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@@ -3114,3 +3114,5 @@ models/norec/sdp_bySentiment_desc/40/model_vi_norec_xlm_6 filter=lfs diff=lfs me
 models/norec/sdp_bySentiment_desc/40/model_vi_norec_xlm_9 filter=lfs diff=lfs merge=lfs -text
 models/norec/sdp_bySentiment_desc/60/model_vi_norec_xlm_6 filter=lfs diff=lfs merge=lfs -text
 models/norec/sdp_bySentiment_desc/60/model_vi_norec_xlm_9 filter=lfs diff=lfs merge=lfs -text
+models/norec/sdp_bySentiment_desc/80/model_vi_norec_xlm_6 filter=lfs diff=lfs merge=lfs -text
+models/norec/sdp_bySentiment_desc/80/model_vi_norec_xlm_9 filter=lfs diff=lfs merge=lfs -text

models/norec/sdp_bySentiment_desc/80/model_vi_norec_nbbert_9

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8c3345a02dcdab496a75613f6f841904ba83037d5ad24c928eea3f76f836ca0a
-size 773427909
+oid sha256:ec86d636f8c9da931852d108e0e80b1158a3c5bdacaa14127cb383120fc9bfd0
+size 773423479

models/norec/sdp_bySentiment_desc/80/model_vi_norec_nbbert_9.train.log

@@ -1,4 +1,4 @@
-2024-01-06 04:49:08 INFO 
+2024-03-29 09:18:56 INFO 
 ---------------------+-------------------------------
 Param                |             Value             
 ---------------------+-------------------------------
@@ -14,7 +14,7 @@ warmup               |              0.0
 update_steps         |               1               
 mode                 |             train             
 path                 | /home/marvin/structured-sentiment-analysis-bis/models/norec/sdp_bySentiment_desc/80/model_vi_norec_nbbert_9
-device               |               1               
+device               |               0               
 seed                 |               1               
 threads              |               16              
 local_rank           |               -1              
@@ -35,9 +35,458 @@ bert                 |      NbAiLab/nb-bert-base
 inference            |              mfvi             
 ---------------------+-------------------------------
 
-2024-01-06 04:49:08 INFO Building the fields
-2024-01-06 04:49:09 INFO CoNLL(
+2024-03-29 09:18:56 INFO Building the fields
+2024-03-29 09:18:57 INFO CoNLL(
  (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
  (labels): ChartField()
 )
-2024-01-06 04:49:09 INFO Building the model
+2024-03-29 09:18:57 INFO Building the model
+2024-03-29 09:18:59 INFO VISemanticDependencyModel(
+  (encoder): TransformerEmbedding(NbAiLab/nb-bert-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=0, 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)
+)
+
+2024-03-29 09:18:59 INFO Loading the data
+2024-03-29 09:19:04 INFO 
+train: Dataset(n_sentences=4554, n_batches=37, n_buckets=32)
+dev:   Dataset(n_sentences=820, n_batches=32, n_buckets=32)
+test:  Dataset(n_sentences=1272, n_batches=32, n_buckets=32)
+
+2024-03-29 09:19:04 INFO Epoch 1 / 5000:
+2024-03-29 09:19:14 INFO lr: 4.9990e-05 - loss: 0.2285 - UP:  2.48% UR:  4.94% UF:  3.30% P:  1.30% R:  2.59% F:  1.73%
+2024-03-29 09:19:15 INFO dev:  loss: 0.1880 - UP: 31.25% UR:  0.11% UF:  0.22% P: 25.00% R:  0.09% F:  0.18%
+2024-03-29 09:19:16 INFO test: loss: 0.1546 - UP: 16.39% UR:  0.13% UF:  0.27% P:  9.84% R:  0.08% F:  0.16%
+2024-03-29 09:19:18 INFO 0:00:11.450282s elapsed (saved)
+
+2024-03-29 09:19:18 INFO Epoch 2 / 5000:
+2024-03-29 09:19:28 INFO lr: 4.9980e-05 - loss: 0.0755 - UP: 30.54% UR:  3.79% UF:  6.74% P: 21.50% R:  2.66% F:  4.74%
+2024-03-29 09:19:28 INFO dev:  loss: 0.1660 - UP: 60.14% UR:  6.02% UF: 10.95% P: 49.89% R:  5.00% F:  9.08%
+2024-03-29 09:19:29 INFO test: loss: 0.1664 - UP: 38.48% UR:  5.74% UF:  9.98% P: 32.79% R:  4.89% F:  8.51%
+2024-03-29 09:19:33 INFO 0:00:10.783438s elapsed (saved)
+
+2024-03-29 09:19:33 INFO Epoch 3 / 5000:
+2024-03-29 09:19:43 INFO lr: 4.9970e-05 - loss: 0.0545 - UP: 48.22% UR:  8.09% UF: 13.86% P: 37.41% R:  6.28% F: 10.75%
+2024-03-29 09:19:43 INFO dev:  loss: 0.1448 - UP: 48.09% UR: 28.76% UF: 35.99% P: 39.56% R: 23.66% F: 29.61%
+2024-03-29 09:19:44 INFO test: loss: 0.1503 - UP: 30.58% UR: 26.44% UF: 28.36% P: 24.85% R: 21.49% F: 23.05%
+2024-03-29 09:19:48 INFO 0:00:10.758871s elapsed (saved)
+
+2024-03-29 09:19:48 INFO Epoch 4 / 5000:
+2024-03-29 09:19:58 INFO lr: 4.9960e-05 - loss: 0.0992 - UP: 54.71% UR: 18.08% UF: 27.18% P: 40.86% R: 13.50% F: 20.30%
+2024-03-29 09:19:58 INFO dev:  loss: 0.1412 - UP: 60.48% UR: 23.80% UF: 34.15% P: 48.32% R: 19.01% F: 27.29%
+2024-03-29 09:19:59 INFO test: loss: 0.1403 - UP: 39.84% UR: 24.00% UF: 29.96% P: 31.75% R: 19.13% F: 23.88%
+2024-03-29 09:19:59 INFO 0:00:10.780273s elapsed
+
+2024-03-29 09:19:59 INFO Epoch 5 / 5000:
+2024-03-29 09:20:09 INFO lr: 4.9950e-05 - loss: 0.0436 - UP: 62.07% UR: 22.13% UF: 32.63% P: 53.21% R: 18.97% F: 27.97%
+2024-03-29 09:20:09 INFO dev:  loss: 0.1264 - UP: 59.90% UR: 34.25% UF: 43.58% P: 49.72% R: 28.43% F: 36.18%
+2024-03-29 09:20:10 INFO test: loss: 0.1549 - UP: 36.88% UR: 30.53% UF: 33.41% P: 29.66% R: 24.56% F: 26.87%
+2024-03-29 09:20:15 INFO 0:00:10.837744s elapsed (saved)
+
+2024-03-29 09:20:15 INFO Epoch 6 / 5000:
+2024-03-29 09:20:24 INFO lr: 4.9940e-05 - loss: 0.1039 - UP: 64.94% UR: 25.98% UF: 37.11% P: 58.29% R: 23.32% F: 33.31%
+2024-03-29 09:20:25 INFO dev:  loss: 0.1194 - UP: 70.34% UR: 28.76% UF: 40.83% P: 60.17% R: 24.60% F: 34.92%
+2024-03-29 09:20:25 INFO test: loss: 0.1429 - UP: 44.74% UR: 27.68% UF: 34.20% P: 37.48% R: 23.18% F: 28.65%
+2024-03-29 09:20:25 INFO 0:00:10.884515s elapsed
+
+2024-03-29 09:20:25 INFO Epoch 7 / 5000:
+2024-03-29 09:20:35 INFO lr: 4.9930e-05 - loss: 0.0904 - UP: 67.47% UR: 30.45% UF: 41.96% P: 62.37% R: 28.14% F: 38.79%
+2024-03-29 09:20:36 INFO dev:  loss: 0.1148 - UP: 68.84% UR: 35.21% UF: 46.59% P: 59.60% R: 30.48% F: 40.34%
+2024-03-29 09:20:36 INFO test: loss: 0.1524 - UP: 45.41% UR: 33.32% UF: 38.44% P: 38.62% R: 28.34% F: 32.69%
+2024-03-29 09:20:40 INFO 0:00:10.945209s elapsed (saved)
+
+2024-03-29 09:20:40 INFO Epoch 8 / 5000:
+2024-03-29 09:20:50 INFO lr: 4.9920e-05 - loss: 0.0710 - UP: 70.76% UR: 36.52% UF: 48.18% P: 66.48% R: 34.32% F: 45.27%
+2024-03-29 09:20:51 INFO dev:  loss: 0.1438 - UP: 65.21% UR: 43.89% UF: 52.47% P: 55.40% R: 37.28% F: 44.57%
+2024-03-29 09:20:51 INFO test: loss: 0.1944 - UP: 43.22% UR: 41.80% UF: 42.50% P: 36.34% R: 35.15% F: 35.74%
+2024-03-29 09:20:56 INFO 0:00:10.956064s elapsed (saved)
+
+2024-03-29 09:20:56 INFO Epoch 9 / 5000:
+2024-03-29 09:21:05 INFO lr: 4.9910e-05 - loss: 0.0555 - UP: 71.24% UR: 42.20% UF: 53.01% P: 67.05% R: 39.72% F: 49.89%
+2024-03-29 09:21:06 INFO dev:  loss: 0.1448 - UP: 66.86% UR: 43.14% UF: 52.44% P: 58.96% R: 38.04% F: 46.24%
+2024-03-29 09:21:07 INFO test: loss: 0.1970 - UP: 45.54% UR: 42.18% UF: 43.80% P: 39.47% R: 36.55% F: 37.95%
+2024-03-29 09:21:11 INFO 0:00:10.917358s elapsed (saved)
+
+2024-03-29 09:21:11 INFO Epoch 10 / 5000:
+2024-03-29 09:21:20 INFO lr: 4.9900e-05 - loss: 0.0331 - UP: 71.53% UR: 42.71% UF: 53.48% P: 68.77% R: 41.06% F: 51.42%
+2024-03-29 09:21:21 INFO dev:  loss: 0.1314 - UP: 65.79% UR: 48.51% UF: 55.84% P: 56.69% R: 41.80% F: 48.12%
+2024-03-29 09:21:22 INFO test: loss: 0.2166 - UP: 43.72% UR: 46.51% UF: 45.07% P: 37.40% R: 39.80% F: 38.56%
+2024-03-29 09:21:26 INFO 0:00:10.918502s elapsed (saved)
+
+2024-03-29 09:21:26 INFO Epoch 11 / 5000:
+2024-03-29 09:21:35 INFO lr: 4.9890e-05 - loss: 0.0104 - UP: 74.56% UR: 48.25% UF: 58.59% P: 71.78% R: 46.45% F: 56.40%
+2024-03-29 09:21:36 INFO dev:  loss: 0.1723 - UP: 66.70% UR: 47.74% UF: 55.65% P: 57.88% R: 41.42% F: 48.29%
+2024-03-29 09:21:37 INFO test: loss: 0.2426 - UP: 46.04% UR: 46.89% UF: 46.46% P: 39.68% R: 40.41% F: 40.05%
+2024-03-29 09:21:41 INFO 0:00:10.950225s elapsed (saved)
+
+2024-03-29 09:21:41 INFO Epoch 12 / 5000:
+2024-03-29 09:21:51 INFO lr: 4.9880e-05 - loss: 0.0552 - UP: 75.24% UR: 52.50% UF: 61.84% P: 72.34% R: 50.48% F: 59.46%
+2024-03-29 09:21:51 INFO dev:  loss: 0.1537 - UP: 66.74% UR: 49.60% UF: 56.91% P: 58.06% R: 43.15% F: 49.51%
+2024-03-29 09:21:52 INFO test: loss: 0.2129 - UP: 46.20% UR: 48.16% UF: 47.16% P: 39.21% R: 40.87% F: 40.02%
+2024-03-29 09:21:56 INFO 0:00:10.940849s elapsed (saved)
+
+2024-03-29 09:21:56 INFO Epoch 13 / 5000:
+2024-03-29 09:22:05 INFO lr: 4.9870e-05 - loss: 0.0192 - UP: 76.32% UR: 53.08% UF: 62.62% P: 74.16% R: 51.58% F: 60.85%
+2024-03-29 09:22:06 INFO dev:  loss: 0.1828 - UP: 69.93% UR: 44.56% UF: 54.43% P: 59.54% R: 37.94% F: 46.35%
+2024-03-29 09:22:07 INFO test: loss: 0.2241 - UP: 48.59% UR: 42.70% UF: 45.46% P: 40.89% R: 35.93% F: 38.25%
+2024-03-29 09:22:07 INFO 0:00:10.907116s elapsed
+
+2024-03-29 09:22:07 INFO Epoch 14 / 5000:
+2024-03-29 09:22:16 INFO lr: 4.9860e-05 - loss: 0.0271 - UP: 78.60% UR: 57.42% UF: 66.36% P: 75.76% R: 55.36% F: 63.97%
+2024-03-29 09:22:17 INFO dev:  loss: 0.1560 - UP: 62.91% UR: 54.79% UF: 58.57% P: 54.58% R: 47.54% F: 50.82%
+2024-03-29 09:22:18 INFO test: loss: 0.2460 - UP: 44.27% UR: 54.04% UF: 48.67% P: 37.60% R: 45.91% F: 41.34%
+2024-03-29 09:22:22 INFO 0:00:11.048688s elapsed (saved)
+
+2024-03-29 09:22:22 INFO Epoch 15 / 5000:
+2024-03-29 09:22:32 INFO lr: 4.9850e-05 - loss: 0.0463 - UP: 80.92% UR: 60.65% UF: 69.33% P: 78.32% R: 58.70% F: 67.11%
+2024-03-29 09:22:32 INFO dev:  loss: 0.1655 - UP: 64.34% UR: 55.93% UF: 59.84% P: 55.85% R: 48.54% F: 51.94%
+2024-03-29 09:22:33 INFO test: loss: 0.2751 - UP: 44.73% UR: 54.12% UF: 48.98% P: 38.16% R: 46.18% F: 41.79%
+2024-03-29 09:22:37 INFO 0:00:11.080604s elapsed (saved)
+
+2024-03-29 09:22:37 INFO Epoch 16 / 5000:
+2024-03-29 09:22:47 INFO lr: 4.9840e-05 - loss: 0.0265 - UP: 80.68% UR: 62.07% UF: 70.16% P: 78.50% R: 60.39% F: 68.26%
+2024-03-29 09:22:47 INFO dev:  loss: 0.2491 - UP: 61.13% UR: 58.64% UF: 59.86% P: 52.35% R: 50.22% F: 51.26%
+2024-03-29 09:22:48 INFO test: loss: 0.2961 - UP: 41.49% UR: 57.31% UF: 48.13% P: 35.31% R: 48.77% F: 40.97%
+2024-03-29 09:22:48 INFO 0:00:10.949357s elapsed
+
+2024-03-29 09:22:48 INFO Epoch 17 / 5000:
+2024-03-29 09:22:58 INFO lr: 4.9830e-05 - loss: 0.0378 - UP: 76.69% UR: 62.66% UF: 68.97% P: 74.91% R: 61.21% F: 67.37%
+2024-03-29 09:22:58 INFO dev:  loss: 0.1610 - UP: 62.61% UR: 56.40% UF: 59.34% P: 54.44% R: 49.04% F: 51.60%
+2024-03-29 09:22:59 INFO test: loss: 0.2853 - UP: 42.66% UR: 54.97% UF: 48.04% P: 36.15% R: 46.58% F: 40.71%
+2024-03-29 09:22:59 INFO 0:00:11.035522s elapsed
+
+2024-03-29 09:22:59 INFO Epoch 18 / 5000:
+2024-03-29 09:23:09 INFO lr: 4.9820e-05 - loss: 0.0405 - UP: 83.95% UR: 62.11% UF: 71.40% P: 82.58% R: 61.10% F: 70.24%
+2024-03-29 09:23:10 INFO dev:  loss: 0.1898 - UP: 65.54% UR: 52.94% UF: 58.57% P: 56.67% R: 45.78% F: 50.65%
+2024-03-29 09:23:11 INFO test: loss: 0.2612 - UP: 44.95% UR: 51.29% UF: 47.91% P: 38.38% R: 43.79% F: 40.91%
+2024-03-29 09:23:11 INFO 0:00:11.259312s elapsed
+
+2024-03-29 09:23:11 INFO Epoch 19 / 5000:
+2024-03-29 09:23:21 INFO lr: 4.9810e-05 - loss: 0.0272 - UP: 82.30% UR: 66.99% UF: 73.86% P: 80.79% R: 65.76% F: 72.50%
+2024-03-29 09:23:21 INFO dev:  loss: 0.1520 - UP: 68.95% UR: 47.04% UF: 55.93% P: 60.19% R: 41.06% F: 48.82%
+2024-03-29 09:23:22 INFO test: loss: 0.2599 - UP: 48.31% UR: 46.23% UF: 47.25% P: 41.92% R: 40.12% F: 41.00%
+2024-03-29 09:23:22 INFO 0:00:11.660070s elapsed
+
+2024-03-29 09:23:22 INFO Epoch 20 / 5000:
+2024-03-29 09:23:32 INFO lr: 4.9800e-05 - loss: 0.0362 - UP: 83.87% UR: 70.77% UF: 76.77% P: 82.74% R: 69.82% F: 75.73%
+2024-03-29 09:23:33 INFO dev:  loss: 0.1828 - UP: 69.12% UR: 49.96% UF: 58.00% P: 59.92% R: 43.31% F: 50.27%
+2024-03-29 09:23:34 INFO test: loss: 0.2661 - UP: 46.95% UR: 48.49% UF: 47.71% P: 40.38% R: 41.71% F: 41.03%
+2024-03-29 09:23:34 INFO 0:00:11.627794s elapsed
+
+2024-03-29 09:23:34 INFO Epoch 21 / 5000:
+2024-03-29 09:23:44 INFO lr: 4.9790e-05 - loss: 0.0115 - UP: 85.33% UR: 73.50% UF: 78.98% P: 84.43% R: 72.73% F: 78.15%
+2024-03-29 09:23:44 INFO dev:  loss: 0.2237 - UP: 65.77% UR: 55.02% UF: 59.92% P: 56.13% R: 46.96% F: 51.14%
+2024-03-29 09:23:45 INFO test: loss: 0.3183 - UP: 44.55% UR: 53.94% UF: 48.80% P: 38.18% R: 46.23% F: 41.82%
+2024-03-29 09:23:45 INFO 0:00:11.460788s elapsed
+
+2024-03-29 09:23:45 INFO Epoch 22 / 5000:
+2024-03-29 09:23:55 INFO lr: 4.9780e-05 - loss: 0.0139 - UP: 83.45% UR: 71.17% UF: 76.82% P: 81.51% R: 69.51% F: 75.04%
+2024-03-29 09:23:56 INFO dev:  loss: 0.2090 - UP: 62.37% UR: 57.22% UF: 59.69% P: 53.21% R: 48.82% F: 50.92%
+2024-03-29 09:23:57 INFO test: loss: 0.3310 - UP: 42.29% UR: 56.34% UF: 48.31% P: 36.18% R: 48.21% F: 41.34%
+2024-03-29 09:23:57 INFO 0:00:11.324964s elapsed
+
+2024-03-29 09:23:57 INFO Epoch 23 / 5000:
+2024-03-29 09:24:06 INFO lr: 4.9770e-05 - loss: 0.0202 - UP: 82.80% UR: 68.66% UF: 75.07% P: 81.60% R: 67.66% F: 73.98%
+2024-03-29 09:24:07 INFO dev:  loss: 0.1836 - UP: 65.47% UR: 52.30% UF: 58.14% P: 56.67% R: 45.27% F: 50.33%
+2024-03-29 09:24:08 INFO test: loss: 0.2953 - UP: 45.65% UR: 52.44% UF: 48.81% P: 38.69% R: 44.44% F: 41.37%
+2024-03-29 09:24:08 INFO 0:00:11.220793s elapsed
+
+2024-03-29 09:24:08 INFO Epoch 24 / 5000:
+2024-03-29 09:24:18 INFO lr: 4.9760e-05 - loss: 0.0138 - UP: 84.89% UR: 70.80% UF: 77.21% P: 83.80% R: 69.89% F: 76.22%
+2024-03-29 09:24:18 INFO dev:  loss: 0.2075 - UP: 68.82% UR: 50.30% UF: 58.12% P: 59.11% R: 43.21% F: 49.92%
+2024-03-29 09:24:19 INFO test: loss: 0.2665 - UP: 46.79% UR: 48.25% UF: 47.51% P: 39.72% R: 40.95% F: 40.33%
+2024-03-29 09:24:19 INFO 0:00:11.232397s elapsed
+
+2024-03-29 09:24:19 INFO Epoch 25 / 5000:
+2024-03-29 09:24:29 INFO lr: 4.9750e-05 - loss: 0.0100 - UP: 86.36% UR: 75.59% UF: 80.62% P: 85.34% R: 74.70% F: 79.67%
+2024-03-29 09:24:30 INFO dev:  loss: 0.2190 - UP: 62.51% UR: 61.14% UF: 61.82% P: 53.40% R: 52.23% F: 52.81%
+2024-03-29 09:24:30 INFO test: loss: 0.3215 - UP: 43.12% UR: 60.31% UF: 50.29% P: 36.76% R: 51.41% F: 42.87%
+2024-03-29 09:24:35 INFO 0:00:11.263885s elapsed (saved)
+
+2024-03-29 09:24:35 INFO Epoch 26 / 5000:
+2024-03-29 09:24:44 INFO lr: 4.9740e-05 - loss: 0.0248 - UP: 87.63% UR: 76.35% UF: 81.60% P: 86.85% R: 75.66% F: 80.87%
+2024-03-29 09:24:45 INFO dev:  loss: 0.2187 - UP: 64.27% UR: 56.67% UF: 60.23% P: 55.36% R: 48.81% F: 51.88%
+2024-03-29 09:24:46 INFO test: loss: 0.3235 - UP: 45.16% UR: 56.57% UF: 50.22% P: 38.68% R: 48.45% F: 43.02%
+2024-03-29 09:24:46 INFO 0:00:10.910794s elapsed
+
+2024-03-29 09:24:46 INFO Epoch 27 / 5000:
+2024-03-29 09:24:55 INFO lr: 4.9730e-05 - loss: 0.0194 - UP: 86.70% UR: 74.16% UF: 79.94% P: 85.95% R: 73.52% F: 79.25%
+2024-03-29 09:24:56 INFO dev:  loss: 0.2279 - UP: 69.37% UR: 48.84% UF: 57.33% P: 60.07% R: 42.29% F: 49.64%
+2024-03-29 09:24:57 INFO test: loss: 0.3139 - UP: 47.88% UR: 48.92% UF: 48.40% P: 40.80% R: 41.69% F: 41.24%
+2024-03-29 09:24:57 INFO 0:00:10.914503s elapsed
+
+2024-03-29 09:24:57 INFO Epoch 28 / 5000:
+2024-03-29 09:25:06 INFO lr: 4.9720e-05 - loss: 0.0279 - UP: 87.14% UR: 77.19% UF: 81.86% P: 86.46% R: 76.59% F: 81.22%
+2024-03-29 09:25:07 INFO dev:  loss: 0.2058 - UP: 63.41% UR: 57.57% UF: 60.35% P: 54.61% R: 49.59% F: 51.98%
+2024-03-29 09:25:08 INFO test: loss: 0.3560 - UP: 44.60% UR: 57.93% UF: 50.40% P: 38.21% R: 49.64% F: 43.18%
+2024-03-29 09:25:08 INFO 0:00:11.035740s elapsed
+
+2024-03-29 09:25:08 INFO Epoch 29 / 5000:
+2024-03-29 09:25:17 INFO lr: 4.9710e-05 - loss: 0.0211 - UP: 88.82% UR: 80.60% UF: 84.51% P: 88.19% R: 80.02% F: 83.91%
+2024-03-29 09:25:18 INFO dev:  loss: 0.2628 - UP: 67.73% UR: 52.58% UF: 59.20% P: 58.71% R: 45.57% F: 51.31%
+2024-03-29 09:25:19 INFO test: loss: 0.4059 - UP: 46.28% UR: 51.43% UF: 48.72% P: 39.82% R: 44.25% F: 41.92%
+2024-03-29 09:25:19 INFO 0:00:11.314529s elapsed
+
+2024-03-29 09:25:19 INFO Epoch 30 / 5000:
+2024-03-29 09:25:30 INFO lr: 4.9700e-05 - loss: 0.0244 - UP: 86.14% UR: 77.33% UF: 81.50% P: 84.59% R: 75.94% F: 80.04%
+2024-03-29 09:25:30 INFO dev:  loss: 0.2443 - UP: 61.69% UR: 60.83% UF: 61.26% P: 52.97% R: 52.24% F: 52.60%
+2024-03-29 09:25:31 INFO test: loss: 0.3886 - UP: 41.98% UR: 60.15% UF: 49.45% P: 35.61% R: 51.02% F: 41.94%
+2024-03-29 09:25:31 INFO 0:00:12.293633s elapsed
+
+2024-03-29 09:25:31 INFO Epoch 31 / 5000:
+2024-03-29 09:25:41 INFO lr: 4.9690e-05 - loss: 0.0849 - UP: 86.80% UR: 75.82% UF: 80.93% P: 85.98% R: 75.10% F: 80.17%
+2024-03-29 09:25:42 INFO dev:  loss: 0.2176 - UP: 74.08% UR: 36.84% UF: 49.21% P: 64.24% R: 31.95% F: 42.68%
+2024-03-29 09:25:43 INFO test: loss: 0.2616 - UP: 51.20% UR: 36.36% UF: 42.53% P: 43.85% R: 31.14% F: 36.42%
+2024-03-29 09:25:43 INFO 0:00:11.369859s elapsed
+
+2024-03-29 09:25:43 INFO Epoch 32 / 5000:
+2024-03-29 09:25:52 INFO lr: 4.9680e-05 - loss: 0.0245 - UP: 86.30% UR: 73.29% UF: 79.27% P: 85.04% R: 72.22% F: 78.11%
+2024-03-29 09:25:53 INFO dev:  loss: 0.1954 - UP: 65.78% UR: 52.71% UF: 58.52% P: 56.95% R: 45.64% F: 50.67%
+2024-03-29 09:25:54 INFO test: loss: 0.2604 - UP: 46.35% UR: 52.06% UF: 49.04% P: 39.30% R: 44.14% F: 41.58%
+2024-03-29 09:25:54 INFO 0:00:11.372537s elapsed
+
+2024-03-29 09:25:54 INFO Epoch 33 / 5000:
+2024-03-29 09:26:04 INFO lr: 4.9670e-05 - loss: 0.0184 - UP: 87.30% UR: 80.22% UF: 83.61% P: 86.50% R: 79.49% F: 82.85%
+2024-03-29 09:26:04 INFO dev:  loss: 0.2442 - UP: 66.11% UR: 52.08% UF: 58.26% P: 57.18% R: 45.04% F: 50.39%
+2024-03-29 09:26:05 INFO test: loss: 0.3079 - UP: 47.10% UR: 51.99% UF: 49.43% P: 39.82% R: 43.96% F: 41.79%
+2024-03-29 09:26:05 INFO 0:00:11.329587s elapsed
+
+2024-03-29 09:26:05 INFO Epoch 34 / 5000:
+2024-03-29 09:26:15 INFO lr: 4.9660e-05 - loss: 0.0290 - UP: 90.29% UR: 82.02% UF: 85.96% P: 89.54% R: 81.34% F: 85.25%
+2024-03-29 09:26:16 INFO dev:  loss: 0.2329 - UP: 63.06% UR: 57.97% UF: 60.41% P: 55.42% R: 50.94% F: 53.08%
+2024-03-29 09:26:17 INFO test: loss: 0.3632 - UP: 44.37% UR: 58.55% UF: 50.48% P: 37.99% R: 50.12% F: 43.22%
+2024-03-29 09:26:21 INFO 0:00:11.296058s elapsed (saved)
+
+2024-03-29 09:26:21 INFO Epoch 35 / 5000:
+2024-03-29 09:26:30 INFO lr: 4.9650e-05 - loss: 0.0191 - UP: 90.02% UR: 83.16% UF: 86.45% P: 89.52% R: 82.70% F: 85.97%
+2024-03-29 09:26:31 INFO dev:  loss: 0.2350 - UP: 65.29% UR: 57.65% UF: 61.23% P: 57.50% R: 50.77% F: 53.93%
+2024-03-29 09:26:32 INFO test: loss: 0.3647 - UP: 45.06% UR: 56.88% UF: 50.29% P: 38.41% R: 48.48% F: 42.86%
+2024-03-29 09:26:37 INFO 0:00:10.901731s elapsed (saved)
+
+2024-03-29 09:26:37 INFO Epoch 36 / 5000:
+2024-03-29 09:26:46 INFO lr: 4.9640e-05 - loss: 0.0118 - UP: 90.81% UR: 85.64% UF: 88.15% P: 90.34% R: 85.20% F: 87.69%
+2024-03-29 09:26:47 INFO dev:  loss: 0.2597 - UP: 64.50% UR: 59.55% UF: 61.92% P: 55.51% R: 51.25% F: 53.29%
+2024-03-29 09:26:47 INFO test: loss: 0.4083 - UP: 43.97% UR: 58.19% UF: 50.09% P: 36.97% R: 48.92% F: 42.12%
+2024-03-29 09:26:47 INFO 0:00:10.858795s elapsed
+
+2024-03-29 09:26:47 INFO Epoch 37 / 5000:
+2024-03-29 09:26:57 INFO lr: 4.9630e-05 - loss: 0.0102 - UP: 91.31% UR: 83.85% UF: 87.42% P: 90.78% R: 83.36% F: 86.91%
+2024-03-29 09:26:58 INFO dev:  loss: 0.2316 - UP: 62.04% UR: 59.43% UF: 60.71% P: 54.25% R: 51.97% F: 53.08%
+2024-03-29 09:26:58 INFO test: loss: 0.3935 - UP: 43.37% UR: 59.37% UF: 50.12% P: 36.58% R: 50.08% F: 42.28%
+2024-03-29 09:26:58 INFO 0:00:10.939266s elapsed
+
+2024-03-29 09:26:58 INFO Epoch 38 / 5000:
+2024-03-29 09:27:08 INFO lr: 4.9620e-05 - loss: 0.0088 - UP: 89.92% UR: 85.19% UF: 87.49% P: 89.32% R: 84.61% F: 86.90%
+2024-03-29 09:27:09 INFO dev:  loss: 0.2384 - UP: 65.92% UR: 56.08% UF: 60.61% P: 58.06% R: 49.40% F: 53.38%
+2024-03-29 09:27:09 INFO test: loss: 0.3947 - UP: 45.85% UR: 56.49% UF: 50.62% P: 38.99% R: 48.03% F: 43.04%
+2024-03-29 09:27:09 INFO 0:00:11.049141s elapsed
+
+2024-03-29 09:27:09 INFO Epoch 39 / 5000:
+2024-03-29 09:27:19 INFO lr: 4.9610e-05 - loss: 0.0143 - UP: 91.81% UR: 84.89% UF: 88.22% P: 91.43% R: 84.54% F: 87.85%
+2024-03-29 09:27:20 INFO dev:  loss: 0.2398 - UP: 63.45% UR: 59.33% UF: 61.32% P: 55.57% R: 51.97% F: 53.71%
+2024-03-29 09:27:21 INFO test: loss: 0.3974 - UP: 44.79% UR: 59.38% UF: 51.07% P: 37.43% R: 49.62% F: 42.67%
+2024-03-29 09:27:21 INFO 0:00:11.321570s elapsed
+
+2024-03-29 09:27:21 INFO Epoch 40 / 5000:
+2024-03-29 09:27:31 INFO lr: 4.9600e-05 - loss: 0.0055 - UP: 91.88% UR: 87.77% UF: 89.78% P: 91.55% R: 87.45% F: 89.45%
+2024-03-29 09:27:32 INFO dev:  loss: 0.2766 - UP: 63.58% UR: 59.30% UF: 61.36% P: 56.01% R: 52.24% F: 54.06%
+2024-03-29 09:27:32 INFO test: loss: 0.4150 - UP: 43.89% UR: 59.96% UF: 50.68% P: 37.06% R: 50.63% F: 42.80%
+2024-03-29 09:27:36 INFO 0:00:11.734070s elapsed (saved)
+
+2024-03-29 09:27:36 INFO Epoch 41 / 5000:
+2024-03-29 09:27:46 INFO lr: 4.9590e-05 - loss: 0.0077 - UP: 92.06% UR: 87.86% UF: 89.91% P: 91.65% R: 87.47% F: 89.51%
+2024-03-29 09:27:47 INFO dev:  loss: 0.2394 - UP: 65.49% UR: 56.64% UF: 60.74% P: 57.66% R: 49.86% F: 53.47%
+2024-03-29 09:27:47 INFO test: loss: 0.3545 - UP: 45.77% UR: 57.14% UF: 50.83% P: 38.60% R: 48.18% F: 42.86%
+2024-03-29 09:27:47 INFO 0:00:11.032414s elapsed
+
+2024-03-29 09:27:47 INFO Epoch 42 / 5000:
+2024-03-29 09:27:57 INFO lr: 4.9580e-05 - loss: 0.0037 - UP: 92.84% UR: 88.65% UF: 90.70% P: 92.47% R: 88.30% F: 90.34%
+2024-03-29 09:27:58 INFO dev:  loss: 0.3004 - UP: 64.27% UR: 57.28% UF: 60.57% P: 56.16% R: 50.05% F: 52.93%
+2024-03-29 09:27:58 INFO test: loss: 0.3890 - UP: 44.92% UR: 58.13% UF: 50.68% P: 37.69% R: 48.77% F: 42.52%
+2024-03-29 09:27:58 INFO 0:00:11.069755s elapsed
+
+2024-03-29 09:27:58 INFO Epoch 43 / 5000:
+2024-03-29 09:28:08 INFO lr: 4.9570e-05 - loss: 0.0248 - UP: 90.56% UR: 85.02% UF: 87.70% P: 90.00% R: 84.50% F: 87.16%
+2024-03-29 09:28:09 INFO dev:  loss: 0.2632 - UP: 63.85% UR: 56.65% UF: 60.03% P: 55.10% R: 48.89% F: 51.81%
+2024-03-29 09:28:10 INFO test: loss: 0.3601 - UP: 43.43% UR: 55.52% UF: 48.74% P: 36.44% R: 46.58% F: 40.89%
+2024-03-29 09:28:10 INFO 0:00:11.156377s elapsed
+
+2024-03-29 09:28:10 INFO Epoch 44 / 5000:
+2024-03-29 09:28:19 INFO lr: 4.9560e-05 - loss: 0.0090 - UP: 89.30% UR: 77.47% UF: 82.97% P: 88.53% R: 76.81% F: 82.26%
+2024-03-29 09:28:20 INFO dev:  loss: 0.2793 - UP: 63.19% UR: 56.64% UF: 59.74% P: 54.42% R: 48.78% F: 51.45%
+2024-03-29 09:28:21 INFO test: loss: 0.3125 - UP: 44.31% UR: 56.89% UF: 49.82% P: 36.86% R: 47.33% F: 41.45%
+2024-03-29 09:28:21 INFO 0:00:11.262320s elapsed
+
+2024-03-29 09:28:21 INFO Epoch 45 / 5000:
+2024-03-29 09:28:31 INFO lr: 4.9550e-05 - loss: 0.0599 - UP: 80.79% UR: 68.69% UF: 74.25% P: 79.58% R: 67.66% F: 73.14%
+2024-03-29 09:28:31 INFO dev:  loss: 0.1735 - UP: 60.61% UR: 57.32% UF: 58.92% P: 51.93% R: 49.11% F: 50.48%
+2024-03-29 09:28:32 INFO test: loss: 0.1897 - UP: 39.48% UR: 55.12% UF: 46.00% P: 33.24% R: 46.41% F: 38.73%
+2024-03-29 09:28:32 INFO 0:00:11.417774s elapsed
+
+2024-03-29 09:28:32 INFO Epoch 46 / 5000:
+2024-03-29 09:28:42 INFO lr: 4.9540e-05 - loss: 0.0148 - UP: 86.69% UR: 76.86% UF: 81.48% P: 85.43% R: 75.74% F: 80.29%
+2024-03-29 09:28:43 INFO dev:  loss: 0.2082 - UP: 67.80% UR: 51.60% UF: 58.60% P: 59.08% R: 44.96% F: 51.07%
+2024-03-29 09:28:44 INFO test: loss: 0.2501 - UP: 45.84% UR: 51.79% UF: 48.63% P: 38.97% R: 44.04% F: 41.35%
+2024-03-29 09:28:44 INFO 0:00:11.529996s elapsed
+
+2024-03-29 09:28:44 INFO Epoch 47 / 5000:
+2024-03-29 09:28:54 INFO lr: 4.9530e-05 - loss: 0.0194 - UP: 89.07% UR: 76.61% UF: 82.37% P: 88.48% R: 76.10% F: 81.83%
+2024-03-29 09:28:54 INFO dev:  loss: 0.2179 - UP: 65.84% UR: 56.67% UF: 60.91% P: 57.91% R: 49.85% F: 53.58%
+2024-03-29 09:28:55 INFO test: loss: 0.2526 - UP: 44.88% UR: 54.75% UF: 49.33% P: 37.96% R: 46.31% F: 41.72%
+2024-03-29 09:28:55 INFO 0:00:11.492946s elapsed
+
+2024-03-29 09:28:55 INFO Epoch 48 / 5000:
+2024-03-29 09:29:05 INFO lr: 4.9520e-05 - loss: 0.0069 - UP: 90.98% UR: 85.11% UF: 87.95% P: 90.49% R: 84.65% F: 87.48%
+2024-03-29 09:29:06 INFO dev:  loss: 0.2386 - UP: 66.43% UR: 52.48% UF: 58.64% P: 58.40% R: 46.13% F: 51.54%
+2024-03-29 09:29:07 INFO test: loss: 0.2805 - UP: 46.57% UR: 52.07% UF: 49.17% P: 40.03% R: 44.76% F: 42.27%
+2024-03-29 09:29:07 INFO 0:00:11.419362s elapsed
+
+2024-03-29 09:29:07 INFO Epoch 49 / 5000:
+2024-03-29 09:29:17 INFO lr: 4.9510e-05 - loss: 0.0280 - UP: 90.31% UR: 84.76% UF: 87.45% P: 88.98% R: 83.52% F: 86.16%
+2024-03-29 09:29:17 INFO dev:  loss: 0.2264 - UP: 68.23% UR: 47.22% UF: 55.81% P: 59.78% R: 41.38% F: 48.91%
+2024-03-29 09:29:18 INFO test: loss: 0.2601 - UP: 47.98% UR: 47.33% UF: 47.66% P: 40.82% R: 40.27% F: 40.54%
+2024-03-29 09:29:18 INFO 0:00:11.414432s elapsed
+
+2024-03-29 09:29:18 INFO Epoch 50 / 5000:
+2024-03-29 09:29:28 INFO lr: 4.9500e-05 - loss: 0.0092 - UP: 90.79% UR: 84.95% UF: 87.77% P: 90.13% R: 84.33% F: 87.14%
+2024-03-29 09:29:29 INFO dev:  loss: 0.2338 - UP: 65.76% UR: 55.29% UF: 60.07% P: 57.01% R: 47.94% F: 52.09%
+2024-03-29 09:29:29 INFO test: loss: 0.2756 - UP: 45.33% UR: 54.56% UF: 49.52% P: 38.56% R: 46.42% F: 42.13%
+2024-03-29 09:29:29 INFO 0:00:11.357788s elapsed
+
+2024-03-29 09:29:29 INFO Epoch 51 / 5000:
+2024-03-29 09:29:39 INFO lr: 4.9490e-05 - loss: 0.0093 - UP: 91.45% UR: 86.33% UF: 88.82% P: 90.78% R: 85.70% F: 88.17%
+2024-03-29 09:29:40 INFO dev:  loss: 0.2566 - UP: 64.03% UR: 57.32% UF: 60.49% P: 55.60% R: 49.78% F: 52.53%
+2024-03-29 09:29:41 INFO test: loss: 0.3201 - UP: 43.74% UR: 57.11% UF: 49.54% P: 37.04% R: 48.36% F: 41.95%
+2024-03-29 09:29:41 INFO 0:00:11.314716s elapsed
+
+2024-03-29 09:29:41 INFO Epoch 52 / 5000:
+2024-03-29 09:29:51 INFO lr: 4.9480e-05 - loss: 0.0142 - UP: 92.46% UR: 87.67% UF: 90.00% P: 92.08% R: 87.31% F: 89.64%
+2024-03-29 09:29:51 INFO dev:  loss: 0.2530 - UP: 65.21% UR: 57.26% UF: 60.97% P: 56.68% R: 49.77% F: 53.00%
+2024-03-29 09:29:52 INFO test: loss: 0.3174 - UP: 45.23% UR: 57.51% UF: 50.63% P: 38.42% R: 48.86% F: 43.01%
+2024-03-29 09:29:52 INFO 0:00:11.297154s elapsed
+
+2024-03-29 09:29:52 INFO Epoch 53 / 5000:
+2024-03-29 09:30:02 INFO lr: 4.9470e-05 - loss: 0.0103 - UP: 92.83% UR: 89.40% UF: 91.08% P: 92.57% R: 89.14% F: 90.82%
+2024-03-29 09:30:02 INFO dev:  loss: 0.2694 - UP: 65.47% UR: 56.36% UF: 60.57% P: 57.46% R: 49.45% F: 53.15%
+2024-03-29 09:30:03 INFO test: loss: 0.3238 - UP: 45.66% UR: 55.88% UF: 50.26% P: 38.80% R: 47.48% F: 42.70%
+2024-03-29 09:30:03 INFO 0:00:11.254147s elapsed
+
+2024-03-29 09:30:03 INFO Epoch 54 / 5000:
+2024-03-29 09:30:13 INFO lr: 4.9460e-05 - loss: 0.0063 - UP: 93.19% UR: 90.90% UF: 92.03% P: 92.94% R: 90.65% F: 91.78%
+2024-03-29 09:30:14 INFO dev:  loss: 0.2899 - UP: 65.95% UR: 57.90% UF: 61.66% P: 56.58% R: 49.68% F: 52.91%
+2024-03-29 09:30:15 INFO test: loss: 0.3557 - UP: 46.14% UR: 57.35% UF: 51.14% P: 38.28% R: 47.58% F: 42.42%
+2024-03-29 09:30:15 INFO 0:00:11.263045s elapsed
+
+2024-03-29 09:30:15 INFO Epoch 55 / 5000:
+2024-03-29 09:30:24 INFO lr: 4.9450e-05 - loss: 0.0139 - UP: 93.36% UR: 88.72% UF: 90.98% P: 92.64% R: 88.04% F: 90.28%
+2024-03-29 09:30:25 INFO dev:  loss: 0.2689 - UP: 62.89% UR: 60.42% UF: 61.63% P: 54.13% R: 52.00% F: 53.05%
+2024-03-29 09:30:26 INFO test: loss: 0.3390 - UP: 42.93% UR: 59.64% UF: 49.93% P: 36.52% R: 50.73% F: 42.47%
+2024-03-29 09:30:26 INFO 0:00:11.281205s elapsed
+
+2024-03-29 09:30:26 INFO Epoch 56 / 5000:
+2024-03-29 09:30:36 INFO lr: 4.9440e-05 - loss: 0.0028 - UP: 93.92% UR: 89.26% UF: 91.53% P: 93.58% R: 88.93% F: 91.19%
+2024-03-29 09:30:36 INFO dev:  loss: 0.2777 - UP: 63.96% UR: 60.05% UF: 61.94% P: 55.08% R: 51.72% F: 53.35%
+2024-03-29 09:30:37 INFO test: loss: 0.3324 - UP: 43.62% UR: 58.45% UF: 49.96% P: 37.19% R: 49.84% F: 42.59%
+2024-03-29 09:30:37 INFO 0:00:11.311018s elapsed
+
+2024-03-29 09:30:37 INFO Epoch 57 / 5000:
+2024-03-29 09:30:47 INFO lr: 4.9430e-05 - loss: 0.0079 - UP: 93.30% UR: 89.79% UF: 91.51% P: 93.04% R: 89.54% F: 91.26%
+2024-03-29 09:30:48 INFO dev:  loss: 0.2880 - UP: 64.94% UR: 56.54% UF: 60.45% P: 57.14% R: 49.75% F: 53.19%
+2024-03-29 09:30:48 INFO test: loss: 0.3896 - UP: 44.94% UR: 56.00% UF: 49.87% P: 38.65% R: 48.17% F: 42.89%
+2024-03-29 09:30:48 INFO 0:00:11.271704s elapsed
+
+2024-03-29 09:30:48 INFO Epoch 58 / 5000:
+2024-03-29 09:30:58 INFO lr: 4.9420e-05 - loss: 0.0054 - UP: 92.23% UR: 88.34% UF: 90.24% P: 91.71% R: 87.84% F: 89.73%
+2024-03-29 09:30:59 INFO dev:  loss: 0.2632 - UP: 66.56% UR: 53.81% UF: 59.51% P: 57.25% R: 46.28% F: 51.19%
+2024-03-29 09:31:00 INFO test: loss: 0.2849 - UP: 46.42% UR: 54.01% UF: 49.93% P: 39.28% R: 45.71% F: 42.25%
+2024-03-29 09:31:00 INFO 0:00:11.238546s elapsed
+
+2024-03-29 09:31:00 INFO Epoch 59 / 5000:
+2024-03-29 09:31:09 INFO lr: 4.9410e-05 - loss: 0.0029 - UP: 93.29% UR: 89.59% UF: 91.40% P: 92.97% R: 89.29% F: 91.09%
+2024-03-29 09:31:10 INFO dev:  loss: 0.2775 - UP: 65.67% UR: 55.45% UF: 60.13% P: 56.85% R: 48.00% F: 52.05%
+2024-03-29 09:31:11 INFO test: loss: 0.2993 - UP: 46.50% UR: 55.41% UF: 50.57% P: 39.69% R: 47.29% F: 43.16%
+2024-03-29 09:31:11 INFO 0:00:11.295261s elapsed
+
+2024-03-29 09:31:11 INFO Epoch 60 / 5000:
+2024-03-29 09:31:21 INFO lr: 4.9400e-05 - loss: 0.0017 - UP: 94.33% UR: 91.64% UF: 92.97% P: 94.04% R: 91.36% F: 92.68%
+2024-03-29 09:31:21 INFO dev:  loss: 0.3052 - UP: 66.42% UR: 56.03% UF: 60.78% P: 57.77% R: 48.73% F: 52.87%
+2024-03-29 09:31:22 INFO test: loss: 0.3394 - UP: 46.33% UR: 55.60% UF: 50.54% P: 39.25% R: 47.11% F: 42.82%
+2024-03-29 09:31:22 INFO 0:00:11.270704s elapsed
+
+2024-03-29 09:31:22 INFO Epoch 61 / 5000:
+2024-03-29 09:31:32 INFO lr: 4.9390e-05 - loss: 0.0012 - UP: 94.80% UR: 92.06% UF: 93.41% P: 94.56% R: 91.82% F: 93.17%
+2024-03-29 09:31:33 INFO dev:  loss: 0.2933 - UP: 66.89% UR: 55.23% UF: 60.50% P: 57.94% R: 47.84% F: 52.41%
+2024-03-29 09:31:34 INFO test: loss: 0.3353 - UP: 47.22% UR: 54.15% UF: 50.45% P: 40.27% R: 46.18% F: 43.02%
+2024-03-29 09:31:34 INFO 0:00:11.321114s elapsed
+
+2024-03-29 09:31:34 INFO Epoch 62 / 5000:
+2024-03-29 09:31:43 INFO lr: 4.9380e-05 - loss: 0.0126 - UP: 94.82% UR: 92.19% UF: 93.48% P: 94.47% R: 91.85% F: 93.14%
+2024-03-29 09:31:44 INFO dev:  loss: 0.3184 - UP: 66.34% UR: 56.03% UF: 60.75% P: 57.36% R: 48.45% F: 52.53%
+2024-03-29 09:31:45 INFO test: loss: 0.3499 - UP: 45.76% UR: 55.13% UF: 50.01% P: 39.43% R: 47.51% F: 43.10%
+2024-03-29 09:31:45 INFO 0:00:11.273535s elapsed
+
+2024-03-29 09:31:45 INFO Epoch 63 / 5000:
+2024-03-29 09:31:55 INFO lr: 4.9370e-05 - loss: 0.0144 - UP: 93.93% UR: 90.34% UF: 92.10% P: 93.47% R: 89.90% F: 91.65%
+2024-03-29 09:31:55 INFO dev:  loss: 0.2677 - UP: 65.35% UR: 56.28% UF: 60.47% P: 56.82% R: 48.93% F: 52.58%
+2024-03-29 09:31:56 INFO test: loss: 0.3090 - UP: 45.43% UR: 55.63% UF: 50.02% P: 38.83% R: 47.55% F: 42.75%
+2024-03-29 09:31:56 INFO 0:00:11.297970s elapsed
+
+2024-03-29 09:31:56 INFO Epoch 64 / 5000:
+2024-03-29 09:32:06 INFO lr: 4.9360e-05 - loss: 0.0010 - UP: 94.23% UR: 91.63% UF: 92.92% P: 93.95% R: 91.36% F: 92.64%
+2024-03-29 09:32:07 INFO dev:  loss: 0.2808 - UP: 70.22% UR: 49.24% UF: 57.89% P: 61.43% R: 43.08% F: 50.65%
+2024-03-29 09:32:07 INFO test: loss: 0.2827 - UP: 47.93% UR: 47.35% UF: 47.64% P: 41.51% R: 41.01% F: 41.26%
+2024-03-29 09:32:07 INFO 0:00:11.310648s elapsed
+
+2024-03-29 09:32:07 INFO Epoch 65 / 5000:
+2024-03-29 09:32:17 INFO lr: 4.9350e-05 - loss: 0.0074 - UP: 92.96% UR: 90.54% UF: 91.74% P: 92.29% R: 89.88% F: 91.07%
+2024-03-29 09:32:18 INFO dev:  loss: 0.2635 - UP: 63.58% UR: 60.27% UF: 61.88% P: 54.62% R: 51.78% F: 53.16%
+2024-03-29 09:32:19 INFO test: loss: 0.3759 - UP: 43.28% UR: 58.82% UF: 49.87% P: 36.43% R: 49.52% F: 41.98%
+2024-03-29 09:32:19 INFO 0:00:11.279664s elapsed
+
+2024-03-29 09:32:19 INFO Epoch 66 / 5000:
+2024-03-29 09:32:29 INFO lr: 4.9340e-05 - loss: 0.0019 - UP: 94.66% UR: 91.92% UF: 93.27% P: 94.20% R: 91.48% F: 92.82%
+2024-03-29 09:32:29 INFO dev:  loss: 0.2762 - UP: 64.00% UR: 59.70% UF: 61.78% P: 54.96% R: 51.27% F: 53.05%
+2024-03-29 09:32:30 INFO test: loss: 0.3710 - UP: 43.61% UR: 58.95% UF: 50.13% P: 37.23% R: 50.34% F: 42.80%
+2024-03-29 09:32:30 INFO 0:00:11.324115s elapsed
+
+2024-03-29 09:32:30 INFO Epoch 67 / 5000:
+2024-03-29 09:32:40 INFO lr: 4.9330e-05 - loss: 0.0025 - UP: 94.96% UR: 92.87% UF: 93.91% P: 94.72% R: 92.63% F: 93.66%
+2024-03-29 09:32:41 INFO dev:  loss: 0.2821 - UP: 64.76% UR: 57.78% UF: 61.07% P: 56.92% R: 50.78% F: 53.68%
+2024-03-29 09:32:41 INFO test: loss: 0.3279 - UP: 44.86% UR: 57.00% UF: 50.20% P: 38.27% R: 48.63% F: 42.83%
+2024-03-29 09:32:41 INFO 0:00:11.315528s elapsed
+
+2024-03-29 09:32:41 INFO Epoch 68 / 5000:
+2024-03-29 09:32:51 INFO lr: 4.9320e-05 - loss: 0.0056 - UP: 95.53% UR: 92.85% UF: 94.17% P: 95.29% R: 92.62% F: 93.93%
+2024-03-29 09:32:52 INFO dev:  loss: 0.3208 - UP: 66.33% UR: 54.74% UF: 59.98% P: 56.71% R: 46.80% F: 51.28%
+2024-03-29 09:32:53 INFO test: loss: 0.3715 - UP: 45.63% UR: 54.13% UF: 49.52% P: 38.88% R: 46.12% F: 42.19%
+2024-03-29 09:32:53 INFO 0:00:11.337758s elapsed
+
+2024-03-29 09:32:53 INFO Epoch 69 / 5000:
+2024-03-29 09:33:03 INFO lr: 4.9310e-05 - loss: 0.0054 - UP: 94.95% UR: 92.91% UF: 93.92% P: 94.57% R: 92.53% F: 93.54%
+2024-03-29 09:33:03 INFO dev:  loss: 0.2839 - UP: 65.13% UR: 57.54% UF: 61.10% P: 56.08% R: 49.54% F: 52.61%
+2024-03-29 09:33:04 INFO test: loss: 0.3469 - UP: 45.04% UR: 56.46% UF: 50.11% P: 37.79% R: 47.37% F: 42.05%
+2024-03-29 09:33:04 INFO 0:00:11.348917s elapsed
+
+2024-03-29 09:33:04 INFO Epoch 70 / 5000:
+2024-03-29 09:33:14 INFO lr: 4.9300e-05 - loss: 0.0004 - UP: 95.95% UR: 93.72% UF: 94.82% P: 95.80% R: 93.57% F: 94.67%
+2024-03-29 09:33:15 INFO dev:  loss: 0.3016 - UP: 62.82% UR: 60.37% UF: 61.57% P: 54.07% R: 51.96% F: 52.99%
+2024-03-29 09:33:15 INFO test: loss: 0.3679 - UP: 43.56% UR: 60.39% UF: 50.61% P: 36.61% R: 50.75% F: 42.53%
+2024-03-29 09:33:15 INFO 0:00:11.351167s elapsed
+
+2024-03-29 09:33:20 INFO Epoch 40 saved
+2024-03-29 09:33:20 INFO dev:  UP: 63.58% UR: 59.30% UF: 61.36% P: 56.01% R: 52.24% F: 54.06%
+2024-03-29 09:33:20 INFO test: UP: 43.89% UR: 59.96% UF: 50.68% P: 37.06% R: 50.63% F: 42.80%
+2024-03-29 09:33:20 INFO 0:13:04.947513s elapsed, 0:00:11.213536s/epoch

