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@@ -3537,3 +3537,5 @@ models/multibooked_eu/sdp_bySentiment_asc/40/model_vi_multibooked_eu_xlm_10 filt
 models/multibooked_eu/sdp_bySentiment_asc/40/model_vi_multibooked_eu_xlm_9 filter=lfs diff=lfs merge=lfs -text
 models/multibooked_eu/sdp_bySentiment_asc/60/model_vi_multibooked_eu_xlm_10 filter=lfs diff=lfs merge=lfs -text
 models/multibooked_eu/sdp_bySentiment_asc/60/model_vi_multibooked_eu_xlm_9 filter=lfs diff=lfs merge=lfs -text
+models/multibooked_eu/sdp_bySentiment_asc/80/model_vi_multibooked_eu_xlm_10 filter=lfs diff=lfs merge=lfs -text
+models/multibooked_eu/sdp_bySentiment_asc/80/model_vi_multibooked_eu_xlm_9 filter=lfs diff=lfs merge=lfs -text

models/multibooked_eu/sdp_bySentiment_asc/80/model_vi_multibooked_eu_berteus_6

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:93ca6bf9a1ffc82856b4e322d2837f9ea9a073a23747d3eb34d4082486b225f8
+oid sha256:b2655167c9a7e3a12a0c1fc06c1656866ddb7a86debd6cd8562f32c9652ec17f
 size 558566765

models/multibooked_eu/sdp_bySentiment_asc/80/model_vi_multibooked_eu_berteus_6.train.log

@@ -1,4 +1,4 @@
-2024-01-07 08:08:21 INFO 
+2024-04-01 09:48:00 INFO 
 ---------------------+-------------------------------
 Param                |             Value             
 ---------------------+-------------------------------
@@ -14,7 +14,7 @@ warmup               |              0.0
 update_steps         |               1               
 mode                 |             train             
 path                 | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_bySentiment_asc/80/model_vi_multibooked_eu_berteus_6
-device               |               1               
+device               |               0               
 seed                 |               1               
 threads              |               16              
 local_rank           |               -1              
@@ -35,13 +35,13 @@ bert                 |   ixa-ehu/berteus-base-cased
 inference            |              mfvi             
 ---------------------+-------------------------------
 
-2024-01-07 08:08:21 INFO Building the fields
-2024-01-07 08:08:22 INFO CoNLL(
+2024-04-01 09:48:00 INFO Building the fields
+2024-04-01 09:48:00 INFO CoNLL(
  (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
  (labels): ChartField()
 )
-2024-01-07 08:08:22 INFO Building the model
-2024-01-07 08:08:23 INFO VISemanticDependencyModel(
+2024-04-01 09:48:00 INFO Building the model
+2024-04-01 09:48:02 INFO VISemanticDependencyModel(
   (encoder): TransformerEmbedding(ixa-ehu/berteus-base-cased, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=3, requires_grad=True)
   (encoder_dropout): Dropout(p=0.33, inplace=False)
   (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
@@ -60,571 +60,571 @@ inference            |              mfvi
   (inference): SemanticDependencyMFVI(max_iter=3)
 )
 
-2024-01-07 08:08:23 INFO Loading the data
-2024-01-07 08:08:24 INFO 
+2024-04-01 09:48:02 INFO Loading the data
+2024-04-01 09:48:02 INFO 
 train: Dataset(n_sentences=849, n_batches=32, n_buckets=32)
 dev:   Dataset(n_sentences=119, n_batches=28, n_buckets=28)
 test:  Dataset(n_sentences=305, n_batches=32, n_buckets=32)
 
-2024-01-07 08:08:24 INFO Epoch 1 / 5000:
-2024-01-07 08:08:26 INFO lr: 4.9990e-05 - loss: 0.2328 - UP: 10.04% UR: 17.14% UF: 12.66% P:  6.45% R: 11.02% F:  8.14%
-2024-01-07 08:08:27 INFO dev:  loss: 0.1749 - UP: 58.16% UR: 19.41% UF: 29.11% P: 54.81% R: 18.30% F: 27.43%
-2024-01-07 08:08:27 INFO test: loss: nan - UP: 70.73% UR: 19.20% UF: 30.20% P: 67.62% R: 18.35% F: 28.87%
-2024-01-07 08:08:29 INFO 0:00:03.230606s elapsed (saved)
-
-2024-01-07 08:08:29 INFO Epoch 2 / 5000:
-2024-01-07 08:08:31 INFO lr: 4.9980e-05 - loss: 0.2544 - UP: 71.34% UR: 32.18% UF: 44.35% P: 67.06% R: 30.25% F: 41.69%
-2024-01-07 08:08:31 INFO dev:  loss: 0.1250 - UP: 69.61% UR: 39.66% UF: 50.53% P: 63.48% R: 36.17% F: 46.09%
-2024-01-07 08:08:31 INFO test: loss: nan - UP: 63.09% UR: 42.19% UF: 50.57% P: 59.83% R: 40.01% F: 47.96%
-2024-01-07 08:08:34 INFO 0:00:02.438192s elapsed (saved)
-
-2024-01-07 08:08:34 INFO Epoch 3 / 5000:
-2024-01-07 08:08:36 INFO lr: 4.9970e-05 - loss: 0.0865 - UP: 75.61% UR: 46.47% UF: 57.56% P: 72.18% R: 44.36% F: 54.95%
-2024-01-07 08:08:36 INFO dev:  loss: 0.1158 - UP: 77.25% UR: 40.78% UF: 53.38% P: 72.22% R: 38.13% F: 49.91%
-2024-01-07 08:08:36 INFO test: loss: nan - UP: 67.95% UR: 46.06% UF: 54.90% P: 65.56% R: 44.44% F: 52.98%
-2024-01-07 08:08:39 INFO 0:00:02.477362s elapsed (saved)
-
-2024-01-07 08:08:39 INFO Epoch 4 / 5000:
-2024-01-07 08:08:41 INFO lr: 4.9960e-05 - loss: 0.0299 - UP: 77.30% UR: 51.27% UF: 61.65% P: 74.92% R: 49.69% F: 59.75%
-2024-01-07 08:08:41 INFO dev:  loss: 0.1175 - UP: 79.79% UR: 42.46% UF: 55.42% P: 74.02% R: 39.39% F: 51.41%
-2024-01-07 08:08:41 INFO test: loss: nan - UP: 70.05% UR: 43.74% UF: 53.85% P: 67.45% R: 42.12% F: 51.86%
-2024-01-07 08:08:44 INFO 0:00:02.677417s elapsed (saved)
-
-2024-01-07 08:08:44 INFO Epoch 5 / 5000:
-2024-01-07 08:08:46 INFO lr: 4.9950e-05 - loss: 0.0030 - UP: 84.21% UR: 59.13% UF: 69.48% P: 81.99% R: 57.57% F: 67.65%
-2024-01-07 08:08:46 INFO dev:  loss: 0.1130 - UP: 74.94% UR: 46.79% UF: 57.61% P: 71.59% R: 44.69% F: 55.03%
