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@@ -3345,3 +3345,5 @@ models/multibooked_ca/sdp_bySentiment_asc/40/model_vi_multibooked_ca_xlm_10 filt
 models/multibooked_ca/sdp_bySentiment_asc/40/model_vi_multibooked_ca_xlm_9 filter=lfs diff=lfs merge=lfs -text
 models/multibooked_ca/sdp_bySentiment_asc/60/model_vi_multibooked_ca_xlm_10 filter=lfs diff=lfs merge=lfs -text
 models/multibooked_ca/sdp_bySentiment_asc/60/model_vi_multibooked_ca_xlm_9 filter=lfs diff=lfs merge=lfs -text
+models/multibooked_ca/sdp_bySentiment_asc/80/model_vi_multibooked_ca_xlm_10 filter=lfs diff=lfs merge=lfs -text
+models/multibooked_ca/sdp_bySentiment_asc/80/model_vi_multibooked_ca_xlm_9 filter=lfs diff=lfs merge=lfs -text

models/multibooked_ca/sdp_bySentiment_asc/80/model_vi_multibooked_ca_roberta_6

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9470871dc299f642d2dd53ea264b847c4e929295fd59f1693d1993c868adee2a
-size 564493445
+oid sha256:18128e3aa61080ec7161043788983dd848e4c9f42a939b2fa9bd4a14e8453824
+size 564488941

models/multibooked_ca/sdp_bySentiment_asc/80/model_vi_multibooked_ca_roberta_6.train.log

@@ -1,4 +1,4 @@
-2024-01-06 09:27:14 INFO 
+2024-03-31 04:24:24 INFO 
 ---------------------+-------------------------------
 Param                |             Value             
 ---------------------+-------------------------------
@@ -14,7 +14,7 @@ warmup               |              0.0
 update_steps         |               1               
 mode                 |             train             
 path                 | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_ca/sdp_bySentiment_asc/80/model_vi_multibooked_ca_roberta_6
-device               |               1               
+device               |               0               
 seed                 |               1               
 threads              |               16              
 local_rank           |               -1              
@@ -35,9 +35,464 @@ bert                 | PlanTL-GOB-ES/roberta-base-ca
 inference            |              mfvi             
 ---------------------+-------------------------------
 
-2024-01-06 09:27:14 INFO Building the fields
-2024-01-06 09:27:14 INFO CoNLL(
+2024-03-31 04:24:24 INFO Building the fields
+2024-03-31 04:24:25 INFO CoNLL(
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
  (labels): ChartField()
 )
-2024-01-06 09:27:14 INFO Building the model
+2024-03-31 04:24:25 INFO Building the model
+2024-03-31 04:24:26 INFO VISemanticDependencyModel(
+  (encoder): TransformerEmbedding(PlanTL-GOB-ES/roberta-base-ca, 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=4, bias_x=True, bias_y=True)
+  (criterion): CrossEntropyLoss()
+  (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
+  (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
+  (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
+  (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (inference): SemanticDependencyMFVI(max_iter=3)
+)
+
+2024-03-31 04:24:26 INFO Loading the data
+2024-03-31 04:24:27 INFO 
+train: Dataset(n_sentences=938, n_batches=32, n_buckets=32)
+dev:   Dataset(n_sentences=132, n_batches=29, n_buckets=29)
+test:  Dataset(n_sentences=335, n_batches=32, n_buckets=32)
+
+2024-03-31 04:24:27 INFO Epoch 1 / 5000:
+2024-03-31 04:24:30 INFO lr: 4.9990e-05 - loss: 0.0885 - UP:  4.24% UR:  4.94% UF:  4.56% P:  1.98% R:  2.31% F:  2.13%
+2024-03-31 04:24:31 INFO dev:  loss: 0.1898 - UP: 74.49% UR:  8.35% UF: 15.02% P: 61.22% R:  6.86% F: 12.35%
+2024-03-31 04:24:31 INFO test: loss: 0.1640 - UP: 66.95% UR:  6.54% UF: 11.91% P: 58.80% R:  5.74% F: 10.46%
+2024-03-31 04:24:33 INFO 0:00:03.492392s elapsed (saved)
+
+2024-03-31 04:24:33 INFO Epoch 2 / 5000:
+2024-03-31 04:24:35 INFO lr: 4.9980e-05 - loss: 0.1064 - UP: 56.49% UR:  6.97% UF: 12.41% P: 49.12% R:  6.06% F: 10.80%
+2024-03-31 04:24:35 INFO dev:  loss: 0.1471 - UP: 82.00% UR: 14.07% UF: 24.02% P: 73.33% R: 12.59% F: 21.48%
+2024-03-31 04:24:35 INFO test: loss: 0.1284 - UP: 76.60% UR: 13.03% UF: 22.27% P: 67.98% R: 11.56% F: 19.76%
+2024-03-31 04:24:38 INFO 0:00:02.781587s elapsed (saved)
+
+2024-03-31 04:24:38 INFO Epoch 3 / 5000:
+2024-03-31 04:24:40 INFO lr: 4.9970e-05 - loss: 0.1617 - UP: 70.61% UR: 19.84% UF: 30.97% P: 66.80% R: 18.77% F: 29.31%
+2024-03-31 04:24:41 INFO dev:  loss: 0.1209 - UP: 72.13% UR: 28.72% UF: 41.08% P: 66.38% R: 26.43% F: 37.81%
+2024-03-31 04:24:41 INFO test: loss: 0.1130 - UP: 66.15% UR: 25.05% UF: 36.34% P: 60.51% R: 22.92% F: 33.24%
+2024-03-31 04:24:44 INFO 0:00:02.761427s elapsed (saved)
+
+2024-03-31 04:24:44 INFO Epoch 4 / 5000:
+2024-03-31 04:24:46 INFO lr: 4.9960e-05 - loss: 0.0266 - UP: 74.29% UR: 29.28% UF: 42.00% P: 71.43% R: 28.15% F: 40.39%
+2024-03-31 04:24:46 INFO dev:  loss: 0.1121 - UP: 67.61% UR: 38.44% UF: 49.02% P: 62.78% R: 35.70% F: 45.51%
+2024-03-31 04:24:47 INFO test: loss: 0.1046 - UP: 58.33% UR: 34.90% UF: 43.67% P: 54.13% R: 32.38% F: 40.52%
+2024-03-31 04:24:50 INFO 0:00:02.678946s elapsed (saved)
+
+2024-03-31 04:24:50 INFO Epoch 5 / 5000:
+2024-03-31 04:24:52 INFO lr: 4.9950e-05 - loss: 0.0516 - UP: 76.69% UR: 32.54% UF: 45.70% P: 74.99% R: 31.82% F: 44.68%
+2024-03-31 04:24:52 INFO dev:  loss: 0.1005 - UP: 81.57% UR: 34.44% UF: 48.43% P: 78.86% R: 33.30% F: 46.82%
+2024-03-31 04:24:52 INFO test: loss: 0.0994 - UP: 73.09% UR: 27.19% UF: 39.63% P: 70.50% R: 26.23% F: 38.23%
+2024-03-31 04:24:56 INFO 0:00:02.821839s elapsed (saved)
+
+2024-03-31 04:24:56 INFO Epoch 6 / 5000:
+2024-03-31 04:24:58 INFO lr: 4.9940e-05 - loss: 0.0536 - UP: 75.20% UR: 40.18% UF: 52.38% P: 73.90% R: 39.49% F: 51.47%
+2024-03-31 04:24:58 INFO dev:  loss: 0.0920 - UP: 75.75% UR: 43.25% UF: 55.06% P: 70.94% R: 40.50% F: 51.57%
+2024-03-31 04:24:58 INFO test: loss: 0.0931 - UP: 70.10% UR: 36.82% UF: 48.28% P: 66.35% R: 34.86% F: 45.70%
+2024-03-31 04:25:01 INFO 0:00:02.790530s elapsed (saved)
+
+2024-03-31 04:25:01 INFO Epoch 7 / 5000:
+2024-03-31 04:25:03 INFO lr: 4.9930e-05 - loss: 0.0401 - UP: 77.71% UR: 48.21% UF: 59.50% P: 76.36% R: 47.37% F: 58.47%
+2024-03-31 04:25:04 INFO dev:  loss: 0.0872 - UP: 70.09% UR: 50.69% UF: 58.83% P: 67.09% R: 48.51% F: 56.31%
+2024-03-31 04:25:04 INFO test: loss: 0.0912 - UP: 64.53% UR: 43.53% UF: 51.99% P: 61.24% R: 41.31% F: 49.34%
+2024-03-31 04:25:07 INFO 0:00:02.699055s elapsed (saved)
+
+2024-03-31 04:25:07 INFO Epoch 8 / 5000:
+2024-03-31 04:25:09 INFO lr: 4.9920e-05 - loss: 0.0592 - UP: 77.48% UR: 55.47% UF: 64.65% P: 76.63% R: 54.87% F: 63.95%
+2024-03-31 04:25:09 INFO dev:  loss: 0.0809 - UP: 76.10% UR: 51.37% UF: 61.34% P: 72.71% R: 49.08% F: 58.61%
+2024-03-31 04:25:10 INFO test: loss: 0.0903 - UP: 71.02% UR: 44.16% UF: 54.46% P: 67.72% R: 42.10% F: 51.92%
+2024-03-31 04:25:13 INFO 0:00:02.786453s elapsed (saved)
+
+2024-03-31 04:25:13 INFO Epoch 9 / 5000:
+2024-03-31 04:25:15 INFO lr: 4.9910e-05 - loss: 0.0134 - UP: 81.54% UR: 58.53% UF: 68.15% P: 81.01% R: 58.16% F: 67.71%
+2024-03-31 04:25:15 INFO dev:  loss: 0.0836 - UP: 76.15% UR: 54.81% UF: 63.74% P: 72.34% R: 52.06% F: 60.55%
+2024-03-31 04:25:15 INFO test: loss: 0.0941 - UP: 70.58% UR: 48.14% UF: 57.24% P: 67.51% R: 46.04% F: 54.74%
+2024-03-31 04:25:18 INFO 0:00:02.683833s elapsed (saved)
+
+2024-03-31 04:25:18 INFO Epoch 10 / 5000:
+2024-03-31 04:25:20 INFO lr: 4.9900e-05 - loss: 0.0357 - UP: 82.84% UR: 61.84% UF: 70.82% P: 82.34% R: 61.46% F: 70.39%
+2024-03-31 04:25:20 INFO dev:  loss: 0.0804 - UP: 70.41% UR: 66.70% UF: 68.51% P: 65.82% R: 62.36% F: 64.04%
+2024-03-31 04:25:21 INFO test: loss: 0.0973 - UP: 61.47% UR: 55.80% UF: 58.50% P: 58.51% R: 53.12% F: 55.69%
+2024-03-31 04:25:24 INFO 0:00:02.675239s elapsed (saved)
+
+2024-03-31 04:25:24 INFO Epoch 11 / 5000:
+2024-03-31 04:25:26 INFO lr: 4.9890e-05 - loss: 0.0164 - UP: 83.42% UR: 63.59% UF: 72.17% P: 83.03% R: 63.28% F: 71.82%
+2024-03-31 04:25:26 INFO dev:  loss: 0.0805 - UP: 82.08% UR: 51.37% UF: 63.19% P: 78.61% R: 49.20% F: 60.52%
+2024-03-31 04:25:27 INFO test: loss: 0.0937 - UP: 73.84% UR: 45.41% UF: 56.24% P: 71.25% R: 43.82% F: 54.27%
+2024-03-31 04:25:27 INFO 0:00:02.750214s elapsed
+
+2024-03-31 04:25:27 INFO Epoch 12 / 5000:
+2024-03-31 04:25:29 INFO lr: 4.9880e-05 - loss: 0.0432 - UP: 85.34% UR: 66.04% UF: 74.46% P: 84.89% R: 65.69% F: 74.07%
+2024-03-31 04:25:29 INFO dev:  loss: 0.0842 - UP: 85.03% UR: 50.69% UF: 63.51% P: 81.77% R: 48.74% F: 61.08%
+2024-03-31 04:25:29 INFO test: loss: 0.0995 - UP: 78.00% UR: 42.77% UF: 55.25% P: 75.02% R: 41.14% F: 53.14%
+2024-03-31 04:25:29 INFO 0:00:02.662441s elapsed
+
+2024-03-31 04:25:29 INFO Epoch 13 / 5000:
+2024-03-31 04:25:31 INFO lr: 4.9870e-05 - loss: 0.0311 - UP: 86.17% UR: 73.52% UF: 79.35% P: 85.73% R: 73.14% F: 78.94%
+2024-03-31 04:25:32 INFO dev:  loss: 0.0834 - UP: 76.48% UR: 62.13% UF: 68.56% P: 71.97% R: 58.47% F: 64.52%
+2024-03-31 04:25:32 INFO test: loss: 0.1027 - UP: 69.07% UR: 54.17% UF: 60.72% P: 65.38% R: 51.28% F: 57.48%
+2024-03-31 04:25:35 INFO 0:00:02.683947s elapsed (saved)
+
+2024-03-31 04:25:35 INFO Epoch 14 / 5000:
+2024-03-31 04:25:37 INFO lr: 4.9860e-05 - loss: 0.0205 - UP: 88.25% UR: 74.31% UF: 80.69% P: 88.00% R: 74.10% F: 80.45%
+2024-03-31 04:25:37 INFO dev:  loss: 0.0888 - UP: 77.93% UR: 66.25% UF: 71.61% P: 72.81% R: 61.90% F: 66.91%
+2024-03-31 04:25:38 INFO test: loss: 0.1077 - UP: 67.80% UR: 54.96% UF: 60.71% P: 65.01% R: 52.70% F: 58.21%
+2024-03-31 04:25:40 INFO 0:00:02.760819s elapsed (saved)
+
+2024-03-31 04:25:40 INFO Epoch 15 / 5000:
+2024-03-31 04:25:42 INFO lr: 4.9850e-05 - loss: 0.0275 - UP: 89.79% UR: 77.45% UF: 83.16% P: 89.45% R: 77.16% F: 82.85%
+2024-03-31 04:25:43 INFO dev:  loss: 0.0877 - UP: 80.39% UR: 65.68% UF: 72.29% P: 75.07% R: 61.33% F: 67.51%
+2024-03-31 04:25:43 INFO test: loss: 0.1041 - UP: 72.63% UR: 54.80% UF: 62.46% P: 69.29% R: 52.28% F: 59.60%
+2024-03-31 04:25:46 INFO 0:00:02.658400s elapsed (saved)
+
+2024-03-31 04:25:46 INFO Epoch 16 / 5000:
+2024-03-31 04:25:48 INFO lr: 4.9840e-05 - loss: 0.0356 - UP: 89.95% UR: 80.02% UF: 84.69% P: 89.74% R: 79.83% F: 84.50%
+2024-03-31 04:25:49 INFO dev:  loss: 0.0951 - UP: 74.57% UR: 70.14% UF: 72.29% P: 69.34% R: 65.22% F: 67.22%
+2024-03-31 04:25:49 INFO test: loss: 0.1167 - UP: 65.35% UR: 61.63% UF: 63.43% P: 62.19% R: 58.65% F: 60.37%
+2024-03-31 04:25:49 INFO 0:00:02.814068s elapsed
+
+2024-03-31 04:25:49 INFO Epoch 17 / 5000:
+2024-03-31 04:25:51 INFO lr: 4.9830e-05 - loss: 0.0397 - UP: 90.47% UR: 80.88% UF: 85.41% P: 90.20% R: 80.64% F: 85.15%
+2024-03-31 04:25:51 INFO dev:  loss: 0.0820 - UP: 79.20% UR: 70.59% UF: 74.65% P: 73.56% R: 65.56% F: 69.33%
+2024-03-31 04:25:52 INFO test: loss: 0.1088 - UP: 66.79% UR: 60.33% UF: 63.39% P: 63.36% R: 57.23% F: 60.14%
+2024-03-31 04:25:54 INFO 0:00:02.750766s elapsed (saved)
+
+2024-03-31 04:25:54 INFO Epoch 18 / 5000:
+2024-03-31 04:25:57 INFO lr: 4.9820e-05 - loss: 0.0197 - UP: 93.37% UR: 82.62% UF: 87.67% P: 92.98% R: 82.27% F: 87.30%
+2024-03-31 04:25:57 INFO dev:  loss: 0.0966 - UP: 78.12% UR: 70.25% UF: 73.98% P: 71.76% R: 64.53% F: 67.95%
+2024-03-31 04:25:57 INFO test: loss: 0.1256 - UP: 67.27% UR: 61.92% UF: 64.49% P: 63.36% R: 58.32% F: 60.73%
+2024-03-31 04:25:57 INFO 0:00:02.783236s elapsed
+
+2024-03-31 04:25:57 INFO Epoch 19 / 5000:
+2024-03-31 04:25:59 INFO lr: 4.9810e-05 - loss: 0.0050 - UP: 92.91% UR: 86.43% UF: 89.55% P: 92.50% R: 86.05% F: 89.16%
+2024-03-31 04:26:00 INFO dev:  loss: 0.0952 - UP: 74.97% UR: 73.34% UF: 74.15% P: 69.47% R: 67.96% F: 68.71%
+2024-03-31 04:26:00 INFO test: loss: 0.1218 - UP: 67.08% UR: 64.10% UF: 65.55% P: 63.48% R: 60.66% F: 62.04%
+2024-03-31 04:26:00 INFO 0:00:02.683660s elapsed
+
+2024-03-31 04:26:00 INFO Epoch 20 / 5000:
+2024-03-31 04:26:02 INFO lr: 4.9800e-05 - loss: 0.0026 - UP: 94.22% UR: 88.49% UF: 91.27% P: 94.04% R: 88.32% F: 91.09%
+2024-03-31 04:26:02 INFO dev:  loss: 0.0863 - UP: 83.10% UR: 68.08% UF: 74.84% P: 77.93% R: 63.84% F: 70.19%
+2024-03-31 04:26:03 INFO test: loss: 0.1163 - UP: 74.01% UR: 58.23% UF: 65.18% P: 71.19% R: 56.01% F: 62.70%
+2024-03-31 04:26:06 INFO 0:00:02.702605s elapsed (saved)
+
+2024-03-31 04:26:06 INFO Epoch 21 / 5000:
+2024-03-31 04:26:08 INFO lr: 4.9790e-05 - loss: 0.0024 - UP: 94.89% UR: 90.01% UF: 92.38% P: 94.63% R: 89.76% F: 92.13%
+2024-03-31 04:26:08 INFO dev:  loss: 0.0963 - UP: 84.78% UR: 68.19% UF: 75.59% P: 79.23% R: 63.73% F: 70.64%
+2024-03-31 04:26:08 INFO test: loss: 0.1222 - UP: 72.96% UR: 59.24% UF: 65.39% P: 69.87% R: 56.72% F: 62.61%
+2024-03-31 04:26:11 INFO 0:00:02.774017s elapsed (saved)
+
+2024-03-31 04:26:11 INFO Epoch 22 / 5000:
+2024-03-31 04:26:13 INFO lr: 4.9780e-05 - loss: 0.0169 - UP: 94.57% UR: 89.97% UF: 92.21% P: 94.45% R: 89.85% F: 92.09%
+2024-03-31 04:26:13 INFO dev:  loss: 0.0917 - UP: 81.19% UR: 72.08% UF: 76.36% P: 76.16% R: 67.62% F: 71.64%
+2024-03-31 04:26:14 INFO test: loss: 0.1272 - UP: 71.62% UR: 62.04% UF: 66.49% P: 68.09% R: 58.99% F: 63.21%
+2024-03-31 04:26:17 INFO 0:00:02.701522s elapsed (saved)
+
+2024-03-31 04:26:17 INFO Epoch 23 / 5000:
+2024-03-31 04:26:19 INFO lr: 4.9770e-05 - loss: 0.0086 - UP: 95.91% UR: 90.77% UF: 93.27% P: 95.74% R: 90.62% F: 93.11%
+2024-03-31 04:26:20 INFO dev:  loss: 0.0952 - UP: 82.16% UR: 72.20% UF: 76.86% P: 76.17% R: 66.93% F: 71.25%
+2024-03-31 04:26:20 INFO test: loss: 0.1292 - UP: 71.90% UR: 61.54% UF: 66.32% P: 68.53% R: 58.65% F: 63.21%
+2024-03-31 04:26:20 INFO 0:00:02.715511s elapsed
+
+2024-03-31 04:26:20 INFO Epoch 24 / 5000:
+2024-03-31 04:26:22 INFO lr: 4.9760e-05 - loss: 0.0122 - UP: 95.89% UR: 92.07% UF: 93.95% P: 95.08% R: 91.29% F: 93.15%
+2024-03-31 04:26:22 INFO dev:  loss: 0.1153 - UP: 81.97% UR: 71.28% UF: 76.25% P: 76.71% R: 66.70% F: 71.36%
+2024-03-31 04:26:23 INFO test: loss: 0.1398 - UP: 71.64% UR: 61.92% UF: 66.43% P: 67.81% R: 58.61% F: 62.88%
+2024-03-31 04:26:23 INFO 0:00:02.655053s elapsed
+
+2024-03-31 04:26:23 INFO Epoch 25 / 5000:
+2024-03-31 04:26:25 INFO lr: 4.9750e-05 - loss: 0.0114 - UP: 95.52% UR: 92.56% UF: 94.02% P: 95.32% R: 92.38% F: 93.83%
+2024-03-31 04:26:25 INFO dev:  loss: 0.1078 - UP: 78.82% UR: 71.97% UF: 75.24% P: 73.93% R: 67.51% F: 70.57%
+2024-03-31 04:26:25 INFO test: loss: 0.1299 - UP: 69.64% UR: 64.10% UF: 66.75% P: 66.50% R: 61.21% F: 63.74%
+2024-03-31 04:26:25 INFO 0:00:02.661933s elapsed
+
+2024-03-31 04:26:25 INFO Epoch 26 / 5000:
+2024-03-31 04:26:27 INFO lr: 4.9740e-05 - loss: 0.0009 - UP: 96.30% UR: 92.75% UF: 94.49% P: 96.16% R: 92.62% F: 94.36%
+2024-03-31 04:26:28 INFO dev:  loss: 0.1078 - UP: 82.20% UR: 69.22% UF: 75.16% P: 76.90% R: 64.76% F: 70.31%
+2024-03-31 04:26:28 INFO test: loss: 0.1312 - UP: 71.48% UR: 62.04% UF: 66.43% P: 68.24% R: 59.24% F: 63.42%
+2024-03-31 04:26:28 INFO 0:00:02.636431s elapsed
+
+2024-03-31 04:26:28 INFO Epoch 27 / 5000:
+2024-03-31 04:26:30 INFO lr: 4.9730e-05 - loss: 0.0043 - UP: 96.30% UR: 91.97% UF: 94.08% P: 96.15% R: 91.83% F: 93.94%
+2024-03-31 04:26:30 INFO dev:  loss: 0.1089 - UP: 80.30% UR: 72.77% UF: 76.35% P: 75.88% R: 68.76% F: 72.15%
+2024-03-31 04:26:31 INFO test: loss: 0.1367 - UP: 70.16% UR: 64.43% UF: 67.18% P: 66.33% R: 60.91% F: 63.51%
+2024-03-31 04:26:34 INFO 0:00:02.653455s elapsed (saved)
+
+2024-03-31 04:26:34 INFO Epoch 28 / 5000:
+2024-03-31 04:26:36 INFO lr: 4.9720e-05 - loss: 0.0053 - UP: 95.68% UR: 92.67% UF: 94.15% P: 95.56% R: 92.55% F: 94.03%
+2024-03-31 04:26:36 INFO dev:  loss: 0.1034 - UP: 77.76% UR: 74.03% UF: 75.85% P: 72.60% R: 69.11% F: 70.81%
+2024-03-31 04:26:36 INFO test: loss: 0.1310 - UP: 65.87% UR: 66.95% UF: 66.40% P: 62.37% R: 63.39% F: 62.87%
+2024-03-31 04:26:36 INFO 0:00:02.697314s elapsed
+
+2024-03-31 04:26:36 INFO Epoch 29 / 5000:
+2024-03-31 04:26:38 INFO lr: 4.9710e-05 - loss: 0.0003 - UP: 94.55% UR: 89.68% UF: 92.05% P: 94.25% R: 89.39% F: 91.75%
+2024-03-31 04:26:39 INFO dev:  loss: 0.0970 - UP: 78.99% UR: 71.85% UF: 75.25% P: 74.84% R: 68.08% F: 71.30%
+2024-03-31 04:26:39 INFO test: loss: 0.1203 - UP: 70.25% UR: 62.92% UF: 66.39% P: 66.51% R: 59.57% F: 62.85%
+2024-03-31 04:26:39 INFO 0:00:02.656946s elapsed
+
+2024-03-31 04:26:39 INFO Epoch 30 / 5000:
+2024-03-31 04:26:41 INFO lr: 4.9700e-05 - loss: 0.0006 - UP: 95.37% UR: 92.72% UF: 94.03% P: 95.10% R: 92.46% F: 93.76%
+2024-03-31 04:26:41 INFO dev:  loss: 0.1164 - UP: 79.13% UR: 71.17% UF: 74.94% P: 73.54% R: 66.13% F: 69.64%
+2024-03-31 04:26:42 INFO test: loss: 0.1295 - UP: 69.75% UR: 62.80% UF: 66.09% P: 66.26% R: 59.66% F: 62.79%
+2024-03-31 04:26:42 INFO 0:00:02.699077s elapsed
+
+2024-03-31 04:26:42 INFO Epoch 31 / 5000:
+2024-03-31 04:26:44 INFO lr: 4.9690e-05 - loss: 0.0040 - UP: 96.97% UR: 94.85% UF: 95.90% P: 96.43% R: 94.31% F: 95.36%
+2024-03-31 04:26:44 INFO dev:  loss: 0.1164 - UP: 79.51% UR: 73.68% UF: 76.48% P: 75.31% R: 69.79% F: 72.45%
+2024-03-31 04:26:44 INFO test: loss: 0.1409 - UP: 69.98% UR: 64.85% UF: 67.32% P: 66.41% R: 61.54% F: 63.88%
+2024-03-31 04:26:48 INFO 0:00:02.689279s elapsed (saved)
+
+2024-03-31 04:26:48 INFO Epoch 32 / 5000:
+2024-03-31 04:26:50 INFO lr: 4.9680e-05 - loss: 0.0014 - UP: 97.71% UR: 94.90% UF: 96.29% P: 97.37% R: 94.57% F: 95.95%
+2024-03-31 04:26:50 INFO dev:  loss: 0.1214 - UP: 80.69% UR: 72.20% UF: 76.21% P: 74.55% R: 66.70% F: 70.41%
+2024-03-31 04:26:50 INFO test: loss: 0.1435 - UP: 71.64% UR: 63.72% UF: 67.45% P: 68.25% R: 60.70% F: 64.26%
+2024-03-31 04:26:50 INFO 0:00:02.770287s elapsed
+
