Upload folder using huggingface_hub

.gitattributes

@@ -3353,3 +3353,5 @@ models/multibooked_ca/sdp_bySentiment_desc/40/model_vi_multibooked_ca_xlm_10 fil
 models/multibooked_ca/sdp_bySentiment_desc/40/model_vi_multibooked_ca_xlm_9 filter=lfs diff=lfs merge=lfs -text
 models/multibooked_ca/sdp_bySentiment_desc/60/model_vi_multibooked_ca_xlm_10 filter=lfs diff=lfs merge=lfs -text
 models/multibooked_ca/sdp_bySentiment_desc/60/model_vi_multibooked_ca_xlm_9 filter=lfs diff=lfs merge=lfs -text
+models/multibooked_ca/sdp_bySentiment_desc/80/model_vi_multibooked_ca_xlm_10 filter=lfs diff=lfs merge=lfs -text
+models/multibooked_ca/sdp_bySentiment_desc/80/model_vi_multibooked_ca_xlm_9 filter=lfs diff=lfs merge=lfs -text

models/multibooked_ca/sdp_bySentiment_desc/80/model_vi_multibooked_ca_roberta_6

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:de8ff24bc66506a759cdbca03d789ff2d3770850b2dd3ad1a7881aa0fdfcf76e
-size 564493445
+oid sha256:cab6f7fc75ec1976635ced6f7941ac6028670b5648a3047eb57f637cb2d13653
+size 564488941

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

@@ -1,4 +1,4 @@
-2024-01-06 09:44:26 INFO 
+2024-03-31 06:28:12 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_desc/80/model_vi_multibooked_ca_roberta_6
-device               |               1               
+device               |               0               
 seed                 |               1               
 threads              |               16              
 local_rank           |               -1              
@@ -35,13 +35,13 @@ bert                 | PlanTL-GOB-ES/roberta-base-ca
 inference            |              mfvi             
 ---------------------+-------------------------------
 
-2024-01-06 09:44:26 INFO Building the fields
-2024-01-06 09:44:27 INFO CoNLL(
+2024-03-31 06:28:12 INFO Building the fields
+2024-03-31 06:28:13 INFO CoNLL(
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
  (labels): ChartField()
 )
-2024-01-06 09:44:27 INFO Building the model
-2024-01-06 09:44:30 INFO VISemanticDependencyModel(
+2024-03-31 06:28:13 INFO Building the model
+2024-03-31 06:28:15 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)
@@ -60,10 +60,427 @@ inference            |              mfvi
   (inference): SemanticDependencyMFVI(max_iter=3)
 )
 
-2024-01-06 09:44:30 INFO Loading the data
-2024-01-06 09:44:31 INFO 
+2024-03-31 06:28:15 INFO Loading the data
+2024-03-31 06:28:16 INFO 
 train: Dataset(n_sentences=938, n_batches=32, n_buckets=32)
 dev:   Dataset(n_sentences=132, n_batches=32, n_buckets=32)
 test:  Dataset(n_sentences=335, n_batches=32, n_buckets=32)
 