models/norec/sdp_bySentiment_desc/80/model_vi_norec_xlm_10

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e9f1d23dc9251db1dce4a6deff9d395a0a4e1f62f5586caf8d7ed069a11a7adc
-size 1177850693
+oid sha256:a2409b34f04c8d141ca1949612422e7d0455f146d7cf060fa32defec10ca5f91
+size 1177846201

models/norec/sdp_bySentiment_desc/80/model_vi_norec_xlm_10.train.log

@@ -1,4 +1,4 @@
-2024-01-06 05:51:12 INFO 
+2024-03-29 09:33:23 INFO 
 ---------------------+-------------------------------
 Param                |             Value             
 ---------------------+-------------------------------
@@ -15,7 +15,7 @@ batch_size           |              1500
 update_steps         |               1               
 mode                 |             train             
 path                 | /home/marvin/structured-sentiment-analysis-bis/models/norec/sdp_bySentiment_desc/80/model_vi_norec_xlm_10
-device               |               1               
+device               |               0               
 seed                 |               1               
 threads              |               16              
 local_rank           |               -1              
@@ -36,13 +36,13 @@ bert                 |        xlm-roberta-base
 inference            |              mfvi             
 ---------------------+-------------------------------
 
-2024-01-06 05:51:12 INFO Building the fields
-2024-01-06 05:51:14 INFO CoNLL(
+2024-03-29 09:33:23 INFO Building the fields
+2024-03-29 09:33:24 INFO CoNLL(
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
  (labels): ChartField()
 )
-2024-01-06 05:51:14 INFO Building the model
-2024-01-06 05:51:18 INFO VISemanticDependencyModel(
+2024-03-29 09:33:24 INFO Building the model
+2024-03-29 09:33:27 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)
@@ -61,10 +61,445 @@ inference            |              mfvi
   (inference): SemanticDependencyMFVI(max_iter=3)
 )
 
-2024-01-06 05:51:18 INFO Loading the data
-2024-01-06 05:51:24 INFO 
+2024-03-29 09:33:27 INFO Loading the data
+2024-03-29 09:33:32 INFO 
 train: Dataset(n_sentences=4554, n_batches=72, n_buckets=32)
 dev:   Dataset(n_sentences=820, n_batches=32, n_buckets=32)
 test:  Dataset(n_sentences=1272, n_batches=34, n_buckets=32)
 