+2024-03-31 04:26:50 INFO Epoch 33 / 5000:
+2024-03-31 04:26:53 INFO lr: 4.9670e-05 - loss: 0.0005 - UP: 97.11% UR: 96.03% UF: 96.57% P: 96.92% R: 95.84% F: 96.38%
+2024-03-31 04:26:53 INFO dev:  loss: 0.1073 - UP: 80.37% UR: 74.03% UF: 77.07% P: 75.90% R: 69.91% F: 72.78%
+2024-03-31 04:26:53 INFO test: loss: 0.1427 - UP: 70.46% UR: 64.64% UF: 67.42% P: 67.31% R: 61.75% F: 64.41%
+2024-03-31 04:26:56 INFO 0:00:02.678203s elapsed (saved)
+
+2024-03-31 04:26:56 INFO Epoch 34 / 5000:
+2024-03-31 04:26:58 INFO lr: 4.9660e-05 - loss: 0.0127 - UP: 97.06% UR: 96.74% UF: 96.90% P: 96.97% R: 96.65% F: 96.81%
+2024-03-31 04:26:59 INFO dev:  loss: 0.1062 - UP: 78.67% UR: 74.26% UF: 76.40% P: 74.42% R: 70.25% F: 72.28%
+2024-03-31 04:26:59 INFO test: loss: 0.1417 - UP: 69.42% UR: 64.18% UF: 66.70% P: 66.06% R: 61.08% F: 63.47%
+2024-03-31 04:26:59 INFO 0:00:02.771427s elapsed
+
+2024-03-31 04:26:59 INFO Epoch 35 / 5000:
+2024-03-31 04:27:01 INFO lr: 4.9650e-05 - loss: 0.0010 - UP: 94.82% UR: 90.04% UF: 92.36% P: 94.68% R: 89.91% F: 92.23%
+2024-03-31 04:27:01 INFO dev:  loss: 0.1130 - UP: 79.21% UR: 66.70% UF: 72.42% P: 74.46% R: 62.70% F: 68.07%
+2024-03-31 04:27:02 INFO test: loss: 0.1318 - UP: 72.25% UR: 58.69% UF: 64.77% P: 68.85% R: 55.93% F: 61.72%
+2024-03-31 04:27:02 INFO 0:00:02.650820s elapsed
+
+2024-03-31 04:27:02 INFO Epoch 36 / 5000:
+2024-03-31 04:27:04 INFO lr: 4.9640e-05 - loss: 0.0037 - UP: 94.45% UR: 89.86% UF: 92.10% P: 94.22% R: 89.65% F: 91.88%
+2024-03-31 04:27:04 INFO dev:  loss: 0.1113 - UP: 75.43% UR: 75.51% UF: 75.47% P: 70.40% R: 70.48% F: 70.44%
+2024-03-31 04:27:04 INFO test: loss: 0.1401 - UP: 64.67% UR: 69.63% UF: 67.06% P: 60.39% R: 65.02% F: 62.62%
+2024-03-31 04:27:04 INFO 0:00:02.662064s elapsed
+
+2024-03-31 04:27:04 INFO Epoch 37 / 5000:
+2024-03-31 04:27:06 INFO lr: 4.9630e-05 - loss: 0.0012 - UP: 94.95% UR: 90.12% UF: 92.47% P: 94.66% R: 89.85% F: 92.19%
+2024-03-31 04:27:07 INFO dev:  loss: 0.1042 - UP: 80.76% UR: 70.14% UF: 75.08% P: 76.15% R: 66.13% F: 70.79%
+2024-03-31 04:27:07 INFO test: loss: 0.1420 - UP: 70.71% UR: 60.58% UF: 65.25% P: 67.24% R: 57.60% F: 62.05%
+2024-03-31 04:27:07 INFO 0:00:02.687392s elapsed
+
+2024-03-31 04:27:07 INFO Epoch 38 / 5000:
+2024-03-31 04:27:09 INFO lr: 4.9620e-05 - loss: 0.0071 - UP: 96.67% UR: 94.27% UF: 95.45% P: 96.49% R: 94.09% F: 95.28%
+2024-03-31 04:27:09 INFO dev:  loss: 0.1176 - UP: 75.20% UR: 75.29% UF: 75.24% P: 70.74% R: 70.82% F: 70.78%
+2024-03-31 04:27:10 INFO test: loss: 0.1668 - UP: 64.91% UR: 68.04% UF: 66.43% P: 61.27% R: 64.22% F: 62.71%
+2024-03-31 04:27:10 INFO 0:00:02.651762s elapsed
+
+2024-03-31 04:27:10 INFO Epoch 39 / 5000:
+2024-03-31 04:27:12 INFO lr: 4.9610e-05 - loss: 0.0000 - UP: 97.26% UR: 95.39% UF: 96.32% P: 97.04% R: 95.18% F: 96.10%
+2024-03-31 04:27:12 INFO dev:  loss: 0.1235 - UP: 80.28% UR: 71.74% UF: 75.77% P: 74.39% R: 66.48% F: 70.21%
+2024-03-31 04:27:12 INFO test: loss: 0.1568 - UP: 71.03% UR: 62.76% UF: 66.64% P: 67.76% R: 59.87% F: 63.57%
+2024-03-31 04:27:12 INFO 0:00:02.683878s elapsed
+
+2024-03-31 04:27:12 INFO Epoch 40 / 5000:
+2024-03-31 04:27:14 INFO lr: 4.9600e-05 - loss: 0.0030 - UP: 98.06% UR: 96.23% UF: 97.14% P: 97.69% R: 95.87% F: 96.77%
+2024-03-31 04:27:15 INFO dev:  loss: 0.1087 - UP: 81.62% UR: 73.68% UF: 77.45% P: 75.79% R: 68.42% F: 71.92%
+2024-03-31 04:27:15 INFO test: loss: 0.1497 - UP: 71.53% UR: 63.68% UF: 67.38% P: 67.53% R: 60.12% F: 63.61%
+2024-03-31 04:27:15 INFO 0:00:02.694310s elapsed
+
+2024-03-31 04:27:15 INFO Epoch 41 / 5000:
+2024-03-31 04:27:17 INFO lr: 4.9590e-05 - loss: 0.0019 - UP: 97.85% UR: 97.11% UF: 97.48% P: 97.67% R: 96.94% F: 97.30%
+2024-03-31 04:27:17 INFO dev:  loss: 0.1115 - UP: 83.20% UR: 73.68% UF: 78.16% P: 79.84% R: 70.71% F: 75.00%
+2024-03-31 04:27:18 INFO test: loss: 0.1538 - UP: 71.48% UR: 62.25% UF: 66.55% P: 68.16% R: 59.36% F: 63.46%
+2024-03-31 04:27:21 INFO 0:00:02.691428s elapsed (saved)
+
+2024-03-31 04:27:21 INFO Epoch 42 / 5000:
+2024-03-31 04:27:23 INFO lr: 4.9580e-05 - loss: 0.0065 - UP: 98.59% UR: 96.90% UF: 97.74% P: 98.50% R: 96.81% F: 97.65%
+2024-03-31 04:27:23 INFO dev:  loss: 0.1139 - UP: 82.43% UR: 74.60% UF: 78.32% P: 78.26% R: 70.82% F: 74.35%
+2024-03-31 04:27:23 INFO test: loss: 0.1603 - UP: 69.96% UR: 63.72% UF: 66.70% P: 66.79% R: 60.83% F: 63.67%
+2024-03-31 04:27:23 INFO 0:00:02.730244s elapsed
+
+2024-03-31 04:27:23 INFO Epoch 43 / 5000:
+2024-03-31 04:27:25 INFO lr: 4.9570e-05 - loss: 0.0011 - UP: 98.39% UR: 97.14% UF: 97.76% P: 98.30% R: 97.05% F: 97.68%
+2024-03-31 04:27:26 INFO dev:  loss: 0.1195 - UP: 81.75% UR: 73.80% UF: 77.57% P: 77.57% R: 70.02% F: 73.60%
+2024-03-31 04:27:26 INFO test: loss: 0.1671 - UP: 69.73% UR: 64.18% UF: 66.84% P: 66.14% R: 60.87% F: 63.39%
+2024-03-31 04:27:26 INFO 0:00:02.723240s elapsed
+
+2024-03-31 04:27:26 INFO Epoch 44 / 5000:
+2024-03-31 04:27:28 INFO lr: 4.9560e-05 - loss: 0.0029 - UP: 98.41% UR: 97.24% UF: 97.82% P: 98.35% R: 97.18% F: 97.76%
+2024-03-31 04:27:29 INFO dev:  loss: 0.1195 - UP: 81.86% UR: 73.34% UF: 77.37% P: 77.39% R: 69.34% F: 73.14%
+2024-03-31 04:27:29 INFO test: loss: 0.1630 - UP: 70.64% UR: 63.01% UF: 66.61% P: 67.40% R: 60.12% F: 63.55%
+2024-03-31 04:27:29 INFO 0:00:02.782019s elapsed
+
+2024-03-31 04:27:29 INFO Epoch 45 / 5000:
+2024-03-31 04:27:31 INFO lr: 4.9550e-05 - loss: 0.0000 - UP: 98.41% UR: 96.32% UF: 97.35% P: 98.33% R: 96.25% F: 97.28%
+2024-03-31 04:27:31 INFO dev:  loss: 0.1225 - UP: 77.40% UR: 78.38% UF: 77.89% P: 72.09% R: 73.00% F: 72.54%
+2024-03-31 04:27:32 INFO test: loss: 0.1737 - UP: 64.40% UR: 69.33% UF: 66.77% P: 60.43% R: 65.06% F: 62.66%
+2024-03-31 04:27:32 INFO 0:00:02.804537s elapsed
+
+2024-03-31 04:27:32 INFO Epoch 46 / 5000:
+2024-03-31 04:27:34 INFO lr: 4.9540e-05 - loss: 0.0011 - UP: 97.97% UR: 97.57% UF: 97.77% P: 97.83% R: 97.43% F: 97.63%
+2024-03-31 04:27:34 INFO dev:  loss: 0.1277 - UP: 80.89% UR: 73.11% UF: 76.80% P: 74.68% R: 67.51% F: 70.91%
+2024-03-31 04:27:34 INFO test: loss: 0.1720 - UP: 70.26% UR: 63.93% UF: 66.94% P: 66.16% R: 60.20% F: 63.04%
+2024-03-31 04:27:34 INFO 0:00:02.675354s elapsed
+
+2024-03-31 04:27:34 INFO Epoch 47 / 5000:
+2024-03-31 04:27:36 INFO lr: 4.9530e-05 - loss: 0.0002 - UP: 98.80% UR: 97.53% UF: 98.16% P: 98.74% R: 97.47% F: 98.10%
+2024-03-31 04:27:37 INFO dev:  loss: 0.1275 - UP: 80.02% UR: 74.71% UF: 77.28% P: 74.63% R: 69.68% F: 72.07%
+2024-03-31 04:27:37 INFO test: loss: 0.1744 - UP: 69.54% UR: 65.31% UF: 67.36% P: 65.70% R: 61.71% F: 63.64%
+2024-03-31 04:27:37 INFO 0:00:02.658665s elapsed
+
+2024-03-31 04:27:37 INFO Epoch 48 / 5000:
+2024-03-31 04:27:39 INFO lr: 4.9520e-05 - loss: 0.0010 - UP: 98.71% UR: 97.37% UF: 98.04% P: 98.57% R: 97.23% F: 97.89%
+2024-03-31 04:27:39 INFO dev:  loss: 0.1217 - UP: 79.68% UR: 74.94% UF: 77.24% P: 74.45% R: 70.02% F: 72.17%
+2024-03-31 04:27:40 INFO test: loss: 0.1739 - UP: 69.15% UR: 64.60% UF: 66.80% P: 65.38% R: 61.08% F: 63.16%
+2024-03-31 04:27:40 INFO 0:00:02.672587s elapsed
+
+2024-03-31 04:27:40 INFO Epoch 49 / 5000:
+2024-03-31 04:27:42 INFO lr: 4.9510e-05 - loss: 0.0012 - UP: 98.55% UR: 97.96% UF: 98.26% P: 98.50% R: 97.92% F: 98.21%
+2024-03-31 04:27:42 INFO dev:  loss: 0.1267 - UP: 80.75% UR: 73.46% UF: 76.93% P: 75.35% R: 68.54% F: 71.78%
+2024-03-31 04:27:42 INFO test: loss: 0.1752 - UP: 70.83% UR: 63.18% UF: 66.78% P: 67.36% R: 60.08% F: 63.51%
+2024-03-31 04:27:42 INFO 0:00:02.732025s elapsed
+
+2024-03-31 04:27:42 INFO Epoch 50 / 5000:
+2024-03-31 04:27:44 INFO lr: 4.9500e-05 - loss: 0.0036 - UP: 98.91% UR: 98.22% UF: 98.57% P: 98.87% R: 98.18% F: 98.52%
+2024-03-31 04:27:45 INFO dev:  loss: 0.1209 - UP: 83.05% UR: 73.46% UF: 77.96% P: 77.62% R: 68.65% F: 72.86%
+2024-03-31 04:27:45 INFO test: loss: 0.1746 - UP: 72.59% UR: 62.59% UF: 67.22% P: 69.00% R: 59.49% F: 63.89%
+2024-03-31 04:27:45 INFO 0:00:02.662042s elapsed
+
+2024-03-31 04:27:45 INFO Epoch 51 / 5000:
+2024-03-31 04:27:47 INFO lr: 4.9490e-05 - loss: 0.0019 - UP: 98.87% UR: 98.38% UF: 98.62% P: 98.81% R: 98.33% F: 98.57%
+2024-03-31 04:27:47 INFO dev:  loss: 0.1220 - UP: 82.35% UR: 73.11% UF: 77.45% P: 77.06% R: 68.42% F: 72.48%
+2024-03-31 04:27:48 INFO test: loss: 0.1755 - UP: 72.86% UR: 62.63% UF: 67.36% P: 69.01% R: 59.32% F: 63.80%
+2024-03-31 04:27:48 INFO 0:00:02.731275s elapsed
+
+2024-03-31 04:27:48 INFO Epoch 52 / 5000:
+2024-03-31 04:27:50 INFO lr: 4.9480e-05 - loss: 0.0007 - UP: 98.85% UR: 98.15% UF: 98.50% P: 98.75% R: 98.05% F: 98.40%
+2024-03-31 04:27:50 INFO dev:  loss: 0.1230 - UP: 80.50% UR: 73.68% UF: 76.94% P: 75.25% R: 68.88% F: 71.92%
+2024-03-31 04:27:50 INFO test: loss: 0.1785 - UP: 71.53% UR: 64.73% UF: 67.96% P: 68.01% R: 61.54% F: 64.61%
+2024-03-31 04:27:50 INFO 0:00:02.616559s elapsed
+
+2024-03-31 04:27:50 INFO Epoch 53 / 5000:
+2024-03-31 04:27:52 INFO lr: 4.9470e-05 - loss: 0.0032 - UP: 99.03% UR: 98.59% UF: 98.81% P: 98.94% R: 98.50% F: 98.72%
+2024-03-31 04:27:53 INFO dev:  loss: 0.1262 - UP: 80.42% UR: 74.26% UF: 77.22% P: 75.34% R: 69.57% F: 72.34%
+2024-03-31 04:27:53 INFO test: loss: 0.1803 - UP: 71.66% UR: 65.56% UF: 68.48% P: 67.99% R: 62.21% F: 64.97%
+2024-03-31 04:27:53 INFO 0:00:02.651065s elapsed
+
+2024-03-31 04:27:53 INFO Epoch 54 / 5000:
+2024-03-31 04:27:55 INFO lr: 4.9460e-05 - loss: 0.0010 - UP: 98.98% UR: 98.30% UF: 98.64% P: 98.88% R: 98.20% F: 98.54%
+2024-03-31 04:27:55 INFO dev:  loss: 0.1242 - UP: 81.44% UR: 74.83% UF: 78.00% P: 75.97% R: 69.79% F: 72.75%
+2024-03-31 04:27:56 INFO test: loss: 0.1843 - UP: 71.44% UR: 63.93% UF: 67.48% P: 67.98% R: 60.83% F: 64.21%
+2024-03-31 04:27:56 INFO 0:00:02.668981s elapsed
+
+2024-03-31 04:27:56 INFO Epoch 55 / 5000:
+2024-03-31 04:27:58 INFO lr: 4.9450e-05 - loss: 0.0078 - UP: 98.65% UR: 96.32% UF: 97.47% P: 98.54% R: 96.20% F: 97.36%
+2024-03-31 04:27:58 INFO dev:  loss: 0.1334 - UP: 80.69% UR: 69.79% UF: 74.85% P: 74.47% R: 64.42% F: 69.08%
+2024-03-31 04:27:58 INFO test: loss: 0.1732 - UP: 72.25% UR: 64.01% UF: 67.88% P: 68.79% R: 60.96% F: 64.64%
+2024-03-31 04:27:58 INFO 0:00:02.672877s elapsed
+
+2024-03-31 04:27:58 INFO Epoch 56 / 5000:
+2024-03-31 04:28:00 INFO lr: 4.9440e-05 - loss: 0.0001 - UP: 98.37% UR: 97.46% UF: 97.91% P: 98.22% R: 97.31% F: 97.77%
+2024-03-31 04:28:01 INFO dev:  loss: 0.1213 - UP: 77.90% UR: 75.40% UF: 76.63% P: 72.46% R: 70.14% F: 71.28%
+2024-03-31 04:28:01 INFO test: loss: 0.1685 - UP: 67.14% UR: 67.95% UF: 67.54% P: 63.41% R: 64.18% F: 63.79%
+2024-03-31 04:28:01 INFO 0:00:02.636580s elapsed
+
+2024-03-31 04:28:01 INFO Epoch 57 / 5000:
+2024-03-31 04:28:03 INFO lr: 4.9430e-05 - loss: 0.0071 - UP: 97.87% UR: 96.36% UF: 97.11% P: 97.83% R: 96.32% F: 97.07%
+2024-03-31 04:28:03 INFO dev:  loss: 0.1250 - UP: 81.78% UR: 69.34% UF: 75.05% P: 75.17% R: 63.73% F: 68.98%
+2024-03-31 04:28:04 INFO test: loss: 0.1570 - UP: 72.05% UR: 60.37% UF: 65.69% P: 68.65% R: 57.52% F: 62.59%
+2024-03-31 04:28:04 INFO 0:00:02.658422s elapsed
+
+2024-03-31 04:28:04 INFO Epoch 58 / 5000:
+2024-03-31 04:28:06 INFO lr: 4.9420e-05 - loss: 0.0081 - UP: 97.50% UR: 94.14% UF: 95.79% P: 97.40% R: 94.04% F: 95.69%
+2024-03-31 04:28:06 INFO dev:  loss: 0.1295 - UP: 79.90% UR: 70.02% UF: 74.63% P: 73.76% R: 64.65% F: 68.90%
+2024-03-31 04:28:06 INFO test: loss: 0.1696 - UP: 68.44% UR: 61.96% UF: 65.04% P: 64.46% R: 58.36% F: 61.26%
+2024-03-31 04:28:06 INFO 0:00:02.690680s elapsed
+
+2024-03-31 04:28:06 INFO Epoch 59 / 5000:
+2024-03-31 04:28:08 INFO lr: 4.9410e-05 - loss: 0.0058 - UP: 95.13% UR: 94.01% UF: 94.57% P: 94.93% R: 93.81% F: 94.36%
+2024-03-31 04:28:09 INFO dev:  loss: 0.1204 - UP: 84.02% UR: 69.79% UF: 76.25% P: 77.27% R: 64.19% F: 70.12%
+2024-03-31 04:28:09 INFO test: loss: 0.1448 - UP: 71.89% UR: 60.20% UF: 65.53% P: 67.78% R: 56.77% F: 61.79%
+2024-03-31 04:28:09 INFO 0:00:02.680322s elapsed
+
+2024-03-31 04:28:09 INFO Epoch 60 / 5000:
+2024-03-31 04:28:11 INFO lr: 4.9400e-05 - loss: 0.0009 - UP: 96.96% UR: 92.22% UF: 94.53% P: 96.55% R: 91.83% F: 94.13%
+2024-03-31 04:28:11 INFO dev:  loss: 0.1314 - UP: 74.16% UR: 80.43% UF: 77.17% P: 66.56% R: 72.20% F: 69.26%
+2024-03-31 04:28:12 INFO test: loss: 0.1556 - UP: 62.53% UR: 70.76% UF: 66.39% P: 57.98% R: 65.61% F: 61.56%
+2024-03-31 04:28:12 INFO 0:00:02.689615s elapsed
+
+2024-03-31 04:28:12 INFO Epoch 61 / 5000:
+2024-03-31 04:28:14 INFO lr: 4.9390e-05 - loss: 0.0020 - UP: 97.13% UR: 93.30% UF: 95.18% P: 96.12% R: 92.33% F: 94.19%
+2024-03-31 04:28:14 INFO dev:  loss: 0.1134 - UP: 81.54% UR: 70.25% UF: 75.48% P: 74.24% R: 63.96% F: 68.72%
+2024-03-31 04:28:14 INFO test: loss: 0.1299 - UP: 69.70% UR: 58.48% UF: 63.60% P: 66.20% R: 55.55% F: 60.41%
+2024-03-31 04:28:14 INFO 0:00:02.692925s elapsed
+
+2024-03-31 04:28:14 INFO Epoch 62 / 5000:
+2024-03-31 04:28:17 INFO lr: 4.9380e-05 - loss: 0.0008 - UP: 96.52% UR: 91.37% UF: 93.87% P: 96.02% R: 90.89% F: 93.38%
+2024-03-31 04:28:17 INFO dev:  loss: 0.1130 - UP: 78.76% UR: 74.26% UF: 76.44% P: 71.97% R: 67.85% F: 69.85%
+2024-03-31 04:28:17 INFO test: loss: 0.1379 - UP: 65.28% UR: 64.43% UF: 64.85% P: 61.97% R: 61.16% F: 61.56%
+2024-03-31 04:28:17 INFO 0:00:02.701518s elapsed
+
+2024-03-31 04:28:17 INFO Epoch 63 / 5000:
+2024-03-31 04:28:19 INFO lr: 4.9370e-05 - loss: 0.0009 - UP: 98.05% UR: 96.72% UF: 97.38% P: 97.85% R: 96.52% F: 97.18%
+2024-03-31 04:28:20 INFO dev:  loss: 0.1280 - UP: 78.46% UR: 74.60% UF: 76.48% P: 72.32% R: 68.76% F: 70.50%
+2024-03-31 04:28:20 INFO test: loss: 0.1510 - UP: 67.09% UR: 66.28% UF: 66.68% P: 63.57% R: 62.80% F: 63.18%
+2024-03-31 04:28:20 INFO 0:00:02.698326s elapsed
+
+2024-03-31 04:28:20 INFO Epoch 64 / 5000:
+2024-03-31 04:28:22 INFO lr: 4.9360e-05 - loss: 0.0039 - UP: 97.95% UR: 96.74% UF: 97.34% P: 97.79% R: 96.58% F: 97.18%
+2024-03-31 04:28:22 INFO dev:  loss: 0.1208 - UP: 80.20% UR: 72.77% UF: 76.30% P: 74.27% R: 67.39% F: 70.67%
+2024-03-31 04:28:23 INFO test: loss: 0.1520 - UP: 69.34% UR: 65.48% UF: 67.36% P: 65.93% R: 62.25% F: 64.04%
+2024-03-31 04:28:23 INFO 0:00:02.683934s elapsed
+
+2024-03-31 04:28:23 INFO Epoch 65 / 5000:
+2024-03-31 04:28:25 INFO lr: 4.9350e-05 - loss: 0.0003 - UP: 98.57% UR: 97.76% UF: 98.17% P: 98.47% R: 97.66% F: 98.06%
+2024-03-31 04:28:25 INFO dev:  loss: 0.1278 - UP: 82.54% UR: 73.57% UF: 77.80% P: 76.51% R: 68.19% F: 72.11%
+2024-03-31 04:28:25 INFO test: loss: 0.1571 - UP: 70.85% UR: 65.06% UF: 67.83% P: 67.24% R: 61.75% F: 64.38%
+2024-03-31 04:28:25 INFO 0:00:02.684079s elapsed
+
+2024-03-31 04:28:25 INFO Epoch 66 / 5000:
+2024-03-31 04:28:27 INFO lr: 4.9340e-05 - loss: 0.0004 - UP: 98.61% UR: 97.62% UF: 98.11% P: 98.53% R: 97.53% F: 98.03%
+2024-03-31 04:28:28 INFO dev:  loss: 0.1292 - UP: 82.49% UR: 74.37% UF: 78.22% P: 76.52% R: 68.99% F: 72.56%
+2024-03-31 04:28:28 INFO test: loss: 0.1602 - UP: 70.05% UR: 64.68% UF: 67.26% P: 66.47% R: 61.37% F: 63.82%
+2024-03-31 04:28:28 INFO 0:00:02.642037s elapsed
+
+2024-03-31 04:28:28 INFO Epoch 67 / 5000:
+2024-03-31 04:28:30 INFO lr: 4.9330e-05 - loss: 0.0011 - UP: 98.88% UR: 98.40% UF: 98.64% P: 98.82% R: 98.34% F: 98.58%
+2024-03-31 04:28:30 INFO dev:  loss: 0.1342 - UP: 83.16% UR: 75.17% UF: 78.97% P: 77.22% R: 69.79% F: 73.32%
+2024-03-31 04:28:31 INFO test: loss: 0.1686 - UP: 69.95% UR: 65.73% UF: 67.78% P: 66.65% R: 62.63% F: 64.58%
+2024-03-31 04:28:31 INFO 0:00:02.689392s elapsed
+
+2024-03-31 04:28:31 INFO Epoch 68 / 5000:
+2024-03-31 04:28:33 INFO lr: 4.9320e-05 - loss: 0.0003 - UP: 98.71% UR: 98.27% UF: 98.49% P: 98.64% R: 98.20% F: 98.42%
+2024-03-31 04:28:33 INFO dev:  loss: 0.1292 - UP: 82.44% UR: 74.14% UF: 78.07% P: 76.59% R: 68.88% F: 72.53%
+2024-03-31 04:28:33 INFO test: loss: 0.1676 - UP: 70.44% UR: 64.10% UF: 67.12% P: 67.27% R: 61.21% F: 64.09%
+2024-03-31 04:28:33 INFO 0:00:02.706406s elapsed
+
+2024-03-31 04:28:33 INFO Epoch 69 / 5000:
+2024-03-31 04:28:35 INFO lr: 4.9310e-05 - loss: 0.0001 - UP: 98.91% UR: 98.17% UF: 98.54% P: 98.85% R: 98.11% F: 98.48%
+2024-03-31 04:28:36 INFO dev:  loss: 0.1219 - UP: 81.40% UR: 76.09% UF: 78.65% P: 75.40% R: 70.48% F: 72.86%
+2024-03-31 04:28:36 INFO test: loss: 0.1688 - UP: 69.57% UR: 64.85% UF: 67.13% P: 66.29% R: 61.79% F: 63.96%
+2024-03-31 04:28:36 INFO 0:00:02.726527s elapsed
+
+2024-03-31 04:28:36 INFO Epoch 70 / 5000:
+2024-03-31 04:28:38 INFO lr: 4.9300e-05 - loss: 0.0005 - UP: 98.90% UR: 98.40% UF: 98.65% P: 98.85% R: 98.35% F: 98.60%
+2024-03-31 04:28:38 INFO dev:  loss: 0.1257 - UP: 81.54% UR: 75.29% UF: 78.29% P: 75.71% R: 69.91% F: 72.69%
+2024-03-31 04:28:39 INFO test: loss: 0.1724 - UP: 70.00% UR: 64.52% UF: 67.15% P: 66.77% R: 61.54% F: 64.05%
+2024-03-31 04:28:39 INFO 0:00:02.746285s elapsed
+
+2024-03-31 04:28:39 INFO Epoch 71 / 5000:
+2024-03-31 04:28:41 INFO lr: 4.9290e-05 - loss: 0.0003 - UP: 99.13% UR: 98.46% UF: 98.79% P: 99.03% R: 98.35% F: 98.69%
+2024-03-31 04:28:41 INFO dev:  loss: 0.1280 - UP: 81.98% UR: 73.91% UF: 77.74% P: 76.27% R: 68.76% F: 72.32%
+2024-03-31 04:28:41 INFO test: loss: 0.1702 - UP: 70.63% UR: 64.26% UF: 67.30% P: 67.50% R: 61.42% F: 64.31%
+2024-03-31 04:28:41 INFO 0:00:02.728139s elapsed
+
+2024-03-31 04:28:46 INFO Epoch 41 saved
+2024-03-31 04:28:46 INFO dev:  UP: 83.20% UR: 73.68% UF: 78.16% P: 79.84% R: 70.71% F: 75.00%
+2024-03-31 04:28:46 INFO test: UP: 71.48% UR: 62.25% UF: 66.55% P: 68.16% R: 59.36% F: 63.46%
+2024-03-31 04:28:46 INFO 0:03:12.740223s elapsed, 0:00:02.714651s/epoch