-2024-01-07 08:08:47 INFO test: loss: nan - UP: 68.64% UR: 51.27% UF: 58.70% P: 66.48% R: 49.65% F: 56.84%
-2024-01-07 08:08:49 INFO 0:00:02.582470s elapsed (saved)
-
-2024-01-07 08:08:49 INFO Epoch 6 / 5000:
-2024-01-07 08:08:51 INFO lr: 4.9940e-05 - loss: 0.0273 - UP: 84.91% UR: 68.92% UF: 76.08% P: 84.02% R: 68.20% F: 75.28%
-2024-01-07 08:08:52 INFO dev:  loss: 0.1257 - UP: 79.21% UR: 42.04% UF: 54.93% P: 74.74% R: 39.66% F: 51.82%
-2024-01-07 08:08:52 INFO test: loss: nan - UP: 73.20% UR: 45.71% UF: 56.28% P: 70.72% R: 44.16% F: 54.37%
-2024-01-07 08:08:52 INFO 0:00:02.604945s elapsed
-
-2024-01-07 08:08:52 INFO Epoch 7 / 5000:
-2024-01-07 08:08:54 INFO lr: 4.9930e-05 - loss: 0.0411 - UP: 87.76% UR: 72.08% UF: 79.15% P: 86.96% R: 71.42% F: 78.43%
-2024-01-07 08:08:54 INFO dev:  loss: 0.1262 - UP: 80.52% UR: 43.30% UF: 56.31% P: 76.88% R: 41.34% F: 53.77%
-2024-01-07 08:08:54 INFO test: loss: nan - UP: 74.09% UR: 48.87% UF: 58.90% P: 71.75% R: 47.33% F: 57.03%
-2024-01-07 08:08:54 INFO 0:00:02.631384s elapsed
-
-2024-01-07 08:08:54 INFO Epoch 8 / 5000:
-2024-01-07 08:08:56 INFO lr: 4.9920e-05 - loss: 0.0377 - UP: 90.84% UR: 76.19% UF: 82.87% P: 90.32% R: 75.75% F: 82.39%
-2024-01-07 08:08:57 INFO dev:  loss: 0.1471 - UP: 71.18% UR: 57.96% UF: 63.90% P: 66.21% R: 53.91% F: 59.43%
-2024-01-07 08:08:57 INFO test: loss: nan - UP: 64.04% UR: 62.24% UF: 63.12% P: 60.85% R: 59.14% F: 59.99%
-2024-01-07 08:09:00 INFO 0:00:02.582371s elapsed (saved)
-
-2024-01-07 08:09:00 INFO Epoch 9 / 5000:
-2024-01-07 08:09:02 INFO lr: 4.9910e-05 - loss: 0.0099 - UP: 89.79% UR: 81.85% UF: 85.64% P: 89.31% R: 81.41% F: 85.18%
-2024-01-07 08:09:02 INFO dev:  loss: 0.1388 - UP: 78.86% UR: 54.19% UF: 64.24% P: 74.39% R: 51.12% F: 60.60%
-2024-01-07 08:09:02 INFO test: loss: nan - UP: 67.62% UR: 56.68% UF: 61.67% P: 64.68% R: 54.22% F: 58.99%
-2024-01-07 08:09:05 INFO 0:00:02.659543s elapsed (saved)
-
-2024-01-07 08:09:05 INFO Epoch 10 / 5000:
-2024-01-07 08:09:07 INFO lr: 4.9900e-05 - loss: 0.0043 - UP: 94.87% UR: 84.83% UF: 89.57% P: 94.40% R: 84.42% F: 89.13%
-2024-01-07 08:09:07 INFO dev:  loss: 0.1578 - UP: 75.27% UR: 58.66% UF: 65.93% P: 70.97% R: 55.31% F: 62.17%
-2024-01-07 08:09:07 INFO test: loss: nan - UP: 65.43% UR: 60.97% UF: 63.12% P: 62.11% R: 57.88% F: 59.92%
-2024-01-07 08:09:10 INFO 0:00:02.585850s elapsed (saved)
-
-2024-01-07 08:09:10 INFO Epoch 11 / 5000:
-2024-01-07 08:09:12 INFO lr: 4.9890e-05 - loss: 0.0004 - UP: 93.17% UR: 88.02% UF: 90.52% P: 92.70% R: 87.58% F: 90.07%
-2024-01-07 08:09:12 INFO dev:  loss: 0.1539 - UP: 78.83% UR: 50.98% UF: 61.92% P: 74.30% R: 48.04% F: 58.35%
-2024-01-07 08:09:13 INFO test: loss: nan - UP: 70.39% UR: 54.01% UF: 61.12% P: 67.83% R: 52.04% F: 58.89%
-2024-01-07 08:09:13 INFO 0:00:02.615808s elapsed
-
-2024-01-07 08:09:13 INFO Epoch 12 / 5000:
-2024-01-07 08:09:15 INFO lr: 4.9880e-05 - loss: 0.0175 - UP: 94.23% UR: 88.83% UF: 91.45% P: 93.60% R: 88.24% F: 90.84%
-2024-01-07 08:09:15 INFO dev:  loss: 0.1679 - UP: 74.96% UR: 59.36% UF: 66.25% P: 71.43% R: 56.56% F: 63.13%
-2024-01-07 08:09:15 INFO test: loss: nan - UP: 66.57% UR: 61.74% UF: 64.06% P: 63.91% R: 59.28% F: 61.51%
-2024-01-07 08:09:18 INFO 0:00:02.518405s elapsed (saved)
-
-2024-01-07 08:09:18 INFO Epoch 13 / 5000:
-2024-01-07 08:09:20 INFO lr: 4.9870e-05 - loss: 0.0094 - UP: 95.04% UR: 90.85% UF: 92.90% P: 94.40% R: 90.23% F: 92.27%
-2024-01-07 08:09:20 INFO dev:  loss: 0.1691 - UP: 79.21% UR: 53.21% UF: 63.66% P: 72.97% R: 49.02% F: 58.65%
-2024-01-07 08:09:20 INFO test: loss: nan - UP: 71.49% UR: 57.31% UF: 63.62% P: 66.58% R: 53.38% F: 59.25%
-2024-01-07 08:09:20 INFO 0:00:02.538587s elapsed
-
-2024-01-07 08:09:20 INFO Epoch 14 / 5000:
-2024-01-07 08:09:22 INFO lr: 4.9860e-05 - loss: 0.0261 - UP: 93.55% UR: 89.11% UF: 91.28% P: 91.64% R: 87.29% F: 89.41%
-2024-01-07 08:09:22 INFO dev:  loss: 0.1945 - UP: 73.75% UR: 55.73% UF: 63.48% P: 68.21% R: 51.54% F: 58.71%
-2024-01-07 08:09:23 INFO test: loss: nan - UP: 68.15% UR: 61.53% UF: 64.67% P: 64.41% R: 58.16% F: 61.12%
-2024-01-07 08:09:23 INFO 0:00:02.551298s elapsed
-
-2024-01-07 08:09:23 INFO Epoch 15 / 5000:
-2024-01-07 08:09:25 INFO lr: 4.9850e-05 - loss: 0.0130 - UP: 95.33% UR: 90.14% UF: 92.67% P: 94.57% R: 89.42% F: 91.92%
-2024-01-07 08:09:25 INFO dev:  loss: 0.1758 - UP: 74.24% UR: 54.75% UF: 63.02% P: 70.08% R: 51.68% F: 59.49%
-2024-01-07 08:09:25 INFO test: loss: nan - UP: 69.97% UR: 58.16% UF: 63.52% P: 66.92% R: 55.63% F: 60.75%
-2024-01-07 08:09:25 INFO 0:00:02.442200s elapsed
-
-2024-01-07 08:09:25 INFO Epoch 16 / 5000:
-2024-01-07 08:09:27 INFO lr: 4.9840e-05 - loss: 0.0026 - UP: 97.03% UR: 93.15% UF: 95.05% P: 96.43% R: 92.58% F: 94.47%
-2024-01-07 08:09:27 INFO dev:  loss: 0.1903 - UP: 75.00% UR: 58.24% UF: 65.57% P: 70.86% R: 55.03% F: 61.95%
-2024-01-07 08:09:28 INFO test: loss: nan - UP: 68.34% UR: 63.29% UF: 65.72% P: 65.22% R: 60.41% F: 62.72%
-2024-01-07 08:09:28 INFO 0:00:02.421755s elapsed
-
-2024-01-07 08:09:28 INFO Epoch 17 / 5000:
-2024-01-07 08:09:29 INFO lr: 4.9830e-05 - loss: 0.0050 - UP: 96.60% UR: 94.18% UF: 95.38% P: 96.38% R: 93.96% F: 95.15%
-2024-01-07 08:09:30 INFO dev:  loss: 0.1940 - UP: 77.00% UR: 53.77% UF: 63.32% P: 72.60% R: 50.70% F: 59.70%