-2024-01-06 05:51:24 INFO Epoch 1 / 5000:
+2024-03-29 09:33:32 INFO Epoch 1 / 5000:
+2024-03-29 09:33:43 INFO lr: 4.9990e-05 - loss: 0.1700 - UP: 34.62% UR:  5.08% UF:  8.86% P: 20.69% R:  3.04% F:  5.30%
+2024-03-29 09:33:44 INFO dev:  loss: 0.1651 - UP: 57.67% UR: 16.84% UF: 26.06% P: 44.53% R: 13.00% F: 20.13%
+2024-03-29 09:33:45 INFO test: loss: 0.1280 - UP: 40.73% UR: 17.35% UF: 24.34% P: 31.50% R: 13.42% F: 18.82%
+2024-03-29 09:33:49 INFO 0:00:12.668179s elapsed (saved)
+
+2024-03-29 09:33:49 INFO Epoch 2 / 5000:
+2024-03-29 09:34:00 INFO lr: 4.9980e-05 - loss: 0.0604 - UP: 53.57% UR: 13.70% UF: 21.83% P: 40.86% R: 10.45% F: 16.65%
+2024-03-29 09:34:01 INFO dev:  loss: 0.1385 - UP: 62.95% UR: 26.78% UF: 37.58% P: 52.74% R: 22.44% F: 31.49%
+2024-03-29 09:34:01 INFO test: loss: 0.1478 - UP: 40.25% UR: 25.35% UF: 31.11% P: 32.34% R: 20.37% F: 25.00%
+2024-03-29 09:34:08 INFO 0:00:12.090185s elapsed (saved)
+
+2024-03-29 09:34:08 INFO Epoch 3 / 5000:
+2024-03-29 09:34:19 INFO lr: 4.9970e-05 - loss: 0.0619 - UP: 63.35% UR: 23.45% UF: 34.23% P: 51.88% R: 19.20% F: 28.03%
+2024-03-29 09:34:20 INFO dev:  loss: 0.1346 - UP: 75.06% UR: 23.53% UF: 35.82% P: 63.51% R: 19.91% F: 30.31%
+2024-03-29 09:34:20 INFO test: loss: 0.1292 - UP: 47.55% UR: 23.13% UF: 31.12% P: 39.72% R: 19.32% F: 25.99%
+2024-03-29 09:34:20 INFO 0:00:12.099853s elapsed
+
+2024-03-29 09:34:20 INFO Epoch 4 / 5000:
+2024-03-29 09:34:31 INFO lr: 4.9960e-05 - loss: 0.0797 - UP: 66.87% UR: 30.18% UF: 41.59% P: 57.29% R: 25.86% F: 35.63%
+2024-03-29 09:34:32 INFO dev:  loss: 0.1135 - UP: 66.89% UR: 37.80% UF: 48.31% P: 56.97% R: 32.20% F: 41.14%
+2024-03-29 09:34:32 INFO test: loss: 0.1381 - UP: 47.55% UR: 39.50% UF: 43.15% P: 40.03% R: 33.25% F: 36.33%
+2024-03-29 09:34:39 INFO 0:00:12.161336s elapsed (saved)
+
+2024-03-29 09:34:39 INFO Epoch 5 / 5000:
+2024-03-29 09:34:50 INFO lr: 4.9950e-05 - loss: 0.0235 - UP: 69.35% UR: 36.56% UF: 47.88% P: 62.50% R: 32.94% F: 43.14%
+2024-03-29 09:34:51 INFO dev:  loss: 0.1167 - UP: 61.62% UR: 49.80% UF: 55.08% P: 51.10% R: 41.30% F: 45.68%
+2024-03-29 09:34:51 INFO test: loss: 0.1608 - UP: 42.25% UR: 48.63% UF: 45.21% P: 34.64% R: 39.86% F: 37.07%
+2024-03-29 09:34:58 INFO 0:00:12.125847s elapsed (saved)
+
+2024-03-29 09:34:58 INFO Epoch 6 / 5000:
+2024-03-29 09:35:09 INFO lr: 4.9940e-05 - loss: 0.1256 - UP: 70.74% UR: 41.01% UF: 51.92% P: 64.35% R: 37.31% F: 47.23%
+2024-03-29 09:35:10 INFO dev:  loss: 0.1363 - UP: 58.89% UR: 58.67% UF: 58.78% P: 49.92% R: 49.72% F: 49.82%
+2024-03-29 09:35:10 INFO test: loss: 0.1644 - UP: 39.77% UR: 56.53% UF: 46.69% P: 33.22% R: 47.21% F: 39.00%
+2024-03-29 09:35:17 INFO 0:00:12.123176s elapsed (saved)
+
+2024-03-29 09:35:17 INFO Epoch 7 / 5000:
+2024-03-29 09:35:28 INFO lr: 4.9930e-05 - loss: 0.0626 - UP: 73.90% UR: 46.95% UF: 57.42% P: 69.37% R: 44.08% F: 53.91%
+2024-03-29 09:35:28 INFO dev:  loss: 0.1235 - UP: 64.49% UR: 50.01% UF: 56.33% P: 54.92% R: 42.58% F: 47.97%
+2024-03-29 09:35:29 INFO test: loss: 0.1684 - UP: 43.40% UR: 47.82% UF: 45.50% P: 36.46% R: 40.17% F: 38.22%
+2024-03-29 09:35:29 INFO 0:00:12.128697s elapsed
+
+2024-03-29 09:35:29 INFO Epoch 8 / 5000:
+2024-03-29 09:35:40 INFO lr: 4.9920e-05 - loss: 0.0485 - UP: 75.17% UR: 49.85% UF: 59.94% P: 71.51% R: 47.42% F: 57.02%
+2024-03-29 09:35:41 INFO dev:  loss: 0.1541 - UP: 65.93% UR: 46.93% UF: 54.83% P: 57.15% R: 40.68% F: 47.53%
+2024-03-29 09:35:41 INFO test: loss: 0.1621 - UP: 45.41% UR: 44.79% UF: 45.10% P: 38.47% R: 37.94% F: 38.20%
+2024-03-29 09:35:41 INFO 0:00:12.205435s elapsed
+
+2024-03-29 09:35:41 INFO Epoch 9 / 5000:
+2024-03-29 09:35:52 INFO lr: 4.9910e-05 - loss: 0.0428 - UP: 77.38% UR: 56.97% UF: 65.63% P: 74.16% R: 54.60% F: 62.90%
+2024-03-29 09:35:53 INFO dev:  loss: 0.1574 - UP: 63.45% UR: 52.46% UF: 57.44% P: 54.06% R: 44.71% F: 48.94%
+2024-03-29 09:35:54 INFO test: loss: 0.1978 - UP: 43.61% UR: 50.47% UF: 46.79% P: 36.51% R: 42.25% F: 39.17%
+2024-03-29 09:35:54 INFO 0:00:12.335062s elapsed
+
+2024-03-29 09:35:54 INFO Epoch 10 / 5000:
+2024-03-29 09:36:05 INFO lr: 4.9900e-05 - loss: 0.0334 - UP: 79.18% UR: 60.86% UF: 68.82% P: 76.34% R: 58.67% F: 66.35%
+2024-03-29 09:36:06 INFO dev:  loss: 0.1477 - UP: 62.08% UR: 53.83% UF: 57.66% P: 52.40% R: 45.44% F: 48.67%
+2024-03-29 09:36:06 INFO test: loss: 0.1812 - UP: 43.06% UR: 52.93% UF: 47.49% P: 36.43% R: 44.79% F: 40.18%
+2024-03-29 09:36:06 INFO 0:00:12.602066s elapsed
+
+2024-03-29 09:36:06 INFO Epoch 11 / 5000:
+2024-03-29 09:36:18 INFO lr: 4.9890e-05 - loss: 0.0137 - UP: 80.00% UR: 61.16% UF: 69.32% P: 77.54% R: 59.29% F: 67.20%
+2024-03-29 09:36:18 INFO dev:  loss: 0.1747 - UP: 65.17% UR: 51.82% UF: 57.73% P: 55.55% R: 44.18% F: 49.21%
+2024-03-29 09:36:19 INFO test: loss: 0.1919 - UP: 45.18% UR: 50.00% UF: 47.47% P: 37.96% R: 42.00% F: 39.88%
+2024-03-29 09:36:19 INFO 0:00:12.810653s elapsed
+
+2024-03-29 09:36:19 INFO Epoch 12 / 5000:
+2024-03-29 09:36:30 INFO lr: 4.9880e-05 - loss: 0.0395 - UP: 81.30% UR: 64.90% UF: 72.18% P: 79.06% R: 63.11% F: 70.19%
+2024-03-29 09:36:31 INFO dev:  loss: 0.1423 - UP: 67.66% UR: 47.68% UF: 55.94% P: 58.17% R: 40.99% F: 48.09%
+2024-03-29 09:36:32 INFO test: loss: 0.1629 - UP: 48.94% UR: 46.45% UF: 47.66% P: 41.66% R: 39.54% F: 40.57%
+2024-03-29 09:36:32 INFO 0:00:12.644936s elapsed
+
+2024-03-29 09:36:32 INFO Epoch 13 / 5000:
+2024-03-29 09:36:43 INFO lr: 4.9870e-05 - loss: 0.0232 - UP: 83.50% UR: 68.68% UF: 75.37% P: 81.37% R: 66.93% F: 73.45%
+2024-03-29 09:36:44 INFO dev:  loss: 0.1688 - UP: 62.09% UR: 57.16% UF: 59.52% P: 52.37% R: 48.21% F: 50.21%
+2024-03-29 09:36:44 INFO test: loss: 0.1992 - UP: 43.20% UR: 55.13% UF: 48.44% P: 35.97% R: 45.91% F: 40.34%
+2024-03-29 09:36:50 INFO 0:00:12.519068s elapsed (saved)
+
+2024-03-29 09:36:50 INFO Epoch 14 / 5000:
+2024-03-29 09:37:01 INFO lr: 4.9860e-05 - loss: 0.0298 - UP: 84.51% UR: 70.50% UF: 76.87% P: 82.64% R: 68.93% F: 75.16%
+2024-03-29 09:37:02 INFO dev:  loss: 0.1727 - UP: 62.78% UR: 53.75% UF: 57.91% P: 52.25% R: 44.74% F: 48.20%
+2024-03-29 09:37:03 INFO test: loss: 0.1909 - UP: 44.79% UR: 52.15% UF: 48.19% P: 35.93% R: 41.84% F: 38.66%
+2024-03-29 09:37:03 INFO 0:00:12.136523s elapsed
+
+2024-03-29 09:37:03 INFO Epoch 15 / 5000:
+2024-03-29 09:37:13 INFO lr: 4.9850e-05 - loss: 0.0308 - UP: 84.01% UR: 71.70% UF: 77.36% P: 81.76% R: 69.77% F: 75.29%
+2024-03-29 09:37:14 INFO dev:  loss: 0.1655 - UP: 67.23% UR: 49.85% UF: 57.25% P: 57.47% R: 42.61% F: 48.93%
+2024-03-29 09:37:15 INFO test: loss: 0.2091 - UP: 46.28% UR: 47.36% UF: 46.82% P: 39.24% R: 40.16% F: 39.70%
+2024-03-29 09:37:15 INFO 0:00:12.170323s elapsed
+
+2024-03-29 09:37:15 INFO Epoch 16 / 5000:
+2024-03-29 09:37:26 INFO lr: 4.9840e-05 - loss: 0.0220 - UP: 85.83% UR: 74.49% UF: 79.76% P: 84.44% R: 73.29% F: 78.47%
+2024-03-29 09:37:26 INFO dev:  loss: 0.1953 - UP: 63.63% UR: 52.58% UF: 57.58% P: 54.36% R: 44.92% F: 49.19%
+2024-03-29 09:37:27 INFO test: loss: 0.2401 - UP: 44.73% UR: 50.70% UF: 47.53% P: 37.95% R: 43.01% F: 40.32%
+2024-03-29 09:37:27 INFO 0:00:12.248213s elapsed
+
+2024-03-29 09:37:27 INFO Epoch 17 / 5000:
+2024-03-29 09:37:38 INFO lr: 4.9830e-05 - loss: 0.0184 - UP: 86.59% UR: 76.81% UF: 81.41% P: 85.36% R: 75.72% F: 80.25%
+2024-03-29 09:37:39 INFO dev:  loss: 0.1754 - UP: 66.35% UR: 51.46% UF: 57.96% P: 57.77% R: 44.81% F: 50.47%
+2024-03-29 09:37:39 INFO test: loss: 0.2223 - UP: 47.29% UR: 49.27% UF: 48.26% P: 40.49% R: 42.19% F: 41.32%
+2024-03-29 09:37:46 INFO 0:00:12.487551s elapsed (saved)
+
+2024-03-29 09:37:46 INFO Epoch 18 / 5000:
+2024-03-29 09:37:57 INFO lr: 4.9820e-05 - loss: 0.0306 - UP: 87.26% UR: 77.29% UF: 81.97% P: 84.76% R: 75.07% F: 79.62%
+2024-03-29 09:37:57 INFO dev:  loss: 0.1584 - UP: 63.52% UR: 55.84% UF: 59.43% P: 54.22% R: 47.66% F: 50.73%
+2024-03-29 09:37:58 INFO test: loss: 0.1960 - UP: 44.29% UR: 53.08% UF: 48.29% P: 37.68% R: 45.17% F: 41.09%
+2024-03-29 09:38:05 INFO 0:00:12.177894s elapsed (saved)
+
+2024-03-29 09:38:05 INFO Epoch 19 / 5000:
+2024-03-29 09:38:15 INFO lr: 4.9810e-05 - loss: 0.0223 - UP: 87.49% UR: 77.85% UF: 82.39% P: 86.15% R: 76.66% F: 81.12%
+2024-03-29 09:38:16 INFO dev:  loss: 0.1728 - UP: 65.09% UR: 55.32% UF: 59.81% P: 55.47% R: 47.14% F: 50.97%
+2024-03-29 09:38:17 INFO test: loss: 0.2160 - UP: 44.44% UR: 52.40% UF: 48.09% P: 37.88% R: 44.66% F: 40.99%
+2024-03-29 09:38:24 INFO 0:00:12.137012s elapsed (saved)
+
+2024-03-29 09:38:24 INFO Epoch 20 / 5000:
+2024-03-29 09:38:34 INFO lr: 4.9800e-05 - loss: 0.0153 - UP: 89.02% UR: 81.29% UF: 84.98% P: 88.31% R: 80.64% F: 84.30%
+2024-03-29 09:38:35 INFO dev:  loss: 0.2143 - UP: 65.61% UR: 52.85% UF: 58.54% P: 56.06% R: 45.16% F: 50.02%
+2024-03-29 09:38:36 INFO test: loss: 0.2521 - UP: 45.56% UR: 50.39% UF: 47.85% P: 38.60% R: 42.69% F: 40.54%
+2024-03-29 09:38:36 INFO 0:00:12.088480s elapsed
+
+2024-03-29 09:38:36 INFO Epoch 21 / 5000:
+2024-03-29 09:38:47 INFO lr: 4.9790e-05 - loss: 0.0182 - UP: 89.58% UR: 81.83% UF: 85.53% P: 88.72% R: 81.05% F: 84.71%
+2024-03-29 09:38:47 INFO dev:  loss: 0.2391 - UP: 61.99% UR: 55.41% UF: 58.52% P: 52.92% R: 47.30% F: 49.95%
+2024-03-29 09:38:48 INFO test: loss: 0.2326 - UP: 43.35% UR: 55.17% UF: 48.55% P: 36.46% R: 46.41% F: 40.84%
+2024-03-29 09:38:48 INFO 0:00:12.164939s elapsed
+
+2024-03-29 09:38:48 INFO Epoch 22 / 5000:
+2024-03-29 09:38:59 INFO lr: 4.9780e-05 - loss: 0.0218 - UP: 87.45% UR: 76.99% UF: 81.88% P: 86.53% R: 76.18% F: 81.02%
+2024-03-29 09:38:59 INFO dev:  loss: 0.2218 - UP: 63.87% UR: 54.18% UF: 58.62% P: 54.96% R: 46.62% F: 50.45%
+2024-03-29 09:39:00 INFO test: loss: 0.2446 - UP: 43.74% UR: 50.90% UF: 47.05% P: 37.09% R: 43.16% F: 39.90%
+2024-03-29 09:39:00 INFO 0:00:12.283567s elapsed
+
+2024-03-29 09:39:00 INFO Epoch 23 / 5000:
+2024-03-29 09:39:11 INFO lr: 4.9770e-05 - loss: 0.0145 - UP: 89.08% UR: 80.37% UF: 84.50% P: 88.42% R: 79.77% F: 83.87%
+2024-03-29 09:39:12 INFO dev:  loss: 0.1832 - UP: 63.71% UR: 56.96% UF: 60.15% P: 54.43% R: 48.66% F: 51.38%
+2024-03-29 09:39:13 INFO test: loss: 0.2050 - UP: 45.64% UR: 54.50% UF: 49.68% P: 38.57% R: 46.06% F: 41.98%
+2024-03-29 09:39:19 INFO 0:00:12.532129s elapsed (saved)
+
+2024-03-29 09:39:19 INFO Epoch 24 / 5000:
+2024-03-29 09:39:30 INFO lr: 4.9760e-05 - loss: 0.0119 - UP: 89.02% UR: 81.26% UF: 84.96% P: 88.24% R: 80.54% F: 84.21%
+2024-03-29 09:39:31 INFO dev:  loss: 0.1912 - UP: 64.03% UR: 54.05% UF: 58.62% P: 54.37% R: 45.90% F: 49.78%
+2024-03-29 09:39:31 INFO test: loss: 0.2427 - UP: 45.37% UR: 53.07% UF: 48.92% P: 38.08% R: 44.55% F: 41.06%
+2024-03-29 09:39:31 INFO 0:00:12.195138s elapsed
+
+2024-03-29 09:39:31 INFO Epoch 25 / 5000:
+2024-03-29 09:39:42 INFO lr: 4.9750e-05 - loss: 0.0213 - UP: 90.35% UR: 83.59% UF: 86.84% P: 89.41% R: 82.72% F: 85.94%
+2024-03-29 09:39:43 INFO dev:  loss: 0.1795 - UP: 65.42% UR: 53.58% UF: 58.91% P: 56.09% R: 45.93% F: 50.51%
+2024-03-29 09:39:44 INFO test: loss: 0.2296 - UP: 46.62% UR: 50.85% UF: 48.64% P: 38.80% R: 42.31% F: 40.48%
+2024-03-29 09:39:44 INFO 0:00:12.275277s elapsed
+
+2024-03-29 09:39:44 INFO Epoch 26 / 5000:
+2024-03-29 09:39:55 INFO lr: 4.9740e-05 - loss: 0.0139 - UP: 90.58% UR: 84.30% UF: 87.32% P: 89.43% R: 83.23% F: 86.22%
+2024-03-29 09:39:55 INFO dev:  loss: 0.2009 - UP: 66.70% UR: 51.61% UF: 58.19% P: 54.60% R: 42.25% F: 47.63%
+2024-03-29 09:39:56 INFO test: loss: 0.2321 - UP: 44.90% UR: 48.64% UF: 46.70% P: 36.90% R: 39.97% F: 38.37%
+2024-03-29 09:39:56 INFO 0:00:12.389807s elapsed
+
+2024-03-29 09:39:56 INFO Epoch 27 / 5000:
+2024-03-29 09:40:07 INFO lr: 4.9730e-05 - loss: 0.0120 - UP: 91.13% UR: 85.01% UF: 87.96% P: 90.01% R: 83.96% F: 86.88%
+2024-03-29 09:40:08 INFO dev:  loss: 0.2114 - UP: 65.86% UR: 53.12% UF: 58.81% P: 55.98% R: 45.14% F: 49.98%
+2024-03-29 09:40:09 INFO test: loss: 0.2356 - UP: 46.86% UR: 51.48% UF: 49.06% P: 39.60% R: 43.51% F: 41.47%
+2024-03-29 09:40:09 INFO 0:00:12.581759s elapsed
+
+2024-03-29 09:40:09 INFO Epoch 28 / 5000:
+2024-03-29 09:40:20 INFO lr: 4.9720e-05 - loss: 0.0158 - UP: 91.98% UR: 86.79% UF: 89.31% P: 91.29% R: 86.13% F: 88.64%
+2024-03-29 09:40:20 INFO dev:  loss: 0.2216 - UP: 66.81% UR: 51.11% UF: 57.92% P: 58.01% R: 44.38% F: 50.29%
+2024-03-29 09:40:21 INFO test: loss: 0.2450 - UP: 48.07% UR: 49.25% UF: 48.65% P: 41.08% R: 42.08% F: 41.58%
+2024-03-29 09:40:21 INFO 0:00:12.689694s elapsed
+
+2024-03-29 09:40:21 INFO Epoch 29 / 5000:
+2024-03-29 09:40:33 INFO lr: 4.9710e-05 - loss: 0.0122 - UP: 92.66% UR: 87.95% UF: 90.24% P: 92.10% R: 87.41% F: 89.69%
+2024-03-29 09:40:33 INFO dev:  loss: 0.2191 - UP: 61.03% UR: 57.48% UF: 59.20% P: 51.36% R: 48.38% F: 49.83%
+2024-03-29 09:40:34 INFO test: loss: 0.2614 - UP: 42.70% UR: 57.28% UF: 48.93% P: 36.02% R: 48.32% F: 41.27%
+2024-03-29 09:40:34 INFO 0:00:12.675000s elapsed
+
+2024-03-29 09:40:34 INFO Epoch 30 / 5000:
+2024-03-29 09:40:45 INFO lr: 4.9700e-05 - loss: 0.0100 - UP: 92.06% UR: 87.74% UF: 89.85% P: 91.54% R: 87.24% F: 89.34%
+2024-03-29 09:40:46 INFO dev:  loss: 0.2209 - UP: 67.03% UR: 51.10% UF: 57.99% P: 57.72% R: 44.01% F: 49.94%
+2024-03-29 09:40:47 INFO test: loss: 0.2485 - UP: 47.42% UR: 48.57% UF: 47.99% P: 40.08% R: 41.05% F: 40.56%
+2024-03-29 09:40:47 INFO 0:00:12.574055s elapsed
+
+2024-03-29 09:40:47 INFO Epoch 31 / 5000:
+2024-03-29 09:40:58 INFO lr: 4.9690e-05 - loss: 0.0155 - UP: 93.34% UR: 89.23% UF: 91.24% P: 92.92% R: 88.83% F: 90.83%
+2024-03-29 09:40:58 INFO dev:  loss: 0.2520 - UP: 64.66% UR: 57.25% UF: 60.73% P: 55.34% R: 48.99% F: 51.97%
+2024-03-29 09:40:59 INFO test: loss: 0.2419 - UP: 44.79% UR: 55.22% UF: 49.46% P: 38.34% R: 47.27% F: 42.34%
+2024-03-29 09:41:05 INFO 0:00:12.529486s elapsed (saved)
+
+2024-03-29 09:41:05 INFO Epoch 32 / 5000:
+2024-03-29 09:41:16 INFO lr: 4.9680e-05 - loss: 0.0148 - UP: 93.00% UR: 88.21% UF: 90.54% P: 92.62% R: 87.85% F: 90.17%
+2024-03-29 09:41:17 INFO dev:  loss: 0.2239 - UP: 62.57% UR: 56.78% UF: 59.54% P: 53.25% R: 48.33% F: 50.67%
+2024-03-29 09:41:18 INFO test: loss: 0.2515 - UP: 44.52% UR: 54.48% UF: 49.00% P: 37.95% R: 46.45% F: 41.77%
+2024-03-29 09:41:18 INFO 0:00:12.096083s elapsed
+
+2024-03-29 09:41:18 INFO Epoch 33 / 5000:
+2024-03-29 09:41:28 INFO lr: 4.9670e-05 - loss: 0.0195 - UP: 90.81% UR: 85.72% UF: 88.19% P: 90.02% R: 84.97% F: 87.42%
+2024-03-29 09:41:29 INFO dev:  loss: 0.2362 - UP: 68.13% UR: 47.98% UF: 56.30% P: 57.53% R: 40.51% F: 47.54%
+2024-03-29 09:41:30 INFO test: loss: 0.2527 - UP: 48.80% UR: 44.71% UF: 46.66% P: 41.23% R: 37.78% F: 39.43%
+2024-03-29 09:41:30 INFO 0:00:12.134189s elapsed
+
+2024-03-29 09:41:30 INFO Epoch 34 / 5000:
+2024-03-29 09:41:41 INFO lr: 4.9660e-05 - loss: 0.0456 - UP: 91.39% UR: 86.39% UF: 88.82% P: 89.76% R: 84.84% F: 87.23%
+2024-03-29 09:41:41 INFO dev:  loss: 0.2100 - UP: 63.77% UR: 55.97% UF: 59.62% P: 53.86% R: 47.28% F: 50.35%
+2024-03-29 09:41:42 INFO test: loss: 0.2545 - UP: 43.94% UR: 53.07% UF: 48.08% P: 36.99% R: 44.67% F: 40.47%
+2024-03-29 09:41:42 INFO 0:00:12.234877s elapsed
+
+2024-03-29 09:41:42 INFO Epoch 35 / 5000:
+2024-03-29 09:41:53 INFO lr: 4.9650e-05 - loss: 0.0176 - UP: 90.80% UR: 84.39% UF: 87.48% P: 89.72% R: 83.39% F: 86.44%
+2024-03-29 09:41:54 INFO dev:  loss: 0.2089 - UP: 64.24% UR: 56.02% UF: 59.85% P: 54.19% R: 47.25% F: 50.48%
+2024-03-29 09:41:54 INFO test: loss: 0.2673 - UP: 42.38% UR: 52.64% UF: 46.96% P: 35.72% R: 44.36% F: 39.57%
+2024-03-29 09:41:54 INFO 0:00:12.483822s elapsed
+
+2024-03-29 09:41:54 INFO Epoch 36 / 5000:
+2024-03-29 09:42:06 INFO lr: 4.9640e-05 - loss: 0.0109 - UP: 92.48% UR: 87.45% UF: 89.90% P: 91.56% R: 86.58% F: 89.00%
+2024-03-29 09:42:06 INFO dev:  loss: 0.2227 - UP: 65.67% UR: 53.50% UF: 58.96% P: 55.12% R: 44.91% F: 49.49%
+2024-03-29 09:42:07 INFO test: loss: 0.2644 - UP: 46.29% UR: 52.26% UF: 49.10% P: 39.08% R: 44.12% F: 41.44%
+2024-03-29 09:42:07 INFO 0:00:12.727772s elapsed
+
+2024-03-29 09:42:07 INFO Epoch 37 / 5000:
+2024-03-29 09:42:18 INFO lr: 4.9630e-05 - loss: 0.0154 - UP: 93.09% UR: 88.77% UF: 90.88% P: 92.50% R: 88.21% F: 90.30%
+2024-03-29 09:42:19 INFO dev:  loss: 0.2346 - UP: 64.59% UR: 56.83% UF: 60.46% P: 54.65% R: 48.09% F: 51.16%
+2024-03-29 09:42:20 INFO test: loss: 0.2587 - UP: 43.73% UR: 54.05% UF: 48.34% P: 36.89% R: 45.60% F: 40.78%
+2024-03-29 09:42:20 INFO 0:00:12.713799s elapsed
+
+2024-03-29 09:42:20 INFO Epoch 38 / 5000:
+2024-03-29 09:42:31 INFO lr: 4.9620e-05 - loss: 0.0152 - UP: 93.54% UR: 90.70% UF: 92.10% P: 93.19% R: 90.37% F: 91.76%
+2024-03-29 09:42:32 INFO dev:  loss: 0.2278 - UP: 65.91% UR: 52.90% UF: 58.70% P: 57.06% R: 45.80% F: 50.81%
+2024-03-29 09:42:32 INFO test: loss: 0.2380 - UP: 47.50% UR: 50.11% UF: 48.77% P: 40.70% R: 42.93% F: 41.78%
+2024-03-29 09:42:32 INFO 0:00:12.608243s elapsed
+
+2024-03-29 09:42:32 INFO Epoch 39 / 5000:
+2024-03-29 09:42:44 INFO lr: 4.9610e-05 - loss: 0.0074 - UP: 94.38% UR: 91.18% UF: 92.75% P: 94.13% R: 90.94% F: 92.51%
+2024-03-29 09:42:44 INFO dev:  loss: 0.2653 - UP: 63.37% UR: 58.88% UF: 61.04% P: 54.47% R: 50.61% F: 52.47%
+2024-03-29 09:42:45 INFO test: loss: 0.3500 - UP: 43.42% UR: 57.97% UF: 49.65% P: 36.91% R: 49.27% F: 42.20%
+2024-03-29 09:42:51 INFO 0:00:12.507702s elapsed (saved)
+
+2024-03-29 09:42:51 INFO Epoch 40 / 5000:
+2024-03-29 09:43:02 INFO lr: 4.9600e-05 - loss: 0.0060 - UP: 94.81% UR: 92.04% UF: 93.40% P: 94.46% R: 91.71% F: 93.06%
+2024-03-29 09:43:03 INFO dev:  loss: 0.2301 - UP: 66.78% UR: 53.25% UF: 59.25% P: 57.60% R: 45.93% F: 51.11%
+2024-03-29 09:43:03 INFO test: loss: 0.2624 - UP: 47.19% UR: 50.55% UF: 48.81% P: 40.37% R: 43.24% F: 41.75%
+2024-03-29 09:43:03 INFO 0:00:12.108291s elapsed
+
+2024-03-29 09:43:03 INFO Epoch 41 / 5000:
+2024-03-29 09:43:14 INFO lr: 4.9590e-05 - loss: 0.0056 - UP: 95.05% UR: 92.65% UF: 93.84% P: 94.68% R: 92.29% F: 93.47%
+2024-03-29 09:43:15 INFO dev:  loss: 0.2459 - UP: 66.99% UR: 53.87% UF: 59.72% P: 57.54% R: 46.27% F: 51.29%
+2024-03-29 09:43:15 INFO test: loss: 0.2761 - UP: 46.71% UR: 49.88% UF: 48.24% P: 40.10% R: 42.82% F: 41.42%
+2024-03-29 09:43:15 INFO 0:00:12.128180s elapsed
+
+2024-03-29 09:43:15 INFO Epoch 42 / 5000:
+2024-03-29 09:43:26 INFO lr: 4.9580e-05 - loss: 0.0044 - UP: 95.52% UR: 93.50% UF: 94.50% P: 95.30% R: 93.29% F: 94.28%
+2024-03-29 09:43:27 INFO dev:  loss: 0.2413 - UP: 64.78% UR: 58.85% UF: 61.67% P: 55.93% R: 50.81% F: 53.24%
+2024-03-29 09:43:28 INFO test: loss: 0.3126 - UP: 44.70% UR: 56.23% UF: 49.81% P: 37.97% R: 47.77% F: 42.31%
+2024-03-29 09:43:34 INFO 0:00:12.251313s elapsed (saved)
+
+2024-03-29 09:43:34 INFO Epoch 43 / 5000:
+2024-03-29 09:43:45 INFO lr: 4.9570e-05 - loss: 0.0129 - UP: 95.25% UR: 93.22% UF: 94.22% P: 94.78% R: 92.76% F: 93.76%
+2024-03-29 09:43:45 INFO dev:  loss: 0.2592 - UP: 65.88% UR: 55.35% UF: 60.16% P: 56.68% R: 47.63% F: 51.76%
+2024-03-29 09:43:46 INFO test: loss: 0.2968 - UP: 45.87% UR: 51.90% UF: 48.70% P: 39.40% R: 44.57% F: 41.83%
+2024-03-29 09:43:46 INFO 0:00:12.175005s elapsed
+
+2024-03-29 09:43:46 INFO Epoch 44 / 5000:
+2024-03-29 09:43:57 INFO lr: 4.9560e-05 - loss: 0.0059 - UP: 95.35% UR: 93.50% UF: 94.41% P: 95.13% R: 93.29% F: 94.20%
+2024-03-29 09:43:57 INFO dev:  loss: 0.2690 - UP: 65.44% UR: 56.22% UF: 60.48% P: 55.96% R: 48.08% F: 51.72%
+2024-03-29 09:43:58 INFO test: loss: 0.3154 - UP: 45.66% UR: 53.57% UF: 49.30% P: 38.82% R: 45.54% F: 41.91%
+2024-03-29 09:43:58 INFO 0:00:12.230862s elapsed
+
+2024-03-29 09:43:58 INFO Epoch 45 / 5000:
+2024-03-29 09:44:09 INFO lr: 4.9550e-05 - loss: 0.0037 - UP: 96.07% UR: 94.23% UF: 95.14% P: 95.89% R: 94.05% F: 94.96%
+2024-03-29 09:44:10 INFO dev:  loss: 0.2576 - UP: 65.98% UR: 57.28% UF: 61.32% P: 56.46% R: 49.01% F: 52.47%
+2024-03-29 09:44:11 INFO test: loss: 0.3020 - UP: 46.20% UR: 55.01% UF: 50.22% P: 39.41% R: 46.92% F: 42.83%
+2024-03-29 09:44:11 INFO 0:00:12.384622s elapsed
+
+2024-03-29 09:44:11 INFO Epoch 46 / 5000:
+2024-03-29 09:44:22 INFO lr: 4.9540e-05 - loss: 0.0157 - UP: 96.00% UR: 94.06% UF: 95.02% P: 95.69% R: 93.75% F: 94.71%
+2024-03-29 09:44:22 INFO dev:  loss: 0.2692 - UP: 62.13% UR: 57.35% UF: 59.64% P: 51.91% R: 47.91% F: 49.83%
+2024-03-29 09:44:23 INFO test: loss: 0.2983 - UP: 43.86% UR: 56.46% UF: 49.37% P: 37.36% R: 48.10% F: 42.06%
+2024-03-29 09:44:23 INFO 0:00:12.636909s elapsed
+
+2024-03-29 09:44:23 INFO Epoch 47 / 5000:
+2024-03-29 09:44:35 INFO lr: 4.9530e-05 - loss: 0.0043 - UP: 95.90% UR: 94.86% UF: 95.38% P: 95.66% R: 94.63% F: 95.14%
+2024-03-29 09:44:35 INFO dev:  loss: 0.2718 - UP: 65.58% UR: 54.58% UF: 59.58% P: 56.08% R: 46.68% F: 50.95%
+2024-03-29 09:44:36 INFO test: loss: 0.3410 - UP: 45.56% UR: 52.48% UF: 48.78% P: 38.34% R: 44.16% F: 41.04%
+2024-03-29 09:44:36 INFO 0:00:12.757465s elapsed
+
+2024-03-29 09:44:36 INFO Epoch 48 / 5000:
+2024-03-29 09:44:47 INFO lr: 4.9520e-05 - loss: 0.0017 - UP: 96.31% UR: 94.69% UF: 95.49% P: 96.03% R: 94.40% F: 95.21%
+2024-03-29 09:44:48 INFO dev:  loss: 0.2701 - UP: 65.54% UR: 55.36% UF: 60.02% P: 57.00% R: 48.14% F: 52.20%
+2024-03-29 09:44:49 INFO test: loss: 0.3122 - UP: 46.93% UR: 53.23% UF: 49.88% P: 40.07% R: 45.45% F: 42.59%
+2024-03-29 09:44:49 INFO 0:00:12.643196s elapsed
+
+2024-03-29 09:44:49 INFO Epoch 49 / 5000:
+2024-03-29 09:45:00 INFO lr: 4.9510e-05 - loss: 0.0049 - UP: 96.58% UR: 95.29% UF: 95.93% P: 96.38% R: 95.10% F: 95.74%
+2024-03-29 09:45:00 INFO dev:  loss: 0.2765 - UP: 64.30% UR: 56.55% UF: 60.17% P: 55.91% R: 49.17% F: 52.33%
+2024-03-29 09:45:01 INFO test: loss: 0.3169 - UP: 45.36% UR: 54.91% UF: 49.68% P: 38.56% R: 46.67% F: 42.23%
+2024-03-29 09:45:01 INFO 0:00:12.559144s elapsed
+
+2024-03-29 09:45:01 INFO Epoch 50 / 5000:
+2024-03-29 09:45:12 INFO lr: 4.9500e-05 - loss: 0.0049 - UP: 96.70% UR: 95.72% UF: 96.21% P: 96.50% R: 95.52% F: 96.01%
+2024-03-29 09:45:13 INFO dev:  loss: 0.2883 - UP: 65.56% UR: 53.96% UF: 59.20% P: 56.51% R: 46.52% F: 51.03%
+2024-03-29 09:45:14 INFO test: loss: 0.3482 - UP: 47.88% UR: 52.79% UF: 50.21% P: 40.91% R: 45.10% F: 42.90%
+2024-03-29 09:45:14 INFO 0:00:12.517547s elapsed
+
+2024-03-29 09:45:14 INFO Epoch 51 / 5000:
+2024-03-29 09:45:25 INFO lr: 4.9490e-05 - loss: 0.0050 - UP: 97.07% UR: 95.73% UF: 96.40% P: 96.93% R: 95.59% F: 96.25%
+2024-03-29 09:45:25 INFO dev:  loss: 0.2930 - UP: 64.47% UR: 57.51% UF: 60.79% P: 55.54% R: 49.54% F: 52.37%
+2024-03-29 09:45:26 INFO test: loss: 0.3450 - UP: 45.76% UR: 54.97% UF: 49.94% P: 39.10% R: 46.97% F: 42.68%
+2024-03-29 09:45:26 INFO 0:00:12.438181s elapsed
+
+2024-03-29 09:45:26 INFO Epoch 52 / 5000:
+2024-03-29 09:45:37 INFO lr: 4.9480e-05 - loss: 0.0072 - UP: 96.21% UR: 94.85% UF: 95.53% P: 96.00% R: 94.64% F: 95.32%
+2024-03-29 09:45:38 INFO dev:  loss: 0.2555 - UP: 67.22% UR: 50.80% UF: 57.87% P: 58.04% R: 43.86% F: 49.96%
+2024-03-29 09:45:39 INFO test: loss: 0.2828 - UP: 49.58% UR: 48.28% UF: 48.92% P: 42.39% R: 41.28% F: 41.83%
+2024-03-29 09:45:39 INFO 0:00:12.345091s elapsed
+
+2024-03-29 09:45:39 INFO Epoch 53 / 5000:
+2024-03-29 09:45:49 INFO lr: 4.9470e-05 - loss: 0.0060 - UP: 96.61% UR: 95.41% UF: 96.00% P: 96.39% R: 95.19% F: 95.79%
+2024-03-29 09:45:50 INFO dev:  loss: 0.2562 - UP: 63.64% UR: 56.01% UF: 59.58% P: 54.33% R: 47.81% F: 50.86%
+2024-03-29 09:45:51 INFO test: loss: 0.3212 - UP: 45.41% UR: 54.97% UF: 49.73% P: 38.37% R: 46.45% F: 42.02%
+2024-03-29 09:45:51 INFO 0:00:12.384474s elapsed
+
+2024-03-29 09:45:51 INFO Epoch 54 / 5000:
+2024-03-29 09:46:02 INFO lr: 4.9460e-05 - loss: 0.0034 - UP: 96.33% UR: 94.75% UF: 95.53% P: 96.04% R: 94.47% F: 95.25%
+2024-03-29 09:46:02 INFO dev:  loss: 0.3115 - UP: 66.92% UR: 52.41% UF: 58.78% P: 57.68% R: 45.17% F: 50.66%
+2024-03-29 09:46:03 INFO test: loss: 0.2800 - UP: 48.06% UR: 51.79% UF: 49.85% P: 41.16% R: 44.36% F: 42.70%
+2024-03-29 09:46:03 INFO 0:00:12.299960s elapsed
+
+2024-03-29 09:46:03 INFO Epoch 55 / 5000:
+2024-03-29 09:46:14 INFO lr: 4.9450e-05 - loss: 0.0110 - UP: 95.74% UR: 94.00% UF: 94.86% P: 95.42% R: 93.69% F: 94.54%
+2024-03-29 09:46:15 INFO dev:  loss: 0.2416 - UP: 67.46% UR: 45.54% UF: 54.37% P: 57.42% R: 38.76% F: 46.28%
+2024-03-29 09:46:16 INFO test: loss: 0.2634 - UP: 50.40% UR: 44.56% UF: 47.30% P: 43.41% R: 38.38% F: 40.74%
+2024-03-29 09:46:16 INFO 0:00:12.312579s elapsed
+
+2024-03-29 09:46:16 INFO Epoch 56 / 5000:
+2024-03-29 09:46:26 INFO lr: 4.9440e-05 - loss: 0.0039 - UP: 94.91% UR: 92.56% UF: 93.72% P: 94.47% R: 92.13% F: 93.28%
+2024-03-29 09:46:27 INFO dev:  loss: 0.2758 - UP: 67.68% UR: 51.57% UF: 58.54% P: 57.38% R: 43.72% F: 49.63%
+2024-03-29 09:46:28 INFO test: loss: 0.2888 - UP: 48.21% UR: 49.18% UF: 48.69% P: 41.34% R: 42.16% F: 41.75%
+2024-03-29 09:46:28 INFO 0:00:12.307606s elapsed
+
+2024-03-29 09:46:28 INFO Epoch 57 / 5000:
+2024-03-29 09:46:39 INFO lr: 4.9430e-05 - loss: 0.0066 - UP: 95.92% UR: 94.58% UF: 95.25% P: 95.66% R: 94.33% F: 94.99%
+2024-03-29 09:46:39 INFO dev:  loss: 0.2644 - UP: 63.36% UR: 56.60% UF: 59.79% P: 53.89% R: 48.14% F: 50.86%
+2024-03-29 09:46:40 INFO test: loss: 0.2989 - UP: 46.41% UR: 56.53% UF: 50.97% P: 39.69% R: 48.34% F: 43.59%
+2024-03-29 09:46:40 INFO 0:00:12.316033s elapsed
+
+2024-03-29 09:46:40 INFO Epoch 58 / 5000:
+2024-03-29 09:46:51 INFO lr: 4.9420e-05 - loss: 0.0076 - UP: 94.97% UR: 92.60% UF: 93.77% P: 94.12% R: 91.76% F: 92.93%
+2024-03-29 09:46:52 INFO dev:  loss: 0.2618 - UP: 61.11% UR: 57.79% UF: 59.40% P: 51.74% R: 48.92% F: 50.29%
+2024-03-29 09:46:53 INFO test: loss: 0.2827 - UP: 44.09% UR: 56.87% UF: 49.67% P: 36.23% R: 46.73% F: 40.82%
+2024-03-29 09:46:53 INFO 0:00:12.340460s elapsed
+
+2024-03-29 09:46:53 INFO Epoch 59 / 5000:
+2024-03-29 09:47:03 INFO lr: 4.9410e-05 - loss: 0.0113 - UP: 94.52% UR: 92.15% UF: 93.32% P: 93.65% R: 91.31% F: 92.46%
+2024-03-29 09:47:04 INFO dev:  loss: 0.2675 - UP: 65.18% UR: 54.22% UF: 59.20% P: 54.87% R: 45.64% F: 49.83%
+2024-03-29 09:47:05 INFO test: loss: 0.2971 - UP: 46.88% UR: 52.46% UF: 49.52% P: 39.20% R: 43.86% F: 41.40%
+2024-03-29 09:47:05 INFO 0:00:12.323227s elapsed
+
+2024-03-29 09:47:05 INFO Epoch 60 / 5000:
+2024-03-29 09:47:16 INFO lr: 4.9400e-05 - loss: 0.0030 - UP: 96.10% UR: 94.70% UF: 95.40% P: 95.66% R: 94.27% F: 94.96%
+2024-03-29 09:47:16 INFO dev:  loss: 0.2663 - UP: 65.46% UR: 55.05% UF: 59.81% P: 55.69% R: 46.83% F: 50.87%
+2024-03-29 09:47:17 INFO test: loss: 0.2865 - UP: 46.65% UR: 52.41% UF: 49.36% P: 39.94% R: 44.87% F: 42.26%
+2024-03-29 09:47:17 INFO 0:00:12.317643s elapsed
+
+2024-03-29 09:47:17 INFO Epoch 61 / 5000:
+2024-03-29 09:47:28 INFO lr: 4.9390e-05 - loss: 0.0014 - UP: 97.10% UR: 96.15% UF: 96.62% P: 96.88% R: 95.93% F: 96.41%
+2024-03-29 09:47:29 INFO dev:  loss: 0.2764 - UP: 63.55% UR: 55.63% UF: 59.33% P: 53.41% R: 46.76% F: 49.86%
+2024-03-29 09:47:30 INFO test: loss: 0.3268 - UP: 45.82% UR: 53.59% UF: 49.40% P: 38.69% R: 45.25% F: 41.71%
+2024-03-29 09:47:30 INFO 0:00:12.348834s elapsed
+
+2024-03-29 09:47:30 INFO Epoch 62 / 5000:
+2024-03-29 09:47:40 INFO lr: 4.9380e-05 - loss: 0.0134 - UP: 96.69% UR: 95.34% UF: 96.01% P: 96.09% R: 94.74% F: 95.41%
+2024-03-29 09:47:41 INFO dev:  loss: 0.3202 - UP: 64.28% UR: 54.16% UF: 58.78% P: 54.21% R: 45.67% F: 49.58%
+2024-03-29 09:47:42 INFO test: loss: 0.3289 - UP: 45.44% UR: 51.52% UF: 48.29% P: 38.36% R: 43.50% F: 40.77%
+2024-03-29 09:47:42 INFO 0:00:12.386415s elapsed
+
+2024-03-29 09:47:42 INFO Epoch 63 / 5000:
+2024-03-29 09:47:53 INFO lr: 4.9370e-05 - loss: 0.0058 - UP: 96.15% UR: 94.80% UF: 95.47% P: 95.49% R: 94.15% F: 94.82%
+2024-03-29 09:47:54 INFO dev:  loss: 0.2805 - UP: 62.60% UR: 55.39% UF: 58.77% P: 53.59% R: 47.41% F: 50.31%
+2024-03-29 09:47:54 INFO test: loss: 0.3277 - UP: 46.62% UR: 54.01% UF: 50.05% P: 39.28% R: 45.50% F: 42.16%
+2024-03-29 09:47:54 INFO 0:00:12.469794s elapsed
+
+2024-03-29 09:47:54 INFO Epoch 64 / 5000:
+2024-03-29 09:48:05 INFO lr: 4.9360e-05 - loss: 0.0146 - UP: 96.68% UR: 95.55% UF: 96.11% P: 96.18% R: 95.05% F: 95.61%
+2024-03-29 09:48:06 INFO dev:  loss: 0.2832 - UP: 64.03% UR: 53.60% UF: 58.35% P: 54.57% R: 45.69% F: 49.74%
+2024-03-29 09:48:07 INFO test: loss: 0.3222 - UP: 44.86% UR: 51.40% UF: 47.91% P: 38.36% R: 43.96% F: 40.97%
+2024-03-29 09:48:07 INFO 0:00:12.477835s elapsed
+
+2024-03-29 09:48:07 INFO Epoch 65 / 5000:
+2024-03-29 09:48:18 INFO lr: 4.9350e-05 - loss: 0.0082 - UP: 96.73% UR: 95.68% UF: 96.20% P: 96.33% R: 95.28% F: 95.80%
+2024-03-29 09:48:19 INFO dev:  loss: 0.2787 - UP: 64.15% UR: 55.00% UF: 59.23% P: 54.64% R: 46.85% F: 50.45%
+2024-03-29 09:48:19 INFO test: loss: 0.3234 - UP: 45.88% UR: 52.93% UF: 49.15% P: 38.92% R: 44.91% F: 41.70%
+2024-03-29 09:48:19 INFO 0:00:12.506752s elapsed
+
+2024-03-29 09:48:19 INFO Epoch 66 / 5000:
+2024-03-29 09:48:30 INFO lr: 4.9340e-05 - loss: 0.0020 - UP: 96.58% UR: 95.70% UF: 96.14% P: 96.40% R: 95.52% F: 95.96%
+2024-03-29 09:48:31 INFO dev:  loss: 0.2838 - UP: 65.65% UR: 54.27% UF: 59.42% P: 55.80% R: 46.13% F: 50.50%
+2024-03-29 09:48:32 INFO test: loss: 0.2913 - UP: 46.47% UR: 51.58% UF: 48.89% P: 39.67% R: 44.02% F: 41.73%
+2024-03-29 09:48:32 INFO 0:00:12.547516s elapsed
+
+2024-03-29 09:48:32 INFO Epoch 67 / 5000:
+2024-03-29 09:48:43 INFO lr: 4.9330e-05 - loss: 0.0048 - UP: 97.14% UR: 96.11% UF: 96.62% P: 96.99% R: 95.96% F: 96.47%
+2024-03-29 09:48:44 INFO dev:  loss: 0.3111 - UP: 64.28% UR: 54.73% UF: 59.12% P: 54.56% R: 46.45% F: 50.18%
+2024-03-29 09:48:44 INFO test: loss: 0.3741 - UP: 45.97% UR: 54.27% UF: 49.78% P: 39.13% R: 46.19% F: 42.37%
+2024-03-29 09:48:44 INFO 0:00:12.534734s elapsed
+
+2024-03-29 09:48:44 INFO Epoch 68 / 5000:
+2024-03-29 09:48:56 INFO lr: 4.9320e-05 - loss: 0.0032 - UP: 97.36% UR: 96.60% UF: 96.98% P: 97.24% R: 96.48% F: 96.86%
+2024-03-29 09:48:56 INFO dev:  loss: 0.2895 - UP: 64.75% UR: 56.31% UF: 60.24% P: 55.19% R: 48.00% F: 51.35%
+2024-03-29 09:48:57 INFO test: loss: 0.3725 - UP: 45.38% UR: 54.24% UF: 49.42% P: 38.70% R: 46.26% F: 42.14%
+2024-03-29 09:48:57 INFO 0:00:12.542617s elapsed
+
+2024-03-29 09:48:57 INFO Epoch 69 / 5000:
+2024-03-29 09:49:08 INFO lr: 4.9310e-05 - loss: 0.0026 - UP: 97.78% UR: 96.94% UF: 97.36% P: 97.62% R: 96.79% F: 97.20%
+2024-03-29 09:49:09 INFO dev:  loss: 0.3365 - UP: 65.16% UR: 56.51% UF: 60.53% P: 54.53% R: 47.29% F: 50.65%
+2024-03-29 09:49:10 INFO test: loss: 0.3707 - UP: 45.93% UR: 54.16% UF: 49.71% P: 38.89% R: 45.85% F: 42.08%
+2024-03-29 09:49:10 INFO 0:00:12.532343s elapsed
+
+2024-03-29 09:49:10 INFO Epoch 70 / 5000:
+2024-03-29 09:49:21 INFO lr: 4.9300e-05 - loss: 0.0056 - UP: 97.63% UR: 97.10% UF: 97.37% P: 97.27% R: 96.73% F: 97.00%
+2024-03-29 09:49:21 INFO dev:  loss: 0.3210 - UP: 63.66% UR: 55.45% UF: 59.27% P: 53.82% R: 46.88% F: 50.11%
+2024-03-29 09:49:22 INFO test: loss: 0.3471 - UP: 44.70% UR: 55.08% UF: 49.35% P: 37.98% R: 46.80% F: 41.93%
+2024-03-29 09:49:22 INFO 0:00:12.487473s elapsed
+
+2024-03-29 09:49:22 INFO Epoch 71 / 5000:
+2024-03-29 09:49:33 INFO lr: 4.9290e-05 - loss: 0.0017 - UP: 97.66% UR: 96.86% UF: 97.26% P: 97.38% R: 96.58% F: 96.98%
+2024-03-29 09:49:34 INFO dev:  loss: 0.3049 - UP: 64.99% UR: 54.83% UF: 59.48% P: 54.52% R: 46.00% F: 49.90%
+2024-03-29 09:49:34 INFO test: loss: 0.3605 - UP: 46.63% UR: 54.55% UF: 50.28% P: 39.20% R: 45.85% F: 42.27%
+2024-03-29 09:49:34 INFO 0:00:12.476316s elapsed
+
+2024-03-29 09:49:34 INFO Epoch 72 / 5000:
+2024-03-29 09:49:45 INFO lr: 4.9280e-05 - loss: 0.0030 - UP: 96.92% UR: 96.12% UF: 96.52% P: 96.74% R: 95.94% F: 96.34%
+2024-03-29 09:49:46 INFO dev:  loss: 0.3142 - UP: 63.53% UR: 55.24% UF: 59.09% P: 54.45% R: 47.34% F: 50.65%
+2024-03-29 09:49:47 INFO test: loss: 0.3280 - UP: 45.86% UR: 55.91% UF: 50.39% P: 38.96% R: 47.50% F: 42.81%
+2024-03-29 09:49:47 INFO 0:00:12.483881s elapsed
+
+2024-03-29 09:49:55 INFO Epoch 42 saved
+2024-03-29 09:49:55 INFO dev:  UP: 64.78% UR: 58.85% UF: 61.67% P: 55.93% R: 50.81% F: 53.24%
+2024-03-29 09:49:55 INFO test: UP: 44.70% UR: 56.23% UF: 49.81% P: 37.97% R: 47.77% F: 42.31%
+2024-03-29 09:49:55 INFO 0:14:51.930125s elapsed, 0:00:12.387918s/epoch