-2024-01-06 09:44:31 INFO Epoch 1 / 5000:
+2024-03-31 06:28:16 INFO Epoch 1 / 5000:
+2024-03-31 06:28:19 INFO lr: 4.9990e-05 - loss: 0.1170 - UP:  3.91% UR:  8.22% UF:  5.30% P:  1.04% R:  2.19% F:  1.41%
+2024-03-31 06:28:19 INFO dev:  loss: 0.1897 - UP: 75.00% UR:  0.28% UF:  0.56% P: 50.00% R:  0.19% F:  0.37%
+2024-03-31 06:28:19 INFO test: loss: 0.1702 - UP: 50.00% UR:  0.08% UF:  0.17% P: 50.00% R:  0.08% F:  0.17%
+2024-03-31 06:28:21 INFO 0:00:03.482127s elapsed (saved)
+
+2024-03-31 06:28:21 INFO Epoch 2 / 5000:
+2024-03-31 06:28:23 INFO lr: 4.9980e-05 - loss: 0.0375 - UP: 29.17% UR:  1.31% UF:  2.50% P: 26.56% R:  1.19% F:  2.28%
+2024-03-31 06:28:24 INFO dev:  loss: 0.1416 - UP: 91.67% UR:  2.06% UF:  4.04% P: 91.67% R:  2.06% F:  4.04%
+2024-03-31 06:28:24 INFO test: loss: 0.1293 - UP: 79.10% UR:  2.22% UF:  4.32% P: 77.61% R:  2.18% F:  4.24%
+2024-03-31 06:28:27 INFO 0:00:02.852293s elapsed (saved)
+
+2024-03-31 06:28:27 INFO Epoch 3 / 5000:
+2024-03-31 06:28:29 INFO lr: 4.9970e-05 - loss: 0.0479 - UP: 72.21% UR: 11.45% UF: 19.76% P: 68.60% R: 10.88% F: 18.78%
+2024-03-31 06:28:29 INFO dev:  loss: 0.1107 - UP: 79.45% UR: 18.86% UF: 30.48% P: 75.89% R: 18.01% F: 29.11%
+2024-03-31 06:28:29 INFO test: loss: 0.1038 - UP: 71.10% UR: 17.93% UF: 28.64% P: 66.11% R: 16.67% F: 26.63%
+2024-03-31 06:28:32 INFO 0:00:02.938552s elapsed (saved)
+
+2024-03-31 06:28:32 INFO Epoch 4 / 5000:
+2024-03-31 06:28:35 INFO lr: 4.9960e-05 - loss: 0.1230 - UP: 69.77% UR: 22.77% UF: 34.33% P: 67.20% R: 21.93% F: 33.07%
+2024-03-31 06:28:35 INFO dev:  loss: 0.0961 - UP: 81.96% UR: 19.61% UF: 31.64% P: 78.82% R: 18.86% F: 30.43%
+2024-03-31 06:28:35 INFO test: loss: 0.0910 - UP: 77.43% UR: 21.70% UF: 33.90% P: 73.99% R: 20.74% F: 32.40%
+2024-03-31 06:28:38 INFO 0:00:02.964779s elapsed (saved)
+
+2024-03-31 06:28:38 INFO Epoch 5 / 5000:
+2024-03-31 06:28:41 INFO lr: 4.9950e-05 - loss: 0.0449 - UP: 71.11% UR: 28.61% UF: 40.80% P: 68.88% R: 27.71% F: 39.52%
+2024-03-31 06:28:41 INFO dev:  loss: 0.0864 - UP: 70.15% UR: 39.68% UF: 50.69% P: 67.16% R: 37.99% F: 48.53%
+2024-03-31 06:28:41 INFO test: loss: 0.0896 - UP: 64.60% UR: 41.43% UF: 50.48% P: 62.05% R: 39.80% F: 48.49%
+2024-03-31 06:28:44 INFO 0:00:02.983347s elapsed (saved)
+
+2024-03-31 06:28:44 INFO Epoch 6 / 5000:
+2024-03-31 06:28:47 INFO lr: 4.9940e-05 - loss: 0.0522 - UP: 75.41% UR: 34.43% UF: 47.27% P: 73.29% R: 33.46% F: 45.94%
+2024-03-31 06:28:47 INFO dev:  loss: 0.0859 - UP: 79.14% UR: 34.52% UF: 48.07% P: 73.98% R: 32.27% F: 44.94%
+2024-03-31 06:28:47 INFO test: loss: 0.0848 - UP: 74.88% UR: 33.72% UF: 46.50% P: 71.26% R: 32.09% F: 44.25%
+2024-03-31 06:28:47 INFO 0:00:03.013141s elapsed
+
+2024-03-31 06:28:47 INFO Epoch 7 / 5000:
+2024-03-31 06:28:50 INFO lr: 4.9930e-05 - loss: 0.0424 - UP: 75.16% UR: 42.26% UF: 54.10% P: 74.10% R: 41.66% F: 53.34%
+2024-03-31 06:28:50 INFO dev:  loss: 0.0834 - UP: 82.57% UR: 28.89% UF: 42.81% P: 79.36% R: 27.77% F: 41.14%
+2024-03-31 06:28:50 INFO test: loss: 0.0848 - UP: 81.24% UR: 31.21% UF: 45.10% P: 78.19% R: 30.04% F: 43.40%
+2024-03-31 06:28:50 INFO 0:00:03.016703s elapsed
+
+2024-03-31 06:28:50 INFO Epoch 8 / 5000:
+2024-03-31 06:28:53 INFO lr: 4.9920e-05 - loss: 0.0710 - UP: 76.91% UR: 43.34% UF: 55.44% P: 75.71% R: 42.67% F: 54.58%
+2024-03-31 06:28:53 INFO dev:  loss: 0.0793 - UP: 77.29% UR: 42.78% UF: 55.07% P: 72.37% R: 40.06% F: 51.57%
+2024-03-31 06:28:53 INFO test: loss: 0.0836 - UP: 71.53% UR: 42.10% UF: 53.01% P: 67.05% R: 39.46% F: 49.68%
+2024-03-31 06:28:56 INFO 0:00:02.981543s elapsed (saved)
+
+2024-03-31 06:28:56 INFO Epoch 9 / 5000:
+2024-03-31 06:28:58 INFO lr: 4.9910e-05 - loss: 0.0643 - UP: 76.09% UR: 51.64% UF: 61.53% P: 75.40% R: 51.18% F: 60.97%
+2024-03-31 06:28:58 INFO dev:  loss: 0.0772 - UP: 74.16% UR: 45.50% UF: 56.40% P: 69.57% R: 42.68% F: 52.91%
+2024-03-31 06:28:59 INFO test: loss: 0.0876 - UP: 70.58% UR: 47.05% UF: 56.46% P: 67.19% R: 44.78% F: 53.75%
+2024-03-31 06:29:01 INFO 0:00:02.874273s elapsed (saved)
+
+2024-03-31 06:29:01 INFO Epoch 10 / 5000:
+2024-03-31 06:29:04 INFO lr: 4.9900e-05 - loss: 0.0059 - UP: 79.69% UR: 51.64% UF: 62.67% P: 79.15% R: 51.29% F: 62.25%
+2024-03-31 06:29:04 INFO dev:  loss: 0.0804 - UP: 79.83% UR: 44.93% UF: 57.50% P: 75.67% R: 42.59% F: 54.50%
+2024-03-31 06:29:04 INFO test: loss: 0.0882 - UP: 73.91% UR: 44.87% UF: 55.84% P: 70.81% R: 42.98% F: 53.49%
+2024-03-31 06:29:07 INFO 0:00:02.996919s elapsed (saved)
+
+2024-03-31 06:29:07 INFO Epoch 11 / 5000:
+2024-03-31 06:29:10 INFO lr: 4.9890e-05 - loss: 0.0034 - UP: 80.61% UR: 52.60% UF: 63.66% P: 79.60% R: 51.94% F: 62.86%
+2024-03-31 06:29:10 INFO dev:  loss: 0.0864 - UP: 70.28% UR: 51.69% UF: 59.57% P: 65.94% R: 48.50% F: 55.89%
+2024-03-31 06:29:10 INFO test: loss: 0.0976 - UP: 64.64% UR: 51.24% UF: 57.16% P: 60.41% R: 47.88% F: 53.42%
+2024-03-31 06:29:13 INFO 0:00:02.886159s elapsed (saved)
+
+2024-03-31 06:29:13 INFO Epoch 12 / 5000:
+2024-03-31 06:29:15 INFO lr: 4.9880e-05 - loss: 0.0477 - UP: 82.16% UR: 57.57% UF: 67.70% P: 81.28% R: 56.95% F: 66.97%
+2024-03-31 06:29:16 INFO dev:  loss: 0.0706 - UP: 72.25% UR: 59.10% UF: 65.02% P: 69.15% R: 56.57% F: 62.23%
+2024-03-31 06:29:16 INFO test: loss: 0.0893 - UP: 64.61% UR: 57.44% UF: 60.81% P: 61.31% R: 54.50% F: 57.71%
+2024-03-31 06:29:19 INFO 0:00:02.895013s elapsed (saved)
+
+2024-03-31 06:29:19 INFO Epoch 13 / 5000:
+2024-03-31 06:29:21 INFO lr: 4.9870e-05 - loss: 0.0244 - UP: 84.50% UR: 61.53% UF: 71.21% P: 84.05% R: 61.20% F: 70.83%
+2024-03-31 06:29:21 INFO dev:  loss: 0.0791 - UP: 73.33% UR: 57.50% UF: 64.46% P: 68.06% R: 53.38% F: 59.83%
+2024-03-31 06:29:22 INFO test: loss: 0.0957 - UP: 67.40% UR: 58.73% UF: 62.77% P: 63.75% R: 55.55% F: 59.37%
+2024-03-31 06:29:22 INFO 0:00:02.875068s elapsed
+
+2024-03-31 06:29:22 INFO Epoch 14 / 5000:
+2024-03-31 06:29:24 INFO lr: 4.9860e-05 - loss: 0.0410 - UP: 84.18% UR: 65.95% UF: 73.96% P: 83.85% R: 65.69% F: 73.67%
+2024-03-31 06:29:24 INFO dev:  loss: 0.0743 - UP: 73.33% UR: 60.88% UF: 66.53% P: 68.59% R: 56.94% F: 62.22%
+2024-03-31 06:29:25 INFO test: loss: 0.0932 - UP: 67.10% UR: 60.58% UF: 63.67% P: 63.57% R: 57.39% F: 60.33%
+2024-03-31 06:29:25 INFO 0:00:02.862859s elapsed
+
+2024-03-31 06:29:25 INFO Epoch 15 / 5000:
+2024-03-31 06:29:27 INFO lr: 4.9850e-05 - loss: 0.0308 - UP: 86.55% UR: 67.60% UF: 75.91% P: 86.21% R: 67.34% F: 75.61%
+2024-03-31 06:29:27 INFO dev:  loss: 0.0718 - UP: 77.45% UR: 61.54% UF: 68.58% P: 73.79% R: 58.63% F: 65.34%
+2024-03-31 06:29:27 INFO test: loss: 0.0949 - UP: 69.32% UR: 60.28% UF: 64.49% P: 65.32% R: 56.81% F: 60.77%
+2024-03-31 06:29:30 INFO 0:00:02.855502s elapsed (saved)
+
+2024-03-31 06:29:30 INFO Epoch 16 / 5000:
+2024-03-31 06:29:33 INFO lr: 4.9840e-05 - loss: 0.0118 - UP: 88.73% UR: 72.44% UF: 79.76% P: 88.42% R: 72.18% F: 79.48%
+2024-03-31 06:29:33 INFO dev:  loss: 0.0751 - UP: 77.52% UR: 62.76% UF: 69.36% P: 73.00% R: 59.10% F: 65.32%
+2024-03-31 06:29:33 INFO test: loss: 0.0983 - UP: 69.19% UR: 60.96% UF: 64.81% P: 65.48% R: 57.69% F: 61.34%
+2024-03-31 06:29:33 INFO 0:00:02.882177s elapsed
+
+2024-03-31 06:29:33 INFO Epoch 17 / 5000:
+2024-03-31 06:29:35 INFO lr: 4.9830e-05 - loss: 0.0196 - UP: 90.03% UR: 76.50% UF: 82.71% P: 89.86% R: 76.36% F: 82.56%
+2024-03-31 06:29:36 INFO dev:  loss: 0.0783 - UP: 78.35% UR: 65.20% UF: 71.17% P: 73.17% R: 60.88% F: 66.46%
+2024-03-31 06:29:36 INFO test: loss: 0.1087 - UP: 68.46% UR: 63.47% UF: 65.87% P: 64.71% R: 59.99% F: 62.26%
+2024-03-31 06:29:39 INFO 0:00:02.826367s elapsed (saved)
+
+2024-03-31 06:29:39 INFO Epoch 18 / 5000:
+2024-03-31 06:29:41 INFO lr: 4.9820e-05 - loss: 0.0203 - UP: 91.24% UR: 78.65% UF: 84.48% P: 91.02% R: 78.47% F: 84.28%
+2024-03-31 06:29:42 INFO dev:  loss: 0.0804 - UP: 80.35% UR: 64.82% UF: 71.75% P: 74.65% R: 60.23% F: 66.67%
+2024-03-31 06:29:42 INFO test: loss: 0.1087 - UP: 69.05% UR: 64.31% UF: 66.59% P: 64.91% R: 60.45% F: 62.60%
+2024-03-31 06:29:45 INFO 0:00:02.937679s elapsed (saved)
+
+2024-03-31 06:29:45 INFO Epoch 19 / 5000:
+2024-03-31 06:29:47 INFO lr: 4.9810e-05 - loss: 0.0236 - UP: 91.21% UR: 78.49% UF: 84.37% P: 90.92% R: 78.25% F: 84.11%
+2024-03-31 06:29:47 INFO dev:  loss: 0.0800 - UP: 78.51% UR: 60.32% UF: 68.22% P: 74.85% R: 57.50% F: 65.04%
+2024-03-31 06:29:47 INFO test: loss: 0.1054 - UP: 69.73% UR: 62.25% UF: 65.78% P: 66.17% R: 59.07% F: 62.42%
+2024-03-31 06:29:47 INFO 0:00:02.886115s elapsed
+
+2024-03-31 06:29:47 INFO Epoch 20 / 5000:
+2024-03-31 06:29:50 INFO lr: 4.9800e-05 - loss: 0.0048 - UP: 91.21% UR: 80.79% UF: 85.68% P: 90.87% R: 80.48% F: 85.36%
+2024-03-31 06:29:50 INFO dev:  loss: 0.0834 - UP: 77.81% UR: 70.73% UF: 74.10% P: 72.45% R: 65.85% F: 68.99%
+2024-03-31 06:29:50 INFO test: loss: 0.1169 - UP: 64.52% UR: 68.04% UF: 66.23% P: 60.75% R: 64.06% F: 62.36%
+2024-03-31 06:29:53 INFO 0:00:02.915394s elapsed (saved)
+
+2024-03-31 06:29:53 INFO Epoch 21 / 5000:
+2024-03-31 06:29:56 INFO lr: 4.9790e-05 - loss: 0.0161 - UP: 92.30% UR: 83.84% UF: 87.87% P: 92.13% R: 83.69% F: 87.71%
+2024-03-31 06:29:56 INFO dev:  loss: 0.0800 - UP: 84.60% UR: 65.95% UF: 74.12% P: 78.70% R: 61.35% F: 68.95%
+2024-03-31 06:29:56 INFO test: loss: 0.1178 - UP: 72.12% UR: 62.97% UF: 67.23% P: 68.43% R: 59.74% F: 63.79%
+2024-03-31 06:29:56 INFO 0:00:02.899945s elapsed
+
+2024-03-31 06:29:56 INFO Epoch 22 / 5000:
+2024-03-31 06:29:59 INFO lr: 4.9780e-05 - loss: 0.0053 - UP: 93.25% UR: 85.74% UF: 89.34% P: 93.06% R: 85.57% F: 89.16%
+2024-03-31 06:29:59 INFO dev:  loss: 0.0835 - UP: 82.70% UR: 69.51% UF: 75.54% P: 77.90% R: 65.48% F: 71.15%
+2024-03-31 06:29:59 INFO test: loss: 0.1209 - UP: 70.17% UR: 67.11% UF: 68.61% P: 66.40% R: 63.51% F: 64.93%
+2024-03-31 06:30:02 INFO 0:00:02.892881s elapsed (saved)
+
+2024-03-31 06:30:02 INFO Epoch 23 / 5000:
+2024-03-31 06:30:04 INFO lr: 4.9770e-05 - loss: 0.0038 - UP: 93.75% UR: 87.41% UF: 90.47% P: 93.64% R: 87.30% F: 90.36%
+2024-03-31 06:30:04 INFO dev:  loss: 0.0792 - UP: 83.86% UR: 67.26% UF: 74.65% P: 79.06% R: 63.41% F: 70.38%
+2024-03-31 06:30:05 INFO test: loss: 0.1146 - UP: 73.64% UR: 64.47% UF: 68.75% P: 70.29% R: 61.54% F: 65.62%
+2024-03-31 06:30:05 INFO 0:00:02.952405s elapsed
+
+2024-03-31 06:30:05 INFO Epoch 24 / 5000:
+2024-03-31 06:30:07 INFO lr: 4.9760e-05 - loss: 0.0052 - UP: 94.01% UR: 86.91% UF: 90.32% P: 93.83% R: 86.75% F: 90.15%
+2024-03-31 06:30:07 INFO dev:  loss: 0.0897 - UP: 75.07% UR: 75.14% UF: 75.11% P: 70.57% R: 70.64% F: 70.60%
+2024-03-31 06:30:08 INFO test: loss: 0.1311 - UP: 65.08% UR: 71.51% UF: 68.14% P: 61.46% R: 67.53% F: 64.35%
+2024-03-31 06:30:08 INFO 0:00:02.936136s elapsed
+
+2024-03-31 06:30:08 INFO Epoch 25 / 5000:
+2024-03-31 06:30:10 INFO lr: 4.9750e-05 - loss: 0.0034 - UP: 94.79% UR: 88.58% UF: 91.58% P: 94.42% R: 88.24% F: 91.23%
+2024-03-31 06:30:10 INFO dev:  loss: 0.0858 - UP: 80.30% UR: 71.11% UF: 75.42% P: 75.32% R: 66.70% F: 70.75%
+2024-03-31 06:30:11 INFO test: loss: 0.1178 - UP: 70.50% UR: 67.49% UF: 68.96% P: 67.00% R: 64.14% F: 65.54%
+2024-03-31 06:30:11 INFO 0:00:02.963056s elapsed
+
+2024-03-31 06:30:11 INFO Epoch 26 / 5000:
+2024-03-31 06:30:13 INFO lr: 4.9740e-05 - loss: 0.0051 - UP: 94.44% UR: 88.74% UF: 91.50% P: 94.21% R: 88.52% F: 91.27%
+2024-03-31 06:30:13 INFO dev:  loss: 0.0935 - UP: 88.08% UR: 63.79% UF: 73.99% P: 83.29% R: 60.32% F: 69.97%
+2024-03-31 06:30:14 INFO test: loss: 0.1208 - UP: 76.78% UR: 59.15% UF: 66.82% P: 73.57% R: 56.68% F: 64.03%
+2024-03-31 06:30:14 INFO 0:00:02.944277s elapsed
+
+2024-03-31 06:30:14 INFO Epoch 27 / 5000:
+2024-03-31 06:30:16 INFO lr: 4.9730e-05 - loss: 0.0097 - UP: 94.56% UR: 89.53% UF: 91.98% P: 94.41% R: 89.39% F: 91.83%
+2024-03-31 06:30:16 INFO dev:  loss: 0.0846 - UP: 80.37% UR: 74.11% UF: 77.11% P: 75.79% R: 69.89% F: 72.72%
+2024-03-31 06:30:17 INFO test: loss: 0.1210 - UP: 68.94% UR: 69.46% UF: 69.20% P: 65.36% R: 65.86% F: 65.61%
+2024-03-31 06:30:19 INFO 0:00:02.902082s elapsed (saved)
+
+2024-03-31 06:30:19 INFO Epoch 28 / 5000:
+2024-03-31 06:30:22 INFO lr: 4.9720e-05 - loss: 0.0092 - UP: 95.57% UR: 90.94% UF: 93.20% P: 95.31% R: 90.70% F: 92.95%
+2024-03-31 06:30:22 INFO dev:  loss: 0.0907 - UP: 80.89% UR: 75.05% UF: 77.86% P: 76.24% R: 70.73% F: 73.38%
+2024-03-31 06:30:22 INFO test: loss: 0.1326 - UP: 68.46% UR: 68.91% UF: 68.68% P: 64.67% R: 65.10% F: 64.89%
+2024-03-31 06:30:25 INFO 0:00:02.993186s elapsed (saved)
+
+2024-03-31 06:30:25 INFO Epoch 29 / 5000:
+2024-03-31 06:30:28 INFO lr: 4.9710e-05 - loss: 0.0030 - UP: 96.26% UR: 90.34% UF: 93.20% P: 96.00% R: 90.09% F: 92.95%
+2024-03-31 06:30:28 INFO dev:  loss: 0.0874 - UP: 82.30% UR: 72.42% UF: 77.05% P: 78.14% R: 68.76% F: 73.15%
+2024-03-31 06:30:28 INFO test: loss: 0.1219 - UP: 71.45% UR: 67.83% UF: 69.59% P: 68.27% R: 64.81% F: 66.49%
+2024-03-31 06:30:28 INFO 0:00:03.032234s elapsed
+
+2024-03-31 06:30:28 INFO Epoch 30 / 5000:
+2024-03-31 06:30:31 INFO lr: 4.9700e-05 - loss: 0.0034 - UP: 95.88% UR: 92.87% UF: 94.35% P: 95.65% R: 92.64% F: 94.13%
+2024-03-31 06:30:31 INFO dev:  loss: 0.0842 - UP: 83.21% UR: 72.98% UF: 77.76% P: 78.61% R: 68.95% F: 73.46%
+2024-03-31 06:30:31 INFO test: loss: 0.1272 - UP: 70.39% UR: 68.91% UF: 69.64% P: 66.92% R: 65.52% F: 66.22%
+2024-03-31 06:30:34 INFO 0:00:02.918538s elapsed (saved)
+
+2024-03-31 06:30:34 INFO Epoch 31 / 5000:
+2024-03-31 06:30:36 INFO lr: 4.9690e-05 - loss: 0.0036 - UP: 95.73% UR: 92.60% UF: 94.14% P: 95.53% R: 92.40% F: 93.94%
+2024-03-31 06:30:37 INFO dev:  loss: 0.0871 - UP: 86.24% UR: 70.54% UF: 77.61% P: 82.00% R: 67.07% F: 73.79%
+2024-03-31 06:30:37 INFO test: loss: 0.1246 - UP: 73.06% UR: 66.11% UF: 69.41% P: 69.54% R: 62.92% F: 66.07%
+2024-03-31 06:30:40 INFO 0:00:02.962377s elapsed (saved)
+
+2024-03-31 06:30:40 INFO Epoch 32 / 5000:
+2024-03-31 06:30:42 INFO lr: 4.9680e-05 - loss: 0.0115 - UP: 96.93% UR: 92.70% UF: 94.77% P: 96.73% R: 92.52% F: 94.58%
+2024-03-31 06:30:43 INFO dev:  loss: 0.0837 - UP: 82.71% UR: 72.70% UF: 77.38% P: 78.87% R: 69.32% F: 73.79%
+2024-03-31 06:30:43 INFO test: loss: 0.1223 - UP: 70.70% UR: 67.53% UF: 69.08% P: 67.50% R: 64.47% F: 65.95%
+2024-03-31 06:30:46 INFO 0:00:02.932747s elapsed (saved)
+
+2024-03-31 06:30:46 INFO Epoch 33 / 5000:
+2024-03-31 06:30:48 INFO lr: 4.9670e-05 - loss: 0.0027 - UP: 96.86% UR: 93.40% UF: 95.10% P: 96.71% R: 93.26% F: 94.96%
+2024-03-31 06:30:48 INFO dev:  loss: 0.0935 - UP: 80.29% UR: 72.61% UF: 76.26% P: 76.14% R: 68.86% F: 72.32%
+2024-03-31 06:30:49 INFO test: loss: 0.1347 - UP: 69.81% UR: 68.87% UF: 69.34% P: 66.28% R: 65.40% F: 65.84%
+2024-03-31 06:30:49 INFO 0:00:02.955924s elapsed
+
+2024-03-31 06:30:49 INFO Epoch 34 / 5000:
+2024-03-31 06:30:51 INFO lr: 4.9660e-05 - loss: 0.0046 - UP: 96.44% UR: 93.20% UF: 94.79% P: 96.27% R: 93.04% F: 94.63%
+2024-03-31 06:30:51 INFO dev:  loss: 0.0888 - UP: 83.16% UR: 73.17% UF: 77.84% P: 79.53% R: 69.98% F: 74.45%
+2024-03-31 06:30:51 INFO test: loss: 0.1278 - UP: 70.72% UR: 68.50% UF: 69.59% P: 67.43% R: 65.31% F: 66.35%
+2024-03-31 06:30:54 INFO 0:00:02.919409s elapsed (saved)
+
+2024-03-31 06:30:54 INFO Epoch 35 / 5000:
+2024-03-31 06:30:57 INFO lr: 4.9650e-05 - loss: 0.0029 - UP: 96.64% UR: 94.33% UF: 95.48% P: 96.49% R: 94.18% F: 95.32%
+2024-03-31 06:30:57 INFO dev:  loss: 0.0910 - UP: 83.60% UR: 73.17% UF: 78.04% P: 79.31% R: 69.42% F: 74.04%