-2024-01-07 08:09:30 INFO test: loss: nan - UP: 70.08% UR: 59.63% UF: 64.44% P: 66.94% R: 56.96% F: 61.55%
-2024-01-07 08:09:30 INFO 0:00:02.420284s elapsed
-
-2024-01-07 08:09:30 INFO Epoch 18 / 5000:
-2024-01-07 08:09:32 INFO lr: 4.9820e-05 - loss: 0.0056 - UP: 96.59% UR: 93.85% UF: 95.20% P: 96.41% R: 93.68% F: 95.02%
-2024-01-07 08:09:32 INFO dev:  loss: 0.2083 - UP: 74.50% UR: 56.70% UF: 64.39% P: 70.09% R: 53.35% F: 60.59%
-2024-01-07 08:09:32 INFO test: loss: nan - UP: 66.64% UR: 61.81% UF: 64.14% P: 63.61% R: 59.00% F: 61.22%
-2024-01-07 08:09:32 INFO 0:00:02.426607s elapsed
-
-2024-01-07 08:09:32 INFO Epoch 19 / 5000:
-2024-01-07 08:09:34 INFO lr: 4.9810e-05 - loss: 0.0032 - UP: 97.26% UR: 95.65% UF: 96.45% P: 96.92% R: 95.32% F: 96.12%
-2024-01-07 08:09:35 INFO dev:  loss: 0.2269 - UP: 75.42% UR: 56.15% UF: 64.37% P: 69.98% R: 52.09% F: 59.73%
-2024-01-07 08:09:35 INFO test: loss: nan - UP: 66.74% UR: 60.13% UF: 63.26% P: 63.62% R: 57.31% F: 60.30%
-2024-01-07 08:09:35 INFO 0:00:02.534106s elapsed
-
-2024-01-07 08:09:35 INFO Epoch 20 / 5000:
-2024-01-07 08:09:37 INFO lr: 4.9800e-05 - loss: 0.0015 - UP: 97.67% UR: 95.83% UF: 96.74% P: 97.14% R: 95.30% F: 96.21%
-2024-01-07 08:09:37 INFO dev:  loss: 0.2306 - UP: 74.91% UR: 60.89% UF: 67.18% P: 69.76% R: 56.70% F: 62.56%
-2024-01-07 08:09:37 INFO test: loss: nan - UP: 66.69% UR: 63.22% UF: 64.91% P: 63.13% R: 59.85% F: 61.44%
-2024-01-07 08:09:37 INFO 0:00:02.440534s elapsed
-
-2024-01-07 08:09:37 INFO Epoch 21 / 5000:
-2024-01-07 08:09:39 INFO lr: 4.9790e-05 - loss: 0.0152 - UP: 97.32% UR: 95.52% UF: 96.41% P: 96.96% R: 95.17% F: 96.06%
-2024-01-07 08:09:40 INFO dev:  loss: 0.2011 - UP: 76.39% UR: 53.77% UF: 63.11% P: 73.02% R: 51.40% F: 60.33%
-2024-01-07 08:09:40 INFO test: loss: nan - UP: 70.52% UR: 60.55% UF: 65.15% P: 67.08% R: 57.59% F: 61.98%
-2024-01-07 08:09:40 INFO 0:00:02.454582s elapsed
-
-2024-01-07 08:09:40 INFO Epoch 22 / 5000:
-2024-01-07 08:09:42 INFO lr: 4.9780e-05 - loss: 0.0019 - UP: 96.60% UR: 95.37% UF: 95.98% P: 96.27% R: 95.04% F: 95.65%
-2024-01-07 08:09:42 INFO dev:  loss: 0.2142 - UP: 76.49% UR: 55.45% UF: 64.29% P: 73.03% R: 52.93% F: 61.38%
-2024-01-07 08:09:43 INFO test: loss: nan - UP: 71.17% UR: 60.41% UF: 65.35% P: 67.94% R: 57.67% F: 62.38%
-2024-01-07 08:09:43 INFO 0:00:02.622432s elapsed
-
-2024-01-07 08:09:43 INFO Epoch 23 / 5000:
-2024-01-07 08:09:45 INFO lr: 4.9770e-05 - loss: 0.0030 - UP: 97.71% UR: 94.56% UF: 96.11% P: 97.39% R: 94.25% F: 95.79%
-2024-01-07 08:09:45 INFO dev:  loss: 0.2076 - UP: 75.04% UR: 59.22% UF: 66.20% P: 70.09% R: 55.31% F: 61.83%
-2024-01-07 08:09:45 INFO test: loss: nan - UP: 66.81% UR: 63.43% UF: 65.08% P: 64.00% R: 60.76% F: 62.34%
-2024-01-07 08:09:45 INFO 0:00:02.611082s elapsed
-
-2024-01-07 08:09:45 INFO Epoch 24 / 5000:
-2024-01-07 08:09:47 INFO lr: 4.9760e-05 - loss: 0.0027 - UP: 96.66% UR: 95.15% UF: 95.90% P: 96.39% R: 94.89% F: 95.63%
-2024-01-07 08:09:47 INFO dev:  loss: 0.2420 - UP: 72.74% UR: 60.75% UF: 66.21% P: 67.22% R: 56.15% F: 61.19%
-2024-01-07 08:09:48 INFO test: loss: nan - UP: 64.72% UR: 67.72% UF: 66.19% P: 61.22% R: 64.06% F: 62.61%
-2024-01-07 08:09:48 INFO 0:00:02.403667s elapsed
-
-2024-01-07 08:09:48 INFO Epoch 25 / 5000:
-2024-01-07 08:09:49 INFO lr: 4.9750e-05 - loss: 0.0060 - UP: 97.57% UR: 95.32% UF: 96.44% P: 97.26% R: 95.02% F: 96.13%
-2024-01-07 08:09:50 INFO dev:  loss: 0.2242 - UP: 76.80% UR: 53.63% UF: 63.16% P: 72.40% R: 50.56% F: 59.54%
-2024-01-07 08:09:50 INFO test: loss: nan - UP: 72.49% UR: 58.93% UF: 65.01% P: 69.20% R: 56.26% F: 62.06%
-2024-01-07 08:09:50 INFO 0:00:02.492193s elapsed
-
-2024-01-07 08:09:50 INFO Epoch 26 / 5000:
-2024-01-07 08:09:52 INFO lr: 4.9740e-05 - loss: 0.0004 - UP: 97.80% UR: 95.70% UF: 96.74% P: 97.55% R: 95.46% F: 96.49%
-2024-01-07 08:09:52 INFO dev:  loss: 0.2351 - UP: 73.25% UR: 60.06% UF: 66.00% P: 68.82% R: 56.42% F: 62.01%
-2024-01-07 08:09:52 INFO test: loss: nan - UP: 63.16% UR: 63.78% UF: 63.47% P: 60.31% R: 60.90% F: 60.60%
-2024-01-07 08:09:52 INFO 0:00:02.407349s elapsed
-
-2024-01-07 08:09:52 INFO Epoch 27 / 5000:
-2024-01-07 08:09:54 INFO lr: 4.9730e-05 - loss: 0.0034 - UP: 97.70% UR: 95.87% UF: 96.78% P: 97.47% R: 95.65% F: 96.55%
-2024-01-07 08:09:55 INFO dev:  loss: 0.2377 - UP: 75.23% UR: 58.10% UF: 65.56% P: 70.52% R: 54.47% F: 61.47%
-2024-01-07 08:09:55 INFO test: loss: nan - UP: 67.87% UR: 61.95% UF: 64.78% P: 65.02% R: 59.35% F: 62.06%
-2024-01-07 08:09:55 INFO 0:00:02.436294s elapsed
-
-2024-01-07 08:09:55 INFO Epoch 28 / 5000:
-2024-01-07 08:09:57 INFO lr: 4.9720e-05 - loss: 0.0083 - UP: 96.63% UR: 95.74% UF: 96.19% P: 96.28% R: 95.39% F: 95.83%
-2024-01-07 08:09:57 INFO dev:  loss: 0.2281 - UP: 78.49% UR: 59.64% UF: 67.78% P: 72.61% R: 55.17% F: 62.70%
-2024-01-07 08:09:57 INFO test: loss: nan - UP: 68.05% UR: 61.25% UF: 64.47% P: 64.92% R: 58.44% F: 61.51%
-2024-01-07 08:09:57 INFO 0:00:02.401286s elapsed
-
-2024-01-07 08:09:57 INFO Epoch 29 / 5000:
-2024-01-07 08:09:59 INFO lr: 4.9710e-05 - loss: 0.0007 - UP: 97.92% UR: 96.27% UF: 97.09% P: 97.75% R: 96.09% F: 96.91%
-2024-01-07 08:09:59 INFO dev:  loss: 0.2439 - UP: 78.90% UR: 55.87% UF: 65.41% P: 73.96% R: 52.37% F: 61.32%
-2024-01-07 08:10:00 INFO test: loss: nan - UP: 70.56% UR: 60.69% UF: 65.26% P: 67.78% R: 58.30% F: 62.68%