models/norec/sdp_bySentiment_desc/80/model_vi_norec_xlm_6

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:da193f523f4bb5e6881f443708545f1efbe6f77b7906d26627c200ccb05cdc39
+size 1177845978

models/norec/sdp_bySentiment_desc/80/model_vi_norec_xlm_6.train.log

@@ -0,0 +1,834 @@
+2024-03-29 10:03:52 INFO 
+---------------------+-------------------------------
+Param                |             Value             
+---------------------+-------------------------------
+lr                   |             5e-05             
+mu                   |              0.9              
+nu                   |             0.999             
+eps                  |             1e-06             
+weight_decay         |              0.0              
+lr_rate              |               1               
+patience             |               30              
+update-steps         |               1               
+warmup               |              0.0              
+update_steps         |               1               
+mode                 |             train             
+path                 | /home/marvin/structured-sentiment-analysis-bis/models/norec/sdp_bySentiment_desc/80/model_vi_norec_xlm_6
+device               |               0               
+seed                 |               1               
+threads              |               16              
+local_rank           |               -1              
+feat                 |              None             
+build                |              True             
+checkpoint           |             False             
+encoder              |              bert             
+max_len              |              None             
+buckets              |               32              
+train                | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/head_final/sdp_bySentiment_desc/80/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/head_final/sdp_bySentiment_desc/80/dev.conllu
+test                 | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/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             
+---------------------+-------------------------------
+
+2024-03-29 10:03:52 INFO Building the fields
+2024-03-29 10:03:53 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-03-29 10:03:53 INFO Building the model
+2024-03-29 10:03:56 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)
+)
+
+2024-03-29 10:03:56 INFO Loading the data
+2024-03-29 10:04:01 INFO 
+train: Dataset(n_sentences=4554, n_batches=37, n_buckets=32)
+dev:   Dataset(n_sentences=820, n_batches=32, n_buckets=32)
+test:  Dataset(n_sentences=1272, n_batches=32, n_buckets=32)
+
+2024-03-29 10:04:01 INFO Epoch 1 / 5000:
+2024-03-29 10:04:11 INFO lr: 4.9990e-05 - loss: 0.2260 - UP:  5.99% UR:  3.24% UF:  4.21% P:  3.21% R:  1.73% F:  2.25%
+2024-03-29 10:04:12 INFO dev:  loss: 0.2167 - UP: 68.23% UR:  4.09% UF:  7.72% P: 46.05% R:  2.76% F:  5.21%
+2024-03-29 10:04:12 INFO test: loss: 0.1470 - UP: 50.87% UR:  4.33% UF:  7.99% P: 34.44% R:  2.93% F:  5.41%
+2024-03-29 10:04:17 INFO 0:00:11.293501s elapsed (saved)
+
+2024-03-29 10:04:17 INFO Epoch 2 / 5000:
+2024-03-29 10:04:26 INFO lr: 4.9980e-05 - loss: 0.0683 - UP: 44.69% UR:  6.72% UF: 11.69% P: 29.91% R:  4.50% F:  7.82%
+2024-03-29 10:04:27 INFO dev:  loss: 0.1601 - UP: 66.55% UR:  8.44% UF: 14.97% P: 49.82% R:  6.32% F: 11.21%
+2024-03-29 10:04:28 INFO test: loss: 0.1452 - UP: 40.24% UR:  8.27% UF: 13.71% P: 30.21% R:  6.21% F: 10.30%
+2024-03-29 10:04:33 INFO 0:00:10.675449s elapsed (saved)
+
+2024-03-29 10:04:33 INFO Epoch 3 / 5000:
+2024-03-29 10:04:43 INFO lr: 4.9970e-05 - loss: 0.0637 - UP: 54.55% UR: 13.27% UF: 21.35% P: 41.35% R: 10.06% F: 16.19%
+2024-03-29 10:04:43 INFO dev:  loss: 0.1671 - UP: 88.66% UR:  1.94% UF:  3.80% P: 74.74% R:  1.64% F:  3.20%
+2024-03-29 10:04:44 INFO test: loss: 0.1385 - UP: 41.11% UR:  1.90% UF:  3.63% P: 32.94% R:  1.52% F:  2.91%
+2024-03-29 10:04:44 INFO 0:00:10.700685s elapsed
+
+2024-03-29 10:04:44 INFO Epoch 4 / 5000:
+2024-03-29 10:04:53 INFO lr: 4.9960e-05 - loss: 0.1062 - UP: 52.15% UR: 13.84% UF: 21.87% P: 39.96% R: 10.61% F: 16.76%
+2024-03-29 10:04:54 INFO dev:  loss: 0.1456 - UP: 51.25% UR: 30.36% UF: 38.13% P: 41.60% R: 24.64% F: 30.95%
+2024-03-29 10:04:55 INFO test: loss: 0.1533 - UP: 34.82% UR: 30.34% UF: 32.43% P: 27.27% R: 23.76% F: 25.39%
+2024-03-29 10:05:02 INFO 0:00:10.758711s elapsed (saved)
+
+2024-03-29 10:05:02 INFO Epoch 5 / 5000:
+2024-03-29 10:05:11 INFO lr: 4.9950e-05 - loss: 0.0211 - UP: 59.76% UR: 20.12% UF: 30.11% P: 49.74% R: 16.75% F: 25.06%
+2024-03-29 10:05:11 INFO dev:  loss: 0.1299 - UP: 61.33% UR: 29.24% UF: 39.60% P: 50.14% R: 23.91% F: 32.38%
+2024-03-29 10:05:12 INFO test: loss: 0.1535 - UP: 40.74% UR: 26.76% UF: 32.30% P: 33.67% R: 22.12% F: 26.70%
+2024-03-29 10:05:19 INFO 0:00:10.709546s elapsed (saved)
+
+2024-03-29 10:05:19 INFO Epoch 6 / 5000:
+2024-03-29 10:05:28 INFO lr: 4.9940e-05 - loss: 0.1319 - UP: 61.60% UR: 23.40% UF: 33.92% P: 52.52% R: 19.95% F: 28.92%
+2024-03-29 10:05:29 INFO dev:  loss: 0.1307 - UP: 70.70% UR: 23.94% UF: 35.77% P: 60.54% R: 20.50% F: 30.63%
+2024-03-29 10:05:30 INFO test: loss: 0.1345 - UP: 44.36% UR: 23.41% UF: 30.65% P: 35.92% R: 18.96% F: 24.81%
+2024-03-29 10:05:30 INFO 0:00:10.734562s elapsed
+
+2024-03-29 10:05:30 INFO Epoch 7 / 5000:
+2024-03-29 10:05:39 INFO lr: 4.9930e-05 - loss: 0.1061 - UP: 62.06% UR: 31.64% UF: 41.91% P: 54.76% R: 27.92% F: 36.98%
+2024-03-29 10:05:40 INFO dev:  loss: 0.1200 - UP: 71.25% UR: 28.17% UF: 40.38% P: 60.75% R: 24.02% F: 34.43%
+2024-03-29 10:05:41 INFO test: loss: 0.1543 - UP: 44.52% UR: 26.67% UF: 33.36% P: 36.92% R: 22.12% F: 27.66%
+2024-03-29 10:05:47 INFO 0:00:10.773347s elapsed (saved)
+
+2024-03-29 10:05:47 INFO Epoch 8 / 5000:
+2024-03-29 10:05:57 INFO lr: 4.9920e-05 - loss: 0.0825 - UP: 68.81% UR: 30.10% UF: 41.88% P: 62.94% R: 27.53% F: 38.30%
+2024-03-29 10:05:57 INFO dev:  loss: 0.2120 - UP: 65.82% UR: 32.28% UF: 43.31% P: 56.92% R: 27.91% F: 37.46%
+2024-03-29 10:05:58 INFO test: loss: 0.1760 - UP: 43.43% UR: 31.70% UF: 36.65% P: 36.94% R: 26.97% F: 31.17%
+2024-03-29 10:06:05 INFO 0:00:10.737539s elapsed (saved)
+
+2024-03-29 10:06:05 INFO Epoch 9 / 5000:
+2024-03-29 10:06:14 INFO lr: 4.9910e-05 - loss: 0.0609 - UP: 64.51% UR: 31.87% UF: 42.67% P: 58.14% R: 28.73% F: 38.46%
+2024-03-29 10:06:15 INFO dev:  loss: 0.1185 - UP: 69.83% UR: 31.04% UF: 42.97% P: 60.21% R: 26.76% F: 37.05%
+2024-03-29 10:06:15 INFO test: loss: 0.1782 - UP: 46.83% UR: 29.71% UF: 36.36% P: 40.48% R: 25.69% F: 31.43%
+2024-03-29 10:06:15 INFO 0:00:10.720762s elapsed
+
+2024-03-29 10:06:15 INFO Epoch 10 / 5000:
+2024-03-29 10:06:25 INFO lr: 4.9900e-05 - loss: 0.0360 - UP: 71.28% UR: 36.16% UF: 47.98% P: 65.58% R: 33.27% F: 44.15%
+2024-03-29 10:06:25 INFO dev:  loss: 0.1385 - UP: 63.87% UR: 43.41% UF: 51.69% P: 54.85% R: 37.27% F: 44.38%
+2024-03-29 10:06:26 INFO test: loss: 0.1525 - UP: 44.21% UR: 41.51% UF: 42.82% P: 36.57% R: 34.33% F: 35.41%
+2024-03-29 10:06:33 INFO 0:00:10.757109s elapsed (saved)
+
+2024-03-29 10:06:33 INFO Epoch 11 / 5000:
+2024-03-29 10:06:42 INFO lr: 4.9890e-05 - loss: 0.0118 - UP: 70.12% UR: 39.60% UF: 50.61% P: 65.88% R: 37.20% F: 47.55%
+2024-03-29 10:06:43 INFO dev:  loss: 0.1294 - UP: 63.60% UR: 44.31% UF: 52.23% P: 54.76% R: 38.15% F: 44.97%
+2024-03-29 10:06:44 INFO test: loss: 0.1726 - UP: 43.33% UR: 42.82% UF: 43.08% P: 36.44% R: 36.01% F: 36.22%
+2024-03-29 10:06:50 INFO 0:00:10.768019s elapsed (saved)
+
+2024-03-29 10:06:50 INFO Epoch 12 / 5000:
+2024-03-29 10:07:00 INFO lr: 4.9880e-05 - loss: 0.0707 - UP: 71.46% UR: 44.49% UF: 54.84% P: 67.85% R: 42.24% F: 52.07%
+2024-03-29 10:07:00 INFO dev:  loss: 0.1592 - UP: 70.98% UR: 34.57% UF: 46.49% P: 61.90% R: 30.15% F: 40.55%
+2024-03-29 10:07:01 INFO test: loss: 0.1754 - UP: 48.77% UR: 33.86% UF: 39.97% P: 41.73% R: 28.97% F: 34.20%
+2024-03-29 10:07:01 INFO 0:00:10.730108s elapsed
+
+2024-03-29 10:07:01 INFO Epoch 13 / 5000:
+2024-03-29 10:07:10 INFO lr: 4.9870e-05 - loss: 0.0289 - UP: 72.22% UR: 44.37% UF: 54.97% P: 68.67% R: 42.19% F: 52.26%
+2024-03-29 10:07:11 INFO dev:  loss: 0.1531 - UP: 68.24% UR: 37.36% UF: 48.29% P: 59.13% R: 32.38% F: 41.85%
+2024-03-29 10:07:12 INFO test: loss: 0.1672 - UP: 48.25% UR: 37.43% UF: 42.15% P: 40.77% R: 31.62% F: 35.62%
+2024-03-29 10:07:12 INFO 0:00:10.782799s elapsed
+
+2024-03-29 10:07:12 INFO Epoch 14 / 5000:
+2024-03-29 10:07:21 INFO lr: 4.9860e-05 - loss: 0.0320 - UP: 73.81% UR: 46.79% UF: 57.28% P: 70.38% R: 44.62% F: 54.62%
+2024-03-29 10:07:22 INFO dev:  loss: 0.1512 - UP: 66.60% UR: 44.11% UF: 53.07% P: 57.44% R: 38.04% F: 45.77%
+2024-03-29 10:07:23 INFO test: loss: 0.1876 - UP: 45.53% UR: 41.76% UF: 43.56% P: 38.40% R: 35.22% F: 36.74%
+2024-03-29 10:07:30 INFO 0:00:10.904435s elapsed (saved)
+
+2024-03-29 10:07:30 INFO Epoch 15 / 5000:
+2024-03-29 10:07:39 INFO lr: 4.9850e-05 - loss: 0.0520 - UP: 74.58% UR: 51.33% UF: 60.81% P: 71.72% R: 49.35% F: 58.47%
+2024-03-29 10:07:40 INFO dev:  loss: 0.1557 - UP: 63.91% UR: 49.16% UF: 55.57% P: 55.70% R: 42.84% F: 48.43%
+2024-03-29 10:07:40 INFO test: loss: 0.2015 - UP: 44.99% UR: 49.12% UF: 46.97% P: 38.05% R: 41.55% F: 39.72%
+2024-03-29 10:07:47 INFO 0:00:10.753043s elapsed (saved)
+
+2024-03-29 10:07:47 INFO Epoch 16 / 5000:
+2024-03-29 10:07:57 INFO lr: 4.9840e-05 - loss: 0.0391 - UP: 77.29% UR: 51.83% UF: 62.05% P: 74.80% R: 50.15% F: 60.05%
+2024-03-29 10:07:57 INFO dev:  loss: 0.1572 - UP: 67.61% UR: 45.47% UF: 54.37% P: 57.60% R: 38.74% F: 46.32%
+2024-03-29 10:07:58 INFO test: loss: 0.2048 - UP: 45.99% UR: 42.86% UF: 44.37% P: 38.29% R: 35.69% F: 36.95%
+2024-03-29 10:07:58 INFO 0:00:10.727258s elapsed
+
+2024-03-29 10:07:58 INFO Epoch 17 / 5000:
+2024-03-29 10:08:07 INFO lr: 4.9830e-05 - loss: 0.0438 - UP: 77.51% UR: 56.08% UF: 65.08% P: 74.19% R: 53.67% F: 62.28%
+2024-03-29 10:08:08 INFO dev:  loss: 0.1440 - UP: 66.84% UR: 47.58% UF: 55.59% P: 57.72% R: 41.08% F: 48.00%
+2024-03-29 10:08:09 INFO test: loss: 0.1955 - UP: 46.54% UR: 45.27% UF: 45.90% P: 39.12% R: 38.06% F: 38.58%
+2024-03-29 10:08:09 INFO 0:00:10.774863s elapsed
+
+2024-03-29 10:08:09 INFO Epoch 18 / 5000:
+2024-03-29 10:08:18 INFO lr: 4.9820e-05 - loss: 0.0438 - UP: 79.77% UR: 58.37% UF: 67.41% P: 77.32% R: 56.58% F: 65.35%
+2024-03-29 10:08:19 INFO dev:  loss: 0.1467 - UP: 64.30% UR: 52.48% UF: 57.79% P: 54.88% R: 44.78% F: 49.32%
+2024-03-29 10:08:20 INFO test: loss: 0.2077 - UP: 43.70% UR: 49.84% UF: 46.57% P: 36.97% R: 42.16% F: 39.40%
+2024-03-29 10:08:26 INFO 0:00:10.856863s elapsed (saved)
+
+2024-03-29 10:08:26 INFO Epoch 19 / 5000:
+2024-03-29 10:08:35 INFO lr: 4.9810e-05 - loss: 0.0348 - UP: 79.22% UR: 57.65% UF: 66.73% P: 77.46% R: 56.37% F: 65.25%
+2024-03-29 10:08:36 INFO dev:  loss: 0.1583 - UP: 64.21% UR: 54.12% UF: 58.74% P: 55.03% R: 46.39% F: 50.34%
+2024-03-29 10:08:37 INFO test: loss: 0.2249 - UP: 43.66% UR: 51.05% UF: 47.07% P: 36.18% R: 42.30% F: 39.00%
+2024-03-29 10:08:43 INFO 0:00:10.777854s elapsed (saved)
+
+2024-03-29 10:08:43 INFO Epoch 20 / 5000:
+2024-03-29 10:08:53 INFO lr: 4.9800e-05 - loss: 0.0424 - UP: 80.99% UR: 62.09% UF: 70.29% P: 79.53% R: 60.97% F: 69.03%
+2024-03-29 10:08:53 INFO dev:  loss: 0.1746 - UP: 64.31% UR: 51.86% UF: 57.41% P: 56.13% R: 45.26% F: 50.11%
+2024-03-29 10:08:54 INFO test: loss: 0.2383 - UP: 45.14% UR: 49.68% UF: 47.30% P: 38.07% R: 41.90% F: 39.89%
+2024-03-29 10:08:54 INFO 0:00:10.717979s elapsed
+
+2024-03-29 10:08:54 INFO Epoch 21 / 5000:
+2024-03-29 10:09:04 INFO lr: 4.9790e-05 - loss: 0.0260 - UP: 82.46% UR: 64.21% UF: 72.20% P: 80.89% R: 62.98% F: 70.82%
+2024-03-29 10:09:04 INFO dev:  loss: 0.1602 - UP: 63.63% UR: 55.97% UF: 59.55% P: 53.88% R: 47.40% F: 50.43%
+2024-03-29 10:09:05 INFO test: loss: 0.2255 - UP: 43.40% UR: 54.09% UF: 48.16% P: 35.79% R: 44.61% F: 39.72%
+2024-03-29 10:09:12 INFO 0:00:10.770038s elapsed (saved)
+
+2024-03-29 10:09:12 INFO Epoch 22 / 5000:
+2024-03-29 10:09:21 INFO lr: 4.9780e-05 - loss: 0.0202 - UP: 81.63% UR: 63.83% UF: 71.64% P: 79.58% R: 62.22% F: 69.84%
+2024-03-29 10:09:22 INFO dev:  loss: 0.1688 - UP: 65.45% UR: 50.67% UF: 57.12% P: 54.71% R: 42.36% F: 47.75%
+2024-03-29 10:09:22 INFO test: loss: 0.2144 - UP: 46.87% UR: 49.26% UF: 48.03% P: 38.70% R: 40.67% F: 39.66%
+2024-03-29 10:09:22 INFO 0:00:10.745187s elapsed
+
+2024-03-29 10:09:22 INFO Epoch 23 / 5000:
+2024-03-29 10:09:32 INFO lr: 4.9770e-05 - loss: 0.0160 - UP: 81.55% UR: 63.96% UF: 71.70% P: 79.18% R: 62.10% F: 69.61%
+2024-03-29 10:09:32 INFO dev:  loss: 0.1907 - UP: 65.81% UR: 53.37% UF: 58.94% P: 55.74% R: 45.20% F: 49.92%
+2024-03-29 10:09:33 INFO test: loss: 0.2290 - UP: 44.51% UR: 50.57% UF: 47.35% P: 37.17% R: 42.22% F: 39.53%
+2024-03-29 10:09:33 INFO 0:00:10.772750s elapsed
+
+2024-03-29 10:09:33 INFO Epoch 24 / 5000:
+2024-03-29 10:09:43 INFO lr: 4.9760e-05 - loss: 0.0150 - UP: 82.97% UR: 67.74% UF: 74.59% P: 81.29% R: 66.37% F: 73.08%
+2024-03-29 10:09:43 INFO dev:  loss: 0.1794 - UP: 64.17% UR: 54.99% UF: 59.23% P: 55.39% R: 47.47% F: 51.12%
+2024-03-29 10:09:44 INFO test: loss: 0.2389 - UP: 43.58% UR: 53.07% UF: 47.86% P: 36.97% R: 45.02% F: 40.60%
+2024-03-29 10:09:50 INFO 0:00:10.964877s elapsed (saved)
+
+2024-03-29 10:09:50 INFO Epoch 25 / 5000:
+2024-03-29 10:10:00 INFO lr: 4.9750e-05 - loss: 0.0150 - UP: 83.67% UR: 68.88% UF: 75.56% P: 81.99% R: 67.50% F: 74.04%
+2024-03-29 10:10:00 INFO dev:  loss: 0.2153 - UP: 60.23% UR: 58.58% UF: 59.39% P: 50.20% R: 48.82% F: 49.50%
+2024-03-29 10:10:01 INFO test: loss: 0.2738 - UP: 40.24% UR: 55.98% UF: 46.82% P: 33.66% R: 46.82% F: 39.16%
+2024-03-29 10:10:01 INFO 0:00:10.818091s elapsed
+
+2024-03-29 10:10:01 INFO Epoch 26 / 5000:
+2024-03-29 10:10:11 INFO lr: 4.9740e-05 - loss: 0.0440 - UP: 83.03% UR: 67.37% UF: 74.38% P: 80.66% R: 65.45% F: 72.27%
+2024-03-29 10:10:11 INFO dev:  loss: 0.1802 - UP: 65.37% UR: 53.49% UF: 58.84% P: 54.70% R: 44.76% F: 49.23%
+2024-03-29 10:10:12 INFO test: loss: 0.2488 - UP: 44.85% UR: 49.06% UF: 46.86% P: 37.78% R: 41.32% F: 39.47%
+2024-03-29 10:10:12 INFO 0:00:10.830280s elapsed
+
+2024-03-29 10:10:12 INFO Epoch 27 / 5000:
+2024-03-29 10:10:22 INFO lr: 4.9730e-05 - loss: 0.0217 - UP: 84.18% UR: 68.68% UF: 75.64% P: 82.52% R: 67.33% F: 74.15%
+2024-03-29 10:10:22 INFO dev:  loss: 0.1782 - UP: 64.00% UR: 54.95% UF: 59.13% P: 53.23% R: 45.70% F: 49.18%
+2024-03-29 10:10:23 INFO test: loss: 0.2705 - UP: 42.82% UR: 52.54% UF: 47.19% P: 35.90% R: 44.05% F: 39.56%
+2024-03-29 10:10:23 INFO 0:00:10.969340s elapsed
+
+2024-03-29 10:10:23 INFO Epoch 28 / 5000:
+2024-03-29 10:10:33 INFO lr: 4.9720e-05 - loss: 0.0406 - UP: 84.39% UR: 70.27% UF: 76.69% P: 83.05% R: 69.16% F: 75.47%
+2024-03-29 10:10:34 INFO dev:  loss: 0.2058 - UP: 67.27% UR: 50.33% UF: 57.58% P: 56.89% R: 42.56% F: 48.69%
+2024-03-29 10:10:35 INFO test: loss: 0.2523 - UP: 46.49% UR: 46.51% UF: 46.50% P: 40.10% R: 40.12% F: 40.11%
+2024-03-29 10:10:35 INFO 0:00:11.504660s elapsed
+
+2024-03-29 10:10:35 INFO Epoch 29 / 5000:
+2024-03-29 10:10:44 INFO lr: 4.9710e-05 - loss: 0.0227 - UP: 85.48% UR: 71.34% UF: 77.77% P: 84.00% R: 70.10% F: 76.42%
+2024-03-29 10:10:45 INFO dev:  loss: 0.1982 - UP: 67.29% UR: 50.58% UF: 57.75% P: 57.58% R: 43.28% F: 49.42%
+2024-03-29 10:10:46 INFO test: loss: 0.2643 - UP: 46.31% UR: 47.59% UF: 46.94% P: 39.75% R: 40.85% F: 40.29%
+2024-03-29 10:10:46 INFO 0:00:11.325799s elapsed
+
+2024-03-29 10:10:46 INFO Epoch 30 / 5000:
+2024-03-29 10:10:56 INFO lr: 4.9700e-05 - loss: 0.0272 - UP: 86.72% UR: 74.12% UF: 79.92% P: 85.56% R: 73.12% F: 78.85%
+2024-03-29 10:10:56 INFO dev:  loss: 0.1887 - UP: 67.25% UR: 52.13% UF: 58.73% P: 56.99% R: 44.18% F: 49.77%
+2024-03-29 10:10:57 INFO test: loss: 0.2495 - UP: 46.86% UR: 49.88% UF: 48.32% P: 40.32% R: 42.92% F: 41.58%
+2024-03-29 10:10:57 INFO 0:00:11.313619s elapsed
+
+2024-03-29 10:10:57 INFO Epoch 31 / 5000:
+2024-03-29 10:11:07 INFO lr: 4.9690e-05 - loss: 0.0202 - UP: 84.98% UR: 73.08% UF: 78.58% P: 83.58% R: 71.88% F: 77.29%
+2024-03-29 10:11:08 INFO dev:  loss: 0.2051 - UP: 66.86% UR: 52.99% UF: 59.13% P: 56.67% R: 44.92% F: 50.12%
+2024-03-29 10:11:08 INFO test: loss: 0.2776 - UP: 45.06% UR: 50.50% UF: 47.62% P: 38.82% R: 43.51% F: 41.03%
+2024-03-29 10:11:08 INFO 0:00:11.266575s elapsed
+
+2024-03-29 10:11:08 INFO Epoch 32 / 5000:
+2024-03-29 10:11:18 INFO lr: 4.9680e-05 - loss: 0.0404 - UP: 85.42% UR: 72.76% UF: 78.58% P: 84.11% R: 71.64% F: 77.38%
+2024-03-29 10:11:19 INFO dev:  loss: 0.2064 - UP: 67.52% UR: 53.15% UF: 59.48% P: 56.63% R: 44.58% F: 49.89%
+2024-03-29 10:11:20 INFO test: loss: 0.2639 - UP: 45.69% UR: 49.93% UF: 47.72% P: 37.98% R: 41.51% F: 39.67%
+2024-03-29 10:11:20 INFO 0:00:11.208639s elapsed
+
+2024-03-29 10:11:20 INFO Epoch 33 / 5000:
+2024-03-29 10:11:29 INFO lr: 4.9670e-05 - loss: 0.0211 - UP: 86.31% UR: 75.60% UF: 80.60% P: 85.14% R: 74.57% F: 79.51%
+2024-03-29 10:11:30 INFO dev:  loss: 0.2117 - UP: 65.40% UR: 53.98% UF: 59.14% P: 56.44% R: 46.58% F: 51.03%
+2024-03-29 10:11:31 INFO test: loss: 0.2383 - UP: 46.21% UR: 51.80% UF: 48.85% P: 40.00% R: 44.84% F: 42.28%
+2024-03-29 10:11:31 INFO 0:00:11.162150s elapsed
+
+2024-03-29 10:11:31 INFO Epoch 34 / 5000:
+2024-03-29 10:11:40 INFO lr: 4.9660e-05 - loss: 0.0218 - UP: 87.23% UR: 77.27% UF: 81.95% P: 86.35% R: 76.49% F: 81.12%
+2024-03-29 10:11:41 INFO dev:  loss: 0.1833 - UP: 66.69% UR: 52.32% UF: 58.64% P: 56.63% R: 44.42% F: 49.79%
+2024-03-29 10:11:42 INFO test: loss: 0.2530 - UP: 46.25% UR: 50.61% UF: 48.33% P: 39.69% R: 43.43% F: 41.48%
+2024-03-29 10:11:42 INFO 0:00:11.093641s elapsed
+
+2024-03-29 10:11:42 INFO Epoch 35 / 5000:
+2024-03-29 10:11:52 INFO lr: 4.9650e-05 - loss: 0.0236 - UP: 88.84% UR: 78.34% UF: 83.26% P: 88.04% R: 77.63% F: 82.51%
+2024-03-29 10:11:52 INFO dev:  loss: 0.2079 - UP: 68.43% UR: 52.11% UF: 59.17% P: 58.18% R: 44.31% F: 50.31%
+2024-03-29 10:11:53 INFO test: loss: 0.2532 - UP: 46.66% UR: 48.90% UF: 47.75% P: 40.21% R: 42.14% F: 41.15%
+2024-03-29 10:11:53 INFO 0:00:11.051144s elapsed
+
+2024-03-29 10:11:53 INFO Epoch 36 / 5000:
+2024-03-29 10:12:03 INFO lr: 4.9640e-05 - loss: 0.0139 - UP: 88.85% UR: 80.00% UF: 84.19% P: 87.99% R: 79.22% F: 83.38%
+2024-03-29 10:12:03 INFO dev:  loss: 0.1944 - UP: 68.48% UR: 52.69% UF: 59.56% P: 57.84% R: 44.50% F: 50.30%
+2024-03-29 10:12:04 INFO test: loss: 0.2678 - UP: 46.60% UR: 49.29% UF: 47.91% P: 38.90% R: 41.14% F: 39.99%
+2024-03-29 10:12:04 INFO 0:00:11.009424s elapsed
+
+2024-03-29 10:12:04 INFO Epoch 37 / 5000:
+2024-03-29 10:12:14 INFO lr: 4.9630e-05 - loss: 0.0181 - UP: 87.18% UR: 78.89% UF: 82.83% P: 85.69% R: 77.54% F: 81.41%
+2024-03-29 10:12:14 INFO dev:  loss: 0.2153 - UP: 68.70% UR: 49.42% UF: 57.49% P: 58.91% R: 42.37% F: 49.29%
+2024-03-29 10:12:15 INFO test: loss: 0.2778 - UP: 47.30% UR: 47.71% UF: 47.51% P: 40.04% R: 40.39% F: 40.21%
+2024-03-29 10:12:15 INFO 0:00:10.985599s elapsed
+
+2024-03-29 10:12:15 INFO Epoch 38 / 5000:
+2024-03-29 10:12:24 INFO lr: 4.9620e-05 - loss: 0.0139 - UP: 88.73% UR: 79.37% UF: 83.79% P: 87.57% R: 78.33% F: 82.70%
+2024-03-29 10:12:25 INFO dev:  loss: 0.2052 - UP: 65.43% UR: 53.91% UF: 59.11% P: 55.53% R: 45.75% F: 50.17%
+2024-03-29 10:12:26 INFO test: loss: 0.2642 - UP: 45.31% UR: 52.02% UF: 48.44% P: 37.99% R: 43.61% F: 40.60%
+2024-03-29 10:12:26 INFO 0:00:10.940013s elapsed
+
+2024-03-29 10:12:26 INFO Epoch 39 / 5000:
+2024-03-29 10:12:35 INFO lr: 4.9610e-05 - loss: 0.0200 - UP: 90.06% UR: 81.04% UF: 85.31% P: 89.45% R: 80.50% F: 84.74%
