% R: 21.89% F: 30.11%
+2024-03-24 07:15:58 INFO 0:00:14.642427s elapsed
+
+2024-03-24 07:15:58 INFO Epoch 53 / 5000:
+2024-03-24 07:16:10 INFO lr: 4.9470e-05 - loss: 0.0004 - UP: 82.03% UR: 51.09% UF: 62.97% P: 81.87% R: 50.99% F: 62.85%
+2024-03-24 07:16:11 INFO dev:  loss: nan - UP: 55.75% UR: 36.17% UF: 43.88% P: 53.95% R: 35.00% F: 42.46%
+2024-03-24 07:16:12 INFO test: loss: nan - UP: 46.23% UR: 31.33% UF: 37.35% P: 44.01% R: 29.83% F: 35.56%
+2024-03-24 07:16:12 INFO 0:00:14.672547s elapsed
+
+2024-03-24 07:16:12 INFO Epoch 54 / 5000:
+2024-03-24 07:16:24 INFO lr: 4.9460e-05 - loss: 0.0067 - UP: 84.56% UR: 65.49% UF: 73.81% P: 84.48% R: 65.42% F: 73.74%
+2024-03-24 07:16:26 INFO dev:  loss: nan - UP: 54.27% UR: 41.95% UF: 47.32% P: 52.59% R: 40.64% F: 45.85%
+2024-03-24 07:16:27 INFO test: loss: nan - UP: 47.86% UR: 36.57% UF: 41.46% P: 45.87% R: 35.05% F: 39.74%
+2024-03-24 07:16:27 INFO 0:00:14.710608s elapsed
+
+2024-03-24 07:16:27 INFO Epoch 55 / 5000:
+2024-03-24 07:16:39 INFO lr: 4.9450e-05 - loss: 0.0038 - UP: 87.08% UR: 72.81% UF: 79.31% P: 87.06% R: 72.79% F: 79.28%
+2024-03-24 07:16:40 INFO dev:  loss: nan - UP: 57.44% UR: 41.79% UF: 48.38% P: 55.53% R: 40.40% F: 46.77%
+2024-03-24 07:16:42 INFO test: loss: nan - UP: 50.45% UR: 33.51% UF: 40.27% P: 48.16% R: 31.99% F: 38.44%
+2024-03-24 07:16:42 INFO 0:00:14.717984s elapsed
+
+2024-03-24 07:16:42 INFO Epoch 56 / 5000:
+2024-03-24 07:16:54 INFO lr: 4.9440e-05 - loss: 0.0018 - UP: 88.87% UR: 74.85% UF: 81.26% P: 88.82% R: 74.81% F: 81.21%
+2024-03-24 07:16:55 INFO dev:  loss: nan - UP: 56.15% UR: 44.10% UF: 49.40% P: 54.49% R: 42.80% F: 47.94%
+2024-03-24 07:16:57 INFO test: loss: nan - UP: 49.82% UR: 37.76% UF: 42.96% P: 47.67% R: 36.13% F: 41.11%
+2024-03-24 07:16:57 INFO 0:00:14.814180s elapsed
+
+2024-03-24 07:16:57 INFO Epoch 57 / 5000:
+2024-03-24 07:17:09 INFO lr: 4.9430e-05 - loss: 0.0004 - UP: 89.70% UR: 80.14% UF: 84.65% P: 89.67% R: 80.12% F: 84.63%
+2024-03-24 07:17:10 INFO dev:  loss: nan - UP: 58.01% UR: 42.15% UF: 48.82% P: 56.15% R: 40.80% F: 47.26%
+2024-03-24 07:17:12 INFO test: loss: nan - UP: 52.40% UR: 35.01% UF: 41.98% P: 50.28% R: 33.59% F: 40.28%
+2024-03-24 07:17:12 INFO 0:00:15.036194s elapsed
+
+2024-03-24 07:17:12 INFO Epoch 58 / 5000:
+2024-03-24 07:17:24 INFO lr: 4.9420e-05 - loss: 0.0010 - UP: 91.18% UR: 81.78% UF: 86.22% P: 91.18% R: 81.78% F: 86.22%
+2024-03-24 07:17:25 INFO dev:  loss: nan - UP: 56.68% UR: 44.44% UF: 49.82% P: 54.93% R: 43.07% F: 48.28%
+2024-03-24 07:17:27 INFO test: loss: nan - UP: 50.39% UR: 36.78% UF: 42.53% P: 48.16% R: 35.16% F: 40.64%
+2024-03-24 07:17:27 INFO 0:00:15.087845s elapsed
+
+2024-03-24 07:17:27 INFO Epoch 59 / 5000:
+2024-03-24 07:17:39 INFO lr: 4.9410e-05 - loss: 0.0006 - UP: 91.26% UR: 83.17% UF: 87.03% P: 91.25% R: 83.16% F: 87.02%
+2024-03-24 07:17:40 INFO dev:  loss: nan - UP: 54.63% UR: 46.66% UF: 50.33% P: 52.79% R: 45.09% F: 48.64%
+2024-03-24 07:17:42 INFO test: loss: nan - UP: 48.97% UR: 38.79% UF: 43.29% P: 46.79% R: 37.06% F: 41.36%
+2024-03-24 07:17:42 INFO 0:00:14.961488s elapsed
+
+2024-03-24 07:17:42 INFO Epoch 60 / 5000:
+2024-03-24 07:17:54 INFO lr: 4.9400e-05 - loss: 0.0038 - UP: 91.96% UR: 84.77% UF: 88.22% P: 91.95% R: 84.77% F: 88.21%
+2024-03-24 07:17:55 INFO dev:  loss: nan - UP: 57.19% UR: 45.02% UF: 50.38% P: 55.42% R: 43.63% F: 48.82%
+2024-03-24 07:17:57 INFO test: loss: nan - UP: 51.36% UR: 37.12% UF: 43.10% P: 49.11% R: 35.50% F: 41.21%
+2024-03-24 07:18:03 INFO 0:00:14.742740s elapsed (saved)
+
+2024-03-24 07:18:03 INFO Epoch 61 / 5000:
+2024-03-24 07:18:14 INFO lr: 4.9390e-05 - loss: 0.0015 - UP: 92.82% UR: 84.98% UF: 88.73% P: 92.82% R: 84.98% F: 88.73%
+2024-03-24 07:18:15 INFO dev:  loss: nan - UP: 57.45% UR: 43.07% UF: 49.23% P: 55.89% R: 41.90% F: 47.89%
+2024-03-24 07:18:17 INFO test: loss: nan - UP: 52.32% UR: 35.96% UF: 42.62% P: 50.20% R: 34.50% F: 40.90%
+2024-03-24 07:18:17 INFO 0:00:14.167887s elapsed
+
+2024-03-24 07:18:17 INFO Epoch 62 / 5000:
+2024-03-24 07:18:28 INFO lr: 4.9380e-05 - loss: 0.0026 - UP: 91.93% UR: 86.02% UF: 88.88% P: 91.92% R: 86.00% F: 88.86%
+2024-03-24 07:18:30 INFO dev:  loss: nan - UP: 57.86% UR: 44.42% UF: 50.25% P: 56.13% R: 43.09% F: 48.75%
+2024-03-24 07:18:31 INFO test: loss: nan - UP: 50.84% UR: 36.91% UF: 42.77% P: 48.89% R: 35.50% F: 41.13%
+2024-03-24 07:18:31 INFO 0:00:14.389251s elapsed
+
+2024-03-24 07:18:31 INFO Epoch 63 / 5000:
+2024-03-24 07:18:44 INFO lr: 4.9370e-05 - loss: 0.0012 - UP: 93.02% UR: 87.29% UF: 90.06% P: 93.02% R: 87.29% F: 90.06%
+2024-03-24 07:18:46 INFO dev:  loss: nan - UP: 55.85% UR: 46.87% UF: 50.97% P: 54.11% R: 45.41% F: 49.38%
+2024-03-24 07:18:47 INFO test: loss: nan - UP: 49.84% UR: 38.56% UF: 43.48% P: 47.79% R: 36.97% F: 41.69%
+2024-03-24 07:18:54 INFO 0:00:15.890932s elapsed (saved)
+
+2024-03-24 07:18:54 INFO Epoch 64 / 5000:
+2024-03-24 07:19:05 INFO lr: 4.9360e-05 - loss: 0.0011 - UP: 92.90% UR: 87.65% UF: 90.20% P: 92.90% R: 87.65% F: 90.20%
+2024-03-24 07:19:07 INFO dev:  loss: nan - UP: 54.83% UR: 47.81% UF: 51.08% P: 53.00% R: 46.21% F: 49.38%
+2024-03-24 07:19:08 INFO test: loss: nan - UP: 49.57% UR: 41.24% UF: 45.02% P: 47.64% R: 39.64% F: 43.27%
+2024-03-24 07:19:08 INFO 0:00:14.144190s elapsed
+
+2024-03-24 07:19:08 INFO Epoch 65 / 5000:
+2024-03-24 07:19:20 INFO lr: 4.9350e-05 - loss: 0.0020 - UP: 93.29% UR: 87.93% UF: 90.53% P: 93.28% R: 87.92% F: 90.52%
+2024-03-24 07:19:21 INFO dev:  loss: nan - UP: 57.49% UR: 44.84% UF: 50.38% P: 55.56% R: 43.34% F: 48.69%
+2024-03-24 07:19:23 INFO test: loss: nan - UP: 51.92% UR: 39.74% UF: 45.02% P: 49.96% R: 38.24% F: 43.32%
+2024-03-24 07:19:23 INFO 0:00:14.443005s elapsed
+
+2024-03-24 07:19:23 INFO Epoch 66 / 5000:
+2024-03-24 07:19:35 INFO lr: 4.9340e-05 - loss: 0.0013 - UP: 93.89% UR: 88.95% UF: 91.35% P: 93.88% R: 88.94% F: 91.34%
+2024-03-24 07:19:36 INFO dev:  loss: nan - UP: 58.39% UR: 43.79% UF: 50.04% P: 56.41% R: 42.31% F: 48.35%
+2024-03-24 07:19:38 INFO test: loss: nan - UP: 51.97% UR: 38.16% UF: 44.01% P: 49.81% R: 36.57% F: 42.18%
+2024-03-24 07:19:38 INFO 0:00:15.376738s elapsed
+
+2024-03-24 07:19:38 INFO Epoch 67 / 5000:
+2024-03-24 07:19:50 INFO lr: 4.9330e-05 - loss: 0.0001 - UP: 94.03% UR: 90.32% UF: 92.14% P: 94.03% R: 90.32% F: 92.14%
+2024-03-24 07:19:52 INFO dev:  loss: nan - UP: 58.55% UR: 43.63% UF: 50.00% P: 56.65% R: 42.22% F: 48.38%
+2024-03-24 07:19:53 INFO test: loss: nan - UP: 51.49% UR: 38.39% UF: 43.98% P: 49.56% R: 36.95% F: 42.34%
+2024-03-24 07:19:53 INFO 0:00:15.073376s elapsed
+
+2024-03-24 07:19:53 INFO Epoch 68 / 5000:
+2024-03-24 07:20:05 INFO lr: 4.9320e-05 - loss: 0.0011 - UP: 94.42% UR: 90.56% UF: 92.45% P: 94.42% R: 90.56% F: 92.45%
+2024-03-24 07:20:07 INFO dev:  loss: nan - UP: 56.79% UR: 44.08% UF: 49.63% P: 54.93% R: 42.64% F: 48.01%
+2024-03-24 07:20:08 INFO test: loss: nan - UP: 51.27% UR: 39.76% UF: 44.79% P: 49.25% R: 38.20% F: 43.03%
+2024-03-24 07:20:08 INFO 0:00:14.906949s elapsed
+
+2024-03-24 07:20:08 INFO Epoch 69 / 5000:
+2024-03-24 07:20:20 INFO lr: 4.9310e-05 - loss: 0.0010 - UP: 94.77% UR: 91.05% UF: 92.87% P: 94.77% R: 91.05% F: 92.87%
+2024-03-24 07:20:21 INFO dev:  loss: nan - UP: 57.71% UR: 45.59% UF: 50.94% P: 55.77% R: 44.06% F: 49.23%
+2024-03-24 07:20:23 INFO test: loss: nan - UP: 51.41% UR: 40.04% UF: 45.02% P: 49.38% R: 38.45% F: 43.24%
+2024-03-24 07:20:23 INFO 0:00:14.757811s elapsed
+
+2024-03-24 07:20:23 INFO Epoch 70 / 5000:
+2024-03-24 07:20:35 INFO lr: 4.9300e-05 - loss: 0.0031 - UP: 94.90% UR: 91.06% UF: 92.94% P: 94.86% R: 91.02% F: 92.90%
+2024-03-24 07:20:36 INFO dev:  loss: nan - UP: 51.60% UR: 49.88% UF: 50.73% P: 49.79% R: 48.12% F: 48.94%
+2024-03-24 07:20:38 INFO test: loss: nan - UP: 47.59% UR: 45.74% UF: 46.65% P: 45.70% R: 43.93% F: 44.80%
+2024-03-24 07:20:38 INFO 0:00:14.704653s elapsed
+
+2024-03-24 07:20:38 INFO Epoch 71 / 5000:
+2024-03-24 07:20:49 INFO lr: 4.9290e-05 - loss: 0.0008 - UP: 93.16% UR: 88.60% UF: 90.83% P: 93.06% R: 88.51% F: 90.73%
+2024-03-24 07:20:51 INFO dev:  loss: nan - UP: 58.44% UR: 43.88% UF: 50.12% P: 56.28% R: 42.26% F: 48.27%
+2024-03-24 07:20:52 INFO test: loss: nan - UP: 53.08% UR: 37.69% UF: 44.08% P: 51.00% R: 36.21% F: 42.35%
+2024-03-24 07:20:52 INFO 0:00:14.675255s elapsed
+
+2024-03-24 07:20:52 INFO Epoch 72 / 5000:
+2024-03-24 07:21:04 INFO lr: 4.9280e-05 - loss: 0.0018 - UP: 94.32% UR: 90.46% UF: 92.35% P: 94.29% R: 90.44% F: 92.32%
+2024-03-24 07:21:05 INFO dev:  loss: nan - UP: 61.53% UR: 42.26% UF: 50.11% P: 59.34% R: 40.75% F: 48.32%
+2024-03-24 07:21:07 INFO test: loss: nan - UP: 54.20% UR: 35.71% UF: 43.05% P: 51.83% R: 34.14% F: 41.17%
+2024-03-24 07:21:07 INFO 0:00:14.655029s elapsed
+
+2024-03-24 07:21:07 INFO Epoch 73 / 5000:
+2024-03-24 07:21:19 INFO lr: 4.9270e-05 - loss: 0.0021 - UP: 94.83% UR: 91.04% UF: 92.90% P: 94.80% R: 91.01% F: 92.86%
+2024-03-24 07:21:20 INFO dev:  loss: nan - UP: 57.07% UR: 46.62% UF: 51.32% P: 55.14% R: 45.05% F: 49.59%
+2024-03-24 07:21:21 INFO test: loss: nan - UP: 50.63% UR: 40.99% UF: 45.30% P: 48.56% R: 39.32% F: 43.46%
+2024-03-24 07:21:28 INFO 0:00:14.644266s elapsed (saved)
+
+2024-03-24 07:21:28 INFO Epoch 74 / 5000:
+2024-03-24 07:21:39 INFO lr: 4.9260e-05 - loss: 0.0000 - UP: 95.24% UR: 91.90% UF: 93.54% P: 95.23% R: 91.89% F: 93.53%
+2024-03-24 07:21:41 INFO dev:  loss: nan - UP: 55.71% UR: 48.37% UF: 51.78% P: 53.66% R: 46.60% F: 49.88%
+2024-03-24 07:21:42 INFO test: loss: nan - UP: 50.41% UR: 43.74% UF: 46.84% P: 48.30% R: 41.90% F: 44.87%
+2024-03-24 07:21:49 INFO 0:00:14.140653s elapsed (saved)
+
+2024-03-24 07:21:49 INFO Epoch 75 / 5000:
+2024-03-24 07:22:01 INFO lr: 4.9250e-05 - loss: 0.0012 - UP: 95.32% UR: 92.55% UF: 93.91% P: 95.32% R: 92.55% F: 93.91%