-2024-01-07 08:10:00 INFO 0:00:02.407948s elapsed
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-2024-01-07 08:10:00 INFO Epoch 30 / 5000:
-2024-01-07 08:10:02 INFO lr: 4.9700e-05 - loss: 0.0001 - UP: 98.78% UR: 97.45% UF: 98.11% P: 98.73% R: 97.41% F: 98.07%
-2024-01-07 08:10:02 INFO dev:  loss: 0.2438 - UP: 75.87% UR: 60.61% UF: 67.39% P: 71.85% R: 57.40% F: 63.82%
-2024-01-07 08:10:02 INFO test: loss: nan - UP: 67.80% UR: 64.28% UF: 65.99% P: 65.65% R: 62.24% F: 63.90%
-2024-01-07 08:10:05 INFO 0:00:02.412434s elapsed (saved)
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-2024-01-07 08:10:05 INFO Epoch 31 / 5000:
-2024-01-07 08:10:07 INFO lr: 4.9690e-05 - loss: 0.0045 - UP: 98.66% UR: 96.93% UF: 97.79% P: 98.61% R: 96.88% F: 97.74%
-2024-01-07 08:10:07 INFO dev:  loss: 0.2767 - UP: 75.80% UR: 56.42% UF: 64.69% P: 71.11% R: 52.93% F: 60.69%
-2024-01-07 08:10:07 INFO test: loss: nan - UP: 68.08% UR: 61.18% UF: 64.44% P: 65.41% R: 58.79% F: 61.93%
-2024-01-07 08:10:07 INFO 0:00:02.500920s elapsed
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-2024-01-07 08:10:07 INFO Epoch 32 / 5000:
-2024-01-07 08:10:09 INFO lr: 4.9680e-05 - loss: 0.0036 - UP: 98.25% UR: 97.28% UF: 97.76% P: 98.12% R: 97.15% F: 97.63%
-2024-01-07 08:10:09 INFO dev:  loss: 0.2715 - UP: 70.46% UR: 63.97% UF: 67.06% P: 66.00% R: 59.92% F: 62.81%
-2024-01-07 08:10:10 INFO test: loss: nan - UP: 59.25% UR: 68.71% UF: 63.63% P: 56.28% R: 65.26% F: 60.44%
-2024-01-07 08:10:10 INFO 0:00:02.579576s elapsed
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-2024-01-07 08:10:10 INFO Epoch 33 / 5000:
-2024-01-07 08:10:12 INFO lr: 4.9670e-05 - loss: 0.0000 - UP: 97.85% UR: 97.67% UF: 97.76% P: 97.63% R: 97.45% F: 97.54%
-2024-01-07 08:10:12 INFO dev:  loss: 0.2345 - UP: 81.26% UR: 57.54% UF: 67.38% P: 76.13% R: 53.91% F: 63.12%
-2024-01-07 08:10:12 INFO test: loss: nan - UP: 71.26% UR: 61.04% UF: 65.76% P: 68.23% R: 58.44% F: 62.95%
-2024-01-07 08:10:12 INFO 0:00:02.677479s elapsed
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-2024-01-07 08:10:12 INFO Epoch 34 / 5000:
-2024-01-07 08:10:14 INFO lr: 4.9660e-05 - loss: 0.0020 - UP: 98.36% UR: 97.56% UF: 97.96% P: 98.25% R: 97.45% F: 97.85%
-2024-01-07 08:10:15 INFO dev:  loss: 0.2608 - UP: 75.14% UR: 55.31% UF: 63.72% P: 69.64% R: 51.26% F: 59.05%
-2024-01-07 08:10:15 INFO test: loss: nan - UP: 70.68% UR: 59.85% UF: 64.81% P: 67.77% R: 57.38% F: 62.15%
-2024-01-07 08:10:15 INFO 0:00:02.563016s elapsed
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-2024-01-07 08:10:15 INFO Epoch 35 / 5000:
-2024-01-07 08:10:17 INFO lr: 4.9650e-05 - loss: 0.0000 - UP: 98.96% UR: 97.94% UF: 98.44% P: 98.82% R: 97.81% F: 98.31%
-2024-01-07 08:10:17 INFO dev:  loss: 0.2587 - UP: 76.04% UR: 58.94% UF: 66.40% P: 71.71% R: 55.59% F: 62.63%
-2024-01-07 08:10:18 INFO test: loss: nan - UP: 67.63% UR: 64.06% UF: 65.80% P: 64.74% R: 61.32% F: 62.98%
-2024-01-07 08:10:18 INFO 0:00:02.519283s elapsed
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-2024-01-07 08:10:18 INFO Epoch 36 / 5000:
-2024-01-07 08:10:20 INFO lr: 4.9640e-05 - loss: 0.0034 - UP: 99.20% UR: 97.87% UF: 98.53% P: 99.13% R: 97.81% F: 98.46%
-2024-01-07 08:10:20 INFO dev:  loss: 0.2764 - UP: 74.15% UR: 54.89% UF: 63.08% P: 69.43% R: 51.40% F: 59.07%
-2024-01-07 08:10:20 INFO test: loss: nan - UP: 69.69% UR: 63.22% UF: 66.30% P: 66.74% R: 60.55% F: 63.50%
-2024-01-07 08:10:20 INFO 0:00:02.638949s elapsed
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-2024-01-07 08:10:20 INFO Epoch 37 / 5000:
-2024-01-07 08:10:22 INFO lr: 4.9630e-05 - loss: 0.0004 - UP: 98.79% UR: 98.71% UF: 98.75% P: 98.64% R: 98.55% F: 98.59%
-2024-01-07 08:10:22 INFO dev:  loss: 0.2590 - UP: 77.67% UR: 57.82% UF: 66.29% P: 72.23% R: 53.77% F: 61.65%
-2024-01-07 08:10:23 INFO test: loss: nan - UP: 70.92% UR: 63.29% UF: 66.89% P: 67.77% R: 60.48% F: 63.92%
-2024-01-07 08:10:23 INFO 0:00:02.554897s elapsed
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-2024-01-07 08:10:23 INFO Epoch 38 / 5000:
-2024-01-07 08:10:25 INFO lr: 4.9620e-05 - loss: 0.0048 - UP: 97.64% UR: 96.33% UF: 96.98% P: 97.51% R: 96.20% F: 96.85%
-2024-01-07 08:10:25 INFO dev:  loss: 0.2812 - UP: 72.77% UR: 59.36% UF: 65.38% P: 68.15% R: 55.59% F: 61.23%
-2024-01-07 08:10:25 INFO test: loss: nan - UP: 63.79% UR: 64.56% UF: 64.17% P: 61.29% R: 62.03% F: 61.66%
-2024-01-07 08:10:25 INFO 0:00:02.610125s elapsed
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-2024-01-07 08:10:25 INFO Epoch 39 / 5000:
-2024-01-07 08:10:27 INFO lr: 4.9610e-05 - loss: 0.0000 - UP: 98.39% UR: 96.62% UF: 97.50% P: 98.23% R: 96.47% F: 97.34%
-2024-01-07 08:10:27 INFO dev:  loss: 0.2625 - UP: 75.05% UR: 57.96% UF: 65.41% P: 69.98% R: 54.05% F: 60.99%
-2024-01-07 08:10:28 INFO test: loss: nan - UP: 68.33% UR: 64.35% UF: 66.28% P: 65.27% R: 61.46% F: 63.31%
-2024-01-07 08:10:28 INFO 0:00:02.492201s elapsed
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-2024-01-07 08:10:28 INFO Epoch 40 / 5000:
-2024-01-07 08:10:30 INFO lr: 4.9600e-05 - loss: 0.0021 - UP: 98.33% UR: 97.94% UF: 98.13% P: 98.22% R: 97.83% F: 98.02%
-2024-01-07 08:10:30 INFO dev:  loss: 0.2688 - UP: 77.55% UR: 58.38% UF: 66.61% P: 71.80% R: 54.05% F: 61.67%