+2024-03-29 10:12:36 INFO dev:  loss: 0.2057 - UP: 64.77% UR: 57.25% UF: 60.78% P: 54.79% R: 48.43% F: 51.41%
+2024-03-29 10:12:37 INFO test: loss: 0.2497 - UP: 44.72% UR: 55.30% UF: 49.45% P: 37.57% R: 46.46% F: 41.54%
+2024-03-29 10:12:43 INFO 0:00:10.927581s elapsed (saved)
+
+2024-03-29 10:12:43 INFO Epoch 40 / 5000:
+2024-03-29 10:12:53 INFO lr: 4.9600e-05 - loss: 0.0071 - UP: 88.63% UR: 82.89% UF: 85.66% P: 87.99% R: 82.30% F: 85.05%
+2024-03-29 10:12:53 INFO dev:  loss: 0.2768 - UP: 65.44% UR: 55.40% UF: 60.00% P: 55.16% R: 46.69% F: 50.57%
+2024-03-29 10:12:54 INFO test: loss: 0.2732 - UP: 45.57% UR: 54.12% UF: 49.48% P: 38.26% R: 45.44% F: 41.54%
+2024-03-29 10:12:54 INFO 0:00:10.716596s elapsed
+
+2024-03-29 10:12:54 INFO Epoch 41 / 5000:
+2024-03-29 10:13:03 INFO lr: 4.9590e-05 - loss: 0.0110 - UP: 89.70% UR: 82.11% UF: 85.74% P: 88.95% R: 81.42% F: 85.02%
+2024-03-29 10:13:04 INFO dev:  loss: 0.2066 - UP: 66.75% UR: 54.01% UF: 59.71% P: 57.17% R: 46.26% F: 51.14%
+2024-03-29 10:13:05 INFO test: loss: 0.2623 - UP: 45.32% UR: 51.83% UF: 48.36% P: 38.88% R: 44.47% F: 41.49%
+2024-03-29 10:13:05 INFO 0:00:10.751740s elapsed
+
+2024-03-29 10:13:05 INFO Epoch 42 / 5000:
+2024-03-29 10:13:14 INFO lr: 4.9580e-05 - loss: 0.0061 - UP: 90.39% UR: 83.91% UF: 87.03% P: 89.85% R: 83.41% F: 86.51%
+2024-03-29 10:13:15 INFO dev:  loss: 0.2294 - UP: 67.39% UR: 54.76% UF: 60.42% P: 57.85% R: 47.02% F: 51.88%
+2024-03-29 10:13:16 INFO test: loss: 0.2935 - UP: 44.67% UR: 51.91% UF: 48.02% P: 38.25% R: 44.45% F: 41.12%
+2024-03-29 10:13:22 INFO 0:00:10.813576s elapsed (saved)
+
+2024-03-29 10:13:22 INFO Epoch 43 / 5000:
+2024-03-29 10:13:31 INFO lr: 4.9570e-05 - loss: 0.0078 - UP: 90.33% UR: 86.15% UF: 88.19% P: 89.88% R: 85.72% F: 87.75%
+2024-03-29 10:13:32 INFO dev:  loss: 0.2480 - UP: 67.86% UR: 52.73% UF: 59.35% P: 58.96% R: 45.82% F: 51.57%
+2024-03-29 10:13:33 INFO test: loss: 0.2989 - UP: 47.45% UR: 50.54% UF: 48.95% P: 40.50% R: 43.13% F: 41.78%
+2024-03-29 10:13:33 INFO 0:00:10.776151s elapsed
+
+2024-03-29 10:13:33 INFO Epoch 44 / 5000:
+2024-03-29 10:13:42 INFO lr: 4.9560e-05 - loss: 0.0052 - UP: 91.35% UR: 84.41% UF: 87.74% P: 90.95% R: 84.04% F: 87.36%
+2024-03-29 10:13:43 INFO dev:  loss: 0.2643 - UP: 66.04% UR: 55.88% UF: 60.54% P: 56.32% R: 47.66% F: 51.63%
+2024-03-29 10:13:43 INFO test: loss: 0.3176 - UP: 45.65% UR: 54.09% UF: 49.52% P: 38.88% R: 46.07% F: 42.17%
+2024-03-29 10:13:43 INFO 0:00:10.806816s elapsed
+
+2024-03-29 10:13:43 INFO Epoch 45 / 5000:
+2024-03-29 10:13:53 INFO lr: 4.9550e-05 - loss: 0.0022 - UP: 91.98% UR: 86.02% UF: 88.90% P: 91.47% R: 85.55% F: 88.41%
+2024-03-29 10:13:53 INFO dev:  loss: 0.2727 - UP: 65.90% UR: 55.28% UF: 60.13% P: 56.22% R: 47.16% F: 51.30%
+2024-03-29 10:13:54 INFO test: loss: 0.3151 - UP: 45.98% UR: 53.80% UF: 49.58% P: 38.72% R: 45.30% F: 41.75%
+2024-03-29 10:13:54 INFO 0:00:10.971379s elapsed
+
+2024-03-29 10:13:54 INFO Epoch 46 / 5000:
+2024-03-29 10:14:04 INFO lr: 4.9540e-05 - loss: 0.0062 - UP: 91.59% UR: 87.61% UF: 89.55% P: 91.12% R: 87.16% F: 89.10%
+2024-03-29 10:14:05 INFO dev:  loss: 0.2827 - UP: 66.49% UR: 55.46% UF: 60.48% P: 57.09% R: 47.63% F: 51.93%
+2024-03-29 10:14:06 INFO test: loss: 0.3311 - UP: 45.97% UR: 53.65% UF: 49.52% P: 39.09% R: 45.61% F: 42.10%
+2024-03-29 10:14:12 INFO 0:00:11.316424s elapsed (saved)
+
+2024-03-29 10:14:12 INFO Epoch 47 / 5000:
+2024-03-29 10:14:21 INFO lr: 4.9530e-05 - loss: 0.0123 - UP: 92.51% UR: 87.37% UF: 89.87% P: 92.19% R: 87.07% F: 89.56%
+2024-03-29 10:14:22 INFO dev:  loss: 0.2860 - UP: 65.70% UR: 54.70% UF: 59.70% P: 56.27% R: 46.85% F: 51.13%
+2024-03-29 10:14:23 INFO test: loss: 0.3529 - UP: 45.20% UR: 53.90% UF: 49.17% P: 38.46% R: 45.87% F: 41.84%
+2024-03-29 10:14:23 INFO 0:00:10.795543s elapsed
+
+2024-03-29 10:14:23 INFO Epoch 48 / 5000:
+2024-03-29 10:14:32 INFO lr: 4.9520e-05 - loss: 0.0027 - UP: 92.58% UR: 88.58% UF: 90.54% P: 92.17% R: 88.19% F: 90.13%
+2024-03-29 10:14:33 INFO dev:  loss: 0.2897 - UP: 66.15% UR: 54.19% UF: 59.57% P: 56.91% R: 46.62% F: 51.26%
+2024-03-29 10:14:33 INFO test: loss: 0.3605 - UP: 45.95% UR: 52.98% UF: 49.21% P: 38.99% R: 44.95% F: 41.76%
+2024-03-29 10:14:33 INFO 0:00:10.803859s elapsed
+
+2024-03-29 10:14:33 INFO Epoch 49 / 5000:
+2024-03-29 10:14:43 INFO lr: 4.9510e-05 - loss: 0.0130 - UP: 93.16% UR: 88.73% UF: 90.89% P: 92.83% R: 88.42% F: 90.57%
+2024-03-29 10:14:43 INFO dev:  loss: 0.2783 - UP: 66.45% UR: 55.43% UF: 60.44% P: 56.98% R: 47.52% F: 51.82%
+2024-03-29 10:14:44 INFO test: loss: 0.3654 - UP: 45.80% UR: 53.53% UF: 49.36% P: 39.13% R: 45.73% F: 42.17%
+2024-03-29 10:14:44 INFO 0:00:10.946131s elapsed
+
+2024-03-29 10:14:44 INFO Epoch 50 / 5000:
+2024-03-29 10:14:54 INFO lr: 4.9500e-05 - loss: 0.0061 - UP: 93.06% UR: 88.72% UF: 90.84% P: 92.75% R: 88.42% F: 90.53%
+2024-03-29 10:14:55 INFO dev:  loss: 0.2716 - UP: 64.63% UR: 56.91% UF: 60.52% P: 55.15% R: 48.56% F: 51.65%
+2024-03-29 10:14:55 INFO test: loss: 0.3440 - UP: 44.32% UR: 55.95% UF: 49.46% P: 37.40% R: 47.21% F: 41.74%
+2024-03-29 10:14:55 INFO 0:00:11.172619s elapsed
+
+2024-03-29 10:14:55 INFO Epoch 51 / 5000:
+2024-03-29 10:15:05 INFO lr: 4.9490e-05 - loss: 0.0059 - UP: 93.21% UR: 89.45% UF: 91.29% P: 92.92% R: 89.17% F: 91.00%
+2024-03-29 10:15:06 INFO dev:  loss: 0.2588 - UP: 66.67% UR: 54.34% UF: 59.87% P: 57.02% R: 46.48% F: 51.21%
+2024-03-29 10:15:07 INFO test: loss: 0.3395 - UP: 46.35% UR: 53.07% UF: 49.49% P: 39.37% R: 45.07% F: 42.03%
+2024-03-29 10:15:07 INFO 0:00:11.380019s elapsed
+
+2024-03-29 10:15:07 INFO Epoch 52 / 5000:
+2024-03-29 10:15:17 INFO lr: 4.9480e-05 - loss: 0.0127 - UP: 93.66% UR: 89.88% UF: 91.73% P: 93.39% R: 89.63% F: 91.47%
+2024-03-29 10:15:17 INFO dev:  loss: 0.2693 - UP: 67.46% UR: 54.90% UF: 60.54% P: 57.84% R: 47.07% F: 51.91%
+2024-03-29 10:15:18 INFO test: loss: 0.3500 - UP: 46.96% UR: 53.19% UF: 49.88% P: 39.97% R: 45.27% F: 42.46%
+2024-03-29 10:15:18 INFO 0:00:11.328502s elapsed
+
+2024-03-29 10:15:18 INFO Epoch 53 / 5000:
+2024-03-29 10:15:28 INFO lr: 4.9470e-05 - loss: 0.0105 - UP: 93.53% UR: 90.36% UF: 91.92% P: 93.25% R: 90.09% F: 91.64%
+2024-03-29 10:15:29 INFO dev:  loss: 0.2553 - UP: 66.52% UR: 55.04% UF: 60.24% P: 56.94% R: 47.11% F: 51.56%
+2024-03-29 10:15:29 INFO test: loss: 0.3499 - UP: 46.02% UR: 53.51% UF: 49.48% P: 39.01% R: 45.37% F: 41.95%
+2024-03-29 10:15:29 INFO 0:00:11.238555s elapsed
+
+2024-03-29 10:15:29 INFO Epoch 54 / 5000:
+2024-03-29 10:15:39 INFO lr: 4.9460e-05 - loss: 0.0038 - UP: 93.59% UR: 89.83% UF: 91.67% P: 93.27% R: 89.51% F: 91.35%
+2024-03-29 10:15:40 INFO dev:  loss: 0.2428 - UP: 66.71% UR: 51.71% UF: 58.26% P: 57.86% R: 44.85% F: 50.53%
+2024-03-29 10:15:41 INFO test: loss: 0.3201 - UP: 47.40% UR: 50.24% UF: 48.78% P: 40.24% R: 42.65% F: 41.41%
+2024-03-29 10:15:41 INFO 0:00:11.174758s elapsed
+
+2024-03-29 10:15:41 INFO Epoch 55 / 5000:
+2024-03-29 10:15:50 INFO lr: 4.9450e-05 - loss: 0.0110 - UP: 89.89% UR: 84.19% UF: 86.95% P: 89.29% R: 83.63% F: 86.36%
+2024-03-29 10:15:51 INFO dev:  loss: 0.2642 - UP: 65.15% UR: 55.17% UF: 59.75% P: 55.31% R: 46.84% F: 50.72%
+2024-03-29 10:15:52 INFO test: loss: 0.3731 - UP: 44.09% UR: 51.52% UF: 47.52% P: 36.95% R: 43.17% F: 39.82%
+2024-03-29 10:15:52 INFO 0:00:11.134501s elapsed
+
+2024-03-29 10:15:52 INFO Epoch 56 / 5000:
+2024-03-29 10:16:01 INFO lr: 4.9440e-05 - loss: 0.0060 - UP: 90.39% UR: 84.40% UF: 87.29% P: 89.74% R: 83.80% F: 86.66%
+2024-03-29 10:16:02 INFO dev:  loss: 0.2473 - UP: 59.17% UR: 63.88% UF: 61.44% P: 50.20% R: 54.19% F: 52.12%
+2024-03-29 10:16:03 INFO test: loss: 0.3519 - UP: 39.23% UR: 63.76% UF: 48.57% P: 33.05% R: 53.72% F: 40.92%
+2024-03-29 10:16:09 INFO 0:00:11.074780s elapsed (saved)
+
+2024-03-29 10:16:09 INFO Epoch 57 / 5000:
+2024-03-29 10:16:18 INFO lr: 4.9430e-05 - loss: 0.0118 - UP: 90.66% UR: 81.98% UF: 86.10% P: 89.82% R: 81.22% F: 85.30%
+2024-03-29 10:16:19 INFO dev:  loss: 0.2817 - UP: 66.82% UR: 50.82% UF: 57.73% P: 57.38% R: 43.63% F: 49.57%
+2024-03-29 10:16:20 INFO test: loss: 0.2902 - UP: 46.62% UR: 49.10% UF: 47.83% P: 38.05% R: 40.08% F: 39.04%
+2024-03-29 10:16:20 INFO 0:00:10.704959s elapsed
+
+2024-03-29 10:16:20 INFO Epoch 58 / 5000:
+2024-03-29 10:16:29 INFO lr: 4.9420e-05 - loss: 0.0056 - UP: 91.00% UR: 86.21% UF: 88.54% P: 90.09% R: 85.35% F: 87.65%
+2024-03-29 10:16:30 INFO dev:  loss: 0.2665 - UP: 64.36% UR: 55.17% UF: 59.41% P: 54.94% R: 47.10% F: 50.72%
+2024-03-29 10:16:30 INFO test: loss: 0.3011 - UP: 43.80% UR: 53.63% UF: 48.22% P: 36.65% R: 44.88% F: 40.35%
+2024-03-29 10:16:30 INFO 0:00:10.686036s elapsed
+
+2024-03-29 10:16:30 INFO Epoch 59 / 5000:
+2024-03-29 10:16:40 INFO lr: 4.9410e-05 - loss: 0.0065 - UP: 91.86% UR: 86.39% UF: 89.04% P: 91.19% R: 85.77% F: 88.40%
+2024-03-29 10:16:40 INFO dev:  loss: 0.2773 - UP: 64.35% UR: 56.64% UF: 60.25% P: 54.97% R: 48.38% F: 51.47%
+2024-03-29 10:16:41 INFO test: loss: 0.3491 - UP: 44.10% UR: 55.86% UF: 49.29% P: 37.18% R: 47.09% F: 41.55%
+2024-03-29 10:16:41 INFO 0:00:10.800825s elapsed
+
+2024-03-29 10:16:41 INFO Epoch 60 / 5000:
+2024-03-29 10:16:51 INFO lr: 4.9400e-05 - loss: 0.0080 - UP: 92.96% UR: 89.09% UF: 90.98% P: 92.24% R: 88.40% F: 90.28%
+2024-03-29 10:16:51 INFO dev:  loss: 0.2878 - UP: 64.29% UR: 56.13% UF: 59.93% P: 54.15% R: 47.28% F: 50.48%
+2024-03-29 10:16:52 INFO test: loss: 0.2907 - UP: 44.05% UR: 54.74% UF: 48.82% P: 37.04% R: 46.03% F: 41.05%
+2024-03-29 10:16:52 INFO 0:00:10.972888s elapsed
+
+2024-03-29 10:16:52 INFO Epoch 61 / 5000:
+2024-03-29 10:17:02 INFO lr: 4.9390e-05 - loss: 0.0111 - UP: 91.19% UR: 87.19% UF: 89.14% P: 90.06% R: 86.11% F: 88.04%
+2024-03-29 10:17:03 INFO dev:  loss: 0.2592 - UP: 63.58% UR: 49.32% UF: 55.55% P: 55.12% R: 42.75% F: 48.15%
+2024-03-29 10:17:03 INFO test: loss: 0.2515 - UP: 43.50% UR: 46.72% UF: 45.05% P: 37.14% R: 39.89% F: 38.47%
+2024-03-29 10:17:03 INFO 0:00:11.336425s elapsed
+
+2024-03-29 10:17:03 INFO Epoch 62 / 5000:
+2024-03-29 10:17:13 INFO lr: 4.9380e-05 - loss: 0.0219 - UP: 90.13% UR: 85.01% UF: 87.49% P: 89.24% R: 84.17% F: 86.63%
+2024-03-29 10:17:14 INFO dev:  loss: 0.2192 - UP: 70.64% UR: 47.20% UF: 56.59% P: 60.58% R: 40.48% F: 48.53%
+2024-03-29 10:17:15 INFO test: loss: 0.2305 - UP: 49.98% UR: 43.98% UF: 46.79% P: 41.26% R: 36.31% F: 38.63%
+2024-03-29 10:17:15 INFO 0:00:11.431733s elapsed
+
+2024-03-29 10:17:15 INFO Epoch 63 / 5000:
+2024-03-29 10:17:25 INFO lr: 4.9370e-05 - loss: 0.0238 - UP: 89.59% UR: 82.90% UF: 86.12% P: 88.88% R: 82.24% F: 85.43%
+2024-03-29 10:17:25 INFO dev:  loss: 0.2295 - UP: 66.35% UR: 55.29% UF: 60.32% P: 56.24% R: 46.87% F: 51.13%
+2024-03-29 10:17:26 INFO test: loss: 0.2819 - UP: 45.30% UR: 53.15% UF: 48.91% P: 37.48% R: 43.97% F: 40.46%
+2024-03-29 10:17:26 INFO 0:00:11.340622s elapsed
+
+2024-03-29 10:17:26 INFO Epoch 64 / 5000:
+2024-03-29 10:17:36 INFO lr: 4.9360e-05 - loss: 0.0064 - UP: 88.66% UR: 79.31% UF: 83.72% P: 87.82% R: 78.55% F: 82.93%
+2024-03-29 10:17:37 INFO dev:  loss: 0.2350 - UP: 61.52% UR: 56.33% UF: 58.81% P: 51.80% R: 47.43% F: 49.52%
+2024-03-29 10:17:38 INFO test: loss: 0.2881 - UP: 44.03% UR: 54.29% UF: 48.63% P: 36.29% R: 44.75% F: 40.08%
+2024-03-29 10:17:38 INFO 0:00:11.228458s elapsed
+
+2024-03-29 10:17:38 INFO Epoch 65 / 5000:
+2024-03-29 10:17:47 INFO lr: 4.9350e-05 - loss: 0.0197 - UP: 89.72% UR: 82.03% UF: 85.71% P: 88.30% R: 80.73% F: 84.35%
+2024-03-29 10:17:48 INFO dev:  loss: 0.1956 - UP: 66.94% UR: 52.06% UF: 58.57% P: 57.47% R: 44.69% F: 50.28%
+2024-03-29 10:17:49 INFO test: loss: 0.2552 - UP: 45.47% UR: 49.50% UF: 47.40% P: 38.61% R: 42.03% F: 40.25%
+2024-03-29 10:17:49 INFO 0:00:11.099505s elapsed
+
+2024-03-29 10:17:49 INFO Epoch 66 / 5000:
+2024-03-29 10:17:58 INFO lr: 4.9340e-05 - loss: 0.0045 - UP: 91.46% UR: 87.44% UF: 89.40% P: 90.80% R: 86.81% F: 88.76%
+2024-03-29 10:17:59 INFO dev:  loss: 0.2496 - UP: 65.58% UR: 54.57% UF: 59.57% P: 55.77% R: 46.41% F: 50.66%
+2024-03-29 10:18:00 INFO test: loss: 0.3056 - UP: 45.66% UR: 52.75% UF: 48.95% P: 38.79% R: 44.80% F: 41.58%
+2024-03-29 10:18:00 INFO 0:00:11.078533s elapsed
+
+2024-03-29 10:18:00 INFO Epoch 67 / 5000:
+2024-03-29 10:18:09 INFO lr: 4.9330e-05 - loss: 0.0123 - UP: 91.97% UR: 86.82% UF: 89.32% P: 91.03% R: 85.93% F: 88.40%
+2024-03-29 10:18:10 INFO dev:  loss: 0.2984 - UP: 65.55% UR: 57.14% UF: 61.06% P: 55.72% R: 48.57% F: 51.90%
+2024-03-29 10:18:11 INFO test: loss: 0.3523 - UP: 44.15% UR: 54.93% UF: 48.95% P: 37.02% R: 46.06% F: 41.05%
+2024-03-29 10:18:11 INFO 0:00:11.004827s elapsed
+
+2024-03-29 10:18:11 INFO Epoch 68 / 5000:
+2024-03-29 10:18:20 INFO lr: 4.9320e-05 - loss: 0.0097 - UP: 90.48% UR: 83.94% UF: 87.09% P: 89.49% R: 83.02% F: 86.13%
+2024-03-29 10:18:21 INFO dev:  loss: 0.2753 - UP: 68.87% UR: 52.60% UF: 59.65% P: 58.58% R: 44.74% F: 50.73%
+2024-03-29 10:18:22 INFO test: loss: 0.3268 - UP: 46.12% UR: 48.63% UF: 47.34% P: 39.36% R: 41.51% F: 40.41%
+2024-03-29 10:18:22 INFO 0:00:11.005063s elapsed
+
+2024-03-29 10:18:22 INFO Epoch 69 / 5000:
+2024-03-29 10:18:31 INFO lr: 4.9310e-05 - loss: 0.0081 - UP: 92.39% UR: 87.86% UF: 90.07% P: 91.56% R: 87.07% F: 89.26%
+2024-03-29 10:18:32 INFO dev:  loss: 0.2517 - UP: 64.63% UR: 57.58% UF: 60.91% P: 55.08% R: 49.07% F: 51.90%
+2024-03-29 10:18:33 INFO test: loss: 0.2931 - UP: 44.41% UR: 55.96% UF: 49.52% P: 36.69% R: 46.24% F: 40.92%
+2024-03-29 10:18:33 INFO 0:00:10.948305s elapsed
+
+2024-03-29 10:18:33 INFO Epoch 70 / 5000:
+2024-03-29 10:18:42 INFO lr: 4.9300e-05 - loss: 0.0147 - UP: 93.32% UR: 89.61% UF: 91.43% P: 92.62% R: 88.94% F: 90.74%
+2024-03-29 10:18:43 INFO dev:  loss: 0.2605 - UP: 65.38% UR: 55.72% UF: 60.17% P: 55.67% R: 47.45% F: 51.23%
+2024-03-29 10:18:44 INFO test: loss: 0.2924 - UP: 44.91% UR: 52.63% UF: 48.46% P: 37.63% R: 44.10% F: 40.61%
+2024-03-29 10:18:44 INFO 0:00:10.867491s elapsed
+
+2024-03-29 10:18:44 INFO Epoch 71 / 5000:
+2024-03-29 10:18:53 INFO lr: 4.9290e-05 - loss: 0.0016 - UP: 93.04% UR: 88.11% UF: 90.51% P: 91.62% R: 86.77% F: 89.13%
+2024-03-29 10:18:54 INFO dev:  loss: 0.2321 - UP: 66.63% UR: 54.82% UF: 60.15% P: 57.60% R: 47.39% F: 52.00%
+2024-03-29 10:18:54 INFO test: loss: 0.2648 - UP: 45.37% UR: 52.52% UF: 48.68% P: 38.07% R: 44.06% F: 40.85%
+2024-03-29 10:18:54 INFO 0:00:10.915837s elapsed
+
+2024-03-29 10:18:54 INFO Epoch 72 / 5000:
+2024-03-29 10:19:04 INFO lr: 4.9280e-05 - loss: 0.0068 - UP: 92.21% UR: 88.65% UF: 90.40% P: 91.76% R: 88.22% F: 89.95%
+2024-03-29 10:19:05 INFO dev:  loss: 0.2316 - UP: 67.13% UR: 57.03% UF: 61.67% P: 57.88% R: 49.17% F: 53.17%
+2024-03-29 10:19:05 INFO test: loss: 0.2767 - UP: 45.06% UR: 53.66% UF: 48.99% P: 37.63% R: 44.82% F: 40.91%
+2024-03-29 10:19:11 INFO 0:00:10.897171s elapsed (saved)
+
+2024-03-29 10:19:11 INFO Epoch 73 / 5000:
+2024-03-29 10:19:21 INFO lr: 4.9270e-05 - loss: 0.0134 - UP: 93.93% UR: 90.37% UF: 92.12% P: 93.52% R: 89.98% F: 91.71%
+2024-03-29 10:19:21 INFO dev:  loss: 0.2641 - UP: 65.91% UR: 58.00% UF: 61.70% P: 56.07% R: 49.34% F: 52.49%
+2024-03-29 10:19:22 INFO test: loss: 0.3123 - UP: 44.75% UR: 55.48% UF: 49.54% P: 37.58% R: 46.58% F: 41.60%
+2024-03-29 10:19:22 INFO 0:00:10.720751s elapsed
+
+2024-03-29 10:19:22 INFO Epoch 74 / 5000:
+2024-03-29 10:19:31 INFO lr: 4.9260e-05 - loss: 0.0083 - UP: 94.69% UR: 91.46% UF: 93.05% P: 94.45% R: 91.23% F: 92.81%
+2024-03-29 10:19:32 INFO dev:  loss: 0.2810 - UP: 65.72% UR: 58.01% UF: 61.63% P: 56.11% R: 49.53% F: 52.62%
+2024-03-29 10:19:33 INFO test: loss: 0.3380 - UP: 44.50% UR: 55.88% UF: 49.55% P: 37.58% R: 47.19% F: 41.84%
+2024-03-29 10:19:33 INFO 0:00:10.720370s elapsed
+
+2024-03-29 10:19:33 INFO Epoch 75 / 5000:
+2024-03-29 10:19:42 INFO lr: 4.9250e-05 - loss: 0.0035 - UP: 94.87% UR: 92.66% UF: 93.75% P: 94.68% R: 92.47% F: 93.56%
+2024-03-29 10:19:43 INFO dev:  loss: 0.2902 - UP: 66.69% UR: 56.60% UF: 61.23% P: 56.84% R: 48.25% F: 52.19%
+2024-03-29 10:19:44 INFO test: loss: 0.3413 - UP: 45.81% UR: 54.21% UF: 49.66% P: 38.98% R: 46.14% F: 42.26%
+2024-03-29 10:19:44 INFO 0:00:10.828641s elapsed
+
+2024-03-29 10:19:44 INFO Epoch 76 / 5000:
+2024-03-29 10:19:53 INFO lr: 4.9240e-05 - loss: 0.0115 - UP: 94.40% UR: 92.51% UF: 93.45% P: 94.17% R: 92.29% F: 93.22%
+2024-03-29 10:19:54 INFO dev:  loss: 0.2916 - UP: 67.22% UR: 56.36% UF: 61.31% P: 57.55% R: 48.25% F: 52.49%
+2024-03-29 10:19:55 INFO test: loss: 0.3845 - UP: 44.93% UR: 53.90% UF: 49.01% P: 37.85% R: 45.41% F: 41.29%
+2024-03-29 10:19:55 INFO 0:00:10.985048s elapsed
+
+2024-03-29 10:19:55 INFO Epoch 77 / 5000:
+2024-03-29 10:20:05 INFO lr: 4.9230e-05 - loss: 0.0054 - UP: 95.38% UR: 92.39% UF: 93.86% P: 95.12% R: 92.14% F: 93.61%
+2024-03-29 10:20:06 INFO dev:  loss: 0.2748 - UP: 66.72% UR: 56.85% UF: 61.39% P: 56.74% R: 48.35% F: 52.21%
+2024-03-29 10:20:07 INFO test: loss: 0.3404 - UP: 44.80% UR: 54.31% UF: 49.10% P: 37.78% R: 45.80% F: 41.41%
+2024-03-29 10:20:07 INFO 0:00:12.199514s elapsed
+
+2024-03-29 10:20:07 INFO Epoch 78 / 5000:
+2024-03-29 10:20:17 INFO lr: 4.9220e-05 - loss: 0.0128 - UP: 94.45% UR: 91.54% UF: 92.97% P: 94.18% R: 91.28% F: 92.71%
+2024-03-29 10:20:17 INFO dev:  loss: 0.2746 - UP: 66.34% UR: 55.73% UF: 60.58% P: 56.61% R: 47.56% F: 51.69%
+2024-03-29 10:20:18 INFO test: loss: 0.3406 - UP: 44.80% UR: 52.92% UF: 48.52% P: 37.91% R: 44.78% F: 41.06%
+2024-03-29 10:20:18 INFO 0:00:11.207977s elapsed
+
+2024-03-29 10:20:18 INFO Epoch 79 / 5000:
+2024-03-29 10:20:28 INFO lr: 4.9210e-05 - loss: 0.0065 - UP: 94.06% UR: 91.15% UF: 92.58% P: 93.74% R: 90.83% F: 92.26%
+2024-03-29 10:20:28 INFO dev:  loss: 0.2844 - UP: 67.38% UR: 51.84% UF: 58.60% P: 57.34% R: 44.12% F: 49.87%
+2024-03-29 10:20:29 INFO test: loss: 0.3499 - UP: 46.12% UR: 49.91% UF: 47.94% P: 38.53% R: 41.69% F: 40.05%
+2024-03-29 10:20:29 INFO 0:00:11.146571s elapsed
+
+2024-03-29 10:20:29 INFO Epoch 80 / 5000:
+2024-03-29 10:20:39 INFO lr: 4.9200e-05 - loss: 0.0033 - UP: 93.66% UR: 88.81% UF: 91.17% P: 93.15% R: 88.32% F: 90.67%
+2024-03-29 10:20:40 INFO dev:  loss: 0.3067 - UP: 63.88% UR: 58.77% UF: 61.22% P: 54.73% R: 50.36% F: 52.45%
+2024-03-29 10:20:40 INFO test: loss: 0.3301 - UP: 43.77% UR: 56.45% UF: 49.31% P: 36.47% R: 47.02% F: 41.08%
+2024-03-29 10:20:40 INFO 0:00:11.132917s elapsed
+
+2024-03-29 10:20:40 INFO Epoch 81 / 5000:
+2024-03-29 10:20:50 INFO lr: 4.9190e-05 - loss: 0.0091 - UP: 93.34% UR: 90.72% UF: 92.01% P: 93.07% R: 90.46% F: 91.75%
+2024-03-29 10:20:51 INFO dev:  loss: 0.3324 - UP: 64.97% UR: 57.22% UF: 60.85% P: 55.65% R: 49.01% F: 52.12%
+2024-03-29 10:20:51 INFO test: loss: 0.4805 - UP: 44.21% UR: 54.48% UF: 48.81% P: 37.22% R: 45.87% F: 41.09%
+2024-03-29 10:20:51 INFO 0:00:11.093585s elapsed
+
+2024-03-29 10:20:51 INFO Epoch 82 / 5000:
+2024-03-29 10:21:01 INFO lr: 4.9180e-05 - loss: 0.0038 - UP: 93.37% UR: 88.46% UF: 90.85% P: 93.09% R: 88.20% F: 90.58%
+2024-03-29 10:21:02 INFO dev:  loss: 0.3122 - UP: 64.55% UR: 57.73% UF: 60.95% P: 54.88% R: 49.08% F: 51.82%
+2024-03-29 10:21:03 INFO test: loss: 0.3866 - UP: 43.70% UR: 55.76% UF: 49.00% P: 36.51% R: 46.58% F: 40.93%
+2024-03-29 10:21:03 INFO 0:00:11.043428s elapsed
+
+2024-03-29 10:21:03 INFO Epoch 83 / 5000:
+2024-03-29 10:21:12 INFO lr: 4.9170e-05 - loss: 0.0093 - UP: 94.29% UR: 91.65% UF: 92.95% P: 94.09% R: 91.45% F: 92.75%
+2024-03-29 10:21:13 INFO dev:  loss: 0.3110 - UP: 64.15% UR: 58.81% UF: 61.36% P: 54.88% R: 50.32% F: 52.50%
+2024-03-29 10:21:14 INFO test: loss: 0.4039 - UP: 43.25% UR: 56.31% UF: 48.93% P: 36.40% R: 47.39% F: 41.17%
+2024-03-29 10:21:14 INFO 0:00:11.021682s elapsed
+