+2024-03-24 07:22:02 INFO dev:  loss: nan - UP: 60.86% UR: 40.80% UF: 48.85% P: 58.58% R: 39.27% F: 47.02%
+2024-03-24 07:22:03 INFO test: loss: nan - UP: 55.90% UR: 35.41% UF: 43.36% P: 53.80% R: 34.08% F: 41.73%
+2024-03-24 07:22:03 INFO 0:00:14.070880s elapsed
+
+2024-03-24 07:22:03 INFO Epoch 76 / 5000:
+2024-03-24 07:22:15 INFO lr: 4.9240e-05 - loss: 0.0011 - UP: 95.63% UR: 92.57% UF: 94.07% P: 95.63% R: 92.57% F: 94.07%
+2024-03-24 07:22:16 INFO dev:  loss: nan - UP: 56.71% UR: 45.94% UF: 50.76% P: 54.49% R: 44.15% F: 48.78%
+2024-03-24 07:22:18 INFO test: loss: nan - UP: 51.22% UR: 40.69% UF: 45.35% P: 49.10% R: 39.00% F: 43.47%
+2024-03-24 07:22:18 INFO 0:00:14.452590s elapsed
+
+2024-03-24 07:22:18 INFO Epoch 77 / 5000:
+2024-03-24 07:22:30 INFO lr: 4.9230e-05 - loss: 0.0009 - UP: 95.75% UR: 93.32% UF: 94.52% P: 95.75% R: 93.32% F: 94.52%
+2024-03-24 07:22:32 INFO dev:  loss: nan - UP: 58.97% UR: 45.47% UF: 51.35% P: 56.73% R: 43.74% F: 49.40%
+2024-03-24 07:22:33 INFO test: loss: nan - UP: 52.22% UR: 39.53% UF: 45.00% P: 49.96% R: 37.82% F: 43.05%
+2024-03-24 07:22:33 INFO 0:00:15.380117s elapsed
+
+2024-03-24 07:22:33 INFO Epoch 78 / 5000:
+2024-03-24 07:22:45 INFO lr: 4.9220e-05 - loss: 0.0014 - UP: 96.07% UR: 93.91% UF: 94.98% P: 96.07% R: 93.91% F: 94.98%
+2024-03-24 07:22:47 INFO dev:  loss: nan - UP: 59.92% UR: 44.80% UF: 51.27% P: 57.72% R: 43.16% F: 49.39%
+2024-03-24 07:22:48 INFO test: loss: nan - UP: 52.77% UR: 37.40% UF: 43.77% P: 50.63% R: 35.88% F: 41.99%
+2024-03-24 07:22:48 INFO 0:00:15.045492s elapsed
+
+2024-03-24 07:22:48 INFO Epoch 79 / 5000:
+2024-03-24 07:23:00 INFO lr: 4.9210e-05 - loss: 0.0003 - UP: 96.13% UR: 93.65% UF: 94.87% P: 96.13% R: 93.65% F: 94.87%
+2024-03-24 07:23:02 INFO dev:  loss: nan - UP: 58.84% UR: 44.93% UF: 50.96% P: 56.52% R: 43.16% F: 48.94%
+2024-03-24 07:23:03 INFO test: loss: nan - UP: 52.37% UR: 38.28% UF: 44.23% P: 50.20% R: 36.70% F: 42.40%
+2024-03-24 07:23:03 INFO 0:00:14.946593s elapsed
+
+2024-03-24 07:23:03 INFO Epoch 80 / 5000:
+2024-03-24 07:23:15 INFO lr: 4.9200e-05 - loss: 0.0019 - UP: 96.31% UR: 93.39% UF: 94.83% P: 96.30% R: 93.38% F: 94.82%
+2024-03-24 07:23:17 INFO dev:  loss: nan - UP: 61.13% UR: 44.60% UF: 51.57% P: 58.82% R: 42.91% F: 49.62%
+2024-03-24 07:23:18 INFO test: loss: nan - UP: 53.21% UR: 36.97% UF: 43.63% P: 51.20% R: 35.58% F: 41.98%
+2024-03-24 07:23:18 INFO 0:00:14.779893s elapsed
+
+2024-03-24 07:23:18 INFO Epoch 81 / 5000:
+2024-03-24 07:23:30 INFO lr: 4.9190e-05 - loss: 0.0008 - UP: 96.28% UR: 93.54% UF: 94.89% P: 96.28% R: 93.54% F: 94.89%
+2024-03-24 07:23:31 INFO dev:  loss: nan - UP: 57.27% UR: 46.21% UF: 51.15% P: 55.09% R: 44.46% F: 49.21%
+2024-03-24 07:23:33 INFO test: loss: nan - UP: 51.08% UR: 40.48% UF: 45.17% P: 48.95% R: 38.79% F: 43.28%
+2024-03-24 07:23:33 INFO 0:00:14.717798s elapsed
+
+2024-03-24 07:23:33 INFO Epoch 82 / 5000:
+2024-03-24 07:23:45 INFO lr: 4.9180e-05 - loss: 0.0003 - UP: 96.59% UR: 94.07% UF: 95.31% P: 96.58% R: 94.05% F: 95.30%
+2024-03-24 07:23:46 INFO dev:  loss: nan - UP: 56.79% UR: 45.27% UF: 50.38% P: 54.68% R: 43.59% F: 48.51%
+2024-03-24 07:23:47 INFO test: loss: nan - UP: 49.82% UR: 38.66% UF: 43.54% P: 47.59% R: 36.93% F: 41.59%
+2024-03-24 07:23:47 INFO 0:00:14.666604s elapsed
+
+2024-03-24 07:23:47 INFO Epoch 83 / 5000:
+2024-03-24 07:23:59 INFO lr: 4.9170e-05 - loss: 0.0003 - UP: 96.78% UR: 94.54% UF: 95.65% P: 96.78% R: 94.54% F: 95.65%
+2024-03-24 07:24:01 INFO dev:  loss: nan - UP: 60.61% UR: 41.83% UF: 49.50% P: 58.30% R: 40.24% F: 47.61%
+2024-03-24 07:24:02 INFO test: loss: nan - UP: 54.32% UR: 35.73% UF: 43.10% P: 52.07% R: 34.25% F: 41.32%
+2024-03-24 07:24:02 INFO 0:00:14.620849s elapsed
+
+2024-03-24 07:24:02 INFO Epoch 84 / 5000:
+2024-03-24 07:24:14 INFO lr: 4.9160e-05 - loss: 0.0007 - UP: 96.67% UR: 95.41% UF: 96.04% P: 96.67% R: 95.41% F: 96.04%
+2024-03-24 07:24:15 INFO dev:  loss: nan - UP: 57.07% UR: 46.60% UF: 51.30% P: 54.79% R: 44.73% F: 49.25%
+2024-03-24 07:24:17 INFO test: loss: nan - UP: 51.87% UR: 40.33% UF: 45.38% P: 49.73% R: 38.66% F: 43.50%
+2024-03-24 07:24:17 INFO 0:00:14.603369s elapsed
+
+2024-03-24 07:24:17 INFO Epoch 85 / 5000:
+2024-03-24 07:24:28 INFO lr: 4.9150e-05 - loss: 0.0011 - UP: 96.72% UR: 94.60% UF: 95.65% P: 96.72% R: 94.60% F: 95.65%
+2024-03-24 07:24:30 INFO dev:  loss: nan - UP: 58.63% UR: 45.05% UF: 50.95% P: 56.58% R: 43.47% F: 49.17%
+2024-03-24 07:24:31 INFO test: loss: nan - UP: 51.79% UR: 38.47% UF: 44.15% P: 49.54% R: 36.81% F: 42.24%
+2024-03-24 07:24:31 INFO 0:00:14.592963s elapsed
+
+2024-03-24 07:24:31 INFO Epoch 86 / 5000:
+2024-03-24 07:24:43 INFO lr: 4.9140e-05 - loss: 0.0016 - UP: 96.44% UR: 94.61% UF: 95.52% P: 96.43% R: 94.60% F: 95.50%
+2024-03-24 07:24:44 INFO dev:  loss: nan - UP: 57.75% UR: 46.64% UF: 51.60% P: 55.47% R: 44.80% F: 49.57%
+2024-03-24 07:24:46 INFO test: loss: nan - UP: 51.19% UR: 40.14% UF: 45.00% P: 49.30% R: 38.66% F: 43.34%
+2024-03-24 07:24:46 INFO 0:00:14.616543s elapsed
+
+2024-03-24 07:24:46 INFO Epoch 87 / 5000:
+2024-03-24 07:24:58 INFO lr: 4.9130e-05 - loss: 0.0001 - UP: 96.38% UR: 94.07% UF: 95.21% P: 96.36% R: 94.05% F: 95.19%
+2024-03-24 07:24:59 INFO dev:  loss: nan - UP: 53.14% UR: 50.39% UF: 51.73% P: 51.20% R: 48.55% F: 49.84%
+2024-03-24 07:25:00 INFO test: loss: nan - UP: 48.35% UR: 44.52% UF: 46.35% P: 46.44% R: 42.76% F: 44.53%
+2024-03-24 07:25:00 INFO 0:00:14.584643s elapsed
+
+2024-03-24 07:25:00 INFO Epoch 88 / 5000:
+2024-03-24 07:25:12 INFO lr: 4.9120e-05 - loss: 0.0005 - UP: 95.90% UR: 92.93% UF: 94.39% P: 95.88% R: 92.91% F: 94.37%
+2024-03-24 07:25:14 INFO dev:  loss: nan - UP: 45.82% UR: 54.75% UF: 49.89% P: 44.03% R: 52.62% F: 47.94%
+2024-03-24 07:25:15 INFO test: loss: nan - UP: 40.96% UR: 47.60% UF: 44.03% P: 39.01% R: 45.34% F: 41.94%
+2024-03-24 07:25:15 INFO 0:00:14.660799s elapsed
+
+2024-03-24 07:25:15 INFO Epoch 89 / 5000:
+2024-03-24 07:25:27 INFO lr: 4.9110e-05 - loss: 0.0001 - UP: 95.59% UR: 93.66% UF: 94.61% P: 95.59% R: 93.66% F: 94.61%
+2024-03-24 07:25:28 INFO dev:  loss: nan - UP: 52.90% UR: 50.39% UF: 51.62% P: 50.73% R: 48.33% F: 49.50%
+2024-03-24 07:25:30 INFO test: loss: nan - UP: 48.15% UR: 44.31% UF: 46.15% P: 46.08% R: 42.40% F: 44.17%
+2024-03-24 07:25:30 INFO 0:00:14.692083s elapsed
+
+2024-03-24 07:25:30 INFO Epoch 90 / 5000:
+2024-03-24 07:25:42 INFO lr: 4.9100e-05 - loss: 0.0046 - UP: 95.99% UR: 94.70% UF: 95.34% P: 95.99% R: 94.70% F: 95.34%
+2024-03-24 07:25:43 INFO dev:  loss: nan - UP: 63.06% UR: 41.27% UF: 49.89% P: 60.90% R: 39.86% F: 48.18%
+2024-03-24 07:25:45 INFO test: loss: nan - UP: 56.69% UR: 36.00% UF: 44.04% P: 54.42% R: 34.57% F: 42.28%
+2024-03-24 07:25:45 INFO 0:00:14.782518s elapsed
+
+2024-03-24 07:25:45 INFO Epoch 91 / 5000:
+2024-03-24 07:25:56 INFO lr: 4.9090e-05 - loss: 0.0001 - UP: 95.32% UR: 92.04% UF: 93.65% P: 95.31% R: 92.03% F: 93.64%
+2024-03-24 07:25:58 INFO dev:  loss: nan - UP: 53.93% UR: 49.07% UF: 51.38% P: 51.90% R: 47.23% F: 49.45%
+2024-03-24 07:25:59 INFO test: loss: nan - UP: 48.43% UR: 41.50% UF: 44.70% P: 46.44% R: 39.78% F: 42.85%
+2024-03-24 07:25:59 INFO 0:00:14.877816s elapsed
+
+2024-03-24 07:25:59 INFO Epoch 92 / 5000:
+2024-03-24 07:26:12 INFO lr: 4.9080e-05 - loss: 0.0009 - UP: 96.00% UR: 95.01% UF: 95.50% P: 95.99% R: 95.00% F: 95.49%
+2024-03-24 07:26:13 INFO dev:  loss: nan - UP: 63.49% UR: 44.04% UF: 52.00% P: 61.48% R: 42.64% F: 50.36%
+2024-03-24 07:26:15 INFO test: loss: nan - UP: 54.57% UR: 36.23% UF: 43.55% P: 52.43% R: 34.82% F: 41.85%
+2024-03-24 07:26:21 INFO 0:00:15.130660s elapsed (saved)
+
+2024-03-24 07:26:21 INFO Epoch 93 / 5000:
+2024-03-24 07:26:32 INFO lr: 4.9070e-05 - loss: 0.0000 - UP: 97.07% UR: 95.25% UF: 96.15% P: 97.06% R: 95.24% F: 96.14%
+2024-03-24 07:26:34 INFO dev:  loss: nan - UP: 58.15% UR: 45.61% UF: 51.12% P: 56.40% R: 44.24% F: 49.58%
+2024-03-24 07:26:35 INFO test: loss: nan - UP: 51.84% UR: 38.73% UF: 44.33% P: 49.83% R: 37.23% F: 42.62%
+2024-03-24 07:26:35 INFO 0:00:14.176939s elapsed
+
+2024-03-24 07:26:35 INFO Epoch 94 / 5000:
+2024-03-24 07:26:47 INFO lr: 4.9060e-05 - loss: 0.0000 - UP: 97.38% UR: 96.00% UF: 96.68% P: 97.38% R: 96.00% F: 96.68%
+2024-03-24 07:26:48 INFO dev:  loss: nan - UP: 61.33% UR: 44.04% UF: 51.26% P: 59.36% R: 42.62% F: 49.61%
+2024-03-24 07:26:50 INFO test: loss: nan - UP: 54.59% UR: 37.29% UF: 44.31% P: 52.40% R: 35.79% F: 42.53%
+2024-03-24 07:26:50 INFO 0:00:14.440295s elapsed
+
+2024-03-24 07:26:50 INFO Epoch 95 / 5000:
+2024-03-24 07:27:02 INFO lr: 4.9050e-05 - loss: 0.0007 - UP: 97.37% UR: 95.65% UF: 96.50% P: 97.36% R: 95.65% F: 96.50%
+2024-03-24 07:27:03 INFO dev:  loss: nan - UP: 58.60% UR: 41.65% UF: 48.69% P: 56.38% R: 40.08% F: 46.85%
+2024-03-24 07:27:05 INFO test: loss: nan - UP: 52.11% UR: 36.02% UF: 42.60% P: 49.76% R: 34.40% F: 40.67%
+2024-03-24 07:27:05 INFO 0:00:15.230996s elapsed
+
+2024-03-24 07:27:05 INFO Epoch 96 / 5000:
+2024-03-24 07:27:17 INFO lr: 4.9040e-05 - loss: 0.0005 - UP: 96.67% UR: 94.95% UF: 95.80% P: 96.67% R: 94.95% F: 95.80%
+2024-03-24 07:27:18 INFO dev:  loss: nan - UP: 62.56% UR: 41.36% UF: 49.80% P: 60.58% R: 40.06% F: 48.23%
+2024-03-24 07:27:20 INFO test: loss: nan - UP: 59.14% UR: 37.52% UF: 45.92% P: 57.14% R: 36.26% F: 44.36%
+2024-03-24 07:27:20 INFO 0:00:15.067249s elapsed
+
+2024-03-24 07:27:20 INFO Epoch 97 / 5000:
+2024-03-24 07:27:32 INFO lr: 4.9030e-05 - loss: 0.0000 - UP: 97.20% UR: 95.39% UF: 96.28% P: 97.19% R: 95.38% F: 96.28%
+2024-03-24 07:27:33 INFO dev:  loss: nan - UP: 61.84% UR: 40.53% UF: 48.97% P: 59.89% R: 39.25% F: 47.42%
+2024-03-24 07:27:35 INFO test: loss: nan - UP: 56.46% UR: 35.20% UF: 43.36% P: 54.12% R: 33.74% F: 41.57%
+2024-03-24 07:27:35 INFO 0:00:14.861758s elapsed
+
+2024-03-24 07:27:35 INFO Epoch 98 / 5000:
+2024-03-24 07:27:47 INFO lr: 4.9020e-05 - loss: 0.0000 - UP: 97.47% UR: 96.06% UF: 96.76% P: 97.47% R: 96.06% F: 96.76%
+2024-03-24 07:27:48 INFO dev:  loss: nan - UP: 60.62% UR: 43.61% UF: 50.73% P: 58.56% R: 42.13% F: 49.00%
+2024-03-24 07:27:50 INFO test: loss: nan - UP: 54.20% UR: 37.48% UF: 44.32% P: 52.28% R: 36.15% F: 42.74%
+2024-03-24 07:27:50 INFO 0:00:14.739374s elapsed
+
+2024-03-24 07:27:50 INFO Epoch 99 / 5000:
+2024-03-24 07:28:01 INFO lr: 4.9010e-05 - loss: 0.0002 - UP: 97.86% UR: 96.32% UF: 97.08% P: 97.86% R: 96.32% F: 97.08%
+2024-03-24 07:28:03 INFO dev:  loss: nan - UP: 58.76% UR: 45.05% UF: 51.00% P: 56.68% R: 43.45% F: 49.19%
+2024-03-24 07:28:04 INFO test: loss: nan - UP: 52.73% UR: 39.72% UF: 45.31% P: 50.83% R: 38.28% F: 43.67%
+2024-03-24 07:28:04 INFO 0:00:14.677159s elapsed
+
+2024-03-24 07:28:04 INFO Epoch 100 / 5000:
+2024-03-24 07:28:16 INFO lr: 4.9000e-05 - loss: 0.0004 - UP: 97.54% UR: 96.26% UF: 96.90% P: 97.54% R: 96.26% F: 96.90%
+2024-03-24 07:28:17 INFO dev:  loss: nan - UP: 57.86% UR: 47.05% UF: 51.90% P: 55.93% R: 45.47% F: 50.16%
+2024-03-24 07:28:19 INFO test: loss: nan - UP: 53.02% UR: 40.99% UF: 46.23% P: 51.00% R: 39.43% F: 44.47%
+2024-03-24 07:28:19 INFO 0:00:14.690637s elapsed
+
+2024-03-24 07:28:19 INFO Epoch 101 / 5000:
+2024-03-24 07:28:31 INFO lr: 4.8990e-05 - loss: 0.0004 - UP: 97.93% UR: 96.75% UF: 97.33% P: 97.93% R: 96.75% F: 97.33%
+2024-03-24 07:28:32 INFO dev:  loss: nan - UP: 60.13% UR: 46.26% UF: 52.29% P: 58.18% R: 44.75% F: 50.59%
+2024-03-24 07:28:34 INFO test: loss: nan - UP: 54.33% UR: 39.74% UF: 45.91% P: 52.17% R: 38.16% F: 44.08%
+2024-03-24 07:28:41 INFO 0:00:14.653772s elapsed (saved)
+
+2024-03-24 07:28:41 INFO Epoch 102 / 5000:
+2024-03-24 07:28:52 INFO lr: 4.8980e-05 - loss: 0.0008 - UP: 97.55% UR: 96.71% UF: 97.13% P: 97.55% R: 96.71% F: 97.13%
+2024-03-24 07:28:53 INFO dev:  loss: nan - UP: 62.18% UR: 44.39% UF: 51.80% P: 60.07% R: 42.89% F: 50.05%
+2024-03-24 07:28:55 INFO test: loss: nan - UP: 55.10% UR: 39.07% UF: 45.72% P: 53.16% R: 37.69% F: 44.11%
+2024-03-24 07:28:55 INFO 0:00:14.108279s elapsed
+
+2024-03-24 07:28:55 INFO Epoch 103 / 5000:
+2024-03-24 07:29:06 INFO lr: 4.8970e-05 - loss: 0.0002 - UP: 97.45% UR: 96.67% UF: 97.06% P: 97.45% R: 96.67% F: 97.06%
+2024-03-24 07:29:07 INFO dev:  loss: nan - UP: 58.88% UR: 46.12% UF: 51.73% P: 56.87% R: 44.55% F: 49.96%
+2024-03-24 07:29:09 INFO test: loss: nan - UP: 52.04% UR: 39.81% UF: 45.11% P: 50.08% R: 38.31% F: 43.41%
+2024-03-24 07:29:09 INFO 0:00:14.342232s elapsed
+
+2024-03-24 07:29:09 INFO Epoch 104 / 5000:
+2024-03-24 07:29:21 INFO lr: 4.8960e-05 - loss: 0.0006 - UP: 98.10% UR: 97.03% UF: 97.56% P: 98.10% R: 97.03% F: 97.56%
+2024-03-24 07:29:23 INFO dev:  loss: nan - UP: 59.98% UR: 45.18% UF: 51.54% P: 57.95% R: 43.65% F: 49.79%
+2024-03-24 07:29:24 INFO test: loss: nan - UP: 54.04% UR: 38.85% UF: 45.21% P: 52.04% R: 37.42% F: 43.53%
+2024-03-24 07:29:24 INFO 0:00:15.183305s elapsed
+
+2024-03-24 07:29:24 INFO Epoch 105 / 5000:
+2024-03-24 07:29:36 INFO lr: 4.8950e-05 - loss: 0.0005 - UP: 97.83% UR: 97.01% UF: 97.41% P: 97.83% R: 97.01% F: 97.41%
+2024-03-24 07:29:38 INFO dev:  loss: nan - UP: 59.16% UR: 44.75% UF: 50.96% P: 57.47% R: 43.47% F: 49.50%
+2024-03-24 07:29:39 INFO test: loss: nan - UP: 54.63% UR: 38.85% UF: 45.41% P: 52.67% R: 37.46% F: 43.78%
+2024-03-24 07:29:39 INFO 0:00:15.052720s elapsed
+
+2024-03-24 07:29:39 INFO Epoch 106 / 5000:
+2024-03-24 07:29:51 INFO lr: 4.8940e-05 - loss: 0.0004 - UP: 98.17% UR: 97.09% UF: 97.63% P: 98.16% R: 97.09% F: 97.62%
+2024-03-24 07:29:53 INFO dev:  loss: nan - UP: 59.52% UR: 45.38% UF: 51.50% P: 57.40% R: 43.77% F: 49.66%
+2024-03-24 07:29:54 INFO test: loss: nan - UP: 52.85% UR: 39.83% UF: 45.42% P: 50.86% R: 38.33% F: 43.71%
+2024-03-24 07:29:54 INFO 0:00:14.932308s elapsed
+
+2024-03-24 07:29:54 INFO Epoch 107 / 5000:
+2024-03-24 07:30:06 INFO lr: 4.8930e-05 - loss: 0.0000 - UP: 98.27% UR: 97.13% UF: 97.70% P: 98.27% R: 97.13% F: 97.70%
+2024-03-24 07:30:07 INFO dev:  loss: nan - UP: 58.44% UR: 45.88% UF: 51.40% P: 56.21% R: 44.12% F: 49.44%
+2024-03-24 07:30:09 INFO test: loss: nan - UP: 52.79% UR: 40.71% UF: 45.97% P: 50.66% R: 39.07% F: 44.11%
+2024-03-24 07:30:09 INFO 0:00:14.836557s elapsed
+
+2024-03-24 07:30:09 INFO Epoch 108 / 5000:
+2024-03-24 07:30:21 INFO lr: 4.8920e-05 - loss: 0.0043 - UP: 93.07% UR: 94.23% UF: 93.64% P: 93.05% R: 94.21% F: 93.62%
+2024-03-24 07:30:22 INFO dev:  loss: nan - UP: 47.22% UR: 39.09% UF: 42.77% P: 44.75% R: 37.05% F: 40.54%
+2024-03-24 07:30:24 INFO test: loss: nan - UP: 42.34% UR: 35.45% UF: 38.59% P: 39.82% R: 33.34% F: 36.29%
+2024-03-24 07:30:24 INFO 0:00:14.783267s elapsed
+
+2024-03-24 07:30:24 INFO Epoch 109 / 5000:
+2024-03-24 07:30:35 INFO lr: 4.8910e-05 - loss: 0.0079 - UP: 90.71% UR: 80.52% UF: 85.31% P: 90.42% R: 80.27% F: 85.04%
+2024-03-24 07:30:37 INFO dev:  loss: nan - UP: 55.65% UR: 42.57% UF: 48.24% P: 53.60% R: 41.00% F: 46.46%
+2024-03-24 07:30:38 INFO test: loss: nan - UP: 47.41% UR: 37.71% UF: 42.01% P: 45.68% R: 36.34% F: 40.48%
+2024-03-24 07:30:38 INFO 0:00:14.666497s elapsed
+
+2024-03-24 07:30:38 INFO Epoch 110 / 5000:
+2024-03-24 07:30:50 INFO lr: 4.8900e-05 - loss: 0.0009 - UP: 90.36% UR: 81.62% UF: 85.76% P: 89.93% R: 81.24% F: 85.36%
+2024-03-24 07:30:52 INFO dev:  loss: nan - UP: 53.46% UR: 34.55% UF: 41.98% P: 51.55% R: 33.32% F: 40.47%
+2024-03-24 07:30:53 INFO test: loss: nan - UP: 45.83% UR: 31.10% UF: 37.05% P: 44.33% R: 30.09% F: 35.85%
+2024-03-24 07:30:53 INFO 0:00:14.656914s elapsed
+
+2024-03-24 07:30:53 INFO Epoch 111 / 5000:
+2024-03-24 07:31:05 INFO lr: 4.8890e-05 - loss: 0.0045 - UP: 88.32% UR: 79.04% UF: 83.42% P: 87.86% R: 78.62% F: 82.98%
+2024-03-24 07:31:06 INFO dev:  loss: nan - UP: 53.94% UR: 33.41% UF: 41.26% P: 51.98% R: 32.20% F: 39.76%
+2024-03-24 07:31:08 INFO test: loss: nan - UP: 49.33% UR: 29.73% UF: 37.10% P: 46.98% R: 28.31% F: 35.33%
+2024-03-24 07:31:08 INFO 0:00:14.616044s elapsed
+
+2024-03-24 07:31:08 INFO Epoch 112 / 5000:
+2024-03-24 07:31:19 INFO lr: 4.8880e-05 - loss: 0.0029 - UP: 88.55% UR: 79.15% UF: 83.58% P: 88.34% R: 78.97% F: 83.39%
+2024-03-24 07:31:21 INFO dev:  loss: nan - UP: 54.82% UR: 40.08% UF: 46.31% P: 52.74% R: 38.55% F: 44.54%
+2024-03-24 07:31:22 INFO test: loss: nan - UP: 46.84% UR: 35.83% UF: 40.60% P: 45.10% R: 34.50% F: 39.10%
+2024-03-24 07:31:22 INFO 0:00:14.648318s elapsed
+
+2024-03-24 07:31:22 INFO Epoch 113 / 5000:
+2024-03-24 07:31:34 INFO lr: 4.8870e-05 - loss: 0.0038 - UP: 91.95% UR: 84.64% UF: 88.15% P: 91.61% R: 84.34% F: 87.82%
+2024-03-24 07:31:35 INFO dev:  loss: nan - UP: 50.42% UR: 44.89% UF: 47.49% P: 48.09% R: 42.82% F: 45.31%
+2024-03-24 07:31:37 INFO test: loss: nan - UP: 43.26% UR: 40.97% UF: 42.08% P: 41.12% R: 38.94% F: 40.00%
+2024-03-24 07:31:37 INFO 0:00:14.639050s elapsed
+
+2024-03-24 07:31:37 INFO Epoch 114 / 5000:
+2024-03-24 07:31:49 INFO lr: 4.8860e-05 - loss: 0.0022 - UP: 92.91% UR: 86.81% UF: 89.76% P: 92.68% R: 86.59% F: 89.53%
+2024-03-24 07:31:50 INFO dev:  loss: nan - UP: 56.54% UR: 44.26% UF: 49.65% P: 54.33% R: 42.53% F: 47.71%
+2024-03-24 07:31:52 INFO test: loss: nan - UP: 47.93% UR: 38.56% UF: 42.74% P: 45.48% R: 36.59% F: 40.56%
+2024-03-24 07:31:52 INFO 0:00:14.621844s elapsed
+
+2024-03-24 07:31:52 INFO Epoch 115 / 5000:
+2024-03-24 07:32:03 INFO lr: 4.8850e-05 - loss: 0.0003 - UP: 94.32% UR: 90.89% UF: 92.57% P: 94.26% R: 90.84% F: 92.52%
+2024-03-24 07:32:05 INFO dev:  loss: nan - UP: 53.55% UR: 46.80% UF: 49.95% P: 51.26% R: 44.80% F: 47.81%
+2024-03-24 07:32:06 INFO test: loss: nan - UP: 47.39% UR: 40.82% UF: 43.86% P: 45.30% R: 39.02% F: 41.93%
+2024-03-24 07:32:06 INFO 0:00:14.688748s elapsed
+
+2024-03-24 07:32:06 INFO Epoch 116 / 5000:
+2024-03-24 07:32:18 INFO lr: 4.8840e-05 - loss: 0.0010 - UP: 95.86% UR: 93.14% UF: 94.48% P: 95.83% R: 93.11% F: 94.45%
+2024-03-24 07:32:19 INFO dev:  loss: nan - UP: 57.01% UR: 42.22% UF: 48.51% P: 54.88% R: 40.64% F: 46.70%
+2024-03-24 07:32:21 INFO test: loss: nan - UP: 50.36% UR: 37.27% UF: 42.84% P: 47.87% R: 35.43% F: 40.72%
+2024-03-24 07:32:21 INFO 0:00:14.728478s elapsed
+
+2024-03-24 07:32:21 INFO Epoch 117 / 5000:
+2024-03-24 07:32:33 INFO lr: 4.8830e-05 - loss: 0.0004 - UP: 95.95% UR: 93.51% UF: 94.71% P: 95.93% R: 93.49% F: 94.69%
+2024-03-24 07:32:34 INFO dev:  loss: nan - UP: 56.52% UR: 43.43% UF: 49.12% P: 54.39% R: 41.79% F: 47.26%
+2024-03-24 07:32:36 INFO test: loss: nan - UP: 50.35% UR: 39.07% UF: 44.00% P: 48.12% R: 37.33% F: 42.05%
+2024-03-24 07:32:36 INFO 0:00:14.798782s elapsed
+
+2024-03-24 07:32:36 INFO Epoch 118 / 5000:
+2024-03-24 07:32:48 INFO lr: 4.8820e-05 - loss: 0.0008 - UP: 96.64% UR: 94.58% UF: 95.60% P: 96.63% R: 94.57% F: 95.59%
+2024-03-24 07:32:49 INFO dev:  loss: nan - UP: 57.53% UR: 45.14% UF: 50.59% P: 55.47% R: 43.52% F: 48.77%
+2024-03-24 07:32:51 INFO test: loss: nan - UP: 50.30% UR: 40.38% UF: 44.80% P: 48.01% R: 38.54% F: 42.76%
+2024-03-24 07:32:51 INFO 0:00:14.895275s elapsed
+
+2024-03-24 07:32:51 INFO Epoch 119 / 5000:
+2024-03-24 07:33:03 INFO lr: 4.8810e-05 - loss: 0.0011 - UP: 96.46% UR: 94.24% UF: 95.34% P: 96.35% R: 94.13% F: 95.22%
+2024-03-24 07:33:05 INFO dev:  loss: nan - UP: 55.34% UR: 44.24% UF: 49.17% P: 53.54% R: 42.80% F: 47.57%
+2024-03-24 07:33:07 INFO test: loss: nan - UP: 49.32% UR: 40.38% UF: 44.40% P: 47.23% R: 38.66% F: 42.52%
+2024-03-24 07:33:07 INFO 0:00:15.853405s elapsed
+
+2024-03-24 07:33:07 INFO Epoch 120 / 5000:
+2024-03-24 07:33:18 INFO lr: 4.8800e-05 - loss: 0.0022 - UP: 94.23% UR: 94.98% UF: 94.60% P: 94.15% R: 94.91% F: 94.53%
+2024-03-24 07:33:20 INFO dev:  loss: nan - UP: 56.31% UR: 43.50% UF: 49.08% P: 54.33% R: 41.97% F: 47.36%
+2024-03-24 07:33:21 INFO test: loss: nan - UP: 50.15% UR: 39.02% UF: 43.89% P: 48.22% R: 37.52% F: 42.21%