-2024-01-07 08:10:30 INFO test: loss: nan - UP: 66.23% UR: 61.11% UF: 63.57% P: 63.26% R: 58.37% F: 60.72%
-2024-01-07 08:10:30 INFO 0:00:02.549734s elapsed
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-2024-01-07 08:10:30 INFO Epoch 41 / 5000:
-2024-01-07 08:10:32 INFO lr: 4.9590e-05 - loss: 0.0047 - UP: 98.63% UR: 98.29% UF: 98.46% P: 98.37% R: 98.02% F: 98.20%
-2024-01-07 08:10:33 INFO dev:  loss: 0.2772 - UP: 78.40% UR: 58.80% UF: 67.20% P: 72.44% R: 54.33% F: 62.09%
-2024-01-07 08:10:33 INFO test: loss: nan - UP: 68.39% UR: 62.24% UF: 65.17% P: 65.30% R: 59.42% F: 62.22%
-2024-01-07 08:10:33 INFO 0:00:02.553260s elapsed
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-2024-01-07 08:10:33 INFO Epoch 42 / 5000:
-2024-01-07 08:10:35 INFO lr: 4.9580e-05 - loss: 0.0023 - UP: 99.25% UR: 98.35% UF: 98.80% P: 99.09% R: 98.20% F: 98.64%
-2024-01-07 08:10:35 INFO dev:  loss: 0.2493 - UP: 77.66% UR: 59.22% UF: 67.19% P: 71.79% R: 54.75% F: 62.12%
-2024-01-07 08:10:35 INFO test: loss: nan - UP: 69.88% UR: 63.78% UF: 66.69% P: 66.56% R: 60.76% F: 63.53%
-2024-01-07 08:10:35 INFO 0:00:02.439132s elapsed
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-2024-01-07 08:10:35 INFO Epoch 43 / 5000:
-2024-01-07 08:10:37 INFO lr: 4.9570e-05 - loss: 0.0050 - UP: 98.61% UR: 98.33% UF: 98.47% P: 98.55% R: 98.27% F: 98.41%
-2024-01-07 08:10:38 INFO dev:  loss: 0.2676 - UP: 73.96% UR: 59.50% UF: 65.94% P: 69.27% R: 55.73% F: 61.76%
-2024-01-07 08:10:38 INFO test: loss: nan - UP: 66.55% UR: 64.77% UF: 65.65% P: 63.73% R: 62.03% F: 62.87%
-2024-01-07 08:10:38 INFO 0:00:02.524792s elapsed
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-2024-01-07 08:10:38 INFO Epoch 44 / 5000:
-2024-01-07 08:10:40 INFO lr: 4.9560e-05 - loss: 0.0053 - UP: 98.42% UR: 98.33% UF: 98.38% P: 98.37% R: 98.29% F: 98.33%
-2024-01-07 08:10:40 INFO dev:  loss: 0.2493 - UP: 77.38% UR: 60.20% UF: 67.71% P: 71.81% R: 55.87% F: 62.84%
-2024-01-07 08:10:40 INFO test: loss: nan - UP: 68.94% UR: 63.36% UF: 66.03% P: 65.49% R: 60.20% F: 62.73%
-2024-01-07 08:10:40 INFO 0:00:02.425876s elapsed
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-2024-01-07 08:10:40 INFO Epoch 45 / 5000:
-2024-01-07 08:10:42 INFO lr: 4.9550e-05 - loss: 0.0015 - UP: 99.24% UR: 97.78% UF: 98.51% P: 99.06% R: 97.61% F: 98.33%
-2024-01-07 08:10:42 INFO dev:  loss: 0.2761 - UP: 75.44% UR: 59.22% UF: 66.35% P: 70.64% R: 55.45% F: 62.13%
-2024-01-07 08:10:43 INFO test: loss: nan - UP: 68.36% UR: 62.59% UF: 65.35% P: 65.59% R: 60.06% F: 62.70%
-2024-01-07 08:10:43 INFO 0:00:02.445436s elapsed
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-2024-01-07 08:10:43 INFO Epoch 46 / 5000:
-2024-01-07 08:10:45 INFO lr: 4.9540e-05 - loss: 0.0049 - UP: 99.16% UR: 98.53% UF: 98.84% P: 98.90% R: 98.27% F: 98.58%
-2024-01-07 08:10:45 INFO dev:  loss: 0.2736 - UP: 74.91% UR: 56.70% UF: 64.55% P: 68.82% R: 52.09% F: 59.30%
-2024-01-07 08:10:45 INFO test: loss: nan - UP: 69.60% UR: 61.67% UF: 65.40% P: 66.11% R: 58.58% F: 62.12%
-2024-01-07 08:10:45 INFO 0:00:02.541615s elapsed
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-2024-01-07 08:10:45 INFO Epoch 47 / 5000:
-2024-01-07 08:10:47 INFO lr: 4.9530e-05 - loss: 0.0000 - UP: 97.66% UR: 97.10% UF: 97.38% P: 97.35% R: 96.80% F: 97.07%
-2024-01-07 08:10:47 INFO dev:  loss: 0.2917 - UP: 80.38% UR: 53.21% UF: 64.03% P: 76.37% R: 50.56% F: 60.84%
-2024-01-07 08:10:48 INFO test: loss: nan - UP: 73.31% UR: 57.95% UF: 64.73% P: 69.75% R: 55.13% F: 61.59%
-2024-01-07 08:10:48 INFO 0:00:02.466753s elapsed
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-2024-01-07 08:10:48 INFO Epoch 48 / 5000:
-2024-01-07 08:10:50 INFO lr: 4.9520e-05 - loss: 0.0001 - UP: 98.16% UR: 96.03% UF: 97.08% P: 97.89% R: 95.76% F: 96.82%
-2024-01-07 08:10:50 INFO dev:  loss: 0.2859 - UP: 72.02% UR: 63.27% UF: 67.36% P: 67.73% R: 59.50% F: 63.35%
-2024-01-07 08:10:50 INFO test: loss: nan - UP: 61.53% UR: 65.47% UF: 63.44% P: 58.56% R: 62.31% F: 60.37%
-2024-01-07 08:10:50 INFO 0:00:02.561310s elapsed
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-2024-01-07 08:10:50 INFO Epoch 49 / 5000:
-2024-01-07 08:10:52 INFO lr: 4.9510e-05 - loss: 0.0115 - UP: 97.53% UR: 96.93% UF: 97.23% P: 96.95% R: 96.36% F: 96.65%
-2024-01-07 08:10:52 INFO dev:  loss: 0.2861 - UP: 74.09% UR: 59.92% UF: 66.25% P: 70.81% R: 57.26% F: 63.32%
-2024-01-07 08:10:53 INFO test: loss: nan - UP: 65.09% UR: 63.85% UF: 64.47% P: 61.86% R: 60.69% F: 61.27%
-2024-01-07 08:10:53 INFO 0:00:02.472230s elapsed
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-2024-01-07 08:10:53 INFO Epoch 50 / 5000:
-2024-01-07 08:10:55 INFO lr: 4.9500e-05 - loss: 0.0076 - UP: 98.15% UR: 96.51% UF: 97.32% P: 97.90% R: 96.27% F: 97.08%
-2024-01-07 08:10:55 INFO dev:  loss: 0.2904 - UP: 80.13% UR: 53.49% UF: 64.15% P: 76.78% R: 51.26% F: 61.47%
-2024-01-07 08:10:55 INFO test: loss: nan - UP: 72.89% UR: 59.56% UF: 65.56% P: 69.97% R: 57.17% F: 62.93%
-2024-01-07 08:10:55 INFO 0:00:02.520361s elapsed
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-2024-01-07 08:10:55 INFO Epoch 51 / 5000:
-2024-01-07 08:10:57 INFO lr: 4.9490e-05 - loss: 0.0093 - UP: 98.15% UR: 96.60% UF: 97.37% P: 97.99% R: 96.44% F: 97.21%
-2024-01-07 08:10:57 INFO dev:  loss: 0.2396 - UP: 77.55% UR: 57.40% UF: 65.97% P: 74.15% R: 54.89% F: 63.08%