+2024-03-29 10:21:14 INFO Epoch 84 / 5000:
+2024-03-29 10:21:23 INFO lr: 4.9160e-05 - loss: 0.0102 - UP: 95.03% UR: 93.23% UF: 94.12% P: 94.84% R: 93.04% F: 93.93%
+2024-03-29 10:21:24 INFO dev:  loss: 0.3410 - UP: 65.87% UR: 57.81% UF: 61.58% P: 56.09% R: 49.23% F: 52.44%
+2024-03-29 10:21:25 INFO test: loss: 0.3991 - UP: 44.58% UR: 55.44% UF: 49.42% P: 37.37% R: 46.47% F: 41.43%
+2024-03-29 10:21:25 INFO 0:00:11.020220s elapsed
+
+2024-03-29 10:21:25 INFO Epoch 85 / 5000:
+2024-03-29 10:21:34 INFO lr: 4.9150e-05 - loss: 0.0011 - UP: 95.85% UR: 93.83% UF: 94.83% P: 95.64% R: 93.63% F: 94.62%
+2024-03-29 10:21:35 INFO dev:  loss: 0.3299 - UP: 66.03% UR: 56.25% UF: 60.75% P: 56.90% R: 48.47% F: 52.35%
+2024-03-29 10:21:36 INFO test: loss: 0.3822 - UP: 46.03% UR: 55.01% UF: 50.12% P: 38.79% R: 46.35% F: 42.24%
+2024-03-29 10:21:36 INFO 0:00:10.983252s elapsed
+
+2024-03-29 10:21:36 INFO Epoch 86 / 5000:
+2024-03-29 10:21:45 INFO lr: 4.9140e-05 - loss: 0.0016 - UP: 95.87% UR: 93.66% UF: 94.75% P: 95.69% R: 93.49% F: 94.58%
+2024-03-29 10:21:46 INFO dev:  loss: 0.3230 - UP: 67.09% UR: 55.25% UF: 60.60% P: 57.97% R: 47.74% F: 52.36%
+2024-03-29 10:21:46 INFO test: loss: 0.3813 - UP: 45.94% UR: 53.14% UF: 49.28% P: 38.87% R: 44.95% F: 41.69%
+2024-03-29 10:21:47 INFO 0:00:10.944302s elapsed
+
+2024-03-29 10:21:47 INFO Epoch 87 / 5000:
+2024-03-29 10:21:56 INFO lr: 4.9130e-05 - loss: 0.0021 - UP: 96.12% UR: 94.51% UF: 95.31% P: 95.99% R: 94.39% F: 95.18%
+2024-03-29 10:21:57 INFO dev:  loss: 0.3390 - UP: 67.59% UR: 55.49% UF: 60.94% P: 58.22% R: 47.80% F: 52.50%
+2024-03-29 10:21:57 INFO test: loss: 0.4059 - UP: 45.83% UR: 52.85% UF: 49.09% P: 38.77% R: 44.71% F: 41.53%
+2024-03-29 10:21:57 INFO 0:00:10.944179s elapsed
+
+2024-03-29 10:21:57 INFO Epoch 88 / 5000:
+2024-03-29 10:22:07 INFO lr: 4.9120e-05 - loss: 0.0011 - UP: 96.24% UR: 94.72% UF: 95.47% P: 96.08% R: 94.56% F: 95.32%
+2024-03-29 10:22:08 INFO dev:  loss: 0.3527 - UP: 66.14% UR: 56.42% UF: 60.90% P: 56.76% R: 48.42% F: 52.25%
+2024-03-29 10:22:08 INFO test: loss: 0.4307 - UP: 45.21% UR: 54.03% UF: 49.23% P: 37.25% R: 44.51% F: 40.55%
+2024-03-29 10:22:08 INFO 0:00:11.005556s elapsed
+
+2024-03-29 10:22:08 INFO Epoch 89 / 5000:
+2024-03-29 10:22:18 INFO lr: 4.9110e-05 - loss: 0.0069 - UP: 96.00% UR: 94.71% UF: 95.35% P: 95.74% R: 94.46% F: 95.10%
+2024-03-29 10:22:19 INFO dev:  loss: 0.3361 - UP: 65.67% UR: 56.55% UF: 60.77% P: 56.62% R: 48.75% F: 52.39%
+2024-03-29 10:22:19 INFO test: loss: 0.3945 - UP: 45.15% UR: 54.58% UF: 49.42% P: 38.51% R: 46.55% F: 42.15%
+2024-03-29 10:22:19 INFO 0:00:10.966820s elapsed
+
+2024-03-29 10:22:19 INFO Epoch 90 / 5000:
+2024-03-29 10:22:29 INFO lr: 4.9100e-05 - loss: 0.0020 - UP: 96.21% UR: 95.02% UF: 95.61% P: 95.97% R: 94.78% F: 95.37%
+2024-03-29 10:22:30 INFO dev:  loss: 0.2969 - UP: 65.47% UR: 57.40% UF: 61.17% P: 56.26% R: 49.33% F: 52.57%
+2024-03-29 10:22:30 INFO test: loss: 0.3532 - UP: 45.26% UR: 54.67% UF: 49.52% P: 38.37% R: 46.35% F: 41.99%
+2024-03-29 10:22:30 INFO 0:00:10.999524s elapsed
+
+2024-03-29 10:22:30 INFO Epoch 91 / 5000:
+2024-03-29 10:22:40 INFO lr: 4.9090e-05 - loss: 0.0023 - UP: 96.12% UR: 94.53% UF: 95.32% P: 95.70% R: 94.12% F: 94.90%
+2024-03-29 10:22:41 INFO dev:  loss: 0.3032 - UP: 65.83% UR: 57.42% UF: 61.34% P: 56.60% R: 49.36% F: 52.73%
+2024-03-29 10:22:41 INFO test: loss: 0.4214 - UP: 45.48% UR: 55.22% UF: 49.88% P: 38.78% R: 47.09% F: 42.53%
+2024-03-29 10:22:41 INFO 0:00:10.995733s elapsed
+
+2024-03-29 10:22:41 INFO Epoch 92 / 5000:
+2024-03-29 10:22:51 INFO lr: 4.9080e-05 - loss: 0.0018 - UP: 96.60% UR: 94.94% UF: 95.76% P: 96.32% R: 94.67% F: 95.49%
+2024-03-29 10:22:52 INFO dev:  loss: 0.3199 - UP: 65.48% UR: 57.97% UF: 61.49% P: 56.22% R: 49.77% F: 52.80%
+2024-03-29 10:22:52 INFO test: loss: 0.3964 - UP: 44.67% UR: 55.63% UF: 49.55% P: 37.78% R: 47.05% F: 41.91%
+2024-03-29 10:22:52 INFO 0:00:11.035125s elapsed
+
+2024-03-29 10:22:52 INFO Epoch 93 / 5000:
+2024-03-29 10:23:02 INFO lr: 4.9070e-05 - loss: 0.0054 - UP: 96.43% UR: 95.57% UF: 96.00% P: 96.27% R: 95.41% F: 95.84%
+2024-03-29 10:23:03 INFO dev:  loss: 0.3093 - UP: 67.06% UR: 55.63% UF: 60.81% P: 58.09% R: 48.19% F: 52.68%
+2024-03-29 10:23:04 INFO test: loss: 0.4051 - UP: 46.79% UR: 53.54% UF: 49.94% P: 39.91% R: 45.67% F: 42.59%
+2024-03-29 10:23:04 INFO 0:00:11.085490s elapsed
+
+2024-03-29 10:23:04 INFO Epoch 94 / 5000:
+2024-03-29 10:23:13 INFO lr: 4.9060e-05 - loss: 0.0013 - UP: 96.75% UR: 95.66% UF: 96.20% P: 96.64% R: 95.54% F: 96.09%
+2024-03-29 10:23:14 INFO dev:  loss: 0.3215 - UP: 67.92% UR: 55.40% UF: 61.02% P: 58.84% R: 47.99% F: 52.86%
+2024-03-29 10:23:15 INFO test: loss: 0.4237 - UP: 46.50% UR: 53.23% UF: 49.64% P: 39.66% R: 45.40% F: 42.33%
+2024-03-29 10:23:15 INFO 0:00:11.117297s elapsed
+
+2024-03-29 10:23:15 INFO Epoch 95 / 5000:
+2024-03-29 10:23:24 INFO lr: 4.9050e-05 - loss: 0.0089 - UP: 96.80% UR: 95.42% UF: 96.11% P: 96.69% R: 95.31% F: 95.99%
+2024-03-29 10:23:25 INFO dev:  loss: 0.3263 - UP: 63.54% UR: 60.40% UF: 61.93% P: 54.43% R: 51.74% F: 53.05%
+2024-03-29 10:23:26 INFO test: loss: 0.4642 - UP: 42.35% UR: 57.88% UF: 48.91% P: 36.04% R: 49.25% F: 41.62%
+2024-03-29 10:23:26 INFO 0:00:11.161384s elapsed
+
+2024-03-29 10:23:26 INFO Epoch 96 / 5000:
+2024-03-29 10:23:36 INFO lr: 4.9040e-05 - loss: 0.0009 - UP: 96.70% UR: 95.53% UF: 96.11% P: 96.54% R: 95.37% F: 95.95%
+2024-03-29 10:23:36 INFO dev:  loss: 0.3200 - UP: 65.12% UR: 57.61% UF: 61.13% P: 56.39% R: 49.88% F: 52.94%
+2024-03-29 10:23:37 INFO test: loss: 0.4505 - UP: 45.38% UR: 56.10% UF: 50.17% P: 38.39% R: 47.46% F: 42.44%
+2024-03-29 10:23:37 INFO 0:00:11.189064s elapsed
+
+2024-03-29 10:23:37 INFO Epoch 97 / 5000:
+2024-03-29 10:23:47 INFO lr: 4.9030e-05 - loss: 0.0020 - UP: 97.06% UR: 95.85% UF: 96.45% P: 96.97% R: 95.76% F: 96.36%
+2024-03-29 10:23:47 INFO dev:  loss: 0.4057 - UP: 65.58% UR: 58.98% UF: 62.11% P: 56.53% R: 50.84% F: 53.53%
+2024-03-29 10:23:48 INFO test: loss: 0.4730 - UP: 44.14% UR: 56.26% UF: 49.47% P: 37.46% R: 47.75% F: 41.99%
+2024-03-29 10:23:54 INFO 0:00:11.170514s elapsed (saved)
+
+2024-03-29 10:23:54 INFO Epoch 98 / 5000:
+2024-03-29 10:24:04 INFO lr: 4.9020e-05 - loss: 0.0025 - UP: 95.84% UR: 94.94% UF: 95.39% P: 95.61% R: 94.71% F: 95.16%
+2024-03-29 10:24:04 INFO dev:  loss: 0.2737 - UP: 63.24% UR: 59.16% UF: 61.14% P: 54.33% R: 50.83% F: 52.52%
+2024-03-29 10:24:05 INFO test: loss: 0.3181 - UP: 44.45% UR: 57.58% UF: 50.17% P: 37.42% R: 48.47% F: 42.23%
+2024-03-29 10:24:05 INFO 0:00:10.764838s elapsed
+
+2024-03-29 10:24:05 INFO Epoch 99 / 5000:
+2024-03-29 10:24:14 INFO lr: 4.9010e-05 - loss: 0.0004 - UP: 96.40% UR: 95.03% UF: 95.71% P: 96.17% R: 94.80% F: 95.48%
+2024-03-29 10:24:15 INFO dev:  loss: 0.3322 - UP: 65.76% UR: 57.36% UF: 61.27% P: 56.65% R: 49.41% F: 52.78%
+2024-03-29 10:24:16 INFO test: loss: 0.3720 - UP: 45.66% UR: 55.63% UF: 50.15% P: 38.65% R: 47.09% F: 42.46%
+2024-03-29 10:24:16 INFO 0:00:10.788754s elapsed
+
+2024-03-29 10:24:16 INFO Epoch 100 / 5000:
+2024-03-29 10:24:25 INFO lr: 4.9000e-05 - loss: 0.0096 - UP: 95.56% UR: 93.81% UF: 94.68% P: 95.29% R: 93.55% F: 94.41%
+2024-03-29 10:24:26 INFO dev:  loss: 0.2951 - UP: 64.74% UR: 58.22% UF: 61.30% P: 55.39% R: 49.81% F: 52.46%
+2024-03-29 10:24:27 INFO test: loss: 0.3827 - UP: 43.77% UR: 56.99% UF: 49.51% P: 37.07% R: 48.26% F: 41.93%
+2024-03-29 10:24:27 INFO 0:00:10.929861s elapsed
+
+2024-03-29 10:24:27 INFO Epoch 101 / 5000:
+2024-03-29 10:24:36 INFO lr: 4.8990e-05 - loss: 0.0120 - UP: 95.03% UR: 93.32% UF: 94.17% P: 94.61% R: 92.90% F: 93.75%
+2024-03-29 10:24:37 INFO dev:  loss: 0.2643 - UP: 66.64% UR: 53.28% UF: 59.21% P: 57.41% R: 45.90% F: 51.02%
+2024-03-29 10:24:38 INFO test: loss: 0.3028 - UP: 47.47% UR: 51.80% UF: 49.54% P: 39.94% R: 43.59% F: 41.69%
+2024-03-29 10:24:38 INFO 0:00:11.143065s elapsed
+
+2024-03-29 10:24:38 INFO Epoch 102 / 5000:
+2024-03-29 10:24:48 INFO lr: 4.8980e-05 - loss: 0.0054 - UP: 96.43% UR: 94.77% UF: 95.59% P: 96.15% R: 94.48% F: 95.31%
+2024-03-29 10:24:49 INFO dev:  loss: 0.2698 - UP: 65.20% UR: 55.16% UF: 59.76% P: 56.44% R: 47.75% F: 51.73%
+2024-03-29 10:24:49 INFO test: loss: 0.3305 - UP: 45.73% UR: 53.51% UF: 49.32% P: 38.59% R: 45.15% F: 41.61%
+2024-03-29 10:24:49 INFO 0:00:11.389666s elapsed
+
+2024-03-29 10:24:49 INFO Epoch 103 / 5000:
+2024-03-29 10:24:59 INFO lr: 4.8970e-05 - loss: 0.0003 - UP: 96.65% UR: 95.58% UF: 96.11% P: 96.28% R: 95.21% F: 95.74%
+2024-03-29 10:25:00 INFO dev:  loss: 0.2859 - UP: 65.31% UR: 56.02% UF: 60.31% P: 55.08% R: 47.24% F: 50.86%
+2024-03-29 10:25:01 INFO test: loss: 0.3467 - UP: 44.78% UR: 54.12% UF: 49.01% P: 38.00% R: 45.93% F: 41.59%
+2024-03-29 10:25:01 INFO 0:00:11.352393s elapsed
+
+2024-03-29 10:25:01 INFO Epoch 104 / 5000:
+2024-03-29 10:25:10 INFO lr: 4.8960e-05 - loss: 0.0065 - UP: 96.75% UR: 95.37% UF: 96.06% P: 96.37% R: 94.99% F: 95.68%
+2024-03-29 10:25:11 INFO dev:  loss: 0.2771 - UP: 64.18% UR: 58.68% UF: 61.31% P: 54.92% R: 50.21% F: 52.46%
+2024-03-29 10:25:12 INFO test: loss: 0.3467 - UP: 44.00% UR: 56.52% UF: 49.48% P: 37.36% R: 47.98% F: 42.01%
+2024-03-29 10:25:12 INFO 0:00:11.241484s elapsed
+
+2024-03-29 10:25:12 INFO Epoch 105 / 5000:
+2024-03-29 10:25:22 INFO lr: 4.8950e-05 - loss: 0.0015 - UP: 97.25% UR: 95.95% UF: 96.59% P: 97.04% R: 95.75% F: 96.40%
+2024-03-29 10:25:22 INFO dev:  loss: 0.2958 - UP: 66.50% UR: 57.85% UF: 61.88% P: 56.94% R: 49.53% F: 52.98%
+2024-03-29 10:25:23 INFO test: loss: 0.3884 - UP: 44.52% UR: 55.04% UF: 49.22% P: 37.92% R: 46.88% F: 41.92%
+2024-03-29 10:25:23 INFO 0:00:11.202721s elapsed
+
+2024-03-29 10:25:23 INFO Epoch 106 / 5000:
+2024-03-29 10:25:33 INFO lr: 4.8940e-05 - loss: 0.0049 - UP: 97.28% UR: 96.51% UF: 96.89% P: 97.16% R: 96.39% F: 96.77%
+2024-03-29 10:25:34 INFO dev:  loss: 0.3019 - UP: 66.03% UR: 57.09% UF: 61.24% P: 57.07% R: 49.34% F: 52.92%
+2024-03-29 10:25:34 INFO test: loss: 0.3523 - UP: 45.98% UR: 54.59% UF: 49.92% P: 39.09% R: 46.41% F: 42.43%
+2024-03-29 10:25:34 INFO 0:00:11.157764s elapsed
+
+2024-03-29 10:25:34 INFO Epoch 107 / 5000:
+2024-03-29 10:25:44 INFO lr: 4.8930e-05 - loss: 0.0009 - UP: 97.50% UR: 96.39% UF: 96.94% P: 97.39% R: 96.28% F: 96.83%
+2024-03-29 10:25:45 INFO dev:  loss: 0.3117 - UP: 66.00% UR: 58.02% UF: 61.76% P: 55.87% R: 49.11% F: 52.27%
+2024-03-29 10:25:45 INFO test: loss: 0.3875 - UP: 45.16% UR: 55.28% UF: 49.71% P: 38.12% R: 46.66% F: 41.96%
+2024-03-29 10:25:45 INFO 0:00:11.109046s elapsed
+
+2024-03-29 10:25:45 INFO Epoch 108 / 5000:
+2024-03-29 10:25:55 INFO lr: 4.8920e-05 - loss: 0.0015 - UP: 97.52% UR: 96.56% UF: 97.04% P: 97.35% R: 96.39% F: 96.87%
+2024-03-29 10:25:56 INFO dev:  loss: 0.3062 - UP: 66.22% UR: 56.58% UF: 61.02% P: 56.63% R: 48.38% F: 52.18%
+2024-03-29 10:25:56 INFO test: loss: 0.3660 - UP: 44.71% UR: 53.72% UF: 48.80% P: 38.22% R: 45.92% F: 41.72%
+2024-03-29 10:25:56 INFO 0:00:11.039274s elapsed
+
+2024-03-29 10:25:56 INFO Epoch 109 / 5000:
+2024-03-29 10:26:06 INFO lr: 4.8910e-05 - loss: 0.0007 - UP: 97.61% UR: 96.52% UF: 97.06% P: 97.50% R: 96.42% F: 96.95%
+2024-03-29 10:26:07 INFO dev:  loss: 0.3169 - UP: 67.08% UR: 56.13% UF: 61.12% P: 57.43% R: 48.05% F: 52.33%
+2024-03-29 10:26:08 INFO test: loss: 0.4069 - UP: 46.11% UR: 53.50% UF: 49.53% P: 39.02% R: 45.27% F: 41.92%
+2024-03-29 10:26:08 INFO 0:00:11.035723s elapsed
+
+2024-03-29 10:26:08 INFO Epoch 110 / 5000:
+2024-03-29 10:26:17 INFO lr: 4.8900e-05 - loss: 0.0011 - UP: 97.49% UR: 96.61% UF: 97.04% P: 97.40% R: 96.51% F: 96.95%
+2024-03-29 10:26:18 INFO dev:  loss: 0.3191 - UP: 66.59% UR: 56.82% UF: 61.32% P: 57.03% R: 48.66% F: 52.52%
+2024-03-29 10:26:19 INFO test: loss: 0.4016 - UP: 46.50% UR: 54.56% UF: 50.21% P: 38.80% R: 45.53% F: 41.90%
+2024-03-29 10:26:19 INFO 0:00:11.019769s elapsed
+
+2024-03-29 10:26:19 INFO Epoch 111 / 5000:
+2024-03-29 10:26:28 INFO lr: 4.8890e-05 - loss: 0.0004 - UP: 97.52% UR: 96.52% UF: 97.02% P: 97.24% R: 96.25% F: 96.74%
+2024-03-29 10:26:29 INFO dev:  loss: 0.3202 - UP: 63.17% UR: 61.16% UF: 62.15% P: 53.45% R: 51.75% F: 52.59%
+2024-03-29 10:26:29 INFO test: loss: 0.4217 - UP: 42.64% UR: 59.40% UF: 49.64% P: 35.68% R: 49.70% F: 41.54%
+2024-03-29 10:26:29 INFO 0:00:10.957506s elapsed
+
+2024-03-29 10:26:29 INFO Epoch 112 / 5000:
+2024-03-29 10:26:39 INFO lr: 4.8880e-05 - loss: 0.0032 - UP: 96.05% UR: 95.25% UF: 95.65% P: 95.80% R: 95.00% F: 95.40%
+2024-03-29 10:26:40 INFO dev:  loss: 0.3027 - UP: 63.21% UR: 61.10% UF: 62.14% P: 53.50% R: 51.72% F: 52.59%
+2024-03-29 10:26:40 INFO test: loss: 0.4144 - UP: 43.63% UR: 58.91% UF: 50.13% P: 36.69% R: 49.54% F: 42.16%
+2024-03-29 10:26:40 INFO 0:00:10.930989s elapsed
+
+2024-03-29 10:26:40 INFO Epoch 113 / 5000:
+2024-03-29 10:26:50 INFO lr: 4.8870e-05 - loss: 0.0045 - UP: 97.05% UR: 96.08% UF: 96.56% P: 96.94% R: 95.97% F: 96.45%
+2024-03-29 10:26:51 INFO dev:  loss: 0.3224 - UP: 64.90% UR: 58.14% UF: 61.33% P: 55.67% R: 49.87% F: 52.61%
+2024-03-29 10:26:51 INFO test: loss: 0.4191 - UP: 44.39% UR: 55.64% UF: 49.38% P: 37.27% R: 46.72% F: 41.46%
+2024-03-29 10:26:51 INFO 0:00:10.925624s elapsed
+
+2024-03-29 10:26:51 INFO Epoch 114 / 5000:
+2024-03-29 10:27:01 INFO lr: 4.8860e-05 - loss: 0.0056 - UP: 97.04% UR: 95.53% UF: 96.28% P: 96.83% R: 95.32% F: 96.06%
+2024-03-29 10:27:01 INFO dev:  loss: 0.3096 - UP: 65.35% UR: 57.10% UF: 60.95% P: 55.87% R: 48.81% F: 52.10%
+2024-03-29 10:27:02 INFO test: loss: 0.3370 - UP: 45.33% UR: 53.41% UF: 49.04% P: 37.31% R: 43.96% F: 40.36%
+2024-03-29 10:27:02 INFO 0:00:10.892889s elapsed
+
+2024-03-29 10:27:02 INFO Epoch 115 / 5000:
+2024-03-29 10:27:12 INFO lr: 4.8850e-05 - loss: 0.0002 - UP: 96.58% UR: 95.40% UF: 95.99% P: 96.35% R: 95.17% F: 95.76%
+2024-03-29 10:27:12 INFO dev:  loss: 0.3131 - UP: 65.68% UR: 58.29% UF: 61.77% P: 56.47% R: 50.12% F: 53.10%
+2024-03-29 10:27:13 INFO test: loss: 0.3904 - UP: 44.68% UR: 54.47% UF: 49.09% P: 36.97% R: 45.07% F: 40.62%
+2024-03-29 10:27:13 INFO 0:00:10.936205s elapsed
+
+2024-03-29 10:27:13 INFO Epoch 116 / 5000:
+2024-03-29 10:27:23 INFO lr: 4.8840e-05 - loss: 0.0038 - UP: 97.49% UR: 96.04% UF: 96.76% P: 97.35% R: 95.91% F: 96.62%
+2024-03-29 10:27:23 INFO dev:  loss: 0.3151 - UP: 65.91% UR: 58.63% UF: 62.06% P: 56.30% R: 50.08% F: 53.01%
+2024-03-29 10:27:24 INFO test: loss: 0.3883 - UP: 44.49% UR: 54.75% UF: 49.09% P: 36.97% R: 45.49% F: 40.79%
+2024-03-29 10:27:24 INFO 0:00:11.003393s elapsed
+
+2024-03-29 10:27:24 INFO Epoch 117 / 5000:
+2024-03-29 10:27:34 INFO lr: 4.8830e-05 - loss: 0.0003 - UP: 97.14% UR: 95.94% UF: 96.54% P: 97.02% R: 95.83% F: 96.42%
+2024-03-29 10:27:34 INFO dev:  loss: 0.3196 - UP: 64.85% UR: 59.29% UF: 61.95% P: 55.66% R: 50.89% F: 53.17%
+2024-03-29 10:27:35 INFO test: loss: 0.4185 - UP: 43.49% UR: 55.63% UF: 48.81% P: 36.19% R: 46.30% F: 40.63%
+2024-03-29 10:27:35 INFO 0:00:10.951180s elapsed
+
+2024-03-29 10:27:35 INFO Epoch 118 / 5000:
+2024-03-29 10:27:45 INFO lr: 4.8820e-05 - loss: 0.0033 - UP: 95.26% UR: 92.63% UF: 93.93% P: 95.06% R: 92.44% F: 93.73%
+2024-03-29 10:27:45 INFO dev:  loss: 0.2940 - UP: 67.40% UR: 54.18% UF: 60.07% P: 57.39% R: 46.14% F: 51.15%
+2024-03-29 10:27:46 INFO test: loss: 0.3814 - UP: 45.81% UR: 50.97% UF: 48.25% P: 38.12% R: 42.41% F: 40.15%
+2024-03-29 10:27:46 INFO 0:00:11.003242s elapsed
+
+2024-03-29 10:27:46 INFO Epoch 119 / 5000:
+2024-03-29 10:27:56 INFO lr: 4.8810e-05 - loss: 0.0146 - UP: 95.08% UR: 92.41% UF: 93.72% P: 94.89% R: 92.22% F: 93.54%
+2024-03-29 10:27:56 INFO dev:  loss: 0.3313 - UP: 63.98% UR: 56.15% UF: 59.81% P: 54.86% R: 48.14% F: 51.28%
+2024-03-29 10:27:57 INFO test: loss: 0.3601 - UP: 44.86% UR: 53.90% UF: 48.97% P: 37.30% R: 44.82% F: 40.71%
+2024-03-29 10:27:57 INFO 0:00:11.018082s elapsed
+
+2024-03-29 10:27:57 INFO Epoch 120 / 5000:
+2024-03-29 10:28:07 INFO lr: 4.8800e-05 - loss: 0.0066 - UP: 92.66% UR: 88.35% UF: 90.46% P: 92.20% R: 87.91% F: 90.00%
+2024-03-29 10:28:07 INFO dev:  loss: 0.2564 - UP: 65.21% UR: 56.20% UF: 60.37% P: 54.92% R: 47.33% F: 50.84%
+2024-03-29 10:28:08 INFO test: loss: 0.3430 - UP: 44.36% UR: 53.42% UF: 48.47% P: 37.13% R: 44.72% F: 40.58%
+2024-03-29 10:28:08 INFO 0:00:11.092262s elapsed
+
+2024-03-29 10:28:08 INFO Epoch 121 / 5000:
+2024-03-29 10:28:18 INFO lr: 4.8790e-05 - loss: 0.0087 - UP: 95.59% UR: 91.91% UF: 93.71% P: 95.35% R: 91.68% F: 93.48%
+2024-03-29 10:28:19 INFO dev:  loss: 0.2881 - UP: 68.71% UR: 46.69% UF: 55.60% P: 59.60% R: 40.50% F: 48.23%
+2024-03-29 10:28:19 INFO test: loss: 0.3063 - UP: 48.62% UR: 43.07% UF: 45.68% P: 42.00% R: 37.20% F: 39.45%
+2024-03-29 10:28:19 INFO 0:00:11.096740s elapsed
+
+2024-03-29 10:28:19 INFO Epoch 122 / 5000:
+2024-03-29 10:28:29 INFO lr: 4.8780e-05 - loss: 0.0045 - UP: 92.69% UR: 88.08% UF: 90.33% P: 92.49% R: 87.89% F: 90.13%
+2024-03-29 10:28:30 INFO dev:  loss: 0.2443 - UP: 67.05% UR: 55.02% UF: 60.44% P: 57.04% R: 46.81% F: 51.42%
+2024-03-29 10:28:30 INFO test: loss: 0.2928 - UP: 45.53% UR: 52.21% UF: 48.64% P: 37.97% R: 43.54% F: 40.56%
+2024-03-29 10:28:30 INFO 0:00:11.141405s elapsed
+
+2024-03-29 10:28:30 INFO Epoch 123 / 5000:
+2024-03-29 10:28:40 INFO lr: 4.8770e-05 - loss: 0.0075 - UP: 95.17% UR: 91.99% UF: 93.56% P: 94.80% R: 91.63% F: 93.19%
+2024-03-29 10:28:41 INFO dev:  loss: 0.2823 - UP: 63.56% UR: 59.75% UF: 61.60% P: 53.40% R: 50.20% F: 51.75%
+2024-03-29 10:28:42 INFO test: loss: 0.3576 - UP: 42.79% UR: 56.58% UF: 48.73% P: 35.27% R: 46.65% F: 40.17%
+2024-03-29 10:28:42 INFO 0:00:11.193385s elapsed
+
+2024-03-29 10:28:42 INFO Epoch 124 / 5000:
+2024-03-29 10:28:51 INFO lr: 4.8760e-05 - loss: 0.0014 - UP: 96.30% UR: 94.30% UF: 95.29% P: 96.08% R: 94.08% F: 95.07%
+2024-03-29 10:28:52 INFO dev:  loss: 0.2784 - UP: 64.75% UR: 56.73% UF: 60.47% P: 54.78% R: 47.99% F: 51.16%
+2024-03-29 10:28:53 INFO test: loss: 0.3544 - UP: 45.36% UR: 54.27% UF: 49.42% P: 37.71% R: 45.11% F: 41.08%
+2024-03-29 10:28:53 INFO 0:00:11.207171s elapsed
+
+2024-03-29 10:28:53 INFO Epoch 125 / 5000:
+2024-03-29 10:29:03 INFO lr: 4.8750e-05 - loss: 0.0026 - UP: 96.79% UR: 95.57% UF: 96.18% P: 96.61% R: 95.40% F: 96.00%
+2024-03-29 10:29:03 INFO dev:  loss: 0.3299 - UP: 64.37% UR: 58.99% UF: 61.57% P: 54.36% R: 49.81% F: 51.99%
+2024-03-29 10:29:04 INFO test: loss: 0.4552 - UP: 44.33% UR: 57.55% UF: 50.08% P: 36.81% R: 47.79% F: 41.59%
+2024-03-29 10:29:04 INFO 0:00:11.233325s elapsed
+
+2024-03-29 10:29:04 INFO Epoch 126 / 5000:
+2024-03-29 10:29:14 INFO lr: 4.8740e-05 - loss: 0.0020 - UP: 97.23% UR: 95.98% UF: 96.60% P: 97.05% R: 95.81% F: 96.43%
+2024-03-29 10:29:14 INFO dev:  loss: 0.3281 - UP: 67.50% UR: 56.06% UF: 61.25% P: 56.84% R: 47.21% F: 51.58%
+2024-03-29 10:29:15 INFO test: loss: 0.4213 - UP: 46.49% UR: 53.07% UF: 49.56% P: 38.99% R: 44.51% F: 41.57%
+2024-03-29 10:29:15 INFO 0:00:11.154959s elapsed
+
+2024-03-29 10:29:15 INFO Epoch 127 / 5000:
+2024-03-29 10:29:25 INFO lr: 4.8730e-05 - loss: 0.0030 - UP: 97.24% UR: 96.53% UF: 96.89% P: 97.15% R: 96.43% F: 96.79%
+2024-03-29 10:29:26 INFO dev:  loss: 0.3338 - UP: 66.53% UR: 57.67% UF: 61.79% P: 56.20% R: 48.72% F: 52.19%
+2024-03-29 10:29:26 INFO test: loss: 0.4350 - UP: 45.68% UR: 55.98% UF: 50.31% P: 38.66% R: 47.37% F: 42.58%
+2024-03-29 10:29:26 INFO 0:00:11.162610s elapsed
+
+2024-03-29 10:29:34 INFO Epoch 97 saved
+2024-03-29 10:29:34 INFO dev:  UP: 65.58% UR: 58.98% UF: 62.11% P: 56.53% R: 50.84% F: 53.53%
+2024-03-29 10:29:34 INFO test: UP: 44.14% UR: 56.26% UF: 49.47% P: 37.46% R: 47.75% F: 41.99%
+2024-03-29 10:29:34 INFO 0:23:17.628735s elapsed, 0:00:11.004951s/epoch