+2024-03-24 07:33:21 INFO 0:00:14.667407s elapsed
+
+2024-03-24 07:33:21 INFO Epoch 121 / 5000:
+2024-03-24 07:33:33 INFO lr: 4.8790e-05 - loss: 0.0007 - UP: 95.50% UR: 90.70% UF: 93.04% P: 95.49% R: 90.69% F: 93.02%
+2024-03-24 07:33:34 INFO dev:  loss: nan - UP: 57.50% UR: 42.82% UF: 49.09% P: 55.23% R: 41.14% F: 47.15%
+2024-03-24 07:33:36 INFO test: loss: nan - UP: 49.89% UR: 37.86% UF: 43.05% P: 47.72% R: 36.21% F: 41.18%
+2024-03-24 07:33:36 INFO 0:00:14.660765s elapsed
+
+2024-03-24 07:33:36 INFO Epoch 122 / 5000:
+2024-03-24 07:33:48 INFO lr: 4.8780e-05 - loss: 0.0008 - UP: 95.99% UR: 93.44% UF: 94.70% P: 95.98% R: 93.42% F: 94.68%
+2024-03-24 07:33:49 INFO dev:  loss: nan - UP: 62.02% UR: 42.15% UF: 50.19% P: 59.80% R: 40.64% F: 48.39%
+2024-03-24 07:33:51 INFO test: loss: nan - UP: 51.78% UR: 33.87% UF: 40.95% P: 49.32% R: 32.26% F: 39.01%
+2024-03-24 07:33:51 INFO 0:00:14.666973s elapsed
+
+2024-03-24 07:33:51 INFO Epoch 123 / 5000:
+2024-03-24 07:34:02 INFO lr: 4.8770e-05 - loss: 0.0014 - UP: 95.45% UR: 93.46% UF: 94.44% P: 95.43% R: 93.44% F: 94.42%
+2024-03-24 07:34:04 INFO dev:  loss: nan - UP: 62.61% UR: 38.76% UF: 47.88% P: 60.80% R: 37.63% F: 46.49%
+2024-03-24 07:34:05 INFO test: loss: nan - UP: 54.89% UR: 33.32% UF: 41.47% P: 52.56% R: 31.90% F: 39.71%
+2024-03-24 07:34:05 INFO 0:00:14.675466s elapsed
+
+2024-03-24 07:34:05 INFO Epoch 124 / 5000:
+2024-03-24 07:34:17 INFO lr: 4.8760e-05 - loss: 0.0007 - UP: 96.76% UR: 95.59% UF: 96.17% P: 96.73% R: 95.56% F: 96.14%
+2024-03-24 07:34:18 INFO dev:  loss: nan - UP: 59.79% UR: 41.99% UF: 49.33% P: 58.16% R: 40.84% F: 47.99%
+2024-03-24 07:34:20 INFO test: loss: nan - UP: 51.86% UR: 37.12% UF: 43.27% P: 49.85% R: 35.69% F: 41.60%
+2024-03-24 07:34:20 INFO 0:00:14.686684s elapsed
+
+2024-03-24 07:34:20 INFO Epoch 125 / 5000:
+2024-03-24 07:34:32 INFO lr: 4.8750e-05 - loss: 0.0017 - UP: 97.23% UR: 96.03% UF: 96.62% P: 97.17% R: 95.97% F: 96.56%
+2024-03-24 07:34:33 INFO dev:  loss: nan - UP: 57.76% UR: 44.80% UF: 50.46% P: 55.33% R: 42.91% F: 48.34%
+2024-03-24 07:34:35 INFO test: loss: nan - UP: 50.87% UR: 38.90% UF: 44.09% P: 48.38% R: 37.00% F: 41.93%
+2024-03-24 07:34:35 INFO 0:00:14.691313s elapsed
+
+2024-03-24 07:34:35 INFO Epoch 126 / 5000:
+2024-03-24 07:34:46 INFO lr: 4.8740e-05 - loss: 0.0015 - UP: 93.66% UR: 92.21% UF: 92.93% P: 93.08% R: 91.63% F: 92.35%
+2024-03-24 07:34:48 INFO dev:  loss: nan - UP: 57.72% UR: 34.78% UF: 43.40% P: 55.48% R: 33.43% F: 41.72%
+2024-03-24 07:34:49 INFO test: loss: nan - UP: 50.83% UR: 31.88% UF: 39.18% P: 47.93% R: 30.07% F: 36.95%
+2024-03-24 07:34:49 INFO 0:00:14.744360s elapsed
+
+2024-03-24 07:34:49 INFO Epoch 127 / 5000:
+2024-03-24 07:35:01 INFO lr: 4.8730e-05 - loss: 0.0056 - UP: 92.37% UR: 85.52% UF: 88.81% P: 92.25% R: 85.41% F: 88.70%
+2024-03-24 07:35:03 INFO dev:  loss: nan - UP: 63.59% UR: 32.64% UF: 43.14% P: 61.44% R: 31.54% F: 41.69%
+2024-03-24 07:35:04 INFO test: loss: nan - UP: 58.10% UR: 30.09% UF: 39.64% P: 55.81% R: 28.90% F: 38.08%
+2024-03-24 07:35:04 INFO 0:00:14.853267s elapsed
+
+2024-03-24 07:35:04 INFO Epoch 128 / 5000:
+2024-03-24 07:35:16 INFO lr: 4.8720e-05 - loss: 0.0048 - UP: 89.08% UR: 84.26% UF: 86.60% P: 88.98% R: 84.16% F: 86.51%
+2024-03-24 07:35:18 INFO dev:  loss: nan - UP: 47.76% UR: 43.68% UF: 45.63% P: 45.55% R: 41.65% F: 43.52%
+2024-03-24 07:35:19 INFO test: loss: nan - UP: 45.74% UR: 42.30% UF: 43.95% P: 43.82% R: 40.52% F: 42.11%
+2024-03-24 07:35:19 INFO 0:00:14.877510s elapsed
+
+2024-03-24 07:35:19 INFO Epoch 129 / 5000:
+2024-03-24 07:35:31 INFO lr: 4.8710e-05 - loss: 0.0009 - UP: 94.94% UR: 90.89% UF: 92.87% P: 94.94% R: 90.88% F: 92.86%
+2024-03-24 07:35:33 INFO dev:  loss: nan - UP: 56.26% UR: 43.23% UF: 48.89% P: 54.82% R: 42.13% F: 47.64%
+2024-03-24 07:35:34 INFO test: loss: nan - UP: 51.25% UR: 39.93% UF: 44.89% P: 49.16% R: 38.31% F: 43.06%
+2024-03-24 07:35:34 INFO 0:00:15.019428s elapsed
+
+2024-03-24 07:35:34 INFO Epoch 130 / 5000:
+2024-03-24 07:35:46 INFO lr: 4.8700e-05 - loss: 0.0004 - UP: 96.67% UR: 94.60% UF: 95.62% P: 96.67% R: 94.60% F: 95.62%
+2024-03-24 07:35:48 INFO dev:  loss: nan - UP: 60.76% UR: 41.41% UF: 49.25% P: 59.22% R: 40.35% F: 48.00%
+2024-03-24 07:35:49 INFO test: loss: nan - UP: 52.36% UR: 36.76% UF: 43.20% P: 50.02% R: 35.12% F: 41.26%
+2024-03-24 07:35:49 INFO 0:00:15.215013s elapsed
+
+2024-03-24 07:35:49 INFO Epoch 131 / 5000:
+2024-03-24 07:36:01 INFO lr: 4.8690e-05 - loss: 0.0004 - UP: 97.01% UR: 95.43% UF: 96.21% P: 97.01% R: 95.43% F: 96.21%
+2024-03-24 07:36:03 INFO dev:  loss: nan - UP: 59.64% UR: 43.09% UF: 50.03% P: 57.96% R: 41.88% F: 48.62%
+2024-03-24 07:36:04 INFO test: loss: nan - UP: 50.77% UR: 37.50% UF: 43.14% P: 48.63% R: 35.92% F: 41.32%
+2024-03-24 07:36:04 INFO 0:00:14.764547s elapsed
+
+2024-03-24 07:36:13 INFO Epoch 101 saved
+2024-03-24 07:36:13 INFO dev:  UP: 60.13% UR: 46.26% UF: 52.29% P: 58.18% R: 44.75% F: 50.59%
+2024-03-24 07:36:13 INFO test: UP: 54.33% UR: 39.74% UF: 45.91% P: 52.17% R: 38.16% F: 44.08%
+2024-03-24 07:36:13 INFO 0:32:02.302649s elapsed, 0:00:14.674066s/epoch

models/mpqa/sdp_byLength_desc/80/model_vi_mpqa_xlm_9

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4ac64576bc8063402fe5c633445d3a6eb2112f6a58e71f8d1de13afdaac3356a
+size 1179290619

models/mpqa/sdp_byLength_desc/80/model_vi_mpqa_xlm_9.train.log

@@ -0,0 +1,661 @@
+2024-03-24 06:33:11 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_byLength_desc/80/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_byLength_desc/80/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byLength_desc/80/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             
+---------------------+-------------------------------
+
+2024-03-24 06:33:11 INFO Building the fields
+2024-03-24 06:33:13 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-03-24 06:33:13 INFO Building the model
+2024-03-24 06:33:15 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)
+)
+
+2024-03-24 06:33:15 INFO Loading the data
+2024-03-24 06:33:24 INFO 
+train: Dataset(n_sentences=4697, n_batches=54, n_buckets=32)
+dev:   Dataset(n_sentences=1649, n_batches=32, n_buckets=32)
+test:  Dataset(n_sentences=2112, n_batches=35, n_buckets=32)
+
+2024-03-24 06:33:24 INFO Epoch 1 / 5000:
+2024-03-24 06:33:37 INFO lr: 4.9990e-05 - loss: 0.0660 - UP:  0.38% UR:  3.29% UF:  0.67% P:  0.04% R:  0.31% F:  0.06%
+2024-03-24 06:33:38 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-24 06:33:40 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-24 06:33:40 INFO 0:00:15.280980s elapsed
+
+2024-03-24 06:33:40 INFO Epoch 2 / 5000:
+2024-03-24 06:33:51 INFO lr: 4.9980e-05 - loss: 0.0326 - UP: 13.88% UR:  0.29% UF:  0.58% P: 11.36% R:  0.24% F:  0.47%
+2024-03-24 06:33:53 INFO dev:  loss: nan - UP: 58.73% UR:  0.83% UF:  1.64% P: 47.62% R:  0.67% F:  1.33%
+2024-03-24 06:33:54 INFO test: loss: nan - UP: 69.70% UR:  0.97% UF:  1.92% P: 56.06% R:  0.78% F:  1.54%
+2024-03-24 06:33:59 INFO 0:00:14.651093s elapsed (saved)
+
+2024-03-24 06:33:59 INFO Epoch 3 / 5000:
+2024-03-24 06:34:11 INFO lr: 4.9970e-05 - loss: 0.0136 - UP: 34.01% UR:  2.34% UF:  4.39% P: 31.49% R:  2.17% F:  4.06%
+2024-03-24 06:34:12 INFO dev:  loss: nan - UP: 61.36% UR:  3.64% UF:  6.87% P: 51.89% R:  3.08% F:  5.81%
+2024-03-24 06:34:13 INFO test: loss: nan - UP: 64.26% UR:  3.57% UF:  6.77% P: 52.47% R:  2.92% F:  5.52%
+2024-03-24 06:34:20 INFO 0:00:14.758573s elapsed (saved)
+
+2024-03-24 06:34:20 INFO Epoch 4 / 5000:
+2024-03-24 06:34:32 INFO lr: 4.9960e-05 - loss: 0.0423 - UP: 33.52% UR:  1.98% UF:  3.74% P: 29.78% R:  1.76% F:  3.33%
+2024-03-24 06:34:33 INFO dev:  loss: nan - UP: 75.00% UR:  1.89% UF:  3.68% P: 70.54% R:  1.77% F:  3.46%
+2024-03-24 06:34:35 INFO test: loss: nan - UP: 80.00% UR:  2.54% UF:  4.92% P: 68.67% R:  2.18% F:  4.22%
+2024-03-24 06:34:35 INFO 0:00:14.704137s elapsed
+
+2024-03-24 06:34:35 INFO Epoch 5 / 5000:
+2024-03-24 06:34:47 INFO lr: 4.9950e-05 - loss: 0.0239 - UP: 49.50% UR:  6.68% UF: 11.78% P: 48.02% R:  6.48% F: 11.42%
+2024-03-24 06:34:48 INFO dev:  loss: nan - UP: 50.82% UR:  8.34% UF: 14.32% P: 45.75% R:  7.50% F: 12.89%
+2024-03-24 06:34:50 INFO test: loss: nan - UP: 45.83% UR:  7.90% UF: 13.48% P: 38.36% R:  6.61% F: 11.28%
+2024-03-24 06:34:57 INFO 0:00:15.224539s elapsed (saved)
+
+2024-03-24 06:34:57 INFO Epoch 6 / 5000:
+2024-03-24 06:35:09 INFO lr: 4.9940e-05 - loss: 0.0208 - UP: 51.25% UR:  8.62% UF: 14.76% P: 50.22% R:  8.44% F: 14.46%
+2024-03-24 06:35:10 INFO dev:  loss: nan - UP: 64.91% UR:  9.98% UF: 17.29% P: 63.45% R:  9.75% F: 16.90%
+2024-03-24 06:35:12 INFO test: loss: nan - UP: 60.76% UR:  9.42% UF: 16.32% P: 56.40% R:  8.75% F: 15.15%
+2024-03-24 06:35:18 INFO 0:00:14.757699s elapsed (saved)
+
+2024-03-24 06:35:18 INFO Epoch 7 / 5000:
+2024-03-24 06:35:30 INFO lr: 4.9930e-05 - loss: 0.0202 - UP: 56.60% UR: 14.16% UF: 22.65% P: 55.42% R: 13.86% F: 22.18%
+2024-03-24 06:35:31 INFO dev:  loss: nan - UP: 55.06% UR: 13.93% UF: 22.23% P: 53.82% R: 13.61% F: 21.73%
+2024-03-24 06:35:33 INFO test: loss: nan - UP: 48.69% UR: 13.35% UF: 20.96% P: 46.07% R: 12.63% F: 19.83%
+2024-03-24 06:35:40 INFO 0:00:14.700964s elapsed (saved)
+
+2024-03-24 06:35:40 INFO Epoch 8 / 5000:
+2024-03-24 06:35:51 INFO lr: 4.9920e-05 - loss: 0.0030 - UP: 59.92% UR: 13.43% UF: 21.95% P: 59.29% R: 13.29% F: 21.72%
+2024-03-24 06:35:53 INFO dev:  loss: nan - UP: 60.73% UR: 10.42% UF: 17.79% P: 57.07% R:  9.80% F: 16.72%
+2024-03-24 06:35:54 INFO test: loss: nan - UP: 58.10% UR: 11.13% UF: 18.69% P: 53.25% R: 10.20% F: 17.13%
+2024-03-24 06:35:54 INFO 0:00:14.694742s elapsed
+
+2024-03-24 06:35:54 INFO Epoch 9 / 5000:
+2024-03-24 06:36:06 INFO lr: 4.9910e-05 - loss: 0.0270 - UP: 59.04% UR: 15.06% UF: 24.00% P: 58.52% R: 14.93% F: 23.79%
+2024-03-24 06:36:08 INFO dev:  loss: nan - UP: 57.48% UR: 17.34% UF: 26.65% P: 55.32% R: 16.69% F: 25.65%
+2024-03-24 06:36:09 INFO test: loss: nan - UP: 53.80% UR: 17.79% UF: 26.74% P: 50.93% R: 16.84% F: 25.31%
+2024-03-24 06:36:16 INFO 0:00:15.144235s elapsed (saved)
+
+2024-03-24 06:36:16 INFO Epoch 10 / 5000:
+2024-03-24 06:36:28 INFO lr: 4.9900e-05 - loss: 0.0064 - UP: 65.51% UR: 20.69% UF: 31.44% P: 64.96% R: 20.51% F: 31.18%
+2024-03-24 06:36:30 INFO dev:  loss: nan - UP: 54.51% UR: 23.64% UF: 32.97% P: 53.37% R: 23.14% F: 32.28%
+2024-03-24 06:36:31 INFO test: loss: nan - UP: 48.99% UR: 24.51% UF: 32.67% P: 47.26% R: 23.64% F: 31.52%
+2024-03-24 06:36:38 INFO 0:00:14.760424s elapsed (saved)
+
+2024-03-24 06:36:38 INFO Epoch 11 / 5000:
+2024-03-24 06:36:50 INFO lr: 4.9890e-05 - loss: 0.0136 - UP: 67.25% UR: 27.68% UF: 39.21% P: 66.91% R: 27.54% F: 39.02%
+2024-03-24 06:36:51 INFO dev:  loss: nan - UP: 64.47% UR: 21.07% UF: 31.76% P: 63.16% R: 20.65% F: 31.12%
+2024-03-24 06:36:53 INFO test: loss: nan - UP: 58.42% UR: 20.60% UF: 30.46% P: 56.32% R: 19.86% F: 29.37%
+2024-03-24 06:36:53 INFO 0:00:14.717091s elapsed
+
+2024-03-24 06:36:53 INFO Epoch 12 / 5000:
+2024-03-24 06:37:05 INFO lr: 4.9880e-05 - loss: 0.0012 - UP: 70.76% UR: 32.32% UF: 44.38% P: 70.64% R: 32.27% F: 44.30%
+2024-03-24 06:37:06 INFO dev:  loss: nan - UP: 57.92% UR: 26.44% UF: 36.31% P: 56.84% R: 25.95% F: 35.63%
+2024-03-24 06:37:08 INFO test: loss: nan - UP: 52.68% UR: 26.77% UF: 35.50% P: 51.23% R: 26.03% F: 34.52%
+2024-03-24 06:37:15 INFO 0:00:15.122364s elapsed (saved)
+
+2024-03-24 06:37:15 INFO Epoch 13 / 5000:
+2024-03-24 06:37:26 INFO lr: 4.9870e-05 - loss: 0.0097 - UP: 71.23% UR: 33.76% UF: 45.81% P: 71.12% R: 33.71% F: 45.74%
+2024-03-24 06:37:28 INFO dev:  loss: nan - UP: 55.81% UR: 29.54% UF: 38.64% P: 54.46% R: 28.82% F: 37.70%
+2024-03-24 06:37:29 INFO test: loss: nan - UP: 49.41% UR: 28.23% UF: 35.93% P: 47.71% R: 27.26% F: 34.69%
+2024-03-24 06:37:36 INFO 0:00:14.765488s elapsed (saved)
+
+2024-03-24 06:37:36 INFO Epoch 14 / 5000:
+2024-03-24 06:37:48 INFO lr: 4.9860e-05 - loss: 0.0022 - UP: 73.71% UR: 38.91% UF: 50.93% P: 73.55% R: 38.82% F: 50.82%
+2024-03-24 06:37:49 INFO dev:  loss: nan - UP: 59.10% UR: 28.15% UF: 38.14% P: 57.69% R: 27.48% F: 37.22%
+2024-03-24 06:37:51 INFO test: loss: nan - UP: 54.96% UR: 26.45% UF: 35.72% P: 52.99% R: 25.50% F: 34.43%
+2024-03-24 06:37:51 INFO 0:00:14.745217s elapsed
+
+2024-03-24 06:37:51 INFO Epoch 15 / 5000:
+2024-03-24 06:38:03 INFO lr: 4.9850e-05 - loss: 0.0010 - UP: 74.38% UR: 42.67% UF: 54.23% P: 74.30% R: 42.62% F: 54.17%
+2024-03-24 06:38:04 INFO dev:  loss: nan - UP: 56.40% UR: 28.82% UF: 38.15% P: 54.90% R: 28.06% F: 37.14%
+2024-03-24 06:38:06 INFO test: loss: nan - UP: 52.64% UR: 27.55% UF: 36.17% P: 50.55% R: 26.45% F: 34.73%
+2024-03-24 06:38:06 INFO 0:00:15.106088s elapsed
+
+2024-03-24 06:38:06 INFO Epoch 16 / 5000:
+2024-03-24 06:38:19 INFO lr: 4.9840e-05 - loss: 0.0067 - UP: 76.01% UR: 48.12% UF: 58.93% P: 75.97% R: 48.09% F: 58.90%
+2024-03-24 06:38:20 INFO dev:  loss: nan - UP: 55.90% UR: 33.00% UF: 41.50% P: 54.57% R: 32.22% F: 40.51%
+2024-03-24 06:38:22 INFO test: loss: nan - UP: 49.40% UR: 32.20% UF: 38.99% P: 47.55% R: 31.00% F: 37.53%
+2024-03-24 06:38:28 INFO 0:00:16.012937s elapsed (saved)
+
+2024-03-24 06:38:28 INFO Epoch 17 / 5000:
+2024-03-24 06:38:40 INFO lr: 4.9830e-05 - loss: 0.0079 - UP: 78.81% UR: 51.26% UF: 62.12% P: 78.69% R: 51.18% F: 62.02%
+2024-03-24 06:38:41 INFO dev:  loss: nan - UP: 61.84% UR: 31.68% UF: 41.90% P: 59.82% R: 30.64% F: 40.53%
+2024-03-24 06:38:43 INFO test: loss: nan - UP: 55.30% UR: 28.57% UF: 37.67% P: 52.72% R: 27.23% F: 35.92%
+2024-03-24 06:38:50 INFO 0:00:14.734394s elapsed (saved)
+
+2024-03-24 06:38:50 INFO Epoch 18 / 5000:
+2024-03-24 06:39:01 INFO lr: 4.9820e-05 - loss: 0.0009 - UP: 79.62% UR: 53.41% UF: 63.93% P: 79.51% R: 53.34% F: 63.85%
+2024-03-24 06:39:03 INFO dev:  loss: nan - UP: 54.11% UR: 40.37% UF: 46.24% P: 52.51% R: 39.18% F: 44.88%
+2024-03-24 06:39:04 INFO test: loss: nan - UP: 47.95% UR: 36.89% UF: 41.70% P: 46.20% R: 35.54% F: 40.17%
+2024-03-24 06:39:11 INFO 0:00:14.734890s elapsed (saved)
+
+2024-03-24 06:39:11 INFO Epoch 19 / 5000:
+2024-03-24 06:39:23 INFO lr: 4.9810e-05 - loss: 0.0073 - UP: 79.82% UR: 58.11% UF: 67.25% P: 79.77% R: 58.07% F: 67.21%
+2024-03-24 06:39:24 INFO dev:  loss: nan - UP: 56.98% UR: 36.51% UF: 44.50% P: 55.05% R: 35.27% F: 43.00%
+2024-03-24 06:39:26 INFO test: loss: nan - UP: 51.02% UR: 34.29% UF: 41.02% P: 49.20% R: 33.07% F: 39.55%
+2024-03-24 06:39:26 INFO 0:00:14.703714s elapsed
+
+2024-03-24 06:39:26 INFO Epoch 20 / 5000:
+2024-03-24 06:39:38 INFO lr: 4.9800e-05 - loss: 0.0084 - UP: 81.24% UR: 56.30% UF: 66.51% P: 81.15% R: 56.24% F: 66.43%
+2024-03-24 06:39:39 INFO dev:  loss: nan - UP: 67.78% UR: 30.62% UF: 42.19% P: 65.99% R: 29.81% F: 41.07%
+2024-03-24 06:39:41 INFO test: loss: nan - UP: 56.69% UR: 25.52% UF: 35.20% P: 55.09% R: 24.80% F: 34.21%
+2024-03-24 06:39:41 INFO 0:00:15.098500s elapsed
+
+2024-03-24 06:39:41 INFO Epoch 21 / 5000:
+2024-03-24 06:39:54 INFO lr: 4.9790e-05 - loss: 0.0006 - UP: 80.24% UR: 58.54% UF: 67.69% P: 80.17% R: 58.49% F: 67.64%
+2024-03-24 06:39:55 INFO dev:  loss: nan - UP: 58.28% UR: 37.25% UF: 45.45% P: 56.31% R: 35.99% F: 43.91%
+2024-03-24 06:39:57 INFO test: loss: nan - UP: 53.35% UR: 33.68% UF: 41.29% P: 51.20% R: 32.33% F: 39.63%
+2024-03-24 06:39:57 INFO 0:00:16.099265s elapsed
+
+2024-03-24 06:39:57 INFO Epoch 22 / 5000:
+2024-03-24 06:40:10 INFO lr: 4.9780e-05 - loss: 0.0076 - UP: 82.42% UR: 62.51% UF: 71.09% P: 82.29% R: 62.41% F: 70.98%
+2024-03-24 06:40:11 INFO dev:  loss: nan - UP: 54.55% UR: 42.80% UF: 47.97% P: 52.78% R: 41.41% F: 46.41%
+2024-03-24 06:40:13 INFO test: loss: nan - UP: 48.46% UR: 38.64% UF: 43.00% P: 46.71% R: 37.25% F: 41.45%
+2024-03-24 06:40:19 INFO 0:00:16.021382s elapsed (saved)
+
+2024-03-24 06:40:19 INFO Epoch 23 / 5000:
+2024-03-24 06:40:31 INFO lr: 4.9770e-05 - loss: 0.0040 - UP: 79.41% UR: 53.50% UF: 63.93% P: 78.84% R: 53.12% F: 63.47%
+2024-03-24 06:40:33 INFO dev:  loss: nan - UP: 59.00% UR: 35.65% UF: 44.45% P: 57.43% R: 34.71% F: 43.27%
+2024-03-24 06:40:34 INFO test: loss: nan - UP: 50.51% UR: 32.58% UF: 39.61% P: 48.74% R: 31.44% F: 38.22%
+2024-03-24 06:40:34 INFO 0:00:14.718095s elapsed
+
+2024-03-24 06:40:34 INFO Epoch 24 / 5000:
+2024-03-24 06:40:46 INFO lr: 4.9760e-05 - loss: 0.0033 - UP: 81.18% UR: 59.00% UF: 68.34% P: 80.92% R: 58.81% F: 68.11%
+2024-03-24 06:40:47 INFO dev:  loss: nan - UP: 53.05% UR: 39.63% UF: 45.37% P: 51.67% R: 38.60% F: 44.19%
+2024-03-24 06:40:49 INFO test: loss: nan - UP: 45.49% UR: 34.84% UF: 39.46% P: 43.72% R: 33.49% F: 37.93%
+2024-03-24 06:40:49 INFO 0:00:14.964542s elapsed
+
+2024-03-24 06:40:49 INFO Epoch 25 / 5000:
+2024-03-24 06:41:02 INFO lr: 4.9750e-05 - loss: 0.0043 - UP: 79.15% UR: 57.66% UF: 66.72% P: 78.93% R: 57.51% F: 66.54%
+2024-03-24 06:41:03 INFO dev:  loss: nan - UP: 57.54% UR: 36.51% UF: 44.67% P: 55.70% R: 35.34% F: 43.24%
+2024-03-24 06:41:05 INFO test: loss: nan - UP: 46.01% UR: 32.73% UF: 38.25% P: 43.96% R: 31.27% F: 36.54%
+2024-03-24 06:41:05 INFO 0:00:15.755094s elapsed
+
+2024-03-24 06:41:05 INFO Epoch 26 / 5000:
+2024-03-24 06:41:17 INFO lr: 4.9740e-05 - loss: 0.0043 - UP: 81.85% UR: 61.23% UF: 70.06% P: 81.75% R: 61.15% F: 69.97%
+2024-03-24 06:41:19 INFO dev:  loss: nan - UP: 59.21% UR: 38.51% UF: 46.66% P: 57.51% R: 37.41% F: 45.33%
+2024-03-24 06:41:20 INFO test: loss: nan - UP: 50.79% UR: 33.40% UF: 40.30% P: 48.96% R: 32.20% F: 38.85%
+2024-03-24 06:41:20 INFO 0:00:15.609997s elapsed
+
+2024-03-24 06:41:20 INFO Epoch 27 / 5000:
+2024-03-24 06:41:33 INFO lr: 4.9730e-05 - loss: 0.0053 - UP: 86.25% UR: 66.43% UF: 75.05% P: 86.20% R: 66.40% F: 75.01%
+2024-03-24 06:41:34 INFO dev:  loss: nan - UP: 48.97% UR: 47.34% UF: 48.14% P: 47.34% R: 45.76% F: 46.54%
+2024-03-24 06:41:36 INFO test: loss: nan - UP: 42.52% UR: 41.35% UF: 41.92% P: 41.02% R: 39.89% F: 40.45%
+2024-03-24 06:41:42 INFO 0:00:15.397189s elapsed (saved)
+
+2024-03-24 06:41:42 INFO Epoch 28 / 5000:
+2024-03-24 06:41:54 INFO lr: 4.9720e-05 - loss: 0.0052 - UP: 84.95% UR: 69.72% UF: 76.58% P: 84.88% R: 69.66% F: 76.52%
+2024-03-24 06:41:55 INFO dev:  loss: nan - UP: 61.42% UR: 36.26% UF: 45.60% P: 59.59% R: 35.18% F: 44.24%
+2024-03-24 06:41:56 INFO test: loss: nan - UP: 51.52% UR: 31.10% UF: 38.79% P: 49.56% R: 29.92% F: 37.31%
+2024-03-24 06:41:56 INFO 0:00:14.710094s elapsed
+
+2024-03-24 06:41:56 INFO Epoch 29 / 5000:
+2024-03-24 06:42:08 INFO lr: 4.9710e-05 - loss: 0.0032 - UP: 86.54% UR: 71.99% UF: 78.60% P: 86.53% R: 71.99% F: 78.59%
+2024-03-24 06:42:10 INFO dev:  loss: nan - UP: 58.63% UR: 40.60% UF: 47.98% P: 56.68% R: 39.25% F: 46.38%
+2024-03-24 06:42:11 INFO test: loss: nan - UP: 49.45% UR: 36.19% UF: 41.80% P: 47.46% R: 34.73% F: 40.11%
+2024-03-24 06:42:11 INFO 0:00:14.929994s elapsed
+
+2024-03-24 06:42:11 INFO Epoch 30 / 5000:
+2024-03-24 06:42:24 INFO lr: 4.9700e-05 - loss: 0.0024 - UP: 87.94% UR: 74.78% UF: 80.83% P: 87.91% R: 74.76% F: 80.80%
+2024-03-24 06:42:25 INFO dev:  loss: nan - UP: 61.55% UR: 39.63% UF: 48.22% P: 59.73% R: 38.46% F: 46.80%
+2024-03-24 06:42:27 INFO test: loss: nan - UP: 51.78% UR: 34.99% UF: 41.76% P: 50.09% R: 33.85% F: 40.40%
+2024-03-24 06:42:33 INFO 0:00:15.636514s elapsed (saved)
+
+2024-03-24 06:42:33 INFO Epoch 31 / 5000:
+2024-03-24 06:42:45 INFO lr: 4.9690e-05 - loss: 0.0009 - UP: 88.33% UR: 76.01% UF: 81.71% P: 88.33% R: 76.00% F: 81.70%
+2024-03-24 06:42:47 INFO dev:  loss: nan - UP: 54.97% UR: 41.11% UF: 47.04% P: 53.14% R: 39.74% F: 45.48%