+2024-03-31 06:30:57 INFO test: loss: 0.1354 - UP: 70.94% UR: 67.41% UF: 69.13% P: 67.55% R: 64.18% F: 65.82%
+2024-03-31 06:30:57 INFO 0:00:02.876039s elapsed
+
+2024-03-31 06:30:57 INFO Epoch 36 / 5000:
+2024-03-31 06:31:00 INFO lr: 4.9640e-05 - loss: 0.0046 - UP: 97.14% UR: 94.40% UF: 95.75% P: 96.99% R: 94.25% F: 95.60%
+2024-03-31 06:31:00 INFO dev:  loss: 0.0963 - UP: 81.72% UR: 75.05% UF: 78.24% P: 77.53% R: 71.20% F: 74.23%
+2024-03-31 06:31:00 INFO test: loss: 0.1374 - UP: 69.30% UR: 68.83% UF: 69.06% P: 65.80% R: 65.35% F: 65.57%
+2024-03-31 06:31:00 INFO 0:00:02.943636s elapsed
+
+2024-03-31 06:31:00 INFO Epoch 37 / 5000:
+2024-03-31 06:31:02 INFO lr: 4.9630e-05 - loss: 0.0026 - UP: 97.73% UR: 95.48% UF: 96.59% P: 97.52% R: 95.27% F: 96.38%
+2024-03-31 06:31:03 INFO dev:  loss: 0.1002 - UP: 81.88% UR: 75.05% UF: 78.32% P: 77.28% R: 70.83% F: 73.91%
+2024-03-31 06:31:03 INFO test: loss: 0.1422 - UP: 69.29% UR: 69.38% UF: 69.33% P: 65.65% R: 65.73% F: 65.69%
+2024-03-31 06:31:03 INFO 0:00:02.873749s elapsed
+
+2024-03-31 06:31:03 INFO Epoch 38 / 5000:
+2024-03-31 06:31:05 INFO lr: 4.9620e-05 - loss: 0.0045 - UP: 97.37% UR: 95.67% UF: 96.51% P: 97.25% R: 95.56% F: 96.40%
+2024-03-31 06:31:06 INFO dev:  loss: 0.0986 - UP: 81.36% UR: 76.17% UF: 78.68% P: 76.85% R: 71.95% F: 74.32%
+2024-03-31 06:31:06 INFO test: loss: 0.1419 - UP: 68.51% UR: 70.00% UF: 69.25% P: 64.90% R: 66.32% F: 65.60%
+2024-03-31 06:31:06 INFO 0:00:02.891493s elapsed
+
+2024-03-31 06:31:06 INFO Epoch 39 / 5000:
+2024-03-31 06:31:08 INFO lr: 4.9610e-05 - loss: 0.0029 - UP: 97.79% UR: 95.84% UF: 96.80% P: 97.60% R: 95.65% F: 96.61%
+2024-03-31 06:31:09 INFO dev:  loss: 0.0908 - UP: 84.24% UR: 75.23% UF: 79.48% P: 79.73% R: 71.20% F: 75.22%
+2024-03-31 06:31:09 INFO test: loss: 0.1418 - UP: 70.55% UR: 67.74% UF: 69.12% P: 67.02% R: 64.35% F: 65.66%
+2024-03-31 06:31:12 INFO 0:00:02.895370s elapsed (saved)
+
+2024-03-31 06:31:12 INFO Epoch 40 / 5000:
+2024-03-31 06:31:14 INFO lr: 4.9600e-05 - loss: 0.0011 - UP: 97.78% UR: 95.62% UF: 96.69% P: 97.66% R: 95.50% F: 96.57%
+2024-03-31 06:31:14 INFO dev:  loss: 0.1007 - UP: 82.06% UR: 73.36% UF: 77.46% P: 78.07% R: 69.79% F: 73.70%
+2024-03-31 06:31:15 INFO test: loss: 0.1448 - UP: 69.47% UR: 68.91% UF: 69.19% P: 66.13% R: 65.61% F: 65.87%
+2024-03-31 06:31:15 INFO 0:00:02.959701s elapsed
+
+2024-03-31 06:31:15 INFO Epoch 41 / 5000:
+2024-03-31 06:31:17 INFO lr: 4.9590e-05 - loss: 0.0050 - UP: 97.77% UR: 95.88% UF: 96.82% P: 97.55% R: 95.67% F: 96.60%
+2024-03-31 06:31:17 INFO dev:  loss: 0.0960 - UP: 84.74% UR: 73.45% UF: 78.69% P: 80.63% R: 69.89% F: 74.87%
+2024-03-31 06:31:17 INFO test: loss: 0.1403 - UP: 71.39% UR: 67.95% UF: 69.63% P: 68.05% R: 64.77% F: 66.37%
+2024-03-31 06:31:17 INFO 0:00:02.905499s elapsed
+
+2024-03-31 06:31:17 INFO Epoch 42 / 5000:
+2024-03-31 06:31:20 INFO lr: 4.9580e-05 - loss: 0.0007 - UP: 97.58% UR: 94.92% UF: 96.23% P: 97.46% R: 94.80% F: 96.11%
+2024-03-31 06:31:20 INFO dev:  loss: 0.0976 - UP: 83.26% UR: 70.92% UF: 76.60% P: 78.63% R: 66.98% F: 72.34%
+2024-03-31 06:31:20 INFO test: loss: 0.1313 - UP: 70.42% UR: 65.31% UF: 67.77% P: 66.76% R: 61.92% F: 64.25%
+2024-03-31 06:31:20 INFO 0:00:02.877922s elapsed
+
+2024-03-31 06:31:20 INFO Epoch 43 / 5000:
+2024-03-31 06:31:23 INFO lr: 4.9570e-05 - loss: 0.0036 - UP: 97.27% UR: 95.38% UF: 96.32% P: 97.09% R: 95.21% F: 96.14%
+2024-03-31 06:31:23 INFO dev:  loss: 0.0983 - UP: 82.15% UR: 73.83% UF: 77.77% P: 77.87% R: 69.98% F: 73.72%
+2024-03-31 06:31:23 INFO test: loss: 0.1370 - UP: 69.64% UR: 68.04% UF: 68.83% P: 65.65% R: 64.14% F: 64.89%
+2024-03-31 06:31:23 INFO 0:00:02.890593s elapsed
+
+2024-03-31 06:31:23 INFO Epoch 44 / 5000:
+2024-03-31 06:31:25 INFO lr: 4.9560e-05 - loss: 0.0093 - UP: 93.10% UR: 88.21% UF: 90.59% P: 92.43% R: 87.58% F: 89.94%
+2024-03-31 06:31:26 INFO dev:  loss: 0.1043 - UP: 73.61% UR: 70.92% UF: 72.24% P: 67.09% R: 64.63% F: 65.84%
+2024-03-31 06:31:26 INFO test: loss: 0.1129 - UP: 65.01% UR: 67.32% UF: 66.15% P: 61.12% R: 63.30% F: 62.19%
+2024-03-31 06:31:26 INFO 0:00:02.903977s elapsed
+
+2024-03-31 06:31:26 INFO Epoch 45 / 5000:
+2024-03-31 06:31:28 INFO lr: 4.9550e-05 - loss: 0.0255 - UP: 93.36% UR: 87.08% UF: 90.11% P: 92.88% R: 86.63% F: 89.64%
+2024-03-31 06:31:29 INFO dev:  loss: 0.1006 - UP: 81.29% UR: 70.92% UF: 75.75% P: 75.81% R: 66.14% F: 70.64%
+2024-03-31 06:31:29 INFO test: loss: 0.1202 - UP: 69.16% UR: 65.19% UF: 67.11% P: 65.82% R: 62.04% F: 63.88%
+2024-03-31 06:31:29 INFO 0:00:02.900369s elapsed
+
+2024-03-31 06:31:29 INFO Epoch 46 / 5000:
+2024-03-31 06:31:31 INFO lr: 4.9540e-05 - loss: 0.0154 - UP: 92.95% UR: 87.00% UF: 89.88% P: 92.27% R: 86.36% F: 89.22%
+2024-03-31 06:31:32 INFO dev:  loss: 0.0813 - UP: 78.56% UR: 64.63% UF: 70.92% P: 72.63% R: 59.76% F: 65.57%
+2024-03-31 06:31:32 INFO test: loss: 0.1024 - UP: 70.59% UR: 63.64% UF: 66.93% P: 66.91% R: 60.33% F: 63.45%
+2024-03-31 06:31:32 INFO 0:00:02.888069s elapsed
+
+2024-03-31 06:31:32 INFO Epoch 47 / 5000:
+2024-03-31 06:31:34 INFO lr: 4.9530e-05 - loss: 0.0250 - UP: 93.97% UR: 88.77% UF: 91.30% P: 93.62% R: 88.45% F: 90.96%
+2024-03-31 06:31:34 INFO dev:  loss: 0.0803 - UP: 81.47% UR: 72.61% UF: 76.79% P: 76.53% R: 68.20% F: 72.12%
+2024-03-31 06:31:35 INFO test: loss: 0.1084 - UP: 69.41% UR: 66.44% UF: 67.89% P: 65.34% R: 62.55% F: 63.91%
+2024-03-31 06:31:35 INFO 0:00:02.892306s elapsed
+
+2024-03-31 06:31:35 INFO Epoch 48 / 5000:
+2024-03-31 06:31:37 INFO lr: 4.9520e-05 - loss: 0.0001 - UP: 95.05% UR: 92.18% UF: 93.59% P: 94.54% R: 91.69% F: 93.09%
+2024-03-31 06:31:37 INFO dev:  loss: 0.0835 - UP: 80.88% UR: 73.83% UF: 77.19% P: 76.57% R: 69.89% F: 73.08%
+2024-03-31 06:31:38 INFO test: loss: 0.1219 - UP: 69.12% UR: 67.99% UF: 68.55% P: 65.46% R: 64.39% F: 64.92%
+2024-03-31 06:31:38 INFO 0:00:02.856292s elapsed
+
+2024-03-31 06:31:38 INFO Epoch 49 / 5000:
+2024-03-31 06:31:40 INFO lr: 4.9510e-05 - loss: 0.0057 - UP: 96.72% UR: 93.52% UF: 95.09% P: 96.42% R: 93.23% F: 94.80%
+2024-03-31 06:31:40 INFO dev:  loss: 0.0883 - UP: 81.67% UR: 75.23% UF: 78.32% P: 77.39% R: 71.29% F: 74.22%
+2024-03-31 06:31:41 INFO test: loss: 0.1283 - UP: 70.69% UR: 67.28% UF: 68.94% P: 67.03% R: 63.80% F: 65.38%
+2024-03-31 06:31:41 INFO 0:00:02.882408s elapsed
+
+2024-03-31 06:31:41 INFO Epoch 50 / 5000:
+2024-03-31 06:31:43 INFO lr: 4.9500e-05 - loss: 0.0032 - UP: 96.86% UR: 94.91% UF: 95.87% P: 96.67% R: 94.72% F: 95.68%
+2024-03-31 06:31:43 INFO dev:  loss: 0.0870 - UP: 84.27% UR: 72.89% UF: 78.17% P: 80.26% R: 69.42% F: 74.45%
+2024-03-31 06:31:43 INFO test: loss: 0.1245 - UP: 71.71% UR: 66.28% UF: 68.89% P: 67.91% R: 62.76% F: 65.23%
+2024-03-31 06:31:43 INFO 0:00:02.888865s elapsed
+
+2024-03-31 06:31:43 INFO Epoch 51 / 5000:
+2024-03-31 06:31:46 INFO lr: 4.9490e-05 - loss: 0.0019 - UP: 97.71% UR: 95.87% UF: 96.78% P: 97.56% R: 95.73% F: 96.64%
+2024-03-31 06:31:46 INFO dev:  loss: 0.0881 - UP: 82.98% UR: 73.64% UF: 78.03% P: 78.96% R: 70.08% F: 74.25%
+2024-03-31 06:31:46 INFO test: loss: 0.1369 - UP: 71.33% UR: 67.66% UF: 69.45% P: 67.71% R: 64.22% F: 65.92%
+2024-03-31 06:31:46 INFO 0:00:02.940561s elapsed
+
+2024-03-31 06:31:46 INFO Epoch 52 / 5000:
+2024-03-31 06:31:49 INFO lr: 4.9480e-05 - loss: 0.0041 - UP: 97.98% UR: 96.46% UF: 97.21% P: 97.86% R: 96.34% F: 97.09%
+2024-03-31 06:31:49 INFO dev:  loss: 0.0932 - UP: 82.47% UR: 75.05% UF: 78.59% P: 78.04% R: 71.01% F: 74.36%
+2024-03-31 06:31:49 INFO test: loss: 0.1398 - UP: 70.58% UR: 68.45% UF: 69.50% P: 66.91% R: 64.89% F: 65.89%
+2024-03-31 06:31:49 INFO 0:00:02.871120s elapsed
+
+2024-03-31 06:31:49 INFO Epoch 53 / 5000:
+2024-03-31 06:31:51 INFO lr: 4.9470e-05 - loss: 0.0023 - UP: 98.04% UR: 96.68% UF: 97.35% P: 97.86% R: 96.50% F: 97.18%
+2024-03-31 06:31:52 INFO dev:  loss: 0.0948 - UP: 81.32% UR: 75.14% UF: 78.11% P: 76.85% R: 71.01% F: 73.82%
+2024-03-31 06:31:52 INFO test: loss: 0.1461 - UP: 69.45% UR: 69.04% UF: 69.24% P: 65.70% R: 65.31% F: 65.50%
+2024-03-31 06:31:52 INFO 0:00:02.891497s elapsed
+
+2024-03-31 06:31:52 INFO Epoch 54 / 5000:
+2024-03-31 06:31:54 INFO lr: 4.9460e-05 - loss: 0.0020 - UP: 98.39% UR: 96.85% UF: 97.61% P: 98.26% R: 96.72% F: 97.49%
+2024-03-31 06:31:55 INFO dev:  loss: 0.0983 - UP: 81.72% UR: 74.67% UF: 78.04% P: 77.72% R: 71.01% F: 74.22%
+2024-03-31 06:31:55 INFO test: loss: 0.1450 - UP: 69.74% UR: 68.37% UF: 69.05% P: 66.03% R: 64.73% F: 65.37%
+2024-03-31 06:31:55 INFO 0:00:02.902114s elapsed
+
+2024-03-31 06:31:55 INFO Epoch 55 / 5000:
+2024-03-31 06:31:57 INFO lr: 4.9450e-05 - loss: 0.0005 - UP: 98.38% UR: 97.18% UF: 97.78% P: 98.18% R: 96.98% F: 97.58%
+2024-03-31 06:31:58 INFO dev:  loss: 0.0975 - UP: 81.99% UR: 75.61% UF: 78.67% P: 77.92% R: 71.86% F: 74.77%
+2024-03-31 06:31:58 INFO test: loss: 0.1524 - UP: 70.00% UR: 68.83% UF: 69.41% P: 66.21% R: 65.10% F: 65.65%
+2024-03-31 06:31:58 INFO 0:00:02.887171s elapsed
+
+2024-03-31 06:31:58 INFO Epoch 56 / 5000:
+2024-03-31 06:32:00 INFO lr: 4.9440e-05 - loss: 0.0002 - UP: 98.06% UR: 97.18% UF: 97.62% P: 97.94% R: 97.06% F: 97.50%
+2024-03-31 06:32:01 INFO dev:  loss: 0.0949 - UP: 83.56% UR: 74.39% UF: 78.71% P: 79.35% R: 70.64% F: 74.74%
+2024-03-31 06:32:01 INFO test: loss: 0.1433 - UP: 70.20% UR: 68.29% UF: 69.23% P: 66.71% R: 64.89% F: 65.79%
+2024-03-31 06:32:01 INFO 0:00:02.915341s elapsed
+
+2024-03-31 06:32:01 INFO Epoch 57 / 5000:
+2024-03-31 06:32:03 INFO lr: 4.9430e-05 - loss: 0.0018 - UP: 98.22% UR: 96.46% UF: 97.33% P: 98.08% R: 96.32% F: 97.19%
+2024-03-31 06:32:03 INFO dev:  loss: 0.0954 - UP: 83.69% UR: 74.11% UF: 78.61% P: 79.34% R: 70.26% F: 74.53%
+2024-03-31 06:32:04 INFO test: loss: 0.1469 - UP: 71.17% UR: 66.61% UF: 68.82% P: 67.73% R: 63.39% F: 65.48%
+2024-03-31 06:32:04 INFO 0:00:02.914913s elapsed
+
+2024-03-31 06:32:04 INFO Epoch 58 / 5000:
+2024-03-31 06:32:06 INFO lr: 4.9420e-05 - loss: 0.0018 - UP: 98.74% UR: 97.18% UF: 97.96% P: 98.63% R: 97.06% F: 97.84%
+2024-03-31 06:32:06 INFO dev:  loss: 0.0977 - UP: 82.38% UR: 75.42% UF: 78.75% P: 78.38% R: 71.76% F: 74.93%
+2024-03-31 06:32:07 INFO test: loss: 0.1479 - UP: 69.97% UR: 69.00% UF: 69.48% P: 66.44% R: 65.52% F: 65.98%
+2024-03-31 06:32:07 INFO 0:00:02.858933s elapsed
+
+2024-03-31 06:32:07 INFO Epoch 59 / 5000:
+2024-03-31 06:32:09 INFO lr: 4.9410e-05 - loss: 0.0021 - UP: 98.61% UR: 97.31% UF: 97.95% P: 98.44% R: 97.14% F: 97.79%
+2024-03-31 06:32:09 INFO dev:  loss: 0.0993 - UP: 83.86% UR: 75.05% UF: 79.21% P: 79.56% R: 71.20% F: 75.15%
+2024-03-31 06:32:09 INFO test: loss: 0.1505 - UP: 71.61% UR: 66.99% UF: 69.22% P: 68.03% R: 63.64% F: 65.76%
+2024-03-31 06:32:09 INFO 0:00:02.881838s elapsed
+
+2024-03-31 06:32:09 INFO Epoch 60 / 5000:
+2024-03-31 06:32:12 INFO lr: 4.9400e-05 - loss: 0.0000 - UP: 98.35% UR: 97.53% UF: 97.94% P: 98.20% R: 97.38% F: 97.79%
+2024-03-31 06:32:12 INFO dev:  loss: 0.0999 - UP: 82.86% UR: 74.39% UF: 78.40% P: 78.79% R: 70.73% F: 74.54%
+2024-03-31 06:32:12 INFO test: loss: 0.1530 - UP: 70.92% UR: 67.74% UF: 69.30% P: 67.32% R: 64.31% F: 65.78%
+2024-03-31 06:32:12 INFO 0:00:02.945213s elapsed
+
+2024-03-31 06:32:12 INFO Epoch 61 / 5000:
+2024-03-31 06:32:15 INFO lr: 4.9390e-05 - loss: 0.0083 - UP: 98.46% UR: 97.45% UF: 97.95% P: 98.33% R: 97.32% F: 97.82%
+2024-03-31 06:32:15 INFO dev:  loss: 0.1044 - UP: 82.30% UR: 75.05% UF: 78.51% P: 78.19% R: 71.29% F: 74.58%
+2024-03-31 06:32:15 INFO test: loss: 0.1510 - UP: 69.32% UR: 68.24% UF: 68.78% P: 66.30% R: 65.27% F: 65.78%
+2024-03-31 06:32:15 INFO 0:00:02.922370s elapsed
+
+2024-03-31 06:32:15 INFO Epoch 62 / 5000:
+2024-03-31 06:32:18 INFO lr: 4.9380e-05 - loss: 0.0009 - UP: 98.55% UR: 97.69% UF: 98.12% P: 98.38% R: 97.52% F: 97.95%
+2024-03-31 06:32:18 INFO dev:  loss: 0.1018 - UP: 82.26% UR: 75.23% UF: 78.59% P: 78.15% R: 71.48% F: 74.67%
+2024-03-31 06:32:18 INFO test: loss: 0.1483 - UP: 70.39% UR: 67.62% UF: 68.97% P: 67.25% R: 64.60% F: 65.90%
+2024-03-31 06:32:18 INFO 0:00:02.884963s elapsed
+
+2024-03-31 06:32:18 INFO Epoch 63 / 5000:
+2024-03-31 06:32:20 INFO lr: 4.9370e-05 - loss: 0.0010 - UP: 98.48% UR: 97.45% UF: 97.96% P: 98.28% R: 97.25% F: 97.76%
+2024-03-31 06:32:21 INFO dev:  loss: 0.1001 - UP: 81.21% UR: 75.42% UF: 78.21% P: 76.97% R: 71.48% F: 74.12%
+2024-03-31 06:32:21 INFO test: loss: 0.1631 - UP: 68.98% UR: 67.74% UF: 68.36% P: 65.78% R: 64.60% F: 65.19%
+2024-03-31 06:32:21 INFO 0:00:02.884904s elapsed
+
+2024-03-31 06:32:21 INFO Epoch 64 / 5000:
+2024-03-31 06:32:23 INFO lr: 4.9360e-05 - loss: 0.0004 - UP: 98.74% UR: 97.20% UF: 97.97% P: 98.54% R: 97.00% F: 97.77%
+2024-03-31 06:32:24 INFO dev:  loss: 0.1218 - UP: 82.39% UR: 72.42% UF: 77.08% P: 76.63% R: 67.35% F: 71.69%
+2024-03-31 06:32:24 INFO test: loss: 0.1825 - UP: 70.26% UR: 66.90% UF: 68.54% P: 66.04% R: 62.88% F: 64.42%
+2024-03-31 06:32:24 INFO 0:00:02.927160s elapsed
+
+2024-03-31 06:32:24 INFO Epoch 65 / 5000:
+2024-03-31 06:32:26 INFO lr: 4.9350e-05 - loss: 0.0036 - UP: 97.73% UR: 96.51% UF: 97.12% P: 96.60% R: 95.40% F: 95.99%
+2024-03-31 06:32:27 INFO dev:  loss: 0.0899 - UP: 83.90% UR: 71.39% UF: 77.14% P: 79.49% R: 67.64% F: 73.09%
+2024-03-31 06:32:27 INFO test: loss: 0.1236 - UP: 72.47% UR: 65.27% UF: 68.68% P: 68.60% R: 61.79% F: 65.02%
+2024-03-31 06:32:27 INFO 0:00:02.896563s elapsed
+
+2024-03-31 06:32:27 INFO Epoch 66 / 5000:
+2024-03-31 06:32:29 INFO lr: 4.9340e-05 - loss: 0.0010 - UP: 97.90% UR: 96.32% UF: 97.10% P: 97.57% R: 95.99% F: 96.77%
+2024-03-31 06:32:30 INFO dev:  loss: 0.1048 - UP: 78.10% UR: 77.95% UF: 78.03% P: 74.25% R: 74.11% F: 74.18%
+2024-03-31 06:32:30 INFO test: loss: 0.1440 - UP: 65.53% UR: 71.93% UF: 68.58% P: 61.87% R: 67.91% F: 64.75%
+2024-03-31 06:32:30 INFO 0:00:02.904237s elapsed
+
+2024-03-31 06:32:30 INFO Epoch 67 / 5000:
+2024-03-31 06:32:32 INFO lr: 4.9330e-05 - loss: 0.0003 - UP: 98.20% UR: 97.25% UF: 97.72% P: 98.07% R: 97.12% F: 97.59%
+2024-03-31 06:32:32 INFO dev:  loss: 0.1058 - UP: 82.59% UR: 72.51% UF: 77.22% P: 78.53% R: 68.95% F: 73.43%
+2024-03-31 06:32:33 INFO test: loss: 0.1412 - UP: 72.22% UR: 66.23% UF: 69.10% P: 68.89% R: 63.18% F: 65.91%
+2024-03-31 06:32:33 INFO 0:00:02.889662s elapsed
+
+2024-03-31 06:32:33 INFO Epoch 68 / 5000:
+2024-03-31 06:32:35 INFO lr: 4.9320e-05 - loss: 0.0019 - UP: 98.53% UR: 97.16% UF: 97.84% P: 98.36% R: 96.98% F: 97.66%
+2024-03-31 06:32:35 INFO dev:  loss: 0.1030 - UP: 80.46% UR: 75.33% UF: 77.81% P: 76.45% R: 71.58% F: 73.93%
+2024-03-31 06:32:36 INFO test: loss: 0.1396 - UP: 68.96% UR: 70.26% UF: 69.60% P: 65.25% R: 66.49% F: 65.86%
+2024-03-31 06:32:36 INFO 0:00:02.944602s elapsed
+
+2024-03-31 06:32:36 INFO Epoch 69 / 5000:
+2024-03-31 06:32:38 INFO lr: 4.9310e-05 - loss: 0.0017 - UP: 98.40% UR: 97.79% UF: 98.09% P: 98.22% R: 97.60% F: 97.91%
+2024-03-31 06:32:38 INFO dev:  loss: 0.1014 - UP: 80.78% UR: 75.33% UF: 77.96% P: 76.56% R: 71.39% F: 73.88%
+2024-03-31 06:32:39 INFO test: loss: 0.1382 - UP: 69.50% UR: 69.88% UF: 69.69% P: 66.12% R: 66.49% F: 66.30%
+2024-03-31 06:32:39 INFO 0:00:02.931627s elapsed
+
+2024-03-31 06:32:42 INFO Epoch 39 saved
+2024-03-31 06:32:42 INFO dev:  UP: 84.24% UR: 75.23% UF: 79.48% P: 79.73% R: 71.20% F: 75.22%
+2024-03-31 06:32:42 INFO test: UP: 70.55% UR: 67.74% UF: 69.12% P: 67.02% R: 64.35% F: 65.66%
+2024-03-31 06:32:42 INFO 0:03:21.652284s elapsed, 0:00:02.922497s/epoch