models/multibooked_ca/sdp_bySentiment_asc/80/model_vi_multibooked_ca_xlm_10

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1f268b3e405e8789e602ce6c374d198a82d73f2fb6eeb216d46c39f9e6c7d64e
+size 1177848336

models/multibooked_ca/sdp_bySentiment_asc/80/model_vi_multibooked_ca_xlm_10.train.log

@@ -0,0 +1,781 @@
+2024-03-31 04:48:01 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           |              1500             
+update_steps         |               1               
+mode                 |             train             
+path                 | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_ca/sdp_bySentiment_asc/80/model_vi_multibooked_ca_xlm_10
+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/multibooked_ca/head_final/sdp_bySentiment_asc/80/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_bySentiment_asc/80/dev.conllu
+test                 | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/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             
+---------------------+-------------------------------
+
+2024-03-31 04:48:01 INFO Building the fields
+2024-03-31 04:48:02 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-03-31 04:48:02 INFO Building the model
+2024-03-31 04:48:05 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=4, bias_x=True, bias_y=True)
+  (criterion): CrossEntropyLoss()
+  (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
+  (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
+  (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
+  (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (inference): SemanticDependencyMFVI(max_iter=3)
+)
+
+2024-03-31 04:48:05 INFO Loading the data
+2024-03-31 04:48:06 INFO 
+train: Dataset(n_sentences=938, n_batches=32, n_buckets=32)
+dev:   Dataset(n_sentences=132, n_batches=29, n_buckets=29)
+test:  Dataset(n_sentences=335, n_batches=32, n_buckets=32)
+
+2024-03-31 04:48:06 INFO Epoch 1 / 5000:
+2024-03-31 04:48:09 INFO lr: 4.9990e-05 - loss: 0.3464 - UP:  6.37% UR: 16.46% UF:  9.18% P:  2.35% R:  6.06% F:  3.38%
+2024-03-31 04:48:10 INFO dev:  loss: 0.2133 - UP: 71.43% UR:  1.72% UF:  3.35% P: 52.38% R:  1.26% F:  2.46%
+2024-03-31 04:48:10 INFO test: loss: nan - UP: 61.54% UR:  1.01% UF:  1.98% P: 43.59% R:  0.71% F:  1.40%
+2024-03-31 04:48:15 INFO 0:00:03.908599s elapsed (saved)
+
+2024-03-31 04:48:15 INFO Epoch 2 / 5000:
+2024-03-31 04:48:17 INFO lr: 4.9980e-05 - loss: 0.4942 - UP: 46.41% UR:  9.90% UF: 16.33% P: 38.77% R:  8.27% F: 13.64%
+2024-03-31 04:48:18 INFO dev:  loss: 0.1853 - UP: 87.63% UR:  9.73% UF: 17.51% P: 77.32% R:  8.58% F: 15.45%
+2024-03-31 04:48:18 INFO test: loss: nan - UP: 81.09% UR:  8.09% UF: 14.70% P: 75.21% R:  7.50% F: 13.64%
+2024-03-31 04:48:25 INFO 0:00:03.295512s elapsed (saved)
+
+2024-03-31 04:48:25 INFO Epoch 3 / 5000:
+2024-03-31 04:48:28 INFO lr: 4.9970e-05 - loss: 0.1431 - UP: 68.68% UR: 20.70% UF: 31.82% P: 63.84% R: 19.25% F: 29.58%
+2024-03-31 04:48:28 INFO dev:  loss: 0.1229 - UP: 82.92% UR: 22.77% UF: 35.73% P: 76.25% R: 20.94% F: 32.85%
+2024-03-31 04:48:28 INFO test: loss: nan - UP: 74.00% UR: 19.44% UF: 30.79% P: 69.86% R: 18.35% F: 29.06%
+2024-03-31 04:48:35 INFO 0:00:03.379696s elapsed (saved)
+
+2024-03-31 04:48:35 INFO Epoch 4 / 5000:
+2024-03-31 04:48:38 INFO lr: 4.9960e-05 - loss: 0.0702 - UP: 66.67% UR: 26.60% UF: 38.02% P: 63.30% R: 25.25% F: 36.10%
+2024-03-31 04:48:38 INFO dev:  loss: 0.1102 - UP: 79.45% UR: 26.54% UF: 39.79% P: 73.63% R: 24.60% F: 36.88%
+2024-03-31 04:48:39 INFO test: loss: nan - UP: 74.72% UR: 22.54% UF: 34.63% P: 70.97% R: 21.41% F: 32.89%
+2024-03-31 04:48:44 INFO 0:00:03.419234s elapsed (saved)
+
+2024-03-31 04:48:44 INFO Epoch 5 / 5000:
+2024-03-31 04:48:47 INFO lr: 4.9950e-05 - loss: 0.0156 - UP: 72.42% UR: 36.70% UF: 48.72% P: 68.92% R: 34.93% F: 46.36%
+2024-03-31 04:48:47 INFO dev:  loss: 0.0933 - UP: 68.99% UR: 48.63% UF: 57.05% P: 64.94% R: 45.77% F: 53.69%
+2024-03-31 04:48:48 INFO test: loss: nan - UP: 65.42% UR: 41.14% UF: 50.51% P: 61.89% R: 38.92% F: 47.79%
+2024-03-31 04:48:55 INFO 0:00:03.396482s elapsed (saved)
+
+2024-03-31 04:48:55 INFO Epoch 6 / 5000:
+2024-03-31 04:48:57 INFO lr: 4.9940e-05 - loss: 0.0159 - UP: 75.91% UR: 42.49% UF: 54.48% P: 73.77% R: 41.29% F: 52.95%
+2024-03-31 04:48:58 INFO dev:  loss: 0.0940 - UP: 78.67% UR: 37.99% UF: 51.23% P: 74.88% R: 36.16% F: 48.77%
+2024-03-31 04:48:58 INFO test: loss: nan - UP: 73.93% UR: 33.14% UF: 45.76% P: 70.00% R: 31.38% F: 43.33%
+2024-03-31 04:48:58 INFO 0:00:03.382297s elapsed
+
+2024-03-31 04:48:58 INFO Epoch 7 / 5000:
+2024-03-31 04:49:01 INFO lr: 4.9930e-05 - loss: 0.0115 - UP: 74.10% UR: 49.29% UF: 59.20% P: 72.52% R: 48.24% F: 57.94%
+2024-03-31 04:49:01 INFO dev:  loss: 0.0930 - UP: 77.06% UR: 46.11% UF: 57.70% P: 73.23% R: 43.82% F: 54.83%
+2024-03-31 04:49:01 INFO test: loss: nan - UP: 69.13% UR: 36.87% UF: 48.09% P: 66.38% R: 35.40% F: 46.17%
+2024-03-31 04:49:08 INFO 0:00:03.296866s elapsed (saved)
+
+2024-03-31 04:49:08 INFO Epoch 8 / 5000:
+2024-03-31 04:49:11 INFO lr: 4.9920e-05 - loss: 0.0648 - UP: 78.54% UR: 54.22% UF: 64.15% P: 76.62% R: 52.89% F: 62.58%
+2024-03-31 04:49:11 INFO dev:  loss: 0.0855 - UP: 75.27% UR: 55.03% UF: 63.58% P: 71.52% R: 52.29% F: 60.41%
+2024-03-31 04:49:12 INFO test: loss: nan - UP: 68.51% UR: 44.66% UF: 54.07% P: 64.65% R: 42.14% F: 51.03%
+2024-03-31 04:49:19 INFO 0:00:03.394173s elapsed (saved)
+
+2024-03-31 04:49:19 INFO Epoch 9 / 5000:
+2024-03-31 04:49:21 INFO lr: 4.9910e-05 - loss: 0.0419 - UP: 80.15% UR: 57.78% UF: 67.15% P: 79.09% R: 57.02% F: 66.26%
+2024-03-31 04:49:22 INFO dev:  loss: 0.0880 - UP: 70.91% UR: 55.49% UF: 62.26% P: 66.81% R: 52.29% F: 58.66%
+2024-03-31 04:49:22 INFO test: loss: nan - UP: 64.33% UR: 47.38% UF: 54.57% P: 61.15% R: 45.04% F: 51.87%
+2024-03-31 04:49:22 INFO 0:00:03.409342s elapsed
+
+2024-03-31 04:49:22 INFO Epoch 10 / 5000:
+2024-03-31 04:49:25 INFO lr: 4.9900e-05 - loss: 0.0027 - UP: 80.96% UR: 61.58% UF: 69.95% P: 79.23% R: 60.27% F: 68.46%
+2024-03-31 04:49:25 INFO dev:  loss: 0.0930 - UP: 75.04% UR: 50.57% UF: 60.42% P: 71.14% R: 47.94% F: 57.28%
+2024-03-31 04:49:25 INFO test: loss: nan - UP: 69.30% UR: 44.53% UF: 54.22% P: 66.10% R: 42.48% F: 51.72%
+2024-03-31 04:49:25 INFO 0:00:03.389427s elapsed
+
+2024-03-31 04:49:25 INFO Epoch 11 / 5000:
+2024-03-31 04:49:28 INFO lr: 4.9890e-05 - loss: 0.0143 - UP: 82.82% UR: 62.94% UF: 71.52% P: 81.02% R: 61.57% F: 69.96%
+2024-03-31 04:49:28 INFO dev:  loss: 0.0953 - UP: 71.45% UR: 60.41% UF: 65.47% P: 66.98% R: 56.64% F: 61.38%
+2024-03-31 04:49:29 INFO test: loss: nan - UP: 65.16% UR: 52.03% UF: 57.86% P: 61.54% R: 49.14% F: 54.65%
+2024-03-31 04:49:36 INFO 0:00:03.349396s elapsed (saved)
+
+2024-03-31 04:49:36 INFO Epoch 12 / 5000:
+2024-03-31 04:49:39 INFO lr: 4.9880e-05 - loss: 0.0399 - UP: 81.69% UR: 62.95% UF: 71.11% P: 80.33% R: 61.90% F: 69.92%
+2024-03-31 04:49:39 INFO dev:  loss: 0.0986 - UP: 75.31% UR: 55.15% UF: 63.67% P: 71.09% R: 52.06% F: 60.11%
+2024-03-31 04:49:39 INFO test: loss: nan - UP: 70.20% UR: 47.17% UF: 56.43% P: 67.08% R: 45.08% F: 53.92%
+2024-03-31 04:49:39 INFO 0:00:03.384913s elapsed
+
+2024-03-31 04:49:39 INFO Epoch 13 / 5000:
+2024-03-31 04:49:42 INFO lr: 4.9870e-05 - loss: 0.0410 - UP: 82.79% UR: 63.63% UF: 71.96% P: 82.10% R: 63.10% F: 71.35%
+2024-03-31 04:49:42 INFO dev:  loss: 0.1014 - UP: 70.55% UR: 54.00% UF: 61.18% P: 65.92% R: 50.46% F: 57.16%
+2024-03-31 04:49:43 INFO test: loss: nan - UP: 67.06% UR: 47.26% UF: 55.44% P: 63.20% R: 44.53% F: 52.25%
+2024-03-31 04:49:43 INFO 0:00:03.315925s elapsed
+
+2024-03-31 04:49:43 INFO Epoch 14 / 5000:
+2024-03-31 04:49:45 INFO lr: 4.9860e-05 - loss: 0.0402 - UP: 83.37% UR: 70.52% UF: 76.41% P: 82.84% R: 70.07% F: 75.92%
+2024-03-31 04:49:46 INFO dev:  loss: 0.1013 - UP: 77.81% UR: 56.98% UF: 65.79% P: 73.59% R: 53.89% F: 62.22%
+2024-03-31 04:49:46 INFO test: loss: nan - UP: 72.42% UR: 48.51% UF: 58.10% P: 68.67% R: 46.00% F: 55.09%
+2024-03-31 04:49:53 INFO 0:00:03.368773s elapsed (saved)
+
+2024-03-31 04:49:53 INFO Epoch 15 / 5000:
+2024-03-31 04:49:56 INFO lr: 4.9850e-05 - loss: 0.0410 - UP: 85.13% UR: 70.62% UF: 77.20% P: 84.44% R: 70.04% F: 76.57%
+2024-03-31 04:49:56 INFO dev:  loss: 0.1052 - UP: 83.96% UR: 48.51% UF: 61.49% P: 78.61% R: 45.42% F: 57.58%
+2024-03-31 04:49:56 INFO test: loss: nan - UP: 74.59% UR: 41.56% UF: 53.38% P: 70.00% R: 39.00% F: 50.09%
+2024-03-31 04:49:56 INFO 0:00:03.385372s elapsed
+
+2024-03-31 04:49:56 INFO Epoch 16 / 5000:
+2024-03-31 04:49:59 INFO lr: 4.9840e-05 - loss: 0.0486 - UP: 87.65% UR: 72.68% UF: 79.47% P: 86.85% R: 72.02% F: 78.74%
+2024-03-31 04:49:59 INFO dev:  loss: 0.0902 - UP: 79.35% UR: 55.84% UF: 65.55% P: 76.26% R: 53.66% F: 63.00%
+2024-03-31 04:50:00 INFO test: loss: nan - UP: 74.25% UR: 49.77% UF: 59.59% P: 71.06% R: 47.63% F: 57.04%
+2024-03-31 04:50:06 INFO 0:00:03.347054s elapsed (saved)
+
+2024-03-31 04:50:06 INFO Epoch 17 / 5000:
+2024-03-31 04:50:09 INFO lr: 4.9830e-05 - loss: 0.0231 - UP: 89.46% UR: 73.03% UF: 80.41% P: 89.12% R: 72.75% F: 80.11%
+2024-03-31 04:50:10 INFO dev:  loss: 0.1008 - UP: 76.89% UR: 58.24% UF: 66.28% P: 72.51% R: 54.92% F: 62.50%
+2024-03-31 04:50:10 INFO test: loss: nan - UP: 70.77% UR: 50.82% UF: 59.16% P: 67.68% R: 48.60% F: 56.57%
+2024-03-31 04:50:10 INFO 0:00:03.381663s elapsed
+
+2024-03-31 04:50:10 INFO Epoch 18 / 5000:
+2024-03-31 04:50:13 INFO lr: 4.9820e-05 - loss: 0.0215 - UP: 88.60% UR: 78.69% UF: 83.35% P: 88.10% R: 78.24% F: 82.88%
+2024-03-31 04:50:13 INFO dev:  loss: 0.0974 - UP: 81.37% UR: 56.98% UF: 67.03% P: 77.29% R: 54.12% F: 63.66%
+2024-03-31 04:50:13 INFO test: loss: nan - UP: 75.40% UR: 50.73% UF: 60.66% P: 72.35% R: 48.68% F: 58.20%
+2024-03-31 04:50:20 INFO 0:00:03.332392s elapsed (saved)
+
+2024-03-31 04:50:20 INFO Epoch 19 / 5000:
+2024-03-31 04:50:23 INFO lr: 4.9810e-05 - loss: 0.0295 - UP: 89.26% UR: 78.95% UF: 83.79% P: 88.64% R: 78.40% F: 83.21%
+2024-03-31 04:50:23 INFO dev:  loss: 0.1176 - UP: 82.92% UR: 57.21% UF: 67.70% P: 76.29% R: 52.63% F: 62.29%
+2024-03-31 04:50:23 INFO test: loss: nan - UP: 74.39% UR: 50.73% UF: 60.32% P: 70.21% R: 47.88% F: 56.94%
+2024-03-31 04:50:23 INFO 0:00:03.386342s elapsed
+
+2024-03-31 04:50:23 INFO Epoch 20 / 5000:
+2024-03-31 04:50:26 INFO lr: 4.9800e-05 - loss: 0.0049 - UP: 90.90% UR: 79.01% UF: 84.54% P: 90.47% R: 78.63% F: 84.13%
+2024-03-31 04:50:26 INFO dev:  loss: 0.1122 - UP: 81.87% UR: 59.95% UF: 69.22% P: 77.03% R: 56.41% F: 65.13%
+2024-03-31 04:50:27 INFO test: loss: nan - UP: 76.22% UR: 54.80% UF: 63.76% P: 72.67% R: 52.24% F: 60.78%
+2024-03-31 04:50:33 INFO 0:00:03.357527s elapsed (saved)
+
+2024-03-31 04:50:33 INFO Epoch 21 / 5000:
+2024-03-31 04:50:36 INFO lr: 4.9790e-05 - loss: 0.0349 - UP: 89.94% UR: 83.09% UF: 86.38% P: 89.11% R: 82.33% F: 85.58%
+2024-03-31 04:50:36 INFO dev:  loss: 0.1130 - UP: 74.77% UR: 64.76% UF: 69.41% P: 69.48% R: 60.18% F: 64.50%
+2024-03-31 04:50:36 INFO test: loss: nan - UP: 68.74% UR: 61.71% UF: 65.03% P: 65.47% R: 58.78% F: 61.94%
+2024-03-31 04:50:36 INFO 0:00:03.392653s elapsed
+
+2024-03-31 04:50:36 INFO Epoch 22 / 5000:
+2024-03-31 04:50:39 INFO lr: 4.9780e-05 - loss: 0.0179 - UP: 89.64% UR: 77.71% UF: 83.25% P: 88.97% R: 77.13% F: 82.63%
+2024-03-31 04:50:39 INFO dev:  loss: 0.1042 - UP: 76.20% UR: 61.56% UF: 68.10% P: 70.54% R: 56.98% F: 63.04%
+2024-03-31 04:50:40 INFO test: loss: nan - UP: 72.83% UR: 57.39% UF: 64.20% P: 68.58% R: 54.04% F: 60.45%
+2024-03-31 04:50:40 INFO 0:00:03.342251s elapsed
+
+2024-03-31 04:50:40 INFO Epoch 23 / 5000:
+2024-03-31 04:50:43 INFO lr: 4.9770e-05 - loss: 0.0004 - UP: 91.67% UR: 83.05% UF: 87.14% P: 91.30% R: 82.72% F: 86.80%
+2024-03-31 04:50:43 INFO dev:  loss: 0.1103 - UP: 80.12% UR: 61.33% UF: 69.48% P: 74.44% R: 56.98% F: 64.55%
+2024-03-31 04:50:43 INFO test: loss: nan - UP: 74.35% UR: 57.31% UF: 64.73% P: 71.03% R: 54.75% F: 61.84%
+2024-03-31 04:50:43 INFO 0:00:03.322783s elapsed
+
+2024-03-31 04:50:43 INFO Epoch 24 / 5000:
+2024-03-31 04:50:46 INFO lr: 4.9760e-05 - loss: 0.0005 - UP: 93.10% UR: 83.58% UF: 88.09% P: 91.78% R: 82.40% F: 86.84%
+2024-03-31 04:50:46 INFO dev:  loss: 0.1093 - UP: 75.88% UR: 64.42% UF: 69.68% P: 70.35% R: 59.73% F: 64.60%
+2024-03-31 04:50:47 INFO test: loss: nan - UP: 69.91% UR: 59.66% UF: 64.38% P: 66.72% R: 56.93% F: 61.44%
+2024-03-31 04:50:47 INFO 0:00:03.351153s elapsed
+
+2024-03-31 04:50:47 INFO Epoch 25 / 5000:
+2024-03-31 04:50:49 INFO lr: 4.9750e-05 - loss: 0.0027 - UP: 92.83% UR: 86.69% UF: 89.65% P: 92.58% R: 86.46% F: 89.41%
+2024-03-31 04:50:50 INFO dev:  loss: 0.1225 - UP: 80.09% UR: 61.21% UF: 69.39% P: 73.05% R: 55.84% F: 63.29%
+2024-03-31 04:50:50 INFO test: loss: nan - UP: 74.57% UR: 56.14% UF: 64.05% P: 70.73% R: 53.25% F: 60.76%
+2024-03-31 04:50:50 INFO 0:00:03.337389s elapsed
+
+2024-03-31 04:50:50 INFO Epoch 26 / 5000:
+2024-03-31 04:50:53 INFO lr: 4.9740e-05 - loss: 0.0046 - UP: 92.90% UR: 87.48% UF: 90.11% P: 92.36% R: 86.98% F: 89.59%
+2024-03-31 04:50:53 INFO dev:  loss: 0.1190 - UP: 76.29% UR: 65.90% UF: 70.72% P: 69.67% R: 60.18% F: 64.58%
+2024-03-31 04:50:53 INFO test: loss: nan - UP: 69.06% UR: 59.66% UF: 64.01% P: 66.25% R: 57.23% F: 61.41%
+2024-03-31 04:50:53 INFO 0:00:03.348941s elapsed
+
+2024-03-31 04:50:53 INFO Epoch 27 / 5000:
+2024-03-31 04:50:56 INFO lr: 4.9730e-05 - loss: 0.0184 - UP: 92.28% UR: 88.39% UF: 90.29% P: 91.69% R: 87.83% F: 89.72%
+2024-03-31 04:50:56 INFO dev:  loss: 0.1187 - UP: 80.17% UR: 64.30% UF: 71.37% P: 74.47% R: 59.73% F: 66.29%
+2024-03-31 04:50:57 INFO test: loss: nan - UP: 72.66% UR: 56.01% UF: 63.26% P: 69.02% R: 53.20% F: 60.09%
+2024-03-31 04:51:03 INFO 0:00:03.323672s elapsed (saved)
+
+2024-03-31 04:51:03 INFO Epoch 28 / 5000:
+2024-03-31 04:51:06 INFO lr: 4.9720e-05 - loss: 0.0036 - UP: 93.25% UR: 88.41% UF: 90.76% P: 92.96% R: 88.13% F: 90.48%
+2024-03-31 04:51:06 INFO dev:  loss: 0.1181 - UP: 75.19% UR: 66.25% UF: 70.44% P: 70.13% R: 61.78% F: 65.69%
+2024-03-31 04:51:06 INFO test: loss: nan - UP: 69.03% UR: 62.09% UF: 65.37% P: 65.44% R: 58.86% F: 61.98%
+2024-03-31 04:51:06 INFO 0:00:03.353904s elapsed
+
+2024-03-31 04:51:06 INFO Epoch 29 / 5000:
+2024-03-31 04:51:09 INFO lr: 4.9710e-05 - loss: 0.0038 - UP: 94.98% UR: 89.92% UF: 92.38% P: 94.85% R: 89.79% F: 92.25%
+2024-03-31 04:51:09 INFO dev:  loss: 0.1231 - UP: 79.33% UR: 65.45% UF: 71.72% P: 73.93% R: 60.98% F: 66.83%
+2024-03-31 04:51:10 INFO test: loss: nan - UP: 72.31% UR: 61.71% UF: 66.59% P: 69.42% R: 59.24% F: 63.92%
+2024-03-31 04:51:16 INFO 0:00:03.348438s elapsed (saved)
+
+2024-03-31 04:51:16 INFO Epoch 30 / 5000:
+2024-03-31 04:51:19 INFO lr: 4.9700e-05 - loss: 0.0050 - UP: 94.86% UR: 89.47% UF: 92.09% P: 94.60% R: 89.23% F: 91.83%
+2024-03-31 04:51:19 INFO dev:  loss: 0.1416 - UP: 73.34% UR: 67.05% UF: 70.05% P: 67.96% R: 62.13% F: 64.91%
+2024-03-31 04:51:20 INFO test: loss: nan - UP: 70.59% UR: 62.04% UF: 66.04% P: 67.68% R: 59.49% F: 63.32%
+2024-03-31 04:51:20 INFO 0:00:03.364968s elapsed
+
+2024-03-31 04:51:20 INFO Epoch 31 / 5000:
+2024-03-31 04:51:23 INFO lr: 4.9690e-05 - loss: 0.0461 - UP: 92.83% UR: 86.41% UF: 89.51% P: 92.18% R: 85.81% F: 88.88%
+2024-03-31 04:51:23 INFO dev:  loss: 0.1347 - UP: 78.36% UR: 64.65% UF: 70.85% P: 71.01% R: 58.58% F: 64.20%
+2024-03-31 04:51:23 INFO test: loss: nan - UP: 69.86% UR: 58.36% UF: 63.59% P: 66.60% R: 55.63% F: 60.63%
+2024-03-31 04:51:23 INFO 0:00:03.391815s elapsed
+
+2024-03-31 04:51:23 INFO Epoch 32 / 5000:
+2024-03-31 04:51:26 INFO lr: 4.9680e-05 - loss: 0.0150 - UP: 92.45% UR: 86.59% UF: 89.42% P: 91.95% R: 86.12% F: 88.94%
+2024-03-31 04:51:26 INFO dev:  loss: 0.1078 - UP: 76.61% UR: 69.34% UF: 72.79% P: 71.18% R: 64.42% F: 67.63%
+2024-03-31 04:51:27 INFO test: loss: nan - UP: 67.89% UR: 62.63% UF: 65.16% P: 64.49% R: 59.49% F: 61.89%
+2024-03-31 04:51:33 INFO 0:00:03.373819s elapsed (saved)
+
+2024-03-31 04:51:33 INFO Epoch 33 / 5000:
+2024-03-31 04:51:35 INFO lr: 4.9670e-05 - loss: 0.0055 - UP: 94.43% UR: 88.42% UF: 91.33% P: 94.23% R: 88.23% F: 91.13%
+2024-03-31 04:51:36 INFO dev:  loss: 0.1164 - UP: 80.81% UR: 66.02% UF: 72.67% P: 75.49% R: 61.67% F: 67.88%
+2024-03-31 04:51:36 INFO test: loss: nan - UP: 70.87% UR: 60.75% UF: 65.42% P: 67.69% R: 58.02% F: 62.49%
+2024-03-31 04:51:43 INFO 0:00:03.306574s elapsed (saved)
+
+2024-03-31 04:51:43 INFO Epoch 34 / 5000:
+2024-03-31 04:51:46 INFO lr: 4.9660e-05 - loss: 0.0136 - UP: 96.02% UR: 92.00% UF: 93.97% P: 95.84% R: 91.83% F: 93.79%
+2024-03-31 04:51:46 INFO dev:  loss: 0.1263 - UP: 80.77% UR: 64.42% UF: 71.67% P: 75.47% R: 60.18% F: 66.96%
+2024-03-31 04:51:46 INFO test: loss: nan - UP: 73.72% UR: 59.57% UF: 65.89% P: 70.87% R: 57.27% F: 63.35%
+2024-03-31 04:51:46 INFO 0:00:03.346982s elapsed
+
+2024-03-31 04:51:46 INFO Epoch 35 / 5000:
+2024-03-31 04:51:49 INFO lr: 4.9650e-05 - loss: 0.0015 - UP: 96.21% UR: 93.52% UF: 94.85% P: 96.09% R: 93.40% F: 94.73%
+2024-03-31 04:51:49 INFO dev:  loss: 0.1275 - UP: 77.48% UR: 69.68% UF: 73.37% P: 72.39% R: 65.10% F: 68.55%
+2024-03-31 04:51:49 INFO test: loss: nan - UP: 69.43% UR: 63.85% UF: 66.52% P: 66.42% R: 61.08% F: 63.64%
+2024-03-31 04:51:56 INFO 0:00:03.376993s elapsed (saved)
+
+2024-03-31 04:51:56 INFO Epoch 36 / 5000:
+2024-03-31 04:51:59 INFO lr: 4.9640e-05 - loss: 0.0002 - UP: 96.69% UR: 93.24% UF: 94.94% P: 96.50% R: 93.06% F: 94.74%
+2024-03-31 04:51:59 INFO dev:  loss: 0.1297 - UP: 79.37% UR: 69.57% UF: 74.15% P: 73.89% R: 64.76% F: 69.02%
+2024-03-31 04:52:00 INFO test: loss: nan - UP: 71.10% UR: 60.70% UF: 65.49% P: 67.37% R: 57.52% F: 62.06%
+2024-03-31 04:52:06 INFO 0:00:03.354744s elapsed (saved)
+
+2024-03-31 04:52:06 INFO Epoch 37 / 5000:
+2024-03-31 04:52:09 INFO lr: 4.9630e-05 - loss: 0.0050 - UP: 96.94% UR: 93.86% UF: 95.38% P: 96.67% R: 93.60% F: 95.11%
+2024-03-31 04:52:09 INFO dev:  loss: 0.1223 - UP: 79.27% UR: 69.57% UF: 74.10% P: 75.49% R: 66.25% F: 70.57%
+2024-03-31 04:52:10 INFO test: loss: nan - UP: 72.01% UR: 61.75% UF: 66.49% P: 69.61% R: 59.70% F: 64.28%
+2024-03-31 04:52:17 INFO 0:00:03.389765s elapsed (saved)
+
+2024-03-31 04:52:17 INFO Epoch 38 / 5000:
+2024-03-31 04:52:19 INFO lr: 4.9620e-05 - loss: 0.0064 - UP: 96.19% UR: 93.95% UF: 95.06% P: 95.95% R: 93.72% F: 94.82%
+2024-03-31 04:52:20 INFO dev:  loss: 0.1117 - UP: 79.19% UR: 69.68% UF: 74.13% P: 75.03% R: 66.02% F: 70.24%
+2024-03-31 04:52:20 INFO test: loss: nan - UP: 70.42% UR: 63.22% UF: 66.62% P: 67.29% R: 60.41% F: 63.66%
+2024-03-31 04:52:20 INFO 0:00:03.384657s elapsed
+
+2024-03-31 04:52:20 INFO Epoch 39 / 5000:
+2024-03-31 04:52:23 INFO lr: 4.9610e-05 - loss: 0.0003 - UP: 96.00% UR: 93.83% UF: 94.90% P: 95.55% R: 93.40% F: 94.47%
+2024-03-31 04:52:23 INFO dev:  loss: 0.1253 - UP: 80.29% UR: 69.91% UF: 74.74% P: 74.24% R: 64.65% F: 69.11%
+2024-03-31 04:52:23 INFO test: loss: nan - UP: 70.93% UR: 59.99% UF: 65.00% P: 67.95% R: 57.48% F: 62.28%
+2024-03-31 04:52:23 INFO 0:00:03.380685s elapsed
+
+2024-03-31 04:52:23 INFO Epoch 40 / 5000:
+2024-03-31 04:52:26 INFO lr: 4.9600e-05 - loss: 0.0011 - UP: 94.61% UR: 92.26% UF: 93.42% P: 94.34% R: 92.00% F: 93.16%
+2024-03-31 04:52:26 INFO dev:  loss: 0.1209 - UP: 83.89% UR: 60.76% UF: 70.47% P: 77.25% R: 55.95% F: 64.90%
+2024-03-31 04:52:27 INFO test: loss: nan - UP: 73.73% UR: 55.51% UF: 63.34% P: 71.34% R: 53.71% F: 61.28%
+2024-03-31 04:52:27 INFO 0:00:03.375651s elapsed
+
+2024-03-31 04:52:27 INFO Epoch 41 / 5000:
+2024-03-31 04:52:29 INFO lr: 4.9590e-05 - loss: 0.0005 - UP: 95.71% UR: 91.73% UF: 93.67% P: 95.56% R: 91.58% F: 93.53%
+2024-03-31 04:52:30 INFO dev:  loss: 0.1229 - UP: 81.91% UR: 67.85% UF: 74.22% P: 77.07% R: 63.84% F: 69.84%
+2024-03-31 04:52:30 INFO test: loss: nan - UP: 71.90% UR: 59.07% UF: 64.86% P: 68.69% R: 56.43% F: 61.96%
+2024-03-31 04:52:30 INFO 0:00:03.362788s elapsed
+
+2024-03-31 04:52:30 INFO Epoch 42 / 5000:
+2024-03-31 04:52:33 INFO lr: 4.9580e-05 - loss: 0.0034 - UP: 95.03% UR: 91.08% UF: 93.01% P: 94.74% R: 90.80% F: 92.73%
+2024-03-31 04:52:33 INFO dev:  loss: 0.1353 - UP: 67.36% UR: 77.69% UF: 72.16% P: 62.90% R: 72.54% F: 67.38%
+2024-03-31 04:52:33 INFO test: loss: nan - UP: 62.56% UR: 70.72% UF: 66.39% P: 59.82% R: 67.62% F: 63.48%
+2024-03-31 04:52:33 INFO 0:00:03.363673s elapsed
+
+2024-03-31 04:52:33 INFO Epoch 43 / 5000:
+2024-03-31 04:52:36 INFO lr: 4.9570e-05 - loss: 0.0142 - UP: 92.67% UR: 89.43% UF: 91.02% P: 90.95% R: 87.77% F: 89.33%
+2024-03-31 04:52:36 INFO dev:  loss: 0.1275 - UP: 80.81% UR: 66.02% UF: 72.67% P: 74.23% R: 60.64% F: 66.75%
+2024-03-31 04:52:37 INFO test: loss: nan - UP: 69.70% UR: 58.32% UF: 63.50% P: 65.30% R: 54.63% F: 59.49%
+2024-03-31 04:52:37 INFO 0:00:03.325992s elapsed
+
+2024-03-31 04:52:37 INFO Epoch 44 / 5000:
+2024-03-31 04:52:39 INFO lr: 4.9560e-05 - loss: 0.0041 - UP: 96.07% UR: 91.48% UF: 93.72% P: 95.65% R: 91.08% F: 93.31%
+2024-03-31 04:52:40 INFO dev:  loss: 0.1441 - UP: 81.38% UR: 58.01% UF: 67.74% P: 76.40% R: 54.46% F: 63.59%
+2024-03-31 04:52:40 INFO test: loss: nan - UP: 75.90% UR: 54.50% UF: 63.45% P: 73.10% R: 52.49% F: 61.11%
+2024-03-31 04:52:40 INFO 0:00:03.349014s elapsed
+
+2024-03-31 04:52:40 INFO Epoch 45 / 5000:
+2024-03-31 04:52:43 INFO lr: 4.9550e-05 - loss: 0.0191 - UP: 89.68% UR: 89.86% UF: 89.77% P: 89.47% R: 89.65% F: 89.56%
+2024-03-31 04:52:43 INFO dev:  loss: 0.1337 - UP: 81.95% UR: 62.36% UF: 70.83% P: 75.64% R: 57.55% F: 65.37%
+2024-03-31 04:52:43 INFO test: loss: nan - UP: 72.91% UR: 55.26% UF: 62.87% P: 70.04% R: 53.08% F: 60.39%
+2024-03-31 04:52:43 INFO 0:00:03.353418s elapsed
+
+2024-03-31 04:52:43 INFO Epoch 46 / 5000:
+2024-03-31 04:52:46 INFO lr: 4.9540e-05 - loss: 0.0089 - UP: 95.82% UR: 90.37% UF: 93.02% P: 95.55% R: 90.11% F: 92.75%
+2024-03-31 04:52:46 INFO dev:  loss: 0.1428 - UP: 75.03% UR: 69.79% UF: 72.32% P: 68.51% R: 63.73% F: 66.03%
+2024-03-31 04:52:47 INFO test: loss: nan - UP: 69.03% UR: 65.19% UF: 67.05% P: 66.10% R: 62.42% F: 64.21%
+2024-03-31 04:52:47 INFO 0:00:03.353792s elapsed
+
+2024-03-31 04:52:47 INFO Epoch 47 / 5000:
+2024-03-31 04:52:50 INFO lr: 4.9530e-05 - loss: 0.0035 - UP: 95.23% UR: 92.55% UF: 93.87% P: 95.07% R: 92.39% F: 93.71%
+2024-03-31 04:52:50 INFO dev:  loss: 0.1401 - UP: 77.44% UR: 69.11% UF: 73.04% P: 71.28% R: 63.62% F: 67.23%
+2024-03-31 04:52:50 INFO test: loss: nan - UP: 70.06% UR: 63.51% UF: 66.62% P: 66.54% R: 60.33% F: 63.28%
+2024-03-31 04:52:50 INFO 0:00:03.379195s elapsed
+
+2024-03-31 04:52:50 INFO Epoch 48 / 5000:
+2024-03-31 04:52:53 INFO lr: 4.9520e-05 - loss: 0.0000 - UP: 95.69% UR: 90.96% UF: 93.26% P: 95.37% R: 90.66% F: 92.95%
+2024-03-31 04:52:53 INFO dev:  loss: 0.1427 - UP: 85.39% UR: 64.87% UF: 73.73% P: 79.07% R: 60.07% F: 68.27%
+2024-03-31 04:52:54 INFO test: loss: nan - UP: 75.64% UR: 55.30% UF: 63.89% P: 73.07% R: 53.41% F: 61.71%
+2024-03-31 04:52:54 INFO 0:00:03.375676s elapsed
+
+2024-03-31 04:52:54 INFO Epoch 49 / 5000:
+2024-03-31 04:52:56 INFO lr: 4.9510e-05 - loss: 0.0006 - UP: 96.57% UR: 93.00% UF: 94.75% P: 96.27% R: 92.71% F: 94.45%
+2024-03-31 04:52:57 INFO dev:  loss: 0.1400 - UP: 81.30% UR: 68.65% UF: 74.44% P: 74.12% R: 62.59% F: 67.87%
+2024-03-31 04:52:57 INFO test: loss: nan - UP: 72.20% UR: 60.49% UF: 65.83% P: 69.25% R: 58.02% F: 63.14%
+2024-03-31 04:52:57 INFO 0:00:03.374043s elapsed
+
+2024-03-31 04:52:57 INFO Epoch 50 / 5000:
+2024-03-31 04:53:00 INFO lr: 4.9500e-05 - loss: 0.0084 - UP: 96.86% UR: 94.77% UF: 95.80% P: 96.62% R: 94.54% F: 95.57%
+2024-03-31 04:53:00 INFO dev:  loss: 0.1303 - UP: 80.13% UR: 71.97% UF: 75.83% P: 74.78% R: 67.16% F: 70.77%
+2024-03-31 04:53:00 INFO test: loss: nan - UP: 70.33% UR: 63.55% UF: 66.77% P: 67.04% R: 60.58% F: 63.64%
+2024-03-31 04:53:07 INFO 0:00:03.366803s elapsed (saved)
+
+2024-03-31 04:53:07 INFO Epoch 51 / 5000:
+2024-03-31 04:53:10 INFO lr: 4.9490e-05 - loss: 0.0060 - UP: 97.69% UR: 96.52% UF: 97.10% P: 97.52% R: 96.35% F: 96.93%
+2024-03-31 04:53:10 INFO dev:  loss: 0.1440 - UP: 76.03% UR: 71.51% UF: 73.70% P: 68.61% R: 64.53% F: 66.51%
+2024-03-31 04:53:10 INFO test: loss: nan - UP: 69.39% UR: 65.23% UF: 67.24% P: 66.13% R: 62.17% F: 64.09%
+2024-03-31 04:53:10 INFO 0:00:03.386442s elapsed
+
+2024-03-31 04:53:10 INFO Epoch 52 / 5000:
+2024-03-31 04:53:13 INFO lr: 4.9480e-05 - loss: 0.0014 - UP: 97.93% UR: 95.48% UF: 96.69% P: 97.82% R: 95.38% F: 96.59%
+2024-03-31 04:53:13 INFO dev:  loss: 0.1552 - UP: 77.68% UR: 74.49% UF: 76.05% P: 71.00% R: 68.08% F: 69.51%
+2024-03-31 04:53:14 INFO test: loss: nan - UP: 67.06% UR: 66.28% UF: 66.67% P: 63.59% R: 62.84% F: 63.21%
+2024-03-31 04:53:14 INFO 0:00:03.342419s elapsed
+
+2024-03-31 04:53:14 INFO Epoch 53 / 5000:
+2024-03-31 04:53:16 INFO lr: 4.9470e-05 - loss: 0.0027 - UP: 97.15% UR: 96.02% UF: 96.58% P: 97.03% R: 95.90% F: 96.46%
+2024-03-31 04:53:17 INFO dev:  loss: 0.1423 - UP: 82.63% UR: 69.68% UF: 75.61% P: 75.71% R: 63.84% F: 69.27%
+2024-03-31 04:53:17 INFO test: loss: nan - UP: 72.07% UR: 60.33% UF: 65.68% P: 68.87% R: 57.65% F: 62.76%
+2024-03-31 04:53:17 INFO 0:00:03.343678s elapsed
+
+2024-03-31 04:53:17 INFO Epoch 54 / 5000:
+2024-03-31 04:53:20 INFO lr: 4.9460e-05 - loss: 0.0008 - UP: 98.40% UR: 95.61% UF: 96.98% P: 98.26% R: 95.48% F: 96.85%
+2024-03-31 04:53:20 INFO dev:  loss: 0.1393 - UP: 81.23% UR: 72.31% UF: 76.51% P: 74.81% R: 66.59% F: 70.46%
+2024-03-31 04:53:20 INFO test: loss: nan - UP: 70.77% UR: 62.38% UF: 66.31% P: 67.63% R: 59.61% F: 63.37%
+2024-03-31 04:53:20 INFO 0:00:03.332061s elapsed
+
+2024-03-31 04:53:20 INFO Epoch 55 / 5000:
+2024-03-31 04:53:23 INFO lr: 4.9450e-05 - loss: 0.0003 - UP: 97.87% UR: 96.71% UF: 97.28% P: 97.72% R: 96.56% F: 97.14%
+2024-03-31 04:53:23 INFO dev:  loss: 0.1402 - UP: 80.57% UR: 71.62% UF: 75.83% P: 73.49% R: 65.33% F: 69.17%
+2024-03-31 04:53:24 INFO test: loss: nan - UP: 71.19% UR: 63.55% UF: 67.15% P: 67.95% R: 60.66% F: 64.10%
+2024-03-31 04:53:24 INFO 0:00:03.347504s elapsed
+
+2024-03-31 04:53:24 INFO Epoch 56 / 5000:
+2024-03-31 04:53:26 INFO lr: 4.9440e-05 - loss: 0.0015 - UP: 97.68% UR: 95.58% UF: 96.62% P: 97.58% R: 95.48% F: 96.52%
+2024-03-31 04:53:27 INFO dev:  loss: 0.1590 - UP: 81.49% UR: 66.48% UF: 73.22% P: 74.61% R: 60.87% F: 67.04%
+2024-03-31 04:53:27 INFO test: loss: nan - UP: 74.56% UR: 58.57% UF: 65.60% P: 71.41% R: 56.10% F: 62.83%
+2024-03-31 04:53:27 INFO 0:00:03.357246s elapsed
+
+2024-03-31 04:53:27 INFO Epoch 57 / 5000:
+2024-03-31 04:53:30 INFO lr: 4.9430e-05 - loss: 0.0071 - UP: 96.53% UR: 93.96% UF: 95.23% P: 96.38% R: 93.82% F: 95.08%
+2024-03-31 04:53:30 INFO dev:  loss: 0.1665 - UP: 73.52% UR: 70.82% UF: 72.14% P: 66.75% R: 64.30% F: 65.50%
+2024-03-31 04:53:30 INFO test: loss: nan - UP: 67.64% UR: 63.30% UF: 65.40% P: 64.32% R: 60.20% F: 62.19%
+2024-03-31 04:53:30 INFO 0:00:03.378876s elapsed
+