+2024-03-24 06:42:48 INFO test: loss: nan - UP: 50.22% UR: 39.36% UF: 44.13% P: 48.33% R: 37.88% F: 42.47%
+2024-03-24 06:42:48 INFO 0:00:14.774531s elapsed
+
+2024-03-24 06:42:48 INFO Epoch 32 / 5000:
+2024-03-24 06:43:00 INFO lr: 4.9680e-05 - loss: 0.0094 - UP: 86.77% UR: 75.22% UF: 80.58% P: 86.74% R: 75.20% F: 80.56%
+2024-03-24 06:43:02 INFO dev:  loss: nan - UP: 55.63% UR: 42.98% UF: 48.49% P: 54.14% R: 41.83% F: 47.20%
+2024-03-24 06:43:03 INFO test: loss: nan - UP: 47.05% UR: 37.71% UF: 41.87% P: 44.94% R: 36.02% F: 39.99%
+2024-03-24 06:43:10 INFO 0:00:15.001490s elapsed (saved)
+
+2024-03-24 06:43:10 INFO Epoch 33 / 5000:
+2024-03-24 06:43:22 INFO lr: 4.9670e-05 - loss: 0.0031 - UP: 89.17% UR: 76.83% UF: 82.54% P: 89.11% R: 76.78% F: 82.48%
+2024-03-24 06:43:23 INFO dev:  loss: nan - UP: 59.98% UR: 39.83% UF: 47.87% P: 58.63% R: 38.94% F: 46.79%
+2024-03-24 06:43:25 INFO test: loss: nan - UP: 53.30% UR: 34.31% UF: 41.75% P: 51.26% R: 33.00% F: 40.15%
+2024-03-24 06:43:25 INFO 0:00:14.811654s elapsed
+
+2024-03-24 06:43:25 INFO Epoch 34 / 5000:
+2024-03-24 06:43:37 INFO lr: 4.9660e-05 - loss: 0.0037 - UP: 89.33% UR: 78.25% UF: 83.42% P: 89.32% R: 78.24% F: 83.42%
+2024-03-24 06:43:38 INFO dev:  loss: nan - UP: 59.33% UR: 42.44% UF: 49.48% P: 57.66% R: 41.25% F: 48.09%
+2024-03-24 06:43:40 INFO test: loss: nan - UP: 53.42% UR: 38.45% UF: 44.72% P: 51.60% R: 37.14% F: 43.19%
+2024-03-24 06:43:47 INFO 0:00:15.160098s elapsed (saved)
+
+2024-03-24 06:43:47 INFO Epoch 35 / 5000:
+2024-03-24 06:43:59 INFO lr: 4.9650e-05 - loss: 0.0019 - UP: 89.72% UR: 78.81% UF: 83.91% P: 89.71% R: 78.80% F: 83.90%
+2024-03-24 06:44:00 INFO dev:  loss: nan - UP: 55.92% UR: 43.90% UF: 49.19% P: 54.41% R: 42.71% F: 47.85%
+2024-03-24 06:44:02 INFO test: loss: nan - UP: 49.58% UR: 39.64% UF: 44.05% P: 47.86% R: 38.26% F: 42.53%
+2024-03-24 06:44:02 INFO 0:00:14.809757s elapsed
+
+2024-03-24 06:44:02 INFO Epoch 36 / 5000:
+2024-03-24 06:44:14 INFO lr: 4.9640e-05 - loss: 0.0013 - UP: 90.91% UR: 81.04% UF: 85.69% P: 90.90% R: 81.03% F: 85.68%
+2024-03-24 06:44:15 INFO dev:  loss: nan - UP: 56.67% UR: 44.60% UF: 49.91% P: 54.92% R: 43.23% F: 48.38%
+2024-03-24 06:44:17 INFO test: loss: nan - UP: 47.93% UR: 38.58% UF: 42.75% P: 46.17% R: 37.16% F: 41.18%
+2024-03-24 06:44:24 INFO 0:00:15.184538s elapsed (saved)
+
+2024-03-24 06:44:24 INFO Epoch 37 / 5000:
+2024-03-24 06:44:35 INFO lr: 4.9630e-05 - loss: 0.0014 - UP: 90.15% UR: 80.75% UF: 85.20% P: 90.15% R: 80.75% F: 85.20%
+2024-03-24 06:44:37 INFO dev:  loss: nan - UP: 60.59% UR: 41.83% UF: 49.49% P: 58.84% R: 40.62% F: 48.06%
+2024-03-24 06:44:38 INFO test: loss: nan - UP: 53.70% UR: 37.84% UF: 44.40% P: 51.66% R: 36.40% F: 42.71%
+2024-03-24 06:44:38 INFO 0:00:14.761986s elapsed
+
+2024-03-24 06:44:38 INFO Epoch 38 / 5000:
+2024-03-24 06:44:50 INFO lr: 4.9620e-05 - loss: 0.0009 - UP: 91.94% UR: 84.00% UF: 87.79% P: 91.93% R: 84.00% F: 87.78%
+2024-03-24 06:44:52 INFO dev:  loss: nan - UP: 62.74% UR: 40.60% UF: 49.30% P: 61.18% R: 39.59% F: 48.07%
+2024-03-24 06:44:53 INFO test: loss: nan - UP: 55.10% UR: 35.50% UF: 43.18% P: 53.20% R: 34.27% F: 41.69%
+2024-03-24 06:44:53 INFO 0:00:15.159662s elapsed
+
+2024-03-24 06:44:53 INFO Epoch 39 / 5000:
+2024-03-24 06:45:06 INFO lr: 4.9610e-05 - loss: 0.0030 - UP: 92.07% UR: 82.98% UF: 87.29% P: 92.06% R: 82.97% F: 87.28%
+2024-03-24 06:45:08 INFO dev:  loss: nan - UP: 60.45% UR: 35.09% UF: 44.41% P: 58.09% R: 33.72% F: 42.67%
+2024-03-24 06:45:09 INFO test: loss: nan - UP: 54.31% UR: 33.45% UF: 41.40% P: 52.14% R: 32.11% F: 39.75%
+2024-03-24 06:45:09 INFO 0:00:15.713245s elapsed
+
+2024-03-24 06:45:09 INFO Epoch 40 / 5000:
+2024-03-24 06:45:22 INFO lr: 4.9600e-05 - loss: 0.0031 - UP: 91.18% UR: 84.83% UF: 87.89% P: 91.17% R: 84.82% F: 87.88%
+2024-03-24 06:45:23 INFO dev:  loss: nan - UP: 55.68% UR: 46.33% UF: 50.58% P: 54.17% R: 45.07% F: 49.20%
+2024-03-24 06:45:25 INFO test: loss: nan - UP: 46.62% UR: 40.48% UF: 43.33% P: 45.06% R: 39.13% F: 41.89%
+2024-03-24 06:45:31 INFO 0:00:15.642363s elapsed (saved)
+
+2024-03-24 06:45:31 INFO Epoch 41 / 5000:
+2024-03-24 06:45:43 INFO lr: 4.9590e-05 - loss: 0.0082 - UP: 90.18% UR: 81.52% UF: 85.63% P: 90.08% R: 81.43% F: 85.54%
+2024-03-24 06:45:44 INFO dev:  loss: nan - UP: 68.11% UR: 22.22% UF: 33.51% P: 65.91% R: 21.50% F: 32.42%
+2024-03-24 06:45:46 INFO test: loss: nan - UP: 57.30% UR: 18.40% UF: 27.86% P: 54.34% R: 17.45% F: 26.42%
+2024-03-24 06:45:46 INFO 0:00:14.721390s elapsed
+
+2024-03-24 06:45:46 INFO Epoch 42 / 5000:
+2024-03-24 06:45:58 INFO lr: 4.9580e-05 - loss: 0.0067 - UP: 71.68% UR: 42.08% UF: 53.03% P: 71.12% R: 41.75% F: 52.62%
+2024-03-24 06:45:59 INFO dev:  loss: nan - UP: 36.84% UR: 42.93% UF: 39.65% P: 35.54% R: 41.43% F: 38.26%
+2024-03-24 06:46:01 INFO test: loss: nan - UP: 34.19% UR: 43.10% UF: 38.13% P: 32.73% R: 41.26% F: 36.50%
+2024-03-24 06:46:01 INFO 0:00:14.945504s elapsed
+
+2024-03-24 06:46:01 INFO Epoch 43 / 5000:
+2024-03-24 06:46:14 INFO lr: 4.9570e-05 - loss: 0.0024 - UP: 73.78% UR: 47.86% UF: 58.06% P: 73.36% R: 47.59% F: 57.73%
+2024-03-24 06:46:15 INFO dev:  loss: nan - UP: 62.32% UR: 16.76% UF: 26.42% P: 60.74% R: 16.33% F: 25.74%
+2024-03-24 06:46:17 INFO test: loss: nan - UP: 62.38% UR: 15.59% UF: 24.95% P: 60.19% R: 15.04% F: 24.07%
+2024-03-24 06:46:17 INFO 0:00:15.915157s elapsed
+
+2024-03-24 06:46:17 INFO Epoch 44 / 5000:
+2024-03-24 06:46:29 INFO lr: 4.9560e-05 - loss: 0.0145 - UP: 77.18% UR: 47.16% UF: 58.55% P: 76.70% R: 46.87% F: 58.18%
+2024-03-24 06:46:31 INFO dev:  loss: nan - UP: 51.75% UR: 38.13% UF: 43.91% P: 50.14% R: 36.94% F: 42.54%
+2024-03-24 06:46:32 INFO test: loss: nan - UP: 50.40% UR: 36.34% UF: 42.23% P: 48.75% R: 35.16% F: 40.85%
+2024-03-24 06:46:32 INFO 0:00:15.583248s elapsed
+
+2024-03-24 06:46:32 INFO Epoch 45 / 5000:
+2024-03-24 06:46:45 INFO lr: 4.9550e-05 - loss: 0.0028 - UP: 81.91% UR: 60.89% UF: 69.85% P: 81.74% R: 60.76% F: 69.70%
+2024-03-24 06:46:46 INFO dev:  loss: nan - UP: 52.35% UR: 39.52% UF: 45.04% P: 50.27% R: 37.95% F: 43.25%
+2024-03-24 06:46:48 INFO test: loss: nan - UP: 50.88% UR: 37.74% UF: 43.33% P: 49.12% R: 36.43% F: 41.83%
+2024-03-24 06:46:48 INFO 0:00:15.545272s elapsed
+
+2024-03-24 06:46:48 INFO Epoch 46 / 5000:
+2024-03-24 06:47:00 INFO lr: 4.9540e-05 - loss: 0.0021 - UP: 86.16% UR: 70.54% UF: 77.57% P: 86.03% R: 70.43% F: 77.45%
+2024-03-24 06:47:02 INFO dev:  loss: nan - UP: 51.25% UR: 42.71% UF: 46.59% P: 49.42% R: 41.18% F: 44.93%
+2024-03-24 06:47:03 INFO test: loss: nan - UP: 51.29% UR: 39.00% UF: 44.31% P: 49.57% R: 37.69% F: 42.82%
+2024-03-24 06:47:03 INFO 0:00:15.505204s elapsed
+
+2024-03-24 06:47:03 INFO Epoch 47 / 5000:
+2024-03-24 06:47:16 INFO lr: 4.9530e-05 - loss: 0.0036 - UP: 87.17% UR: 75.91% UF: 81.15% P: 87.14% R: 75.89% F: 81.13%
+2024-03-24 06:47:17 INFO dev:  loss: nan - UP: 52.42% UR: 41.86% UF: 46.55% P: 50.76% R: 40.53% F: 45.07%
+2024-03-24 06:47:19 INFO test: loss: nan - UP: 49.87% UR: 36.95% UF: 42.45% P: 47.82% R: 35.43% F: 40.70%
+2024-03-24 06:47:19 INFO 0:00:15.400655s elapsed
+
+2024-03-24 06:47:19 INFO Epoch 48 / 5000:
+2024-03-24 06:47:31 INFO lr: 4.9520e-05 - loss: 0.0029 - UP: 88.39% UR: 77.32% UF: 82.48% P: 88.31% R: 77.25% F: 82.41%
+2024-03-24 06:47:32 INFO dev:  loss: nan - UP: 55.54% UR: 40.58% UF: 46.89% P: 53.57% R: 39.14% F: 45.23%
+2024-03-24 06:47:34 INFO test: loss: nan - UP: 52.75% UR: 36.70% UF: 43.28% P: 50.74% R: 35.31% F: 41.64%
+2024-03-24 06:47:34 INFO 0:00:15.298132s elapsed
+
+2024-03-24 06:47:34 INFO Epoch 49 / 5000:
+2024-03-24 06:47:46 INFO lr: 4.9510e-05 - loss: 0.0028 - UP: 89.81% UR: 79.72% UF: 84.47% P: 89.80% R: 79.72% F: 84.46%
+2024-03-24 06:47:48 INFO dev:  loss: nan - UP: 53.40% UR: 46.37% UF: 49.64% P: 51.67% R: 44.87% F: 48.03%
+2024-03-24 06:47:49 INFO test: loss: nan - UP: 50.21% UR: 40.99% UF: 45.13% P: 48.60% R: 39.68% F: 43.69%
+2024-03-24 06:47:49 INFO 0:00:15.254014s elapsed
+
+2024-03-24 06:47:49 INFO Epoch 50 / 5000:
+2024-03-24 06:48:02 INFO lr: 4.9500e-05 - loss: 0.0003 - UP: 91.14% UR: 83.33% UF: 87.06% P: 91.12% R: 83.32% F: 87.05%
+2024-03-24 06:48:03 INFO dev:  loss: nan - UP: 56.72% UR: 40.78% UF: 47.44% P: 54.69% R: 39.32% F: 45.75%
+2024-03-24 06:48:04 INFO test: loss: nan - UP: 54.89% UR: 37.71% UF: 44.71% P: 52.89% R: 36.34% F: 43.08%
+2024-03-24 06:48:04 INFO 0:00:15.188031s elapsed
+
+2024-03-24 06:48:04 INFO Epoch 51 / 5000:
+2024-03-24 06:48:17 INFO lr: 4.9490e-05 - loss: 0.0004 - UP: 92.08% UR: 85.07% UF: 88.44% P: 92.08% R: 85.07% F: 88.44%
+2024-03-24 06:48:18 INFO dev:  loss: nan - UP: 57.53% UR: 41.61% UF: 48.29% P: 55.39% R: 40.06% F: 46.49%
+2024-03-24 06:48:20 INFO test: loss: nan - UP: 55.70% UR: 36.97% UF: 44.44% P: 53.60% R: 35.58% F: 42.77%
+2024-03-24 06:48:20 INFO 0:00:15.129828s elapsed
+
+2024-03-24 06:48:20 INFO Epoch 52 / 5000:
+2024-03-24 06:48:32 INFO lr: 4.9480e-05 - loss: 0.0025 - UP: 92.31% UR: 85.09% UF: 88.55% P: 92.31% R: 85.09% F: 88.55%
+2024-03-24 06:48:33 INFO dev:  loss: nan - UP: 55.35% UR: 43.90% UF: 48.97% P: 53.20% R: 42.19% F: 47.06%
+2024-03-24 06:48:35 INFO test: loss: nan - UP: 52.64% UR: 38.58% UF: 44.53% P: 50.50% R: 37.02% F: 42.72%
+2024-03-24 06:48:35 INFO 0:00:15.118103s elapsed
+
+2024-03-24 06:48:35 INFO Epoch 53 / 5000:
+2024-03-24 06:48:47 INFO lr: 4.9470e-05 - loss: 0.0002 - UP: 92.24% UR: 86.48% UF: 89.27% P: 92.24% R: 86.47% F: 89.26%
+2024-03-24 06:48:48 INFO dev:  loss: nan - UP: 58.93% UR: 38.10% UF: 46.28% P: 56.85% R: 36.76% F: 44.64%
+2024-03-24 06:48:50 INFO test: loss: nan - UP: 56.73% UR: 35.52% UF: 43.69% P: 54.27% R: 33.97% F: 41.79%
+2024-03-24 06:48:50 INFO 0:00:15.167084s elapsed
+
+2024-03-24 06:48:50 INFO Epoch 54 / 5000:
+2024-03-24 06:49:02 INFO lr: 4.9460e-05 - loss: 0.0025 - UP: 92.56% UR: 86.48% UF: 89.42% P: 92.55% R: 86.47% F: 89.41%