models/norec/sdp_bySentiment_desc/80/model_vi_norec_xlm_9

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:33f2407c97b8562df8c7628bf18cc1524a19590817757fdc611c1f9e309f4dfa
+size 1177845978

models/norec/sdp_bySentiment_desc/80/model_vi_norec_xlm_9.train.log

@@ -0,0 +1,439 @@
+2024-03-29 09:49:58 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/norec/sdp_bySentiment_desc/80/model_vi_norec_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/norec/head_final/sdp_bySentiment_desc/80/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/head_final/sdp_bySentiment_desc/80/dev.conllu
+test                 | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/norec/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             
+---------------------+-------------------------------
+
+2024-03-29 09:49:58 INFO Building the fields
+2024-03-29 09:50:00 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-03-29 09:50:00 INFO Building the model
+2024-03-29 09:50:02 INFO VISemanticDependencyModel(
+  (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
+  (encoder_dropout): Dropout(p=0.33, inplace=False)
+  (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
+  (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)
+)
+
+2024-03-29 09:50:02 INFO Loading the data
+2024-03-29 09:50:08 INFO 
+train: Dataset(n_sentences=4554, n_batches=45, n_buckets=32)
+dev:   Dataset(n_sentences=820, n_batches=32, n_buckets=32)
+test:  Dataset(n_sentences=1272, n_batches=32, n_buckets=32)
+
+2024-03-29 09:50:08 INFO Epoch 1 / 5000:
+2024-03-29 09:50:18 INFO lr: 4.9990e-05 - loss: 0.2304 - UP: 12.36% UR:  3.08% UF:  4.92% P:  6.13% R:  1.53% F:  2.44%
+2024-03-29 09:50:18 INFO dev:  loss: 0.2001 - UP: 67.51% UR:  3.91% UF:  7.40% P: 48.64% R:  2.82% F:  5.33%
+2024-03-29 09:50:19 INFO test: loss: 0.1476 - UP: 50.08% UR:  4.04% UF:  7.47% P: 34.22% R:  2.76% F:  5.11%
+2024-03-29 09:50:24 INFO 0:00:11.588884s elapsed (saved)
+
+2024-03-29 09:50:24 INFO Epoch 2 / 5000:
+2024-03-29 09:50:33 INFO lr: 4.9980e-05 - loss: 0.0729 - UP: 43.91% UR:  7.39% UF: 12.65% P: 30.87% R:  5.20% F:  8.89%
+2024-03-29 09:50:34 INFO dev:  loss: 0.1572 - UP: 70.47% UR:  6.89% UF: 12.55% P: 49.94% R:  4.88% F:  8.90%
+2024-03-29 09:50:35 INFO test: loss: 0.1469 - UP: 38.96% UR:  6.27% UF: 10.81% P: 28.26% R:  4.55% F:  7.84%
+2024-03-29 09:50:40 INFO 0:00:11.024108s elapsed (saved)
+
+2024-03-29 09:50:40 INFO Epoch 3 / 5000:
+2024-03-29 09:50:50 INFO lr: 4.9970e-05 - loss: 0.0676 - UP: 55.31% UR: 13.16% UF: 21.26% P: 42.79% R: 10.18% F: 16.44%
+2024-03-29 09:50:51 INFO dev:  loss: 0.1340 - UP: 74.95% UR:  8.98% UF: 16.03% P: 61.77% R:  7.40% F: 13.21%
+2024-03-29 09:50:52 INFO test: loss: 0.1314 - UP: 45.48% UR:  9.29% UF: 15.43% P: 37.51% R:  7.66% F: 12.72%
+2024-03-29 09:50:59 INFO 0:00:11.061455s elapsed (saved)
+
+2024-03-29 09:50:59 INFO Epoch 4 / 5000:
+2024-03-29 09:51:08 INFO lr: 4.9960e-05 - loss: 0.1031 - UP: 59.09% UR: 16.87% UF: 26.25% P: 46.68% R: 13.33% F: 20.74%
+2024-03-29 09:51:09 INFO dev:  loss: 0.1349 - UP: 73.27% UR: 14.90% UF: 24.76% P: 59.01% R: 12.00% F: 19.94%
+2024-03-29 09:51:10 INFO test: loss: 0.1189 - UP: 47.91% UR: 14.32% UF: 22.05% P: 40.21% R: 12.02% F: 18.51%
+2024-03-29 09:51:17 INFO 0:00:11.090017s elapsed (saved)
+
+2024-03-29 09:51:17 INFO Epoch 5 / 5000:
+2024-03-29 09:51:26 INFO lr: 4.9950e-05 - loss: 0.0291 - UP: 63.34% UR: 23.26% UF: 34.03% P: 52.30% R: 19.21% F: 28.10%
+2024-03-29 09:51:27 INFO dev:  loss: 0.1342 - UP: 79.13% UR: 15.87% UF: 26.43% P: 63.95% R: 12.82% F: 21.36%
+2024-03-29 09:51:28 INFO test: loss: 0.1537 - UP: 47.81% UR: 15.46% UF: 23.36% P: 39.03% R: 12.61% F: 19.07%
+2024-03-29 09:51:34 INFO 0:00:11.084179s elapsed (saved)
+
+2024-03-29 09:51:34 INFO Epoch 6 / 5000:
+2024-03-29 09:51:44 INFO lr: 4.9940e-05 - loss: 0.1322 - UP: 65.74% UR: 26.05% UF: 37.31% P: 57.86% R: 22.93% F: 32.84%
+2024-03-29 09:51:45 INFO dev:  loss: 0.1337 - UP: 66.69% UR: 31.72% UF: 43.00% P: 57.40% R: 27.30% F: 37.00%
+2024-03-29 09:51:45 INFO test: loss: 0.1352 - UP: 45.44% UR: 31.37% UF: 37.11% P: 38.88% R: 26.84% F: 31.76%
+2024-03-29 09:51:52 INFO 0:00:11.074158s elapsed (saved)
+
+2024-03-29 09:51:52 INFO Epoch 7 / 5000:
+2024-03-29 09:52:02 INFO lr: 4.9930e-05 - loss: 0.0989 - UP: 66.06% UR: 32.77% UF: 43.81% P: 59.71% R: 29.62% F: 39.59%
+2024-03-29 09:52:02 INFO dev:  loss: 0.1428 - UP: 73.10% UR: 25.10% UF: 37.37% P: 62.56% R: 21.48% F: 31.98%
+2024-03-29 09:52:03 INFO test: loss: 0.1242 - UP: 49.31% UR: 24.97% UF: 33.15% P: 41.87% R: 21.20% F: 28.15%
+2024-03-29 09:52:03 INFO 0:00:10.995574s elapsed
+
+2024-03-29 09:52:03 INFO Epoch 8 / 5000:
+2024-03-29 09:52:13 INFO lr: 4.9920e-05 - loss: 0.0685 - UP: 68.75% UR: 34.26% UF: 45.73% P: 62.48% R: 31.13% F: 41.56%
+2024-03-29 09:52:13 INFO dev:  loss: 0.1383 - UP: 68.80% UR: 32.18% UF: 43.85% P: 59.15% R: 27.66% F: 37.70%
+2024-03-29 09:52:14 INFO test: loss: 0.1691 - UP: 46.28% UR: 32.59% UF: 38.25% P: 39.53% R: 27.84% F: 32.67%
+2024-03-29 09:52:21 INFO 0:00:11.032042s elapsed (saved)
+
+2024-03-29 09:52:21 INFO Epoch 9 / 5000:
+2024-03-29 09:52:30 INFO lr: 4.9910e-05 - loss: 0.0600 - UP: 69.96% UR: 36.60% UF: 48.06% P: 64.84% R: 33.93% F: 44.54%
+2024-03-29 09:52:31 INFO dev:  loss: 0.1291 - UP: 68.03% UR: 35.72% UF: 46.84% P: 58.58% R: 30.75% F: 40.33%
+2024-03-29 09:52:32 INFO test: loss: 0.1602 - UP: 48.60% UR: 35.69% UF: 41.16% P: 41.69% R: 30.61% F: 35.30%
+2024-03-29 09:52:39 INFO 0:00:11.068143s elapsed (saved)
+
+2024-03-29 09:52:39 INFO Epoch 10 / 5000:
+2024-03-29 09:52:48 INFO lr: 4.9900e-05 - loss: 0.0309 - UP: 72.41% UR: 42.33% UF: 53.42% P: 67.72% R: 39.58% F: 49.96%
+2024-03-29 09:52:49 INFO dev:  loss: 0.1312 - UP: 67.50% UR: 40.80% UF: 50.86% P: 58.10% R: 35.12% F: 43.78%
+2024-03-29 09:52:50 INFO test: loss: 0.1630 - UP: 45.60% UR: 39.74% UF: 42.47% P: 39.13% R: 34.10% F: 36.44%
+2024-03-29 09:52:56 INFO 0:00:11.065474s elapsed (saved)
+
+2024-03-29 09:52:56 INFO Epoch 11 / 5000:
+2024-03-29 09:53:06 INFO lr: 4.9890e-05 - loss: 0.0109 - UP: 73.68% UR: 45.86% UF: 56.53% P: 70.03% R: 43.58% F: 53.73%
+2024-03-29 09:53:07 INFO dev:  loss: 0.1536 - UP: 62.75% UR: 48.26% UF: 54.56% P: 53.70% R: 41.30% F: 46.69%
+2024-03-29 09:53:08 INFO test: loss: 0.1992 - UP: 41.62% UR: 47.16% UF: 44.22% P: 34.92% R: 39.57% F: 37.10%
+2024-03-29 09:53:14 INFO 0:00:11.054681s elapsed (saved)
+
+2024-03-29 09:53:14 INFO Epoch 12 / 5000:
+2024-03-29 09:53:24 INFO lr: 4.9880e-05 - loss: 0.0606 - UP: 74.42% UR: 46.99% UF: 57.61% P: 71.38% R: 45.07% F: 55.26%
+2024-03-29 09:53:25 INFO dev:  loss: 0.1314 - UP: 67.72% UR: 41.16% UF: 51.20% P: 59.42% R: 36.12% F: 44.93%
+2024-03-29 09:53:25 INFO test: loss: 0.1625 - UP: 49.15% UR: 40.75% UF: 44.56% P: 41.94% R: 34.77% F: 38.02%
+2024-03-29 09:53:25 INFO 0:00:11.037327s elapsed
+
+2024-03-29 09:53:25 INFO Epoch 13 / 5000:
+2024-03-29 09:53:35 INFO lr: 4.9870e-05 - loss: 0.0284 - UP: 76.09% UR: 49.83% UF: 60.22% P: 73.55% R: 48.17% F: 58.21%
+2024-03-29 09:53:36 INFO dev:  loss: 0.1448 - UP: 67.87% UR: 39.57% UF: 50.00% P: 59.44% R: 34.66% F: 43.78%
+2024-03-29 09:53:37 INFO test: loss: 0.1615 - UP: 47.42% UR: 38.68% UF: 42.61% P: 40.86% R: 33.32% F: 36.70%
+2024-03-29 09:53:37 INFO 0:00:11.099966s elapsed
+
+2024-03-29 09:53:37 INFO Epoch 14 / 5000:
+2024-03-29 09:53:46 INFO lr: 4.9860e-05 - loss: 0.0314 - UP: 76.96% UR: 53.84% UF: 63.35% P: 74.52% R: 52.13% F: 61.35%
+2024-03-29 09:53:47 INFO dev:  loss: 0.1418 - UP: 63.76% UR: 50.17% UF: 56.16% P: 53.84% R: 42.37% F: 47.42%
+2024-03-29 09:53:48 INFO test: loss: 0.1781 - UP: 43.52% UR: 49.77% UF: 46.44% P: 36.06% R: 41.24% F: 38.48%
+2024-03-29 09:53:55 INFO 0:00:11.229912s elapsed (saved)
+
+2024-03-29 09:53:55 INFO Epoch 15 / 5000:
+2024-03-29 09:54:04 INFO lr: 4.9850e-05 - loss: 0.0481 - UP: 78.02% UR: 55.04% UF: 64.55% P: 75.72% R: 53.42% F: 62.64%
+2024-03-29 09:54:05 INFO dev:  loss: 0.1493 - UP: 65.42% UR: 47.75% UF: 55.21% P: 56.69% R: 41.38% F: 47.84%
+2024-03-29 09:54:06 INFO test: loss: 0.2010 - UP: 46.29% UR: 46.34% UF: 46.32% P: 38.32% R: 38.35% F: 38.34%
+2024-03-29 09:54:13 INFO 0:00:11.086120s elapsed (saved)
+
+2024-03-29 09:54:13 INFO Epoch 16 / 5000:
+2024-03-29 09:54:22 INFO lr: 4.9840e-05 - loss: 0.0358 - UP: 79.21% UR: 58.35% UF: 67.20% P: 77.10% R: 56.79% F: 65.41%
+2024-03-29 09:54:23 INFO dev:  loss: 0.1623 - UP: 64.30% UR: 50.10% UF: 56.32% P: 54.28% R: 42.29% F: 47.54%
+2024-03-29 09:54:24 INFO test: loss: 0.2412 - UP: 44.41% UR: 50.08% UF: 47.08% P: 36.83% R: 41.53% F: 39.04%
+2024-03-29 09:54:24 INFO 0:00:11.057960s elapsed
+
+2024-03-29 09:54:24 INFO Epoch 17 / 5000:
+2024-03-29 09:54:33 INFO lr: 4.9830e-05 - loss: 0.0408 - UP: 78.40% UR: 60.28% UF: 68.16% P: 75.18% R: 57.81% F: 65.36%
+2024-03-29 09:54:34 INFO dev:  loss: 0.1631 - UP: 68.74% UR: 43.92% UF: 53.59% P: 59.84% R: 38.23% F: 46.66%
+2024-03-29 09:54:35 INFO test: loss: 0.2213 - UP: 48.53% UR: 43.87% UF: 46.09% P: 40.49% R: 36.60% F: 38.45%
+2024-03-29 09:54:35 INFO 0:00:11.101686s elapsed
+
+2024-03-29 09:54:35 INFO Epoch 18 / 5000:
+2024-03-29 09:54:45 INFO lr: 4.9820e-05 - loss: 0.0351 - UP: 80.86% UR: 60.10% UF: 68.95% P: 78.87% R: 58.63% F: 67.26%
+2024-03-29 09:54:45 INFO dev:  loss: 0.1595 - UP: 68.11% UR: 48.11% UF: 56.39% P: 58.69% R: 41.46% F: 48.59%
+2024-03-29 09:54:46 INFO test: loss: 0.2148 - UP: 47.09% UR: 47.02% UF: 47.06% P: 39.09% R: 39.03% F: 39.06%
+2024-03-29 09:54:53 INFO 0:00:11.226833s elapsed (saved)
+
+2024-03-29 09:54:53 INFO Epoch 19 / 5000:
+2024-03-29 09:55:02 INFO lr: 4.9810e-05 - loss: 0.0294 - UP: 82.76% UR: 65.67% UF: 73.23% P: 81.08% R: 64.34% F: 71.75%
+2024-03-29 09:55:03 INFO dev:  loss: 0.1671 - UP: 68.43% UR: 47.23% UF: 55.89% P: 59.62% R: 41.15% F: 48.70%
+2024-03-29 09:55:04 INFO test: loss: 0.1961 - UP: 47.90% UR: 46.12% UF: 47.00% P: 41.01% R: 39.49% F: 40.23%
+2024-03-29 09:55:11 INFO 0:00:11.106524s elapsed (saved)
+
+2024-03-29 09:55:11 INFO Epoch 20 / 5000:
+2024-03-29 09:55:20 INFO lr: 4.9800e-05 - loss: 0.0306 - UP: 83.55% UR: 68.02% UF: 74.99% P: 82.06% R: 66.81% F: 73.65%
+2024-03-29 09:55:21 INFO dev:  loss: 0.1755 - UP: 64.21% UR: 53.07% UF: 58.11% P: 55.81% R: 46.13% F: 50.51%
+2024-03-29 09:55:22 INFO test: loss: 0.2362 - UP: 44.26% UR: 51.47% UF: 47.59% P: 37.07% R: 43.11% F: 39.86%
+2024-03-29 09:55:28 INFO 0:00:11.104416s elapsed (saved)
+
+2024-03-29 09:55:28 INFO Epoch 21 / 5000:
+2024-03-29 09:55:38 INFO lr: 4.9790e-05 - loss: 0.0203 - UP: 84.38% UR: 69.29% UF: 76.09% P: 82.30% R: 67.58% F: 74.22%
+2024-03-29 09:55:39 INFO dev:  loss: 0.1777 - UP: 60.34% UR: 59.72% UF: 60.02% P: 51.26% R: 50.74% F: 51.00%
+2024-03-29 09:55:40 INFO test: loss: 0.2293 - UP: 40.89% UR: 58.84% UF: 48.25% P: 34.37% R: 49.46% F: 40.56%
+2024-03-29 09:55:46 INFO 0:00:11.041579s elapsed (saved)
+
+2024-03-29 09:55:46 INFO Epoch 22 / 5000:
+2024-03-29 09:55:56 INFO lr: 4.9780e-05 - loss: 0.0192 - UP: 83.30% UR: 69.58% UF: 75.82% P: 82.14% R: 68.60% F: 74.76%
+2024-03-29 09:55:57 INFO dev:  loss: 0.1879 - UP: 69.26% UR: 45.02% UF: 54.57% P: 59.58% R: 38.73% F: 46.94%
+2024-03-29 09:55:57 INFO test: loss: 0.2166 - UP: 51.66% UR: 44.51% UF: 47.82% P: 43.40% R: 37.39% F: 40.17%
+2024-03-29 09:55:57 INFO 0:00:11.030076s elapsed
+
+2024-03-29 09:55:57 INFO Epoch 23 / 5000:
+2024-03-29 09:56:07 INFO lr: 4.9770e-05 - loss: 0.0173 - UP: 85.18% UR: 72.98% UF: 78.61% P: 83.94% R: 71.93% F: 77.47%
+2024-03-29 09:56:08 INFO dev:  loss: 0.1804 - UP: 67.13% UR: 49.33% UF: 56.87% P: 57.77% R: 42.45% F: 48.94%
+2024-03-29 09:56:08 INFO test: loss: 0.2338 - UP: 46.41% UR: 47.95% UF: 47.17% P: 39.39% R: 40.70% F: 40.03%
+2024-03-29 09:56:08 INFO 0:00:11.075763s elapsed
+
+2024-03-29 09:56:08 INFO Epoch 24 / 5000:
+2024-03-29 09:56:18 INFO lr: 4.9760e-05 - loss: 0.0136 - UP: 86.47% UR: 73.71% UF: 79.59% P: 85.40% R: 72.80% F: 78.60%
+2024-03-29 09:56:19 INFO dev:  loss: 0.1938 - UP: 64.12% UR: 55.53% UF: 59.52% P: 55.83% R: 48.35% F: 51.82%
+2024-03-29 09:56:20 INFO test: loss: 0.2425 - UP: 44.33% UR: 54.19% UF: 48.76% P: 37.41% R: 45.73% F: 41.16%
+2024-03-29 09:56:26 INFO 0:00:11.170397s elapsed (saved)
+
+2024-03-29 09:56:26 INFO Epoch 25 / 5000:
+2024-03-29 09:56:36 INFO lr: 4.9750e-05 - loss: 0.0141 - UP: 87.30% UR: 76.07% UF: 81.30% P: 86.47% R: 75.35% F: 80.53%
+2024-03-29 09:56:37 INFO dev:  loss: 0.2055 - UP: 63.23% UR: 56.89% UF: 59.89% P: 55.12% R: 49.59% F: 52.21%
+2024-03-29 09:56:38 INFO test: loss: 0.2708 - UP: 44.09% UR: 54.16% UF: 48.61% P: 37.19% R: 45.68% F: 41.00%
+2024-03-29 09:56:44 INFO 0:00:11.164346s elapsed (saved)
+
+2024-03-29 09:56:44 INFO Epoch 26 / 5000:
+2024-03-29 09:56:54 INFO lr: 4.9740e-05 - loss: 0.0210 - UP: 87.42% UR: 77.22% UF: 82.00% P: 86.24% R: 76.18% F: 80.90%
+2024-03-29 09:56:55 INFO dev:  loss: 0.2163 - UP: 66.05% UR: 51.13% UF: 57.64% P: 56.91% R: 44.05% F: 49.66%
+2024-03-29 09:56:55 INFO test: loss: 0.2656 - UP: 47.98% UR: 50.88% UF: 49.39% P: 40.99% R: 43.46% F: 42.19%
+2024-03-29 09:56:55 INFO 0:00:11.050465s elapsed
+
+2024-03-29 09:56:55 INFO Epoch 27 / 5000:
+2024-03-29 09:57:05 INFO lr: 4.9730e-05 - loss: 0.0245 - UP: 86.80% UR: 75.70% UF: 80.87% P: 85.54% R: 74.60% F: 79.70%
+2024-03-29 09:57:06 INFO dev:  loss: 0.1954 - UP: 63.06% UR: 54.29% UF: 58.35% P: 53.33% R: 45.91% F: 49.34%
+2024-03-29 09:57:06 INFO test: loss: 0.2422 - UP: 44.31% UR: 53.85% UF: 48.61% P: 37.11% R: 45.10% F: 40.71%
+2024-03-29 09:57:06 INFO 0:00:11.087313s elapsed
+
+2024-03-29 09:57:06 INFO Epoch 28 / 5000:
+2024-03-29 09:57:16 INFO lr: 4.9720e-05 - loss: 0.0292 - UP: 86.29% UR: 75.78% UF: 80.70% P: 85.19% R: 74.82% F: 79.67%
+2024-03-29 09:57:17 INFO dev:  loss: 0.1997 - UP: 65.70% UR: 53.26% UF: 58.83% P: 56.82% R: 46.07% F: 50.88%
+2024-03-29 09:57:18 INFO test: loss: 0.2640 - UP: 45.38% UR: 51.62% UF: 48.30% P: 38.21% R: 43.46% F: 40.66%
+2024-03-29 09:57:18 INFO 0:00:11.197298s elapsed
+
+2024-03-29 09:57:18 INFO Epoch 29 / 5000:
+2024-03-29 09:57:28 INFO lr: 4.9710e-05 - loss: 0.0140 - UP: 87.56% UR: 79.01% UF: 83.07% P: 86.73% R: 78.26% F: 82.28%
+2024-03-29 09:57:28 INFO dev:  loss: 0.2156 - UP: 66.09% UR: 53.14% UF: 58.91% P: 56.82% R: 45.69% F: 50.65%
+2024-03-29 09:57:29 INFO test: loss: 0.2592 - UP: 45.89% UR: 50.78% UF: 48.21% P: 38.54% R: 42.65% F: 40.49%
+2024-03-29 09:57:29 INFO 0:00:11.443153s elapsed
+
+2024-03-29 09:57:29 INFO Epoch 30 / 5000:
+2024-03-29 09:57:39 INFO lr: 4.9700e-05 - loss: 0.0152 - UP: 89.46% UR: 80.91% UF: 84.97% P: 88.82% R: 80.33% F: 84.36%
+2024-03-29 09:57:40 INFO dev:  loss: 0.2249 - UP: 63.67% UR: 57.00% UF: 60.15% P: 54.59% R: 48.87% F: 51.57%
+2024-03-29 09:57:41 INFO test: loss: 0.2832 - UP: 44.05% UR: 55.37% UF: 49.07% P: 37.19% R: 46.74% F: 41.42%
+2024-03-29 09:57:41 INFO 0:00:11.821466s elapsed
+
+2024-03-29 09:57:41 INFO Epoch 31 / 5000:
+2024-03-29 09:57:51 INFO lr: 4.9690e-05 - loss: 0.0102 - UP: 89.81% UR: 82.62% UF: 86.07% P: 89.34% R: 82.18% F: 85.61%
+2024-03-29 09:57:52 INFO dev:  loss: 0.2236 - UP: 63.49% UR: 58.20% UF: 60.73% P: 54.73% R: 50.17% F: 52.35%
+2024-03-29 09:57:53 INFO test: loss: 0.2980 - UP: 43.76% UR: 57.35% UF: 49.64% P: 36.99% R: 48.48% F: 41.96%
+2024-03-29 09:57:59 INFO 0:00:11.742153s elapsed (saved)
+
+2024-03-29 09:57:59 INFO Epoch 32 / 5000:
+2024-03-29 09:58:09 INFO lr: 4.9680e-05 - loss: 0.0218 - UP: 90.20% UR: 83.27% UF: 86.60% P: 89.63% R: 82.74% F: 86.04%
+2024-03-29 09:58:10 INFO dev:  loss: 0.2327 - UP: 64.37% UR: 56.50% UF: 60.18% P: 55.70% R: 48.89% F: 52.07%
+2024-03-29 09:58:11 INFO test: loss: 0.3057 - UP: 45.88% UR: 56.03% UF: 50.45% P: 38.66% R: 47.21% F: 42.51%
+2024-03-29 09:58:11 INFO 0:00:11.083726s elapsed
+
+2024-03-29 09:58:11 INFO Epoch 33 / 5000:
+2024-03-29 09:58:20 INFO lr: 4.9670e-05 - loss: 0.0199 - UP: 90.01% UR: 82.73% UF: 86.21% P: 89.11% R: 81.90% F: 85.35%
+2024-03-29 09:58:21 INFO dev:  loss: 0.2661 - UP: 68.34% UR: 45.66% UF: 54.75% P: 55.12% R: 36.83% F: 44.16%
+2024-03-29 09:58:22 INFO test: loss: 0.3444 - UP: 48.42% UR: 44.68% UF: 46.47% P: 39.39% R: 36.35% F: 37.81%
+2024-03-29 09:58:22 INFO 0:00:11.115470s elapsed
+
+2024-03-29 09:58:22 INFO Epoch 34 / 5000:
+2024-03-29 09:58:31 INFO lr: 4.9660e-05 - loss: 0.0159 - UP: 84.33% UR: 71.23% UF: 77.23% P: 77.75% R: 65.66% F: 71.20%
+2024-03-29 09:58:32 INFO dev:  loss: 0.1956 - UP: 60.57% UR: 60.73% UF: 60.65% P: 50.06% R: 50.19% F: 50.12%
+2024-03-29 09:58:33 INFO test: loss: 0.2258 - UP: 40.69% UR: 58.75% UF: 48.08% P: 33.08% R: 47.77% F: 39.09%
+2024-03-29 09:58:33 INFO 0:00:11.201977s elapsed
+
+2024-03-29 09:58:33 INFO Epoch 35 / 5000:
+2024-03-29 09:58:43 INFO lr: 4.9650e-05 - loss: 0.0208 - UP: 87.48% UR: 78.14% UF: 82.55% P: 86.30% R: 77.09% F: 81.43%
+2024-03-29 09:58:43 INFO dev:  loss: 0.2043 - UP: 66.44% UR: 49.51% UF: 56.74% P: 56.55% R: 42.13% F: 48.29%
+2024-03-29 09:58:44 INFO test: loss: 0.2093 - UP: 48.65% UR: 50.51% UF: 49.56% P: 42.27% R: 43.89% F: 43.06%
+2024-03-29 09:58:44 INFO 0:00:11.400056s elapsed
+
+2024-03-29 09:58:44 INFO Epoch 36 / 5000:
+2024-03-29 09:58:54 INFO lr: 4.9640e-05 - loss: 0.0154 - UP: 90.11% UR: 82.54% UF: 86.16% P: 89.29% R: 81.78% F: 85.37%
+2024-03-29 09:58:55 INFO dev:  loss: 0.2112 - UP: 65.71% UR: 51.04% UF: 57.45% P: 56.58% R: 43.95% F: 49.47%
+2024-03-29 09:58:56 INFO test: loss: 0.2380 - UP: 46.74% UR: 50.30% UF: 48.45% P: 39.77% R: 42.80% F: 41.23%
+2024-03-29 09:58:56 INFO 0:00:11.747290s elapsed
+
+2024-03-29 09:58:56 INFO Epoch 37 / 5000:
+2024-03-29 09:59:06 INFO lr: 4.9630e-05 - loss: 0.0152 - UP: 91.02% UR: 83.98% UF: 87.36% P: 90.40% R: 83.42% F: 86.77%
+2024-03-29 09:59:07 INFO dev:  loss: 0.2228 - UP: 64.35% UR: 55.73% UF: 59.73% P: 55.20% R: 47.81% F: 51.24%
+2024-03-29 09:59:08 INFO test: loss: 0.2719 - UP: 45.05% UR: 55.51% UF: 49.73% P: 38.79% R: 47.79% F: 42.82%
+2024-03-29 09:59:08 INFO 0:00:11.696392s elapsed
+
+2024-03-29 09:59:08 INFO Epoch 38 / 5000:
+2024-03-29 09:59:18 INFO lr: 4.9620e-05 - loss: 0.0153 - UP: 91.13% UR: 85.45% UF: 88.20% P: 90.59% R: 84.95% F: 87.68%
+2024-03-29 09:59:18 INFO dev:  loss: 0.2314 - UP: 64.73% UR: 56.14% UF: 60.13% P: 55.37% R: 48.02% F: 51.43%
+2024-03-29 09:59:19 INFO test: loss: 0.2797 - UP: 45.36% UR: 55.60% UF: 49.96% P: 38.71% R: 47.46% F: 42.64%
+2024-03-29 09:59:19 INFO 0:00:11.532424s elapsed
+
+2024-03-29 09:59:19 INFO Epoch 39 / 5000:
+2024-03-29 09:59:29 INFO lr: 4.9610e-05 - loss: 0.0212 - UP: 90.99% UR: 83.21% UF: 86.93% P: 90.42% R: 82.69% F: 86.38%
+2024-03-29 09:59:30 INFO dev:  loss: 0.2366 - UP: 60.98% UR: 55.95% UF: 58.36% P: 50.35% R: 46.19% F: 48.18%
+2024-03-29 09:59:31 INFO test: loss: 0.2852 - UP: 41.20% UR: 55.68% UF: 47.36% P: 34.17% R: 46.18% F: 39.27%
+2024-03-29 09:59:31 INFO 0:00:11.498423s elapsed
+
+2024-03-29 09:59:31 INFO Epoch 40 / 5000:
+2024-03-29 09:59:41 INFO lr: 4.9600e-05 - loss: 0.0147 - UP: 89.65% UR: 82.28% UF: 85.81% P: 88.83% R: 81.54% F: 85.03%
+2024-03-29 09:59:41 INFO dev:  loss: 0.2166 - UP: 65.41% UR: 51.12% UF: 57.39% P: 55.34% R: 43.25% F: 48.55%
+2024-03-29 09:59:42 INFO test: loss: 0.2803 - UP: 46.87% UR: 50.98% UF: 48.84% P: 39.72% R: 43.20% F: 41.39%
+2024-03-29 09:59:42 INFO 0:00:11.477132s elapsed
+
+2024-03-29 09:59:42 INFO Epoch 41 / 5000:
+2024-03-29 09:59:52 INFO lr: 4.9590e-05 - loss: 0.0129 - UP: 89.94% UR: 81.83% UF: 85.69% P: 88.95% R: 80.93% F: 84.75%
+2024-03-29 09:59:53 INFO dev:  loss: 0.2209 - UP: 66.38% UR: 50.41% UF: 57.30% P: 57.72% R: 43.84% F: 49.83%
+2024-03-29 09:59:54 INFO test: loss: 0.2443 - UP: 48.27% UR: 49.21% UF: 48.73% P: 41.35% R: 42.15% F: 41.75%
+2024-03-29 09:59:54 INFO 0:00:11.371522s elapsed
+
+2024-03-29 09:59:54 INFO Epoch 42 / 5000:
+2024-03-29 10:00:04 INFO lr: 4.9580e-05 - loss: 0.0095 - UP: 89.71% UR: 83.06% UF: 86.25% P: 88.59% R: 82.02% F: 85.18%
+2024-03-29 10:00:04 INFO dev:  loss: 0.2115 - UP: 66.89% UR: 51.07% UF: 57.92% P: 57.51% R: 43.90% F: 49.80%
+2024-03-29 10:00:05 INFO test: loss: 0.2267 - UP: 47.34% UR: 48.32% UF: 47.82% P: 40.51% R: 41.34% F: 40.92%
+2024-03-29 10:00:05 INFO 0:00:11.407519s elapsed
+
+2024-03-29 10:00:05 INFO Epoch 43 / 5000:
+2024-03-29 10:00:15 INFO lr: 4.9570e-05 - loss: 0.0108 - UP: 91.16% UR: 84.16% UF: 87.52% P: 90.48% R: 83.54% F: 86.87%
+2024-03-29 10:00:15 INFO dev:  loss: 0.2353 - UP: 66.73% UR: 51.84% UF: 58.35% P: 57.21% R: 44.45% F: 50.03%
+2024-03-29 10:00:16 INFO test: loss: 0.2726 - UP: 46.76% UR: 49.81% UF: 48.24% P: 39.96% R: 42.57% F: 41.22%
+2024-03-29 10:00:16 INFO 0:00:11.323929s elapsed
+
+2024-03-29 10:00:16 INFO Epoch 44 / 5000:
+2024-03-29 10:00:26 INFO lr: 4.9560e-05 - loss: 0.0069 - UP: 90.73% UR: 85.15% UF: 87.85% P: 90.15% R: 84.60% F: 87.29%
+2024-03-29 10:00:27 INFO dev:  loss: 0.2459 - UP: 65.17% UR: 52.83% UF: 58.35% P: 55.35% R: 44.86% F: 49.56%
+2024-03-29 10:00:28 INFO test: loss: 0.2766 - UP: 46.54% UR: 52.50% UF: 49.35% P: 40.02% R: 45.14% F: 42.42%
+2024-03-29 10:00:28 INFO 0:00:11.324199s elapsed
+
+2024-03-29 10:00:28 INFO Epoch 45 / 5000:
+2024-03-29 10:00:37 INFO lr: 4.9550e-05 - loss: 0.0026 - UP: 92.23% UR: 86.90% UF: 89.49% P: 91.82% R: 86.51% F: 89.08%
+2024-03-29 10:00:38 INFO dev:  loss: 0.2538 - UP: 66.27% UR: 53.41% UF: 59.15% P: 57.21% R: 46.10% F: 51.06%
+2024-03-29 10:00:39 INFO test: loss: 0.3002 - UP: 45.84% UR: 51.40% UF: 48.46% P: 39.32% R: 44.09% F: 41.57%
+2024-03-29 10:00:39 INFO 0:00:11.241598s elapsed
+
+2024-03-29 10:00:39 INFO Epoch 46 / 5000:
+2024-03-29 10:00:49 INFO lr: 4.9540e-05 - loss: 0.0079 - UP: 93.20% UR: 88.55% UF: 90.82% P: 92.92% R: 88.29% F: 90.55%
+2024-03-29 10:00:49 INFO dev:  loss: 0.2471 - UP: 65.04% UR: 56.07% UF: 60.22% P: 55.33% R: 47.70% F: 51.24%
+2024-03-29 10:00:50 INFO test: loss: 0.3130 - UP: 45.61% UR: 54.70% UF: 49.74% P: 38.88% R: 46.63% F: 42.41%
+2024-03-29 10:00:50 INFO 0:00:11.265367s elapsed
+
+2024-03-29 10:00:50 INFO Epoch 47 / 5000:
+2024-03-29 10:01:00 INFO lr: 4.9530e-05 - loss: 0.0092 - UP: 93.27% UR: 90.03% UF: 91.62% P: 93.00% R: 89.77% F: 91.36%
+2024-03-29 10:01:01 INFO dev:  loss: 0.2659 - UP: 65.16% UR: 55.23% UF: 59.79% P: 55.46% R: 47.01% F: 50.89%
+2024-03-29 10:01:01 INFO test: loss: 0.3305 - UP: 45.68% UR: 54.70% UF: 49.78% P: 39.20% R: 46.94% F: 42.72%
+2024-03-29 10:01:01 INFO 0:00:11.274767s elapsed
+
+2024-03-29 10:01:01 INFO Epoch 48 / 5000:
+2024-03-29 10:01:11 INFO lr: 4.9520e-05 - loss: 0.0025 - UP: 93.86% UR: 90.56% UF: 92.18% P: 93.55% R: 90.25% F: 91.87%
+2024-03-29 10:01:12 INFO dev:  loss: 0.2673 - UP: 64.02% UR: 57.70% UF: 60.70% P: 54.65% R: 49.25% F: 51.81%
+2024-03-29 10:01:13 INFO test: loss: 0.3405 - UP: 44.48% UR: 56.53% UF: 49.79% P: 37.73% R: 47.95% F: 42.23%
+2024-03-29 10:01:13 INFO 0:00:11.224048s elapsed
+
+2024-03-29 10:01:13 INFO Epoch 49 / 5000:
+2024-03-29 10:01:22 INFO lr: 4.9510e-05 - loss: 0.0099 - UP: 94.11% UR: 91.04% UF: 92.55% P: 93.87% R: 90.80% F: 92.31%
+2024-03-29 10:01:23 INFO dev:  loss: 0.2758 - UP: 64.36% UR: 55.84% UF: 59.79% P: 55.30% R: 47.98% F: 51.38%
+2024-03-29 10:01:24 INFO test: loss: 0.3245 - UP: 46.02% UR: 55.28% UF: 50.23% P: 39.14% R: 47.01% F: 42.72%
+2024-03-29 10:01:24 INFO 0:00:11.287325s elapsed
+
+2024-03-29 10:01:24 INFO Epoch 50 / 5000:
+2024-03-29 10:01:34 INFO lr: 4.9500e-05 - loss: 0.0064 - UP: 94.19% UR: 91.31% UF: 92.73% P: 93.91% R: 91.04% F: 92.45%
+2024-03-29 10:01:34 INFO dev:  loss: 0.2674 - UP: 66.03% UR: 52.95% UF: 58.77% P: 57.05% R: 45.74% F: 50.77%
+2024-03-29 10:01:35 INFO test: loss: 0.3205 - UP: 47.56% UR: 53.18% UF: 50.21% P: 40.60% R: 45.40% F: 42.87%
+2024-03-29 10:01:35 INFO 0:00:11.267083s elapsed
+
+2024-03-29 10:01:35 INFO Epoch 51 / 5000:
+2024-03-29 10:01:45 INFO lr: 4.9490e-05 - loss: 0.0068 - UP: 94.63% UR: 91.17% UF: 92.86% P: 94.32% R: 90.87% F: 92.56%
+2024-03-29 10:01:46 INFO dev:  loss: 0.3272 - UP: 65.02% UR: 54.81% UF: 59.48% P: 55.49% R: 46.78% F: 50.76%
+2024-03-29 10:01:46 INFO test: loss: 0.3522 - UP: 46.14% UR: 54.43% UF: 49.94% P: 39.08% R: 46.11% F: 42.31%
+2024-03-29 10:01:46 INFO 0:00:11.294907s elapsed
+
+2024-03-29 10:01:46 INFO Epoch 52 / 5000:
+2024-03-29 10:01:56 INFO lr: 4.9480e-05 - loss: 0.0135 - UP: 91.83% UR: 87.34% UF: 89.53% P: 91.47% R: 87.00% F: 89.17%
+2024-03-29 10:01:57 INFO dev:  loss: 0.2282 - UP: 63.10% UR: 56.96% UF: 59.87% P: 53.92% R: 48.67% F: 51.16%
+2024-03-29 10:01:58 INFO test: loss: 0.3202 - UP: 44.23% UR: 57.24% UF: 49.90% P: 37.51% R: 48.55% F: 42.32%
+2024-03-29 10:01:58 INFO 0:00:11.282831s elapsed
+
+2024-03-29 10:01:58 INFO Epoch 53 / 5000:
+2024-03-29 10:02:08 INFO lr: 4.9470e-05 - loss: 0.0120 - UP: 93.47% UR: 89.60% UF: 91.50% P: 93.05% R: 89.21% F: 91.09%
+2024-03-29 10:02:08 INFO dev:  loss: 0.2473 - UP: 64.42% UR: 53.86% UF: 58.67% P: 55.34% R: 46.27% F: 50.40%
+2024-03-29 10:02:09 INFO test: loss: 0.2844 - UP: 46.74% UR: 54.78% UF: 50.44% P: 39.80% R: 46.65% F: 42.95%
+2024-03-29 10:02:09 INFO 0:00:11.345675s elapsed
+
+2024-03-29 10:02:09 INFO Epoch 54 / 5000:
+2024-03-29 10:02:19 INFO lr: 4.9460e-05 - loss: 0.0065 - UP: 93.46% UR: 89.73% UF: 91.56% P: 92.78% R: 89.08% F: 90.90%
+2024-03-29 10:02:20 INFO dev:  loss: 0.2689 - UP: 63.75% UR: 56.51% UF: 59.91% P: 53.63% R: 47.55% F: 50.41%
+2024-03-29 10:02:21 INFO test: loss: 0.3330 - UP: 44.18% UR: 54.87% UF: 48.95% P: 37.09% R: 46.07% F: 41.10%
+2024-03-29 10:02:21 INFO 0:00:11.391185s elapsed
+
+2024-03-29 10:02:21 INFO Epoch 55 / 5000:
+2024-03-29 10:02:30 INFO lr: 4.9450e-05 - loss: 0.0145 - UP: 93.09% UR: 89.82% UF: 91.42% P: 92.44% R: 89.19% F: 90.79%
+2024-03-29 10:02:31 INFO dev:  loss: 0.2427 - UP: 64.37% UR: 54.49% UF: 59.02% P: 54.86% R: 46.44% F: 50.30%
+2024-03-29 10:02:32 INFO test: loss: 0.3098 - UP: 46.38% UR: 53.97% UF: 49.89% P: 39.29% R: 45.72% F: 42.26%
+2024-03-29 10:02:32 INFO 0:00:11.445351s elapsed
+
+2024-03-29 10:02:32 INFO Epoch 56 / 5000:
+2024-03-29 10:02:42 INFO lr: 4.9440e-05 - loss: 0.0053 - UP: 93.26% UR: 89.64% UF: 91.41% P: 92.53% R: 88.95% F: 90.70%
+2024-03-29 10:02:43 INFO dev:  loss: 0.2402 - UP: 65.74% UR: 49.84% UF: 56.69% P: 56.66% R: 42.96% F: 48.87%
+2024-03-29 10:02:43 INFO test: loss: 0.2611 - UP: 49.79% UR: 50.70% UF: 50.24% P: 42.08% R: 42.85% F: 42.46%
+2024-03-29 10:02:43 INFO 0:00:11.485170s elapsed
+
+2024-03-29 10:02:43 INFO Epoch 57 / 5000:
+2024-03-29 10:02:53 INFO lr: 4.9430e-05 - loss: 0.0136 - UP: 93.82% UR: 89.81% UF: 91.77% P: 93.07% R: 89.10% F: 91.04%
+2024-03-29 10:02:54 INFO dev:  loss: 0.2695 - UP: 65.57% UR: 47.25% UF: 54.93% P: 57.04% R: 41.11% F: 47.78%
+2024-03-29 10:02:55 INFO test: loss: 0.3026 - UP: 47.62% UR: 46.06% UF: 46.82% P: 40.66% R: 39.32% F: 39.98%
+2024-03-29 10:02:55 INFO 0:00:11.507973s elapsed
+
+2024-03-29 10:02:55 INFO Epoch 58 / 5000:
+2024-03-29 10:03:05 INFO lr: 4.9420e-05 - loss: 0.0096 - UP: 88.84% UR: 80.13% UF: 84.26% P: 87.80% R: 79.19% F: 83.27%
+2024-03-29 10:03:06 INFO dev:  loss: 0.2507 - UP: 62.82% UR: 55.24% UF: 58.79% P: 53.06% R: 46.66% F: 49.65%
+2024-03-29 10:03:06 INFO test: loss: 0.2958 - UP: 44.37% UR: 53.47% UF: 48.50% P: 36.68% R: 44.21% F: 40.10%
+2024-03-29 10:03:06 INFO 0:00:11.486183s elapsed
+
+2024-03-29 10:03:06 INFO Epoch 59 / 5000:
+2024-03-29 10:03:16 INFO lr: 4.9410e-05 - loss: 0.0099 - UP: 92.03% UR: 87.79% UF: 89.86% P: 91.42% R: 87.21% F: 89.26%
+2024-03-29 10:03:17 INFO dev:  loss: 0.2610 - UP: 61.32% UR: 60.55% UF: 60.93% P: 52.46% R: 51.80% F: 52.13%
+2024-03-29 10:03:18 INFO test: loss: 0.3084 - UP: 42.02% UR: 59.84% UF: 49.37% P: 34.88% R: 49.68% F: 40.98%
+2024-03-29 10:03:18 INFO 0:00:11.515565s elapsed
+
+2024-03-29 10:03:18 INFO Epoch 60 / 5000:
+2024-03-29 10:03:28 INFO lr: 4.9400e-05 - loss: 0.0030 - UP: 93.44% UR: 90.15% UF: 91.77% P: 92.83% R: 89.57% F: 91.17%
+2024-03-29 10:03:29 INFO dev:  loss: 0.2669 - UP: 65.08% UR: 54.74% UF: 59.47% P: 55.47% R: 46.66% F: 50.68%
+2024-03-29 10:03:29 INFO test: loss: 0.3316 - UP: 45.78% UR: 53.84% UF: 49.48% P: 38.39% R: 45.14% F: 41.49%
+2024-03-29 10:03:29 INFO 0:00:11.475782s elapsed
+
+2024-03-29 10:03:29 INFO Epoch 61 / 5000:
+2024-03-29 10:03:39 INFO lr: 4.9390e-05 - loss: 0.0109 - UP: 93.49% UR: 89.11% UF: 91.25% P: 92.88% R: 88.53% F: 90.65%
+2024-03-29 10:03:40 INFO dev:  loss: 0.2426 - UP: 66.82% UR: 52.06% UF: 58.52% P: 56.66% R: 44.14% F: 49.62%
+2024-03-29 10:03:41 INFO test: loss: 0.2629 - UP: 47.61% UR: 50.46% UF: 48.99% P: 40.43% R: 42.85% F: 41.61%
+2024-03-29 10:03:41 INFO 0:00:11.448317s elapsed
+
+2024-03-29 10:03:49 INFO Epoch 31 saved
+2024-03-29 10:03:49 INFO dev:  UP: 63.49% UR: 58.20% UF: 60.73% P: 54.73% R: 50.17% F: 52.35%
+2024-03-29 10:03:49 INFO test: UP: 43.76% UR: 57.35% UF: 49.64% P: 36.99% R: 48.48% F: 41.96%
+2024-03-29 10:03:49 INFO 0:11:27.432654s elapsed, 0:00:11.269388s/epoch