+2024-03-31 04:53:30 INFO Epoch 58 / 5000:
+2024-03-31 04:53:33 INFO lr: 4.9420e-05 - loss: 0.0003 - UP: 96.19% UR: 93.20% UF: 94.67% P: 95.95% R: 92.97% F: 94.43%
+2024-03-31 04:53:33 INFO dev:  loss: 0.1448 - UP: 74.91% UR: 72.43% UF: 73.65% P: 67.93% R: 65.68% F: 66.78%
+2024-03-31 04:53:34 INFO test: loss: nan - UP: 67.55% UR: 62.09% UF: 64.70% P: 64.68% R: 59.45% F: 61.95%
+2024-03-31 04:53:34 INFO 0:00:03.335196s elapsed
+
+2024-03-31 04:53:34 INFO Epoch 59 / 5000:
+2024-03-31 04:53:36 INFO lr: 4.9410e-05 - loss: 0.0050 - UP: 97.07% UR: 95.54% UF: 96.30% P: 96.76% R: 95.24% F: 95.99%
+2024-03-31 04:53:37 INFO dev:  loss: 0.1421 - UP: 75.18% UR: 71.40% UF: 73.24% P: 69.76% R: 66.25% F: 67.96%
+2024-03-31 04:53:37 INFO test: loss: nan - UP: 68.36% UR: 66.44% UF: 67.39% P: 64.96% R: 63.13% F: 64.03%
+2024-03-31 04:53:37 INFO 0:00:03.334102s elapsed
+
+2024-03-31 04:53:37 INFO Epoch 60 / 5000:
+2024-03-31 04:53:40 INFO lr: 4.9400e-05 - loss: 0.0000 - UP: 97.40% UR: 95.84% UF: 96.62% P: 97.09% R: 95.54% F: 96.31%
+2024-03-31 04:53:40 INFO dev:  loss: 0.1633 - UP: 81.47% UR: 64.87% UF: 72.23% P: 75.86% R: 60.41% F: 67.26%
+2024-03-31 04:53:40 INFO test: loss: nan - UP: 75.53% UR: 58.06% UF: 65.66% P: 71.88% R: 55.26% F: 62.48%
+2024-03-31 04:53:40 INFO 0:00:03.366821s elapsed
+
+2024-03-31 04:53:40 INFO Epoch 61 / 5000:
+2024-03-31 04:53:43 INFO lr: 4.9390e-05 - loss: 0.0057 - UP: 96.22% UR: 94.38% UF: 95.29% P: 96.10% R: 94.27% F: 95.17%
+2024-03-31 04:53:43 INFO dev:  loss: 0.1389 - UP: 80.50% UR: 69.91% UF: 74.83% P: 74.44% R: 64.65% F: 69.20%
+2024-03-31 04:53:44 INFO test: loss: nan - UP: 71.93% UR: 60.54% UF: 65.74% P: 68.14% R: 57.35% F: 62.28%
+2024-03-31 04:53:44 INFO 0:00:03.346865s elapsed
+
+2024-03-31 04:53:44 INFO Epoch 62 / 5000:
+2024-03-31 04:53:46 INFO lr: 4.9380e-05 - loss: 0.0058 - UP: 97.13% UR: 94.46% UF: 95.78% P: 96.97% R: 94.30% F: 95.62%
+2024-03-31 04:53:47 INFO dev:  loss: 0.1771 - UP: 76.23% UR: 69.34% UF: 72.62% P: 69.43% R: 63.16% F: 66.15%
+2024-03-31 04:53:47 INFO test: loss: nan - UP: 67.84% UR: 60.70% UF: 64.07% P: 62.78% R: 56.18% F: 59.30%
+2024-03-31 04:53:47 INFO 0:00:03.350293s elapsed
+
+2024-03-31 04:53:47 INFO Epoch 63 / 5000:
+2024-03-31 04:53:50 INFO lr: 4.9370e-05 - loss: 0.0199 - UP: 89.15% UR: 84.71% UF: 86.87% P: 87.08% R: 82.75% F: 84.86%
+2024-03-31 04:53:50 INFO dev:  loss: 0.1468 - UP: 71.43% UR: 71.51% UF: 71.47% P: 65.26% R: 65.33% F: 65.29%
+2024-03-31 04:53:50 INFO test: loss: nan - UP: 66.28% UR: 65.40% UF: 65.84% P: 61.95% R: 61.12% F: 61.54%
+2024-03-31 04:53:50 INFO 0:00:03.400655s elapsed
+
+2024-03-31 04:53:50 INFO Epoch 64 / 5000:
+2024-03-31 04:53:53 INFO lr: 4.9360e-05 - loss: 0.0059 - UP: 94.71% UR: 86.33% UF: 90.32% P: 94.46% R: 86.10% F: 90.08%
+2024-03-31 04:53:54 INFO dev:  loss: 0.1419 - UP: 80.60% UR: 70.37% UF: 75.14% P: 74.84% R: 65.33% F: 69.76%
+2024-03-31 04:53:54 INFO test: loss: nan - UP: 71.55% UR: 62.04% UF: 66.46% P: 68.16% R: 59.11% F: 63.32%
+2024-03-31 04:53:54 INFO 0:00:03.403242s elapsed
+
+2024-03-31 04:53:54 INFO Epoch 65 / 5000:
+2024-03-31 04:53:57 INFO lr: 4.9350e-05 - loss: 0.0209 - UP: 96.17% UR: 92.84% UF: 94.48% P: 96.02% R: 92.69% F: 94.33%
+2024-03-31 04:53:57 INFO dev:  loss: 0.1633 - UP: 77.05% UR: 65.68% UF: 70.91% P: 70.74% R: 60.30% F: 65.10%
+2024-03-31 04:53:57 INFO test: loss: nan - UP: 69.94% UR: 56.05% UF: 62.23% P: 66.91% R: 53.62% F: 59.53%
+2024-03-31 04:53:57 INFO 0:00:03.390965s elapsed
+
+2024-03-31 04:53:57 INFO Epoch 66 / 5000:
+2024-03-31 04:54:00 INFO lr: 4.9340e-05 - loss: 0.0057 - UP: 95.19% UR: 91.21% UF: 93.16% P: 94.97% R: 90.99% F: 92.94%
+2024-03-31 04:54:00 INFO dev:  loss: 0.1371 - UP: 76.45% UR: 72.43% UF: 74.38% P: 69.81% R: 66.13% F: 67.92%
+2024-03-31 04:54:01 INFO test: loss: nan - UP: 68.64% UR: 63.01% UF: 65.71% P: 65.18% R: 59.82% F: 62.39%
+2024-03-31 04:54:01 INFO 0:00:03.394692s elapsed
+
+2024-03-31 04:54:01 INFO Epoch 67 / 5000:
+2024-03-31 04:54:03 INFO lr: 4.9330e-05 - loss: 0.0035 - UP: 97.26% UR: 94.70% UF: 95.96% P: 97.11% R: 94.56% F: 95.82%
+2024-03-31 04:54:04 INFO dev:  loss: 0.1349 - UP: 78.05% UR: 72.43% UF: 75.13% P: 72.38% R: 67.16% F: 69.67%
+2024-03-31 04:54:04 INFO test: loss: nan - UP: 71.42% UR: 63.13% UF: 67.02% P: 68.34% R: 60.41% F: 64.13%
+2024-03-31 04:54:04 INFO 0:00:03.392279s elapsed
+
+2024-03-31 04:54:04 INFO Epoch 68 / 5000:
+2024-03-31 04:54:07 INFO lr: 4.9320e-05 - loss: 0.0044 - UP: 98.09% UR: 95.74% UF: 96.90% P: 97.96% R: 95.61% F: 96.77%
+2024-03-31 04:54:07 INFO dev:  loss: 0.1460 - UP: 77.11% UR: 74.37% UF: 75.71% P: 71.89% R: 69.34% F: 70.59%
+2024-03-31 04:54:07 INFO test: loss: nan - UP: 68.66% UR: 65.44% UF: 67.01% P: 65.89% R: 62.80% F: 64.31%
+2024-03-31 04:54:07 INFO 0:00:03.397071s elapsed
+
+2024-03-31 04:54:07 INFO Epoch 69 / 5000:
+2024-03-31 04:54:10 INFO lr: 4.9310e-05 - loss: 0.0055 - UP: 97.92% UR: 96.45% UF: 97.18% P: 97.74% R: 96.27% F: 97.00%
+2024-03-31 04:54:10 INFO dev:  loss: 0.1438 - UP: 79.79% UR: 70.02% UF: 74.59% P: 74.19% R: 65.10% F: 69.35%
+2024-03-31 04:54:11 INFO test: loss: nan - UP: 73.58% UR: 60.91% UF: 66.65% P: 70.75% R: 58.57% F: 64.08%
+2024-03-31 04:54:11 INFO 0:00:03.409625s elapsed
+
+2024-03-31 04:54:11 INFO Epoch 70 / 5000:
+2024-03-31 04:54:14 INFO lr: 4.9300e-05 - loss: 0.0027 - UP: 97.93% UR: 96.13% UF: 97.02% P: 97.68% R: 95.89% F: 96.77%
+2024-03-31 04:54:14 INFO dev:  loss: 0.1388 - UP: 80.40% UR: 74.14% UF: 77.14% P: 74.19% R: 68.42% F: 71.19%
+2024-03-31 04:54:14 INFO test: loss: nan - UP: 71.12% UR: 64.26% UF: 67.52% P: 68.20% R: 61.63% F: 64.74%
+2024-03-31 04:54:21 INFO 0:00:03.414621s elapsed (saved)
+
+2024-03-31 04:54:21 INFO Epoch 71 / 5000:
+2024-03-31 04:54:24 INFO lr: 4.9290e-05 - loss: 0.0022 - UP: 98.09% UR: 96.62% UF: 97.35% P: 97.99% R: 96.52% F: 97.25%
+2024-03-31 04:54:24 INFO dev:  loss: 0.1366 - UP: 79.20% UR: 72.77% UF: 75.85% P: 73.85% R: 67.85% F: 70.72%
+2024-03-31 04:54:24 INFO test: loss: nan - UP: 71.53% UR: 63.89% UF: 67.49% P: 68.67% R: 61.33% F: 64.79%
+2024-03-31 04:54:24 INFO 0:00:03.384490s elapsed
+
+2024-03-31 04:54:24 INFO Epoch 72 / 5000:
+2024-03-31 04:54:27 INFO lr: 4.9280e-05 - loss: 0.0026 - UP: 98.23% UR: 96.79% UF: 97.51% P: 98.14% R: 96.71% F: 97.42%
+2024-03-31 04:54:27 INFO dev:  loss: 0.1482 - UP: 79.51% UR: 74.60% UF: 76.98% P: 74.51% R: 69.91% F: 72.14%
+2024-03-31 04:54:28 INFO test: loss: nan - UP: 68.89% UR: 66.78% UF: 67.82% P: 65.60% R: 63.59% F: 64.58%
+2024-03-31 04:54:34 INFO 0:00:03.361765s elapsed (saved)
+
+2024-03-31 04:54:35 INFO Epoch 73 / 5000:
+2024-03-31 04:54:37 INFO lr: 4.9270e-05 - loss: 0.0065 - UP: 98.47% UR: 97.31% UF: 97.89% P: 98.35% R: 97.20% F: 97.77%
+2024-03-31 04:54:38 INFO dev:  loss: 0.1485 - UP: 79.85% UR: 73.91% UF: 76.77% P: 74.41% R: 68.88% F: 71.54%
+2024-03-31 04:54:38 INFO test: loss: nan - UP: 71.44% UR: 64.77% UF: 67.94% P: 68.48% R: 62.09% F: 65.13%
+2024-03-31 04:54:38 INFO 0:00:03.410120s elapsed
+
+2024-03-31 04:54:38 INFO Epoch 74 / 5000:
+2024-03-31 04:54:41 INFO lr: 4.9260e-05 - loss: 0.0020 - UP: 98.34% UR: 97.73% UF: 98.04% P: 98.24% R: 97.63% F: 97.94%
+2024-03-31 04:54:41 INFO dev:  loss: 0.1508 - UP: 80.63% UR: 73.34% UF: 76.81% P: 74.72% R: 67.96% F: 71.18%
+2024-03-31 04:54:41 INFO test: loss: nan - UP: 71.84% UR: 63.39% UF: 67.35% P: 68.90% R: 60.79% F: 64.59%
+2024-03-31 04:54:41 INFO 0:00:03.378001s elapsed
+
+2024-03-31 04:54:41 INFO Epoch 75 / 5000:
+2024-03-31 04:54:44 INFO lr: 4.9250e-05 - loss: 0.0008 - UP: 98.60% UR: 97.40% UF: 98.00% P: 98.52% R: 97.33% F: 97.92%
+2024-03-31 04:54:44 INFO dev:  loss: 0.1440 - UP: 78.79% UR: 74.37% UF: 76.52% P: 73.58% R: 69.45% F: 71.45%
+2024-03-31 04:54:45 INFO test: loss: nan - UP: 70.65% UR: 65.94% UF: 68.21% P: 67.19% R: 62.71% F: 64.88%
+2024-03-31 04:54:45 INFO 0:00:03.353096s elapsed
+
+2024-03-31 04:54:45 INFO Epoch 76 / 5000:
+2024-03-31 04:54:47 INFO lr: 4.9240e-05 - loss: 0.0005 - UP: 98.65% UR: 97.78% UF: 98.21% P: 98.54% R: 97.68% F: 98.11%
+2024-03-31 04:54:48 INFO dev:  loss: 0.1478 - UP: 79.60% UR: 73.23% UF: 76.28% P: 74.75% R: 68.76% F: 71.63%
+2024-03-31 04:54:48 INFO test: loss: nan - UP: 71.40% UR: 64.31% UF: 67.67% P: 68.28% R: 61.50% F: 64.71%
+2024-03-31 04:54:48 INFO 0:00:03.383538s elapsed
+
+2024-03-31 04:54:48 INFO Epoch 77 / 5000:
+2024-03-31 04:54:51 INFO lr: 4.9230e-05 - loss: 0.0023 - UP: 98.55% UR: 97.89% UF: 98.22% P: 98.44% R: 97.79% F: 98.12%
+2024-03-31 04:54:51 INFO dev:  loss: 0.1511 - UP: 79.27% UR: 71.74% UF: 75.32% P: 74.46% R: 67.39% F: 70.75%
+2024-03-31 04:54:51 INFO test: loss: nan - UP: 73.02% UR: 64.18% UF: 68.32% P: 69.78% R: 61.33% F: 65.28%
+2024-03-31 04:54:51 INFO 0:00:03.381125s elapsed
+
+2024-03-31 04:54:51 INFO Epoch 78 / 5000:
+2024-03-31 04:54:54 INFO lr: 4.9220e-05 - loss: 0.0014 - UP: 98.36% UR: 97.86% UF: 98.11% P: 98.27% R: 97.78% F: 98.02%
+2024-03-31 04:54:54 INFO dev:  loss: 0.1417 - UP: 77.78% UR: 73.68% UF: 75.68% P: 73.31% R: 69.45% F: 71.33%
+2024-03-31 04:54:55 INFO test: loss: nan - UP: 70.63% UR: 65.77% UF: 68.11% P: 67.21% R: 62.59% F: 64.82%
+2024-03-31 04:54:55 INFO 0:00:03.368011s elapsed
+
+2024-03-31 04:54:55 INFO Epoch 79 / 5000:
+2024-03-31 04:54:58 INFO lr: 4.9210e-05 - loss: 0.0000 - UP: 98.68% UR: 97.89% UF: 98.28% P: 98.52% R: 97.73% F: 98.12%
+2024-03-31 04:54:58 INFO dev:  loss: 0.1360 - UP: 80.38% UR: 72.65% UF: 76.32% P: 75.57% R: 68.31% F: 71.75%
+2024-03-31 04:54:58 INFO test: loss: nan - UP: 72.13% UR: 64.94% UF: 68.34% P: 69.19% R: 62.30% F: 65.56%
+2024-03-31 04:54:58 INFO 0:00:03.367143s elapsed
+
+2024-03-31 04:54:58 INFO Epoch 80 / 5000:
+2024-03-31 04:55:01 INFO lr: 4.9200e-05 - loss: 0.0008 - UP: 98.74% UR: 98.28% UF: 98.51% P: 98.62% R: 98.17% F: 98.39%
+2024-03-31 04:55:01 INFO dev:  loss: 0.1420 - UP: 81.37% UR: 71.97% UF: 76.38% P: 76.46% R: 67.62% F: 71.77%
+2024-03-31 04:55:02 INFO test: loss: nan - UP: 72.04% UR: 64.64% UF: 68.14% P: 69.00% R: 61.92% F: 65.27%
+2024-03-31 04:55:02 INFO 0:00:03.402568s elapsed
+
+2024-03-31 04:55:02 INFO Epoch 81 / 5000:
+2024-03-31 04:55:04 INFO lr: 4.9190e-05 - loss: 0.0004 - UP: 98.71% UR: 98.31% UF: 98.51% P: 98.64% R: 98.24% F: 98.44%
+2024-03-31 04:55:05 INFO dev:  loss: 0.1443 - UP: 81.21% UR: 73.68% UF: 77.26% P: 76.29% R: 69.22% F: 72.59%
+2024-03-31 04:55:05 INFO test: loss: nan - UP: 70.78% UR: 64.64% UF: 67.57% P: 67.75% R: 61.88% F: 64.68%
+2024-03-31 04:55:12 INFO 0:00:03.370825s elapsed (saved)
+
+2024-03-31 04:55:12 INFO Epoch 82 / 5000:
+2024-03-31 04:55:15 INFO lr: 4.9180e-05 - loss: 0.0006 - UP: 98.80% UR: 98.43% UF: 98.61% P: 98.65% R: 98.28% F: 98.47%
+2024-03-31 04:55:15 INFO dev:  loss: 0.1378 - UP: 80.74% UR: 72.43% UF: 76.36% P: 76.53% R: 68.65% F: 72.38%
+2024-03-31 04:55:15 INFO test: loss: nan - UP: 72.56% UR: 64.26% UF: 68.16% P: 69.77% R: 61.79% F: 65.54%
+2024-03-31 04:55:15 INFO 0:00:03.406797s elapsed
+
+2024-03-31 04:55:15 INFO Epoch 83 / 5000:
+2024-03-31 04:55:18 INFO lr: 4.9170e-05 - loss: 0.0004 - UP: 98.88% UR: 98.30% UF: 98.59% P: 98.78% R: 98.20% F: 98.49%
+2024-03-31 04:55:18 INFO dev:  loss: 0.1442 - UP: 80.54% UR: 71.97% UF: 76.01% P: 76.31% R: 68.19% F: 72.02%
+2024-03-31 04:55:19 INFO test: loss: nan - UP: 71.97% UR: 64.85% UF: 68.22% P: 69.27% R: 62.42% F: 65.67%
+2024-03-31 04:55:19 INFO 0:00:03.379308s elapsed
+
+2024-03-31 04:55:19 INFO Epoch 84 / 5000:
+2024-03-31 04:55:21 INFO lr: 4.9160e-05 - loss: 0.0003 - UP: 99.06% UR: 98.40% UF: 98.73% P: 98.97% R: 98.31% F: 98.64%
+2024-03-31 04:55:22 INFO dev:  loss: 0.1477 - UP: 80.58% UR: 73.11% UF: 76.66% P: 76.54% R: 69.45% F: 72.83%
+2024-03-31 04:55:22 INFO test: loss: nan - UP: 71.77% UR: 65.40% UF: 68.43% P: 69.10% R: 62.97% F: 65.89%
+2024-03-31 04:55:29 INFO 0:00:03.394014s elapsed (saved)
+
+2024-03-31 04:55:29 INFO Epoch 85 / 5000:
+2024-03-31 04:55:32 INFO lr: 4.9150e-05 - loss: 0.0000 - UP: 99.10% UR: 98.63% UF: 98.86% P: 99.00% R: 98.53% F: 98.76%
+2024-03-31 04:55:32 INFO dev:  loss: 0.1606 - UP: 78.70% UR: 72.31% UF: 75.37% P: 74.47% R: 68.42% F: 71.32%
+2024-03-31 04:55:32 INFO test: loss: nan - UP: 69.08% UR: 66.07% UF: 67.54% P: 65.75% R: 62.88% F: 64.28%
+2024-03-31 04:55:32 INFO 0:00:03.420707s elapsed
+
+2024-03-31 04:55:32 INFO Epoch 86 / 5000:
+2024-03-31 04:55:35 INFO lr: 4.9140e-05 - loss: 0.0017 - UP: 97.07% UR: 95.65% UF: 96.36% P: 96.45% R: 95.05% F: 95.75%
+2024-03-31 04:55:35 INFO dev:  loss: 0.1199 - UP: 80.60% UR: 67.96% UF: 73.74% P: 75.17% R: 63.39% F: 68.78%
+2024-03-31 04:55:36 INFO test: loss: nan - UP: 71.86% UR: 59.28% UF: 64.97% P: 68.92% R: 56.85% F: 62.30%
+2024-03-31 04:55:36 INFO 0:00:03.387541s elapsed
+
+2024-03-31 04:55:36 INFO Epoch 87 / 5000:
+2024-03-31 04:55:39 INFO lr: 4.9130e-05 - loss: 0.0053 - UP: 98.14% UR: 97.43% UF: 97.78% P: 97.69% R: 96.98% F: 97.33%
+2024-03-31 04:55:39 INFO dev:  loss: 0.1297 - UP: 80.86% UR: 71.05% UF: 75.64% P: 75.91% R: 66.70% F: 71.01%
+2024-03-31 04:55:39 INFO test: loss: nan - UP: 68.57% UR: 60.41% UF: 64.23% P: 65.91% R: 58.06% F: 61.74%
+2024-03-31 04:55:39 INFO 0:00:03.383557s elapsed
+
+2024-03-31 04:55:39 INFO Epoch 88 / 5000:
+2024-03-31 04:55:42 INFO lr: 4.9120e-05 - loss: 0.0018 - UP: 98.69% UR: 97.75% UF: 98.22% P: 98.48% R: 97.55% F: 98.01%
+2024-03-31 04:55:42 INFO dev:  loss: 0.1515 - UP: 81.23% UR: 75.29% UF: 78.15% P: 76.42% R: 70.82% F: 73.52%
+2024-03-31 04:55:43 INFO test: loss: nan - UP: 66.97% UR: 64.39% UF: 65.66% P: 64.14% R: 61.67% F: 62.88%
+2024-03-31 04:55:49 INFO 0:00:03.390044s elapsed (saved)
+
+2024-03-31 04:55:49 INFO Epoch 89 / 5000:
+2024-03-31 04:55:52 INFO lr: 4.9110e-05 - loss: 0.0014 - UP: 98.79% UR: 97.96% UF: 98.38% P: 98.69% R: 97.86% F: 98.27%
+2024-03-31 04:55:52 INFO dev:  loss: 0.1407 - UP: 82.34% UR: 74.14% UF: 78.03% P: 77.13% R: 69.45% F: 73.09%
+2024-03-31 04:55:53 INFO test: loss: nan - UP: 68.40% UR: 63.30% UF: 65.75% P: 65.46% R: 60.58% F: 62.92%
+2024-03-31 04:55:53 INFO 0:00:03.389544s elapsed
+
+2024-03-31 04:55:53 INFO Epoch 90 / 5000:
+2024-03-31 04:55:55 INFO lr: 4.9100e-05 - loss: 0.0001 - UP: 98.83% UR: 98.53% UF: 98.68% P: 98.78% R: 98.48% F: 98.63%
+2024-03-31 04:55:56 INFO dev:  loss: 0.1444 - UP: 81.67% UR: 73.91% UF: 77.60% P: 76.49% R: 69.22% F: 72.67%
+2024-03-31 04:55:56 INFO test: loss: nan - UP: 68.57% UR: 62.51% UF: 65.40% P: 65.58% R: 59.78% F: 62.55%
+2024-03-31 04:55:56 INFO 0:00:03.383469s elapsed
+
+2024-03-31 04:55:56 INFO Epoch 91 / 5000:
+2024-03-31 04:55:59 INFO lr: 4.9090e-05 - loss: 0.0035 - UP: 99.06% UR: 98.50% UF: 98.78% P: 98.94% R: 98.38% F: 98.66%
+2024-03-31 04:55:59 INFO dev:  loss: 0.1479 - UP: 82.41% UR: 73.46% UF: 77.68% P: 77.15% R: 68.76% F: 72.72%
+2024-03-31 04:55:59 INFO test: loss: nan - UP: 69.32% UR: 62.38% UF: 65.67% P: 66.53% R: 59.87% F: 63.02%
+2024-03-31 04:55:59 INFO 0:00:03.353358s elapsed
+
+2024-03-31 04:55:59 INFO Epoch 92 / 5000:
+2024-03-31 04:56:02 INFO lr: 4.9080e-05 - loss: 0.0042 - UP: 98.99% UR: 98.69% UF: 98.84% P: 98.90% R: 98.60% F: 98.75%
+2024-03-31 04:56:02 INFO dev:  loss: 0.1489 - UP: 82.61% UR: 74.49% UF: 78.34% P: 77.16% R: 69.57% F: 73.16%
+2024-03-31 04:56:03 INFO test: loss: nan - UP: 68.82% UR: 62.80% UF: 65.67% P: 65.98% R: 60.20% F: 62.96%
+2024-03-31 04:56:03 INFO 0:00:03.385547s elapsed
+
+2024-03-31 04:56:03 INFO Epoch 93 / 5000:
+2024-03-31 04:56:05 INFO lr: 4.9070e-05 - loss: 0.0022 - UP: 99.09% UR: 98.61% UF: 98.85% P: 99.04% R: 98.57% F: 98.81%
+2024-03-31 04:56:06 INFO dev:  loss: 0.1537 - UP: 81.91% UR: 72.54% UF: 76.94% P: 76.49% R: 67.73% F: 71.84%
+2024-03-31 04:56:06 INFO test: loss: nan - UP: 69.24% UR: 62.42% UF: 65.65% P: 66.45% R: 59.91% F: 63.01%
+2024-03-31 04:56:06 INFO 0:00:03.356240s elapsed
+
+2024-03-31 04:56:06 INFO Epoch 94 / 5000:
+2024-03-31 04:56:09 INFO lr: 4.9060e-05 - loss: 0.0007 - UP: 99.20% UR: 98.63% UF: 98.91% P: 99.13% R: 98.56% F: 98.84%
+2024-03-31 04:56:09 INFO dev:  loss: 0.1520 - UP: 81.77% UR: 74.94% UF: 78.21% P: 76.65% R: 70.25% F: 73.31%
+2024-03-31 04:56:09 INFO test: loss: nan - UP: 68.73% UR: 62.80% UF: 65.63% P: 65.66% R: 59.99% F: 62.70%
+2024-03-31 04:56:09 INFO 0:00:03.381680s elapsed
+
+2024-03-31 04:56:09 INFO Epoch 95 / 5000:
+2024-03-31 04:56:12 INFO lr: 4.9050e-05 - loss: 0.0002 - UP: 98.54% UR: 97.69% UF: 98.11% P: 98.28% R: 97.43% F: 97.85%
+2024-03-31 04:56:12 INFO dev:  loss: 0.1456 - UP: 79.69% UR: 75.40% UF: 77.48% P: 74.24% R: 70.25% F: 72.19%
+2024-03-31 04:56:13 INFO test: loss: nan - UP: 66.93% UR: 61.21% UF: 63.94% P: 63.95% R: 58.48% F: 61.09%
+2024-03-31 04:56:13 INFO 0:00:03.371799s elapsed
+
+2024-03-31 04:56:13 INFO Epoch 96 / 5000:
+2024-03-31 04:56:16 INFO lr: 4.9040e-05 - loss: 0.0002 - UP: 98.49% UR: 97.98% UF: 98.23% P: 98.33% R: 97.82% F: 98.07%
+2024-03-31 04:56:16 INFO dev:  loss: 0.1687 - UP: 79.29% UR: 71.85% UF: 75.39% P: 73.86% R: 66.93% F: 70.23%
+2024-03-31 04:56:16 INFO test: loss: nan - UP: 67.74% UR: 62.63% UF: 65.08% P: 64.20% R: 59.36% F: 61.69%
+2024-03-31 04:56:16 INFO 0:00:03.381070s elapsed
+
+2024-03-31 04:56:16 INFO Epoch 97 / 5000:
+2024-03-31 04:56:19 INFO lr: 4.9030e-05 - loss: 0.0109 - UP: 98.15% UR: 97.18% UF: 97.66% P: 97.83% R: 96.87% F: 97.34%
+2024-03-31 04:56:19 INFO dev:  loss: 0.1655 - UP: 81.24% UR: 70.37% UF: 75.41% P: 76.09% R: 65.90% F: 70.63%
+2024-03-31 04:56:20 INFO test: loss: nan - UP: 71.96% UR: 60.54% UF: 65.76% P: 68.48% R: 57.60% F: 62.57%
+2024-03-31 04:56:20 INFO 0:00:03.395692s elapsed
+
+2024-03-31 04:56:20 INFO Epoch 98 / 5000:
+2024-03-31 04:56:22 INFO lr: 4.9020e-05 - loss: 0.0071 - UP: 96.21% UR: 96.38% UF: 96.29% P: 95.88% R: 96.04% F: 95.96%
+2024-03-31 04:56:23 INFO dev:  loss: 0.1382 - UP: 76.86% UR: 72.20% UF: 74.45% P: 71.74% R: 67.39% F: 69.50%
+2024-03-31 04:56:23 INFO test: loss: nan - UP: 65.83% UR: 61.67% UF: 63.68% P: 62.25% R: 58.32% F: 60.22%
+2024-03-31 04:56:23 INFO 0:00:03.345717s elapsed
+
+2024-03-31 04:56:23 INFO Epoch 99 / 5000:
+2024-03-31 04:56:26 INFO lr: 4.9010e-05 - loss: 0.0039 - UP: 97.87% UR: 96.72% UF: 97.29% P: 97.65% R: 96.51% F: 97.07%
+2024-03-31 04:56:26 INFO dev:  loss: 0.1324 - UP: 79.21% UR: 71.05% UF: 74.91% P: 73.60% R: 66.02% F: 69.60%
+2024-03-31 04:56:26 INFO test: loss: nan - UP: 69.40% UR: 61.75% UF: 65.35% P: 66.43% R: 59.11% F: 62.56%
+2024-03-31 04:56:26 INFO 0:00:03.359715s elapsed
+
+2024-03-31 04:56:26 INFO Epoch 100 / 5000:
+2024-03-31 04:56:29 INFO lr: 4.9000e-05 - loss: 0.0017 - UP: 98.47% UR: 97.65% UF: 98.06% P: 98.34% R: 97.52% F: 97.93%
+2024-03-31 04:56:29 INFO dev:  loss: 0.1473 - UP: 78.16% UR: 72.88% UF: 75.43% P: 72.64% R: 67.73% F: 70.10%
+2024-03-31 04:56:30 INFO test: loss: nan - UP: 67.23% UR: 63.76% UF: 65.45% P: 63.38% R: 60.12% F: 61.71%
+2024-03-31 04:56:30 INFO 0:00:03.357904s elapsed
+
+2024-03-31 04:56:30 INFO Epoch 101 / 5000:
+2024-03-31 04:56:32 INFO lr: 4.8990e-05 - loss: 0.0000 - UP: 98.08% UR: 97.23% UF: 97.65% P: 97.90% R: 97.05% F: 97.48%
+2024-03-31 04:56:33 INFO dev:  loss: 0.1475 - UP: 81.40% UR: 70.59% UF: 75.61% P: 75.73% R: 65.68% F: 70.34%
+2024-03-31 04:56:33 INFO test: loss: nan - UP: 72.47% UR: 58.44% UF: 64.70% P: 69.51% R: 56.05% F: 62.06%
+2024-03-31 04:56:33 INFO 0:00:03.359443s elapsed
+
+2024-03-31 04:56:33 INFO Epoch 102 / 5000:
+2024-03-31 04:56:36 INFO lr: 4.8980e-05 - loss: 0.0000 - UP: 98.47% UR: 97.69% UF: 98.08% P: 98.30% R: 97.52% F: 97.91%
+2024-03-31 04:56:36 INFO dev:  loss: 0.1509 - UP: 77.55% UR: 74.71% UF: 76.11% P: 71.38% R: 68.76% F: 70.05%
+2024-03-31 04:56:36 INFO test: loss: nan - UP: 67.27% UR: 65.35% UF: 66.30% P: 64.25% R: 62.42% F: 63.32%
+2024-03-31 04:56:36 INFO 0:00:03.398334s elapsed
+
+2024-03-31 04:56:36 INFO Epoch 103 / 5000:
+2024-03-31 04:56:39 INFO lr: 4.8970e-05 - loss: 0.0011 - UP: 97.43% UR: 97.05% UF: 97.24% P: 95.93% R: 95.55% F: 95.74%
+2024-03-31 04:56:39 INFO dev:  loss: 0.1656 - UP: 76.56% UR: 67.28% UF: 71.62% P: 68.88% R: 60.53% F: 64.43%
+2024-03-31 04:56:40 INFO test: loss: nan - UP: 67.84% UR: 59.11% UF: 63.17% P: 64.18% R: 55.93% F: 59.77%
+2024-03-31 04:56:40 INFO 0:00:03.385942s elapsed
+
+2024-03-31 04:56:40 INFO Epoch 104 / 5000:
+2024-03-31 04:56:42 INFO lr: 4.8960e-05 - loss: 0.0007 - UP: 96.80% UR: 93.95% UF: 95.35% P: 96.12% R: 93.29% F: 94.68%
+2024-03-31 04:56:43 INFO dev:  loss: 0.1213 - UP: 78.42% UR: 70.25% UF: 74.11% P: 72.80% R: 65.22% F: 68.80%
+2024-03-31 04:56:43 INFO test: loss: nan - UP: 70.57% UR: 62.30% UF: 66.18% P: 67.77% R: 59.82% F: 63.55%
+2024-03-31 04:56:43 INFO 0:00:03.335126s elapsed
+
+2024-03-31 04:56:43 INFO Epoch 105 / 5000:
+2024-03-31 04:56:46 INFO lr: 4.8950e-05 - loss: 0.0000 - UP: 97.44% UR: 97.17% UF: 97.30% P: 97.21% R: 96.94% F: 97.07%
+2024-03-31 04:56:46 INFO dev:  loss: 0.1499 - UP: 77.74% UR: 69.91% UF: 73.61% P: 72.01% R: 64.76% F: 68.19%
+2024-03-31 04:56:46 INFO test: loss: nan - UP: 69.94% UR: 64.43% UF: 67.07% P: 66.85% R: 61.58% F: 64.11%
+2024-03-31 04:56:46 INFO 0:00:03.388588s elapsed
+
+2024-03-31 04:56:46 INFO Epoch 106 / 5000:
+2024-03-31 04:56:49 INFO lr: 4.8940e-05 - loss: 0.0002 - UP: 98.48% UR: 97.96% UF: 98.22% P: 98.37% R: 97.86% F: 98.12%
+2024-03-31 04:56:50 INFO dev:  loss: 0.1408 - UP: 78.06% UR: 70.82% UF: 74.27% P: 71.88% R: 65.22% F: 68.39%
+2024-03-31 04:56:50 INFO test: loss: nan - UP: 71.34% UR: 64.01% UF: 67.48% P: 68.39% R: 61.37% F: 64.69%
+2024-03-31 04:56:50 INFO 0:00:03.391474s elapsed
+
+2024-03-31 04:56:50 INFO Epoch 107 / 5000:
+2024-03-31 04:56:53 INFO lr: 4.8930e-05 - loss: 0.0042 - UP: 98.59% UR: 98.09% UF: 98.34% P: 98.45% R: 97.95% F: 98.20%
+2024-03-31 04:56:53 INFO dev:  loss: 0.1529 - UP: 76.89% UR: 71.17% UF: 73.92% P: 70.70% R: 65.45% F: 67.97%
+2024-03-31 04:56:53 INFO test: loss: nan - UP: 70.48% UR: 64.01% UF: 67.09% P: 67.48% R: 61.29% F: 64.24%
+2024-03-31 04:56:53 INFO 0:00:03.382830s elapsed
+
+2024-03-31 04:56:53 INFO Epoch 108 / 5000:
+2024-03-31 04:56:56 INFO lr: 4.8920e-05 - loss: 0.0015 - UP: 98.65% UR: 98.05% UF: 98.35% P: 98.52% R: 97.92% F: 98.22%
+2024-03-31 04:56:56 INFO dev:  loss: 0.1487 - UP: 75.92% UR: 73.23% UF: 74.55% P: 70.94% R: 68.42% F: 69.66%
+2024-03-31 04:56:57 INFO test: loss: nan - UP: 68.22% UR: 65.19% UF: 66.67% P: 65.15% R: 62.25% F: 63.67%
+2024-03-31 04:56:57 INFO 0:00:03.396833s elapsed
+
+2024-03-31 04:56:57 INFO Epoch 109 / 5000:
+2024-03-31 04:56:59 INFO lr: 4.8910e-05 - loss: 0.0000 - UP: 99.08% UR: 98.28% UF: 98.68% P: 98.97% R: 98.17% F: 98.56%
+2024-03-31 04:57:00 INFO dev:  loss: 0.1534 - UP: 76.77% UR: 73.00% UF: 74.84% P: 70.76% R: 67.28% F: 68.97%
+2024-03-31 04:57:00 INFO test: loss: nan - UP: 68.88% UR: 65.10% UF: 66.94% P: 65.60% R: 62.00% F: 63.75%
+2024-03-31 04:57:00 INFO 0:00:03.397996s elapsed
+
+2024-03-31 04:57:00 INFO Epoch 110 / 5000:
+2024-03-31 04:57:03 INFO lr: 4.8900e-05 - loss: 0.0002 - UP: 98.76% UR: 98.02% UF: 98.39% P: 98.69% R: 97.95% F: 98.32%
+2024-03-31 04:57:03 INFO dev:  loss: 0.1492 - UP: 78.35% UR: 74.94% UF: 76.61% P: 72.49% R: 69.34% F: 70.88%
+2024-03-31 04:57:03 INFO test: loss: nan - UP: 66.65% UR: 68.16% UF: 67.40% P: 63.13% R: 64.56% F: 63.84%
+2024-03-31 04:57:03 INFO 0:00:03.404501s elapsed
+
+2024-03-31 04:57:03 INFO Epoch 111 / 5000:
+2024-03-31 04:57:06 INFO lr: 4.8890e-05 - loss: 0.0015 - UP: 98.30% UR: 96.00% UF: 97.14% P: 98.20% R: 95.90% F: 97.03%
+2024-03-31 04:57:07 INFO dev:  loss: 0.1390 - UP: 79.44% UR: 64.53% UF: 71.21% P: 73.10% R: 59.38% F: 65.53%
+2024-03-31 04:57:07 INFO test: loss: nan - UP: 73.53% UR: 54.92% UF: 62.88% P: 70.78% R: 52.87% F: 60.53%
+2024-03-31 04:57:07 INFO 0:00:03.401452s elapsed
+
+2024-03-31 04:57:07 INFO Epoch 112 / 5000:
+2024-03-31 04:57:10 INFO lr: 4.8880e-05 - loss: 0.0006 - UP: 96.51% UR: 96.75% UF: 96.63% P: 96.41% R: 96.65% F: 96.53%
+2024-03-31 04:57:10 INFO dev:  loss: 0.1404 - UP: 80.51% UR: 68.99% UF: 74.31% P: 73.56% R: 63.04% F: 67.90%
+2024-03-31 04:57:10 INFO test: loss: nan - UP: 72.32% UR: 59.32% UF: 65.18% P: 68.79% R: 56.43% F: 62.00%
+2024-03-31 04:57:10 INFO 0:00:03.420595s elapsed
+
+2024-03-31 04:57:10 INFO Epoch 113 / 5000:
+2024-03-31 04:57:13 INFO lr: 4.8870e-05 - loss: 0.0005 - UP: 98.38% UR: 97.31% UF: 97.84% P: 98.23% R: 97.17% F: 97.70%
+2024-03-31 04:57:13 INFO dev:  loss: 0.1443 - UP: 80.84% UR: 68.08% UF: 73.91% P: 75.00% R: 63.16% F: 68.57%
+2024-03-31 04:57:14 INFO test: loss: nan - UP: 71.28% UR: 59.15% UF: 64.65% P: 67.95% R: 56.39% F: 61.63%
+2024-03-31 04:57:14 INFO 0:00:03.390294s elapsed
+
+2024-03-31 04:57:14 INFO Epoch 114 / 5000:
+2024-03-31 04:57:16 INFO lr: 4.8860e-05 - loss: 0.0046 - UP: 94.01% UR: 84.12% UF: 88.79% P: 91.24% R: 81.63% F: 86.17%
+2024-03-31 04:57:17 INFO dev:  loss: 0.1329 - UP: 71.53% UR: 72.43% UF: 71.97% P: 65.65% R: 66.48% F: 66.06%
+2024-03-31 04:57:17 INFO test: loss: nan - UP: 65.20% UR: 64.35% UF: 64.77% P: 61.21% R: 60.41% F: 60.81%
+2024-03-31 04:57:17 INFO 0:00:03.399070s elapsed
+
+2024-03-31 04:57:17 INFO Epoch 115 / 5000:
+2024-03-31 04:57:20 INFO lr: 4.8850e-05 - loss: 0.0126 - UP: 96.08% UR: 93.36% UF: 94.70% P: 95.51% R: 92.81% F: 94.14%
+2024-03-31 04:57:20 INFO dev:  loss: 0.1418 - UP: 80.82% UR: 65.56% UF: 72.39% P: 74.89% R: 60.76% F: 67.09%
+2024-03-31 04:57:20 INFO test: loss: nan - UP: 74.16% UR: 55.30% UF: 63.35% P: 71.12% R: 53.04% F: 60.76%
+2024-03-31 04:57:20 INFO 0:00:03.406469s elapsed
+
+2024-03-31 04:57:20 INFO Epoch 116 / 5000:
+2024-03-31 04:57:23 INFO lr: 4.8840e-05 - loss: 0.0001 - UP: 95.58% UR: 93.27% UF: 94.41% P: 94.63% R: 92.35% F: 93.47%
+2024-03-31 04:57:24 INFO dev:  loss: 0.1324 - UP: 77.16% UR: 66.48% UF: 71.42% P: 72.91% R: 62.81% F: 67.49%
+2024-03-31 04:57:24 INFO test: loss: nan - UP: 71.60% UR: 60.62% UF: 65.65% P: 66.90% R: 56.64% F: 61.34%
+2024-03-31 04:57:24 INFO 0:00:03.422370s elapsed
+
+2024-03-31 04:57:24 INFO Epoch 117 / 5000:
+2024-03-31 04:57:27 INFO lr: 4.8830e-05 - loss: 0.0265 - UP: 97.47% UR: 95.76% UF: 96.61% P: 97.06% R: 95.35% F: 96.20%
+2024-03-31 04:57:27 INFO dev:  loss: 0.1408 - UP: 76.30% UR: 72.20% UF: 74.19% P: 70.74% R: 66.93% F: 68.78%
+2024-03-31 04:57:27 INFO test: loss: nan - UP: 68.62% UR: 63.22% UF: 65.81% P: 65.17% R: 60.03% F: 62.49%
+2024-03-31 04:57:27 INFO 0:00:03.422818s elapsed
+
+2024-03-31 04:57:27 INFO Epoch 118 / 5000:
+2024-03-31 04:57:30 INFO lr: 4.8820e-05 - loss: 0.0085 - UP: 96.94% UR: 94.08% UF: 95.49% P: 95.60% R: 92.78% F: 94.17%
+2024-03-31 04:57:30 INFO dev:  loss: 0.1206 - UP: 77.75% UR: 67.96% UF: 72.53% P: 71.99% R: 62.93% F: 67.16%
+2024-03-31 04:57:31 INFO test: loss: nan - UP: 69.81% UR: 60.24% UF: 64.67% P: 65.53% R: 56.56% F: 60.72%
+2024-03-31 04:57:31 INFO 0:00:03.417929s elapsed
+
+2024-03-31 04:57:38 INFO Epoch 88 saved
+2024-03-31 04:57:38 INFO dev:  UP: 81.23% UR: 75.29% UF: 78.15% P: 76.42% R: 70.82% F: 73.52%
+2024-03-31 04:57:38 INFO test: UP: 66.97% UR: 64.39% UF: 65.66% P: 64.14% R: 61.67% F: 62.88%
+2024-03-31 04:57:38 INFO 0:06:38.584318s elapsed, 0:00:03.377833s/epoch