+2024-03-24 06:49:04 INFO dev:  loss: nan - UP: 56.51% UR: 44.26% UF: 49.64% P: 54.39% R: 42.60% F: 47.78%
+2024-03-24 06:49:05 INFO test: loss: nan - UP: 53.69% UR: 38.75% UF: 45.01% P: 51.55% R: 37.21% F: 43.22%
+2024-03-24 06:49:05 INFO 0:00:15.192958s elapsed
+
+2024-03-24 06:49:05 INFO Epoch 55 / 5000:
+2024-03-24 06:49:17 INFO lr: 4.9450e-05 - loss: 0.0028 - UP: 93.11% UR: 88.46% UF: 90.73% P: 93.11% R: 88.46% F: 90.73%
+2024-03-24 06:49:19 INFO dev:  loss: nan - UP: 57.09% UR: 46.33% UF: 51.15% P: 55.09% R: 44.71% F: 49.36%
+2024-03-24 06:49:20 INFO test: loss: nan - UP: 53.48% UR: 40.12% UF: 45.85% P: 51.56% R: 38.69% F: 44.21%
+2024-03-24 06:49:27 INFO 0:00:15.186668s elapsed (saved)
+
+2024-03-24 06:49:27 INFO Epoch 56 / 5000:
+2024-03-24 06:49:38 INFO lr: 4.9440e-05 - loss: 0.0009 - UP: 93.89% UR: 88.01% UF: 90.85% P: 93.89% R: 88.01% F: 90.85%
+2024-03-24 06:49:40 INFO dev:  loss: nan - UP: 55.32% UR: 45.68% UF: 50.04% P: 53.20% R: 43.92% F: 48.12%
+2024-03-24 06:49:41 INFO test: loss: nan - UP: 52.96% UR: 40.88% UF: 46.14% P: 50.88% R: 39.28% F: 44.33%
+2024-03-24 06:49:41 INFO 0:00:14.685166s elapsed
+
+2024-03-24 06:49:41 INFO Epoch 57 / 5000:
+2024-03-24 06:49:53 INFO lr: 4.9430e-05 - loss: 0.0002 - UP: 94.13% UR: 89.21% UF: 91.60% P: 94.12% R: 89.20% F: 91.59%
+2024-03-24 06:49:55 INFO dev:  loss: nan - UP: 58.20% UR: 40.67% UF: 47.88% P: 55.95% R: 39.09% F: 46.03%
+2024-03-24 06:49:56 INFO test: loss: nan - UP: 56.50% UR: 38.18% UF: 45.57% P: 54.28% R: 36.68% F: 43.78%
+2024-03-24 06:49:56 INFO 0:00:14.974789s elapsed
+
+2024-03-24 06:49:56 INFO Epoch 58 / 5000:
+2024-03-24 06:50:09 INFO lr: 4.9420e-05 - loss: 0.0009 - UP: 93.87% UR: 89.29% UF: 91.53% P: 93.86% R: 89.28% F: 91.51%
+2024-03-24 06:50:10 INFO dev:  loss: nan - UP: 53.94% UR: 43.68% UF: 48.27% P: 52.03% R: 42.13% F: 46.55%
+2024-03-24 06:50:12 INFO test: loss: nan - UP: 52.16% UR: 40.88% UF: 45.84% P: 50.13% R: 39.30% F: 44.06%
+2024-03-24 06:50:12 INFO 0:00:15.744303s elapsed
+
+2024-03-24 06:50:12 INFO Epoch 59 / 5000:
+2024-03-24 06:50:25 INFO lr: 4.9410e-05 - loss: 0.0005 - UP: 92.19% UR: 87.63% UF: 89.85% P: 92.17% R: 87.61% F: 89.83%
+2024-03-24 06:50:26 INFO dev:  loss: nan - UP: 55.52% UR: 44.71% UF: 49.53% P: 53.57% R: 43.14% F: 47.79%
+2024-03-24 06:50:28 INFO test: loss: nan - UP: 52.22% UR: 38.77% UF: 44.50% P: 50.20% R: 37.27% F: 42.78%
+2024-03-24 06:50:28 INFO 0:00:15.649602s elapsed
+
+2024-03-24 06:50:28 INFO Epoch 60 / 5000:
+2024-03-24 06:50:40 INFO lr: 4.9400e-05 - loss: 0.0012 - UP: 94.61% UR: 89.25% UF: 91.85% P: 94.60% R: 89.25% F: 91.85%
+2024-03-24 06:50:41 INFO dev:  loss: nan - UP: 57.34% UR: 44.51% UF: 50.11% P: 55.43% R: 43.02% F: 48.44%
+2024-03-24 06:50:43 INFO test: loss: nan - UP: 53.43% UR: 39.53% UF: 45.44% P: 51.46% R: 38.07% F: 43.76%
+2024-03-24 06:50:43 INFO 0:00:15.373259s elapsed
+
+2024-03-24 06:50:43 INFO Epoch 61 / 5000:
+2024-03-24 06:50:55 INFO lr: 4.9390e-05 - loss: 0.0007 - UP: 93.80% UR: 89.98% UF: 91.85% P: 93.73% R: 89.91% F: 91.78%
+2024-03-24 06:50:57 INFO dev:  loss: nan - UP: 55.58% UR: 43.97% UF: 49.10% P: 53.82% R: 42.57% F: 47.54%
+2024-03-24 06:50:58 INFO test: loss: nan - UP: 52.76% UR: 40.57% UF: 45.87% P: 50.51% R: 38.83% F: 43.91%
+2024-03-24 06:50:58 INFO 0:00:15.220223s elapsed
+
+2024-03-24 06:50:58 INFO Epoch 62 / 5000:
+2024-03-24 06:51:10 INFO lr: 4.9380e-05 - loss: 0.0011 - UP: 94.56% UR: 90.69% UF: 92.59% P: 94.53% R: 90.66% F: 92.56%
+2024-03-24 06:51:12 INFO dev:  loss: nan - UP: 55.59% UR: 47.90% UF: 51.46% P: 53.85% R: 46.39% F: 49.84%
+2024-03-24 06:51:13 INFO test: loss: nan - UP: 51.67% UR: 43.12% UF: 47.01% P: 49.62% R: 41.41% F: 45.15%
+2024-03-24 06:51:20 INFO 0:00:15.154358s elapsed (saved)
+
+2024-03-24 06:51:20 INFO Epoch 63 / 5000:
+2024-03-24 06:51:32 INFO lr: 4.9370e-05 - loss: 0.0019 - UP: 94.10% UR: 89.02% UF: 91.49% P: 94.10% R: 89.02% F: 91.49%
+2024-03-24 06:51:33 INFO dev:  loss: nan - UP: 56.44% UR: 44.21% UF: 49.58% P: 54.55% R: 42.73% F: 47.92%
+2024-03-24 06:51:35 INFO test: loss: nan - UP: 53.02% UR: 39.13% UF: 45.03% P: 50.76% R: 37.46% F: 43.11%
+2024-03-24 06:51:35 INFO 0:00:14.664975s elapsed
+
+2024-03-24 06:51:35 INFO Epoch 64 / 5000:
+2024-03-24 06:51:47 INFO lr: 4.9360e-05 - loss: 0.0009 - UP: 95.04% UR: 91.78% UF: 93.38% P: 95.04% R: 91.78% F: 93.38%
+2024-03-24 06:51:48 INFO dev:  loss: nan - UP: 56.29% UR: 44.84% UF: 49.92% P: 54.20% R: 43.18% F: 48.07%
+2024-03-24 06:51:50 INFO test: loss: nan - UP: 53.01% UR: 40.19% UF: 45.72% P: 50.89% R: 38.58% F: 43.89%
+2024-03-24 06:51:50 INFO 0:00:14.826170s elapsed
+
+2024-03-24 06:51:50 INFO Epoch 65 / 5000:
+2024-03-24 06:52:03 INFO lr: 4.9350e-05 - loss: 0.0006 - UP: 95.56% UR: 92.77% UF: 94.15% P: 95.56% R: 92.77% F: 94.15%
+2024-03-24 06:52:04 INFO dev:  loss: nan - UP: 58.14% UR: 44.69% UF: 50.53% P: 56.18% R: 43.18% F: 48.83%
+2024-03-24 06:52:06 INFO test: loss: nan - UP: 54.54% UR: 39.49% UF: 45.81% P: 52.41% R: 37.95% F: 44.02%
+2024-03-24 06:52:06 INFO 0:00:16.189439s elapsed
+
+2024-03-24 06:52:06 INFO Epoch 66 / 5000:
+2024-03-24 06:52:18 INFO lr: 4.9340e-05 - loss: 0.0006 - UP: 95.77% UR: 93.09% UF: 94.41% P: 95.77% R: 93.09% F: 94.41%
+2024-03-24 06:52:20 INFO dev:  loss: nan - UP: 59.12% UR: 42.24% UF: 49.27% P: 57.36% R: 40.98% F: 47.81%
+2024-03-24 06:52:21 INFO test: loss: nan - UP: 56.47% UR: 37.82% UF: 45.30% P: 54.38% R: 36.43% F: 43.63%
+2024-03-24 06:52:21 INFO 0:00:15.395550s elapsed
+
+2024-03-24 06:52:21 INFO Epoch 67 / 5000:
+2024-03-24 06:52:34 INFO lr: 4.9330e-05 - loss: 0.0001 - UP: 96.37% UR: 93.93% UF: 95.13% P: 96.37% R: 93.93% F: 95.13%
+2024-03-24 06:52:35 INFO dev:  loss: nan - UP: 59.64% UR: 41.99% UF: 49.28% P: 57.75% R: 40.67% F: 47.73%
+2024-03-24 06:52:37 INFO test: loss: nan - UP: 56.68% UR: 37.90% UF: 45.43% P: 54.53% R: 36.47% F: 43.71%
+2024-03-24 06:52:37 INFO 0:00:15.384347s elapsed
+
+2024-03-24 06:52:37 INFO Epoch 68 / 5000:
+2024-03-24 06:52:49 INFO lr: 4.9320e-05 - loss: 0.0008 - UP: 96.41% UR: 93.89% UF: 95.13% P: 96.40% R: 93.88% F: 95.12%
+2024-03-24 06:52:51 INFO dev:  loss: nan - UP: 56.61% UR: 47.72% UF: 51.79% P: 54.93% R: 46.30% F: 50.25%
+2024-03-24 06:52:52 INFO test: loss: nan - UP: 50.99% UR: 41.47% UF: 45.74% P: 48.99% R: 39.85% F: 43.95%
+2024-03-24 06:52:58 INFO 0:00:15.320328s elapsed (saved)
+
+2024-03-24 06:52:58 INFO Epoch 69 / 5000:
+2024-03-24 06:53:10 INFO lr: 4.9310e-05 - loss: 0.0005 - UP: 95.77% UR: 93.91% UF: 94.83% P: 95.77% R: 93.91% F: 94.83%
+2024-03-24 06:53:11 INFO dev:  loss: nan - UP: 54.64% UR: 47.09% UF: 50.59% P: 53.02% R: 45.70% F: 49.09%
+2024-03-24 06:53:13 INFO test: loss: nan - UP: 49.94% UR: 43.25% UF: 46.35% P: 48.16% R: 41.71% F: 44.70%
+2024-03-24 06:53:13 INFO 0:00:14.668516s elapsed
+
+2024-03-24 06:53:13 INFO Epoch 70 / 5000:
+2024-03-24 06:53:25 INFO lr: 4.9300e-05 - loss: 0.0013 - UP: 96.13% UR: 93.94% UF: 95.02% P: 96.12% R: 93.93% F: 95.01%
+2024-03-24 06:53:26 INFO dev:  loss: nan - UP: 56.74% UR: 46.93% UF: 51.37% P: 54.94% R: 45.45% F: 49.75%
+2024-03-24 06:53:28 INFO test: loss: nan - UP: 52.88% UR: 41.47% UF: 46.49% P: 50.97% R: 39.97% F: 44.81%
+2024-03-24 06:53:28 INFO 0:00:14.951787s elapsed
+
+2024-03-24 06:53:28 INFO Epoch 71 / 5000:
+2024-03-24 06:53:40 INFO lr: 4.9290e-05 - loss: 0.0007 - UP: 96.73% UR: 94.64% UF: 95.67% P: 96.73% R: 94.64% F: 95.67%
+2024-03-24 06:53:42 INFO dev:  loss: nan - UP: 56.81% UR: 47.02% UF: 51.46% P: 54.91% R: 45.45% F: 49.74%
+2024-03-24 06:53:43 INFO test: loss: nan - UP: 53.33% UR: 42.62% UF: 47.38% P: 51.30% R: 40.99% F: 45.57%
+2024-03-24 06:53:43 INFO 0:00:15.698955s elapsed
+
+2024-03-24 06:53:43 INFO Epoch 72 / 5000:
+2024-03-24 06:53:56 INFO lr: 4.9280e-05 - loss: 0.0013 - UP: 96.55% UR: 94.95% UF: 95.74% P: 96.53% R: 94.94% F: 95.73%
+2024-03-24 06:53:58 INFO dev:  loss: nan - UP: 60.07% UR: 43.83% UF: 50.68% P: 58.34% R: 42.57% F: 49.23%
+2024-03-24 06:53:59 INFO test: loss: nan - UP: 56.24% UR: 39.70% UF: 46.54% P: 54.30% R: 38.33% F: 44.93%
+2024-03-24 06:53:59 INFO 0:00:15.713883s elapsed
+
+2024-03-24 06:53:59 INFO Epoch 73 / 5000:
+2024-03-24 06:54:12 INFO lr: 4.9270e-05 - loss: 0.0010 - UP: 95.47% UR: 92.36% UF: 93.89% P: 95.46% R: 92.35% F: 93.88%
+2024-03-24 06:54:13 INFO dev:  loss: nan - UP: 58.43% UR: 41.74% UF: 48.70% P: 56.67% R: 40.49% F: 47.23%
+2024-03-24 06:54:15 INFO test: loss: nan - UP: 56.10% UR: 36.36% UF: 44.12% P: 53.78% R: 34.86% F: 42.30%
+2024-03-24 06:54:15 INFO 0:00:15.428079s elapsed
+
+2024-03-24 06:54:15 INFO Epoch 74 / 5000:
+2024-03-24 06:54:27 INFO lr: 4.9260e-05 - loss: 0.0001 - UP: 96.08% UR: 93.61% UF: 94.83% P: 96.04% R: 93.57% F: 94.79%
+2024-03-24 06:54:28 INFO dev:  loss: nan - UP: 61.37% UR: 38.91% UF: 47.63% P: 59.53% R: 37.74% F: 46.20%
+2024-03-24 06:54:30 INFO test: loss: nan - UP: 57.43% UR: 34.46% UF: 43.07% P: 55.04% R: 33.02% F: 41.28%
+2024-03-24 06:54:30 INFO 0:00:15.242728s elapsed
+
+2024-03-24 06:54:30 INFO Epoch 75 / 5000:
+2024-03-24 06:54:42 INFO lr: 4.9250e-05 - loss: 0.0015 - UP: 95.48% UR: 91.87% UF: 93.64% P: 95.45% R: 91.84% F: 93.61%
+2024-03-24 06:54:43 INFO dev:  loss: nan - UP: 58.32% UR: 41.41% UF: 48.43% P: 56.61% R: 40.19% F: 47.01%
+2024-03-24 06:54:45 INFO test: loss: nan - UP: 54.83% UR: 37.50% UF: 44.54% P: 52.89% R: 36.17% F: 42.96%
+2024-03-24 06:54:45 INFO 0:00:15.158206s elapsed
+
+2024-03-24 06:54:45 INFO Epoch 76 / 5000:
+2024-03-24 06:54:57 INFO lr: 4.9240e-05 - loss: 0.0018 - UP: 94.16% UR: 89.79% UF: 91.92% P: 94.14% R: 89.77% F: 91.90%
+2024-03-24 06:54:59 INFO dev:  loss: nan - UP: 52.00% UR: 48.10% UF: 49.98% P: 50.38% R: 46.60% F: 48.41%
+2024-03-24 06:55:00 INFO test: loss: nan - UP: 49.16% UR: 44.43% UF: 46.68% P: 47.43% R: 42.87% F: 45.03%
+2024-03-24 06:55:00 INFO 0:00:15.137993s elapsed
+