models/multibooked_ca/sdp_bySentiment_desc/80/model_vi_multibooked_ca_xlm_10

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:088a4c4dd59bf5bf89043c95112dffcd335364676f67220bf40517207b6791ea
+size 1177848336

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

@@ -0,0 +1,457 @@
+2024-03-31 06:44:23 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_desc/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_desc/80/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_bySentiment_desc/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 06:44:23 INFO Building the fields
+2024-03-31 06:44:25 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-03-31 06:44:25 INFO Building the model
+2024-03-31 06:44:27 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 06:44:27 INFO Loading the data
+2024-03-31 06:44:28 INFO 
+train: Dataset(n_sentences=938, n_batches=32, n_buckets=32)
+dev:   Dataset(n_sentences=132, n_batches=32, n_buckets=32)
+test:  Dataset(n_sentences=335, n_batches=32, n_buckets=32)
+
+2024-03-31 06:44:28 INFO Epoch 1 / 5000:
+2024-03-31 06:44:31 INFO lr: 4.9990e-05 - loss: 0.1242 - UP:  3.66% UR:  6.51% UF:  4.69% P:  1.67% R:  2.96% F:  2.13%
+2024-03-31 06:44:32 INFO dev:  loss: 0.1948 - UP: 87.10% UR:  2.53% UF:  4.92% P: 54.84% R:  1.59% F:  3.10%
+2024-03-31 06:44:32 INFO test: loss: nan - UP: 82.61% UR:  1.59% UF:  3.12% P: 69.57% R:  1.34% F:  2.63%
+2024-03-31 06:44:37 INFO 0:00:04.057074s elapsed (saved)
+
+2024-03-31 06:44:37 INFO Epoch 2 / 5000:
+2024-03-31 06:44:39 INFO lr: 4.9980e-05 - loss: 0.0496 - UP: 55.29% UR:  7.44% UF: 13.11% P: 48.35% R:  6.51% F: 11.47%
+2024-03-31 06:44:40 INFO dev:  loss: 0.1386 - UP: 88.60% UR:  9.47% UF: 17.12% P: 80.70% R:  8.63% F: 15.59%
+2024-03-31 06:44:40 INFO test: loss: nan - UP: 83.27% UR:  9.38% UF: 16.87% P: 76.58% R:  8.63% F: 15.51%
+2024-03-31 06:44:47 INFO 0:00:03.423896s elapsed (saved)
+
+2024-03-31 06:44:47 INFO Epoch 3 / 5000:
+2024-03-31 06:44:50 INFO lr: 4.9970e-05 - loss: 0.0828 - UP: 66.28% UR: 18.06% UF: 28.38% P: 59.22% R: 16.13% F: 25.36%
+2024-03-31 06:44:50 INFO dev:  loss: 0.1091 - UP: 78.95% UR: 22.51% UF: 35.04% P: 73.68% R: 21.01% F: 32.70%
+2024-03-31 06:44:51 INFO test: loss: nan - UP: 67.79% UR: 21.16% UF: 32.25% P: 60.27% R: 18.81% F: 28.67%
+2024-03-31 06:44:57 INFO 0:00:03.442171s elapsed (saved)
+
+2024-03-31 06:44:57 INFO Epoch 4 / 5000:
+2024-03-31 06:45:00 INFO lr: 4.9960e-05 - loss: 0.1224 - UP: 66.91% UR: 27.54% UF: 39.02% P: 63.99% R: 26.33% F: 37.31%
+2024-03-31 06:45:01 INFO dev:  loss: 0.0996 - UP: 83.27% UR: 21.01% UF: 33.56% P: 78.81% R: 19.89% F: 31.76%
+2024-03-31 06:45:01 INFO test: loss: nan - UP: 77.55% UR: 21.99% UF: 34.27% P: 72.53% R: 20.57% F: 32.05%
+2024-03-31 06:45:01 INFO 0:00:03.465514s elapsed
+
+2024-03-31 06:45:01 INFO Epoch 5 / 5000:
+2024-03-31 06:45:04 INFO lr: 4.9950e-05 - loss: 0.0500 - UP: 68.21% UR: 34.08% UF: 45.45% P: 65.58% R: 32.76% F: 43.69%
+2024-03-31 06:45:04 INFO dev:  loss: 0.0928 - UP: 82.73% UR: 27.86% UF: 41.68% P: 79.11% R: 26.64% F: 39.86%
+2024-03-31 06:45:04 INFO test: loss: nan - UP: 78.62% UR: 26.81% UF: 39.99% P: 73.83% R: 25.18% F: 37.55%
+2024-03-31 06:45:11 INFO 0:00:03.439664s elapsed (saved)
+
+2024-03-31 06:45:11 INFO Epoch 6 / 5000:
+2024-03-31 06:45:14 INFO lr: 4.9940e-05 - loss: 0.0330 - UP: 74.41% UR: 39.96% UF: 52.00% P: 72.43% R: 38.90% F: 50.62%
+2024-03-31 06:45:14 INFO dev:  loss: 0.0886 - UP: 76.96% UR: 43.25% UF: 55.38% P: 69.45% R: 39.02% F: 49.97%
+2024-03-31 06:45:14 INFO test: loss: nan - UP: 66.64% UR: 41.27% UF: 50.97% P: 61.10% R: 37.83% F: 46.73%
+2024-03-31 06:45:21 INFO 0:00:03.444608s elapsed (saved)
+
+2024-03-31 06:45:21 INFO Epoch 7 / 5000:
+2024-03-31 06:45:24 INFO lr: 4.9930e-05 - loss: 0.0377 - UP: 77.07% UR: 47.30% UF: 58.62% P: 75.32% R: 46.22% F: 57.29%
+2024-03-31 06:45:24 INFO dev:  loss: 0.0857 - UP: 73.79% UR: 47.28% UF: 57.63% P: 71.01% R: 45.50% F: 55.46%
+2024-03-31 06:45:25 INFO test: loss: nan - UP: 69.06% UR: 46.29% UF: 55.43% P: 64.56% R: 43.28% F: 51.82%
+2024-03-31 06:45:31 INFO 0:00:03.419772s elapsed (saved)
+
+2024-03-31 06:45:31 INFO Epoch 8 / 5000:
+2024-03-31 06:45:34 INFO lr: 4.9920e-05 - loss: 0.0482 - UP: 78.57% UR: 51.17% UF: 61.97% P: 77.14% R: 50.23% F: 60.84%
+2024-03-31 06:45:34 INFO dev:  loss: 0.0857 - UP: 69.87% UR: 46.34% UF: 55.72% P: 66.48% R: 44.09% F: 53.02%
+2024-03-31 06:45:35 INFO test: loss: nan - UP: 66.90% UR: 48.60% UF: 56.30% P: 62.57% R: 45.45% F: 52.66%
+2024-03-31 06:45:35 INFO 0:00:03.435751s elapsed
+
+2024-03-31 06:45:35 INFO Epoch 9 / 5000:
+2024-03-31 06:45:38 INFO lr: 4.9910e-05 - loss: 0.0410 - UP: 79.92% UR: 51.89% UF: 62.93% P: 78.25% R: 50.80% F: 61.61%
+2024-03-31 06:45:38 INFO dev:  loss: 0.0776 - UP: 73.69% UR: 48.87% UF: 58.77% P: 70.72% R: 46.90% F: 56.40%
+2024-03-31 06:45:38 INFO test: loss: nan - UP: 69.75% UR: 48.68% UF: 57.34% P: 65.79% R: 45.92% F: 54.08%
+2024-03-31 06:45:45 INFO 0:00:03.421294s elapsed (saved)
+
+2024-03-31 06:45:45 INFO Epoch 10 / 5000:
+2024-03-31 06:45:48 INFO lr: 4.9900e-05 - loss: 0.0515 - UP: 83.10% UR: 57.94% UF: 68.27% P: 82.39% R: 57.45% F: 67.70%
+2024-03-31 06:45:48 INFO dev:  loss: 0.0862 - UP: 76.04% UR: 47.94% UF: 58.80% P: 73.07% R: 46.06% F: 56.50%
+2024-03-31 06:45:48 INFO test: loss: nan - UP: 69.86% UR: 49.52% UF: 57.96% P: 64.95% R: 46.04% F: 53.89%
+2024-03-31 06:45:55 INFO 0:00:03.455194s elapsed (saved)
+
+2024-03-31 06:45:55 INFO Epoch 11 / 5000:
+2024-03-31 06:45:58 INFO lr: 4.9890e-05 - loss: 0.0348 - UP: 84.83% UR: 61.19% UF: 71.10% P: 83.84% R: 60.48% F: 70.27%
+2024-03-31 06:45:58 INFO dev:  loss: 0.0826 - UP: 80.80% UR: 43.43% UF: 56.50% P: 78.36% R: 42.12% F: 54.79%
+2024-03-31 06:45:58 INFO test: loss: nan - UP: 74.85% UR: 46.12% UF: 57.08% P: 71.65% R: 44.16% F: 54.64%
+2024-03-31 06:45:58 INFO 0:00:03.471266s elapsed
+
+2024-03-31 06:45:58 INFO Epoch 12 / 5000:
+2024-03-31 06:46:01 INFO lr: 4.9880e-05 - loss: 0.0300 - UP: 86.17% UR: 62.18% UF: 72.24% P: 85.70% R: 61.84% F: 71.84%
+2024-03-31 06:46:02 INFO dev:  loss: 0.0778 - UP: 81.11% UR: 53.56% UF: 64.52% P: 75.99% R: 50.19% F: 60.45%
+2024-03-31 06:46:02 INFO test: loss: nan - UP: 71.48% UR: 55.13% UF: 62.25% P: 66.92% R: 51.61% F: 58.28%
+2024-03-31 06:46:09 INFO 0:00:03.451945s elapsed (saved)
+
+2024-03-31 06:46:09 INFO Epoch 13 / 5000:
+2024-03-31 06:46:11 INFO lr: 4.9870e-05 - loss: 0.0366 - UP: 86.66% UR: 66.64% UF: 75.34% P: 86.34% R: 66.39% F: 75.06%
+2024-03-31 06:46:12 INFO dev:  loss: 0.0800 - UP: 78.81% UR: 57.22% UF: 66.30% P: 74.94% R: 54.41% F: 63.04%
+2024-03-31 06:46:12 INFO test: loss: nan - UP: 69.99% UR: 58.90% UF: 63.97% P: 66.10% R: 55.63% F: 60.42%
+2024-03-31 06:46:19 INFO 0:00:03.441054s elapsed (saved)
+
+2024-03-31 06:46:19 INFO Epoch 14 / 5000:
+2024-03-31 06:46:21 INFO lr: 4.9860e-05 - loss: 0.0297 - UP: 88.82% UR: 70.55% UF: 78.64% P: 88.57% R: 70.35% F: 78.42%
+2024-03-31 06:46:22 INFO dev:  loss: 0.0861 - UP: 78.90% UR: 55.07% UF: 64.86% P: 76.08% R: 53.10% F: 62.54%
+2024-03-31 06:46:22 INFO test: loss: nan - UP: 70.96% UR: 56.60% UF: 62.97% P: 67.02% R: 53.46% F: 59.47%
+2024-03-31 06:46:22 INFO 0:00:03.423933s elapsed
+
+2024-03-31 06:46:22 INFO Epoch 15 / 5000:
+2024-03-31 06:46:25 INFO lr: 4.9850e-05 - loss: 0.0213 - UP: 88.85% UR: 73.82% UF: 80.64% P: 88.28% R: 73.35% F: 80.13%
+2024-03-31 06:46:25 INFO dev:  loss: 0.0857 - UP: 77.64% UR: 57.32% UF: 65.95% P: 73.44% R: 54.22% F: 62.39%
+2024-03-31 06:46:25 INFO test: loss: nan - UP: 71.33% UR: 58.99% UF: 64.57% P: 67.63% R: 55.93% F: 61.22%
+2024-03-31 06:46:25 INFO 0:00:03.363049s elapsed
+
+2024-03-31 06:46:25 INFO Epoch 16 / 5000:
+2024-03-31 06:46:28 INFO lr: 4.9840e-05 - loss: 0.0079 - UP: 90.72% UR: 75.22% UF: 82.24% P: 90.33% R: 74.89% F: 81.89%
+2024-03-31 06:46:29 INFO dev:  loss: 0.0964 - UP: 77.03% UR: 60.41% UF: 67.72% P: 73.33% R: 57.50% F: 64.46%
+2024-03-31 06:46:29 INFO test: loss: nan - UP: 68.45% UR: 62.17% UF: 65.16% P: 64.81% R: 58.86% F: 61.69%
+2024-03-31 06:46:35 INFO 0:00:03.383767s elapsed (saved)
+
+2024-03-31 06:46:35 INFO Epoch 17 / 5000:
+2024-03-31 06:46:38 INFO lr: 4.9830e-05 - loss: 0.0208 - UP: 91.12% UR: 75.74% UF: 82.72% P: 90.81% R: 75.48% F: 82.44%
+2024-03-31 06:46:39 INFO dev:  loss: 0.0849 - UP: 79.95% UR: 56.85% UF: 66.45% P: 75.86% R: 53.94% F: 63.05%
+2024-03-31 06:46:39 INFO test: loss: nan - UP: 69.82% UR: 57.48% UF: 63.05% P: 65.55% R: 53.96% F: 59.19%
+2024-03-31 06:46:39 INFO 0:00:03.406234s elapsed
+
+2024-03-31 06:46:39 INFO Epoch 18 / 5000:
+2024-03-31 06:46:42 INFO lr: 4.9820e-05 - loss: 0.0211 - UP: 89.42% UR: 74.70% UF: 81.40% P: 88.93% R: 74.29% F: 80.96%
+2024-03-31 06:46:42 INFO dev:  loss: 0.1022 - UP: 73.42% UR: 60.13% UF: 66.12% P: 68.84% R: 56.38% F: 61.99%
+2024-03-31 06:46:42 INFO test: loss: nan - UP: 67.87% UR: 61.33% UF: 64.44% P: 64.26% R: 58.06% F: 61.00%
+2024-03-31 06:46:42 INFO 0:00:03.371459s elapsed
+
+2024-03-31 06:46:42 INFO Epoch 19 / 5000:
+2024-03-31 06:46:45 INFO lr: 4.9810e-05 - loss: 0.0165 - UP: 90.53% UR: 77.89% UF: 83.73% P: 90.08% R: 77.50% F: 83.32%
+2024-03-31 06:46:45 INFO dev:  loss: 0.0892 - UP: 80.12% UR: 62.01% UF: 69.91% P: 76.12% R: 58.91% F: 66.42%
+2024-03-31 06:46:46 INFO test: loss: nan - UP: 69.68% UR: 61.33% UF: 65.24% P: 65.78% R: 57.90% F: 61.59%
+2024-03-31 06:46:52 INFO 0:00:03.342706s elapsed (saved)
+
+2024-03-31 06:46:52 INFO Epoch 20 / 5000:
+2024-03-31 06:46:55 INFO lr: 4.9800e-05 - loss: 0.0143 - UP: 91.00% UR: 80.14% UF: 85.22% P: 90.61% R: 79.80% F: 84.86%
+2024-03-31 06:46:55 INFO dev:  loss: 0.0988 - UP: 75.40% UR: 58.07% UF: 65.61% P: 72.11% R: 55.53% F: 62.75%
+2024-03-31 06:46:55 INFO test: loss: nan - UP: 68.36% UR: 59.66% UF: 63.71% P: 63.95% R: 55.80% F: 59.60%
+2024-03-31 06:46:55 INFO 0:00:03.360689s elapsed
+
+2024-03-31 06:46:55 INFO Epoch 21 / 5000:
+2024-03-31 06:46:58 INFO lr: 4.9790e-05 - loss: 0.0086 - UP: 91.17% UR: 77.43% UF: 83.74% P: 90.43% R: 76.80% F: 83.06%
+2024-03-31 06:46:59 INFO dev:  loss: 0.0993 - UP: 76.73% UR: 64.35% UF: 70.00% P: 70.58% R: 59.19% F: 64.39%
+2024-03-31 06:46:59 INFO test: loss: nan - UP: 66.46% UR: 64.01% UF: 65.22% P: 61.98% R: 59.70% F: 60.82%
+2024-03-31 06:46:59 INFO 0:00:03.445686s elapsed
+
+2024-03-31 06:46:59 INFO Epoch 22 / 5000:
+2024-03-31 06:47:02 INFO lr: 4.9780e-05 - loss: 0.0268 - UP: 90.11% UR: 74.00% UF: 81.26% P: 89.04% R: 73.13% F: 80.30%
+2024-03-31 06:47:02 INFO dev:  loss: 0.0867 - UP: 84.01% UR: 58.16% UF: 68.74% P: 78.86% R: 54.60% F: 64.52%
+2024-03-31 06:47:02 INFO test: loss: nan - UP: 71.21% UR: 57.81% UF: 63.82% P: 67.54% R: 54.84% F: 60.53%
+2024-03-31 06:47:02 INFO 0:00:03.394208s elapsed
+
+2024-03-31 06:47:02 INFO Epoch 23 / 5000:
+2024-03-31 06:47:05 INFO lr: 4.9770e-05 - loss: 0.0301 - UP: 91.00% UR: 77.90% UF: 83.94% P: 90.32% R: 77.31% F: 83.31%
+2024-03-31 06:47:05 INFO dev:  loss: 0.0915 - UP: 80.60% UR: 60.41% UF: 69.06% P: 75.72% R: 56.75% F: 64.88%
+2024-03-31 06:47:06 INFO test: loss: nan - UP: 70.65% UR: 60.49% UF: 65.18% P: 67.07% R: 57.44% F: 61.88%
+2024-03-31 06:47:06 INFO 0:00:03.447982s elapsed
+
+2024-03-31 06:47:06 INFO Epoch 24 / 5000:
+2024-03-31 06:47:09 INFO lr: 4.9760e-05 - loss: 0.0207 - UP: 92.16% UR: 82.62% UF: 87.13% P: 91.60% R: 82.12% F: 86.60%
+2024-03-31 06:47:09 INFO dev:  loss: 0.0896 - UP: 81.40% UR: 63.23% UF: 71.17% P: 77.54% R: 60.23% F: 67.79%
+2024-03-31 06:47:09 INFO test: loss: nan - UP: 70.53% UR: 61.88% UF: 65.92% P: 66.91% R: 58.69% F: 62.53%
+2024-03-31 06:47:16 INFO 0:00:03.396308s elapsed (saved)
+
+2024-03-31 06:47:16 INFO Epoch 25 / 5000:
+2024-03-31 06:47:19 INFO lr: 4.9750e-05 - loss: 0.0065 - UP: 93.81% UR: 84.10% UF: 88.69% P: 93.55% R: 83.87% F: 88.44%
+2024-03-31 06:47:19 INFO dev:  loss: 0.0902 - UP: 80.74% UR: 61.35% UF: 69.72% P: 77.41% R: 58.82% F: 66.84%
+2024-03-31 06:47:19 INFO test: loss: nan - UP: 70.52% UR: 62.42% UF: 66.22% P: 66.68% R: 59.03% F: 62.62%
+2024-03-31 06:47:19 INFO 0:00:03.363845s elapsed
+
+2024-03-31 06:47:19 INFO Epoch 26 / 5000:
+2024-03-31 06:47:22 INFO lr: 4.9740e-05 - loss: 0.0082 - UP: 93.84% UR: 85.65% UF: 89.56% P: 93.69% R: 85.51% F: 89.41%
+2024-03-31 06:47:22 INFO dev:  loss: 0.0948 - UP: 82.24% UR: 65.57% UF: 72.96% P: 78.47% R: 62.57% F: 69.62%
+2024-03-31 06:47:23 INFO test: loss: nan - UP: 71.04% UR: 64.64% UF: 67.69% P: 67.91% R: 61.79% F: 64.71%
+2024-03-31 06:47:29 INFO 0:00:03.374343s elapsed (saved)
+
+2024-03-31 06:47:29 INFO Epoch 27 / 5000:
+2024-03-31 06:47:32 INFO lr: 4.9730e-05 - loss: 0.0035 - UP: 94.50% UR: 87.60% UF: 90.92% P: 94.32% R: 87.42% F: 90.74%
+2024-03-31 06:47:32 INFO dev:  loss: 0.1038 - UP: 80.76% UR: 66.14% UF: 72.72% P: 76.98% R: 63.04% F: 69.31%
+2024-03-31 06:47:33 INFO test: loss: nan - UP: 70.12% UR: 66.36% UF: 68.19% P: 66.80% R: 63.22% F: 64.96%
+2024-03-31 06:47:33 INFO 0:00:03.445174s elapsed
+
+2024-03-31 06:47:33 INFO Epoch 28 / 5000:
+2024-03-31 06:47:35 INFO lr: 4.9720e-05 - loss: 0.0056 - UP: 94.91% UR: 89.13% UF: 91.93% P: 94.75% R: 88.98% F: 91.78%
+2024-03-31 06:47:36 INFO dev:  loss: 0.1055 - UP: 80.99% UR: 67.54% UF: 73.66% P: 76.94% R: 64.17% F: 69.97%
+2024-03-31 06:47:36 INFO test: loss: nan - UP: 69.31% UR: 66.69% UF: 67.98% P: 66.09% R: 63.59% F: 64.82%
+2024-03-31 06:47:43 INFO 0:00:03.445692s elapsed (saved)
+
+2024-03-31 06:47:43 INFO Epoch 29 / 5000:
+2024-03-31 06:47:46 INFO lr: 4.9710e-05 - loss: 0.0005 - UP: 93.32% UR: 87.58% UF: 90.36% P: 93.09% R: 87.37% F: 90.14%
+2024-03-31 06:47:46 INFO dev:  loss: 0.0954 - UP: 77.14% UR: 67.73% UF: 72.13% P: 73.40% R: 64.45% F: 68.63%
+2024-03-31 06:47:46 INFO test: loss: nan - UP: 68.45% UR: 65.35% UF: 66.87% P: 65.16% R: 62.21% F: 63.65%
+2024-03-31 06:47:46 INFO 0:00:03.403684s elapsed
+
+2024-03-31 06:47:46 INFO Epoch 30 / 5000:
+2024-03-31 06:47:49 INFO lr: 4.9700e-05 - loss: 0.0057 - UP: 94.10% UR: 86.79% UF: 90.30% P: 93.90% R: 86.61% F: 90.10%
+2024-03-31 06:47:49 INFO dev:  loss: 0.0908 - UP: 80.18% UR: 67.54% UF: 73.32% P: 76.39% R: 64.35% F: 69.86%
+2024-03-31 06:47:50 INFO test: loss: nan - UP: 69.18% UR: 64.60% UF: 66.81% P: 65.90% R: 61.54% F: 63.65%
+2024-03-31 06:47:50 INFO 0:00:03.387678s elapsed
+
+2024-03-31 06:47:50 INFO Epoch 31 / 5000:
+2024-03-31 06:47:52 INFO lr: 4.9690e-05 - loss: 0.0000 - UP: 95.22% UR: 89.48% UF: 92.27% P: 95.01% R: 89.29% F: 92.06%
+2024-03-31 06:47:53 INFO dev:  loss: 0.1036 - UP: 79.66% UR: 66.14% UF: 72.27% P: 75.71% R: 62.85% F: 68.68%
+2024-03-31 06:47:53 INFO test: loss: nan - UP: 70.63% UR: 64.89% UF: 67.64% P: 67.44% R: 61.96% F: 64.59%
+2024-03-31 06:47:53 INFO 0:00:03.455822s elapsed
+
+2024-03-31 06:47:53 INFO Epoch 32 / 5000:
+2024-03-31 06:47:56 INFO lr: 4.9680e-05 - loss: 0.0078 - UP: 95.66% UR: 90.45% UF: 92.98% P: 95.49% R: 90.29% F: 92.82%