models/multibooked_ca/sdp_bySentiment_asc/80/model_vi_multibooked_ca_xlm_6

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:297b1ddb0a511bada63ec8981cda76b04de03127a7e0a50826022bfe4e4ef82f
-size 1177852613
+oid sha256:bb33d784ac1f8b865c69af1a37e340a50df34da9ff91aa1fcb0a3b1eb9f071c7
+size 1177848113

models/multibooked_ca/sdp_bySentiment_asc/80/model_vi_multibooked_ca_xlm_6.train.log

@@ -1,4 +1,4 @@
-2024-01-06 09:27:33 INFO 
+2024-03-31 04:28:48 INFO 
 ---------------------+-------------------------------
 Param                |             Value             
 ---------------------+-------------------------------
@@ -14,7 +14,7 @@ warmup               |              0.0
 update_steps         |               1               
 mode                 |             train             
 path                 | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_ca/sdp_bySentiment_asc/80/model_vi_multibooked_ca_xlm_6
-device               |               1               
+device               |               0               
 seed                 |               1               
 threads              |               16              
 local_rank           |               -1              
@@ -35,9 +35,746 @@ bert                 |        xlm-roberta-base
 inference            |              mfvi             
 ---------------------+-------------------------------
 
-2024-01-06 09:27:33 INFO Building the fields
-2024-01-06 09:27:35 INFO CoNLL(
+2024-03-31 04:28:48 INFO Building the fields
+2024-03-31 04:28:49 INFO CoNLL(
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
  (labels): ChartField()
 )
-2024-01-06 09:27:35 INFO Building the model
+2024-03-31 04:28:49 INFO Building the model
+2024-03-31 04:28:51 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=4, bias_x=True, bias_y=True)
+  (criterion): CrossEntropyLoss()
+  (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
+  (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
+  (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
+  (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (inference): SemanticDependencyMFVI(max_iter=3)
+)
+
+2024-03-31 04:28:51 INFO Loading the data
+2024-03-31 04:28:52 INFO 
+train: Dataset(n_sentences=938, n_batches=32, n_buckets=32)
+dev:   Dataset(n_sentences=132, n_batches=29, n_buckets=29)
+test:  Dataset(n_sentences=335, n_batches=32, n_buckets=32)
+
+2024-03-31 04:28:52 INFO Epoch 1 / 5000:
+2024-03-31 04:28:56 INFO lr: 4.9990e-05 - loss: 0.3464 - UP:  6.37% UR: 16.46% UF:  9.18% P:  2.35% R:  6.06% F:  3.38%
+2024-03-31 04:28:56 INFO dev:  loss: 0.2133 - UP: 71.43% UR:  1.72% UF:  3.35% P: 52.38% R:  1.26% F:  2.46%
+2024-03-31 04:28:56 INFO test: loss: nan - UP: 61.54% UR:  1.01% UF:  1.98% P: 43.59% R:  0.71% F:  1.40%
+2024-03-31 04:29:01 INFO 0:00:03.926958s elapsed (saved)
+
+2024-03-31 04:29:01 INFO Epoch 2 / 5000:
+2024-03-31 04:29:04 INFO lr: 4.9980e-05 - loss: 0.4942 - UP: 46.41% UR:  9.90% UF: 16.33% P: 38.77% R:  8.27% F: 13.64%
+2024-03-31 04:29:04 INFO dev:  loss: 0.1853 - UP: 87.63% UR:  9.73% UF: 17.51% P: 77.32% R:  8.58% F: 15.45%
+2024-03-31 04:29:04 INFO test: loss: nan - UP: 81.09% UR:  8.09% UF: 14.70% P: 75.21% R:  7.50% F: 13.64%
+2024-03-31 04:29:12 INFO 0:00:03.381124s elapsed (saved)
+
+2024-03-31 04:29:12 INFO Epoch 3 / 5000:
+2024-03-31 04:29:15 INFO lr: 4.9970e-05 - loss: 0.1431 - UP: 68.68% UR: 20.70% UF: 31.82% P: 63.84% R: 19.25% F: 29.58%
+2024-03-31 04:29:15 INFO dev:  loss: 0.1229 - UP: 82.92% UR: 22.77% UF: 35.73% P: 76.25% R: 20.94% F: 32.85%
+2024-03-31 04:29:16 INFO test: loss: nan - UP: 74.00% UR: 19.44% UF: 30.79% P: 69.86% R: 18.35% F: 29.06%
+2024-03-31 04:29:23 INFO 0:00:03.353503s elapsed (saved)
+
+2024-03-31 04:29:23 INFO Epoch 4 / 5000:
+2024-03-31 04:29:26 INFO lr: 4.9960e-05 - loss: 0.0702 - UP: 66.67% UR: 26.60% UF: 38.02% P: 63.30% R: 25.25% F: 36.10%
+2024-03-31 04:29:27 INFO dev:  loss: 0.1102 - UP: 79.45% UR: 26.54% UF: 39.79% P: 73.63% R: 24.60% F: 36.88%
+2024-03-31 04:29:27 INFO test: loss: nan - UP: 74.72% UR: 22.54% UF: 34.63% P: 70.97% R: 21.41% F: 32.89%
+2024-03-31 04:29:34 INFO 0:00:03.378375s elapsed (saved)
+
+2024-03-31 04:29:34 INFO Epoch 5 / 5000:
+2024-03-31 04:29:37 INFO lr: 4.9950e-05 - loss: 0.0156 - UP: 72.42% UR: 36.70% UF: 48.72% P: 68.92% R: 34.93% F: 46.36%
+2024-03-31 04:29:37 INFO dev:  loss: 0.0933 - UP: 68.99% UR: 48.63% UF: 57.05% P: 64.94% R: 45.77% F: 53.69%
+2024-03-31 04:29:38 INFO test: loss: nan - UP: 65.42% UR: 41.14% UF: 50.51% P: 61.89% R: 38.92% F: 47.79%
+2024-03-31 04:29:45 INFO 0:00:03.367927s elapsed (saved)
+
+2024-03-31 04:29:45 INFO Epoch 6 / 5000:
+2024-03-31 04:29:47 INFO lr: 4.9940e-05 - loss: 0.0159 - UP: 75.91% UR: 42.49% UF: 54.48% P: 73.77% R: 41.29% F: 52.95%
+2024-03-31 04:29:48 INFO dev:  loss: 0.0940 - UP: 78.67% UR: 37.99% UF: 51.23% P: 74.88% R: 36.16% F: 48.77%
+2024-03-31 04:29:48 INFO test: loss: nan - UP: 73.93% UR: 33.14% UF: 45.76% P: 70.00% R: 31.38% F: 43.33%
+2024-03-31 04:29:48 INFO 0:00:03.370640s elapsed
+
+2024-03-31 04:29:48 INFO Epoch 7 / 5000:
+2024-03-31 04:29:51 INFO lr: 4.9930e-05 - loss: 0.0115 - UP: 74.10% UR: 49.29% UF: 59.20% P: 72.52% R: 48.24% F: 57.94%
+2024-03-31 04:29:51 INFO dev:  loss: 0.0930 - UP: 77.06% UR: 46.11% UF: 57.70% P: 73.23% R: 43.82% F: 54.83%
+2024-03-31 04:29:51 INFO test: loss: nan - UP: 69.13% UR: 36.87% UF: 48.09% P: 66.38% R: 35.40% F: 46.17%
+2024-03-31 04:29:58 INFO 0:00:03.359620s elapsed (saved)
+
+2024-03-31 04:29:58 INFO Epoch 8 / 5000:
+2024-03-31 04:30:01 INFO lr: 4.9920e-05 - loss: 0.0648 - UP: 78.54% UR: 54.22% UF: 64.15% P: 76.62% R: 52.89% F: 62.58%
+2024-03-31 04:30:01 INFO dev:  loss: 0.0855 - UP: 75.27% UR: 55.03% UF: 63.58% P: 71.52% R: 52.29% F: 60.41%
+2024-03-31 04:30:02 INFO test: loss: nan - UP: 68.51% UR: 44.66% UF: 54.07% P: 64.65% R: 42.14% F: 51.03%
+2024-03-31 04:30:09 INFO 0:00:03.393657s elapsed (saved)
+
+2024-03-31 04:30:09 INFO Epoch 9 / 5000:
+2024-03-31 04:30:11 INFO lr: 4.9910e-05 - loss: 0.0419 - UP: 80.15% UR: 57.78% UF: 67.15% P: 79.09% R: 57.02% F: 66.26%
+2024-03-31 04:30:12 INFO dev:  loss: 0.0880 - UP: 70.91% UR: 55.49% UF: 62.26% P: 66.81% R: 52.29% F: 58.66%
+2024-03-31 04:30:12 INFO test: loss: nan - UP: 64.33% UR: 47.38% UF: 54.57% P: 61.15% R: 45.04% F: 51.87%
+2024-03-31 04:30:12 INFO 0:00:03.394275s elapsed
+
+2024-03-31 04:30:12 INFO Epoch 10 / 5000:
+2024-03-31 04:30:15 INFO lr: 4.9900e-05 - loss: 0.0027 - UP: 80.96% UR: 61.58% UF: 69.95% P: 79.23% R: 60.27% F: 68.46%
+2024-03-31 04:30:15 INFO dev:  loss: 0.0930 - UP: 75.04% UR: 50.57% UF: 60.42% P: 71.14% R: 47.94% F: 57.28%
+2024-03-31 04:30:15 INFO test: loss: nan - UP: 69.30% UR: 44.53% UF: 54.22% P: 66.10% R: 42.48% F: 51.72%
+2024-03-31 04:30:15 INFO 0:00:03.372276s elapsed
+
+2024-03-31 04:30:15 INFO Epoch 11 / 5000:
+2024-03-31 04:30:18 INFO lr: 4.9890e-05 - loss: 0.0143 - UP: 82.82% UR: 62.94% UF: 71.52% P: 81.02% R: 61.57% F: 69.96%
+2024-03-31 04:30:18 INFO dev:  loss: 0.0953 - UP: 71.45% UR: 60.41% UF: 65.47% P: 66.98% R: 56.64% F: 61.38%
+2024-03-31 04:30:19 INFO test: loss: nan - UP: 65.16% UR: 52.03% UF: 57.86% P: 61.54% R: 49.14% F: 54.65%
+2024-03-31 04:30:25 INFO 0:00:03.369985s elapsed (saved)
+
+2024-03-31 04:30:25 INFO Epoch 12 / 5000:
+2024-03-31 04:30:28 INFO lr: 4.9880e-05 - loss: 0.0399 - UP: 81.69% UR: 62.95% UF: 71.11% P: 80.33% R: 61.90% F: 69.92%
+2024-03-31 04:30:29 INFO dev:  loss: 0.0986 - UP: 75.31% UR: 55.15% UF: 63.67% P: 71.09% R: 52.06% F: 60.11%
+2024-03-31 04:30:29 INFO test: loss: nan - UP: 70.20% UR: 47.17% UF: 56.43% P: 67.08% R: 45.08% F: 53.92%
+2024-03-31 04:30:29 INFO 0:00:03.376735s elapsed
+
+2024-03-31 04:30:29 INFO Epoch 13 / 5000:
+2024-03-31 04:30:32 INFO lr: 4.9870e-05 - loss: 0.0410 - UP: 82.79% UR: 63.63% UF: 71.96% P: 82.10% R: 63.10% F: 71.35%
+2024-03-31 04:30:32 INFO dev:  loss: 0.1014 - UP: 70.55% UR: 54.00% UF: 61.18% P: 65.92% R: 50.46% F: 57.16%
+2024-03-31 04:30:32 INFO test: loss: nan - UP: 67.06% UR: 47.26% UF: 55.44% P: 63.20% R: 44.53% F: 52.25%
+2024-03-31 04:30:32 INFO 0:00:03.397656s elapsed
+
+2024-03-31 04:30:32 INFO Epoch 14 / 5000:
+2024-03-31 04:30:35 INFO lr: 4.9860e-05 - loss: 0.0402 - UP: 83.37% UR: 70.52% UF: 76.41% P: 82.84% R: 70.07% F: 75.92%
+2024-03-31 04:30:35 INFO dev:  loss: 0.1013 - UP: 77.81% UR: 56.98% UF: 65.79% P: 73.59% R: 53.89% F: 62.22%
+2024-03-31 04:30:36 INFO test: loss: nan - UP: 72.42% UR: 48.51% UF: 58.10% P: 68.67% R: 46.00% F: 55.09%
+2024-03-31 04:30:43 INFO 0:00:03.390451s elapsed (saved)
+
+2024-03-31 04:30:43 INFO Epoch 15 / 5000:
+2024-03-31 04:30:46 INFO lr: 4.9850e-05 - loss: 0.0410 - UP: 85.13% UR: 70.62% UF: 77.20% P: 84.44% R: 70.04% F: 76.57%
+2024-03-31 04:30:46 INFO dev:  loss: 0.1052 - UP: 83.96% UR: 48.51% UF: 61.49% P: 78.61% R: 45.42% F: 57.58%
+2024-03-31 04:30:46 INFO test: loss: nan - UP: 74.59% UR: 41.56% UF: 53.38% P: 70.00% R: 39.00% F: 50.09%
+2024-03-31 04:30:46 INFO 0:00:03.407596s elapsed
+
+2024-03-31 04:30:46 INFO Epoch 16 / 5000:
+2024-03-31 04:30:49 INFO lr: 4.9840e-05 - loss: 0.0486 - UP: 87.65% UR: 72.68% UF: 79.47% P: 86.85% R: 72.02% F: 78.74%
+2024-03-31 04:30:49 INFO dev:  loss: 0.0902 - UP: 79.35% UR: 55.84% UF: 65.55% P: 76.26% R: 53.66% F: 63.00%
+2024-03-31 04:30:50 INFO test: loss: nan - UP: 74.25% UR: 49.77% UF: 59.59% P: 71.06% R: 47.63% F: 57.04%
+2024-03-31 04:30:56 INFO 0:00:03.391659s elapsed (saved)
+
+2024-03-31 04:30:56 INFO Epoch 17 / 5000:
+2024-03-31 04:30:59 INFO lr: 4.9830e-05 - loss: 0.0231 - UP: 89.46% UR: 73.03% UF: 80.41% P: 89.12% R: 72.75% F: 80.11%
+2024-03-31 04:30:59 INFO dev:  loss: 0.1008 - UP: 76.89% UR: 58.24% UF: 66.28% P: 72.51% R: 54.92% F: 62.50%
+2024-03-31 04:31:00 INFO test: loss: nan - UP: 70.77% UR: 50.82% UF: 59.16% P: 67.68% R: 48.60% F: 56.57%
+2024-03-31 04:31:00 INFO 0:00:03.408913s elapsed
+
+2024-03-31 04:31:00 INFO Epoch 18 / 5000:
+2024-03-31 04:31:02 INFO lr: 4.9820e-05 - loss: 0.0215 - UP: 88.60% UR: 78.69% UF: 83.35% P: 88.10% R: 78.24% F: 82.88%
+2024-03-31 04:31:03 INFO dev:  loss: 0.0974 - UP: 81.37% UR: 56.98% UF: 67.03% P: 77.29% R: 54.12% F: 63.66%
+2024-03-31 04:31:03 INFO test: loss: nan - UP: 75.40% UR: 50.73% UF: 60.66% P: 72.35% R: 48.68% F: 58.20%
+2024-03-31 04:31:10 INFO 0:00:03.383281s elapsed (saved)
+
+2024-03-31 04:31:10 INFO Epoch 19 / 5000:
+2024-03-31 04:31:13 INFO lr: 4.9810e-05 - loss: 0.0295 - UP: 89.26% UR: 78.95% UF: 83.79% P: 88.64% R: 78.40% F: 83.21%
+2024-03-31 04:31:13 INFO dev:  loss: 0.1176 - UP: 82.92% UR: 57.21% UF: 67.70% P: 76.29% R: 52.63% F: 62.29%
+2024-03-31 04:31:13 INFO test: loss: nan - UP: 74.39% UR: 50.73% UF: 60.32% P: 70.21% R: 47.88% F: 56.94%
+2024-03-31 04:31:13 INFO 0:00:03.349830s elapsed
+
+2024-03-31 04:31:13 INFO Epoch 20 / 5000:
+2024-03-31 04:31:16 INFO lr: 4.9800e-05 - loss: 0.0049 - UP: 90.90% UR: 79.01% UF: 84.54% P: 90.47% R: 78.63% F: 84.13%
+2024-03-31 04:31:16 INFO dev:  loss: 0.1122 - UP: 81.87% UR: 59.95% UF: 69.22% P: 77.03% R: 56.41% F: 65.13%
+2024-03-31 04:31:16 INFO test: loss: nan - UP: 76.22% UR: 54.80% UF: 63.76% P: 72.67% R: 52.24% F: 60.78%
+2024-03-31 04:31:23 INFO 0:00:03.320974s elapsed (saved)
+
+2024-03-31 04:31:23 INFO Epoch 21 / 5000:
+2024-03-31 04:31:26 INFO lr: 4.9790e-05 - loss: 0.0349 - UP: 89.94% UR: 83.09% UF: 86.38% P: 89.11% R: 82.33% F: 85.58%
+2024-03-31 04:31:26 INFO dev:  loss: 0.1130 - UP: 74.77% UR: 64.76% UF: 69.41% P: 69.48% R: 60.18% F: 64.50%
+2024-03-31 04:31:26 INFO test: loss: nan - UP: 68.74% UR: 61.71% UF: 65.03% P: 65.47% R: 58.78% F: 61.94%
+2024-03-31 04:31:26 INFO 0:00:03.392951s elapsed
+
+2024-03-31 04:31:26 INFO Epoch 22 / 5000:
+2024-03-31 04:31:29 INFO lr: 4.9780e-05 - loss: 0.0179 - UP: 89.64% UR: 77.71% UF: 83.25% P: 88.97% R: 77.13% F: 82.63%
+2024-03-31 04:31:29 INFO dev:  loss: 0.1042 - UP: 76.20% UR: 61.56% UF: 68.10% P: 70.54% R: 56.98% F: 63.04%
+2024-03-31 04:31:30 INFO test: loss: nan - UP: 72.83% UR: 57.39% UF: 64.20% P: 68.58% R: 54.04% F: 60.45%
+2024-03-31 04:31:30 INFO 0:00:03.378797s elapsed
+
+2024-03-31 04:31:30 INFO Epoch 23 / 5000:
+2024-03-31 04:31:32 INFO lr: 4.9770e-05 - loss: 0.0004 - UP: 91.67% UR: 83.05% UF: 87.14% P: 91.30% R: 82.72% F: 86.80%
+2024-03-31 04:31:33 INFO dev:  loss: 0.1103 - UP: 80.12% UR: 61.33% UF: 69.48% P: 74.44% R: 56.98% F: 64.55%
+2024-03-31 04:31:33 INFO test: loss: nan - UP: 74.35% UR: 57.31% UF: 64.73% P: 71.03% R: 54.75% F: 61.84%
+2024-03-31 04:31:33 INFO 0:00:03.317402s elapsed
+
+2024-03-31 04:31:33 INFO Epoch 24 / 5000:
+2024-03-31 04:31:36 INFO lr: 4.9760e-05 - loss: 0.0005 - UP: 93.10% UR: 83.58% UF: 88.09% P: 91.78% R: 82.40% F: 86.84%
+2024-03-31 04:31:36 INFO dev:  loss: 0.1093 - UP: 75.88% UR: 64.42% UF: 69.68% P: 70.35% R: 59.73% F: 64.60%
+2024-03-31 04:31:36 INFO test: loss: nan - UP: 69.91% UR: 59.66% UF: 64.38% P: 66.72% R: 56.93% F: 61.44%
+2024-03-31 04:31:36 INFO 0:00:03.343509s elapsed
+
+2024-03-31 04:31:36 INFO Epoch 25 / 5000:
+2024-03-31 04:31:39 INFO lr: 4.9750e-05 - loss: 0.0027 - UP: 92.83% UR: 86.69% UF: 89.65% P: 92.58% R: 86.46% F: 89.41%
+2024-03-31 04:31:39 INFO dev:  loss: 0.1225 - UP: 80.09% UR: 61.21% UF: 69.39% P: 73.05% R: 55.84% F: 63.29%
+2024-03-31 04:31:40 INFO test: loss: nan - UP: 74.57% UR: 56.14% UF: 64.05% P: 70.73% R: 53.25% F: 60.76%
+2024-03-31 04:31:40 INFO 0:00:03.328688s elapsed
+
+2024-03-31 04:31:40 INFO Epoch 26 / 5000:
+2024-03-31 04:31:42 INFO lr: 4.9740e-05 - loss: 0.0046 - UP: 92.90% UR: 87.48% UF: 90.11% P: 92.36% R: 86.98% F: 89.59%
+2024-03-31 04:31:43 INFO dev:  loss: 0.1190 - UP: 76.29% UR: 65.90% UF: 70.72% P: 69.67% R: 60.18% F: 64.58%
+2024-03-31 04:31:43 INFO test: loss: nan - UP: 69.06% UR: 59.66% UF: 64.01% P: 66.25% R: 57.23% F: 61.41%
+2024-03-31 04:31:43 INFO 0:00:03.340467s elapsed
+
+2024-03-31 04:31:43 INFO Epoch 27 / 5000:
+2024-03-31 04:31:46 INFO lr: 4.9730e-05 - loss: 0.0184 - UP: 92.28% UR: 88.39% UF: 90.29% P: 91.69% R: 87.83% F: 89.72%
+2024-03-31 04:31:46 INFO dev:  loss: 0.1187 - UP: 80.17% UR: 64.30% UF: 71.37% P: 74.47% R: 59.73% F: 66.29%
+2024-03-31 04:31:46 INFO test: loss: nan - UP: 72.66% UR: 56.01% UF: 63.26% P: 69.02% R: 53.20% F: 60.09%
+2024-03-31 04:31:53 INFO 0:00:03.369616s elapsed (saved)
+
+2024-03-31 04:31:53 INFO Epoch 28 / 5000:
+2024-03-31 04:31:56 INFO lr: 4.9720e-05 - loss: 0.0036 - UP: 93.25% UR: 88.41% UF: 90.76% P: 92.96% R: 88.13% F: 90.48%
+2024-03-31 04:31:56 INFO dev:  loss: 0.1181 - UP: 75.19% UR: 66.25% UF: 70.44% P: 70.13% R: 61.78% F: 65.69%
+2024-03-31 04:31:57 INFO test: loss: nan - UP: 69.03% UR: 62.09% UF: 65.37% P: 65.44% R: 58.86% F: 61.98%
+2024-03-31 04:31:57 INFO 0:00:03.361349s elapsed
+
+2024-03-31 04:31:57 INFO Epoch 29 / 5000:
+2024-03-31 04:31:59 INFO lr: 4.9710e-05 - loss: 0.0038 - UP: 94.98% UR: 89.92% UF: 92.38% P: 94.85% R: 89.79% F: 92.25%
+2024-03-31 04:32:00 INFO dev:  loss: 0.1231 - UP: 79.33% UR: 65.45% UF: 71.72% P: 73.93% R: 60.98% F: 66.83%
+2024-03-31 04:32:00 INFO test: loss: nan - UP: 72.31% UR: 61.71% UF: 66.59% P: 69.42% R: 59.24% F: 63.92%
+2024-03-31 04:32:07 INFO 0:00:03.363649s elapsed (saved)
+
+2024-03-31 04:32:07 INFO Epoch 30 / 5000:
+2024-03-31 04:32:09 INFO lr: 4.9700e-05 - loss: 0.0050 - UP: 94.86% UR: 89.47% UF: 92.09% P: 94.60% R: 89.23% F: 91.83%
+2024-03-31 04:32:10 INFO dev:  loss: 0.1416 - UP: 73.34% UR: 67.05% UF: 70.05% P: 67.96% R: 62.13% F: 64.91%
+2024-03-31 04:32:10 INFO test: loss: nan - UP: 70.59% UR: 62.04% UF: 66.04% P: 67.68% R: 59.49% F: 63.32%
+2024-03-31 04:32:10 INFO 0:00:03.370484s elapsed
+
+2024-03-31 04:32:10 INFO Epoch 31 / 5000:
+2024-03-31 04:32:13 INFO lr: 4.9690e-05 - loss: 0.0461 - UP: 92.83% UR: 86.41% UF: 89.51% P: 92.18% R: 85.81% F: 88.88%
+2024-03-31 04:32:13 INFO dev:  loss: 0.1347 - UP: 78.36% UR: 64.65% UF: 70.85% P: 71.01% R: 58.58% F: 64.20%
+2024-03-31 04:32:13 INFO test: loss: nan - UP: 69.86% UR: 58.36% UF: 63.59% P: 66.60% R: 55.63% F: 60.63%
+2024-03-31 04:32:13 INFO 0:00:03.359770s elapsed
+
+2024-03-31 04:32:13 INFO Epoch 32 / 5000:
+2024-03-31 04:32:16 INFO lr: 4.9680e-05 - loss: 0.0150 - UP: 92.45% UR: 86.59% UF: 89.42% P: 91.95% R: 86.12% F: 88.94%
+2024-03-31 04:32:16 INFO dev:  loss: 0.1078 - UP: 76.61% UR: 69.34% UF: 72.79% P: 71.18% R: 64.42% F: 67.63%
+2024-03-31 04:32:17 INFO test: loss: nan - UP: 67.89% UR: 62.63% UF: 65.16% P: 64.49% R: 59.49% F: 61.89%
+2024-03-31 04:32:22 INFO 0:00:03.333906s elapsed (saved)
+
+2024-03-31 04:32:22 INFO Epoch 33 / 5000:
+2024-03-31 04:32:25 INFO lr: 4.9670e-05 - loss: 0.0055 - UP: 94.43% UR: 88.42% UF: 91.33% P: 94.23% R: 88.23% F: 91.13%
+2024-03-31 04:32:25 INFO dev:  loss: 0.1164 - UP: 80.81% UR: 66.02% UF: 72.67% P: 75.49% R: 61.67% F: 67.88%
+2024-03-31 04:32:26 INFO test: loss: nan - UP: 70.87% UR: 60.75% UF: 65.42% P: 67.69% R: 58.02% F: 62.49%
+2024-03-31 04:32:32 INFO 0:00:03.380042s elapsed (saved)
+
+2024-03-31 04:32:32 INFO Epoch 34 / 5000:
+2024-03-31 04:32:35 INFO lr: 4.9660e-05 - loss: 0.0136 - UP: 96.02% UR: 92.00% UF: 93.97% P: 95.84% R: 91.83% F: 93.79%
+2024-03-31 04:32:35 INFO dev:  loss: 0.1263 - UP: 80.77% UR: 64.42% UF: 71.67% P: 75.47% R: 60.18% F: 66.96%
+2024-03-31 04:32:36 INFO test: loss: nan - UP: 73.72% UR: 59.57% UF: 65.89% P: 70.87% R: 57.27% F: 63.35%
+2024-03-31 04:32:36 INFO 0:00:03.375480s elapsed
+
+2024-03-31 04:32:36 INFO Epoch 35 / 5000:
+2024-03-31 04:32:39 INFO lr: 4.9650e-05 - loss: 0.0015 - UP: 96.21% UR: 93.52% UF: 94.85% P: 96.09% R: 93.40% F: 94.73%
+2024-03-31 04:32:39 INFO dev:  loss: 0.1275 - UP: 77.48% UR: 69.68% UF: 73.37% P: 72.39% R: 65.10% F: 68.55%
+2024-03-31 04:32:39 INFO test: loss: nan - UP: 69.43% UR: 63.85% UF: 66.52% P: 66.42% R: 61.08% F: 63.64%
+2024-03-31 04:32:46 INFO 0:00:03.335457s elapsed (saved)
+
+2024-03-31 04:32:46 INFO Epoch 36 / 5000:
+2024-03-31 04:32:49 INFO lr: 4.9640e-05 - loss: 0.0002 - UP: 96.69% UR: 93.24% UF: 94.94% P: 96.50% R: 93.06% F: 94.74%
+2024-03-31 04:32:49 INFO dev:  loss: 0.1297 - UP: 79.37% UR: 69.57% UF: 74.15% P: 73.89% R: 64.76% F: 69.02%
+2024-03-31 04:32:49 INFO test: loss: nan - UP: 71.10% UR: 60.70% UF: 65.49% P: 67.37% R: 57.52% F: 62.06%
+2024-03-31 04:32:56 INFO 0:00:03.381500s elapsed (saved)
+
+2024-03-31 04:32:56 INFO Epoch 37 / 5000:
+2024-03-31 04:32:59 INFO lr: 4.9630e-05 - loss: 0.0050 - UP: 96.94% UR: 93.86% UF: 95.38% P: 96.67% R: 93.60% F: 95.11%
+2024-03-31 04:32:59 INFO dev:  loss: 0.1223 - UP: 79.27% UR: 69.57% UF: 74.10% P: 75.49% R: 66.25% F: 70.57%
+2024-03-31 04:32:59 INFO test: loss: nan - UP: 72.01% UR: 61.75% UF: 66.49% P: 69.61% R: 59.70% F: 64.28%
+2024-03-31 04:33:06 INFO 0:00:03.306782s elapsed (saved)
+
+2024-03-31 04:33:06 INFO Epoch 38 / 5000:
+2024-03-31 04:33:09 INFO lr: 4.9620e-05 - loss: 0.0064 - UP: 96.19% UR: 93.95% UF: 95.06% P: 95.95% R: 93.72% F: 94.82%
+2024-03-31 04:33:09 INFO dev:  loss: 0.1117 - UP: 79.19% UR: 69.68% UF: 74.13% P: 75.03% R: 66.02% F: 70.24%
+2024-03-31 04:33:09 INFO test: loss: nan - UP: 70.42% UR: 63.22% UF: 66.62% P: 67.29% R: 60.41% F: 63.66%
+2024-03-31 04:33:09 INFO 0:00:03.347966s elapsed
+
+2024-03-31 04:33:09 INFO Epoch 39 / 5000:
+2024-03-31 04:33:12 INFO lr: 4.9610e-05 - loss: 0.0003 - UP: 96.00% UR: 93.83% UF: 94.90% P: 95.55% R: 93.40% F: 94.47%
+2024-03-31 04:33:12 INFO dev:  loss: 0.1253 - UP: 80.29% UR: 69.91% UF: 74.74% P: 74.24% R: 64.65% F: 69.11%
+2024-03-31 04:33:13 INFO test: loss: nan - UP: 70.93% UR: 59.99% UF: 65.00% P: 67.95% R: 57.48% F: 62.28%
+2024-03-31 04:33:13 INFO 0:00:03.313573s elapsed
+
+2024-03-31 04:33:13 INFO Epoch 40 / 5000:
+2024-03-31 04:33:15 INFO lr: 4.9600e-05 - loss: 0.0011 - UP: 94.61% UR: 92.26% UF: 93.42% P: 94.34% R: 92.00% F: 93.16%
+2024-03-31 04:33:16 INFO dev:  loss: 0.1209 - UP: 83.89% UR: 60.76% UF: 70.47% P: 77.25% R: 55.95% F: 64.90%
+2024-03-31 04:33:16 INFO test: loss: nan - UP: 73.73% UR: 55.51% UF: 63.34% P: 71.34% R: 53.71% F: 61.28%
+2024-03-31 04:33:16 INFO 0:00:03.314987s elapsed
+
+2024-03-31 04:33:16 INFO Epoch 41 / 5000:
+2024-03-31 04:33:19 INFO lr: 4.9590e-05 - loss: 0.0005 - UP: 95.71% UR: 91.73% UF: 93.67% P: 95.56% R: 91.58% F: 93.53%
+2024-03-31 04:33:19 INFO dev:  loss: 0.1229 - UP: 81.91% UR: 67.85% UF: 74.22% P: 77.07% R: 63.84% F: 69.84%
+2024-03-31 04:33:19 INFO test: loss: nan - UP: 71.90% UR: 59.07% UF: 64.86% P: 68.69% R: 56.43% F: 61.96%
+2024-03-31 04:33:19 INFO 0:00:03.331629s elapsed
+
+2024-03-31 04:33:19 INFO Epoch 42 / 5000:
+2024-03-31 04:33:22 INFO lr: 4.9580e-05 - loss: 0.0034 - UP: 95.03% UR: 91.08% UF: 93.01% P: 94.74% R: 90.80% F: 92.73%
+2024-03-31 04:33:22 INFO dev:  loss: 0.1353 - UP: 67.36% UR: 77.69% UF: 72.16% P: 62.90% R: 72.54% F: 67.38%
+2024-03-31 04:33:22 INFO test: loss: nan - UP: 62.56% UR: 70.72% UF: 66.39% P: 59.82% R: 67.62% F: 63.48%
+2024-03-31 04:33:22 INFO 0:00:03.300225s elapsed
+
+2024-03-31 04:33:22 INFO Epoch 43 / 5000:
+2024-03-31 04:33:25 INFO lr: 4.9570e-05 - loss: 0.0142 - UP: 92.67% UR: 89.43% UF: 91.02% P: 90.95% R: 87.77% F: 89.33%
+2024-03-31 04:33:25 INFO dev:  loss: 0.1275 - UP: 80.81% UR: 66.02% UF: 72.67% P: 74.23% R: 60.64% F: 66.75%
+2024-03-31 04:33:26 INFO test: loss: nan - UP: 69.70% UR: 58.32% UF: 63.50% P: 65.30% R: 54.63% F: 59.49%
+2024-03-31 04:33:26 INFO 0:00:03.310349s elapsed
+
+2024-03-31 04:33:26 INFO Epoch 44 / 5000:
+2024-03-31 04:33:29 INFO lr: 4.9560e-05 - loss: 0.0041 - UP: 96.07% UR: 91.48% UF: 93.72% P: 95.65% R: 91.08% F: 93.31%
+2024-03-31 04:33:29 INFO dev:  loss: 0.1441 - UP: 81.38% UR: 58.01% UF: 67.74% P: 76.40% R: 54.46% F: 63.59%
+2024-03-31 04:33:29 INFO test: loss: nan - UP: 75.90% UR: 54.50% UF: 63.45% P: 73.10% R: 52.49% F: 61.11%
+2024-03-31 04:33:29 INFO 0:00:03.355556s elapsed
+
+2024-03-31 04:33:29 INFO Epoch 45 / 5000:
+2024-03-31 04:33:32 INFO lr: 4.9550e-05 - loss: 0.0191 - UP: 89.68% UR: 89.86% UF: 89.77% P: 89.47% R: 89.65% F: 89.56%
+2024-03-31 04:33:32 INFO dev:  loss: 0.1337 - UP: 81.95% UR: 62.36% UF: 70.83% P: 75.64% R: 57.55% F: 65.37%
+2024-03-31 04:33:33 INFO test: loss: nan - UP: 72.91% UR: 55.26% UF: 62.87% P: 70.04% R: 53.08% F: 60.39%
+2024-03-31 04:33:33 INFO 0:00:03.349864s elapsed
+
+2024-03-31 04:33:33 INFO Epoch 46 / 5000:
+2024-03-31 04:33:35 INFO lr: 4.9540e-05 - loss: 0.0089 - UP: 95.82% UR: 90.37% UF: 93.02% P: 95.55% R: 90.11% F: 92.75%
+2024-03-31 04:33:35 INFO dev:  loss: 0.1428 - UP: 75.03% UR: 69.79% UF: 72.32% P: 68.51% R: 63.73% F: 66.03%
+2024-03-31 04:33:36 INFO test: loss: nan - UP: 69.03% UR: 65.19% UF: 67.05% P: 66.10% R: 62.42% F: 64.21%
+2024-03-31 04:33:36 INFO 0:00:03.317932s elapsed
+
+2024-03-31 04:33:36 INFO Epoch 47 / 5000:
+2024-03-31 04:33:39 INFO lr: 4.9530e-05 - loss: 0.0035 - UP: 95.23% UR: 92.55% UF: 93.87% P: 95.07% R: 92.39% F: 93.71%
+2024-03-31 04:33:39 INFO dev:  loss: 0.1401 - UP: 77.44% UR: 69.11% UF: 73.04% P: 71.28% R: 63.62% F: 67.23%
+2024-03-31 04:33:39 INFO test: loss: nan - UP: 70.06% UR: 63.51% UF: 66.62% P: 66.54% R: 60.33% F: 63.28%
+2024-03-31 04:33:39 INFO 0:00:03.322527s elapsed
+
+2024-03-31 04:33:39 INFO Epoch 48 / 5000:
+2024-03-31 04:33:42 INFO lr: 4.9520e-05 - loss: 0.0000 - UP: 95.69% UR: 90.96% UF: 93.26% P: 95.37% R: 90.66% F: 92.95%
+2024-03-31 04:33:42 INFO dev:  loss: 0.1427 - UP: 85.39% UR: 64.87% UF: 73.73% P: 79.07% R: 60.07% F: 68.27%
+2024-03-31 04:33:42 INFO test: loss: nan - UP: 75.64% UR: 55.30% UF: 63.89% P: 73.07% R: 53.41% F: 61.71%
+2024-03-31 04:33:42 INFO 0:00:03.338127s elapsed
+
+2024-03-31 04:33:42 INFO Epoch 49 / 5000:
+2024-03-31 04:33:45 INFO lr: 4.9510e-05 - loss: 0.0006 - UP: 96.57% UR: 93.00% UF: 94.75% P: 96.27% R: 92.71% F: 94.45%
+2024-03-31 04:33:45 INFO dev:  loss: 0.1400 - UP: 81.30% UR: 68.65% UF: 74.44% P: 74.12% R: 62.59% F: 67.87%
+2024-03-31 04:33:46 INFO test: loss: nan - UP: 72.20% UR: 60.49% UF: 65.83% P: 69.25% R: 58.02% F: 63.14%
+2024-03-31 04:33:46 INFO 0:00:03.330286s elapsed
+
+2024-03-31 04:33:46 INFO Epoch 50 / 5000:
+2024-03-31 04:33:49 INFO lr: 4.9500e-05 - loss: 0.0084 - UP: 96.86% UR: 94.77% UF: 95.80% P: 96.62% R: 94.54% F: 95.57%
+2024-03-31 04:33:49 INFO dev:  loss: 0.1303 - UP: 80.13% UR: 71.97% UF: 75.83% P: 74.78% R: 67.16% F: 70.77%
+2024-03-31 04:33:49 INFO test: loss: nan - UP: 70.33% UR: 63.55% UF: 66.77% P: 67.04% R: 60.58% F: 63.64%
+2024-03-31 04:33:56 INFO 0:00:03.342588s elapsed (saved)
+
+2024-03-31 04:33:56 INFO Epoch 51 / 5000:
+2024-03-31 04:33:59 INFO lr: 4.9490e-05 - loss: 0.0060 - UP: 97.69% UR: 96.52% UF: 97.10% P: 97.52% R: 96.35% F: 96.93%
+2024-03-31 04:33:59 INFO dev:  loss: 0.1440 - UP: 76.03% UR: 71.51% UF: 73.70% P: 68.61% R: 64.53% F: 66.51%
+2024-03-31 04:33:59 INFO test: loss: nan - UP: 69.39% UR: 65.23% UF: 67.24% P: 66.13% R: 62.17% F: 64.09%
+2024-03-31 04:33:59 INFO 0:00:03.332810s elapsed
+
+2024-03-31 04:33:59 INFO Epoch 52 / 5000:
+2024-03-31 04:34:02 INFO lr: 4.9480e-05 - loss: 0.0014 - UP: 97.93% UR: 95.48% UF: 96.69% P: 97.82% R: 95.38% F: 96.59%
+2024-03-31 04:34:02 INFO dev:  loss: 0.1552 - UP: 77.68% UR: 74.49% UF: 76.05% P: 71.00% R: 68.08% F: 69.51%
+2024-03-31 04:34:02 INFO test: loss: nan - UP: 67.06% UR: 66.28% UF: 66.67% P: 63.59% R: 62.84% F: 63.21%
+2024-03-31 04:34:02 INFO 0:00:03.345854s elapsed
+
+2024-03-31 04:34:02 INFO Epoch 53 / 5000:
+2024-03-31 04:34:05 INFO lr: 4.9470e-05 - loss: 0.0027 - UP: 97.15% UR: 96.02% UF: 96.58% P: 97.03% R: 95.90% F: 96.46%
+2024-03-31 04:34:06 INFO dev:  loss: 0.1423 - UP: 82.63% UR: 69.68% UF: 75.61% P: 75.71% R: 63.84% F: 69.27%
+2024-03-31 04:34:06 INFO test: loss: nan - UP: 72.07% UR: 60.33% UF: 65.68% P: 68.87% R: 57.65% F: 62.76%
+2024-03-31 04:34:06 INFO 0:00:03.355541s elapsed
+
+2024-03-31 04:34:06 INFO Epoch 54 / 5000:
+2024-03-31 04:34:09 INFO lr: 4.9460e-05 - loss: 0.0008 - UP: 98.40% UR: 95.61% UF: 96.98% P: 98.26% R: 95.48% F: 96.85%
+2024-03-31 04:34:09 INFO dev:  loss: 0.1393 - UP: 81.23% UR: 72.31% UF: 76.51% P: 74.81% R: 66.59% F: 70.46%
+2024-03-31 04:34:09 INFO test: loss: nan - UP: 70.77% UR: 62.38% UF: 66.31% P: 67.63% R: 59.61% F: 63.37%
+2024-03-31 04:34:09 INFO 0:00:03.338323s elapsed
+
+2024-03-31 04:34:09 INFO Epoch 55 / 5000:
+2024-03-31 04:34:12 INFO lr: 4.9450e-05 - loss: 0.0003 - UP: 97.87% UR: 96.71% UF: 97.28% P: 97.72% R: 96.56% F: 97.14%
+2024-03-31 04:34:12 INFO dev:  loss: 0.1402 - UP: 80.57% UR: 71.62% UF: 75.83% P: 73.49% R: 65.33% F: 69.17%
+2024-03-31 04:34:13 INFO test: loss: nan - UP: 71.19% UR: 63.55% UF: 67.15% P: 67.95% R: 60.66% F: 64.10%
+2024-03-31 04:34:13 INFO 0:00:03.345269s elapsed
+
+2024-03-31 04:34:13 INFO Epoch 56 / 5000:
+2024-03-31 04:34:15 INFO lr: 4.9440e-05 - loss: 0.0015 - UP: 97.68% UR: 95.58% UF: 96.62% P: 97.58% R: 95.48% F: 96.52%
+2024-03-31 04:34:16 INFO dev:  loss: 0.1590 - UP: 81.49% UR: 66.48% UF: 73.22% P: 74.61% R: 60.87% F: 67.04%
+2024-03-31 04:34:16 INFO test: loss: nan - UP: 74.56% UR: 58.57% UF: 65.60% P: 71.41% R: 56.10% F: 62.83%
+2024-03-31 04:34:16 INFO 0:00:03.352949s elapsed
+
+2024-03-31 04:34:16 INFO Epoch 57 / 5000:
+2024-03-31 04:34:19 INFO lr: 4.9430e-05 - loss: 0.0071 - UP: 96.53% UR: 93.96% UF: 95.23% P: 96.38% R: 93.82% F: 95.08%