+2024-03-24 06:55:00 INFO Epoch 77 / 5000:
+2024-03-24 06:55:12 INFO lr: 4.9230e-05 - loss: 0.0014 - UP: 95.73% UR: 92.61% UF: 94.15% P: 95.72% R: 92.60% F: 94.13%
+2024-03-24 06:55:14 INFO dev:  loss: nan - UP: 54.99% UR: 45.29% UF: 49.67% P: 53.11% R: 43.74% F: 47.97%
+2024-03-24 06:55:15 INFO test: loss: nan - UP: 53.94% UR: 42.07% UF: 47.27% P: 52.24% R: 40.74% F: 45.77%
+2024-03-24 06:55:15 INFO 0:00:15.067946s elapsed
+
+2024-03-24 06:55:15 INFO Epoch 78 / 5000:
+2024-03-24 06:55:27 INFO lr: 4.9220e-05 - loss: 0.0013 - UP: 95.86% UR: 93.66% UF: 94.75% P: 95.86% R: 93.66% F: 94.75%
+2024-03-24 06:55:29 INFO dev:  loss: nan - UP: 55.51% UR: 48.55% UF: 51.80% P: 53.43% R: 46.73% F: 49.86%
+2024-03-24 06:55:30 INFO test: loss: nan - UP: 52.14% UR: 43.84% UF: 47.63% P: 49.95% R: 42.00% F: 45.63%
+2024-03-24 06:55:30 INFO 0:00:15.122474s elapsed
+
+2024-03-24 06:55:30 INFO Epoch 79 / 5000:
+2024-03-24 06:55:42 INFO lr: 4.9210e-05 - loss: 0.0008 - UP: 96.38% UR: 93.97% UF: 95.16% P: 96.37% R: 93.96% F: 95.15%
+2024-03-24 06:55:44 INFO dev:  loss: nan - UP: 58.73% UR: 39.43% UF: 47.18% P: 56.73% R: 38.08% F: 45.57%
+2024-03-24 06:55:45 INFO test: loss: nan - UP: 57.43% UR: 37.71% UF: 45.53% P: 55.21% R: 36.26% F: 43.77%
+2024-03-24 06:55:45 INFO 0:00:15.128600s elapsed
+
+2024-03-24 06:55:45 INFO Epoch 80 / 5000:
+2024-03-24 06:55:58 INFO lr: 4.9200e-05 - loss: 0.0026 - UP: 95.15% UR: 92.16% UF: 93.63% P: 95.13% R: 92.14% F: 93.61%
+2024-03-24 06:55:59 INFO dev:  loss: nan - UP: 53.95% UR: 46.66% UF: 50.04% P: 51.77% R: 44.78% F: 48.02%
+2024-03-24 06:56:01 INFO test: loss: nan - UP: 53.50% UR: 43.65% UF: 48.07% P: 51.24% R: 41.81% F: 46.05%
+2024-03-24 06:56:01 INFO 0:00:15.141316s elapsed
+
+2024-03-24 06:56:01 INFO Epoch 81 / 5000:
+2024-03-24 06:56:13 INFO lr: 4.9190e-05 - loss: 0.0013 - UP: 95.45% UR: 91.97% UF: 93.68% P: 95.25% R: 91.78% F: 93.49%
+2024-03-24 06:56:14 INFO dev:  loss: nan - UP: 52.36% UR: 40.42% UF: 45.62% P: 49.39% R: 38.13% F: 43.03%
+2024-03-24 06:56:16 INFO test: loss: nan - UP: 50.73% UR: 38.94% UF: 44.06% P: 48.06% R: 36.89% F: 41.74%
+2024-03-24 06:56:16 INFO 0:00:15.221518s elapsed
+
+2024-03-24 06:56:16 INFO Epoch 82 / 5000:
+2024-03-24 06:56:28 INFO lr: 4.9180e-05 - loss: 0.0002 - UP: 93.80% UR: 90.11% UF: 91.92% P: 93.51% R: 89.83% F: 91.64%
+2024-03-24 06:56:29 INFO dev:  loss: nan - UP: 52.76% UR: 46.44% UF: 49.40% P: 50.56% R: 44.51% F: 47.34%
+2024-03-24 06:56:31 INFO test: loss: nan - UP: 50.30% UR: 43.21% UF: 46.48% P: 48.45% R: 41.62% F: 44.78%
+2024-03-24 06:56:31 INFO 0:00:15.265609s elapsed
+
+2024-03-24 06:56:31 INFO Epoch 83 / 5000:
+2024-03-24 06:56:43 INFO lr: 4.9170e-05 - loss: 0.0123 - UP: 89.67% UR: 82.85% UF: 86.13% P: 89.35% R: 82.56% F: 85.82%
+2024-03-24 06:56:45 INFO dev:  loss: nan - UP: 47.20% UR: 41.11% UF: 43.95% P: 45.37% R: 39.52% F: 42.24%
+2024-03-24 06:56:46 INFO test: loss: nan - UP: 46.81% UR: 40.21% UF: 43.26% P: 45.24% R: 38.85% F: 41.80%
+2024-03-24 06:56:46 INFO 0:00:15.440411s elapsed
+
+2024-03-24 06:56:46 INFO Epoch 84 / 5000:
+2024-03-24 06:56:59 INFO lr: 4.9160e-05 - loss: 0.0219 - UP: 84.56% UR: 69.30% UF: 76.17% P: 83.99% R: 68.84% F: 75.67%
+2024-03-24 06:57:01 INFO dev:  loss: nan - UP: 44.51% UR: 45.90% UF: 45.19% P: 42.81% R: 44.15% F: 43.47%
+2024-03-24 06:57:02 INFO test: loss: nan - UP: 40.12% UR: 40.82% UF: 40.46% P: 38.19% R: 38.85% F: 38.52%
+2024-03-24 06:57:02 INFO 0:00:15.647078s elapsed
+
+2024-03-24 06:57:02 INFO Epoch 85 / 5000:
+2024-03-24 06:57:14 INFO lr: 4.9150e-05 - loss: 0.0047 - UP: 85.57% UR: 74.27% UF: 79.52% P: 85.05% R: 73.82% F: 79.04%
+2024-03-24 06:57:16 INFO dev:  loss: nan - UP: 53.07% UR: 40.60% UF: 46.00% P: 51.75% R: 39.59% F: 44.86%
+2024-03-24 06:57:17 INFO test: loss: nan - UP: 49.45% UR: 35.09% UF: 41.05% P: 47.28% R: 33.55% F: 39.25%
+2024-03-24 06:57:17 INFO 0:00:15.344165s elapsed
+
+2024-03-24 06:57:17 INFO Epoch 86 / 5000:
+2024-03-24 06:57:30 INFO lr: 4.9140e-05 - loss: 0.0036 - UP: 88.59% UR: 80.65% UF: 84.43% P: 88.36% R: 80.44% F: 84.21%
+2024-03-24 06:57:31 INFO dev:  loss: nan - UP: 56.82% UR: 39.29% UF: 46.46% P: 55.30% R: 38.24% F: 45.21%
+2024-03-24 06:57:33 INFO test: loss: nan - UP: 54.55% UR: 35.62% UF: 43.10% P: 51.99% R: 33.95% F: 41.08%
+2024-03-24 06:57:33 INFO 0:00:15.271150s elapsed
+
+2024-03-24 06:57:33 INFO Epoch 87 / 5000:
+2024-03-24 06:57:45 INFO lr: 4.9130e-05 - loss: 0.0003 - UP: 92.86% UR: 87.22% UF: 89.95% P: 92.79% R: 87.16% F: 89.89%
+2024-03-24 06:57:46 INFO dev:  loss: nan - UP: 57.80% UR: 41.72% UF: 48.46% P: 56.55% R: 40.82% F: 47.42%
+2024-03-24 06:57:48 INFO test: loss: nan - UP: 53.56% UR: 37.23% UF: 43.92% P: 51.61% R: 35.88% F: 42.33%
+2024-03-24 06:57:48 INFO 0:00:15.217953s elapsed
+
+2024-03-24 06:57:48 INFO Epoch 88 / 5000:
+2024-03-24 06:58:00 INFO lr: 4.9120e-05 - loss: 0.0007 - UP: 94.76% UR: 89.70% UF: 92.16% P: 94.74% R: 89.67% F: 92.14%
+2024-03-24 06:58:02 INFO dev:  loss: nan - UP: 57.52% UR: 43.41% UF: 49.48% P: 55.88% R: 42.17% F: 48.07%
+2024-03-24 06:58:03 INFO test: loss: nan - UP: 52.98% UR: 37.90% UF: 44.19% P: 50.89% R: 36.40% F: 42.44%
+2024-03-24 06:58:03 INFO 0:00:15.222547s elapsed
+
+2024-03-24 06:58:03 INFO Epoch 89 / 5000:
+2024-03-24 06:58:15 INFO lr: 4.9110e-05 - loss: 0.0001 - UP: 94.39% UR: 90.97% UF: 92.65% P: 94.37% R: 90.95% F: 92.63%
+2024-03-24 06:58:17 INFO dev:  loss: nan - UP: 53.05% UR: 46.93% UF: 49.80% P: 51.55% R: 45.61% F: 48.40%
+2024-03-24 06:58:18 INFO test: loss: nan - UP: 48.96% UR: 40.38% UF: 44.26% P: 47.12% R: 38.85% F: 42.59%
+2024-03-24 06:58:18 INFO 0:00:15.237235s elapsed
+
+2024-03-24 06:58:18 INFO Epoch 90 / 5000:
+2024-03-24 06:58:31 INFO lr: 4.9100e-05 - loss: 0.0005 - UP: 94.44% UR: 91.20% UF: 92.79% P: 94.43% R: 91.19% F: 92.78%
+2024-03-24 06:58:32 INFO dev:  loss: nan - UP: 59.71% UR: 41.02% UF: 48.63% P: 58.18% R: 39.97% F: 47.38%
+2024-03-24 06:58:34 INFO test: loss: nan - UP: 53.58% UR: 36.34% UF: 43.31% P: 51.40% R: 34.86% F: 41.55%
+2024-03-24 06:58:34 INFO 0:00:15.263707s elapsed
+
+2024-03-24 06:58:34 INFO Epoch 91 / 5000:
+2024-03-24 06:58:46 INFO lr: 4.9090e-05 - loss: 0.0002 - UP: 94.10% UR: 91.13% UF: 92.59% P: 94.04% R: 91.08% F: 92.54%
+2024-03-24 06:58:47 INFO dev:  loss: nan - UP: 55.99% UR: 38.13% UF: 45.36% P: 53.94% R: 36.73% F: 43.70%
+2024-03-24 06:58:49 INFO test: loss: nan - UP: 50.78% UR: 34.42% UF: 41.03% P: 48.75% R: 33.04% F: 39.39%
+2024-03-24 06:58:49 INFO 0:00:15.242078s elapsed
+
+2024-03-24 06:58:49 INFO Epoch 92 / 5000:
+2024-03-24 06:59:01 INFO lr: 4.9080e-05 - loss: 0.0035 - UP: 93.94% UR: 88.79% UF: 91.29% P: 93.89% R: 88.75% F: 91.25%
+2024-03-24 06:59:03 INFO dev:  loss: nan - UP: 57.10% UR: 39.77% UF: 46.88% P: 55.42% R: 38.60% F: 45.50%
+2024-03-24 06:59:04 INFO test: loss: nan - UP: 52.50% UR: 34.00% UF: 41.27% P: 50.18% R: 32.50% F: 39.45%
+2024-03-24 06:59:04 INFO 0:00:15.264323s elapsed
+
+2024-03-24 06:59:04 INFO Epoch 93 / 5000:
+2024-03-24 06:59:16 INFO lr: 4.9070e-05 - loss: 0.0000 - UP: 94.78% UR: 91.77% UF: 93.25% P: 94.68% R: 91.68% F: 93.15%
+2024-03-24 06:59:18 INFO dev:  loss: nan - UP: 62.07% UR: 37.83% UF: 47.01% P: 60.04% R: 36.60% F: 45.48%
+2024-03-24 06:59:19 INFO test: loss: nan - UP: 56.15% UR: 32.22% UF: 40.95% P: 53.76% R: 30.85% F: 39.20%
+2024-03-24 06:59:19 INFO 0:00:15.266580s elapsed
+
+2024-03-24 06:59:19 INFO Epoch 94 / 5000:
+2024-03-24 06:59:32 INFO lr: 4.9060e-05 - loss: 0.0001 - UP: 94.64% UR: 91.03% UF: 92.80% P: 94.60% R: 91.00% F: 92.77%
+2024-03-24 06:59:33 INFO dev:  loss: nan - UP: 56.91% UR: 43.74% UF: 49.47% P: 54.87% R: 42.17% F: 47.69%
+2024-03-24 06:59:35 INFO test: loss: nan - UP: 53.74% UR: 37.50% UF: 44.18% P: 51.56% R: 35.98% F: 42.38%
+2024-03-24 06:59:35 INFO 0:00:15.364902s elapsed
+
+2024-03-24 06:59:35 INFO Epoch 95 / 5000:
+2024-03-24 06:59:47 INFO lr: 4.9050e-05 - loss: 0.0008 - UP: 95.42% UR: 93.27% UF: 94.33% P: 95.41% R: 93.26% F: 94.32%
+2024-03-24 06:59:49 INFO dev:  loss: nan - UP: 54.71% UR: 46.06% UF: 50.01% P: 52.87% R: 44.51% F: 48.33%
+2024-03-24 06:59:50 INFO test: loss: nan - UP: 50.42% UR: 40.52% UF: 44.93% P: 48.61% R: 39.07% F: 43.32%
+2024-03-24 06:59:50 INFO 0:00:15.471786s elapsed
+
+2024-03-24 06:59:50 INFO Epoch 96 / 5000:
+2024-03-24 07:00:03 INFO lr: 4.9040e-05 - loss: 0.0003 - UP: 97.13% UR: 95.17% UF: 96.14% P: 97.11% R: 95.14% F: 96.12%
+2024-03-24 07:00:04 INFO dev:  loss: nan - UP: 56.69% UR: 43.38% UF: 49.15% P: 54.70% R: 41.86% F: 47.42%
+2024-03-24 07:00:06 INFO test: loss: nan - UP: 52.35% UR: 37.95% UF: 44.00% P: 50.34% R: 36.49% F: 42.31%
+2024-03-24 07:00:06 INFO 0:00:15.517798s elapsed
+
+2024-03-24 07:00:06 INFO Epoch 97 / 5000:
+2024-03-24 07:00:18 INFO lr: 4.9030e-05 - loss: 0.0002 - UP: 96.97% UR: 95.87% UF: 96.41% P: 96.96% R: 95.86% F: 96.41%
+2024-03-24 07:00:20 INFO dev:  loss: nan - UP: 58.46% UR: 42.84% UF: 49.45% P: 56.59% R: 41.47% F: 47.87%
+2024-03-24 07:00:21 INFO test: loss: nan - UP: 51.88% UR: 36.51% UF: 42.86% P: 49.92% R: 35.14% F: 41.25%
+2024-03-24 07:00:21 INFO 0:00:15.526903s elapsed
+
+2024-03-24 07:00:21 INFO Epoch 98 / 5000:
+2024-03-24 07:00:34 INFO lr: 4.9020e-05 - loss: 0.0000 - UP: 97.42% UR: 96.04% UF: 96.73% P: 97.41% R: 96.03% F: 96.71%
+2024-03-24 07:00:35 INFO dev:  loss: nan - UP: 58.36% UR: 44.15% UF: 50.27% P: 56.37% R: 42.64% F: 48.55%
+2024-03-24 07:00:37 INFO test: loss: nan - UP: 52.09% UR: 38.47% UF: 44.26% P: 50.06% R: 36.97% F: 42.53%
+2024-03-24 07:00:37 INFO 0:00:15.409167s elapsed
+
+2024-03-24 07:00:46 INFO Epoch 68 saved
+2024-03-24 07:00:46 INFO dev:  UP: 56.61% UR: 47.72% UF: 51.79% P: 54.93% R: 46.30% F: 50.25%
+2024-03-24 07:00:46 INFO test: UP: 50.99% UR: 41.47% UF: 45.74% P: 48.99% R: 39.85% F: 43.95%
+2024-03-24 07:00:46 INFO 0:24:49.668709s elapsed, 0:00:15.200701s/epoch