+2024-03-31 06:47:56 INFO dev:  loss: 0.1016 - UP: 79.82% UR: 68.29% UF: 73.61% P: 75.33% R: 64.45% F: 69.46%
+2024-03-31 06:47:56 INFO test: loss: nan - UP: 70.74% UR: 66.95% UF: 68.79% P: 67.20% R: 63.59% F: 65.35%
+2024-03-31 06:47:56 INFO 0:00:03.449166s elapsed
+
+2024-03-31 06:47:56 INFO Epoch 33 / 5000:
+2024-03-31 06:47:59 INFO lr: 4.9670e-05 - loss: 0.0007 - UP: 95.73% UR: 90.85% UF: 93.22% P: 95.54% R: 90.67% F: 93.04%
+2024-03-31 06:48:00 INFO dev:  loss: 0.1022 - UP: 81.53% UR: 67.07% UF: 73.60% P: 77.54% R: 63.79% F: 69.99%
+2024-03-31 06:48:00 INFO test: loss: nan - UP: 71.28% UR: 64.56% UF: 67.75% P: 68.09% R: 61.67% F: 64.72%
+2024-03-31 06:48:07 INFO 0:00:03.469598s elapsed (saved)
+
+2024-03-31 06:48:07 INFO Epoch 34 / 5000:
+2024-03-31 06:48:09 INFO lr: 4.9660e-05 - loss: 0.0028 - UP: 96.16% UR: 92.17% UF: 94.12% P: 95.96% R: 91.98% F: 93.93%
+2024-03-31 06:48:10 INFO dev:  loss: 0.1032 - UP: 82.05% UR: 69.04% UF: 74.99% P: 78.15% R: 65.76% F: 71.42%
+2024-03-31 06:48:10 INFO test: loss: nan - UP: 70.28% UR: 66.78% UF: 68.49% P: 67.28% R: 63.93% F: 65.56%
+2024-03-31 06:48:17 INFO 0:00:03.407749s elapsed (saved)
+
+2024-03-31 06:48:17 INFO Epoch 35 / 5000:
+2024-03-31 06:48:20 INFO lr: 4.9650e-05 - loss: 0.0052 - UP: 96.41% UR: 92.92% UF: 94.63% P: 96.20% R: 92.73% F: 94.43%
+2024-03-31 06:48:20 INFO dev:  loss: 0.1145 - UP: 78.34% UR: 69.23% UF: 73.51% P: 74.20% R: 65.57% F: 69.62%
+2024-03-31 06:48:20 INFO test: loss: nan - UP: 69.37% UR: 67.36% UF: 68.35% P: 66.48% R: 64.56% F: 65.50%
+2024-03-31 06:48:20 INFO 0:00:03.395859s elapsed
+
+2024-03-31 06:48:20 INFO Epoch 36 / 5000:
+2024-03-31 06:48:23 INFO lr: 4.9640e-05 - loss: 0.0050 - UP: 95.45% UR: 90.58% UF: 92.95% P: 95.27% R: 90.41% F: 92.77%
+2024-03-31 06:48:23 INFO dev:  loss: 0.0992 - UP: 82.76% UR: 63.04% UF: 71.57% P: 78.57% R: 59.85% F: 67.94%
+2024-03-31 06:48:24 INFO test: loss: nan - UP: 72.85% UR: 62.71% UF: 67.40% P: 69.93% R: 60.20% F: 64.70%
+2024-03-31 06:48:24 INFO 0:00:03.403739s elapsed
+
+2024-03-31 06:48:24 INFO Epoch 37 / 5000:
+2024-03-31 06:48:26 INFO lr: 4.9630e-05 - loss: 0.0013 - UP: 95.93% UR: 91.99% UF: 93.92% P: 95.61% R: 91.69% F: 93.61%
+2024-03-31 06:48:27 INFO dev:  loss: 0.0995 - UP: 82.48% UR: 66.70% UF: 73.76% P: 78.89% R: 63.79% F: 70.54%
+2024-03-31 06:48:27 INFO test: loss: nan - UP: 72.63% UR: 64.47% UF: 68.31% P: 69.47% R: 61.67% F: 65.34%
+2024-03-31 06:48:27 INFO 0:00:03.408885s elapsed
+
+2024-03-31 06:48:27 INFO Epoch 38 / 5000:
+2024-03-31 06:48:30 INFO lr: 4.9620e-05 - loss: 0.0087 - UP: 96.96% UR: 92.52% UF: 94.68% P: 96.68% R: 92.25% F: 94.41%
+2024-03-31 06:48:30 INFO dev:  loss: 0.1057 - UP: 78.70% UR: 70.36% UF: 74.29% P: 73.56% R: 65.76% F: 69.44%
+2024-03-31 06:48:30 INFO test: loss: nan - UP: 69.70% UR: 70.17% UF: 69.94% P: 66.17% R: 66.61% F: 66.39%
+2024-03-31 06:48:30 INFO 0:00:03.410019s elapsed
+
+2024-03-31 06:48:30 INFO Epoch 39 / 5000:
+2024-03-31 06:48:33 INFO lr: 4.9610e-05 - loss: 0.0050 - UP: 96.37% UR: 92.73% UF: 94.51% P: 96.12% R: 92.49% F: 94.27%
+2024-03-31 06:48:34 INFO dev:  loss: 0.1113 - UP: 83.39% UR: 65.95% UF: 73.65% P: 79.48% R: 62.85% F: 70.19%
+2024-03-31 06:48:34 INFO test: loss: nan - UP: 72.17% UR: 63.22% UF: 67.40% P: 69.34% R: 60.75% F: 64.76%
+2024-03-31 06:48:34 INFO 0:00:03.404519s elapsed
+
+2024-03-31 06:48:34 INFO Epoch 40 / 5000:
+2024-03-31 06:48:37 INFO lr: 4.9600e-05 - loss: 0.0425 - UP: 94.82% UR: 89.75% UF: 92.21% P: 94.51% R: 89.46% F: 91.92%
+2024-03-31 06:48:37 INFO dev:  loss: 0.1397 - UP: 83.51% UR: 52.72% UF: 64.63% P: 77.71% R: 49.06% F: 60.15%
+2024-03-31 06:48:37 INFO test: loss: nan - UP: 74.93% UR: 54.08% UF: 62.82% P: 71.21% R: 51.40% F: 59.71%
+2024-03-31 06:48:37 INFO 0:00:03.401977s elapsed
+
+2024-03-31 06:48:37 INFO Epoch 41 / 5000:
+2024-03-31 06:48:40 INFO lr: 4.9590e-05 - loss: 0.0064 - UP: 90.02% UR: 81.91% UF: 85.77% P: 89.05% R: 81.02% F: 84.84%
+2024-03-31 06:48:40 INFO dev:  loss: 0.1030 - UP: 77.66% UR: 62.95% UF: 69.53% P: 72.45% R: 58.72% F: 64.87%
+2024-03-31 06:48:41 INFO test: loss: nan - UP: 69.68% UR: 63.64% UF: 66.52% P: 66.83% R: 61.04% F: 63.81%
+2024-03-31 06:48:41 INFO 0:00:03.404444s elapsed
+
+2024-03-31 06:48:41 INFO Epoch 42 / 5000:
+2024-03-31 06:48:43 INFO lr: 4.9580e-05 - loss: 0.0147 - UP: 93.59% UR: 86.82% UF: 90.08% P: 92.66% R: 85.95% F: 89.18%
+2024-03-31 06:48:44 INFO dev:  loss: 0.1327 - UP: 79.35% UR: 65.95% UF: 72.03% P: 74.27% R: 61.73% F: 67.42%
+2024-03-31 06:48:44 INFO test: loss: nan - UP: 68.00% UR: 63.47% UF: 65.66% P: 64.36% R: 60.08% F: 62.15%
+2024-03-31 06:48:44 INFO 0:00:03.408198s elapsed
+
+2024-03-31 06:48:44 INFO Epoch 43 / 5000:
+2024-03-31 06:48:47 INFO lr: 4.9570e-05 - loss: 0.0108 - UP: 92.35% UR: 85.56% UF: 88.82% P: 91.77% R: 85.02% F: 88.27%
+2024-03-31 06:48:47 INFO dev:  loss: 0.1047 - UP: 76.76% UR: 69.70% UF: 73.06% P: 71.80% R: 65.20% F: 68.34%
+2024-03-31 06:48:47 INFO test: loss: nan - UP: 66.10% UR: 70.59% UF: 68.27% P: 61.83% R: 66.02% F: 63.86%
+2024-03-31 06:48:47 INFO 0:00:03.386097s elapsed
+
+2024-03-31 06:48:47 INFO Epoch 44 / 5000:
+2024-03-31 06:48:50 INFO lr: 4.9560e-05 - loss: 0.0048 - UP: 94.10% UR: 87.55% UF: 90.71% P: 93.48% R: 86.98% F: 90.11%
+2024-03-31 06:48:51 INFO dev:  loss: 0.0976 - UP: 80.16% UR: 66.70% UF: 72.81% P: 74.75% R: 62.20% F: 67.90%
+2024-03-31 06:48:51 INFO test: loss: nan - UP: 68.69% UR: 65.27% UF: 66.94% P: 65.56% R: 62.30% F: 63.89%
+2024-03-31 06:48:51 INFO 0:00:03.402506s elapsed
+
+2024-03-31 06:48:51 INFO Epoch 45 / 5000:
+2024-03-31 06:48:54 INFO lr: 4.9550e-05 - loss: 0.0026 - UP: 95.43% UR: 91.50% UF: 93.42% P: 95.21% R: 91.29% F: 93.21%
+2024-03-31 06:48:54 INFO dev:  loss: 0.1091 - UP: 77.94% UR: 68.95% UF: 73.17% P: 72.53% R: 64.17% F: 68.09%
+2024-03-31 06:48:54 INFO test: loss: nan - UP: 69.07% UR: 68.20% UF: 68.63% P: 66.02% R: 65.19% F: 65.60%
+2024-03-31 06:48:54 INFO 0:00:03.417331s elapsed
+
+2024-03-31 06:48:54 INFO Epoch 46 / 5000:
+2024-03-31 06:48:57 INFO lr: 4.9540e-05 - loss: 0.0059 - UP: 96.57% UR: 92.78% UF: 94.64% P: 96.38% R: 92.61% F: 94.46%
+2024-03-31 06:48:57 INFO dev:  loss: 0.1066 - UP: 79.59% UR: 68.76% UF: 73.78% P: 74.38% R: 64.26% F: 68.95%
+2024-03-31 06:48:58 INFO test: loss: nan - UP: 69.36% UR: 65.81% UF: 67.54% P: 66.31% R: 62.92% F: 64.57%
+2024-03-31 06:48:58 INFO 0:00:03.402641s elapsed
+
+2024-03-31 06:48:58 INFO Epoch 47 / 5000:
+2024-03-31 06:49:00 INFO lr: 4.9530e-05 - loss: 0.0004 - UP: 96.79% UR: 93.47% UF: 95.10% P: 96.46% R: 93.16% F: 94.78%
+2024-03-31 06:49:01 INFO dev:  loss: 0.1185 - UP: 79.10% UR: 69.23% UF: 73.84% P: 73.85% R: 64.63% F: 68.93%
+2024-03-31 06:49:01 INFO test: loss: nan - UP: 68.43% UR: 67.20% UF: 67.81% P: 65.19% R: 64.01% F: 64.60%
+2024-03-31 06:49:01 INFO 0:00:03.416071s elapsed
+
+2024-03-31 06:49:01 INFO Epoch 48 / 5000:
+2024-03-31 06:49:04 INFO lr: 4.9520e-05 - loss: 0.0083 - UP: 96.37% UR: 93.81% UF: 95.07% P: 96.05% R: 93.49% F: 94.75%
+2024-03-31 06:49:04 INFO dev:  loss: 0.1241 - UP: 78.18% UR: 64.54% UF: 70.71% P: 72.73% R: 60.04% F: 65.78%
+2024-03-31 06:49:05 INFO test: loss: nan - UP: 69.74% UR: 62.84% UF: 66.11% P: 66.95% R: 60.33% F: 63.46%
+2024-03-31 06:49:05 INFO 0:00:03.393704s elapsed
+
+2024-03-31 06:49:05 INFO Epoch 49 / 5000:
+2024-03-31 06:49:07 INFO lr: 4.9510e-05 - loss: 0.0034 - UP: 96.06% UR: 91.85% UF: 93.91% P: 95.83% R: 91.63% F: 93.68%
+2024-03-31 06:49:08 INFO dev:  loss: 0.1142 - UP: 75.50% UR: 71.39% UF: 73.38% P: 70.83% R: 66.98% F: 68.85%
+2024-03-31 06:49:08 INFO test: loss: nan - UP: 66.91% UR: 70.30% UF: 68.56% P: 63.84% R: 67.07% F: 65.41%
+2024-03-31 06:49:08 INFO 0:00:03.415722s elapsed
+
+2024-03-31 06:49:08 INFO Epoch 50 / 5000:
+2024-03-31 06:49:11 INFO lr: 4.9500e-05 - loss: 0.0017 - UP: 96.85% UR: 94.60% UF: 95.71% P: 96.66% R: 94.42% F: 95.52%
+2024-03-31 06:49:11 INFO dev:  loss: 0.1191 - UP: 80.07% UR: 66.70% UF: 72.77% P: 75.23% R: 62.66% F: 68.37%
+2024-03-31 06:49:11 INFO test: loss: nan - UP: 70.29% UR: 65.52% UF: 67.82% P: 67.42% R: 62.84% F: 65.05%
+2024-03-31 06:49:11 INFO 0:00:03.413849s elapsed
+
+2024-03-31 06:49:11 INFO Epoch 51 / 5000:
+2024-03-31 06:49:14 INFO lr: 4.9490e-05 - loss: 0.0028 - UP: 97.43% UR: 94.66% UF: 96.03% P: 97.30% R: 94.53% F: 95.90%
+2024-03-31 06:49:14 INFO dev:  loss: 0.1196 - UP: 77.37% UR: 71.86% UF: 74.51% P: 72.93% R: 67.73% F: 70.23%
+2024-03-31 06:49:15 INFO test: loss: nan - UP: 68.01% UR: 69.75% UF: 68.87% P: 64.75% R: 66.40% F: 65.56%
+2024-03-31 06:49:15 INFO 0:00:03.479273s elapsed
+
+2024-03-31 06:49:15 INFO Epoch 52 / 5000:
+2024-03-31 06:49:18 INFO lr: 4.9480e-05 - loss: 0.0023 - UP: 97.55% UR: 95.81% UF: 96.68% P: 97.39% R: 95.65% F: 96.51%
+2024-03-31 06:49:18 INFO dev:  loss: 0.1242 - UP: 78.56% UR: 69.42% UF: 73.71% P: 73.67% R: 65.10% F: 69.12%
+2024-03-31 06:49:18 INFO test: loss: nan - UP: 69.16% UR: 67.36% UF: 68.25% P: 66.37% R: 64.64% F: 65.49%
+2024-03-31 06:49:18 INFO 0:00:03.428636s elapsed
+
+2024-03-31 06:49:18 INFO Epoch 53 / 5000:
+2024-03-31 06:49:21 INFO lr: 4.9470e-05 - loss: 0.0035 - UP: 98.12% UR: 95.94% UF: 97.02% P: 97.93% R: 95.76% F: 96.83%
+2024-03-31 06:49:21 INFO dev:  loss: 0.1224 - UP: 79.91% UR: 66.04% UF: 72.32% P: 74.46% R: 61.54% F: 67.39%
+2024-03-31 06:49:22 INFO test: loss: nan - UP: 71.10% UR: 64.94% UF: 67.88% P: 67.94% R: 62.04% F: 64.86%
+2024-03-31 06:49:22 INFO 0:00:03.438381s elapsed
+
+2024-03-31 06:49:22 INFO Epoch 54 / 5000:
+2024-03-31 06:49:25 INFO lr: 4.9460e-05 - loss: 0.0020 - UP: 96.82% UR: 94.82% UF: 95.81% P: 96.69% R: 94.70% F: 95.68%
+2024-03-31 06:49:25 INFO dev:  loss: 0.1419 - UP: 75.41% UR: 73.08% UF: 74.23% P: 70.86% R: 68.67% F: 69.75%
+2024-03-31 06:49:25 INFO test: loss: nan - UP: 66.48% UR: 69.71% UF: 68.06% P: 63.28% R: 66.36% F: 64.79%
+2024-03-31 06:49:25 INFO 0:00:03.466596s elapsed
+
+2024-03-31 06:49:25 INFO Epoch 55 / 5000:
+2024-03-31 06:49:28 INFO lr: 4.9450e-05 - loss: 0.0070 - UP: 97.14% UR: 94.59% UF: 95.85% P: 96.98% R: 94.44% F: 95.69%
+2024-03-31 06:49:28 INFO dev:  loss: 0.1324 - UP: 77.30% UR: 71.58% UF: 74.33% P: 71.94% R: 66.60% F: 69.17%
+2024-03-31 06:49:29 INFO test: loss: nan - UP: 68.00% UR: 68.54% UF: 68.27% P: 64.96% R: 65.48% F: 65.22%
+2024-03-31 06:49:29 INFO 0:00:03.459281s elapsed
+
+2024-03-31 06:49:29 INFO Epoch 56 / 5000:
+2024-03-31 06:49:31 INFO lr: 4.9440e-05 - loss: 0.0019 - UP: 97.69% UR: 95.63% UF: 96.65% P: 97.56% R: 95.50% F: 96.52%
+2024-03-31 06:49:32 INFO dev:  loss: 0.1273 - UP: 76.64% UR: 71.11% UF: 73.77% P: 71.18% R: 66.04% F: 68.52%
+2024-03-31 06:49:32 INFO test: loss: nan - UP: 67.47% UR: 70.21% UF: 68.82% P: 64.33% R: 66.95% F: 65.61%
+2024-03-31 06:49:32 INFO 0:00:03.488981s elapsed
+
+2024-03-31 06:49:32 INFO Epoch 57 / 5000:
+2024-03-31 06:49:35 INFO lr: 4.9430e-05 - loss: 0.0072 - UP: 97.73% UR: 96.01% UF: 96.87% P: 97.60% R: 95.88% F: 96.74%
+2024-03-31 06:49:35 INFO dev:  loss: 0.1406 - UP: 77.92% UR: 68.20% UF: 72.74% P: 73.10% R: 63.98% F: 68.23%
+2024-03-31 06:49:36 INFO test: loss: nan - UP: 70.15% UR: 67.83% UF: 68.97% P: 67.03% R: 64.81% F: 65.90%
+2024-03-31 06:49:36 INFO 0:00:03.464640s elapsed
+
+2024-03-31 06:49:36 INFO Epoch 58 / 5000:
+2024-03-31 06:49:38 INFO lr: 4.9420e-05 - loss: 0.0046 - UP: 98.00% UR: 96.40% UF: 97.19% P: 97.83% R: 96.23% F: 97.03%
+2024-03-31 06:49:39 INFO dev:  loss: 0.1459 - UP: 78.91% UR: 70.92% UF: 74.70% P: 73.28% R: 65.85% F: 69.37%
+2024-03-31 06:49:39 INFO test: loss: nan - UP: 68.88% UR: 67.78% UF: 68.33% P: 65.77% R: 64.73% F: 65.24%
+2024-03-31 06:49:39 INFO 0:00:03.491239s elapsed
+
+2024-03-31 06:49:39 INFO Epoch 59 / 5000:
+2024-03-31 06:49:42 INFO lr: 4.9410e-05 - loss: 0.0030 - UP: 98.17% UR: 96.51% UF: 97.34% P: 97.88% R: 96.22% F: 97.04%
+2024-03-31 06:49:42 INFO dev:  loss: 0.1355 - UP: 77.80% UR: 72.33% UF: 74.96% P: 72.45% R: 67.35% F: 69.81%
+2024-03-31 06:49:43 INFO test: loss: nan - UP: 68.27% UR: 69.59% UF: 68.92% P: 65.31% R: 66.57% F: 65.93%
+2024-03-31 06:49:43 INFO 0:00:03.490033s elapsed
+
+2024-03-31 06:49:43 INFO Epoch 60 / 5000:
+2024-03-31 06:49:45 INFO lr: 4.9400e-05 - loss: 0.0040 - UP: 97.79% UR: 95.07% UF: 96.41% P: 97.61% R: 94.89% F: 96.23%
+2024-03-31 06:49:46 INFO dev:  loss: 0.1387 - UP: 73.00% UR: 74.30% UF: 73.64% P: 68.76% R: 69.98% F: 69.36%
+2024-03-31 06:49:46 INFO test: loss: nan - UP: 64.85% UR: 74.11% UF: 69.17% P: 60.85% R: 69.54% F: 64.91%
+2024-03-31 06:49:46 INFO 0:00:03.504527s elapsed
+
+2024-03-31 06:49:46 INFO Epoch 61 / 5000:
+2024-03-31 06:49:49 INFO lr: 4.9390e-05 - loss: 0.0005 - UP: 95.56% UR: 93.61% UF: 94.58% P: 95.41% R: 93.46% F: 94.42%
+2024-03-31 06:49:49 INFO dev:  loss: 0.1341 - UP: 77.25% UR: 70.73% UF: 73.85% P: 71.72% R: 65.67% F: 68.56%
+2024-03-31 06:49:50 INFO test: loss: nan - UP: 66.67% UR: 69.46% UF: 68.03% P: 63.17% R: 65.81% F: 64.46%
+2024-03-31 06:49:50 INFO 0:00:03.487002s elapsed
+
+2024-03-31 06:49:50 INFO Epoch 62 / 5000:
+2024-03-31 06:49:52 INFO lr: 4.9380e-05 - loss: 0.0040 - UP: 96.64% UR: 94.35% UF: 95.48% P: 96.31% R: 94.02% F: 95.15%
+2024-03-31 06:49:53 INFO dev:  loss: 0.1439 - UP: 77.04% UR: 69.89% UF: 73.29% P: 72.18% R: 65.48% F: 68.67%
+2024-03-31 06:49:53 INFO test: loss: nan - UP: 67.42% UR: 67.87% UF: 67.64% P: 63.80% R: 64.22% F: 64.01%
+2024-03-31 06:49:53 INFO 0:00:03.491755s elapsed
+
+2024-03-31 06:49:53 INFO Epoch 63 / 5000:
+2024-03-31 06:49:56 INFO lr: 4.9370e-05 - loss: 0.0125 - UP: 96.30% UR: 93.75% UF: 95.01% P: 95.78% R: 93.25% F: 94.50%
+2024-03-31 06:49:56 INFO dev:  loss: 0.1845 - UP: 77.33% UR: 68.48% UF: 72.64% P: 70.66% R: 62.57% F: 66.37%
+2024-03-31 06:49:57 INFO test: loss: nan - UP: 66.40% UR: 66.40% UF: 66.40% P: 62.51% R: 62.51% F: 62.51%
+2024-03-31 06:49:57 INFO 0:00:03.500320s elapsed
+
+2024-03-31 06:49:57 INFO Epoch 64 / 5000:
+2024-03-31 06:49:59 INFO lr: 4.9360e-05 - loss: 0.0015 - UP: 95.52% UR: 91.42% UF: 93.42% P: 95.02% R: 90.94% F: 92.94%
+2024-03-31 06:50:00 INFO dev:  loss: 0.1368 - UP: 76.66% UR: 70.26% UF: 73.32% P: 71.14% R: 65.20% F: 68.04%
+2024-03-31 06:50:00 INFO test: loss: nan - UP: 66.73% UR: 68.41% UF: 67.56% P: 62.93% R: 64.52% F: 63.72%
+2024-03-31 06:50:00 INFO 0:00:03.472673s elapsed
+
+2024-03-31 06:50:07 INFO Epoch 34 saved
+2024-03-31 06:50:07 INFO dev:  UP: 82.05% UR: 69.04% UF: 74.99% P: 78.15% R: 65.76% F: 71.42%
+2024-03-31 06:50:07 INFO test: UP: 70.28% UR: 66.78% UF: 68.49% P: 67.28% R: 63.93% F: 65.56%
+2024-03-31 06:50:07 INFO 0:03:40.056873s elapsed, 0:00:03.438389s/epoch

models/multibooked_ca/sdp_bySentiment_desc/80/model_vi_multibooked_ca_xlm_6

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:81db80e0de482d58c8842f24ec99234dc9cc6b976a4678c720295c2dbfce02b9
-size 1177852613
+oid sha256:6b8c07daf4da294108187ad94cbc887fd7c313831efc797ed9411503df780542
+size 1177848113