+2024-03-31 04:34:19 INFO dev:  loss: 0.1665 - UP: 73.52% UR: 70.82% UF: 72.14% P: 66.75% R: 64.30% F: 65.50%
+2024-03-31 04:34:19 INFO test: loss: nan - UP: 67.64% UR: 63.30% UF: 65.40% P: 64.32% R: 60.20% F: 62.19%
+2024-03-31 04:34:19 INFO 0:00:03.342832s elapsed
+
+2024-03-31 04:34:19 INFO Epoch 58 / 5000:
+2024-03-31 04:34:22 INFO lr: 4.9420e-05 - loss: 0.0003 - UP: 96.19% UR: 93.20% UF: 94.67% P: 95.95% R: 92.97% F: 94.43%
+2024-03-31 04:34:22 INFO dev:  loss: 0.1448 - UP: 74.91% UR: 72.43% UF: 73.65% P: 67.93% R: 65.68% F: 66.78%
+2024-03-31 04:34:23 INFO test: loss: nan - UP: 67.55% UR: 62.09% UF: 64.70% P: 64.68% R: 59.45% F: 61.95%
+2024-03-31 04:34:23 INFO 0:00:03.345041s elapsed
+
+2024-03-31 04:34:23 INFO Epoch 59 / 5000:
+2024-03-31 04:34:25 INFO lr: 4.9410e-05 - loss: 0.0050 - UP: 97.07% UR: 95.54% UF: 96.30% P: 96.76% R: 95.24% F: 95.99%
+2024-03-31 04:34:26 INFO dev:  loss: 0.1421 - UP: 75.18% UR: 71.40% UF: 73.24% P: 69.76% R: 66.25% F: 67.96%
+2024-03-31 04:34:26 INFO test: loss: nan - UP: 68.36% UR: 66.44% UF: 67.39% P: 64.96% R: 63.13% F: 64.03%
+2024-03-31 04:34:26 INFO 0:00:03.328131s elapsed
+
+2024-03-31 04:34:26 INFO Epoch 60 / 5000:
+2024-03-31 04:34:29 INFO lr: 4.9400e-05 - loss: 0.0000 - UP: 97.40% UR: 95.84% UF: 96.62% P: 97.09% R: 95.54% F: 96.31%
+2024-03-31 04:34:29 INFO dev:  loss: 0.1633 - UP: 81.47% UR: 64.87% UF: 72.23% P: 75.86% R: 60.41% F: 67.26%
+2024-03-31 04:34:29 INFO test: loss: nan - UP: 75.53% UR: 58.06% UF: 65.66% P: 71.88% R: 55.26% F: 62.48%
+2024-03-31 04:34:29 INFO 0:00:03.328404s elapsed
+
+2024-03-31 04:34:29 INFO Epoch 61 / 5000:
+2024-03-31 04:34:32 INFO lr: 4.9390e-05 - loss: 0.0057 - UP: 96.22% UR: 94.38% UF: 95.29% P: 96.10% R: 94.27% F: 95.17%
+2024-03-31 04:34:32 INFO dev:  loss: 0.1389 - UP: 80.50% UR: 69.91% UF: 74.83% P: 74.44% R: 64.65% F: 69.20%
+2024-03-31 04:34:33 INFO test: loss: nan - UP: 71.93% UR: 60.54% UF: 65.74% P: 68.14% R: 57.35% F: 62.28%
+2024-03-31 04:34:33 INFO 0:00:03.343200s elapsed
+
+2024-03-31 04:34:33 INFO Epoch 62 / 5000:
+2024-03-31 04:34:35 INFO lr: 4.9380e-05 - loss: 0.0058 - UP: 97.13% UR: 94.46% UF: 95.78% P: 96.97% R: 94.30% F: 95.62%
+2024-03-31 04:34:36 INFO dev:  loss: 0.1771 - UP: 76.23% UR: 69.34% UF: 72.62% P: 69.43% R: 63.16% F: 66.15%
+2024-03-31 04:34:36 INFO test: loss: nan - UP: 67.84% UR: 60.70% UF: 64.07% P: 62.78% R: 56.18% F: 59.30%
+2024-03-31 04:34:36 INFO 0:00:03.371896s elapsed
+
+2024-03-31 04:34:36 INFO Epoch 63 / 5000:
+2024-03-31 04:34:39 INFO lr: 4.9370e-05 - loss: 0.0199 - UP: 89.15% UR: 84.71% UF: 86.87% P: 87.08% R: 82.75% F: 84.86%
+2024-03-31 04:34:39 INFO dev:  loss: 0.1468 - UP: 71.43% UR: 71.51% UF: 71.47% P: 65.26% R: 65.33% F: 65.29%
+2024-03-31 04:34:39 INFO test: loss: nan - UP: 66.28% UR: 65.40% UF: 65.84% P: 61.95% R: 61.12% F: 61.54%
+2024-03-31 04:34:39 INFO 0:00:03.349495s elapsed
+
+2024-03-31 04:34:39 INFO Epoch 64 / 5000:
+2024-03-31 04:34:42 INFO lr: 4.9360e-05 - loss: 0.0059 - UP: 94.71% UR: 86.33% UF: 90.32% P: 94.46% R: 86.10% F: 90.08%
+2024-03-31 04:34:42 INFO dev:  loss: 0.1419 - UP: 80.60% UR: 70.37% UF: 75.14% P: 74.84% R: 65.33% F: 69.76%
+2024-03-31 04:34:43 INFO test: loss: nan - UP: 71.55% UR: 62.04% UF: 66.46% P: 68.16% R: 59.11% F: 63.32%
+2024-03-31 04:34:43 INFO 0:00:03.355192s elapsed
+
+2024-03-31 04:34:43 INFO Epoch 65 / 5000:
+2024-03-31 04:34:45 INFO lr: 4.9350e-05 - loss: 0.0209 - UP: 96.17% UR: 92.84% UF: 94.48% P: 96.02% R: 92.69% F: 94.33%
+2024-03-31 04:34:46 INFO dev:  loss: 0.1633 - UP: 77.05% UR: 65.68% UF: 70.91% P: 70.74% R: 60.30% F: 65.10%
+2024-03-31 04:34:46 INFO test: loss: nan - UP: 69.94% UR: 56.05% UF: 62.23% P: 66.91% R: 53.62% F: 59.53%
+2024-03-31 04:34:46 INFO 0:00:03.342647s elapsed
+
+2024-03-31 04:34:46 INFO Epoch 66 / 5000:
+2024-03-31 04:34:49 INFO lr: 4.9340e-05 - loss: 0.0057 - UP: 95.19% UR: 91.21% UF: 93.16% P: 94.97% R: 90.99% F: 92.94%
+2024-03-31 04:34:49 INFO dev:  loss: 0.1371 - UP: 76.45% UR: 72.43% UF: 74.38% P: 69.81% R: 66.13% F: 67.92%
+2024-03-31 04:34:49 INFO test: loss: nan - UP: 68.64% UR: 63.01% UF: 65.71% P: 65.18% R: 59.82% F: 62.39%
+2024-03-31 04:34:49 INFO 0:00:03.345925s elapsed
+
+2024-03-31 04:34:49 INFO Epoch 67 / 5000:
+2024-03-31 04:34:52 INFO lr: 4.9330e-05 - loss: 0.0035 - UP: 97.26% UR: 94.70% UF: 95.96% P: 97.11% R: 94.56% F: 95.82%
+2024-03-31 04:34:52 INFO dev:  loss: 0.1349 - UP: 78.05% UR: 72.43% UF: 75.13% P: 72.38% R: 67.16% F: 69.67%
+2024-03-31 04:34:53 INFO test: loss: nan - UP: 71.42% UR: 63.13% UF: 67.02% P: 68.34% R: 60.41% F: 64.13%
+2024-03-31 04:34:53 INFO 0:00:03.355393s elapsed
+
+2024-03-31 04:34:53 INFO Epoch 68 / 5000:
+2024-03-31 04:34:55 INFO lr: 4.9320e-05 - loss: 0.0044 - UP: 98.09% UR: 95.74% UF: 96.90% P: 97.96% R: 95.61% F: 96.77%
+2024-03-31 04:34:56 INFO dev:  loss: 0.1460 - UP: 77.11% UR: 74.37% UF: 75.71% P: 71.89% R: 69.34% F: 70.59%
+2024-03-31 04:34:56 INFO test: loss: nan - UP: 68.66% UR: 65.44% UF: 67.01% P: 65.89% R: 62.80% F: 64.31%
+2024-03-31 04:34:56 INFO 0:00:03.344824s elapsed
+
+2024-03-31 04:34:56 INFO Epoch 69 / 5000:
+2024-03-31 04:34:59 INFO lr: 4.9310e-05 - loss: 0.0055 - UP: 97.92% UR: 96.45% UF: 97.18% P: 97.74% R: 96.27% F: 97.00%
+2024-03-31 04:34:59 INFO dev:  loss: 0.1438 - UP: 79.79% UR: 70.02% UF: 74.59% P: 74.19% R: 65.10% F: 69.35%
+2024-03-31 04:34:59 INFO test: loss: nan - UP: 73.58% UR: 60.91% UF: 66.65% P: 70.75% R: 58.57% F: 64.08%
+2024-03-31 04:34:59 INFO 0:00:03.346981s elapsed
+
+2024-03-31 04:34:59 INFO Epoch 70 / 5000:
+2024-03-31 04:35:02 INFO lr: 4.9300e-05 - loss: 0.0027 - UP: 97.93% UR: 96.13% UF: 97.02% P: 97.68% R: 95.89% F: 96.77%
+2024-03-31 04:35:02 INFO dev:  loss: 0.1388 - UP: 80.40% UR: 74.14% UF: 77.14% P: 74.19% R: 68.42% F: 71.19%
+2024-03-31 04:35:03 INFO test: loss: nan - UP: 71.12% UR: 64.26% UF: 67.52% P: 68.20% R: 61.63% F: 64.74%
+2024-03-31 04:35:09 INFO 0:00:03.348139s elapsed (saved)
+
+2024-03-31 04:35:09 INFO Epoch 71 / 5000:
+2024-03-31 04:35:12 INFO lr: 4.9290e-05 - loss: 0.0022 - UP: 98.09% UR: 96.62% UF: 97.35% P: 97.99% R: 96.52% F: 97.25%
+2024-03-31 04:35:12 INFO dev:  loss: 0.1366 - UP: 79.20% UR: 72.77% UF: 75.85% P: 73.85% R: 67.85% F: 70.72%
+2024-03-31 04:35:13 INFO test: loss: nan - UP: 71.53% UR: 63.89% UF: 67.49% P: 68.67% R: 61.33% F: 64.79%
+2024-03-31 04:35:13 INFO 0:00:03.391449s elapsed
+
+2024-03-31 04:35:13 INFO Epoch 72 / 5000:
+2024-03-31 04:35:15 INFO lr: 4.9280e-05 - loss: 0.0026 - UP: 98.23% UR: 96.79% UF: 97.51% P: 98.14% R: 96.71% F: 97.42%
+2024-03-31 04:35:16 INFO dev:  loss: 0.1482 - UP: 79.51% UR: 74.60% UF: 76.98% P: 74.51% R: 69.91% F: 72.14%
+2024-03-31 04:35:16 INFO test: loss: nan - UP: 68.89% UR: 66.78% UF: 67.82% P: 65.60% R: 63.59% F: 64.58%
+2024-03-31 04:35:23 INFO 0:00:03.384052s elapsed (saved)
+
+2024-03-31 04:35:23 INFO Epoch 73 / 5000:
+2024-03-31 04:35:25 INFO lr: 4.9270e-05 - loss: 0.0065 - UP: 98.47% UR: 97.31% UF: 97.89% P: 98.35% R: 97.20% F: 97.77%
+2024-03-31 04:35:26 INFO dev:  loss: 0.1485 - UP: 79.85% UR: 73.91% UF: 76.77% P: 74.41% R: 68.88% F: 71.54%
+2024-03-31 04:35:26 INFO test: loss: nan - UP: 71.44% UR: 64.77% UF: 67.94% P: 68.48% R: 62.09% F: 65.13%
+2024-03-31 04:35:26 INFO 0:00:03.338179s elapsed
+
+2024-03-31 04:35:26 INFO Epoch 74 / 5000:
+2024-03-31 04:35:29 INFO lr: 4.9260e-05 - loss: 0.0020 - UP: 98.34% UR: 97.73% UF: 98.04% P: 98.24% R: 97.63% F: 97.94%
+2024-03-31 04:35:29 INFO dev:  loss: 0.1508 - UP: 80.63% UR: 73.34% UF: 76.81% P: 74.72% R: 67.96% F: 71.18%
+2024-03-31 04:35:29 INFO test: loss: nan - UP: 71.84% UR: 63.39% UF: 67.35% P: 68.90% R: 60.79% F: 64.59%
+2024-03-31 04:35:29 INFO 0:00:03.333297s elapsed
+
+2024-03-31 04:35:29 INFO Epoch 75 / 5000:
+2024-03-31 04:35:32 INFO lr: 4.9250e-05 - loss: 0.0008 - UP: 98.60% UR: 97.40% UF: 98.00% P: 98.52% R: 97.33% F: 97.92%
+2024-03-31 04:35:32 INFO dev:  loss: 0.1440 - UP: 78.79% UR: 74.37% UF: 76.52% P: 73.58% R: 69.45% F: 71.45%
+2024-03-31 04:35:33 INFO test: loss: nan - UP: 70.65% UR: 65.94% UF: 68.21% P: 67.19% R: 62.71% F: 64.88%
+2024-03-31 04:35:33 INFO 0:00:03.359405s elapsed
+
+2024-03-31 04:35:33 INFO Epoch 76 / 5000:
+2024-03-31 04:35:35 INFO lr: 4.9240e-05 - loss: 0.0005 - UP: 98.65% UR: 97.78% UF: 98.21% P: 98.54% R: 97.68% F: 98.11%
+2024-03-31 04:35:36 INFO dev:  loss: 0.1478 - UP: 79.60% UR: 73.23% UF: 76.28% P: 74.75% R: 68.76% F: 71.63%
+2024-03-31 04:35:36 INFO test: loss: nan - UP: 71.40% UR: 64.31% UF: 67.67% P: 68.28% R: 61.50% F: 64.71%
+2024-03-31 04:35:36 INFO 0:00:03.384245s elapsed
+
+2024-03-31 04:35:36 INFO Epoch 77 / 5000:
+2024-03-31 04:35:39 INFO lr: 4.9230e-05 - loss: 0.0023 - UP: 98.55% UR: 97.89% UF: 98.22% P: 98.44% R: 97.79% F: 98.12%
+2024-03-31 04:35:39 INFO dev:  loss: 0.1511 - UP: 79.27% UR: 71.74% UF: 75.32% P: 74.46% R: 67.39% F: 70.75%
+2024-03-31 04:35:39 INFO test: loss: nan - UP: 73.02% UR: 64.18% UF: 68.32% P: 69.78% R: 61.33% F: 65.28%
+2024-03-31 04:35:39 INFO 0:00:03.357088s elapsed
+
+2024-03-31 04:35:39 INFO Epoch 78 / 5000:
+2024-03-31 04:35:42 INFO lr: 4.9220e-05 - loss: 0.0014 - UP: 98.36% UR: 97.86% UF: 98.11% P: 98.27% R: 97.78% F: 98.02%
+2024-03-31 04:35:42 INFO dev:  loss: 0.1417 - UP: 77.78% UR: 73.68% UF: 75.68% P: 73.31% R: 69.45% F: 71.33%
+2024-03-31 04:35:43 INFO test: loss: nan - UP: 70.63% UR: 65.77% UF: 68.11% P: 67.21% R: 62.59% F: 64.82%
+2024-03-31 04:35:43 INFO 0:00:03.366485s elapsed
+
+2024-03-31 04:35:43 INFO Epoch 79 / 5000:
+2024-03-31 04:35:45 INFO lr: 4.9210e-05 - loss: 0.0000 - UP: 98.68% UR: 97.89% UF: 98.28% P: 98.52% R: 97.73% F: 98.12%
+2024-03-31 04:35:46 INFO dev:  loss: 0.1360 - UP: 80.38% UR: 72.65% UF: 76.32% P: 75.57% R: 68.31% F: 71.75%
+2024-03-31 04:35:46 INFO test: loss: nan - UP: 72.13% UR: 64.94% UF: 68.34% P: 69.19% R: 62.30% F: 65.56%
+2024-03-31 04:35:46 INFO 0:00:03.320460s elapsed
+
+2024-03-31 04:35:46 INFO Epoch 80 / 5000:
+2024-03-31 04:35:49 INFO lr: 4.9200e-05 - loss: 0.0008 - UP: 98.74% UR: 98.28% UF: 98.51% P: 98.62% R: 98.17% F: 98.39%
+2024-03-31 04:35:49 INFO dev:  loss: 0.1420 - UP: 81.37% UR: 71.97% UF: 76.38% P: 76.46% R: 67.62% F: 71.77%
+2024-03-31 04:35:49 INFO test: loss: nan - UP: 72.04% UR: 64.64% UF: 68.14% P: 69.00% R: 61.92% F: 65.27%
+2024-03-31 04:35:49 INFO 0:00:03.367690s elapsed
+
+2024-03-31 04:35:49 INFO Epoch 81 / 5000:
+2024-03-31 04:35:52 INFO lr: 4.9190e-05 - loss: 0.0004 - UP: 98.71% UR: 98.31% UF: 98.51% P: 98.64% R: 98.24% F: 98.44%
+2024-03-31 04:35:52 INFO dev:  loss: 0.1443 - UP: 81.21% UR: 73.68% UF: 77.26% P: 76.29% R: 69.22% F: 72.59%
+2024-03-31 04:35:53 INFO test: loss: nan - UP: 70.78% UR: 64.64% UF: 67.57% P: 67.75% R: 61.88% F: 64.68%
+2024-03-31 04:36:00 INFO 0:00:03.374632s elapsed (saved)
+
+2024-03-31 04:36:00 INFO Epoch 82 / 5000:
+2024-03-31 04:36:03 INFO lr: 4.9180e-05 - loss: 0.0006 - UP: 98.80% UR: 98.43% UF: 98.61% P: 98.65% R: 98.28% F: 98.47%
+2024-03-31 04:36:03 INFO dev:  loss: 0.1378 - UP: 80.74% UR: 72.43% UF: 76.36% P: 76.53% R: 68.65% F: 72.38%
+2024-03-31 04:36:03 INFO test: loss: nan - UP: 72.56% UR: 64.26% UF: 68.16% P: 69.77% R: 61.79% F: 65.54%
+2024-03-31 04:36:03 INFO 0:00:03.383905s elapsed
+
+2024-03-31 04:36:03 INFO Epoch 83 / 5000:
+2024-03-31 04:36:06 INFO lr: 4.9170e-05 - loss: 0.0004 - UP: 98.88% UR: 98.30% UF: 98.59% P: 98.78% R: 98.20% F: 98.49%
+2024-03-31 04:36:06 INFO dev:  loss: 0.1442 - UP: 80.54% UR: 71.97% UF: 76.01% P: 76.31% R: 68.19% F: 72.02%
+2024-03-31 04:36:07 INFO test: loss: nan - UP: 71.97% UR: 64.85% UF: 68.22% P: 69.27% R: 62.42% F: 65.67%
+2024-03-31 04:36:07 INFO 0:00:03.358461s elapsed
+
+2024-03-31 04:36:07 INFO Epoch 84 / 5000:
+2024-03-31 04:36:09 INFO lr: 4.9160e-05 - loss: 0.0003 - UP: 99.06% UR: 98.40% UF: 98.73% P: 98.97% R: 98.31% F: 98.64%
+2024-03-31 04:36:10 INFO dev:  loss: 0.1477 - UP: 80.58% UR: 73.11% UF: 76.66% P: 76.54% R: 69.45% F: 72.83%
+2024-03-31 04:36:10 INFO test: loss: nan - UP: 71.77% UR: 65.40% UF: 68.43% P: 69.10% R: 62.97% F: 65.89%
+2024-03-31 04:36:16 INFO 0:00:03.332872s elapsed (saved)
+
+2024-03-31 04:36:16 INFO Epoch 85 / 5000:
+2024-03-31 04:36:19 INFO lr: 4.9150e-05 - loss: 0.0000 - UP: 99.10% UR: 98.63% UF: 98.86% P: 99.00% R: 98.53% F: 98.76%
+2024-03-31 04:36:19 INFO dev:  loss: 0.1606 - UP: 78.70% UR: 72.31% UF: 75.37% P: 74.47% R: 68.42% F: 71.32%
+2024-03-31 04:36:20 INFO test: loss: nan - UP: 69.08% UR: 66.07% UF: 67.54% P: 65.75% R: 62.88% F: 64.28%
+2024-03-31 04:36:20 INFO 0:00:03.349864s elapsed
+
+2024-03-31 04:36:20 INFO Epoch 86 / 5000:
+2024-03-31 04:36:22 INFO lr: 4.9140e-05 - loss: 0.0017 - UP: 97.07% UR: 95.65% UF: 96.36% P: 96.45% R: 95.05% F: 95.75%
+2024-03-31 04:36:23 INFO dev:  loss: 0.1199 - UP: 80.60% UR: 67.96% UF: 73.74% P: 75.17% R: 63.39% F: 68.78%
+2024-03-31 04:36:23 INFO test: loss: nan - UP: 71.86% UR: 59.28% UF: 64.97% P: 68.92% R: 56.85% F: 62.30%
+2024-03-31 04:36:23 INFO 0:00:03.321554s elapsed
+
+2024-03-31 04:36:23 INFO Epoch 87 / 5000:
+2024-03-31 04:36:26 INFO lr: 4.9130e-05 - loss: 0.0053 - UP: 98.14% UR: 97.43% UF: 97.78% P: 97.69% R: 96.98% F: 97.33%
+2024-03-31 04:36:26 INFO dev:  loss: 0.1297 - UP: 80.86% UR: 71.05% UF: 75.64% P: 75.91% R: 66.70% F: 71.01%
+2024-03-31 04:36:26 INFO test: loss: nan - UP: 68.57% UR: 60.41% UF: 64.23% P: 65.91% R: 58.06% F: 61.74%
+2024-03-31 04:36:26 INFO 0:00:03.369790s elapsed
+
+2024-03-31 04:36:26 INFO Epoch 88 / 5000:
+2024-03-31 04:36:29 INFO lr: 4.9120e-05 - loss: 0.0018 - UP: 98.69% UR: 97.75% UF: 98.22% P: 98.48% R: 97.55% F: 98.01%
+2024-03-31 04:36:29 INFO dev:  loss: 0.1515 - UP: 81.23% UR: 75.29% UF: 78.15% P: 76.42% R: 70.82% F: 73.52%
+2024-03-31 04:36:30 INFO test: loss: nan - UP: 66.97% UR: 64.39% UF: 65.66% P: 64.14% R: 61.67% F: 62.88%
+2024-03-31 04:36:36 INFO 0:00:03.355757s elapsed (saved)
+
+2024-03-31 04:36:36 INFO Epoch 89 / 5000:
+2024-03-31 04:36:39 INFO lr: 4.9110e-05 - loss: 0.0014 - UP: 98.79% UR: 97.96% UF: 98.38% P: 98.69% R: 97.86% F: 98.27%
+2024-03-31 04:36:39 INFO dev:  loss: 0.1407 - UP: 82.34% UR: 74.14% UF: 78.03% P: 77.13% R: 69.45% F: 73.09%
+2024-03-31 04:36:40 INFO test: loss: nan - UP: 68.40% UR: 63.30% UF: 65.75% P: 65.46% R: 60.58% F: 62.92%
+2024-03-31 04:36:40 INFO 0:00:03.398816s elapsed
+
+2024-03-31 04:36:40 INFO Epoch 90 / 5000:
+2024-03-31 04:36:42 INFO lr: 4.9100e-05 - loss: 0.0001 - UP: 98.83% UR: 98.53% UF: 98.68% P: 98.78% R: 98.48% F: 98.63%
+2024-03-31 04:36:43 INFO dev:  loss: 0.1444 - UP: 81.67% UR: 73.91% UF: 77.60% P: 76.49% R: 69.22% F: 72.67%
+2024-03-31 04:36:43 INFO test: loss: nan - UP: 68.57% UR: 62.51% UF: 65.40% P: 65.58% R: 59.78% F: 62.55%
+2024-03-31 04:36:43 INFO 0:00:03.343747s elapsed
+
+2024-03-31 04:36:43 INFO Epoch 91 / 5000:
+2024-03-31 04:36:46 INFO lr: 4.9090e-05 - loss: 0.0035 - UP: 99.06% UR: 98.50% UF: 98.78% P: 98.94% R: 98.38% F: 98.66%
+2024-03-31 04:36:46 INFO dev:  loss: 0.1479 - UP: 82.41% UR: 73.46% UF: 77.68% P: 77.15% R: 68.76% F: 72.72%
+2024-03-31 04:36:46 INFO test: loss: nan - UP: 69.32% UR: 62.38% UF: 65.67% P: 66.53% R: 59.87% F: 63.02%
+2024-03-31 04:36:46 INFO 0:00:03.367892s elapsed
+
+2024-03-31 04:36:46 INFO Epoch 92 / 5000:
+2024-03-31 04:36:49 INFO lr: 4.9080e-05 - loss: 0.0042 - UP: 98.99% UR: 98.69% UF: 98.84% P: 98.90% R: 98.60% F: 98.75%
+2024-03-31 04:36:49 INFO dev:  loss: 0.1489 - UP: 82.61% UR: 74.49% UF: 78.34% P: 77.16% R: 69.57% F: 73.16%
+2024-03-31 04:36:50 INFO test: loss: nan - UP: 68.82% UR: 62.80% UF: 65.67% P: 65.98% R: 60.20% F: 62.96%
+2024-03-31 04:36:50 INFO 0:00:03.361395s elapsed
+
+2024-03-31 04:36:50 INFO Epoch 93 / 5000:
+2024-03-31 04:36:53 INFO lr: 4.9070e-05 - loss: 0.0022 - UP: 99.09% UR: 98.61% UF: 98.85% P: 99.04% R: 98.57% F: 98.81%
+2024-03-31 04:36:53 INFO dev:  loss: 0.1537 - UP: 81.91% UR: 72.54% UF: 76.94% P: 76.49% R: 67.73% F: 71.84%
+2024-03-31 04:36:53 INFO test: loss: nan - UP: 69.24% UR: 62.42% UF: 65.65% P: 66.45% R: 59.91% F: 63.01%
+2024-03-31 04:36:53 INFO 0:00:03.362491s elapsed
+
+2024-03-31 04:36:53 INFO Epoch 94 / 5000:
+2024-03-31 04:36:56 INFO lr: 4.9060e-05 - loss: 0.0007 - UP: 99.20% UR: 98.63% UF: 98.91% P: 99.13% R: 98.56% F: 98.84%
+2024-03-31 04:36:56 INFO dev:  loss: 0.1520 - UP: 81.77% UR: 74.94% UF: 78.21% P: 76.65% R: 70.25% F: 73.31%
+2024-03-31 04:36:56 INFO test: loss: nan - UP: 68.73% UR: 62.80% UF: 65.63% P: 65.66% R: 59.99% F: 62.70%
+2024-03-31 04:36:56 INFO 0:00:03.343616s elapsed
+
+2024-03-31 04:36:56 INFO Epoch 95 / 5000:
+2024-03-31 04:36:59 INFO lr: 4.9050e-05 - loss: 0.0002 - UP: 98.54% UR: 97.69% UF: 98.11% P: 98.28% R: 97.43% F: 97.85%
+2024-03-31 04:36:59 INFO dev:  loss: 0.1456 - UP: 79.69% UR: 75.40% UF: 77.48% P: 74.24% R: 70.25% F: 72.19%
+2024-03-31 04:37:00 INFO test: loss: nan - UP: 66.93% UR: 61.21% UF: 63.94% P: 63.95% R: 58.48% F: 61.09%
+2024-03-31 04:37:00 INFO 0:00:03.342666s elapsed
+
+2024-03-31 04:37:00 INFO Epoch 96 / 5000:
+2024-03-31 04:37:03 INFO lr: 4.9040e-05 - loss: 0.0002 - UP: 98.49% UR: 97.98% UF: 98.23% P: 98.33% R: 97.82% F: 98.07%
+2024-03-31 04:37:03 INFO dev:  loss: 0.1687 - UP: 79.29% UR: 71.85% UF: 75.39% P: 73.86% R: 66.93% F: 70.23%
+2024-03-31 04:37:03 INFO test: loss: nan - UP: 67.74% UR: 62.63% UF: 65.08% P: 64.20% R: 59.36% F: 61.69%
+2024-03-31 04:37:03 INFO 0:00:03.344603s elapsed
+
+2024-03-31 04:37:03 INFO Epoch 97 / 5000:
+2024-03-31 04:37:06 INFO lr: 4.9030e-05 - loss: 0.0109 - UP: 98.15% UR: 97.18% UF: 97.66% P: 97.83% R: 96.87% F: 97.34%
+2024-03-31 04:37:06 INFO dev:  loss: 0.1655 - UP: 81.24% UR: 70.37% UF: 75.41% P: 76.09% R: 65.90% F: 70.63%
+2024-03-31 04:37:07 INFO test: loss: nan - UP: 71.96% UR: 60.54% UF: 65.76% P: 68.48% R: 57.60% F: 62.57%
+2024-03-31 04:37:07 INFO 0:00:03.339228s elapsed
+
+2024-03-31 04:37:07 INFO Epoch 98 / 5000:
+2024-03-31 04:37:09 INFO lr: 4.9020e-05 - loss: 0.0071 - UP: 96.21% UR: 96.38% UF: 96.29% P: 95.88% R: 96.04% F: 95.96%
+2024-03-31 04:37:09 INFO dev:  loss: 0.1382 - UP: 76.86% UR: 72.20% UF: 74.45% P: 71.74% R: 67.39% F: 69.50%
+2024-03-31 04:37:10 INFO test: loss: nan - UP: 65.83% UR: 61.67% UF: 63.68% P: 62.25% R: 58.32% F: 60.22%
+2024-03-31 04:37:10 INFO 0:00:03.324324s elapsed
+
+2024-03-31 04:37:10 INFO Epoch 99 / 5000:
+2024-03-31 04:37:13 INFO lr: 4.9010e-05 - loss: 0.0039 - UP: 97.87% UR: 96.72% UF: 97.29% P: 97.65% R: 96.51% F: 97.07%
+2024-03-31 04:37:13 INFO dev:  loss: 0.1324 - UP: 79.21% UR: 71.05% UF: 74.91% P: 73.60% R: 66.02% F: 69.60%
+2024-03-31 04:37:13 INFO test: loss: nan - UP: 69.40% UR: 61.75% UF: 65.35% P: 66.43% R: 59.11% F: 62.56%
+2024-03-31 04:37:13 INFO 0:00:03.344641s elapsed
+
+2024-03-31 04:37:13 INFO Epoch 100 / 5000:
+2024-03-31 04:37:16 INFO lr: 4.9000e-05 - loss: 0.0017 - UP: 98.47% UR: 97.65% UF: 98.06% P: 98.34% R: 97.52% F: 97.93%
+2024-03-31 04:37:16 INFO dev:  loss: 0.1473 - UP: 78.16% UR: 72.88% UF: 75.43% P: 72.64% R: 67.73% F: 70.10%
+2024-03-31 04:37:17 INFO test: loss: nan - UP: 67.23% UR: 63.76% UF: 65.45% P: 63.38% R: 60.12% F: 61.71%
+2024-03-31 04:37:17 INFO 0:00:03.354762s elapsed
+
+2024-03-31 04:37:17 INFO Epoch 101 / 5000:
+2024-03-31 04:37:19 INFO lr: 4.8990e-05 - loss: 0.0000 - UP: 98.08% UR: 97.23% UF: 97.65% P: 97.90% R: 97.05% F: 97.48%
+2024-03-31 04:37:20 INFO dev:  loss: 0.1475 - UP: 81.40% UR: 70.59% UF: 75.61% P: 75.73% R: 65.68% F: 70.34%
+2024-03-31 04:37:20 INFO test: loss: nan - UP: 72.47% UR: 58.44% UF: 64.70% P: 69.51% R: 56.05% F: 62.06%
+2024-03-31 04:37:20 INFO 0:00:03.358221s elapsed
+
+2024-03-31 04:37:20 INFO Epoch 102 / 5000:
+2024-03-31 04:37:23 INFO lr: 4.8980e-05 - loss: 0.0000 - UP: 98.47% UR: 97.69% UF: 98.08% P: 98.30% R: 97.52% F: 97.91%
+2024-03-31 04:37:23 INFO dev:  loss: 0.1509 - UP: 77.55% UR: 74.71% UF: 76.11% P: 71.38% R: 68.76% F: 70.05%
+2024-03-31 04:37:23 INFO test: loss: nan - UP: 67.27% UR: 65.35% UF: 66.30% P: 64.25% R: 62.42% F: 63.32%
+2024-03-31 04:37:23 INFO 0:00:03.361807s elapsed
+
+2024-03-31 04:37:23 INFO Epoch 103 / 5000:
+2024-03-31 04:37:26 INFO lr: 4.8970e-05 - loss: 0.0011 - UP: 97.43% UR: 97.05% UF: 97.24% P: 95.93% R: 95.55% F: 95.74%
+2024-03-31 04:37:26 INFO dev:  loss: 0.1656 - UP: 76.56% UR: 67.28% UF: 71.62% P: 68.88% R: 60.53% F: 64.43%
+2024-03-31 04:37:27 INFO test: loss: nan - UP: 67.84% UR: 59.11% UF: 63.17% P: 64.18% R: 55.93% F: 59.77%
+2024-03-31 04:37:27 INFO 0:00:03.387818s elapsed
+
+2024-03-31 04:37:27 INFO Epoch 104 / 5000:
+2024-03-31 04:37:29 INFO lr: 4.8960e-05 - loss: 0.0007 - UP: 96.80% UR: 93.95% UF: 95.35% P: 96.12% R: 93.29% F: 94.68%
+2024-03-31 04:37:30 INFO dev:  loss: 0.1213 - UP: 78.42% UR: 70.25% UF: 74.11% P: 72.80% R: 65.22% F: 68.80%
+2024-03-31 04:37:30 INFO test: loss: nan - UP: 70.57% UR: 62.30% UF: 66.18% P: 67.77% R: 59.82% F: 63.55%
+2024-03-31 04:37:30 INFO 0:00:03.372510s elapsed
+
+2024-03-31 04:37:30 INFO Epoch 105 / 5000:
+2024-03-31 04:37:33 INFO lr: 4.8950e-05 - loss: 0.0000 - UP: 97.44% UR: 97.17% UF: 97.30% P: 97.21% R: 96.94% F: 97.07%
+2024-03-31 04:37:33 INFO dev:  loss: 0.1499 - UP: 77.74% UR: 69.91% UF: 73.61% P: 72.01% R: 64.76% F: 68.19%
+2024-03-31 04:37:33 INFO test: loss: nan - UP: 69.94% UR: 64.43% UF: 67.07% P: 66.85% R: 61.58% F: 64.11%
+2024-03-31 04:37:33 INFO 0:00:03.327112s elapsed
+
+2024-03-31 04:37:33 INFO Epoch 106 / 5000:
+2024-03-31 04:37:36 INFO lr: 4.8940e-05 - loss: 0.0002 - UP: 98.48% UR: 97.96% UF: 98.22% P: 98.37% R: 97.86% F: 98.12%
+2024-03-31 04:37:36 INFO dev:  loss: 0.1408 - UP: 78.06% UR: 70.82% UF: 74.27% P: 71.88% R: 65.22% F: 68.39%
+2024-03-31 04:37:37 INFO test: loss: nan - UP: 71.34% UR: 64.01% UF: 67.48% P: 68.39% R: 61.37% F: 64.69%
+2024-03-31 04:37:37 INFO 0:00:03.365895s elapsed
+
+2024-03-31 04:37:37 INFO Epoch 107 / 5000:
+2024-03-31 04:37:39 INFO lr: 4.8930e-05 - loss: 0.0042 - UP: 98.59% UR: 98.09% UF: 98.34% P: 98.45% R: 97.95% F: 98.20%
+2024-03-31 04:37:40 INFO dev:  loss: 0.1529 - UP: 76.89% UR: 71.17% UF: 73.92% P: 70.70% R: 65.45% F: 67.97%
+2024-03-31 04:37:40 INFO test: loss: nan - UP: 70.48% UR: 64.01% UF: 67.09% P: 67.48% R: 61.29% F: 64.24%
+2024-03-31 04:37:40 INFO 0:00:03.333937s elapsed
+
+2024-03-31 04:37:40 INFO Epoch 108 / 5000:
+2024-03-31 04:37:43 INFO lr: 4.8920e-05 - loss: 0.0015 - UP: 98.65% UR: 98.05% UF: 98.35% P: 98.52% R: 97.92% F: 98.22%
+2024-03-31 04:37:43 INFO dev:  loss: 0.1487 - UP: 75.92% UR: 73.23% UF: 74.55% P: 70.94% R: 68.42% F: 69.66%
+2024-03-31 04:37:43 INFO test: loss: nan - UP: 68.22% UR: 65.19% UF: 66.67% P: 65.15% R: 62.25% F: 63.67%
+2024-03-31 04:37:43 INFO 0:00:03.344919s elapsed
+
+2024-03-31 04:37:43 INFO Epoch 109 / 5000:
+2024-03-31 04:37:46 INFO lr: 4.8910e-05 - loss: 0.0000 - UP: 99.08% UR: 98.28% UF: 98.68% P: 98.97% R: 98.17% F: 98.56%
+2024-03-31 04:37:46 INFO dev:  loss: 0.1534 - UP: 76.77% UR: 73.00% UF: 74.84% P: 70.76% R: 67.28% F: 68.97%
+2024-03-31 04:37:47 INFO test: loss: nan - UP: 68.88% UR: 65.10% UF: 66.94% P: 65.60% R: 62.00% F: 63.75%
+2024-03-31 04:37:47 INFO 0:00:03.350831s elapsed
+
+2024-03-31 04:37:47 INFO Epoch 110 / 5000:
+2024-03-31 04:37:49 INFO lr: 4.8900e-05 - loss: 0.0002 - UP: 98.76% UR: 98.02% UF: 98.39% P: 98.69% R: 97.95% F: 98.32%
+2024-03-31 04:37:50 INFO dev:  loss: 0.1492 - UP: 78.35% UR: 74.94% UF: 76.61% P: 72.49% R: 69.34% F: 70.88%
+2024-03-31 04:37:50 INFO test: loss: nan - UP: 66.65% UR: 68.16% UF: 67.40% P: 63.13% R: 64.56% F: 63.84%
+2024-03-31 04:37:50 INFO 0:00:03.354139s elapsed
+
+2024-03-31 04:37:50 INFO Epoch 111 / 5000:
+2024-03-31 04:37:53 INFO lr: 4.8890e-05 - loss: 0.0015 - UP: 98.30% UR: 96.00% UF: 97.14% P: 98.20% R: 95.90% F: 97.03%
+2024-03-31 04:37:53 INFO dev:  loss: 0.1390 - UP: 79.44% UR: 64.53% UF: 71.21% P: 73.10% R: 59.38% F: 65.53%
+2024-03-31 04:37:53 INFO test: loss: nan - UP: 73.53% UR: 54.92% UF: 62.88% P: 70.78% R: 52.87% F: 60.53%
+2024-03-31 04:37:53 INFO 0:00:03.341639s elapsed
+
+2024-03-31 04:37:53 INFO Epoch 112 / 5000:
+2024-03-31 04:37:56 INFO lr: 4.8880e-05 - loss: 0.0006 - UP: 96.51% UR: 96.75% UF: 96.63% P: 96.41% R: 96.65% F: 96.53%
+2024-03-31 04:37:56 INFO dev:  loss: 0.1404 - UP: 80.51% UR: 68.99% UF: 74.31% P: 73.56% R: 63.04% F: 67.90%
+2024-03-31 04:37:57 INFO test: loss: nan - UP: 72.32% UR: 59.32% UF: 65.18% P: 68.79% R: 56.43% F: 62.00%
+2024-03-31 04:37:57 INFO 0:00:03.333673s elapsed
+
+2024-03-31 04:37:57 INFO Epoch 113 / 5000:
+2024-03-31 04:38:00 INFO lr: 4.8870e-05 - loss: 0.0005 - UP: 98.38% UR: 97.31% UF: 97.84% P: 98.23% R: 97.17% F: 97.70%
+2024-03-31 04:38:00 INFO dev:  loss: 0.1443 - UP: 80.84% UR: 68.08% UF: 73.91% P: 75.00% R: 63.16% F: 68.57%
+2024-03-31 04:38:00 INFO test: loss: nan - UP: 71.28% UR: 59.15% UF: 64.65% P: 67.95% R: 56.39% F: 61.63%
+2024-03-31 04:38:00 INFO 0:00:03.372024s elapsed
+
+2024-03-31 04:38:00 INFO Epoch 114 / 5000:
+2024-03-31 04:38:03 INFO lr: 4.8860e-05 - loss: 0.0046 - UP: 94.01% UR: 84.12% UF: 88.79% P: 91.24% R: 81.63% F: 86.17%
+2024-03-31 04:38:03 INFO dev:  loss: 0.1329 - UP: 71.53% UR: 72.43% UF: 71.97% P: 65.65% R: 66.48% F: 66.06%
+2024-03-31 04:38:03 INFO test: loss: nan - UP: 65.20% UR: 64.35% UF: 64.77% P: 61.21% R: 60.41% F: 60.81%
+2024-03-31 04:38:03 INFO 0:00:03.343181s elapsed
+
+2024-03-31 04:38:03 INFO Epoch 115 / 5000:
+2024-03-31 04:38:06 INFO lr: 4.8850e-05 - loss: 0.0126 - UP: 96.08% UR: 93.36% UF: 94.70% P: 95.51% R: 92.81% F: 94.14%
+2024-03-31 04:38:06 INFO dev:  loss: 0.1418 - UP: 80.82% UR: 65.56% UF: 72.39% P: 74.89% R: 60.76% F: 67.09%
+2024-03-31 04:38:07 INFO test: loss: nan - UP: 74.16% UR: 55.30% UF: 63.35% P: 71.12% R: 53.04% F: 60.76%
+2024-03-31 04:38:07 INFO 0:00:03.352294s elapsed
+
+2024-03-31 04:38:07 INFO Epoch 116 / 5000:
+2024-03-31 04:38:10 INFO lr: 4.8840e-05 - loss: 0.0001 - UP: 95.58% UR: 93.27% UF: 94.41% P: 94.63% R: 92.35% F: 93.47%
+2024-03-31 04:38:10 INFO dev:  loss: 0.1324 - UP: 77.16% UR: 66.48% UF: 71.42% P: 72.91% R: 62.81% F: 67.49%
+2024-03-31 04:38:10 INFO test: loss: nan - UP: 71.60% UR: 60.62% UF: 65.65% P: 66.90% R: 56.64% F: 61.34%
+2024-03-31 04:38:10 INFO 0:00:03.389578s elapsed
+
+2024-03-31 04:38:10 INFO Epoch 117 / 5000:
+2024-03-31 04:38:13 INFO lr: 4.8830e-05 - loss: 0.0265 - UP: 97.47% UR: 95.76% UF: 96.61% P: 97.06% R: 95.35% F: 96.20%
+2024-03-31 04:38:13 INFO dev:  loss: 0.1408 - UP: 76.30% UR: 72.20% UF: 74.19% P: 70.74% R: 66.93% F: 68.78%
+2024-03-31 04:38:14 INFO test: loss: nan - UP: 68.62% UR: 63.22% UF: 65.81% P: 65.17% R: 60.03% F: 62.49%
+2024-03-31 04:38:14 INFO 0:00:03.399183s elapsed
+
+2024-03-31 04:38:14 INFO Epoch 118 / 5000:
+2024-03-31 04:38:16 INFO lr: 4.8820e-05 - loss: 0.0085 - UP: 96.94% UR: 94.08% UF: 95.49% P: 95.60% R: 92.78% F: 94.17%
+2024-03-31 04:38:17 INFO dev:  loss: 0.1206 - UP: 77.75% UR: 67.96% UF: 72.53% P: 71.99% R: 62.93% F: 67.16%
+2024-03-31 04:38:17 INFO test: loss: nan - UP: 69.81% UR: 60.24% UF: 64.67% P: 65.53% R: 56.56% F: 60.72%
+2024-03-31 04:38:17 INFO 0:00:03.409744s elapsed
+
+2024-03-31 04:38:24 INFO Epoch 88 saved
+2024-03-31 04:38:24 INFO dev:  UP: 81.23% UR: 75.29% UF: 78.15% P: 76.42% R: 70.82% F: 73.52%
+2024-03-31 04:38:24 INFO test: UP: 66.97% UR: 64.39% UF: 65.66% P: 64.14% R: 61.67% F: 62.88%
+2024-03-31 04:38:24 INFO 0:06:36.505610s elapsed, 0:00:03.360217s/epoch