-2024-01-07 08:10:58 INFO test: loss: nan - UP: 68.32% UR: 61.88% UF: 64.94% P: 65.37% R: 59.21% F: 62.14%
-2024-01-07 08:10:58 INFO 0:00:02.468410s elapsed
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-2024-01-07 08:10:58 INFO Epoch 52 / 5000:
-2024-01-07 08:11:00 INFO lr: 4.9480e-05 - loss: 0.0067 - UP: 97.48% UR: 96.84% UF: 97.16% P: 97.33% R: 96.69% F: 97.01%
-2024-01-07 08:11:00 INFO dev:  loss: 0.2662 - UP: 78.76% UR: 58.52% UF: 67.15% P: 73.87% R: 54.89% F: 62.98%
-2024-01-07 08:11:00 INFO test: loss: nan - UP: 69.37% UR: 62.59% UF: 65.80% P: 66.17% R: 59.70% F: 62.77%
-2024-01-07 08:11:00 INFO 0:00:02.376426s elapsed
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-2024-01-07 08:11:00 INFO Epoch 53 / 5000:
-2024-01-07 08:11:02 INFO lr: 4.9470e-05 - loss: 0.0024 - UP: 98.39% UR: 97.63% UF: 98.01% P: 98.27% R: 97.52% F: 97.90%
-2024-01-07 08:11:02 INFO dev:  loss: 0.2770 - UP: 78.39% UR: 61.31% UF: 68.81% P: 73.75% R: 57.68% F: 64.73%
-2024-01-07 08:11:03 INFO test: loss: nan - UP: 66.21% UR: 64.06% UF: 65.12% P: 63.15% R: 61.11% F: 62.12%
-2024-01-07 08:11:05 INFO 0:00:02.441259s elapsed (saved)
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-2024-01-07 08:11:05 INFO Epoch 54 / 5000:
-2024-01-07 08:11:07 INFO lr: 4.9460e-05 - loss: 0.0047 - UP: 99.02% UR: 97.15% UF: 98.07% P: 98.95% R: 97.08% F: 98.01%
-2024-01-07 08:11:07 INFO dev:  loss: 0.2614 - UP: 78.22% UR: 51.68% UF: 62.24% P: 73.78% R: 48.74% F: 58.70%
-2024-01-07 08:11:08 INFO test: loss: nan - UP: 72.15% UR: 57.03% UF: 63.71% P: 68.68% R: 54.29% F: 60.64%
-2024-01-07 08:11:08 INFO 0:00:02.621765s elapsed
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-2024-01-07 08:11:08 INFO Epoch 55 / 5000:
-2024-01-07 08:11:10 INFO lr: 4.9450e-05 - loss: 0.0330 - UP: 98.09% UR: 96.80% UF: 97.44% P: 97.95% R: 96.66% F: 97.30%
-2024-01-07 08:11:10 INFO dev:  loss: 0.2789 - UP: 75.72% UR: 58.38% UF: 65.93% P: 69.93% R: 53.91% F: 60.88%
-2024-01-07 08:11:10 INFO test: loss: nan - UP: 68.82% UR: 63.64% UF: 66.13% P: 64.49% R: 59.63% F: 61.97%
-2024-01-07 08:11:10 INFO 0:00:02.571669s elapsed
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-2024-01-07 08:11:10 INFO Epoch 56 / 5000:
-2024-01-07 08:11:12 INFO lr: 4.9440e-05 - loss: 0.0034 - UP: 98.54% UR: 97.74% UF: 98.14% P: 98.03% R: 97.23% F: 97.63%
-2024-01-07 08:11:12 INFO dev:  loss: 0.2675 - UP: 72.70% UR: 57.26% UF: 64.06% P: 69.86% R: 55.03% F: 61.56%
-2024-01-07 08:11:13 INFO test: loss: nan - UP: 68.27% UR: 63.85% UF: 65.99% P: 64.96% R: 60.76% F: 62.79%
-2024-01-07 08:11:13 INFO 0:00:02.442848s elapsed
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-2024-01-07 08:11:13 INFO Epoch 57 / 5000:
-2024-01-07 08:11:15 INFO lr: 4.9430e-05 - loss: 0.0041 - UP: 98.81% UR: 98.20% UF: 98.50% P: 98.52% R: 97.91% F: 98.22%
-2024-01-07 08:11:15 INFO dev:  loss: 0.2906 - UP: 75.09% UR: 59.78% UF: 66.56% P: 71.40% R: 56.84% F: 63.30%
-2024-01-07 08:11:15 INFO test: loss: nan - UP: 69.24% UR: 65.54% UF: 67.34% P: 65.82% R: 62.31% F: 64.02%
-2024-01-07 08:11:15 INFO 0:00:02.496686s elapsed
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-2024-01-07 08:11:15 INFO Epoch 58 / 5000:
-2024-01-07 08:11:17 INFO lr: 4.9420e-05 - loss: 0.0034 - UP: 99.40% UR: 98.81% UF: 99.11% P: 99.18% R: 98.60% F: 98.89%
-2024-01-07 08:11:18 INFO dev:  loss: 0.3059 - UP: 76.04% UR: 58.52% UF: 66.14% P: 72.60% R: 55.87% F: 63.14%
-2024-01-07 08:11:18 INFO test: loss: nan - UP: 69.92% UR: 62.45% UF: 65.97% P: 66.77% R: 59.63% F: 63.00%
-2024-01-07 08:11:18 INFO 0:00:02.583644s elapsed
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-2024-01-07 08:11:18 INFO Epoch 59 / 5000:
-2024-01-07 08:11:20 INFO lr: 4.9410e-05 - loss: 0.0015 - UP: 99.56% UR: 98.90% UF: 99.23% P: 99.45% R: 98.79% F: 99.12%
-2024-01-07 08:11:20 INFO dev:  loss: 0.3215 - UP: 74.91% UR: 59.22% UF: 66.15% P: 71.73% R: 56.70% F: 63.34%
-2024-01-07 08:11:21 INFO test: loss: nan - UP: 68.53% UR: 64.77% UF: 66.59% P: 65.62% R: 62.03% F: 63.77%
-2024-01-07 08:11:21 INFO 0:00:02.616153s elapsed
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-2024-01-07 08:11:21 INFO Epoch 60 / 5000:
-2024-01-07 08:11:23 INFO lr: 4.9400e-05 - loss: 0.0046 - UP: 99.23% UR: 99.32% UF: 99.28% P: 99.04% R: 99.12% F: 99.08%
-2024-01-07 08:11:23 INFO dev:  loss: 0.3138 - UP: 77.68% UR: 58.80% UF: 66.93% P: 74.17% R: 56.15% F: 63.91%
-2024-01-07 08:11:23 INFO test: loss: nan - UP: 71.11% UR: 63.36% UF: 67.01% P: 67.80% R: 60.41% F: 63.89%
-2024-01-07 08:11:23 INFO 0:00:02.647725s elapsed
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-2024-01-07 08:11:23 INFO Epoch 61 / 5000:
-2024-01-07 08:11:25 INFO lr: 4.9390e-05 - loss: 0.0008 - UP: 99.54% UR: 99.10% UF: 99.32% P: 99.38% R: 98.95% F: 99.16%
-2024-01-07 08:11:25 INFO dev:  loss: 0.3182 - UP: 73.63% UR: 62.01% UF: 67.32% P: 69.98% R: 58.94% F: 63.99%
-2024-01-07 08:11:26 INFO test: loss: nan - UP: 67.96% UR: 66.39% UF: 67.16% P: 64.87% R: 63.36% F: 64.11%
-2024-01-07 08:11:26 INFO 0:00:02.521792s elapsed
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-2024-01-07 08:11:26 INFO Epoch 62 / 5000:
-2024-01-07 08:11:27 INFO lr: 4.9380e-05 - loss: 0.0006 - UP: 99.67% UR: 99.23% UF: 99.45% P: 99.60% R: 99.17% F: 99.38%