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

@@ -1,4 +1,4 @@
-2024-01-06 09:44:57 INFO 
+2024-03-31 06:32:44 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_desc/80/model_vi_multibooked_ca_xlm_6
-device               |               1               
+device               |               0               
 seed                 |               1               
 threads              |               16              
 local_rank           |               -1              
@@ -35,13 +35,13 @@ bert                 |        xlm-roberta-base
 inference            |              mfvi             
 ---------------------+-------------------------------
 
-2024-01-06 09:44:57 INFO Building the fields
-2024-01-06 09:45:00 INFO CoNLL(
+2024-03-31 06:32:45 INFO Building the fields
+2024-03-31 06:32:46 INFO CoNLL(
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
  (labels): ChartField()
 )
-2024-01-06 09:45:00 INFO Building the model
-2024-01-06 09:45:03 INFO VISemanticDependencyModel(
+2024-03-31 06:32:46 INFO Building the model
+2024-03-31 06:32:49 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)
@@ -60,10 +60,397 @@ inference            |              mfvi
   (inference): SemanticDependencyMFVI(max_iter=3)
 )
 
-2024-01-06 09:45:03 INFO Loading the data
-2024-01-06 09:45:04 INFO 
+2024-03-31 06:32:49 INFO Loading the data
+2024-03-31 06:32:50 INFO 
 train: Dataset(n_sentences=938, n_batches=32, n_buckets=32)
 dev:   Dataset(n_sentences=132, n_batches=32, n_buckets=32)
 test:  Dataset(n_sentences=335, n_batches=32, n_buckets=32)
 