models/multibooked_ca/sdp_bySentiment_asc/80/model_vi_multibooked_ca_xlm_9

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f9bf6c29519d29b5ad0dd4df416647c3daa1f2bd9c338333341307c344b6bd2a
+size 1177848113

models/multibooked_ca/sdp_bySentiment_asc/80/model_vi_multibooked_ca_xlm_9.train.log

@@ -0,0 +1,781 @@
+2024-03-31 04:38:27 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/multibooked_ca/sdp_bySentiment_asc/80/model_vi_multibooked_ca_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/multibooked_ca/head_final/sdp_bySentiment_asc/80/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_bySentiment_asc/80/dev.conllu
+test                 | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/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             
+---------------------+-------------------------------
+
+2024-03-31 04:38:27 INFO Building the fields
+2024-03-31 04:38:29 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-03-31 04:38:29 INFO Building the model
+2024-03-31 04:38:31 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=4, bias_x=True, bias_y=True)
+  (criterion): CrossEntropyLoss()
+  (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
+  (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
+  (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
+  (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (inference): SemanticDependencyMFVI(max_iter=3)
+)
+
+2024-03-31 04:38:31 INFO Loading the data
+2024-03-31 04:38:32 INFO 
+train: Dataset(n_sentences=938, n_batches=32, n_buckets=32)
+dev:   Dataset(n_sentences=132, n_batches=29, n_buckets=29)
+test:  Dataset(n_sentences=335, n_batches=32, n_buckets=32)
+
+2024-03-31 04:38:32 INFO Epoch 1 / 5000:
+2024-03-31 04:38:35 INFO lr: 4.9990e-05 - loss: 0.3464 - UP:  6.37% UR: 16.46% UF:  9.18% P:  2.35% R:  6.06% F:  3.38%
+2024-03-31 04:38:35 INFO dev:  loss: 0.2133 - UP: 71.43% UR:  1.72% UF:  3.35% P: 52.38% R:  1.26% F:  2.46%
+2024-03-31 04:38:36 INFO test: loss: nan - UP: 61.54% UR:  1.01% UF:  1.98% P: 43.59% R:  0.71% F:  1.40%
+2024-03-31 04:38:40 INFO 0:00:03.942101s elapsed (saved)
+
+2024-03-31 04:38:40 INFO Epoch 2 / 5000:
+2024-03-31 04:38:43 INFO lr: 4.9980e-05 - loss: 0.4942 - UP: 46.41% UR:  9.90% UF: 16.33% P: 38.77% R:  8.27% F: 13.64%
+2024-03-31 04:38:43 INFO dev:  loss: 0.1853 - UP: 87.63% UR:  9.73% UF: 17.51% P: 77.32% R:  8.58% F: 15.45%
+2024-03-31 04:38:44 INFO test: loss: nan - UP: 81.09% UR:  8.09% UF: 14.70% P: 75.21% R:  7.50% F: 13.64%
+2024-03-31 04:38:51 INFO 0:00:03.288916s elapsed (saved)
+
+2024-03-31 04:38:51 INFO Epoch 3 / 5000:
+2024-03-31 04:38:54 INFO lr: 4.9970e-05 - loss: 0.1431 - UP: 68.68% UR: 20.70% UF: 31.82% P: 63.84% R: 19.25% F: 29.58%
+2024-03-31 04:38:54 INFO dev:  loss: 0.1229 - UP: 82.92% UR: 22.77% UF: 35.73% P: 76.25% R: 20.94% F: 32.85%
+2024-03-31 04:38:54 INFO test: loss: nan - UP: 74.00% UR: 19.44% UF: 30.79% P: 69.86% R: 18.35% F: 29.06%
+2024-03-31 04:39:01 INFO 0:00:03.411254s elapsed (saved)
+
+2024-03-31 04:39:01 INFO Epoch 4 / 5000:
+2024-03-31 04:39:04 INFO lr: 4.9960e-05 - loss: 0.0702 - UP: 66.67% UR: 26.60% UF: 38.02% P: 63.30% R: 25.25% F: 36.10%
+2024-03-31 04:39:04 INFO dev:  loss: 0.1102 - UP: 79.45% UR: 26.54% UF: 39.79% P: 73.63% R: 24.60% F: 36.88%
+2024-03-31 04:39:04 INFO test: loss: nan - UP: 74.72% UR: 22.54% UF: 34.63% P: 70.97% R: 21.41% F: 32.89%
+2024-03-31 04:39:10 INFO 0:00:03.361488s elapsed (saved)
+
+2024-03-31 04:39:10 INFO Epoch 5 / 5000:
+2024-03-31 04:39:13 INFO lr: 4.9950e-05 - loss: 0.0156 - UP: 72.42% UR: 36.70% UF: 48.72% P: 68.92% R: 34.93% F: 46.36%
+2024-03-31 04:39:13 INFO dev:  loss: 0.0933 - UP: 68.99% UR: 48.63% UF: 57.05% P: 64.94% R: 45.77% F: 53.69%
+2024-03-31 04:39:14 INFO test: loss: nan - UP: 65.42% UR: 41.14% UF: 50.51% P: 61.89% R: 38.92% F: 47.79%
+2024-03-31 04:39:20 INFO 0:00:03.398677s elapsed (saved)
+
+2024-03-31 04:39:20 INFO Epoch 6 / 5000:
+2024-03-31 04:39:23 INFO lr: 4.9940e-05 - loss: 0.0159 - UP: 75.91% UR: 42.49% UF: 54.48% P: 73.77% R: 41.29% F: 52.95%
+2024-03-31 04:39:23 INFO dev:  loss: 0.0940 - UP: 78.67% UR: 37.99% UF: 51.23% P: 74.88% R: 36.16% F: 48.77%
+2024-03-31 04:39:24 INFO test: loss: nan - UP: 73.93% UR: 33.14% UF: 45.76% P: 70.00% R: 31.38% F: 43.33%
+2024-03-31 04:39:24 INFO 0:00:03.420980s elapsed
+
+2024-03-31 04:39:24 INFO Epoch 7 / 5000:
+2024-03-31 04:39:27 INFO lr: 4.9930e-05 - loss: 0.0115 - UP: 74.10% UR: 49.29% UF: 59.20% P: 72.52% R: 48.24% F: 57.94%
+2024-03-31 04:39:27 INFO dev:  loss: 0.0930 - UP: 77.06% UR: 46.11% UF: 57.70% P: 73.23% R: 43.82% F: 54.83%
+2024-03-31 04:39:27 INFO test: loss: nan - UP: 69.13% UR: 36.87% UF: 48.09% P: 66.38% R: 35.40% F: 46.17%
+2024-03-31 04:39:34 INFO 0:00:03.337319s elapsed (saved)
+
+2024-03-31 04:39:34 INFO Epoch 8 / 5000:
+2024-03-31 04:39:37 INFO lr: 4.9920e-05 - loss: 0.0648 - UP: 78.54% UR: 54.22% UF: 64.15% P: 76.62% R: 52.89% F: 62.58%
+2024-03-31 04:39:37 INFO dev:  loss: 0.0855 - UP: 75.27% UR: 55.03% UF: 63.58% P: 71.52% R: 52.29% F: 60.41%
+2024-03-31 04:39:38 INFO test: loss: nan - UP: 68.51% UR: 44.66% UF: 54.07% P: 64.65% R: 42.14% F: 51.03%
+2024-03-31 04:39:44 INFO 0:00:03.368075s elapsed (saved)
+
+2024-03-31 04:39:44 INFO Epoch 9 / 5000:
+2024-03-31 04:39:47 INFO lr: 4.9910e-05 - loss: 0.0419 - UP: 80.15% UR: 57.78% UF: 67.15% P: 79.09% R: 57.02% F: 66.26%
+2024-03-31 04:39:47 INFO dev:  loss: 0.0880 - UP: 70.91% UR: 55.49% UF: 62.26% P: 66.81% R: 52.29% F: 58.66%
+2024-03-31 04:39:48 INFO test: loss: nan - UP: 64.33% UR: 47.38% UF: 54.57% P: 61.15% R: 45.04% F: 51.87%
+2024-03-31 04:39:48 INFO 0:00:03.406530s elapsed
+
+2024-03-31 04:39:48 INFO Epoch 10 / 5000:
+2024-03-31 04:39:50 INFO lr: 4.9900e-05 - loss: 0.0027 - UP: 80.96% UR: 61.58% UF: 69.95% P: 79.23% R: 60.27% F: 68.46%
+2024-03-31 04:39:51 INFO dev:  loss: 0.0930 - UP: 75.04% UR: 50.57% UF: 60.42% P: 71.14% R: 47.94% F: 57.28%
+2024-03-31 04:39:51 INFO test: loss: nan - UP: 69.30% UR: 44.53% UF: 54.22% P: 66.10% R: 42.48% F: 51.72%
+2024-03-31 04:39:51 INFO 0:00:03.381170s elapsed
+
+2024-03-31 04:39:51 INFO Epoch 11 / 5000:
+2024-03-31 04:39:54 INFO lr: 4.9890e-05 - loss: 0.0143 - UP: 82.82% UR: 62.94% UF: 71.52% P: 81.02% R: 61.57% F: 69.96%
+2024-03-31 04:39:54 INFO dev:  loss: 0.0953 - UP: 71.45% UR: 60.41% UF: 65.47% P: 66.98% R: 56.64% F: 61.38%
+2024-03-31 04:39:54 INFO test: loss: nan - UP: 65.16% UR: 52.03% UF: 57.86% P: 61.54% R: 49.14% F: 54.65%
+2024-03-31 04:40:01 INFO 0:00:03.328745s elapsed (saved)
+
+2024-03-31 04:40:01 INFO Epoch 12 / 5000:
+2024-03-31 04:40:04 INFO lr: 4.9880e-05 - loss: 0.0399 - UP: 81.69% UR: 62.95% UF: 71.11% P: 80.33% R: 61.90% F: 69.92%
+2024-03-31 04:40:04 INFO dev:  loss: 0.0986 - UP: 75.31% UR: 55.15% UF: 63.67% P: 71.09% R: 52.06% F: 60.11%
+2024-03-31 04:40:04 INFO test: loss: nan - UP: 70.20% UR: 47.17% UF: 56.43% P: 67.08% R: 45.08% F: 53.92%
+2024-03-31 04:40:04 INFO 0:00:03.342547s elapsed
+
+2024-03-31 04:40:04 INFO Epoch 13 / 5000:
+2024-03-31 04:40:07 INFO lr: 4.9870e-05 - loss: 0.0410 - UP: 82.79% UR: 63.63% UF: 71.96% P: 82.10% R: 63.10% F: 71.35%
+2024-03-31 04:40:07 INFO dev:  loss: 0.1014 - UP: 70.55% UR: 54.00% UF: 61.18% P: 65.92% R: 50.46% F: 57.16%
+2024-03-31 04:40:08 INFO test: loss: nan - UP: 67.06% UR: 47.26% UF: 55.44% P: 63.20% R: 44.53% F: 52.25%
+2024-03-31 04:40:08 INFO 0:00:03.323643s elapsed
+
+2024-03-31 04:40:08 INFO Epoch 14 / 5000:
+2024-03-31 04:40:10 INFO lr: 4.9860e-05 - loss: 0.0402 - UP: 83.37% UR: 70.52% UF: 76.41% P: 82.84% R: 70.07% F: 75.92%
+2024-03-31 04:40:11 INFO dev:  loss: 0.1013 - UP: 77.81% UR: 56.98% UF: 65.79% P: 73.59% R: 53.89% F: 62.22%
+2024-03-31 04:40:11 INFO test: loss: nan - UP: 72.42% UR: 48.51% UF: 58.10% P: 68.67% R: 46.00% F: 55.09%
+2024-03-31 04:40:18 INFO 0:00:03.290207s elapsed (saved)
+
+2024-03-31 04:40:18 INFO Epoch 15 / 5000:
+2024-03-31 04:40:20 INFO lr: 4.9850e-05 - loss: 0.0410 - UP: 85.13% UR: 70.62% UF: 77.20% P: 84.44% R: 70.04% F: 76.57%
+2024-03-31 04:40:21 INFO dev:  loss: 0.1052 - UP: 83.96% UR: 48.51% UF: 61.49% P: 78.61% R: 45.42% F: 57.58%
+2024-03-31 04:40:21 INFO test: loss: nan - UP: 74.59% UR: 41.56% UF: 53.38% P: 70.00% R: 39.00% F: 50.09%
+2024-03-31 04:40:21 INFO 0:00:03.311249s elapsed
+
+2024-03-31 04:40:21 INFO Epoch 16 / 5000:
+2024-03-31 04:40:24 INFO lr: 4.9840e-05 - loss: 0.0486 - UP: 87.65% UR: 72.68% UF: 79.47% P: 86.85% R: 72.02% F: 78.74%
+2024-03-31 04:40:24 INFO dev:  loss: 0.0902 - UP: 79.35% UR: 55.84% UF: 65.55% P: 76.26% R: 53.66% F: 63.00%
+2024-03-31 04:40:24 INFO test: loss: nan - UP: 74.25% UR: 49.77% UF: 59.59% P: 71.06% R: 47.63% F: 57.04%
+2024-03-31 04:40:30 INFO 0:00:03.285745s elapsed (saved)
+
+2024-03-31 04:40:30 INFO Epoch 17 / 5000:
+2024-03-31 04:40:33 INFO lr: 4.9830e-05 - loss: 0.0231 - UP: 89.46% UR: 73.03% UF: 80.41% P: 89.12% R: 72.75% F: 80.11%
+2024-03-31 04:40:33 INFO dev:  loss: 0.1008 - UP: 76.89% UR: 58.24% UF: 66.28% P: 72.51% R: 54.92% F: 62.50%
+2024-03-31 04:40:34 INFO test: loss: nan - UP: 70.77% UR: 50.82% UF: 59.16% P: 67.68% R: 48.60% F: 56.57%
+2024-03-31 04:40:34 INFO 0:00:03.377977s elapsed
+
+2024-03-31 04:40:34 INFO Epoch 18 / 5000:
+2024-03-31 04:40:37 INFO lr: 4.9820e-05 - loss: 0.0215 - UP: 88.60% UR: 78.69% UF: 83.35% P: 88.10% R: 78.24% F: 82.88%
+2024-03-31 04:40:37 INFO dev:  loss: 0.0974 - UP: 81.37% UR: 56.98% UF: 67.03% P: 77.29% R: 54.12% F: 63.66%
+2024-03-31 04:40:37 INFO test: loss: nan - UP: 75.40% UR: 50.73% UF: 60.66% P: 72.35% R: 48.68% F: 58.20%
+2024-03-31 04:40:44 INFO 0:00:03.391177s elapsed (saved)
+
+2024-03-31 04:40:44 INFO Epoch 19 / 5000:
+2024-03-31 04:40:47 INFO lr: 4.9810e-05 - loss: 0.0295 - UP: 89.26% UR: 78.95% UF: 83.79% P: 88.64% R: 78.40% F: 83.21%
+2024-03-31 04:40:47 INFO dev:  loss: 0.1176 - UP: 82.92% UR: 57.21% UF: 67.70% P: 76.29% R: 52.63% F: 62.29%
+2024-03-31 04:40:47 INFO test: loss: nan - UP: 74.39% UR: 50.73% UF: 60.32% P: 70.21% R: 47.88% F: 56.94%
+2024-03-31 04:40:47 INFO 0:00:03.378147s elapsed
+
+2024-03-31 04:40:47 INFO Epoch 20 / 5000:
+2024-03-31 04:40:50 INFO lr: 4.9800e-05 - loss: 0.0049 - UP: 90.90% UR: 79.01% UF: 84.54% P: 90.47% R: 78.63% F: 84.13%
+2024-03-31 04:40:50 INFO dev:  loss: 0.1122 - UP: 81.87% UR: 59.95% UF: 69.22% P: 77.03% R: 56.41% F: 65.13%
+2024-03-31 04:40:51 INFO test: loss: nan - UP: 76.22% UR: 54.80% UF: 63.76% P: 72.67% R: 52.24% F: 60.78%
+2024-03-31 04:40:57 INFO 0:00:03.332740s elapsed (saved)
+
+2024-03-31 04:40:57 INFO Epoch 21 / 5000:
+2024-03-31 04:41:00 INFO lr: 4.9790e-05 - loss: 0.0349 - UP: 89.94% UR: 83.09% UF: 86.38% P: 89.11% R: 82.33% F: 85.58%
+2024-03-31 04:41:00 INFO dev:  loss: 0.1130 - UP: 74.77% UR: 64.76% UF: 69.41% P: 69.48% R: 60.18% F: 64.50%
+2024-03-31 04:41:01 INFO test: loss: nan - UP: 68.74% UR: 61.71% UF: 65.03% P: 65.47% R: 58.78% F: 61.94%
+2024-03-31 04:41:01 INFO 0:00:03.344167s elapsed
+
+2024-03-31 04:41:01 INFO Epoch 22 / 5000:
+2024-03-31 04:41:03 INFO lr: 4.9780e-05 - loss: 0.0179 - UP: 89.64% UR: 77.71% UF: 83.25% P: 88.97% R: 77.13% F: 82.63%
+2024-03-31 04:41:04 INFO dev:  loss: 0.1042 - UP: 76.20% UR: 61.56% UF: 68.10% P: 70.54% R: 56.98% F: 63.04%
+2024-03-31 04:41:04 INFO test: loss: nan - UP: 72.83% UR: 57.39% UF: 64.20% P: 68.58% R: 54.04% F: 60.45%
+2024-03-31 04:41:04 INFO 0:00:03.343319s elapsed
+
+2024-03-31 04:41:04 INFO Epoch 23 / 5000:
+2024-03-31 04:41:07 INFO lr: 4.9770e-05 - loss: 0.0004 - UP: 91.67% UR: 83.05% UF: 87.14% P: 91.30% R: 82.72% F: 86.80%
+2024-03-31 04:41:07 INFO dev:  loss: 0.1103 - UP: 80.12% UR: 61.33% UF: 69.48% P: 74.44% R: 56.98% F: 64.55%
+2024-03-31 04:41:07 INFO test: loss: nan - UP: 74.35% UR: 57.31% UF: 64.73% P: 71.03% R: 54.75% F: 61.84%
+2024-03-31 04:41:07 INFO 0:00:03.322917s elapsed
+
+2024-03-31 04:41:07 INFO Epoch 24 / 5000:
+2024-03-31 04:41:10 INFO lr: 4.9760e-05 - loss: 0.0005 - UP: 93.10% UR: 83.58% UF: 88.09% P: 91.78% R: 82.40% F: 86.84%
+2024-03-31 04:41:10 INFO dev:  loss: 0.1093 - UP: 75.88% UR: 64.42% UF: 69.68% P: 70.35% R: 59.73% F: 64.60%
+2024-03-31 04:41:11 INFO test: loss: nan - UP: 69.91% UR: 59.66% UF: 64.38% P: 66.72% R: 56.93% F: 61.44%
+2024-03-31 04:41:11 INFO 0:00:03.334418s elapsed
+
+2024-03-31 04:41:11 INFO Epoch 25 / 5000:
+2024-03-31 04:41:13 INFO lr: 4.9750e-05 - loss: 0.0027 - UP: 92.83% UR: 86.69% UF: 89.65% P: 92.58% R: 86.46% F: 89.41%
+2024-03-31 04:41:14 INFO dev:  loss: 0.1225 - UP: 80.09% UR: 61.21% UF: 69.39% P: 73.05% R: 55.84% F: 63.29%
+2024-03-31 04:41:14 INFO test: loss: nan - UP: 74.57% UR: 56.14% UF: 64.05% P: 70.73% R: 53.25% F: 60.76%
+2024-03-31 04:41:14 INFO 0:00:03.341730s elapsed
+
+2024-03-31 04:41:14 INFO Epoch 26 / 5000:
+2024-03-31 04:41:17 INFO lr: 4.9740e-05 - loss: 0.0046 - UP: 92.90% UR: 87.48% UF: 90.11% P: 92.36% R: 86.98% F: 89.59%
+2024-03-31 04:41:17 INFO dev:  loss: 0.1190 - UP: 76.29% UR: 65.90% UF: 70.72% P: 69.67% R: 60.18% F: 64.58%
+2024-03-31 04:41:17 INFO test: loss: nan - UP: 69.06% UR: 59.66% UF: 64.01% P: 66.25% R: 57.23% F: 61.41%
+2024-03-31 04:41:17 INFO 0:00:03.324615s elapsed
+
+2024-03-31 04:41:17 INFO Epoch 27 / 5000:
+2024-03-31 04:41:20 INFO lr: 4.9730e-05 - loss: 0.0184 - UP: 92.28% UR: 88.39% UF: 90.29% P: 91.69% R: 87.83% F: 89.72%
+2024-03-31 04:41:20 INFO dev:  loss: 0.1187 - UP: 80.17% UR: 64.30% UF: 71.37% P: 74.47% R: 59.73% F: 66.29%
+2024-03-31 04:41:21 INFO test: loss: nan - UP: 72.66% UR: 56.01% UF: 63.26% P: 69.02% R: 53.20% F: 60.09%
+2024-03-31 04:41:27 INFO 0:00:03.327437s elapsed (saved)
+
+2024-03-31 04:41:27 INFO Epoch 28 / 5000:
+2024-03-31 04:41:30 INFO lr: 4.9720e-05 - loss: 0.0036 - UP: 93.25% UR: 88.41% UF: 90.76% P: 92.96% R: 88.13% F: 90.48%
+2024-03-31 04:41:30 INFO dev:  loss: 0.1181 - UP: 75.19% UR: 66.25% UF: 70.44% P: 70.13% R: 61.78% F: 65.69%
+2024-03-31 04:41:31 INFO test: loss: nan - UP: 69.03% UR: 62.09% UF: 65.37% P: 65.44% R: 58.86% F: 61.98%
+2024-03-31 04:41:31 INFO 0:00:03.358247s elapsed
+
+2024-03-31 04:41:31 INFO Epoch 29 / 5000:
+2024-03-31 04:41:33 INFO lr: 4.9710e-05 - loss: 0.0038 - UP: 94.98% UR: 89.92% UF: 92.38% P: 94.85% R: 89.79% F: 92.25%
+2024-03-31 04:41:34 INFO dev:  loss: 0.1231 - UP: 79.33% UR: 65.45% UF: 71.72% P: 73.93% R: 60.98% F: 66.83%
+2024-03-31 04:41:34 INFO test: loss: nan - UP: 72.31% UR: 61.71% UF: 66.59% P: 69.42% R: 59.24% F: 63.92%
+2024-03-31 04:41:41 INFO 0:00:03.373112s elapsed (saved)
+
+2024-03-31 04:41:41 INFO Epoch 30 / 5000:
+2024-03-31 04:41:43 INFO lr: 4.9700e-05 - loss: 0.0050 - UP: 94.86% UR: 89.47% UF: 92.09% P: 94.60% R: 89.23% F: 91.83%
+2024-03-31 04:41:44 INFO dev:  loss: 0.1416 - UP: 73.34% UR: 67.05% UF: 70.05% P: 67.96% R: 62.13% F: 64.91%
+2024-03-31 04:41:44 INFO test: loss: nan - UP: 70.59% UR: 62.04% UF: 66.04% P: 67.68% R: 59.49% F: 63.32%
+2024-03-31 04:41:44 INFO 0:00:03.355509s elapsed
+
+2024-03-31 04:41:44 INFO Epoch 31 / 5000:
+2024-03-31 04:41:47 INFO lr: 4.9690e-05 - loss: 0.0461 - UP: 92.83% UR: 86.41% UF: 89.51% P: 92.18% R: 85.81% F: 88.88%
+2024-03-31 04:41:47 INFO dev:  loss: 0.1347 - UP: 78.36% UR: 64.65% UF: 70.85% P: 71.01% R: 58.58% F: 64.20%
+2024-03-31 04:41:47 INFO test: loss: nan - UP: 69.86% UR: 58.36% UF: 63.59% P: 66.60% R: 55.63% F: 60.63%
+2024-03-31 04:41:47 INFO 0:00:03.349284s elapsed
+
+2024-03-31 04:41:47 INFO Epoch 32 / 5000:
+2024-03-31 04:41:50 INFO lr: 4.9680e-05 - loss: 0.0150 - UP: 92.45% UR: 86.59% UF: 89.42% P: 91.95% R: 86.12% F: 88.94%
+2024-03-31 04:41:50 INFO dev:  loss: 0.1078 - UP: 76.61% UR: 69.34% UF: 72.79% P: 71.18% R: 64.42% F: 67.63%
+2024-03-31 04:41:51 INFO test: loss: nan - UP: 67.89% UR: 62.63% UF: 65.16% P: 64.49% R: 59.49% F: 61.89%
+2024-03-31 04:41:56 INFO 0:00:03.338613s elapsed (saved)
+
+2024-03-31 04:41:56 INFO Epoch 33 / 5000:
+2024-03-31 04:41:59 INFO lr: 4.9670e-05 - loss: 0.0055 - UP: 94.43% UR: 88.42% UF: 91.33% P: 94.23% R: 88.23% F: 91.13%
+2024-03-31 04:41:59 INFO dev:  loss: 0.1164 - UP: 80.81% UR: 66.02% UF: 72.67% P: 75.49% R: 61.67% F: 67.88%
+2024-03-31 04:42:00 INFO test: loss: nan - UP: 70.87% UR: 60.75% UF: 65.42% P: 67.69% R: 58.02% F: 62.49%
+2024-03-31 04:42:06 INFO 0:00:03.370189s elapsed (saved)
+
+2024-03-31 04:42:06 INFO Epoch 34 / 5000:
+2024-03-31 04:42:09 INFO lr: 4.9660e-05 - loss: 0.0136 - UP: 96.02% UR: 92.00% UF: 93.97% P: 95.84% R: 91.83% F: 93.79%
+2024-03-31 04:42:09 INFO dev:  loss: 0.1263 - UP: 80.77% UR: 64.42% UF: 71.67% P: 75.47% R: 60.18% F: 66.96%
+2024-03-31 04:42:10 INFO test: loss: nan - UP: 73.72% UR: 59.57% UF: 65.89% P: 70.87% R: 57.27% F: 63.35%
+2024-03-31 04:42:10 INFO 0:00:03.390444s elapsed
+
+2024-03-31 04:42:10 INFO Epoch 35 / 5000:
+2024-03-31 04:42:12 INFO lr: 4.9650e-05 - loss: 0.0015 - UP: 96.21% UR: 93.52% UF: 94.85% P: 96.09% R: 93.40% F: 94.73%
+2024-03-31 04:42:13 INFO dev:  loss: 0.1275 - UP: 77.48% UR: 69.68% UF: 73.37% P: 72.39% R: 65.10% F: 68.55%
+2024-03-31 04:42:13 INFO test: loss: nan - UP: 69.43% UR: 63.85% UF: 66.52% P: 66.42% R: 61.08% F: 63.64%
+2024-03-31 04:42:20 INFO 0:00:03.366290s elapsed (saved)
+
+2024-03-31 04:42:20 INFO Epoch 36 / 5000:
+2024-03-31 04:42:23 INFO lr: 4.9640e-05 - loss: 0.0002 - UP: 96.69% UR: 93.24% UF: 94.94% P: 96.50% R: 93.06% F: 94.74%
+2024-03-31 04:42:23 INFO dev:  loss: 0.1297 - UP: 79.37% UR: 69.57% UF: 74.15% P: 73.89% R: 64.76% F: 69.02%
+2024-03-31 04:42:23 INFO test: loss: nan - UP: 71.10% UR: 60.70% UF: 65.49% P: 67.37% R: 57.52% F: 62.06%
+2024-03-31 04:42:30 INFO 0:00:03.384655s elapsed (saved)
+
+2024-03-31 04:42:30 INFO Epoch 37 / 5000:
+2024-03-31 04:42:33 INFO lr: 4.9630e-05 - loss: 0.0050 - UP: 96.94% UR: 93.86% UF: 95.38% P: 96.67% R: 93.60% F: 95.11%
+2024-03-31 04:42:33 INFO dev:  loss: 0.1223 - UP: 79.27% UR: 69.57% UF: 74.10% P: 75.49% R: 66.25% F: 70.57%
+2024-03-31 04:42:33 INFO test: loss: nan - UP: 72.01% UR: 61.75% UF: 66.49% P: 69.61% R: 59.70% F: 64.28%
+2024-03-31 04:42:39 INFO 0:00:03.395049s elapsed (saved)
+
+2024-03-31 04:42:39 INFO Epoch 38 / 5000:
+2024-03-31 04:42:42 INFO lr: 4.9620e-05 - loss: 0.0064 - UP: 96.19% UR: 93.95% UF: 95.06% P: 95.95% R: 93.72% F: 94.82%
+2024-03-31 04:42:42 INFO dev:  loss: 0.1117 - UP: 79.19% UR: 69.68% UF: 74.13% P: 75.03% R: 66.02% F: 70.24%
+2024-03-31 04:42:43 INFO test: loss: nan - UP: 70.42% UR: 63.22% UF: 66.62% P: 67.29% R: 60.41% F: 63.66%
+2024-03-31 04:42:43 INFO 0:00:03.396773s elapsed
+
+2024-03-31 04:42:43 INFO Epoch 39 / 5000:
+2024-03-31 04:42:45 INFO lr: 4.9610e-05 - loss: 0.0003 - UP: 96.00% UR: 93.83% UF: 94.90% P: 95.55% R: 93.40% F: 94.47%
+2024-03-31 04:42:46 INFO dev:  loss: 0.1253 - UP: 80.29% UR: 69.91% UF: 74.74% P: 74.24% R: 64.65% F: 69.11%
+2024-03-31 04:42:46 INFO test: loss: nan - UP: 70.93% UR: 59.99% UF: 65.00% P: 67.95% R: 57.48% F: 62.28%
+2024-03-31 04:42:46 INFO 0:00:03.377540s elapsed
+
+2024-03-31 04:42:46 INFO Epoch 40 / 5000:
+2024-03-31 04:42:49 INFO lr: 4.9600e-05 - loss: 0.0011 - UP: 94.61% UR: 92.26% UF: 93.42% P: 94.34% R: 92.00% F: 93.16%
+2024-03-31 04:42:49 INFO dev:  loss: 0.1209 - UP: 83.89% UR: 60.76% UF: 70.47% P: 77.25% R: 55.95% F: 64.90%
+2024-03-31 04:42:49 INFO test: loss: nan - UP: 73.73% UR: 55.51% UF: 63.34% P: 71.34% R: 53.71% F: 61.28%
+2024-03-31 04:42:49 INFO 0:00:03.316856s elapsed
+
+2024-03-31 04:42:49 INFO Epoch 41 / 5000:
+2024-03-31 04:42:52 INFO lr: 4.9590e-05 - loss: 0.0005 - UP: 95.71% UR: 91.73% UF: 93.67% P: 95.56% R: 91.58% F: 93.53%
+2024-03-31 04:42:52 INFO dev:  loss: 0.1229 - UP: 81.91% UR: 67.85% UF: 74.22% P: 77.07% R: 63.84% F: 69.84%
+2024-03-31 04:42:53 INFO test: loss: nan - UP: 71.90% UR: 59.07% UF: 64.86% P: 68.69% R: 56.43% F: 61.96%
+2024-03-31 04:42:53 INFO 0:00:03.301863s elapsed
+
+2024-03-31 04:42:53 INFO Epoch 42 / 5000:
+2024-03-31 04:42:55 INFO lr: 4.9580e-05 - loss: 0.0034 - UP: 95.03% UR: 91.08% UF: 93.01% P: 94.74% R: 90.80% F: 92.73%
+2024-03-31 04:42:55 INFO dev:  loss: 0.1353 - UP: 67.36% UR: 77.69% UF: 72.16% P: 62.90% R: 72.54% F: 67.38%
+2024-03-31 04:42:56 INFO test: loss: nan - UP: 62.56% UR: 70.72% UF: 66.39% P: 59.82% R: 67.62% F: 63.48%
+2024-03-31 04:42:56 INFO 0:00:03.283532s elapsed
+
+2024-03-31 04:42:56 INFO Epoch 43 / 5000:
+2024-03-31 04:42:58 INFO lr: 4.9570e-05 - loss: 0.0142 - UP: 92.67% UR: 89.43% UF: 91.02% P: 90.95% R: 87.77% F: 89.33%
+2024-03-31 04:42:59 INFO dev:  loss: 0.1275 - UP: 80.81% UR: 66.02% UF: 72.67% P: 74.23% R: 60.64% F: 66.75%
+2024-03-31 04:42:59 INFO test: loss: nan - UP: 69.70% UR: 58.32% UF: 63.50% P: 65.30% R: 54.63% F: 59.49%
+2024-03-31 04:42:59 INFO 0:00:03.301101s elapsed
+
+2024-03-31 04:42:59 INFO Epoch 44 / 5000:
+2024-03-31 04:43:02 INFO lr: 4.9560e-05 - loss: 0.0041 - UP: 96.07% UR: 91.48% UF: 93.72% P: 95.65% R: 91.08% F: 93.31%
+2024-03-31 04:43:02 INFO dev:  loss: 0.1441 - UP: 81.38% UR: 58.01% UF: 67.74% P: 76.40% R: 54.46% F: 63.59%
+2024-03-31 04:43:02 INFO test: loss: nan - UP: 75.90% UR: 54.50% UF: 63.45% P: 73.10% R: 52.49% F: 61.11%
+2024-03-31 04:43:02 INFO 0:00:03.280263s elapsed
+
+2024-03-31 04:43:02 INFO Epoch 45 / 5000:
+2024-03-31 04:43:05 INFO lr: 4.9550e-05 - loss: 0.0191 - UP: 89.68% UR: 89.86% UF: 89.77% P: 89.47% R: 89.65% F: 89.56%
+2024-03-31 04:43:05 INFO dev:  loss: 0.1337 - UP: 81.95% UR: 62.36% UF: 70.83% P: 75.64% R: 57.55% F: 65.37%
+2024-03-31 04:43:06 INFO test: loss: nan - UP: 72.91% UR: 55.26% UF: 62.87% P: 70.04% R: 53.08% F: 60.39%
+2024-03-31 04:43:06 INFO 0:00:03.291463s elapsed
+
+2024-03-31 04:43:06 INFO Epoch 46 / 5000:
+2024-03-31 04:43:08 INFO lr: 4.9540e-05 - loss: 0.0089 - UP: 95.82% UR: 90.37% UF: 93.02% P: 95.55% R: 90.11% F: 92.75%
+2024-03-31 04:43:09 INFO dev:  loss: 0.1428 - UP: 75.03% UR: 69.79% UF: 72.32% P: 68.51% R: 63.73% F: 66.03%
+2024-03-31 04:43:09 INFO test: loss: nan - UP: 69.03% UR: 65.19% UF: 67.05% P: 66.10% R: 62.42% F: 64.21%
+2024-03-31 04:43:09 INFO 0:00:03.321129s elapsed
+
+2024-03-31 04:43:09 INFO Epoch 47 / 5000:
+2024-03-31 04:43:12 INFO lr: 4.9530e-05 - loss: 0.0035 - UP: 95.23% UR: 92.55% UF: 93.87% P: 95.07% R: 92.39% F: 93.71%
+2024-03-31 04:43:12 INFO dev:  loss: 0.1401 - UP: 77.44% UR: 69.11% UF: 73.04% P: 71.28% R: 63.62% F: 67.23%
+2024-03-31 04:43:12 INFO test: loss: nan - UP: 70.06% UR: 63.51% UF: 66.62% P: 66.54% R: 60.33% F: 63.28%
+2024-03-31 04:43:12 INFO 0:00:03.276855s elapsed
+
+2024-03-31 04:43:12 INFO Epoch 48 / 5000:
+2024-03-31 04:43:15 INFO lr: 4.9520e-05 - loss: 0.0000 - UP: 95.69% UR: 90.96% UF: 93.26% P: 95.37% R: 90.66% F: 92.95%
+2024-03-31 04:43:15 INFO dev:  loss: 0.1427 - UP: 85.39% UR: 64.87% UF: 73.73% P: 79.07% R: 60.07% F: 68.27%
+2024-03-31 04:43:16 INFO test: loss: nan - UP: 75.64% UR: 55.30% UF: 63.89% P: 73.07% R: 53.41% F: 61.71%
+2024-03-31 04:43:16 INFO 0:00:03.277743s elapsed
+
+2024-03-31 04:43:16 INFO Epoch 49 / 5000:
+2024-03-31 04:43:18 INFO lr: 4.9510e-05 - loss: 0.0006 - UP: 96.57% UR: 93.00% UF: 94.75% P: 96.27% R: 92.71% F: 94.45%
+2024-03-31 04:43:18 INFO dev:  loss: 0.1400 - UP: 81.30% UR: 68.65% UF: 74.44% P: 74.12% R: 62.59% F: 67.87%
+2024-03-31 04:43:19 INFO test: loss: nan - UP: 72.20% UR: 60.49% UF: 65.83% P: 69.25% R: 58.02% F: 63.14%
+2024-03-31 04:43:19 INFO 0:00:03.274918s elapsed
+
+2024-03-31 04:43:19 INFO Epoch 50 / 5000:
+2024-03-31 04:43:22 INFO lr: 4.9500e-05 - loss: 0.0084 - UP: 96.86% UR: 94.77% UF: 95.80% P: 96.62% R: 94.54% F: 95.57%
+2024-03-31 04:43:22 INFO dev:  loss: 0.1303 - UP: 80.13% UR: 71.97% UF: 75.83% P: 74.78% R: 67.16% F: 70.77%
+2024-03-31 04:43:22 INFO test: loss: nan - UP: 70.33% UR: 63.55% UF: 66.77% P: 67.04% R: 60.58% F: 63.64%
+2024-03-31 04:43:29 INFO 0:00:03.306940s elapsed (saved)
+
+2024-03-31 04:43:29 INFO Epoch 51 / 5000:
+2024-03-31 04:43:31 INFO lr: 4.9490e-05 - loss: 0.0060 - UP: 97.69% UR: 96.52% UF: 97.10% P: 97.52% R: 96.35% F: 96.93%
+2024-03-31 04:43:32 INFO dev:  loss: 0.1440 - UP: 76.03% UR: 71.51% UF: 73.70% P: 68.61% R: 64.53% F: 66.51%
+2024-03-31 04:43:32 INFO test: loss: nan - UP: 69.39% UR: 65.23% UF: 67.24% P: 66.13% R: 62.17% F: 64.09%
+2024-03-31 04:43:32 INFO 0:00:03.387478s elapsed
+
+2024-03-31 04:43:32 INFO Epoch 52 / 5000:
+2024-03-31 04:43:35 INFO lr: 4.9480e-05 - loss: 0.0014 - UP: 97.93% UR: 95.48% UF: 96.69% P: 97.82% R: 95.38% F: 96.59%
+2024-03-31 04:43:35 INFO dev:  loss: 0.1552 - UP: 77.68% UR: 74.49% UF: 76.05% P: 71.00% R: 68.08% F: 69.51%
+2024-03-31 04:43:35 INFO test: loss: nan - UP: 67.06% UR: 66.28% UF: 66.67% P: 63.59% R: 62.84% F: 63.21%
+2024-03-31 04:43:35 INFO 0:00:03.278493s elapsed
+
+2024-03-31 04:43:35 INFO Epoch 53 / 5000:
+2024-03-31 04:43:38 INFO lr: 4.9470e-05 - loss: 0.0027 - UP: 97.15% UR: 96.02% UF: 96.58% P: 97.03% R: 95.90% F: 96.46%
+2024-03-31 04:43:38 INFO dev:  loss: 0.1423 - UP: 82.63% UR: 69.68% UF: 75.61% P: 75.71% R: 63.84% F: 69.27%
+2024-03-31 04:43:39 INFO test: loss: nan - UP: 72.07% UR: 60.33% UF: 65.68% P: 68.87% R: 57.65% F: 62.76%
+2024-03-31 04:43:39 INFO 0:00:03.328710s elapsed
+
+2024-03-31 04:43:39 INFO Epoch 54 / 5000:
+2024-03-31 04:43:41 INFO lr: 4.9460e-05 - loss: 0.0008 - UP: 98.40% UR: 95.61% UF: 96.98% P: 98.26% R: 95.48% F: 96.85%
+2024-03-31 04:43:42 INFO dev:  loss: 0.1393 - UP: 81.23% UR: 72.31% UF: 76.51% P: 74.81% R: 66.59% F: 70.46%
+2024-03-31 04:43:42 INFO test: loss: nan - UP: 70.77% UR: 62.38% UF: 66.31% P: 67.63% R: 59.61% F: 63.37%
+2024-03-31 04:43:42 INFO 0:00:03.320291s elapsed
+
+2024-03-31 04:43:42 INFO Epoch 55 / 5000:
+2024-03-31 04:43:45 INFO lr: 4.9450e-05 - loss: 0.0003 - UP: 97.87% UR: 96.71% UF: 97.28% P: 97.72% R: 96.56% F: 97.14%
+2024-03-31 04:43:45 INFO dev:  loss: 0.1402 - UP: 80.57% UR: 71.62% UF: 75.83% P: 73.49% R: 65.33% F: 69.17%
+2024-03-31 04:43:45 INFO test: loss: nan - UP: 71.19% UR: 63.55% UF: 67.15% P: 67.95% R: 60.66% F: 64.10%
+2024-03-31 04:43:45 INFO 0:00:03.301005s elapsed
+
+2024-03-31 04:43:45 INFO Epoch 56 / 5000:
+2024-03-31 04:43:48 INFO lr: 4.9440e-05 - loss: 0.0015 - UP: 97.68% UR: 95.58% UF: 96.62% P: 97.58% R: 95.48% F: 96.52%
+2024-03-31 04:43:48 INFO dev:  loss: 0.1590 - UP: 81.49% UR: 66.48% UF: 73.22% P: 74.61% R: 60.87% F: 67.04%
+2024-03-31 04:43:48 INFO test: loss: nan - UP: 74.56% UR: 58.57% UF: 65.60% P: 71.41% R: 56.10% F: 62.83%
+2024-03-31 04:43:48 INFO 0:00:03.279330s elapsed
+
+2024-03-31 04:43:48 INFO Epoch 57 / 5000:
+2024-03-31 04:43:51 INFO lr: 4.9430e-05 - loss: 0.0071 - UP: 96.53% UR: 93.96% UF: 95.23% P: 96.38% R: 93.82% F: 95.08%
+2024-03-31 04:43:51 INFO dev:  loss: 0.1665 - UP: 73.52% UR: 70.82% UF: 72.14% P: 66.75% R: 64.30% F: 65.50%
+2024-03-31 04:43:52 INFO test: loss: nan - UP: 67.64% UR: 63.30% UF: 65.40% P: 64.32% R: 60.20% F: 62.19%
+2024-03-31 04:43:52 INFO 0:00:03.318837s elapsed
+
+2024-03-31 04:43:52 INFO Epoch 58 / 5000:
+2024-03-31 04:43:54 INFO lr: 4.9420e-05 - loss: 0.0003 - UP: 96.19% UR: 93.20% UF: 94.67% P: 95.95% R: 92.97% F: 94.43%