-2024-01-07 08:11:28 INFO dev:  loss: 0.3149 - UP: 76.36% UR: 60.89% UF: 67.75% P: 72.85% R: 58.10% F: 64.65%
-2024-01-07 08:11:28 INFO test: loss: nan - UP: 69.21% UR: 66.39% UF: 67.77% P: 66.13% R: 63.43% F: 64.75%
-2024-01-07 08:11:28 INFO 0:00:02.415513s elapsed
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-2024-01-07 08:11:28 INFO Epoch 63 / 5000:
-2024-01-07 08:11:30 INFO lr: 4.9370e-05 - loss: 0.0000 - UP: 99.67% UR: 99.43% UF: 99.55% P: 99.58% R: 99.34% F: 99.46%
-2024-01-07 08:11:30 INFO dev:  loss: 0.3264 - UP: 76.98% UR: 61.17% UF: 68.17% P: 73.46% R: 58.38% F: 65.06%
-2024-01-07 08:11:31 INFO test: loss: nan - UP: 68.80% UR: 66.53% UF: 67.64% P: 65.96% R: 63.78% F: 64.86%
-2024-01-07 08:11:33 INFO 0:00:02.425080s elapsed (saved)
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-2024-01-07 08:11:33 INFO Epoch 64 / 5000:
-2024-01-07 08:11:35 INFO lr: 4.9360e-05 - loss: 0.0000 - UP: 99.63% UR: 99.32% UF: 99.47% P: 99.56% R: 99.25% F: 99.41%
-2024-01-07 08:11:35 INFO dev:  loss: 0.3387 - UP: 78.18% UR: 57.54% UF: 66.29% P: 74.38% R: 54.75% F: 63.07%
-2024-01-07 08:11:36 INFO test: loss: nan - UP: 71.82% UR: 63.43% UF: 67.36% P: 68.79% R: 60.76% F: 64.53%
-2024-01-07 08:11:36 INFO 0:00:02.594322s elapsed
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-2024-01-07 08:11:36 INFO Epoch 65 / 5000:
-2024-01-07 08:11:38 INFO lr: 4.9350e-05 - loss: 0.0003 - UP: 99.05% UR: 98.31% UF: 98.68% P: 98.98% R: 98.24% F: 98.61%
-2024-01-07 08:11:38 INFO dev:  loss: 0.3648 - UP: 74.46% UR: 52.51% UF: 61.59% P: 70.69% R: 49.86% F: 58.48%
-2024-01-07 08:11:38 INFO test: loss: nan - UP: 67.74% UR: 62.31% UF: 64.91% P: 65.06% R: 59.85% F: 62.34%
-2024-01-07 08:11:38 INFO 0:00:02.536453s elapsed
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-2024-01-07 08:11:38 INFO Epoch 66 / 5000:
-2024-01-07 08:11:40 INFO lr: 4.9340e-05 - loss: 0.0054 - UP: 99.02% UR: 98.05% UF: 98.53% P: 98.96% R: 97.98% F: 98.47%
-2024-01-07 08:11:40 INFO dev:  loss: 0.3143 - UP: 76.69% UR: 55.59% UF: 64.45% P: 72.83% R: 52.79% F: 61.21%
-2024-01-07 08:11:41 INFO test: loss: nan - UP: 70.47% UR: 61.60% UF: 65.74% P: 67.34% R: 58.86% F: 62.81%
-2024-01-07 08:11:41 INFO 0:00:02.557523s elapsed
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-2024-01-07 08:11:41 INFO Epoch 67 / 5000:
-2024-01-07 08:11:43 INFO lr: 4.9330e-05 - loss: 0.0012 - UP: 99.05% UR: 98.73% UF: 98.89% P: 98.96% R: 98.64% F: 98.80%
-2024-01-07 08:11:43 INFO dev:  loss: 0.2881 - UP: 74.87% UR: 58.24% UF: 65.51% P: 71.45% R: 55.59% F: 62.53%
-2024-01-07 08:11:43 INFO test: loss: nan - UP: 69.62% UR: 65.12% UF: 67.30% P: 66.47% R: 62.17% F: 64.24%
-2024-01-07 08:11:43 INFO 0:00:02.583065s elapsed
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-2024-01-07 08:11:43 INFO Epoch 68 / 5000:
-2024-01-07 08:11:45 INFO lr: 4.9320e-05 - loss: 0.0006 - UP: 99.02% UR: 97.94% UF: 98.48% P: 98.87% R: 97.78% F: 98.32%
-2024-01-07 08:11:46 INFO dev:  loss: 0.2903 - UP: 72.63% UR: 58.94% UF: 65.07% P: 68.85% R: 55.87% F: 61.68%
-2024-01-07 08:11:46 INFO test: loss: nan - UP: 65.87% UR: 65.68% UF: 65.77% P: 63.19% R: 63.01% F: 63.10%
-2024-01-07 08:11:46 INFO 0:00:02.552898s elapsed
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-2024-01-07 08:11:46 INFO Epoch 69 / 5000:
-2024-01-07 08:11:48 INFO lr: 4.9310e-05 - loss: 0.0010 - UP: 98.02% UR: 97.65% UF: 97.83% P: 97.88% R: 97.52% F: 97.70%
-2024-01-07 08:11:48 INFO dev:  loss: 0.3122 - UP: 74.02% UR: 60.89% UF: 66.82% P: 69.61% R: 57.26% F: 62.84%
-2024-01-07 08:11:48 INFO test: loss: nan - UP: 67.54% UR: 65.54% UF: 66.52% P: 64.28% R: 62.38% F: 63.31%
-2024-01-07 08:11:48 INFO 0:00:02.568922s elapsed
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-2024-01-07 08:11:48 INFO Epoch 70 / 5000:
-2024-01-07 08:11:50 INFO lr: 4.9300e-05 - loss: 0.0136 - UP: 98.77% UR: 98.40% UF: 98.58% P: 98.55% R: 98.18% F: 98.36%
-2024-01-07 08:11:51 INFO dev:  loss: 0.3093 - UP: 70.18% UR: 61.45% UF: 65.52% P: 66.99% R: 58.66% F: 62.55%
-2024-01-07 08:11:51 INFO test: loss: nan - UP: 63.64% UR: 68.92% UF: 66.17% P: 60.84% R: 65.89% F: 63.27%
-2024-01-07 08:11:51 INFO 0:00:02.636399s elapsed
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-2024-01-07 08:11:51 INFO Epoch 71 / 5000:
-2024-01-07 08:11:53 INFO lr: 4.9290e-05 - loss: 0.0048 - UP: 97.23% UR: 94.62% UF: 95.91% P: 96.77% R: 94.18% F: 95.46%
-2024-01-07 08:11:53 INFO dev:  loss: 0.3201 - UP: 68.12% UR: 61.17% UF: 64.46% P: 63.76% R: 57.26% F: 60.34%
-2024-01-07 08:11:54 INFO test: loss: nan - UP: 62.06% UR: 66.60% UF: 64.25% P: 59.50% R: 63.85% F: 61.60%
-2024-01-07 08:11:54 INFO 0:00:02.654402s elapsed
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-2024-01-07 08:11:54 INFO Epoch 72 / 5000:
-2024-01-07 08:11:56 INFO lr: 4.9280e-05 - loss: 0.0041 - UP: 97.46% UR: 95.87% UF: 96.66% P: 97.08% R: 95.50% F: 96.28%
-2024-01-07 08:11:56 INFO dev:  loss: 0.2722 - UP: 74.90% UR: 54.19% UF: 62.88% P: 70.85% R: 51.26% F: 59.48%
-2024-01-07 08:11:56 INFO test: loss: nan - UP: 70.38% UR: 60.48% UF: 65.05% P: 67.51% R: 58.02% F: 62.41%
-2024-01-07 08:11:56 INFO 0:00:02.552679s elapsed
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-2024-01-07 08:11:56 INFO Epoch 73 / 5000:
-2024-01-07 08:11:58 INFO lr: 4.9270e-05 - loss: 0.0006 - UP: 97.64% UR: 96.25% UF: 96.94% P: 97.44% R: 96.05% F: 96.74%