-2024-01-06 09:45:04 INFO Epoch 1 / 5000:
+2024-03-31 06:32:50 INFO Epoch 1 / 5000:
+2024-03-31 06:32:53 INFO lr: 4.9990e-05 - loss: 0.1242 - UP:  3.66% UR:  6.51% UF:  4.69% P:  1.67% R:  2.96% F:  2.13%
+2024-03-31 06:32:53 INFO dev:  loss: 0.1948 - UP: 87.10% UR:  2.53% UF:  4.92% P: 54.84% R:  1.59% F:  3.10%
+2024-03-31 06:32:54 INFO test: loss: nan - UP: 82.61% UR:  1.59% UF:  3.12% P: 69.57% R:  1.34% F:  2.63%
+2024-03-31 06:32:58 INFO 0:00:04.027587s elapsed (saved)
+
+2024-03-31 06:32:58 INFO Epoch 2 / 5000:
+2024-03-31 06:33:01 INFO lr: 4.9980e-05 - loss: 0.0496 - UP: 55.29% UR:  7.44% UF: 13.11% P: 48.35% R:  6.51% F: 11.47%
+2024-03-31 06:33:01 INFO dev:  loss: 0.1386 - UP: 88.60% UR:  9.47% UF: 17.12% P: 80.70% R:  8.63% F: 15.59%
+2024-03-31 06:33:02 INFO test: loss: nan - UP: 83.27% UR:  9.38% UF: 16.87% P: 76.58% R:  8.63% F: 15.51%
+2024-03-31 06:33:08 INFO 0:00:03.432192s elapsed (saved)
+
+2024-03-31 06:33:08 INFO Epoch 3 / 5000:
+2024-03-31 06:33:11 INFO lr: 4.9970e-05 - loss: 0.0828 - UP: 66.28% UR: 18.06% UF: 28.38% P: 59.22% R: 16.13% F: 25.36%
+2024-03-31 06:33:11 INFO dev:  loss: 0.1091 - UP: 78.95% UR: 22.51% UF: 35.04% P: 73.68% R: 21.01% F: 32.70%
+2024-03-31 06:33:12 INFO test: loss: nan - UP: 67.79% UR: 21.16% UF: 32.25% P: 60.27% R: 18.81% F: 28.67%
+2024-03-31 06:33:18 INFO 0:00:03.463655s elapsed (saved)
+
+2024-03-31 06:33:18 INFO Epoch 4 / 5000:
+2024-03-31 06:33:21 INFO lr: 4.9960e-05 - loss: 0.1224 - UP: 66.91% UR: 27.54% UF: 39.02% P: 63.99% R: 26.33% F: 37.31%
+2024-03-31 06:33:22 INFO dev:  loss: 0.0996 - UP: 83.27% UR: 21.01% UF: 33.56% P: 78.81% R: 19.89% F: 31.76%
+2024-03-31 06:33:22 INFO test: loss: nan - UP: 77.55% UR: 21.99% UF: 34.27% P: 72.53% R: 20.57% F: 32.05%
+2024-03-31 06:33:22 INFO 0:00:03.444796s elapsed
+
+2024-03-31 06:33:22 INFO Epoch 5 / 5000:
+2024-03-31 06:33:25 INFO lr: 4.9950e-05 - loss: 0.0500 - UP: 68.21% UR: 34.08% UF: 45.45% P: 65.58% R: 32.76% F: 43.69%
+2024-03-31 06:33:25 INFO dev:  loss: 0.0928 - UP: 82.73% UR: 27.86% UF: 41.68% P: 79.11% R: 26.64% F: 39.86%
+2024-03-31 06:33:25 INFO test: loss: nan - UP: 78.62% UR: 26.81% UF: 39.99% P: 73.83% R: 25.18% F: 37.55%
+2024-03-31 06:33:31 INFO 0:00:03.418641s elapsed (saved)
+
+2024-03-31 06:33:31 INFO Epoch 6 / 5000:
+2024-03-31 06:33:34 INFO lr: 4.9940e-05 - loss: 0.0330 - UP: 74.41% UR: 39.96% UF: 52.00% P: 72.43% R: 38.90% F: 50.62%
+2024-03-31 06:33:35 INFO dev:  loss: 0.0886 - UP: 76.96% UR: 43.25% UF: 55.38% P: 69.45% R: 39.02% F: 49.97%
+2024-03-31 06:33:35 INFO test: loss: nan - UP: 66.64% UR: 41.27% UF: 50.97% P: 61.10% R: 37.83% F: 46.73%
+2024-03-31 06:33:42 INFO 0:00:03.440875s elapsed (saved)
+
+2024-03-31 06:33:42 INFO Epoch 7 / 5000:
+2024-03-31 06:33:45 INFO lr: 4.9930e-05 - loss: 0.0377 - UP: 77.07% UR: 47.30% UF: 58.62% P: 75.32% R: 46.22% F: 57.29%
+2024-03-31 06:33:45 INFO dev:  loss: 0.0857 - UP: 73.79% UR: 47.28% UF: 57.63% P: 71.01% R: 45.50% F: 55.46%
+2024-03-31 06:33:45 INFO test: loss: nan - UP: 69.06% UR: 46.29% UF: 55.43% P: 64.56% R: 43.28% F: 51.82%
+2024-03-31 06:33:52 INFO 0:00:03.456297s elapsed (saved)
+
+2024-03-31 06:33:52 INFO Epoch 8 / 5000:
+2024-03-31 06:33:55 INFO lr: 4.9920e-05 - loss: 0.0482 - UP: 78.57% UR: 51.17% UF: 61.97% P: 77.14% R: 50.23% F: 60.84%
+2024-03-31 06:33:55 INFO dev:  loss: 0.0857 - UP: 69.87% UR: 46.34% UF: 55.72% P: 66.48% R: 44.09% F: 53.02%
+2024-03-31 06:33:56 INFO test: loss: nan - UP: 66.90% UR: 48.60% UF: 56.30% P: 62.57% R: 45.45% F: 52.66%
+2024-03-31 06:33:56 INFO 0:00:03.445812s elapsed
+
+2024-03-31 06:33:56 INFO Epoch 9 / 5000:
+2024-03-31 06:33:59 INFO lr: 4.9910e-05 - loss: 0.0410 - UP: 79.92% UR: 51.89% UF: 62.93% P: 78.25% R: 50.80% F: 61.61%
+2024-03-31 06:33:59 INFO dev:  loss: 0.0776 - UP: 73.69% UR: 48.87% UF: 58.77% P: 70.72% R: 46.90% F: 56.40%
+2024-03-31 06:33:59 INFO test: loss: nan - UP: 69.75% UR: 48.68% UF: 57.34% P: 65.79% R: 45.92% F: 54.08%
+2024-03-31 06:34:06 INFO 0:00:03.433508s elapsed (saved)
+
+2024-03-31 06:34:06 INFO Epoch 10 / 5000:
+2024-03-31 06:34:09 INFO lr: 4.9900e-05 - loss: 0.0515 - UP: 83.10% UR: 57.94% UF: 68.27% P: 82.39% R: 57.45% F: 67.70%
+2024-03-31 06:34:09 INFO dev:  loss: 0.0862 - UP: 76.04% UR: 47.94% UF: 58.80% P: 73.07% R: 46.06% F: 56.50%
+2024-03-31 06:34:10 INFO test: loss: nan - UP: 69.86% UR: 49.52% UF: 57.96% P: 64.95% R: 46.04% F: 53.89%
+2024-03-31 06:34:16 INFO 0:00:03.431686s elapsed (saved)
+
+2024-03-31 06:34:16 INFO Epoch 11 / 5000:
+2024-03-31 06:34:19 INFO lr: 4.9890e-05 - loss: 0.0348 - UP: 84.83% UR: 61.19% UF: 71.10% P: 83.84% R: 60.48% F: 70.27%
+2024-03-31 06:34:19 INFO dev:  loss: 0.0826 - UP: 80.80% UR: 43.43% UF: 56.50% P: 78.36% R: 42.12% F: 54.79%
+2024-03-31 06:34:20 INFO test: loss: nan - UP: 74.85% UR: 46.12% UF: 57.08% P: 71.65% R: 44.16% F: 54.64%
+2024-03-31 06:34:20 INFO 0:00:03.457014s elapsed
+
+2024-03-31 06:34:20 INFO Epoch 12 / 5000:
+2024-03-31 06:34:23 INFO lr: 4.9880e-05 - loss: 0.0300 - UP: 86.17% UR: 62.18% UF: 72.24% P: 85.70% R: 61.84% F: 71.84%
+2024-03-31 06:34:23 INFO dev:  loss: 0.0778 - UP: 81.11% UR: 53.56% UF: 64.52% P: 75.99% R: 50.19% F: 60.45%
+2024-03-31 06:34:23 INFO test: loss: nan - UP: 71.48% UR: 55.13% UF: 62.25% P: 66.92% R: 51.61% F: 58.28%
+2024-03-31 06:34:30 INFO 0:00:03.396400s elapsed (saved)
+
+2024-03-31 06:34:30 INFO Epoch 13 / 5000:
+2024-03-31 06:34:33 INFO lr: 4.9870e-05 - loss: 0.0366 - UP: 86.66% UR: 66.64% UF: 75.34% P: 86.34% R: 66.39% F: 75.06%
+2024-03-31 06:34:33 INFO dev:  loss: 0.0800 - UP: 78.81% UR: 57.22% UF: 66.30% P: 74.94% R: 54.41% F: 63.04%
+2024-03-31 06:34:33 INFO test: loss: nan - UP: 69.99% UR: 58.90% UF: 63.97% P: 66.10% R: 55.63% F: 60.42%
+2024-03-31 06:34:40 INFO 0:00:03.416986s elapsed (saved)
+
+2024-03-31 06:34:40 INFO Epoch 14 / 5000:
+2024-03-31 06:34:43 INFO lr: 4.9860e-05 - loss: 0.0297 - UP: 88.82% UR: 70.55% UF: 78.64% P: 88.57% R: 70.35% F: 78.42%
+2024-03-31 06:34:43 INFO dev:  loss: 0.0861 - UP: 78.90% UR: 55.07% UF: 64.86% P: 76.08% R: 53.10% F: 62.54%
+2024-03-31 06:34:44 INFO test: loss: nan - UP: 70.96% UR: 56.60% UF: 62.97% P: 67.02% R: 53.46% F: 59.47%
+2024-03-31 06:34:44 INFO 0:00:03.457974s elapsed
+
+2024-03-31 06:34:44 INFO Epoch 15 / 5000:
+2024-03-31 06:34:47 INFO lr: 4.9850e-05 - loss: 0.0213 - UP: 88.85% UR: 73.82% UF: 80.64% P: 88.28% R: 73.35% F: 80.13%
+2024-03-31 06:34:47 INFO dev:  loss: 0.0857 - UP: 77.64% UR: 57.32% UF: 65.95% P: 73.44% R: 54.22% F: 62.39%
+2024-03-31 06:34:47 INFO test: loss: nan - UP: 71.33% UR: 58.99% UF: 64.57% P: 67.63% R: 55.93% F: 61.22%
+2024-03-31 06:34:47 INFO 0:00:03.437309s elapsed
+
+2024-03-31 06:34:47 INFO Epoch 16 / 5000:
+2024-03-31 06:34:50 INFO lr: 4.9840e-05 - loss: 0.0079 - UP: 90.72% UR: 75.22% UF: 82.24% P: 90.33% R: 74.89% F: 81.89%
+2024-03-31 06:34:50 INFO dev:  loss: 0.0964 - UP: 77.03% UR: 60.41% UF: 67.72% P: 73.33% R: 57.50% F: 64.46%
+2024-03-31 06:34:51 INFO test: loss: nan - UP: 68.45% UR: 62.17% UF: 65.16% P: 64.81% R: 58.86% F: 61.69%
+2024-03-31 06:34:57 INFO 0:00:03.450248s elapsed (saved)
+
+2024-03-31 06:34:57 INFO Epoch 17 / 5000:
+2024-03-31 06:35:00 INFO lr: 4.9830e-05 - loss: 0.0208 - UP: 91.12% UR: 75.74% UF: 82.72% P: 90.81% R: 75.48% F: 82.44%
+2024-03-31 06:35:01 INFO dev:  loss: 0.0849 - UP: 79.95% UR: 56.85% UF: 66.45% P: 75.86% R: 53.94% F: 63.05%
+2024-03-31 06:35:01 INFO test: loss: nan - UP: 69.82% UR: 57.48% UF: 63.05% P: 65.55% R: 53.96% F: 59.19%
+2024-03-31 06:35:01 INFO 0:00:03.441882s elapsed
+
+2024-03-31 06:35:01 INFO Epoch 18 / 5000:
+2024-03-31 06:35:04 INFO lr: 4.9820e-05 - loss: 0.0211 - UP: 89.42% UR: 74.70% UF: 81.40% P: 88.93% R: 74.29% F: 80.96%
+2024-03-31 06:35:04 INFO dev:  loss: 0.1022 - UP: 73.42% UR: 60.13% UF: 66.12% P: 68.84% R: 56.38% F: 61.99%
+2024-03-31 06:35:04 INFO test: loss: nan - UP: 67.87% UR: 61.33% UF: 64.44% P: 64.26% R: 58.06% F: 61.00%
+2024-03-31 06:35:04 INFO 0:00:03.388097s elapsed
+
+2024-03-31 06:35:04 INFO Epoch 19 / 5000:
+2024-03-31 06:35:07 INFO lr: 4.9810e-05 - loss: 0.0165 - UP: 90.53% UR: 77.89% UF: 83.73% P: 90.08% R: 77.50% F: 83.32%
+2024-03-31 06:35:07 INFO dev:  loss: 0.0892 - UP: 80.12% UR: 62.01% UF: 69.91% P: 76.12% R: 58.91% F: 66.42%
+2024-03-31 06:35:08 INFO test: loss: nan - UP: 69.68% UR: 61.33% UF: 65.24% P: 65.78% R: 57.90% F: 61.59%
+2024-03-31 06:35:14 INFO 0:00:03.401182s elapsed (saved)
+
+2024-03-31 06:35:14 INFO Epoch 20 / 5000:
+2024-03-31 06:35:17 INFO lr: 4.9800e-05 - loss: 0.0143 - UP: 91.00% UR: 80.14% UF: 85.22% P: 90.61% R: 79.80% F: 84.86%
+2024-03-31 06:35:17 INFO dev:  loss: 0.0988 - UP: 75.40% UR: 58.07% UF: 65.61% P: 72.11% R: 55.53% F: 62.75%
+2024-03-31 06:35:18 INFO test: loss: nan - UP: 68.36% UR: 59.66% UF: 63.71% P: 63.95% R: 55.80% F: 59.60%
+2024-03-31 06:35:18 INFO 0:00:03.384193s elapsed
+
+2024-03-31 06:35:18 INFO Epoch 21 / 5000:
+2024-03-31 06:35:21 INFO lr: 4.9790e-05 - loss: 0.0086 - UP: 91.17% UR: 77.43% UF: 83.74% P: 90.43% R: 76.80% F: 83.06%
+2024-03-31 06:35:21 INFO dev:  loss: 0.0993 - UP: 76.73% UR: 64.35% UF: 70.00% P: 70.58% R: 59.19% F: 64.39%
+2024-03-31 06:35:21 INFO test: loss: nan - UP: 66.46% UR: 64.01% UF: 65.22% P: 61.98% R: 59.70% F: 60.82%
+2024-03-31 06:35:21 INFO 0:00:03.388947s elapsed
+
+2024-03-31 06:35:21 INFO Epoch 22 / 5000:
+2024-03-31 06:35:24 INFO lr: 4.9780e-05 - loss: 0.0268 - UP: 90.11% UR: 74.00% UF: 81.26% P: 89.04% R: 73.13% F: 80.30%
+2024-03-31 06:35:24 INFO dev:  loss: 0.0867 - UP: 84.01% UR: 58.16% UF: 68.74% P: 78.86% R: 54.60% F: 64.52%
+2024-03-31 06:35:25 INFO test: loss: nan - UP: 71.21% UR: 57.81% UF: 63.82% P: 67.54% R: 54.84% F: 60.53%
+2024-03-31 06:35:25 INFO 0:00:03.401032s elapsed
+
+2024-03-31 06:35:25 INFO Epoch 23 / 5000:
+2024-03-31 06:35:27 INFO lr: 4.9770e-05 - loss: 0.0301 - UP: 91.00% UR: 77.90% UF: 83.94% P: 90.32% R: 77.31% F: 83.31%
+2024-03-31 06:35:28 INFO dev:  loss: 0.0915 - UP: 80.60% UR: 60.41% UF: 69.06% P: 75.72% R: 56.75% F: 64.88%
+2024-03-31 06:35:28 INFO test: loss: nan - UP: 70.65% UR: 60.49% UF: 65.18% P: 67.07% R: 57.44% F: 61.88%
+2024-03-31 06:35:28 INFO 0:00:03.413234s elapsed
+
+2024-03-31 06:35:28 INFO Epoch 24 / 5000:
+2024-03-31 06:35:31 INFO lr: 4.9760e-05 - loss: 0.0207 - UP: 92.16% UR: 82.62% UF: 87.13% P: 91.60% R: 82.12% F: 86.60%
+2024-03-31 06:35:31 INFO dev:  loss: 0.0896 - UP: 81.40% UR: 63.23% UF: 71.17% P: 77.54% R: 60.23% F: 67.79%
+2024-03-31 06:35:31 INFO test: loss: nan - UP: 70.53% UR: 61.88% UF: 65.92% P: 66.91% R: 58.69% F: 62.53%
+2024-03-31 06:35:38 INFO 0:00:03.415571s elapsed (saved)
+
+2024-03-31 06:35:38 INFO Epoch 25 / 5000:
+2024-03-31 06:35:41 INFO lr: 4.9750e-05 - loss: 0.0065 - UP: 93.81% UR: 84.10% UF: 88.69% P: 93.55% R: 83.87% F: 88.44%
+2024-03-31 06:35:41 INFO dev:  loss: 0.0902 - UP: 80.74% UR: 61.35% UF: 69.72% P: 77.41% R: 58.82% F: 66.84%
+2024-03-31 06:35:41 INFO test: loss: nan - UP: 70.52% UR: 62.42% UF: 66.22% P: 66.68% R: 59.03% F: 62.62%
+2024-03-31 06:35:41 INFO 0:00:03.398635s elapsed
+
+2024-03-31 06:35:41 INFO Epoch 26 / 5000:
+2024-03-31 06:35:44 INFO lr: 4.9740e-05 - loss: 0.0082 - UP: 93.84% UR: 85.65% UF: 89.56% P: 93.69% R: 85.51% F: 89.41%
+2024-03-31 06:35:45 INFO dev:  loss: 0.0948 - UP: 82.24% UR: 65.57% UF: 72.96% P: 78.47% R: 62.57% F: 69.62%
+2024-03-31 06:35:45 INFO test: loss: nan - UP: 71.04% UR: 64.64% UF: 67.69% P: 67.91% R: 61.79% F: 64.71%
+2024-03-31 06:35:52 INFO 0:00:03.395251s elapsed (saved)
+
+2024-03-31 06:35:52 INFO Epoch 27 / 5000:
+2024-03-31 06:35:55 INFO lr: 4.9730e-05 - loss: 0.0035 - UP: 94.50% UR: 87.60% UF: 90.92% P: 94.32% R: 87.42% F: 90.74%
+2024-03-31 06:35:55 INFO dev:  loss: 0.1038 - UP: 80.76% UR: 66.14% UF: 72.72% P: 76.98% R: 63.04% F: 69.31%
+2024-03-31 06:35:55 INFO test: loss: nan - UP: 70.12% UR: 66.36% UF: 68.19% P: 66.80% R: 63.22% F: 64.96%
+2024-03-31 06:35:55 INFO 0:00:03.452833s elapsed
+
+2024-03-31 06:35:55 INFO Epoch 28 / 5000:
+2024-03-31 06:35:58 INFO lr: 4.9720e-05 - loss: 0.0056 - UP: 94.91% UR: 89.13% UF: 91.93% P: 94.75% R: 88.98% F: 91.78%
+2024-03-31 06:35:58 INFO dev:  loss: 0.1055 - UP: 80.99% UR: 67.54% UF: 73.66% P: 76.94% R: 64.17% F: 69.97%
+2024-03-31 06:35:59 INFO test: loss: nan - UP: 69.31% UR: 66.69% UF: 67.98% P: 66.09% R: 63.59% F: 64.82%
+2024-03-31 06:36:05 INFO 0:00:03.428588s elapsed (saved)
+
+2024-03-31 06:36:05 INFO Epoch 29 / 5000:
+2024-03-31 06:36:08 INFO lr: 4.9710e-05 - loss: 0.0005 - UP: 93.32% UR: 87.58% UF: 90.36% P: 93.09% R: 87.37% F: 90.14%
+2024-03-31 06:36:08 INFO dev:  loss: 0.0954 - UP: 77.14% UR: 67.73% UF: 72.13% P: 73.40% R: 64.45% F: 68.63%
+2024-03-31 06:36:09 INFO test: loss: nan - UP: 68.45% UR: 65.35% UF: 66.87% P: 65.16% R: 62.21% F: 63.65%
+2024-03-31 06:36:09 INFO 0:00:03.417479s elapsed
+
+2024-03-31 06:36:09 INFO Epoch 30 / 5000:
+2024-03-31 06:36:12 INFO lr: 4.9700e-05 - loss: 0.0057 - UP: 94.10% UR: 86.79% UF: 90.30% P: 93.90% R: 86.61% F: 90.10%
+2024-03-31 06:36:12 INFO dev:  loss: 0.0908 - UP: 80.18% UR: 67.54% UF: 73.32% P: 76.39% R: 64.35% F: 69.86%
+2024-03-31 06:36:12 INFO test: loss: nan - UP: 69.18% UR: 64.60% UF: 66.81% P: 65.90% R: 61.54% F: 63.65%
+2024-03-31 06:36:12 INFO 0:00:03.438410s elapsed
+
+2024-03-31 06:36:12 INFO Epoch 31 / 5000:
+2024-03-31 06:36:15 INFO lr: 4.9690e-05 - loss: 0.0000 - UP: 95.22% UR: 89.48% UF: 92.27% P: 95.01% R: 89.29% F: 92.06%
+2024-03-31 06:36:15 INFO dev:  loss: 0.1036 - UP: 79.66% UR: 66.14% UF: 72.27% P: 75.71% R: 62.85% F: 68.68%
+2024-03-31 06:36:16 INFO test: loss: nan - UP: 70.63% UR: 64.89% UF: 67.64% P: 67.44% R: 61.96% F: 64.59%
+2024-03-31 06:36:16 INFO 0:00:03.435688s elapsed
+
+2024-03-31 06:36:16 INFO Epoch 32 / 5000:
+2024-03-31 06:36:18 INFO lr: 4.9680e-05 - loss: 0.0078 - UP: 95.66% UR: 90.45% UF: 92.98% P: 95.49% R: 90.29% F: 92.82%
+2024-03-31 06:36:19 INFO dev:  loss: 0.1016 - UP: 79.82% UR: 68.29% UF: 73.61% P: 75.33% R: 64.45% F: 69.46%
+2024-03-31 06:36:19 INFO test: loss: nan - UP: 70.74% UR: 66.95% UF: 68.79% P: 67.20% R: 63.59% F: 65.35%
+2024-03-31 06:36:19 INFO 0:00:03.435992s elapsed
+
+2024-03-31 06:36:19 INFO Epoch 33 / 5000:
+2024-03-31 06:36:22 INFO lr: 4.9670e-05 - loss: 0.0007 - UP: 95.73% UR: 90.85% UF: 93.22% P: 95.54% R: 90.67% F: 93.04%
+2024-03-31 06:36:22 INFO dev:  loss: 0.1022 - UP: 81.53% UR: 67.07% UF: 73.60% P: 77.54% R: 63.79% F: 69.99%
+2024-03-31 06:36:23 INFO test: loss: nan - UP: 71.28% UR: 64.56% UF: 67.75% P: 68.09% R: 61.67% F: 64.72%
+2024-03-31 06:36:29 INFO 0:00:03.448289s elapsed (saved)
+
+2024-03-31 06:36:29 INFO Epoch 34 / 5000:
+2024-03-31 06:36:32 INFO lr: 4.9660e-05 - loss: 0.0028 - UP: 96.16% UR: 92.17% UF: 94.12% P: 95.96% R: 91.98% F: 93.93%
+2024-03-31 06:36:32 INFO dev:  loss: 0.1032 - UP: 82.05% UR: 69.04% UF: 74.99% P: 78.15% R: 65.76% F: 71.42%
+2024-03-31 06:36:33 INFO test: loss: nan - UP: 70.28% UR: 66.78% UF: 68.49% P: 67.28% R: 63.93% F: 65.56%
+2024-03-31 06:36:39 INFO 0:00:03.444926s elapsed (saved)
+
+2024-03-31 06:36:39 INFO Epoch 35 / 5000:
+2024-03-31 06:36:42 INFO lr: 4.9650e-05 - loss: 0.0052 - UP: 96.41% UR: 92.92% UF: 94.63% P: 96.20% R: 92.73% F: 94.43%
+2024-03-31 06:36:43 INFO dev:  loss: 0.1145 - UP: 78.34% UR: 69.23% UF: 73.51% P: 74.20% R: 65.57% F: 69.62%
+2024-03-31 06:36:43 INFO test: loss: nan - UP: 69.37% UR: 67.36% UF: 68.35% P: 66.48% R: 64.56% F: 65.50%
+2024-03-31 06:36:43 INFO 0:00:03.453319s elapsed
+
+2024-03-31 06:36:43 INFO Epoch 36 / 5000:
+2024-03-31 06:36:46 INFO lr: 4.9640e-05 - loss: 0.0050 - UP: 95.45% UR: 90.58% UF: 92.95% P: 95.27% R: 90.41% F: 92.77%
+2024-03-31 06:36:46 INFO dev:  loss: 0.0992 - UP: 82.76% UR: 63.04% UF: 71.57% P: 78.57% R: 59.85% F: 67.94%
+2024-03-31 06:36:46 INFO test: loss: nan - UP: 72.85% UR: 62.71% UF: 67.40% P: 69.93% R: 60.20% F: 64.70%
+2024-03-31 06:36:46 INFO 0:00:03.426034s elapsed
+
+2024-03-31 06:36:46 INFO Epoch 37 / 5000:
+2024-03-31 06:36:49 INFO lr: 4.9630e-05 - loss: 0.0013 - UP: 95.93% UR: 91.99% UF: 93.92% P: 95.61% R: 91.69% F: 93.61%
+2024-03-31 06:36:49 INFO dev:  loss: 0.0995 - UP: 82.48% UR: 66.70% UF: 73.76% P: 78.89% R: 63.79% F: 70.54%
+2024-03-31 06:36:50 INFO test: loss: nan - UP: 72.63% UR: 64.47% UF: 68.31% P: 69.47% R: 61.67% F: 65.34%
+2024-03-31 06:36:50 INFO 0:00:03.433792s elapsed
+
+2024-03-31 06:36:50 INFO Epoch 38 / 5000:
+2024-03-31 06:36:53 INFO lr: 4.9620e-05 - loss: 0.0087 - UP: 96.96% UR: 92.52% UF: 94.68% P: 96.68% R: 92.25% F: 94.41%
+2024-03-31 06:36:53 INFO dev:  loss: 0.1057 - UP: 78.70% UR: 70.36% UF: 74.29% P: 73.56% R: 65.76% F: 69.44%
+2024-03-31 06:36:53 INFO test: loss: nan - UP: 69.70% UR: 70.17% UF: 69.94% P: 66.17% R: 66.61% F: 66.39%
+2024-03-31 06:36:53 INFO 0:00:03.444632s elapsed
+
+2024-03-31 06:36:53 INFO Epoch 39 / 5000:
+2024-03-31 06:36:56 INFO lr: 4.9610e-05 - loss: 0.0050 - UP: 96.37% UR: 92.73% UF: 94.51% P: 96.12% R: 92.49% F: 94.27%
+2024-03-31 06:36:56 INFO dev:  loss: 0.1113 - UP: 83.39% UR: 65.95% UF: 73.65% P: 79.48% R: 62.85% F: 70.19%
+2024-03-31 06:36:57 INFO test: loss: nan - UP: 72.17% UR: 63.22% UF: 67.40% P: 69.34% R: 60.75% F: 64.76%
+2024-03-31 06:36:57 INFO 0:00:03.437931s elapsed
+
+2024-03-31 06:36:57 INFO Epoch 40 / 5000:
+2024-03-31 06:36:59 INFO lr: 4.9600e-05 - loss: 0.0425 - UP: 94.82% UR: 89.75% UF: 92.21% P: 94.51% R: 89.46% F: 91.92%
+2024-03-31 06:37:00 INFO dev:  loss: 0.1397 - UP: 83.51% UR: 52.72% UF: 64.63% P: 77.71% R: 49.06% F: 60.15%
+2024-03-31 06:37:00 INFO test: loss: nan - UP: 74.93% UR: 54.08% UF: 62.82% P: 71.21% R: 51.40% F: 59.71%
+2024-03-31 06:37:00 INFO 0:00:03.441844s elapsed
+
+2024-03-31 06:37:00 INFO Epoch 41 / 5000:
+2024-03-31 06:37:03 INFO lr: 4.9590e-05 - loss: 0.0064 - UP: 90.02% UR: 81.91% UF: 85.77% P: 89.05% R: 81.02% F: 84.84%
+2024-03-31 06:37:03 INFO dev:  loss: 0.1030 - UP: 77.66% UR: 62.95% UF: 69.53% P: 72.45% R: 58.72% F: 64.87%
+2024-03-31 06:37:04 INFO test: loss: nan - UP: 69.68% UR: 63.64% UF: 66.52% P: 66.83% R: 61.04% F: 63.81%
+2024-03-31 06:37:04 INFO 0:00:03.441669s elapsed
+
+2024-03-31 06:37:04 INFO Epoch 42 / 5000:
+2024-03-31 06:37:06 INFO lr: 4.9580e-05 - loss: 0.0147 - UP: 93.59% UR: 86.82% UF: 90.08% P: 92.66% R: 85.95% F: 89.18%
+2024-03-31 06:37:07 INFO dev:  loss: 0.1327 - UP: 79.35% UR: 65.95% UF: 72.03% P: 74.27% R: 61.73% F: 67.42%
+2024-03-31 06:37:07 INFO test: loss: nan - UP: 68.00% UR: 63.47% UF: 65.66% P: 64.36% R: 60.08% F: 62.15%
+2024-03-31 06:37:07 INFO 0:00:03.430323s elapsed
+
+2024-03-31 06:37:07 INFO Epoch 43 / 5000:
+2024-03-31 06:37:10 INFO lr: 4.9570e-05 - loss: 0.0108 - UP: 92.35% UR: 85.56% UF: 88.82% P: 91.77% R: 85.02% F: 88.27%
+2024-03-31 06:37:10 INFO dev:  loss: 0.1047 - UP: 76.76% UR: 69.70% UF: 73.06% P: 71.80% R: 65.20% F: 68.34%
+2024-03-31 06:37:10 INFO test: loss: nan - UP: 66.10% UR: 70.59% UF: 68.27% P: 61.83% R: 66.02% F: 63.86%
+2024-03-31 06:37:10 INFO 0:00:03.392159s elapsed
+
+2024-03-31 06:37:10 INFO Epoch 44 / 5000:
+2024-03-31 06:37:13 INFO lr: 4.9560e-05 - loss: 0.0048 - UP: 94.10% UR: 87.55% UF: 90.71% P: 93.48% R: 86.98% F: 90.11%
+2024-03-31 06:37:13 INFO dev:  loss: 0.0976 - UP: 80.16% UR: 66.70% UF: 72.81% P: 74.75% R: 62.20% F: 67.90%
+2024-03-31 06:37:14 INFO test: loss: nan - UP: 68.69% UR: 65.27% UF: 66.94% P: 65.56% R: 62.30% F: 63.89%
+2024-03-31 06:37:14 INFO 0:00:03.427463s elapsed
+
+2024-03-31 06:37:14 INFO Epoch 45 / 5000:
+2024-03-31 06:37:17 INFO lr: 4.9550e-05 - loss: 0.0026 - UP: 95.43% UR: 91.50% UF: 93.42% P: 95.21% R: 91.29% F: 93.21%
+2024-03-31 06:37:17 INFO dev:  loss: 0.1091 - UP: 77.94% UR: 68.95% UF: 73.17% P: 72.53% R: 64.17% F: 68.09%
+2024-03-31 06:37:17 INFO test: loss: nan - UP: 69.07% UR: 68.20% UF: 68.63% P: 66.02% R: 65.19% F: 65.60%
+2024-03-31 06:37:17 INFO 0:00:03.438408s elapsed
+
+2024-03-31 06:37:17 INFO Epoch 46 / 5000:
+2024-03-31 06:37:20 INFO lr: 4.9540e-05 - loss: 0.0059 - UP: 96.57% UR: 92.78% UF: 94.64% P: 96.38% R: 92.61% F: 94.46%
+2024-03-31 06:37:20 INFO dev:  loss: 0.1066 - UP: 79.59% UR: 68.76% UF: 73.78% P: 74.38% R: 64.26% F: 68.95%
+2024-03-31 06:37:21 INFO test: loss: nan - UP: 69.36% UR: 65.81% UF: 67.54% P: 66.31% R: 62.92% F: 64.57%
+2024-03-31 06:37:21 INFO 0:00:03.408348s elapsed
+
+2024-03-31 06:37:21 INFO Epoch 47 / 5000:
+2024-03-31 06:37:23 INFO lr: 4.9530e-05 - loss: 0.0004 - UP: 96.79% UR: 93.47% UF: 95.10% P: 96.46% R: 93.16% F: 94.78%
+2024-03-31 06:37:24 INFO dev:  loss: 0.1185 - UP: 79.10% UR: 69.23% UF: 73.84% P: 73.85% R: 64.63% F: 68.93%
+2024-03-31 06:37:24 INFO test: loss: nan - UP: 68.43% UR: 67.20% UF: 67.81% P: 65.19% R: 64.01% F: 64.60%
+2024-03-31 06:37:24 INFO 0:00:03.441688s elapsed
+
+2024-03-31 06:37:24 INFO Epoch 48 / 5000:
+2024-03-31 06:37:27 INFO lr: 4.9520e-05 - loss: 0.0083 - UP: 96.37% UR: 93.81% UF: 95.07% P: 96.05% R: 93.49% F: 94.75%
+2024-03-31 06:37:27 INFO dev:  loss: 0.1241 - UP: 78.18% UR: 64.54% UF: 70.71% P: 72.73% R: 60.04% F: 65.78%
+2024-03-31 06:37:28 INFO test: loss: nan - UP: 69.74% UR: 62.84% UF: 66.11% P: 66.95% R: 60.33% F: 63.46%
+2024-03-31 06:37:28 INFO 0:00:03.422233s elapsed
+
+2024-03-31 06:37:28 INFO Epoch 49 / 5000:
+2024-03-31 06:37:30 INFO lr: 4.9510e-05 - loss: 0.0034 - UP: 96.06% UR: 91.85% UF: 93.91% P: 95.83% R: 91.63% F: 93.68%
+2024-03-31 06:37:31 INFO dev:  loss: 0.1142 - UP: 75.50% UR: 71.39% UF: 73.38% P: 70.83% R: 66.98% F: 68.85%
+2024-03-31 06:37:31 INFO test: loss: nan - UP: 66.91% UR: 70.30% UF: 68.56% P: 63.84% R: 67.07% F: 65.41%
+2024-03-31 06:37:31 INFO 0:00:03.425022s elapsed
+
+2024-03-31 06:37:31 INFO Epoch 50 / 5000:
+2024-03-31 06:37:34 INFO lr: 4.9500e-05 - loss: 0.0017 - UP: 96.85% UR: 94.60% UF: 95.71% P: 96.66% R: 94.42% F: 95.52%
+2024-03-31 06:37:34 INFO dev:  loss: 0.1191 - UP: 80.07% UR: 66.70% UF: 72.77% P: 75.23% R: 62.66% F: 68.37%
+2024-03-31 06:37:34 INFO test: loss: nan - UP: 70.29% UR: 65.52% UF: 67.82% P: 67.42% R: 62.84% F: 65.05%
+2024-03-31 06:37:34 INFO 0:00:03.423386s elapsed
+
+2024-03-31 06:37:34 INFO Epoch 51 / 5000:
+2024-03-31 06:37:37 INFO lr: 4.9490e-05 - loss: 0.0028 - UP: 97.43% UR: 94.66% UF: 96.03% P: 97.30% R: 94.53% F: 95.90%
+2024-03-31 06:37:37 INFO dev:  loss: 0.1196 - UP: 77.37% UR: 71.86% UF: 74.51% P: 72.93% R: 67.73% F: 70.23%
+2024-03-31 06:37:38 INFO test: loss: nan - UP: 68.01% UR: 69.75% UF: 68.87% P: 64.75% R: 66.40% F: 65.56%
+2024-03-31 06:37:38 INFO 0:00:03.432007s elapsed
+
+2024-03-31 06:37:38 INFO Epoch 52 / 5000:
+2024-03-31 06:37:41 INFO lr: 4.9480e-05 - loss: 0.0023 - UP: 97.55% UR: 95.81% UF: 96.68% P: 97.39% R: 95.65% F: 96.51%
+2024-03-31 06:37:41 INFO dev:  loss: 0.1242 - UP: 78.56% UR: 69.42% UF: 73.71% P: 73.67% R: 65.10% F: 69.12%
+2024-03-31 06:37:41 INFO test: loss: nan - UP: 69.16% UR: 67.36% UF: 68.25% P: 66.37% R: 64.64% F: 65.49%
+2024-03-31 06:37:41 INFO 0:00:03.438601s elapsed
+
+2024-03-31 06:37:41 INFO Epoch 53 / 5000:
+2024-03-31 06:37:44 INFO lr: 4.9470e-05 - loss: 0.0035 - UP: 98.12% UR: 95.94% UF: 97.02% P: 97.93% R: 95.76% F: 96.83%
+2024-03-31 06:37:44 INFO dev:  loss: 0.1224 - UP: 79.91% UR: 66.04% UF: 72.32% P: 74.46% R: 61.54% F: 67.39%
+2024-03-31 06:37:45 INFO test: loss: nan - UP: 71.10% UR: 64.94% UF: 67.88% P: 67.94% R: 62.04% F: 64.86%
+2024-03-31 06:37:45 INFO 0:00:03.429718s elapsed
+
+2024-03-31 06:37:45 INFO Epoch 54 / 5000:
+2024-03-31 06:37:47 INFO lr: 4.9460e-05 - loss: 0.0020 - UP: 96.82% UR: 94.82% UF: 95.81% P: 96.69% R: 94.70% F: 95.68%
+2024-03-31 06:37:48 INFO dev:  loss: 0.1419 - UP: 75.41% UR: 73.08% UF: 74.23% P: 70.86% R: 68.67% F: 69.75%
+2024-03-31 06:37:48 INFO test: loss: nan - UP: 66.48% UR: 69.71% UF: 68.06% P: 63.28% R: 66.36% F: 64.79%
+2024-03-31 06:37:48 INFO 0:00:03.460871s elapsed
+
+2024-03-31 06:37:48 INFO Epoch 55 / 5000:
+2024-03-31 06:37:51 INFO lr: 4.9450e-05 - loss: 0.0070 - UP: 97.14% UR: 94.59% UF: 95.85% P: 96.98% R: 94.44% F: 95.69%
+2024-03-31 06:37:51 INFO dev:  loss: 0.1324 - UP: 77.30% UR: 71.58% UF: 74.33% P: 71.94% R: 66.60% F: 69.17%
+2024-03-31 06:37:52 INFO test: loss: nan - UP: 68.00% UR: 68.54% UF: 68.27% P: 64.96% R: 65.48% F: 65.22%
+2024-03-31 06:37:52 INFO 0:00:03.450909s elapsed
+
+2024-03-31 06:37:52 INFO Epoch 56 / 5000:
+2024-03-31 06:37:54 INFO lr: 4.9440e-05 - loss: 0.0019 - UP: 97.69% UR: 95.63% UF: 96.65% P: 97.56% R: 95.50% F: 96.52%
+2024-03-31 06:37:55 INFO dev:  loss: 0.1273 - UP: 76.64% UR: 71.11% UF: 73.77% P: 71.18% R: 66.04% F: 68.52%
+2024-03-31 06:37:55 INFO test: loss: nan - UP: 67.47% UR: 70.21% UF: 68.82% P: 64.33% R: 66.95% F: 65.61%
+2024-03-31 06:37:55 INFO 0:00:03.430181s elapsed
+
+2024-03-31 06:37:55 INFO Epoch 57 / 5000:
+2024-03-31 06:37:58 INFO lr: 4.9430e-05 - loss: 0.0072 - UP: 97.73% UR: 96.01% UF: 96.87% P: 97.60% R: 95.88% F: 96.74%
+2024-03-31 06:37:58 INFO dev:  loss: 0.1406 - UP: 77.92% UR: 68.20% UF: 72.74% P: 73.10% R: 63.98% F: 68.23%
+2024-03-31 06:37:58 INFO test: loss: nan - UP: 70.15% UR: 67.83% UF: 68.97% P: 67.03% R: 64.81% F: 65.90%
+2024-03-31 06:37:58 INFO 0:00:03.480719s elapsed
+
+2024-03-31 06:37:58 INFO Epoch 58 / 5000:
+2024-03-31 06:38:01 INFO lr: 4.9420e-05 - loss: 0.0046 - UP: 98.00% UR: 96.40% UF: 97.19% P: 97.83% R: 96.23% F: 97.03%
+2024-03-31 06:38:02 INFO dev:  loss: 0.1459 - UP: 78.91% UR: 70.92% UF: 74.70% P: 73.28% R: 65.85% F: 69.37%
+2024-03-31 06:38:02 INFO test: loss: nan - UP: 68.88% UR: 67.78% UF: 68.33% P: 65.77% R: 64.73% F: 65.24%
+2024-03-31 06:38:02 INFO 0:00:03.485202s elapsed
+
+2024-03-31 06:38:02 INFO Epoch 59 / 5000:
+2024-03-31 06:38:05 INFO lr: 4.9410e-05 - loss: 0.0030 - UP: 98.17% UR: 96.51% UF: 97.34% P: 97.88% R: 96.22% F: 97.04%
+2024-03-31 06:38:05 INFO dev:  loss: 0.1355 - UP: 77.80% UR: 72.33% UF: 74.96% P: 72.45% R: 67.35% F: 69.81%
+2024-03-31 06:38:05 INFO test: loss: nan - UP: 68.27% UR: 69.59% UF: 68.92% P: 65.31% R: 66.57% F: 65.93%
+2024-03-31 06:38:05 INFO 0:00:03.470624s elapsed
+
+2024-03-31 06:38:05 INFO Epoch 60 / 5000:
+2024-03-31 06:38:08 INFO lr: 4.9400e-05 - loss: 0.0040 - UP: 97.79% UR: 95.07% UF: 96.41% P: 97.61% R: 94.89% F: 96.23%
+2024-03-31 06:38:09 INFO dev:  loss: 0.1387 - UP: 73.00% UR: 74.30% UF: 73.64% P: 68.76% R: 69.98% F: 69.36%
+2024-03-31 06:38:09 INFO test: loss: nan - UP: 64.85% UR: 74.11% UF: 69.17% P: 60.85% R: 69.54% F: 64.91%
+2024-03-31 06:38:09 INFO 0:00:03.461613s elapsed
+
+2024-03-31 06:38:09 INFO Epoch 61 / 5000:
+2024-03-31 06:38:12 INFO lr: 4.9390e-05 - loss: 0.0005 - UP: 95.56% UR: 93.61% UF: 94.58% P: 95.41% R: 93.46% F: 94.42%
+2024-03-31 06:38:12 INFO dev:  loss: 0.1341 - UP: 77.25% UR: 70.73% UF: 73.85% P: 71.72% R: 65.67% F: 68.56%
+2024-03-31 06:38:12 INFO test: loss: nan - UP: 66.67% UR: 69.46% UF: 68.03% P: 63.17% R: 65.81% F: 64.46%
+2024-03-31 06:38:12 INFO 0:00:03.501810s elapsed
+
+2024-03-31 06:38:12 INFO Epoch 62 / 5000:
+2024-03-31 06:38:15 INFO lr: 4.9380e-05 - loss: 0.0040 - UP: 96.64% UR: 94.35% UF: 95.48% P: 96.31% R: 94.02% F: 95.15%
+2024-03-31 06:38:16 INFO dev:  loss: 0.1439 - UP: 77.04% UR: 69.89% UF: 73.29% P: 72.18% R: 65.48% F: 68.67%
+2024-03-31 06:38:16 INFO test: loss: nan - UP: 67.42% UR: 67.87% UF: 67.64% P: 63.80% R: 64.22% F: 64.01%
+2024-03-31 06:38:16 INFO 0:00:03.471575s elapsed
+
+2024-03-31 06:38:16 INFO Epoch 63 / 5000:
+2024-03-31 06:38:19 INFO lr: 4.9370e-05 - loss: 0.0125 - UP: 96.30% UR: 93.75% UF: 95.01% P: 95.78% R: 93.25% F: 94.50%
+2024-03-31 06:38:19 INFO dev:  loss: 0.1845 - UP: 77.33% UR: 68.48% UF: 72.64% P: 70.66% R: 62.57% F: 66.37%
+2024-03-31 06:38:19 INFO test: loss: nan - UP: 66.40% UR: 66.40% UF: 66.40% P: 62.51% R: 62.51% F: 62.51%
+2024-03-31 06:38:19 INFO 0:00:03.455034s elapsed
+
+2024-03-31 06:38:19 INFO Epoch 64 / 5000:
+2024-03-31 06:38:22 INFO lr: 4.9360e-05 - loss: 0.0015 - UP: 95.52% UR: 91.42% UF: 93.42% P: 95.02% R: 90.94% F: 92.94%
+2024-03-31 06:38:22 INFO dev:  loss: 0.1368 - UP: 76.66% UR: 70.26% UF: 73.32% P: 71.14% R: 65.20% F: 68.04%
+2024-03-31 06:38:23 INFO test: loss: nan - UP: 66.73% UR: 68.41% UF: 67.56% P: 62.93% R: 64.52% F: 63.72%
+2024-03-31 06:38:23 INFO 0:00:03.472074s elapsed
+
+2024-03-31 06:38:30 INFO Epoch 34 saved
+2024-03-31 06:38:30 INFO dev:  UP: 82.05% UR: 69.04% UF: 74.99% P: 78.15% R: 65.76% F: 71.42%
+2024-03-31 06:38:30 INFO test: UP: 70.28% UR: 66.78% UF: 68.49% P: 67.28% R: 63.93% F: 65.56%
+2024-03-31 06:38:30 INFO 0:03:40.470398s elapsed, 0:00:03.444850s/epoch

models/multibooked_ca/sdp_bySentiment_desc/80/model_vi_multibooked_ca_xlm_9

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fb9fb566d2b69528b916045687833ef76f16dc35393c367a03ad084af1d857b1
+size 1177848113