+2024-03-31 04:43:55 INFO dev:  loss: 0.1448 - UP: 74.91% UR: 72.43% UF: 73.65% P: 67.93% R: 65.68% F: 66.78%
+2024-03-31 04:43:55 INFO test: loss: nan - UP: 67.55% UR: 62.09% UF: 64.70% P: 64.68% R: 59.45% F: 61.95%
+2024-03-31 04:43:55 INFO 0:00:03.278026s elapsed
+
+2024-03-31 04:43:55 INFO Epoch 59 / 5000:
+2024-03-31 04:43:58 INFO lr: 4.9410e-05 - loss: 0.0050 - UP: 97.07% UR: 95.54% UF: 96.30% P: 96.76% R: 95.24% F: 95.99%
+2024-03-31 04:43:58 INFO dev:  loss: 0.1421 - UP: 75.18% UR: 71.40% UF: 73.24% P: 69.76% R: 66.25% F: 67.96%
+2024-03-31 04:43:58 INFO test: loss: nan - UP: 68.36% UR: 66.44% UF: 67.39% P: 64.96% R: 63.13% F: 64.03%
+2024-03-31 04:43:58 INFO 0:00:03.315603s elapsed
+
+2024-03-31 04:43:58 INFO Epoch 60 / 5000:
+2024-03-31 04:44:01 INFO lr: 4.9400e-05 - loss: 0.0000 - UP: 97.40% UR: 95.84% UF: 96.62% P: 97.09% R: 95.54% F: 96.31%
+2024-03-31 04:44:01 INFO dev:  loss: 0.1633 - UP: 81.47% UR: 64.87% UF: 72.23% P: 75.86% R: 60.41% F: 67.26%
+2024-03-31 04:44:02 INFO test: loss: nan - UP: 75.53% UR: 58.06% UF: 65.66% P: 71.88% R: 55.26% F: 62.48%
+2024-03-31 04:44:02 INFO 0:00:03.301903s elapsed
+
+2024-03-31 04:44:02 INFO Epoch 61 / 5000:
+2024-03-31 04:44:04 INFO lr: 4.9390e-05 - loss: 0.0057 - UP: 96.22% UR: 94.38% UF: 95.29% P: 96.10% R: 94.27% F: 95.17%
+2024-03-31 04:44:05 INFO dev:  loss: 0.1389 - UP: 80.50% UR: 69.91% UF: 74.83% P: 74.44% R: 64.65% F: 69.20%
+2024-03-31 04:44:05 INFO test: loss: nan - UP: 71.93% UR: 60.54% UF: 65.74% P: 68.14% R: 57.35% F: 62.28%
+2024-03-31 04:44:05 INFO 0:00:03.314252s elapsed
+
+2024-03-31 04:44:05 INFO Epoch 62 / 5000:
+2024-03-31 04:44:08 INFO lr: 4.9380e-05 - loss: 0.0058 - UP: 97.13% UR: 94.46% UF: 95.78% P: 96.97% R: 94.30% F: 95.62%
+2024-03-31 04:44:08 INFO dev:  loss: 0.1771 - UP: 76.23% UR: 69.34% UF: 72.62% P: 69.43% R: 63.16% F: 66.15%
+2024-03-31 04:44:08 INFO test: loss: nan - UP: 67.84% UR: 60.70% UF: 64.07% P: 62.78% R: 56.18% F: 59.30%
+2024-03-31 04:44:08 INFO 0:00:03.308204s elapsed
+
+2024-03-31 04:44:08 INFO Epoch 63 / 5000:
+2024-03-31 04:44:11 INFO lr: 4.9370e-05 - loss: 0.0199 - UP: 89.15% UR: 84.71% UF: 86.87% P: 87.08% R: 82.75% F: 84.86%
+2024-03-31 04:44:11 INFO dev:  loss: 0.1468 - UP: 71.43% UR: 71.51% UF: 71.47% P: 65.26% R: 65.33% F: 65.29%
+2024-03-31 04:44:12 INFO test: loss: nan - UP: 66.28% UR: 65.40% UF: 65.84% P: 61.95% R: 61.12% F: 61.54%
+2024-03-31 04:44:12 INFO 0:00:03.324160s elapsed
+
+2024-03-31 04:44:12 INFO Epoch 64 / 5000:
+2024-03-31 04:44:14 INFO lr: 4.9360e-05 - loss: 0.0059 - UP: 94.71% UR: 86.33% UF: 90.32% P: 94.46% R: 86.10% F: 90.08%
+2024-03-31 04:44:15 INFO dev:  loss: 0.1419 - UP: 80.60% UR: 70.37% UF: 75.14% P: 74.84% R: 65.33% F: 69.76%
+2024-03-31 04:44:15 INFO test: loss: nan - UP: 71.55% UR: 62.04% UF: 66.46% P: 68.16% R: 59.11% F: 63.32%
+2024-03-31 04:44:15 INFO 0:00:03.312493s elapsed
+
+2024-03-31 04:44:15 INFO Epoch 65 / 5000:
+2024-03-31 04:44:18 INFO lr: 4.9350e-05 - loss: 0.0209 - UP: 96.17% UR: 92.84% UF: 94.48% P: 96.02% R: 92.69% F: 94.33%
+2024-03-31 04:44:18 INFO dev:  loss: 0.1633 - UP: 77.05% UR: 65.68% UF: 70.91% P: 70.74% R: 60.30% F: 65.10%
+2024-03-31 04:44:18 INFO test: loss: nan - UP: 69.94% UR: 56.05% UF: 62.23% P: 66.91% R: 53.62% F: 59.53%
+2024-03-31 04:44:18 INFO 0:00:03.313984s elapsed
+
+2024-03-31 04:44:18 INFO Epoch 66 / 5000:
+2024-03-31 04:44:21 INFO lr: 4.9340e-05 - loss: 0.0057 - UP: 95.19% UR: 91.21% UF: 93.16% P: 94.97% R: 90.99% F: 92.94%
+2024-03-31 04:44:21 INFO dev:  loss: 0.1371 - UP: 76.45% UR: 72.43% UF: 74.38% P: 69.81% R: 66.13% F: 67.92%
+2024-03-31 04:44:22 INFO test: loss: nan - UP: 68.64% UR: 63.01% UF: 65.71% P: 65.18% R: 59.82% F: 62.39%
+2024-03-31 04:44:22 INFO 0:00:03.339483s elapsed
+
+2024-03-31 04:44:22 INFO Epoch 67 / 5000:
+2024-03-31 04:44:24 INFO lr: 4.9330e-05 - loss: 0.0035 - UP: 97.26% UR: 94.70% UF: 95.96% P: 97.11% R: 94.56% F: 95.82%
+2024-03-31 04:44:25 INFO dev:  loss: 0.1349 - UP: 78.05% UR: 72.43% UF: 75.13% P: 72.38% R: 67.16% F: 69.67%
+2024-03-31 04:44:25 INFO test: loss: nan - UP: 71.42% UR: 63.13% UF: 67.02% P: 68.34% R: 60.41% F: 64.13%
+2024-03-31 04:44:25 INFO 0:00:03.307974s elapsed
+
+2024-03-31 04:44:25 INFO Epoch 68 / 5000:
+2024-03-31 04:44:28 INFO lr: 4.9320e-05 - loss: 0.0044 - UP: 98.09% UR: 95.74% UF: 96.90% P: 97.96% R: 95.61% F: 96.77%
+2024-03-31 04:44:28 INFO dev:  loss: 0.1460 - UP: 77.11% UR: 74.37% UF: 75.71% P: 71.89% R: 69.34% F: 70.59%
+2024-03-31 04:44:28 INFO test: loss: nan - UP: 68.66% UR: 65.44% UF: 67.01% P: 65.89% R: 62.80% F: 64.31%
+2024-03-31 04:44:28 INFO 0:00:03.313648s elapsed
+
+2024-03-31 04:44:28 INFO Epoch 69 / 5000:
+2024-03-31 04:44:31 INFO lr: 4.9310e-05 - loss: 0.0055 - UP: 97.92% UR: 96.45% UF: 97.18% P: 97.74% R: 96.27% F: 97.00%
+2024-03-31 04:44:31 INFO dev:  loss: 0.1438 - UP: 79.79% UR: 70.02% UF: 74.59% P: 74.19% R: 65.10% F: 69.35%
+2024-03-31 04:44:32 INFO test: loss: nan - UP: 73.58% UR: 60.91% UF: 66.65% P: 70.75% R: 58.57% F: 64.08%
+2024-03-31 04:44:32 INFO 0:00:03.284389s elapsed
+
+2024-03-31 04:44:32 INFO Epoch 70 / 5000:
+2024-03-31 04:44:34 INFO lr: 4.9300e-05 - loss: 0.0027 - UP: 97.93% UR: 96.13% UF: 97.02% P: 97.68% R: 95.89% F: 96.77%
+2024-03-31 04:44:35 INFO dev:  loss: 0.1388 - UP: 80.40% UR: 74.14% UF: 77.14% P: 74.19% R: 68.42% F: 71.19%
+2024-03-31 04:44:35 INFO test: loss: nan - UP: 71.12% UR: 64.26% UF: 67.52% P: 68.20% R: 61.63% F: 64.74%
+2024-03-31 04:44:42 INFO 0:00:03.345712s elapsed (saved)
+
+2024-03-31 04:44:42 INFO Epoch 71 / 5000:
+2024-03-31 04:44:44 INFO lr: 4.9290e-05 - loss: 0.0022 - UP: 98.09% UR: 96.62% UF: 97.35% P: 97.99% R: 96.52% F: 97.25%
+2024-03-31 04:44:45 INFO dev:  loss: 0.1366 - UP: 79.20% UR: 72.77% UF: 75.85% P: 73.85% R: 67.85% F: 70.72%
+2024-03-31 04:44:45 INFO test: loss: nan - UP: 71.53% UR: 63.89% UF: 67.49% P: 68.67% R: 61.33% F: 64.79%
+2024-03-31 04:44:45 INFO 0:00:03.390242s elapsed
+
+2024-03-31 04:44:45 INFO Epoch 72 / 5000:
+2024-03-31 04:44:48 INFO lr: 4.9280e-05 - loss: 0.0026 - UP: 98.23% UR: 96.79% UF: 97.51% P: 98.14% R: 96.71% F: 97.42%
+2024-03-31 04:44:48 INFO dev:  loss: 0.1482 - UP: 79.51% UR: 74.60% UF: 76.98% P: 74.51% R: 69.91% F: 72.14%
+2024-03-31 04:44:48 INFO test: loss: nan - UP: 68.89% UR: 66.78% UF: 67.82% P: 65.60% R: 63.59% F: 64.58%
+2024-03-31 04:44:55 INFO 0:00:03.320184s elapsed (saved)
+
+2024-03-31 04:44:55 INFO Epoch 73 / 5000:
+2024-03-31 04:44:58 INFO lr: 4.9270e-05 - loss: 0.0065 - UP: 98.47% UR: 97.31% UF: 97.89% P: 98.35% R: 97.20% F: 97.77%
+2024-03-31 04:44:58 INFO dev:  loss: 0.1485 - UP: 79.85% UR: 73.91% UF: 76.77% P: 74.41% R: 68.88% F: 71.54%
+2024-03-31 04:44:58 INFO test: loss: nan - UP: 71.44% UR: 64.77% UF: 67.94% P: 68.48% R: 62.09% F: 65.13%
+2024-03-31 04:44:58 INFO 0:00:03.300303s elapsed
+
+2024-03-31 04:44:58 INFO Epoch 74 / 5000:
+2024-03-31 04:45:01 INFO lr: 4.9260e-05 - loss: 0.0020 - UP: 98.34% UR: 97.73% UF: 98.04% P: 98.24% R: 97.63% F: 97.94%
+2024-03-31 04:45:01 INFO dev:  loss: 0.1508 - UP: 80.63% UR: 73.34% UF: 76.81% P: 74.72% R: 67.96% F: 71.18%
+2024-03-31 04:45:02 INFO test: loss: nan - UP: 71.84% UR: 63.39% UF: 67.35% P: 68.90% R: 60.79% F: 64.59%
+2024-03-31 04:45:02 INFO 0:00:03.304118s elapsed
+
+2024-03-31 04:45:02 INFO Epoch 75 / 5000:
+2024-03-31 04:45:04 INFO lr: 4.9250e-05 - loss: 0.0008 - UP: 98.60% UR: 97.40% UF: 98.00% P: 98.52% R: 97.33% F: 97.92%
+2024-03-31 04:45:04 INFO dev:  loss: 0.1440 - UP: 78.79% UR: 74.37% UF: 76.52% P: 73.58% R: 69.45% F: 71.45%
+2024-03-31 04:45:05 INFO test: loss: nan - UP: 70.65% UR: 65.94% UF: 68.21% P: 67.19% R: 62.71% F: 64.88%
+2024-03-31 04:45:05 INFO 0:00:03.281076s elapsed
+
+2024-03-31 04:45:05 INFO Epoch 76 / 5000:
+2024-03-31 04:45:08 INFO lr: 4.9240e-05 - loss: 0.0005 - UP: 98.65% UR: 97.78% UF: 98.21% P: 98.54% R: 97.68% F: 98.11%
+2024-03-31 04:45:08 INFO dev:  loss: 0.1478 - UP: 79.60% UR: 73.23% UF: 76.28% P: 74.75% R: 68.76% F: 71.63%
+2024-03-31 04:45:08 INFO test: loss: nan - UP: 71.40% UR: 64.31% UF: 67.67% P: 68.28% R: 61.50% F: 64.71%
+2024-03-31 04:45:08 INFO 0:00:03.359497s elapsed
+
+2024-03-31 04:45:08 INFO Epoch 77 / 5000:
+2024-03-31 04:45:11 INFO lr: 4.9230e-05 - loss: 0.0023 - UP: 98.55% UR: 97.89% UF: 98.22% P: 98.44% R: 97.79% F: 98.12%
+2024-03-31 04:45:11 INFO dev:  loss: 0.1511 - UP: 79.27% UR: 71.74% UF: 75.32% P: 74.46% R: 67.39% F: 70.75%
+2024-03-31 04:45:12 INFO test: loss: nan - UP: 73.02% UR: 64.18% UF: 68.32% P: 69.78% R: 61.33% F: 65.28%
+2024-03-31 04:45:12 INFO 0:00:03.397491s elapsed
+
+2024-03-31 04:45:12 INFO Epoch 78 / 5000:
+2024-03-31 04:45:14 INFO lr: 4.9220e-05 - loss: 0.0014 - UP: 98.36% UR: 97.86% UF: 98.11% P: 98.27% R: 97.78% F: 98.02%
+2024-03-31 04:45:15 INFO dev:  loss: 0.1417 - UP: 77.78% UR: 73.68% UF: 75.68% P: 73.31% R: 69.45% F: 71.33%
+2024-03-31 04:45:15 INFO test: loss: nan - UP: 70.63% UR: 65.77% UF: 68.11% P: 67.21% R: 62.59% F: 64.82%
+2024-03-31 04:45:15 INFO 0:00:03.383478s elapsed
+
+2024-03-31 04:45:15 INFO Epoch 79 / 5000:
+2024-03-31 04:45:18 INFO lr: 4.9210e-05 - loss: 0.0000 - UP: 98.68% UR: 97.89% UF: 98.28% P: 98.52% R: 97.73% F: 98.12%
+2024-03-31 04:45:18 INFO dev:  loss: 0.1360 - UP: 80.38% UR: 72.65% UF: 76.32% P: 75.57% R: 68.31% F: 71.75%
+2024-03-31 04:45:18 INFO test: loss: nan - UP: 72.13% UR: 64.94% UF: 68.34% P: 69.19% R: 62.30% F: 65.56%
+2024-03-31 04:45:18 INFO 0:00:03.401455s elapsed
+
+2024-03-31 04:45:18 INFO Epoch 80 / 5000:
+2024-03-31 04:45:21 INFO lr: 4.9200e-05 - loss: 0.0008 - UP: 98.74% UR: 98.28% UF: 98.51% P: 98.62% R: 98.17% F: 98.39%
+2024-03-31 04:45:21 INFO dev:  loss: 0.1420 - UP: 81.37% UR: 71.97% UF: 76.38% P: 76.46% R: 67.62% F: 71.77%
+2024-03-31 04:45:22 INFO test: loss: nan - UP: 72.04% UR: 64.64% UF: 68.14% P: 69.00% R: 61.92% F: 65.27%
+2024-03-31 04:45:22 INFO 0:00:03.394823s elapsed
+
+2024-03-31 04:45:22 INFO Epoch 81 / 5000:
+2024-03-31 04:45:25 INFO lr: 4.9190e-05 - loss: 0.0004 - UP: 98.71% UR: 98.31% UF: 98.51% P: 98.64% R: 98.24% F: 98.44%
+2024-03-31 04:45:25 INFO dev:  loss: 0.1443 - UP: 81.21% UR: 73.68% UF: 77.26% P: 76.29% R: 69.22% F: 72.59%
+2024-03-31 04:45:25 INFO test: loss: nan - UP: 70.78% UR: 64.64% UF: 67.57% P: 67.75% R: 61.88% F: 64.68%
+2024-03-31 04:45:32 INFO 0:00:03.392229s elapsed (saved)
+
+2024-03-31 04:45:32 INFO Epoch 82 / 5000:
+2024-03-31 04:45:35 INFO lr: 4.9180e-05 - loss: 0.0006 - UP: 98.80% UR: 98.43% UF: 98.61% P: 98.65% R: 98.28% F: 98.47%
+2024-03-31 04:45:35 INFO dev:  loss: 0.1378 - UP: 80.74% UR: 72.43% UF: 76.36% P: 76.53% R: 68.65% F: 72.38%
+2024-03-31 04:45:35 INFO test: loss: nan - UP: 72.56% UR: 64.26% UF: 68.16% P: 69.77% R: 61.79% F: 65.54%
+2024-03-31 04:45:35 INFO 0:00:03.375964s elapsed
+
+2024-03-31 04:45:35 INFO Epoch 83 / 5000:
+2024-03-31 04:45:38 INFO lr: 4.9170e-05 - loss: 0.0004 - UP: 98.88% UR: 98.30% UF: 98.59% P: 98.78% R: 98.20% F: 98.49%
+2024-03-31 04:45:39 INFO dev:  loss: 0.1442 - UP: 80.54% UR: 71.97% UF: 76.01% P: 76.31% R: 68.19% F: 72.02%
+2024-03-31 04:45:39 INFO test: loss: nan - UP: 71.97% UR: 64.85% UF: 68.22% P: 69.27% R: 62.42% F: 65.67%
+2024-03-31 04:45:39 INFO 0:00:03.363185s elapsed
+
+2024-03-31 04:45:39 INFO Epoch 84 / 5000:
+2024-03-31 04:45:42 INFO lr: 4.9160e-05 - loss: 0.0003 - UP: 99.06% UR: 98.40% UF: 98.73% P: 98.97% R: 98.31% F: 98.64%
+2024-03-31 04:45:42 INFO dev:  loss: 0.1477 - UP: 80.58% UR: 73.11% UF: 76.66% P: 76.54% R: 69.45% F: 72.83%
+2024-03-31 04:45:42 INFO test: loss: nan - UP: 71.77% UR: 65.40% UF: 68.43% P: 69.10% R: 62.97% F: 65.89%
+2024-03-31 04:45:49 INFO 0:00:03.363704s elapsed (saved)
+
+2024-03-31 04:45:49 INFO Epoch 85 / 5000:
+2024-03-31 04:45:52 INFO lr: 4.9150e-05 - loss: 0.0000 - UP: 99.10% UR: 98.63% UF: 98.86% P: 99.00% R: 98.53% F: 98.76%
+2024-03-31 04:45:52 INFO dev:  loss: 0.1606 - UP: 78.70% UR: 72.31% UF: 75.37% P: 74.47% R: 68.42% F: 71.32%
+2024-03-31 04:45:52 INFO test: loss: nan - UP: 69.08% UR: 66.07% UF: 67.54% P: 65.75% R: 62.88% F: 64.28%
+2024-03-31 04:45:52 INFO 0:00:03.387301s elapsed
+
+2024-03-31 04:45:52 INFO Epoch 86 / 5000:
+2024-03-31 04:45:55 INFO lr: 4.9140e-05 - loss: 0.0017 - UP: 97.07% UR: 95.65% UF: 96.36% P: 96.45% R: 95.05% F: 95.75%
+2024-03-31 04:45:55 INFO dev:  loss: 0.1199 - UP: 80.60% UR: 67.96% UF: 73.74% P: 75.17% R: 63.39% F: 68.78%
+2024-03-31 04:45:56 INFO test: loss: nan - UP: 71.86% UR: 59.28% UF: 64.97% P: 68.92% R: 56.85% F: 62.30%
+2024-03-31 04:45:56 INFO 0:00:03.375461s elapsed
+
+2024-03-31 04:45:56 INFO Epoch 87 / 5000:
+2024-03-31 04:45:58 INFO lr: 4.9130e-05 - loss: 0.0053 - UP: 98.14% UR: 97.43% UF: 97.78% P: 97.69% R: 96.98% F: 97.33%
+2024-03-31 04:45:59 INFO dev:  loss: 0.1297 - UP: 80.86% UR: 71.05% UF: 75.64% P: 75.91% R: 66.70% F: 71.01%
+2024-03-31 04:45:59 INFO test: loss: nan - UP: 68.57% UR: 60.41% UF: 64.23% P: 65.91% R: 58.06% F: 61.74%
+2024-03-31 04:45:59 INFO 0:00:03.380405s elapsed
+
+2024-03-31 04:45:59 INFO Epoch 88 / 5000:
+2024-03-31 04:46:02 INFO lr: 4.9120e-05 - loss: 0.0018 - UP: 98.69% UR: 97.75% UF: 98.22% P: 98.48% R: 97.55% F: 98.01%
+2024-03-31 04:46:02 INFO dev:  loss: 0.1515 - UP: 81.23% UR: 75.29% UF: 78.15% P: 76.42% R: 70.82% F: 73.52%
+2024-03-31 04:46:02 INFO test: loss: nan - UP: 66.97% UR: 64.39% UF: 65.66% P: 64.14% R: 61.67% F: 62.88%
+2024-03-31 04:46:09 INFO 0:00:03.395415s elapsed (saved)
+
+2024-03-31 04:46:09 INFO Epoch 89 / 5000:
+2024-03-31 04:46:12 INFO lr: 4.9110e-05 - loss: 0.0014 - UP: 98.79% UR: 97.96% UF: 98.38% P: 98.69% R: 97.86% F: 98.27%
+2024-03-31 04:46:12 INFO dev:  loss: 0.1407 - UP: 82.34% UR: 74.14% UF: 78.03% P: 77.13% R: 69.45% F: 73.09%
+2024-03-31 04:46:12 INFO test: loss: nan - UP: 68.40% UR: 63.30% UF: 65.75% P: 65.46% R: 60.58% F: 62.92%
+2024-03-31 04:46:12 INFO 0:00:03.333700s elapsed
+
+2024-03-31 04:46:12 INFO Epoch 90 / 5000:
+2024-03-31 04:46:15 INFO lr: 4.9100e-05 - loss: 0.0001 - UP: 98.83% UR: 98.53% UF: 98.68% P: 98.78% R: 98.48% F: 98.63%
+2024-03-31 04:46:15 INFO dev:  loss: 0.1444 - UP: 81.67% UR: 73.91% UF: 77.60% P: 76.49% R: 69.22% F: 72.67%
+2024-03-31 04:46:16 INFO test: loss: nan - UP: 68.57% UR: 62.51% UF: 65.40% P: 65.58% R: 59.78% F: 62.55%
+2024-03-31 04:46:16 INFO 0:00:03.396569s elapsed
+
+2024-03-31 04:46:16 INFO Epoch 91 / 5000:
+2024-03-31 04:46:19 INFO lr: 4.9090e-05 - loss: 0.0035 - UP: 99.06% UR: 98.50% UF: 98.78% P: 98.94% R: 98.38% F: 98.66%
+2024-03-31 04:46:19 INFO dev:  loss: 0.1479 - UP: 82.41% UR: 73.46% UF: 77.68% P: 77.15% R: 68.76% F: 72.72%
+2024-03-31 04:46:19 INFO test: loss: nan - UP: 69.32% UR: 62.38% UF: 65.67% P: 66.53% R: 59.87% F: 63.02%
+2024-03-31 04:46:19 INFO 0:00:03.368877s elapsed
+
+2024-03-31 04:46:19 INFO Epoch 92 / 5000:
+2024-03-31 04:46:22 INFO lr: 4.9080e-05 - loss: 0.0042 - UP: 98.99% UR: 98.69% UF: 98.84% P: 98.90% R: 98.60% F: 98.75%
+2024-03-31 04:46:22 INFO dev:  loss: 0.1489 - UP: 82.61% UR: 74.49% UF: 78.34% P: 77.16% R: 69.57% F: 73.16%
+2024-03-31 04:46:23 INFO test: loss: nan - UP: 68.82% UR: 62.80% UF: 65.67% P: 65.98% R: 60.20% F: 62.96%
+2024-03-31 04:46:23 INFO 0:00:03.390805s elapsed
+
+2024-03-31 04:46:23 INFO Epoch 93 / 5000:
+2024-03-31 04:46:25 INFO lr: 4.9070e-05 - loss: 0.0022 - UP: 99.09% UR: 98.61% UF: 98.85% P: 99.04% R: 98.57% F: 98.81%
+2024-03-31 04:46:26 INFO dev:  loss: 0.1537 - UP: 81.91% UR: 72.54% UF: 76.94% P: 76.49% R: 67.73% F: 71.84%
+2024-03-31 04:46:26 INFO test: loss: nan - UP: 69.24% UR: 62.42% UF: 65.65% P: 66.45% R: 59.91% F: 63.01%
+2024-03-31 04:46:26 INFO 0:00:03.382386s elapsed
+
+2024-03-31 04:46:26 INFO Epoch 94 / 5000:
+2024-03-31 04:46:29 INFO lr: 4.9060e-05 - loss: 0.0007 - UP: 99.20% UR: 98.63% UF: 98.91% P: 99.13% R: 98.56% F: 98.84%
+2024-03-31 04:46:29 INFO dev:  loss: 0.1520 - UP: 81.77% UR: 74.94% UF: 78.21% P: 76.65% R: 70.25% F: 73.31%
+2024-03-31 04:46:29 INFO test: loss: nan - UP: 68.73% UR: 62.80% UF: 65.63% P: 65.66% R: 59.99% F: 62.70%
+2024-03-31 04:46:29 INFO 0:00:03.381066s elapsed
+
+2024-03-31 04:46:29 INFO Epoch 95 / 5000:
+2024-03-31 04:46:32 INFO lr: 4.9050e-05 - loss: 0.0002 - UP: 98.54% UR: 97.69% UF: 98.11% P: 98.28% R: 97.43% F: 97.85%
+2024-03-31 04:46:32 INFO dev:  loss: 0.1456 - UP: 79.69% UR: 75.40% UF: 77.48% P: 74.24% R: 70.25% F: 72.19%
+2024-03-31 04:46:33 INFO test: loss: nan - UP: 66.93% UR: 61.21% UF: 63.94% P: 63.95% R: 58.48% F: 61.09%
+2024-03-31 04:46:33 INFO 0:00:03.371015s elapsed
+
+2024-03-31 04:46:33 INFO Epoch 96 / 5000:
+2024-03-31 04:46:35 INFO lr: 4.9040e-05 - loss: 0.0002 - UP: 98.49% UR: 97.98% UF: 98.23% P: 98.33% R: 97.82% F: 98.07%
+2024-03-31 04:46:36 INFO dev:  loss: 0.1687 - UP: 79.29% UR: 71.85% UF: 75.39% P: 73.86% R: 66.93% F: 70.23%
+2024-03-31 04:46:36 INFO test: loss: nan - UP: 67.74% UR: 62.63% UF: 65.08% P: 64.20% R: 59.36% F: 61.69%
+2024-03-31 04:46:36 INFO 0:00:03.388489s elapsed
+
+2024-03-31 04:46:36 INFO Epoch 97 / 5000:
+2024-03-31 04:46:39 INFO lr: 4.9030e-05 - loss: 0.0109 - UP: 98.15% UR: 97.18% UF: 97.66% P: 97.83% R: 96.87% F: 97.34%
+2024-03-31 04:46:39 INFO dev:  loss: 0.1655 - UP: 81.24% UR: 70.37% UF: 75.41% P: 76.09% R: 65.90% F: 70.63%
+2024-03-31 04:46:39 INFO test: loss: nan - UP: 71.96% UR: 60.54% UF: 65.76% P: 68.48% R: 57.60% F: 62.57%
+2024-03-31 04:46:39 INFO 0:00:03.382651s elapsed
+
+2024-03-31 04:46:39 INFO Epoch 98 / 5000:
+2024-03-31 04:46:42 INFO lr: 4.9020e-05 - loss: 0.0071 - UP: 96.21% UR: 96.38% UF: 96.29% P: 95.88% R: 96.04% F: 95.96%
+2024-03-31 04:46:43 INFO dev:  loss: 0.1382 - UP: 76.86% UR: 72.20% UF: 74.45% P: 71.74% R: 67.39% F: 69.50%
+2024-03-31 04:46:43 INFO test: loss: nan - UP: 65.83% UR: 61.67% UF: 63.68% P: 62.25% R: 58.32% F: 60.22%
+2024-03-31 04:46:43 INFO 0:00:03.391527s elapsed
+
+2024-03-31 04:46:43 INFO Epoch 99 / 5000:
+2024-03-31 04:46:46 INFO lr: 4.9010e-05 - loss: 0.0039 - UP: 97.87% UR: 96.72% UF: 97.29% P: 97.65% R: 96.51% F: 97.07%
+2024-03-31 04:46:46 INFO dev:  loss: 0.1324 - UP: 79.21% UR: 71.05% UF: 74.91% P: 73.60% R: 66.02% F: 69.60%
+2024-03-31 04:46:46 INFO test: loss: nan - UP: 69.40% UR: 61.75% UF: 65.35% P: 66.43% R: 59.11% F: 62.56%
+2024-03-31 04:46:46 INFO 0:00:03.395100s elapsed
+
+2024-03-31 04:46:46 INFO Epoch 100 / 5000:
+2024-03-31 04:46:49 INFO lr: 4.9000e-05 - loss: 0.0017 - UP: 98.47% UR: 97.65% UF: 98.06% P: 98.34% R: 97.52% F: 97.93%
+2024-03-31 04:46:49 INFO dev:  loss: 0.1473 - UP: 78.16% UR: 72.88% UF: 75.43% P: 72.64% R: 67.73% F: 70.10%
+2024-03-31 04:46:50 INFO test: loss: nan - UP: 67.23% UR: 63.76% UF: 65.45% P: 63.38% R: 60.12% F: 61.71%
+2024-03-31 04:46:50 INFO 0:00:03.391721s elapsed
+
+2024-03-31 04:46:50 INFO Epoch 101 / 5000:
+2024-03-31 04:46:52 INFO lr: 4.8990e-05 - loss: 0.0000 - UP: 98.08% UR: 97.23% UF: 97.65% P: 97.90% R: 97.05% F: 97.48%
+2024-03-31 04:46:53 INFO dev:  loss: 0.1475 - UP: 81.40% UR: 70.59% UF: 75.61% P: 75.73% R: 65.68% F: 70.34%
+2024-03-31 04:46:53 INFO test: loss: nan - UP: 72.47% UR: 58.44% UF: 64.70% P: 69.51% R: 56.05% F: 62.06%
+2024-03-31 04:46:53 INFO 0:00:03.392180s elapsed
+
+2024-03-31 04:46:53 INFO Epoch 102 / 5000:
+2024-03-31 04:46:56 INFO lr: 4.8980e-05 - loss: 0.0000 - UP: 98.47% UR: 97.69% UF: 98.08% P: 98.30% R: 97.52% F: 97.91%
+2024-03-31 04:46:56 INFO dev:  loss: 0.1509 - UP: 77.55% UR: 74.71% UF: 76.11% P: 71.38% R: 68.76% F: 70.05%
+2024-03-31 04:46:56 INFO test: loss: nan - UP: 67.27% UR: 65.35% UF: 66.30% P: 64.25% R: 62.42% F: 63.32%
+2024-03-31 04:46:56 INFO 0:00:03.400020s elapsed
+
+2024-03-31 04:46:56 INFO Epoch 103 / 5000:
+2024-03-31 04:46:59 INFO lr: 4.8970e-05 - loss: 0.0011 - UP: 97.43% UR: 97.05% UF: 97.24% P: 95.93% R: 95.55% F: 95.74%
+2024-03-31 04:46:59 INFO dev:  loss: 0.1656 - UP: 76.56% UR: 67.28% UF: 71.62% P: 68.88% R: 60.53% F: 64.43%
+2024-03-31 04:47:00 INFO test: loss: nan - UP: 67.84% UR: 59.11% UF: 63.17% P: 64.18% R: 55.93% F: 59.77%
+2024-03-31 04:47:00 INFO 0:00:03.393615s elapsed
+
+2024-03-31 04:47:00 INFO Epoch 104 / 5000:
+2024-03-31 04:47:03 INFO lr: 4.8960e-05 - loss: 0.0007 - UP: 96.80% UR: 93.95% UF: 95.35% P: 96.12% R: 93.29% F: 94.68%
+2024-03-31 04:47:03 INFO dev:  loss: 0.1213 - UP: 78.42% UR: 70.25% UF: 74.11% P: 72.80% R: 65.22% F: 68.80%
+2024-03-31 04:47:03 INFO test: loss: nan - UP: 70.57% UR: 62.30% UF: 66.18% P: 67.77% R: 59.82% F: 63.55%
+2024-03-31 04:47:03 INFO 0:00:03.387308s elapsed
+
+2024-03-31 04:47:03 INFO Epoch 105 / 5000:
+2024-03-31 04:47:06 INFO lr: 4.8950e-05 - loss: 0.0000 - UP: 97.44% UR: 97.17% UF: 97.30% P: 97.21% R: 96.94% F: 97.07%
+2024-03-31 04:47:06 INFO dev:  loss: 0.1499 - UP: 77.74% UR: 69.91% UF: 73.61% P: 72.01% R: 64.76% F: 68.19%
+2024-03-31 04:47:07 INFO test: loss: nan - UP: 69.94% UR: 64.43% UF: 67.07% P: 66.85% R: 61.58% F: 64.11%
+2024-03-31 04:47:07 INFO 0:00:03.380224s elapsed
+
+2024-03-31 04:47:07 INFO Epoch 106 / 5000:
+2024-03-31 04:47:09 INFO lr: 4.8940e-05 - loss: 0.0002 - UP: 98.48% UR: 97.96% UF: 98.22% P: 98.37% R: 97.86% F: 98.12%
+2024-03-31 04:47:10 INFO dev:  loss: 0.1408 - UP: 78.06% UR: 70.82% UF: 74.27% P: 71.88% R: 65.22% F: 68.39%
+2024-03-31 04:47:10 INFO test: loss: nan - UP: 71.34% UR: 64.01% UF: 67.48% P: 68.39% R: 61.37% F: 64.69%
+2024-03-31 04:47:10 INFO 0:00:03.402916s elapsed
+
+2024-03-31 04:47:10 INFO Epoch 107 / 5000:
+2024-03-31 04:47:13 INFO lr: 4.8930e-05 - loss: 0.0042 - UP: 98.59% UR: 98.09% UF: 98.34% P: 98.45% R: 97.95% F: 98.20%
+2024-03-31 04:47:13 INFO dev:  loss: 0.1529 - UP: 76.89% UR: 71.17% UF: 73.92% P: 70.70% R: 65.45% F: 67.97%
+2024-03-31 04:47:13 INFO test: loss: nan - UP: 70.48% UR: 64.01% UF: 67.09% P: 67.48% R: 61.29% F: 64.24%
+2024-03-31 04:47:13 INFO 0:00:03.403956s elapsed
+
+2024-03-31 04:47:13 INFO Epoch 108 / 5000:
+2024-03-31 04:47:16 INFO lr: 4.8920e-05 - loss: 0.0015 - UP: 98.65% UR: 98.05% UF: 98.35% P: 98.52% R: 97.92% F: 98.22%
+2024-03-31 04:47:16 INFO dev:  loss: 0.1487 - UP: 75.92% UR: 73.23% UF: 74.55% P: 70.94% R: 68.42% F: 69.66%
+2024-03-31 04:47:17 INFO test: loss: nan - UP: 68.22% UR: 65.19% UF: 66.67% P: 65.15% R: 62.25% F: 63.67%
+2024-03-31 04:47:17 INFO 0:00:03.402112s elapsed
+
+2024-03-31 04:47:17 INFO Epoch 109 / 5000:
+2024-03-31 04:47:20 INFO lr: 4.8910e-05 - loss: 0.0000 - UP: 99.08% UR: 98.28% UF: 98.68% P: 98.97% R: 98.17% F: 98.56%
+2024-03-31 04:47:20 INFO dev:  loss: 0.1534 - UP: 76.77% UR: 73.00% UF: 74.84% P: 70.76% R: 67.28% F: 68.97%
+2024-03-31 04:47:20 INFO test: loss: nan - UP: 68.88% UR: 65.10% UF: 66.94% P: 65.60% R: 62.00% F: 63.75%
+2024-03-31 04:47:20 INFO 0:00:03.389532s elapsed
+
+2024-03-31 04:47:20 INFO Epoch 110 / 5000:
+2024-03-31 04:47:23 INFO lr: 4.8900e-05 - loss: 0.0002 - UP: 98.76% UR: 98.02% UF: 98.39% P: 98.69% R: 97.95% F: 98.32%
+2024-03-31 04:47:23 INFO dev:  loss: 0.1492 - UP: 78.35% UR: 74.94% UF: 76.61% P: 72.49% R: 69.34% F: 70.88%
+2024-03-31 04:47:24 INFO test: loss: nan - UP: 66.65% UR: 68.16% UF: 67.40% P: 63.13% R: 64.56% F: 63.84%
+2024-03-31 04:47:24 INFO 0:00:03.403139s elapsed
+
+2024-03-31 04:47:24 INFO Epoch 111 / 5000:
+2024-03-31 04:47:26 INFO lr: 4.8890e-05 - loss: 0.0015 - UP: 98.30% UR: 96.00% UF: 97.14% P: 98.20% R: 95.90% F: 97.03%
+2024-03-31 04:47:27 INFO dev:  loss: 0.1390 - UP: 79.44% UR: 64.53% UF: 71.21% P: 73.10% R: 59.38% F: 65.53%
+2024-03-31 04:47:27 INFO test: loss: nan - UP: 73.53% UR: 54.92% UF: 62.88% P: 70.78% R: 52.87% F: 60.53%
+2024-03-31 04:47:27 INFO 0:00:03.394044s elapsed
+
+2024-03-31 04:47:27 INFO Epoch 112 / 5000:
+2024-03-31 04:47:30 INFO lr: 4.8880e-05 - loss: 0.0006 - UP: 96.51% UR: 96.75% UF: 96.63% P: 96.41% R: 96.65% F: 96.53%
+2024-03-31 04:47:30 INFO dev:  loss: 0.1404 - UP: 80.51% UR: 68.99% UF: 74.31% P: 73.56% R: 63.04% F: 67.90%
+2024-03-31 04:47:30 INFO test: loss: nan - UP: 72.32% UR: 59.32% UF: 65.18% P: 68.79% R: 56.43% F: 62.00%
+2024-03-31 04:47:30 INFO 0:00:03.408483s elapsed
+
+2024-03-31 04:47:30 INFO Epoch 113 / 5000:
+2024-03-31 04:47:33 INFO lr: 4.8870e-05 - loss: 0.0005 - UP: 98.38% UR: 97.31% UF: 97.84% P: 98.23% R: 97.17% F: 97.70%
+2024-03-31 04:47:33 INFO dev:  loss: 0.1443 - UP: 80.84% UR: 68.08% UF: 73.91% P: 75.00% R: 63.16% F: 68.57%
+2024-03-31 04:47:34 INFO test: loss: nan - UP: 71.28% UR: 59.15% UF: 64.65% P: 67.95% R: 56.39% F: 61.63%
+2024-03-31 04:47:34 INFO 0:00:03.406379s elapsed
+
+2024-03-31 04:47:34 INFO Epoch 114 / 5000:
+2024-03-31 04:47:37 INFO lr: 4.8860e-05 - loss: 0.0046 - UP: 94.01% UR: 84.12% UF: 88.79% P: 91.24% R: 81.63% F: 86.17%
+2024-03-31 04:47:37 INFO dev:  loss: 0.1329 - UP: 71.53% UR: 72.43% UF: 71.97% P: 65.65% R: 66.48% F: 66.06%
+2024-03-31 04:47:37 INFO test: loss: nan - UP: 65.20% UR: 64.35% UF: 64.77% P: 61.21% R: 60.41% F: 60.81%
+2024-03-31 04:47:37 INFO 0:00:03.415076s elapsed
+
+2024-03-31 04:47:37 INFO Epoch 115 / 5000:
+2024-03-31 04:47:40 INFO lr: 4.8850e-05 - loss: 0.0126 - UP: 96.08% UR: 93.36% UF: 94.70% P: 95.51% R: 92.81% F: 94.14%
+2024-03-31 04:47:40 INFO dev:  loss: 0.1418 - UP: 80.82% UR: 65.56% UF: 72.39% P: 74.89% R: 60.76% F: 67.09%
+2024-03-31 04:47:41 INFO test: loss: nan - UP: 74.16% UR: 55.30% UF: 63.35% P: 71.12% R: 53.04% F: 60.76%
+2024-03-31 04:47:41 INFO 0:00:03.417262s elapsed
+
+2024-03-31 04:47:41 INFO Epoch 116 / 5000:
+2024-03-31 04:47:43 INFO lr: 4.8840e-05 - loss: 0.0001 - UP: 95.58% UR: 93.27% UF: 94.41% P: 94.63% R: 92.35% F: 93.47%
+2024-03-31 04:47:44 INFO dev:  loss: 0.1324 - UP: 77.16% UR: 66.48% UF: 71.42% P: 72.91% R: 62.81% F: 67.49%
+2024-03-31 04:47:44 INFO test: loss: nan - UP: 71.60% UR: 60.62% UF: 65.65% P: 66.90% R: 56.64% F: 61.34%
+2024-03-31 04:47:44 INFO 0:00:03.407721s elapsed
+
+2024-03-31 04:47:44 INFO Epoch 117 / 5000:
+2024-03-31 04:47:47 INFO lr: 4.8830e-05 - loss: 0.0265 - UP: 97.47% UR: 95.76% UF: 96.61% P: 97.06% R: 95.35% F: 96.20%
+2024-03-31 04:47:47 INFO dev:  loss: 0.1408 - UP: 76.30% UR: 72.20% UF: 74.19% P: 70.74% R: 66.93% F: 68.78%
+2024-03-31 04:47:47 INFO test: loss: nan - UP: 68.62% UR: 63.22% UF: 65.81% P: 65.17% R: 60.03% F: 62.49%
+2024-03-31 04:47:47 INFO 0:00:03.412333s elapsed
+
+2024-03-31 04:47:47 INFO Epoch 118 / 5000:
+2024-03-31 04:47:50 INFO lr: 4.8820e-05 - loss: 0.0085 - UP: 96.94% UR: 94.08% UF: 95.49% P: 95.60% R: 92.78% F: 94.17%
+2024-03-31 04:47:51 INFO dev:  loss: 0.1206 - UP: 77.75% UR: 67.96% UF: 72.53% P: 71.99% R: 62.93% F: 67.16%
+2024-03-31 04:47:51 INFO test: loss: nan - UP: 69.81% UR: 60.24% UF: 64.67% P: 65.53% R: 56.56% F: 60.72%
+2024-03-31 04:47:51 INFO 0:00:03.405482s elapsed
+
+2024-03-31 04:47:58 INFO Epoch 88 saved
+2024-03-31 04:47:58 INFO dev:  UP: 81.23% UR: 75.29% UF: 78.15% P: 76.42% R: 70.82% F: 73.52%
+2024-03-31 04:47:58 INFO test: UP: 66.97% UR: 64.39% UF: 65.66% P: 64.14% R: 61.67% F: 62.88%
+2024-03-31 04:47:58 INFO 0:06:36.341652s elapsed, 0:00:03.358828s/epoch