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

@@ -0,0 +1,457 @@
+2024-03-31 06:38:33 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_desc/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_desc/80/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_bySentiment_desc/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 06:38:33 INFO Building the fields
+2024-03-31 06:38:34 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-03-31 06:38:34 INFO Building the model
+2024-03-31 06:38:37 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 06:38:37 INFO Loading the data
+2024-03-31 06:38:38 INFO 
+train: Dataset(n_sentences=938, n_batches=32, n_buckets=32)
+dev:   Dataset(n_sentences=132, n_batches=32, n_buckets=32)
+test:  Dataset(n_sentences=335, n_batches=32, n_buckets=32)
+
+2024-03-31 06:38:38 INFO Epoch 1 / 5000:
+2024-03-31 06:38:41 INFO lr: 4.9990e-05 - loss: 0.1242 - UP:  3.66% UR:  6.51% UF:  4.69% P:  1.67% R:  2.96% F:  2.13%
+2024-03-31 06:38:41 INFO dev:  loss: 0.1948 - UP: 87.10% UR:  2.53% UF:  4.92% P: 54.84% R:  1.59% F:  3.10%
+2024-03-31 06:38:42 INFO test: loss: nan - UP: 82.61% UR:  1.59% UF:  3.12% P: 69.57% R:  1.34% F:  2.63%
+2024-03-31 06:38:46 INFO 0:00:04.004853s elapsed (saved)
+
+2024-03-31 06:38:46 INFO Epoch 2 / 5000:
+2024-03-31 06:38:49 INFO lr: 4.9980e-05 - loss: 0.0496 - UP: 55.29% UR:  7.44% UF: 13.11% P: 48.35% R:  6.51% F: 11.47%
+2024-03-31 06:38:49 INFO dev:  loss: 0.1386 - UP: 88.60% UR:  9.47% UF: 17.12% P: 80.70% R:  8.63% F: 15.59%
+2024-03-31 06:38:50 INFO test: loss: nan - UP: 83.27% UR:  9.38% UF: 16.87% P: 76.58% R:  8.63% F: 15.51%
+2024-03-31 06:38:57 INFO 0:00:03.382594s elapsed (saved)
+
+2024-03-31 06:38:57 INFO Epoch 3 / 5000:
+2024-03-31 06:39:00 INFO lr: 4.9970e-05 - loss: 0.0828 - UP: 66.28% UR: 18.06% UF: 28.38% P: 59.22% R: 16.13% F: 25.36%
+2024-03-31 06:39:00 INFO dev:  loss: 0.1091 - UP: 78.95% UR: 22.51% UF: 35.04% P: 73.68% R: 21.01% F: 32.70%
+2024-03-31 06:39:00 INFO test: loss: nan - UP: 67.79% UR: 21.16% UF: 32.25% P: 60.27% R: 18.81% F: 28.67%
+2024-03-31 06:39:07 INFO 0:00:03.451589s elapsed (saved)
+
+2024-03-31 06:39:07 INFO Epoch 4 / 5000:
+2024-03-31 06:39:10 INFO lr: 4.9960e-05 - loss: 0.1224 - UP: 66.91% UR: 27.54% UF: 39.02% P: 63.99% R: 26.33% F: 37.31%
+2024-03-31 06:39:10 INFO dev:  loss: 0.0996 - UP: 83.27% UR: 21.01% UF: 33.56% P: 78.81% R: 19.89% F: 31.76%
+2024-03-31 06:39:11 INFO test: loss: nan - UP: 77.55% UR: 21.99% UF: 34.27% P: 72.53% R: 20.57% F: 32.05%
+2024-03-31 06:39:11 INFO 0:00:03.478460s elapsed
+
+2024-03-31 06:39:11 INFO Epoch 5 / 5000:
+2024-03-31 06:39:13 INFO lr: 4.9950e-05 - loss: 0.0500 - UP: 68.21% UR: 34.08% UF: 45.45% P: 65.58% R: 32.76% F: 43.69%
+2024-03-31 06:39:14 INFO dev:  loss: 0.0928 - UP: 82.73% UR: 27.86% UF: 41.68% P: 79.11% R: 26.64% F: 39.86%
+2024-03-31 06:39:14 INFO test: loss: nan - UP: 78.62% UR: 26.81% UF: 39.99% P: 73.83% R: 25.18% F: 37.55%
+2024-03-31 06:39:21 INFO 0:00:03.371247s elapsed (saved)
+
+2024-03-31 06:39:21 INFO Epoch 6 / 5000:
+2024-03-31 06:39:24 INFO lr: 4.9940e-05 - loss: 0.0330 - UP: 74.41% UR: 39.96% UF: 52.00% P: 72.43% R: 38.90% F: 50.62%
+2024-03-31 06:39:24 INFO dev:  loss: 0.0886 - UP: 76.96% UR: 43.25% UF: 55.38% P: 69.45% R: 39.02% F: 49.97%
+2024-03-31 06:39:24 INFO test: loss: nan - UP: 66.64% UR: 41.27% UF: 50.97% P: 61.10% R: 37.83% F: 46.73%
+2024-03-31 06:39:31 INFO 0:00:03.439003s elapsed (saved)
+
+2024-03-31 06:39:31 INFO Epoch 7 / 5000:
+2024-03-31 06:39:34 INFO lr: 4.9930e-05 - loss: 0.0377 - UP: 77.07% UR: 47.30% UF: 58.62% P: 75.32% R: 46.22% F: 57.29%
+2024-03-31 06:39:34 INFO dev:  loss: 0.0857 - UP: 73.79% UR: 47.28% UF: 57.63% P: 71.01% R: 45.50% F: 55.46%
+2024-03-31 06:39:35 INFO test: loss: nan - UP: 69.06% UR: 46.29% UF: 55.43% P: 64.56% R: 43.28% F: 51.82%
+2024-03-31 06:39:41 INFO 0:00:03.465905s elapsed (saved)
+
+2024-03-31 06:39:41 INFO Epoch 8 / 5000:
+2024-03-31 06:39:44 INFO lr: 4.9920e-05 - loss: 0.0482 - UP: 78.57% UR: 51.17% UF: 61.97% P: 77.14% R: 50.23% F: 60.84%
+2024-03-31 06:39:45 INFO dev:  loss: 0.0857 - UP: 69.87% UR: 46.34% UF: 55.72% P: 66.48% R: 44.09% F: 53.02%
+2024-03-31 06:39:45 INFO test: loss: nan - UP: 66.90% UR: 48.60% UF: 56.30% P: 62.57% R: 45.45% F: 52.66%
+2024-03-31 06:39:45 INFO 0:00:03.409537s elapsed
+
+2024-03-31 06:39:45 INFO Epoch 9 / 5000:
+2024-03-31 06:39:48 INFO lr: 4.9910e-05 - loss: 0.0410 - UP: 79.92% UR: 51.89% UF: 62.93% P: 78.25% R: 50.80% F: 61.61%
+2024-03-31 06:39:48 INFO dev:  loss: 0.0776 - UP: 73.69% UR: 48.87% UF: 58.77% P: 70.72% R: 46.90% F: 56.40%
+2024-03-31 06:39:48 INFO test: loss: nan - UP: 69.75% UR: 48.68% UF: 57.34% P: 65.79% R: 45.92% F: 54.08%
+2024-03-31 06:39:55 INFO 0:00:03.360988s elapsed (saved)
+
+2024-03-31 06:39:55 INFO Epoch 10 / 5000:
+2024-03-31 06:39:58 INFO lr: 4.9900e-05 - loss: 0.0515 - UP: 83.10% UR: 57.94% UF: 68.27% P: 82.39% R: 57.45% F: 67.70%
+2024-03-31 06:39:58 INFO dev:  loss: 0.0862 - UP: 76.04% UR: 47.94% UF: 58.80% P: 73.07% R: 46.06% F: 56.50%
+2024-03-31 06:39:58 INFO test: loss: nan - UP: 69.86% UR: 49.52% UF: 57.96% P: 64.95% R: 46.04% F: 53.89%
+2024-03-31 06:40:05 INFO 0:00:03.464659s elapsed (saved)
+
+2024-03-31 06:40:05 INFO Epoch 11 / 5000:
+2024-03-31 06:40:08 INFO lr: 4.9890e-05 - loss: 0.0348 - UP: 84.83% UR: 61.19% UF: 71.10% P: 83.84% R: 60.48% F: 70.27%
+2024-03-31 06:40:08 INFO dev:  loss: 0.0826 - UP: 80.80% UR: 43.43% UF: 56.50% P: 78.36% R: 42.12% F: 54.79%
+2024-03-31 06:40:08 INFO test: loss: nan - UP: 74.85% UR: 46.12% UF: 57.08% P: 71.65% R: 44.16% F: 54.64%
+2024-03-31 06:40:08 INFO 0:00:03.377632s elapsed
+
+2024-03-31 06:40:08 INFO Epoch 12 / 5000:
+2024-03-31 06:40:11 INFO lr: 4.9880e-05 - loss: 0.0300 - UP: 86.17% UR: 62.18% UF: 72.24% P: 85.70% R: 61.84% F: 71.84%
+2024-03-31 06:40:11 INFO dev:  loss: 0.0778 - UP: 81.11% UR: 53.56% UF: 64.52% P: 75.99% R: 50.19% F: 60.45%
+2024-03-31 06:40:12 INFO test: loss: nan - UP: 71.48% UR: 55.13% UF: 62.25% P: 66.92% R: 51.61% F: 58.28%
+2024-03-31 06:40:19 INFO 0:00:03.378545s elapsed (saved)
+
+2024-03-31 06:40:19 INFO Epoch 13 / 5000:
+2024-03-31 06:40:21 INFO lr: 4.9870e-05 - loss: 0.0366 - UP: 86.66% UR: 66.64% UF: 75.34% P: 86.34% R: 66.39% F: 75.06%
+2024-03-31 06:40:22 INFO dev:  loss: 0.0800 - UP: 78.81% UR: 57.22% UF: 66.30% P: 74.94% R: 54.41% F: 63.04%
+2024-03-31 06:40:22 INFO test: loss: nan - UP: 69.99% UR: 58.90% UF: 63.97% P: 66.10% R: 55.63% F: 60.42%
+2024-03-31 06:40:29 INFO 0:00:03.456926s elapsed (saved)
+
+2024-03-31 06:40:29 INFO Epoch 14 / 5000:
+2024-03-31 06:40:32 INFO lr: 4.9860e-05 - loss: 0.0297 - UP: 88.82% UR: 70.55% UF: 78.64% P: 88.57% R: 70.35% F: 78.42%
+2024-03-31 06:40:32 INFO dev:  loss: 0.0861 - UP: 78.90% UR: 55.07% UF: 64.86% P: 76.08% R: 53.10% F: 62.54%
+2024-03-31 06:40:32 INFO test: loss: nan - UP: 70.96% UR: 56.60% UF: 62.97% P: 67.02% R: 53.46% F: 59.47%
+2024-03-31 06:40:32 INFO 0:00:03.458126s elapsed
+
+2024-03-31 06:40:32 INFO Epoch 15 / 5000:
+2024-03-31 06:40:35 INFO lr: 4.9850e-05 - loss: 0.0213 - UP: 88.85% UR: 73.82% UF: 80.64% P: 88.28% R: 73.35% F: 80.13%
+2024-03-31 06:40:35 INFO dev:  loss: 0.0857 - UP: 77.64% UR: 57.32% UF: 65.95% P: 73.44% R: 54.22% F: 62.39%
+2024-03-31 06:40:36 INFO test: loss: nan - UP: 71.33% UR: 58.99% UF: 64.57% P: 67.63% R: 55.93% F: 61.22%
+2024-03-31 06:40:36 INFO 0:00:03.447705s elapsed
+
+2024-03-31 06:40:36 INFO Epoch 16 / 5000:
+2024-03-31 06:40:38 INFO lr: 4.9840e-05 - loss: 0.0079 - UP: 90.72% UR: 75.22% UF: 82.24% P: 90.33% R: 74.89% F: 81.89%
+2024-03-31 06:40:39 INFO dev:  loss: 0.0964 - UP: 77.03% UR: 60.41% UF: 67.72% P: 73.33% R: 57.50% F: 64.46%
+2024-03-31 06:40:39 INFO test: loss: nan - UP: 68.45% UR: 62.17% UF: 65.16% P: 64.81% R: 58.86% F: 61.69%
+2024-03-31 06:40:46 INFO 0:00:03.433300s elapsed (saved)
+
+2024-03-31 06:40:46 INFO Epoch 17 / 5000:
+2024-03-31 06:40:49 INFO lr: 4.9830e-05 - loss: 0.0208 - UP: 91.12% UR: 75.74% UF: 82.72% P: 90.81% R: 75.48% F: 82.44%
+2024-03-31 06:40:49 INFO dev:  loss: 0.0849 - UP: 79.95% UR: 56.85% UF: 66.45% P: 75.86% R: 53.94% F: 63.05%
+2024-03-31 06:40:49 INFO test: loss: nan - UP: 69.82% UR: 57.48% UF: 63.05% P: 65.55% R: 53.96% F: 59.19%
+2024-03-31 06:40:49 INFO 0:00:03.475151s elapsed
+
+2024-03-31 06:40:49 INFO Epoch 18 / 5000:
+2024-03-31 06:40:52 INFO lr: 4.9820e-05 - loss: 0.0211 - UP: 89.42% UR: 74.70% UF: 81.40% P: 88.93% R: 74.29% F: 80.96%
+2024-03-31 06:40:53 INFO dev:  loss: 0.1022 - UP: 73.42% UR: 60.13% UF: 66.12% P: 68.84% R: 56.38% F: 61.99%
+2024-03-31 06:40:53 INFO test: loss: nan - UP: 67.87% UR: 61.33% UF: 64.44% P: 64.26% R: 58.06% F: 61.00%
+2024-03-31 06:40:53 INFO 0:00:03.445805s elapsed
+
+2024-03-31 06:40:53 INFO Epoch 19 / 5000:
+2024-03-31 06:40:56 INFO lr: 4.9810e-05 - loss: 0.0165 - UP: 90.53% UR: 77.89% UF: 83.73% P: 90.08% R: 77.50% F: 83.32%
+2024-03-31 06:40:56 INFO dev:  loss: 0.0892 - UP: 80.12% UR: 62.01% UF: 69.91% P: 76.12% R: 58.91% F: 66.42%
+2024-03-31 06:40:56 INFO test: loss: nan - UP: 69.68% UR: 61.33% UF: 65.24% P: 65.78% R: 57.90% F: 61.59%
+2024-03-31 06:41:03 INFO 0:00:03.444808s elapsed (saved)
+
+2024-03-31 06:41:03 INFO Epoch 20 / 5000:
+2024-03-31 06:41:06 INFO lr: 4.9800e-05 - loss: 0.0143 - UP: 91.00% UR: 80.14% UF: 85.22% P: 90.61% R: 79.80% F: 84.86%
+2024-03-31 06:41:06 INFO dev:  loss: 0.0988 - UP: 75.40% UR: 58.07% UF: 65.61% P: 72.11% R: 55.53% F: 62.75%
+2024-03-31 06:41:07 INFO test: loss: nan - UP: 68.36% UR: 59.66% UF: 63.71% P: 63.95% R: 55.80% F: 59.60%
+2024-03-31 06:41:07 INFO 0:00:03.436925s elapsed
+
+2024-03-31 06:41:07 INFO Epoch 21 / 5000:
+2024-03-31 06:41:09 INFO lr: 4.9790e-05 - loss: 0.0086 - UP: 91.17% UR: 77.43% UF: 83.74% P: 90.43% R: 76.80% F: 83.06%
+2024-03-31 06:41:10 INFO dev:  loss: 0.0993 - UP: 76.73% UR: 64.35% UF: 70.00% P: 70.58% R: 59.19% F: 64.39%
+2024-03-31 06:41:10 INFO test: loss: nan - UP: 66.46% UR: 64.01% UF: 65.22% P: 61.98% R: 59.70% F: 60.82%
+2024-03-31 06:41:10 INFO 0:00:03.435742s elapsed
+
+2024-03-31 06:41:10 INFO Epoch 22 / 5000:
+2024-03-31 06:41:13 INFO lr: 4.9780e-05 - loss: 0.0268 - UP: 90.11% UR: 74.00% UF: 81.26% P: 89.04% R: 73.13% F: 80.30%
+2024-03-31 06:41:13 INFO dev:  loss: 0.0867 - UP: 84.01% UR: 58.16% UF: 68.74% P: 78.86% R: 54.60% F: 64.52%
+2024-03-31 06:41:13 INFO test: loss: nan - UP: 71.21% UR: 57.81% UF: 63.82% P: 67.54% R: 54.84% F: 60.53%
+2024-03-31 06:41:13 INFO 0:00:03.440513s elapsed
+
+2024-03-31 06:41:13 INFO Epoch 23 / 5000:
+2024-03-31 06:41:16 INFO lr: 4.9770e-05 - loss: 0.0301 - UP: 91.00% UR: 77.90% UF: 83.94% P: 90.32% R: 77.31% F: 83.31%
+2024-03-31 06:41:17 INFO dev:  loss: 0.0915 - UP: 80.60% UR: 60.41% UF: 69.06% P: 75.72% R: 56.75% F: 64.88%
+2024-03-31 06:41:17 INFO test: loss: nan - UP: 70.65% UR: 60.49% UF: 65.18% P: 67.07% R: 57.44% F: 61.88%
+2024-03-31 06:41:17 INFO 0:00:03.406808s elapsed
+
+2024-03-31 06:41:17 INFO Epoch 24 / 5000:
+2024-03-31 06:41:20 INFO lr: 4.9760e-05 - loss: 0.0207 - UP: 92.16% UR: 82.62% UF: 87.13% P: 91.60% R: 82.12% F: 86.60%
+2024-03-31 06:41:20 INFO dev:  loss: 0.0896 - UP: 81.40% UR: 63.23% UF: 71.17% P: 77.54% R: 60.23% F: 67.79%
+2024-03-31 06:41:20 INFO test: loss: nan - UP: 70.53% UR: 61.88% UF: 65.92% P: 66.91% R: 58.69% F: 62.53%
+2024-03-31 06:41:27 INFO 0:00:03.416253s elapsed (saved)
+
+2024-03-31 06:41:27 INFO Epoch 25 / 5000:
+2024-03-31 06:41:30 INFO lr: 4.9750e-05 - loss: 0.0065 - UP: 93.81% UR: 84.10% UF: 88.69% P: 93.55% R: 83.87% F: 88.44%
+2024-03-31 06:41:30 INFO dev:  loss: 0.0902 - UP: 80.74% UR: 61.35% UF: 69.72% P: 77.41% R: 58.82% F: 66.84%
+2024-03-31 06:41:30 INFO test: loss: nan - UP: 70.52% UR: 62.42% UF: 66.22% P: 66.68% R: 59.03% F: 62.62%
+2024-03-31 06:41:30 INFO 0:00:03.464623s elapsed
+
+2024-03-31 06:41:30 INFO Epoch 26 / 5000:
+2024-03-31 06:41:33 INFO lr: 4.9740e-05 - loss: 0.0082 - UP: 93.84% UR: 85.65% UF: 89.56% P: 93.69% R: 85.51% F: 89.41%
+2024-03-31 06:41:34 INFO dev:  loss: 0.0948 - UP: 82.24% UR: 65.57% UF: 72.96% P: 78.47% R: 62.57% F: 69.62%
+2024-03-31 06:41:34 INFO test: loss: nan - UP: 71.04% UR: 64.64% UF: 67.69% P: 67.91% R: 61.79% F: 64.71%
+2024-03-31 06:41:41 INFO 0:00:03.440436s elapsed (saved)
+
+2024-03-31 06:41:41 INFO Epoch 27 / 5000:
+2024-03-31 06:41:44 INFO lr: 4.9730e-05 - loss: 0.0035 - UP: 94.50% UR: 87.60% UF: 90.92% P: 94.32% R: 87.42% F: 90.74%
+2024-03-31 06:41:44 INFO dev:  loss: 0.1038 - UP: 80.76% UR: 66.14% UF: 72.72% P: 76.98% R: 63.04% F: 69.31%
+2024-03-31 06:41:44 INFO test: loss: nan - UP: 70.12% UR: 66.36% UF: 68.19% P: 66.80% R: 63.22% F: 64.96%
+2024-03-31 06:41:44 INFO 0:00:03.465737s elapsed
+
+2024-03-31 06:41:44 INFO Epoch 28 / 5000:
+2024-03-31 06:41:47 INFO lr: 4.9720e-05 - loss: 0.0056 - UP: 94.91% UR: 89.13% UF: 91.93% P: 94.75% R: 88.98% F: 91.78%
+2024-03-31 06:41:47 INFO dev:  loss: 0.1055 - UP: 80.99% UR: 67.54% UF: 73.66% P: 76.94% R: 64.17% F: 69.97%
+2024-03-31 06:41:48 INFO test: loss: nan - UP: 69.31% UR: 66.69% UF: 67.98% P: 66.09% R: 63.59% F: 64.82%
+2024-03-31 06:41:55 INFO 0:00:03.450844s elapsed (saved)
+
+2024-03-31 06:41:55 INFO Epoch 29 / 5000:
+2024-03-31 06:41:57 INFO lr: 4.9710e-05 - loss: 0.0005 - UP: 93.32% UR: 87.58% UF: 90.36% P: 93.09% R: 87.37% F: 90.14%
+2024-03-31 06:41:58 INFO dev:  loss: 0.0954 - UP: 77.14% UR: 67.73% UF: 72.13% P: 73.40% R: 64.45% F: 68.63%
+2024-03-31 06:41:58 INFO test: loss: nan - UP: 68.45% UR: 65.35% UF: 66.87% P: 65.16% R: 62.21% F: 63.65%
+2024-03-31 06:41:58 INFO 0:00:03.454043s elapsed
+
+2024-03-31 06:41:58 INFO Epoch 30 / 5000:
+2024-03-31 06:42:01 INFO lr: 4.9700e-05 - loss: 0.0057 - UP: 94.10% UR: 86.79% UF: 90.30% P: 93.90% R: 86.61% F: 90.10%
+2024-03-31 06:42:01 INFO dev:  loss: 0.0908 - UP: 80.18% UR: 67.54% UF: 73.32% P: 76.39% R: 64.35% F: 69.86%
+2024-03-31 06:42:02 INFO test: loss: nan - UP: 69.18% UR: 64.60% UF: 66.81% P: 65.90% R: 61.54% F: 63.65%
+2024-03-31 06:42:02 INFO 0:00:03.460615s elapsed
+
+2024-03-31 06:42:02 INFO Epoch 31 / 5000:
+2024-03-31 06:42:04 INFO lr: 4.9690e-05 - loss: 0.0000 - UP: 95.22% UR: 89.48% UF: 92.27% P: 95.01% R: 89.29% F: 92.06%
+2024-03-31 06:42:05 INFO dev:  loss: 0.1036 - UP: 79.66% UR: 66.14% UF: 72.27% P: 75.71% R: 62.85% F: 68.68%
+2024-03-31 06:42:05 INFO test: loss: nan - UP: 70.63% UR: 64.89% UF: 67.64% P: 67.44% R: 61.96% F: 64.59%
+2024-03-31 06:42:05 INFO 0:00:03.454409s elapsed
+
+2024-03-31 06:42:05 INFO Epoch 32 / 5000:
+2024-03-31 06:42:08 INFO lr: 4.9680e-05 - loss: 0.0078 - UP: 95.66% UR: 90.45% UF: 92.98% P: 95.49% R: 90.29% F: 92.82%
+2024-03-31 06:42:08 INFO dev:  loss: 0.1016 - UP: 79.82% UR: 68.29% UF: 73.61% P: 75.33% R: 64.45% F: 69.46%
+2024-03-31 06:42:08 INFO test: loss: nan - UP: 70.74% UR: 66.95% UF: 68.79% P: 67.20% R: 63.59% F: 65.35%
+2024-03-31 06:42:08 INFO 0:00:03.435728s elapsed
+
+2024-03-31 06:42:08 INFO Epoch 33 / 5000:
+2024-03-31 06:42:11 INFO lr: 4.9670e-05 - loss: 0.0007 - UP: 95.73% UR: 90.85% UF: 93.22% P: 95.54% R: 90.67% F: 93.04%
+2024-03-31 06:42:12 INFO dev:  loss: 0.1022 - UP: 81.53% UR: 67.07% UF: 73.60% P: 77.54% R: 63.79% F: 69.99%
+2024-03-31 06:42:12 INFO test: loss: nan - UP: 71.28% UR: 64.56% UF: 67.75% P: 68.09% R: 61.67% F: 64.72%
+2024-03-31 06:42:19 INFO 0:00:03.461819s elapsed (saved)
+
+2024-03-31 06:42:19 INFO Epoch 34 / 5000:
+2024-03-31 06:42:22 INFO lr: 4.9660e-05 - loss: 0.0028 - UP: 96.16% UR: 92.17% UF: 94.12% P: 95.96% R: 91.98% F: 93.93%
+2024-03-31 06:42:22 INFO dev:  loss: 0.1032 - UP: 82.05% UR: 69.04% UF: 74.99% P: 78.15% R: 65.76% F: 71.42%
+2024-03-31 06:42:22 INFO test: loss: nan - UP: 70.28% UR: 66.78% UF: 68.49% P: 67.28% R: 63.93% F: 65.56%
+2024-03-31 06:42:29 INFO 0:00:03.428624s elapsed (saved)
+
+2024-03-31 06:42:29 INFO Epoch 35 / 5000:
+2024-03-31 06:42:32 INFO lr: 4.9650e-05 - loss: 0.0052 - UP: 96.41% UR: 92.92% UF: 94.63% P: 96.20% R: 92.73% F: 94.43%
+2024-03-31 06:42:32 INFO dev:  loss: 0.1145 - UP: 78.34% UR: 69.23% UF: 73.51% P: 74.20% R: 65.57% F: 69.62%
+2024-03-31 06:42:32 INFO test: loss: nan - UP: 69.37% UR: 67.36% UF: 68.35% P: 66.48% R: 64.56% F: 65.50%
+2024-03-31 06:42:32 INFO 0:00:03.442140s elapsed
+
+2024-03-31 06:42:32 INFO Epoch 36 / 5000:
+2024-03-31 06:42:35 INFO lr: 4.9640e-05 - loss: 0.0050 - UP: 95.45% UR: 90.58% UF: 92.95% P: 95.27% R: 90.41% F: 92.77%
+2024-03-31 06:42:36 INFO dev:  loss: 0.0992 - UP: 82.76% UR: 63.04% UF: 71.57% P: 78.57% R: 59.85% F: 67.94%
+2024-03-31 06:42:36 INFO test: loss: nan - UP: 72.85% UR: 62.71% UF: 67.40% P: 69.93% R: 60.20% F: 64.70%
+2024-03-31 06:42:36 INFO 0:00:03.455631s elapsed
+
+2024-03-31 06:42:36 INFO Epoch 37 / 5000:
+2024-03-31 06:42:39 INFO lr: 4.9630e-05 - loss: 0.0013 - UP: 95.93% UR: 91.99% UF: 93.92% P: 95.61% R: 91.69% F: 93.61%
+2024-03-31 06:42:39 INFO dev:  loss: 0.0995 - UP: 82.48% UR: 66.70% UF: 73.76% P: 78.89% R: 63.79% F: 70.54%
+2024-03-31 06:42:39 INFO test: loss: nan - UP: 72.63% UR: 64.47% UF: 68.31% P: 69.47% R: 61.67% F: 65.34%
+2024-03-31 06:42:39 INFO 0:00:03.440349s elapsed
+
+2024-03-31 06:42:39 INFO Epoch 38 / 5000:
+2024-03-31 06:42:42 INFO lr: 4.9620e-05 - loss: 0.0087 - UP: 96.96% UR: 92.52% UF: 94.68% P: 96.68% R: 92.25% F: 94.41%
+2024-03-31 06:42:42 INFO dev:  loss: 0.1057 - UP: 78.70% UR: 70.36% UF: 74.29% P: 73.56% R: 65.76% F: 69.44%
+2024-03-31 06:42:43 INFO test: loss: nan - UP: 69.70% UR: 70.17% UF: 69.94% P: 66.17% R: 66.61% F: 66.39%
+2024-03-31 06:42:43 INFO 0:00:03.456633s elapsed
+
+2024-03-31 06:42:43 INFO Epoch 39 / 5000:
+2024-03-31 06:42:46 INFO lr: 4.9610e-05 - loss: 0.0050 - UP: 96.37% UR: 92.73% UF: 94.51% P: 96.12% R: 92.49% F: 94.27%
+2024-03-31 06:42:46 INFO dev:  loss: 0.1113 - UP: 83.39% UR: 65.95% UF: 73.65% P: 79.48% R: 62.85% F: 70.19%
+2024-03-31 06:42:46 INFO test: loss: nan - UP: 72.17% UR: 63.22% UF: 67.40% P: 69.34% R: 60.75% F: 64.76%
+2024-03-31 06:42:46 INFO 0:00:03.454441s elapsed
+
+2024-03-31 06:42:46 INFO Epoch 40 / 5000:
+2024-03-31 06:42:49 INFO lr: 4.9600e-05 - loss: 0.0425 - UP: 94.82% UR: 89.75% UF: 92.21% P: 94.51% R: 89.46% F: 91.92%
+2024-03-31 06:42:49 INFO dev:  loss: 0.1397 - UP: 83.51% UR: 52.72% UF: 64.63% P: 77.71% R: 49.06% F: 60.15%
+2024-03-31 06:42:50 INFO test: loss: nan - UP: 74.93% UR: 54.08% UF: 62.82% P: 71.21% R: 51.40% F: 59.71%
+2024-03-31 06:42:50 INFO 0:00:03.423848s elapsed
+
+2024-03-31 06:42:50 INFO Epoch 41 / 5000:
+2024-03-31 06:42:52 INFO lr: 4.9590e-05 - loss: 0.0064 - UP: 90.02% UR: 81.91% UF: 85.77% P: 89.05% R: 81.02% F: 84.84%
+2024-03-31 06:42:53 INFO dev:  loss: 0.1030 - UP: 77.66% UR: 62.95% UF: 69.53% P: 72.45% R: 58.72% F: 64.87%
+2024-03-31 06:42:53 INFO test: loss: nan - UP: 69.68% UR: 63.64% UF: 66.52% P: 66.83% R: 61.04% F: 63.81%
+2024-03-31 06:42:53 INFO 0:00:03.443237s elapsed
+
+2024-03-31 06:42:53 INFO Epoch 42 / 5000:
+2024-03-31 06:42:56 INFO lr: 4.9580e-05 - loss: 0.0147 - UP: 93.59% UR: 86.82% UF: 90.08% P: 92.66% R: 85.95% F: 89.18%
+2024-03-31 06:42:56 INFO dev:  loss: 0.1327 - UP: 79.35% UR: 65.95% UF: 72.03% P: 74.27% R: 61.73% F: 67.42%
+2024-03-31 06:42:57 INFO test: loss: nan - UP: 68.00% UR: 63.47% UF: 65.66% P: 64.36% R: 60.08% F: 62.15%
+2024-03-31 06:42:57 INFO 0:00:03.451244s elapsed
+
+2024-03-31 06:42:57 INFO Epoch 43 / 5000:
+2024-03-31 06:42:59 INFO lr: 4.9570e-05 - loss: 0.0108 - UP: 92.35% UR: 85.56% UF: 88.82% P: 91.77% R: 85.02% F: 88.27%
+2024-03-31 06:43:00 INFO dev:  loss: 0.1047 - UP: 76.76% UR: 69.70% UF: 73.06% P: 71.80% R: 65.20% F: 68.34%
+2024-03-31 06:43:00 INFO test: loss: nan - UP: 66.10% UR: 70.59% UF: 68.27% P: 61.83% R: 66.02% F: 63.86%
+2024-03-31 06:43:00 INFO 0:00:03.434240s elapsed
+
+2024-03-31 06:43:00 INFO Epoch 44 / 5000:
+2024-03-31 06:43:03 INFO lr: 4.9560e-05 - loss: 0.0048 - UP: 94.10% UR: 87.55% UF: 90.71% P: 93.48% R: 86.98% F: 90.11%
+2024-03-31 06:43:03 INFO dev:  loss: 0.0976 - UP: 80.16% UR: 66.70% UF: 72.81% P: 74.75% R: 62.20% F: 67.90%
+2024-03-31 06:43:03 INFO test: loss: nan - UP: 68.69% UR: 65.27% UF: 66.94% P: 65.56% R: 62.30% F: 63.89%
+2024-03-31 06:43:03 INFO 0:00:03.456526s elapsed
+
+2024-03-31 06:43:03 INFO Epoch 45 / 5000:
+2024-03-31 06:43:06 INFO lr: 4.9550e-05 - loss: 0.0026 - UP: 95.43% UR: 91.50% UF: 93.42% P: 95.21% R: 91.29% F: 93.21%
+2024-03-31 06:43:07 INFO dev:  loss: 0.1091 - UP: 77.94% UR: 68.95% UF: 73.17% P: 72.53% R: 64.17% F: 68.09%
+2024-03-31 06:43:07 INFO test: loss: nan - UP: 69.07% UR: 68.20% UF: 68.63% P: 66.02% R: 65.19% F: 65.60%
+2024-03-31 06:43:07 INFO 0:00:03.442069s elapsed
+
+2024-03-31 06:43:07 INFO Epoch 46 / 5000:
+2024-03-31 06:43:10 INFO lr: 4.9540e-05 - loss: 0.0059 - UP: 96.57% UR: 92.78% UF: 94.64% P: 96.38% R: 92.61% F: 94.46%
+2024-03-31 06:43:10 INFO dev:  loss: 0.1066 - UP: 79.59% UR: 68.76% UF: 73.78% P: 74.38% R: 64.26% F: 68.95%
+2024-03-31 06:43:10 INFO test: loss: nan - UP: 69.36% UR: 65.81% UF: 67.54% P: 66.31% R: 62.92% F: 64.57%
+2024-03-31 06:43:10 INFO 0:00:03.467116s elapsed
+
+2024-03-31 06:43:10 INFO Epoch 47 / 5000:
+2024-03-31 06:43:13 INFO lr: 4.9530e-05 - loss: 0.0004 - UP: 96.79% UR: 93.47% UF: 95.10% P: 96.46% R: 93.16% F: 94.78%
+2024-03-31 06:43:14 INFO dev:  loss: 0.1185 - UP: 79.10% UR: 69.23% UF: 73.84% P: 73.85% R: 64.63% F: 68.93%
+2024-03-31 06:43:14 INFO test: loss: nan - UP: 68.43% UR: 67.20% UF: 67.81% P: 65.19% R: 64.01% F: 64.60%
+2024-03-31 06:43:14 INFO 0:00:03.471826s elapsed
+
+2024-03-31 06:43:14 INFO Epoch 48 / 5000:
+2024-03-31 06:43:17 INFO lr: 4.9520e-05 - loss: 0.0083 - UP: 96.37% UR: 93.81% UF: 95.07% P: 96.05% R: 93.49% F: 94.75%
+2024-03-31 06:43:17 INFO dev:  loss: 0.1241 - UP: 78.18% UR: 64.54% UF: 70.71% P: 72.73% R: 60.04% F: 65.78%
+2024-03-31 06:43:17 INFO test: loss: nan - UP: 69.74% UR: 62.84% UF: 66.11% P: 66.95% R: 60.33% F: 63.46%
+2024-03-31 06:43:17 INFO 0:00:03.442921s elapsed
+
+2024-03-31 06:43:17 INFO Epoch 49 / 5000:
+2024-03-31 06:43:20 INFO lr: 4.9510e-05 - loss: 0.0034 - UP: 96.06% UR: 91.85% UF: 93.91% P: 95.83% R: 91.63% F: 93.68%
+2024-03-31 06:43:20 INFO dev:  loss: 0.1142 - UP: 75.50% UR: 71.39% UF: 73.38% P: 70.83% R: 66.98% F: 68.85%
+2024-03-31 06:43:21 INFO test: loss: nan - UP: 66.91% UR: 70.30% UF: 68.56% P: 63.84% R: 67.07% F: 65.41%
+2024-03-31 06:43:21 INFO 0:00:03.459771s elapsed
+
+2024-03-31 06:43:21 INFO Epoch 50 / 5000:
+2024-03-31 06:43:24 INFO lr: 4.9500e-05 - loss: 0.0017 - UP: 96.85% UR: 94.60% UF: 95.71% P: 96.66% R: 94.42% F: 95.52%
+2024-03-31 06:43:24 INFO dev:  loss: 0.1191 - UP: 80.07% UR: 66.70% UF: 72.77% P: 75.23% R: 62.66% F: 68.37%
+2024-03-31 06:43:24 INFO test: loss: nan - UP: 70.29% UR: 65.52% UF: 67.82% P: 67.42% R: 62.84% F: 65.05%
+2024-03-31 06:43:24 INFO 0:00:03.452260s elapsed
+
+2024-03-31 06:43:24 INFO Epoch 51 / 5000:
+2024-03-31 06:43:27 INFO lr: 4.9490e-05 - loss: 0.0028 - UP: 97.43% UR: 94.66% UF: 96.03% P: 97.30% R: 94.53% F: 95.90%
+2024-03-31 06:43:27 INFO dev:  loss: 0.1196 - UP: 77.37% UR: 71.86% UF: 74.51% P: 72.93% R: 67.73% F: 70.23%
+2024-03-31 06:43:28 INFO test: loss: nan - UP: 68.01% UR: 69.75% UF: 68.87% P: 64.75% R: 66.40% F: 65.56%
+2024-03-31 06:43:28 INFO 0:00:03.489411s elapsed
+
+2024-03-31 06:43:28 INFO Epoch 52 / 5000:
+2024-03-31 06:43:31 INFO lr: 4.9480e-05 - loss: 0.0023 - UP: 97.55% UR: 95.81% UF: 96.68% P: 97.39% R: 95.65% F: 96.51%
+2024-03-31 06:43:31 INFO dev:  loss: 0.1242 - UP: 78.56% UR: 69.42% UF: 73.71% P: 73.67% R: 65.10% F: 69.12%
+2024-03-31 06:43:31 INFO test: loss: nan - UP: 69.16% UR: 67.36% UF: 68.25% P: 66.37% R: 64.64% F: 65.49%
+2024-03-31 06:43:31 INFO 0:00:03.481309s elapsed
+
+2024-03-31 06:43:31 INFO Epoch 53 / 5000:
+2024-03-31 06:43:34 INFO lr: 4.9470e-05 - loss: 0.0035 - UP: 98.12% UR: 95.94% UF: 97.02% P: 97.93% R: 95.76% F: 96.83%
+2024-03-31 06:43:34 INFO dev:  loss: 0.1224 - UP: 79.91% UR: 66.04% UF: 72.32% P: 74.46% R: 61.54% F: 67.39%
+2024-03-31 06:43:35 INFO test: loss: nan - UP: 71.10% UR: 64.94% UF: 67.88% P: 67.94% R: 62.04% F: 64.86%
+2024-03-31 06:43:35 INFO 0:00:03.462107s elapsed
+
+2024-03-31 06:43:35 INFO Epoch 54 / 5000:
+2024-03-31 06:43:37 INFO lr: 4.9460e-05 - loss: 0.0020 - UP: 96.82% UR: 94.82% UF: 95.81% P: 96.69% R: 94.70% F: 95.68%
+2024-03-31 06:43:38 INFO dev:  loss: 0.1419 - UP: 75.41% UR: 73.08% UF: 74.23% P: 70.86% R: 68.67% F: 69.75%
+2024-03-31 06:43:38 INFO test: loss: nan - UP: 66.48% UR: 69.71% UF: 68.06% P: 63.28% R: 66.36% F: 64.79%
+2024-03-31 06:43:38 INFO 0:00:03.496527s elapsed
+
+2024-03-31 06:43:38 INFO Epoch 55 / 5000:
+2024-03-31 06:43:41 INFO lr: 4.9450e-05 - loss: 0.0070 - UP: 97.14% UR: 94.59% UF: 95.85% P: 96.98% R: 94.44% F: 95.69%
+2024-03-31 06:43:41 INFO dev:  loss: 0.1324 - UP: 77.30% UR: 71.58% UF: 74.33% P: 71.94% R: 66.60% F: 69.17%
+2024-03-31 06:43:42 INFO test: loss: nan - UP: 68.00% UR: 68.54% UF: 68.27% P: 64.96% R: 65.48% F: 65.22%
+2024-03-31 06:43:42 INFO 0:00:03.498378s elapsed
+
+2024-03-31 06:43:42 INFO Epoch 56 / 5000:
+2024-03-31 06:43:44 INFO lr: 4.9440e-05 - loss: 0.0019 - UP: 97.69% UR: 95.63% UF: 96.65% P: 97.56% R: 95.50% F: 96.52%
+2024-03-31 06:43:45 INFO dev:  loss: 0.1273 - UP: 76.64% UR: 71.11% UF: 73.77% P: 71.18% R: 66.04% F: 68.52%
+2024-03-31 06:43:45 INFO test: loss: nan - UP: 67.47% UR: 70.21% UF: 68.82% P: 64.33% R: 66.95% F: 65.61%
+2024-03-31 06:43:45 INFO 0:00:03.503008s elapsed
+
+2024-03-31 06:43:45 INFO Epoch 57 / 5000:
+2024-03-31 06:43:48 INFO lr: 4.9430e-05 - loss: 0.0072 - UP: 97.73% UR: 96.01% UF: 96.87% P: 97.60% R: 95.88% F: 96.74%
+2024-03-31 06:43:48 INFO dev:  loss: 0.1406 - UP: 77.92% UR: 68.20% UF: 72.74% P: 73.10% R: 63.98% F: 68.23%
+2024-03-31 06:43:49 INFO test: loss: nan - UP: 70.15% UR: 67.83% UF: 68.97% P: 67.03% R: 64.81% F: 65.90%
+2024-03-31 06:43:49 INFO 0:00:03.495656s elapsed
+
+2024-03-31 06:43:49 INFO Epoch 58 / 5000:
+2024-03-31 06:43:51 INFO lr: 4.9420e-05 - loss: 0.0046 - UP: 98.00% UR: 96.40% UF: 97.19% P: 97.83% R: 96.23% F: 97.03%
+2024-03-31 06:43:52 INFO dev:  loss: 0.1459 - UP: 78.91% UR: 70.92% UF: 74.70% P: 73.28% R: 65.85% F: 69.37%
+2024-03-31 06:43:52 INFO test: loss: nan - UP: 68.88% UR: 67.78% UF: 68.33% P: 65.77% R: 64.73% F: 65.24%
+2024-03-31 06:43:52 INFO 0:00:03.502053s elapsed
+
+2024-03-31 06:43:52 INFO Epoch 59 / 5000:
+2024-03-31 06:43:55 INFO lr: 4.9410e-05 - loss: 0.0030 - UP: 98.17% UR: 96.51% UF: 97.34% P: 97.88% R: 96.22% F: 97.04%
+2024-03-31 06:43:55 INFO dev:  loss: 0.1355 - UP: 77.80% UR: 72.33% UF: 74.96% P: 72.45% R: 67.35% F: 69.81%
+2024-03-31 06:43:56 INFO test: loss: nan - UP: 68.27% UR: 69.59% UF: 68.92% P: 65.31% R: 66.57% F: 65.93%
+2024-03-31 06:43:56 INFO 0:00:03.504473s elapsed
+
+2024-03-31 06:43:56 INFO Epoch 60 / 5000:
+2024-03-31 06:43:59 INFO lr: 4.9400e-05 - loss: 0.0040 - UP: 97.79% UR: 95.07% UF: 96.41% P: 97.61% R: 94.89% F: 96.23%
+2024-03-31 06:43:59 INFO dev:  loss: 0.1387 - UP: 73.00% UR: 74.30% UF: 73.64% P: 68.76% R: 69.98% F: 69.36%
+2024-03-31 06:43:59 INFO test: loss: nan - UP: 64.85% UR: 74.11% UF: 69.17% P: 60.85% R: 69.54% F: 64.91%
+2024-03-31 06:43:59 INFO 0:00:03.510586s elapsed
+
+2024-03-31 06:43:59 INFO Epoch 61 / 5000:
+2024-03-31 06:44:02 INFO lr: 4.9390e-05 - loss: 0.0005 - UP: 95.56% UR: 93.61% UF: 94.58% P: 95.41% R: 93.46% F: 94.42%
+2024-03-31 06:44:02 INFO dev:  loss: 0.1341 - UP: 77.25% UR: 70.73% UF: 73.85% P: 71.72% R: 65.67% F: 68.56%
+2024-03-31 06:44:03 INFO test: loss: nan - UP: 66.67% UR: 69.46% UF: 68.03% P: 63.17% R: 65.81% F: 64.46%
+2024-03-31 06:44:03 INFO 0:00:03.515969s elapsed
+
+2024-03-31 06:44:03 INFO Epoch 62 / 5000:
+2024-03-31 06:44:06 INFO lr: 4.9380e-05 - loss: 0.0040 - UP: 96.64% UR: 94.35% UF: 95.48% P: 96.31% R: 94.02% F: 95.15%
+2024-03-31 06:44:06 INFO dev:  loss: 0.1439 - UP: 77.04% UR: 69.89% UF: 73.29% P: 72.18% R: 65.48% F: 68.67%
+2024-03-31 06:44:06 INFO test: loss: nan - UP: 67.42% UR: 67.87% UF: 67.64% P: 63.80% R: 64.22% F: 64.01%
+2024-03-31 06:44:06 INFO 0:00:03.511280s elapsed
+
+2024-03-31 06:44:06 INFO Epoch 63 / 5000:
+2024-03-31 06:44:09 INFO lr: 4.9370e-05 - loss: 0.0125 - UP: 96.30% UR: 93.75% UF: 95.01% P: 95.78% R: 93.25% F: 94.50%
+2024-03-31 06:44:09 INFO dev:  loss: 0.1845 - UP: 77.33% UR: 68.48% UF: 72.64% P: 70.66% R: 62.57% F: 66.37%
+2024-03-31 06:44:10 INFO test: loss: nan - UP: 66.40% UR: 66.40% UF: 66.40% P: 62.51% R: 62.51% F: 62.51%
+2024-03-31 06:44:10 INFO 0:00:03.502936s elapsed
+
+2024-03-31 06:44:10 INFO Epoch 64 / 5000:
+2024-03-31 06:44:13 INFO lr: 4.9360e-05 - loss: 0.0015 - UP: 95.52% UR: 91.42% UF: 93.42% P: 95.02% R: 90.94% F: 92.94%
+2024-03-31 06:44:13 INFO dev:  loss: 0.1368 - UP: 76.66% UR: 70.26% UF: 73.32% P: 71.14% R: 65.20% F: 68.04%
+2024-03-31 06:44:13 INFO test: loss: nan - UP: 66.73% UR: 68.41% UF: 67.56% P: 62.93% R: 64.52% F: 63.72%
+2024-03-31 06:44:13 INFO 0:00:03.516641s elapsed
+
+2024-03-31 06:44:21 INFO Epoch 34 saved
+2024-03-31 06:44:21 INFO dev:  UP: 82.05% UR: 69.04% UF: 74.99% P: 78.15% R: 65.76% F: 71.42%
+2024-03-31 06:44:21 INFO test: UP: 70.28% UR: 66.78% UF: 68.49% P: 67.28% R: 63.93% F: 65.56%
+2024-03-31 06:44:21 INFO 0:03:41.584538s elapsed, 0:00:03.462258s/epoch