-2024-01-07 08:11:58 INFO dev:  loss: 0.2620 - UP: 73.99% UR: 56.42% UF: 64.03% P: 69.78% R: 53.21% F: 60.38%
-2024-01-07 08:11:59 INFO test: loss: nan - UP: 70.04% UR: 61.32% UF: 65.39% P: 66.67% R: 58.37% F: 62.24%
-2024-01-07 08:11:59 INFO 0:00:02.488423s elapsed
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-2024-01-07 08:11:59 INFO Epoch 74 / 5000:
-2024-01-07 08:12:01 INFO lr: 4.9260e-05 - loss: 0.0015 - UP: 99.05% UR: 98.44% UF: 98.75% P: 98.87% R: 98.27% F: 98.57%
-2024-01-07 08:12:01 INFO dev:  loss: 0.3057 - UP: 70.27% UR: 60.75% UF: 65.17% P: 66.88% R: 57.82% F: 62.02%
-2024-01-07 08:12:01 INFO test: loss: nan - UP: 64.19% UR: 67.30% UF: 65.71% P: 61.50% R: 64.49% F: 62.96%
-2024-01-07 08:12:01 INFO 0:00:02.399275s elapsed
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-2024-01-07 08:12:01 INFO Epoch 75 / 5000:
-2024-01-07 08:12:03 INFO lr: 4.9250e-05 - loss: 0.0016 - UP: 99.34% UR: 98.81% UF: 99.08% P: 99.27% R: 98.75% F: 99.01%
-2024-01-07 08:12:03 INFO dev:  loss: 0.2836 - UP: 74.96% UR: 59.36% UF: 66.25% P: 71.60% R: 56.70% F: 63.29%
-2024-01-07 08:12:04 INFO test: loss: nan - UP: 68.70% UR: 64.98% UF: 66.79% P: 65.80% R: 62.24% F: 63.97%
-2024-01-07 08:12:04 INFO 0:00:02.442860s elapsed
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-2024-01-07 08:12:04 INFO Epoch 76 / 5000:
-2024-01-07 08:12:05 INFO lr: 4.9240e-05 - loss: 0.0001 - UP: 99.23% UR: 98.97% UF: 99.10% P: 99.16% R: 98.90% F: 99.03%
-2024-01-07 08:12:06 INFO dev:  loss: 0.2893 - UP: 72.91% UR: 62.01% UF: 67.02% P: 69.62% R: 59.22% F: 64.00%
-2024-01-07 08:12:06 INFO test: loss: nan - UP: 66.86% UR: 65.54% UF: 66.19% P: 63.92% R: 62.66% F: 63.28%
-2024-01-07 08:12:06 INFO 0:00:02.417228s elapsed
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-2024-01-07 08:12:06 INFO Epoch 77 / 5000:
-2024-01-07 08:12:08 INFO lr: 4.9230e-05 - loss: 0.0001 - UP: 99.28% UR: 99.19% UF: 99.23% P: 99.19% R: 99.10% F: 99.14%
-2024-01-07 08:12:08 INFO dev:  loss: 0.2833 - UP: 73.45% UR: 61.03% UF: 66.67% P: 69.75% R: 57.96% F: 63.31%
-2024-01-07 08:12:09 INFO test: loss: nan - UP: 66.17% UR: 65.89% UF: 66.03% P: 63.49% R: 63.22% F: 63.35%
-2024-01-07 08:12:09 INFO 0:00:02.452419s elapsed
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-2024-01-07 08:12:09 INFO Epoch 78 / 5000:
-2024-01-07 08:12:11 INFO lr: 4.9220e-05 - loss: 0.0000 - UP: 99.58% UR: 99.36% UF: 99.47% P: 99.52% R: 99.30% F: 99.41%
-2024-01-07 08:12:11 INFO dev:  loss: 0.2903 - UP: 73.43% UR: 60.61% UF: 66.41% P: 69.71% R: 57.54% F: 63.05%
-2024-01-07 08:12:11 INFO test: loss: nan - UP: 68.14% UR: 64.84% UF: 66.45% P: 65.19% R: 62.03% F: 63.57%
-2024-01-07 08:12:11 INFO 0:00:02.600876s elapsed
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-2024-01-07 08:12:11 INFO Epoch 79 / 5000:
-2024-01-07 08:12:13 INFO lr: 4.9210e-05 - loss: 0.0000 - UP: 99.52% UR: 99.39% UF: 99.45% P: 99.41% R: 99.28% F: 99.34%
-2024-01-07 08:12:13 INFO dev:  loss: 0.3027 - UP: 73.41% UR: 59.78% UF: 65.90% P: 69.81% R: 56.84% F: 62.66%
-2024-01-07 08:12:14 INFO test: loss: nan - UP: 68.59% UR: 64.49% UF: 66.47% P: 65.59% R: 61.67% F: 63.57%
-2024-01-07 08:12:14 INFO 0:00:02.706234s elapsed
-
-2024-01-07 08:12:14 INFO Epoch 80 / 5000:
-2024-01-07 08:12:16 INFO lr: 4.9200e-05 - loss: 0.0016 - UP: 99.58% UR: 99.14% UF: 99.36% P: 99.56% R: 99.12% F: 99.34%
-2024-01-07 08:12:16 INFO dev:  loss: 0.3015 - UP: 73.75% UR: 59.64% UF: 65.95% P: 69.95% R: 56.56% F: 62.55%
-2024-01-07 08:12:16 INFO test: loss: nan - UP: 69.09% UR: 64.77% UF: 66.86% P: 66.32% R: 62.17% F: 64.17%
-2024-01-07 08:12:16 INFO 0:00:02.603592s elapsed
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-2024-01-07 08:12:16 INFO Epoch 81 / 5000:
-2024-01-07 08:12:18 INFO lr: 4.9190e-05 - loss: 0.0001 - UP: 99.58% UR: 99.43% UF: 99.51% P: 99.52% R: 99.36% F: 99.44%
-2024-01-07 08:12:19 INFO dev:  loss: 0.3078 - UP: 73.84% UR: 59.92% UF: 66.15% P: 69.88% R: 56.70% F: 62.61%
-2024-01-07 08:12:19 INFO test: loss: nan - UP: 68.56% UR: 65.33% UF: 66.91% P: 65.90% R: 62.80% F: 64.31%
-2024-01-07 08:12:19 INFO 0:00:02.450800s elapsed
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-2024-01-07 08:12:19 INFO Epoch 82 / 5000:
-2024-01-07 08:12:21 INFO lr: 4.9180e-05 - loss: 0.0001 - UP: 99.67% UR: 99.45% UF: 99.56% P: 99.65% R: 99.43% F: 99.54%
-2024-01-07 08:12:21 INFO dev:  loss: 0.3078 - UP: 73.69% UR: 59.08% UF: 65.58% P: 69.86% R: 56.01% F: 62.17%
-2024-01-07 08:12:21 INFO test: loss: nan - UP: 69.15% UR: 65.26% UF: 67.15% P: 66.32% R: 62.59% F: 64.40%
-2024-01-07 08:12:21 INFO 0:00:02.422401s elapsed
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-2024-01-07 08:12:21 INFO Epoch 83 / 5000:
-2024-01-07 08:12:23 INFO lr: 4.9170e-05 - loss: 0.0013 - UP: 99.60% UR: 99.50% UF: 99.55% P: 99.56% R: 99.45% F: 99.51%
-2024-01-07 08:12:24 INFO dev:  loss: 0.3060 - UP: 73.62% UR: 59.64% UF: 65.90% P: 70.17% R: 56.84% F: 62.81%
-2024-01-07 08:12:24 INFO test: loss: nan - UP: 68.90% UR: 64.98% UF: 66.88% P: 66.07% R: 62.31% F: 64.13%
-2024-01-07 08:12:24 INFO 0:00:02.538227s elapsed
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-2024-01-07 08:12:24 INFO Epoch 84 / 5000:
-2024-01-07 08:12:26 INFO lr: 4.9160e-05 - loss: 0.0009 - UP: 99.74% UR: 99.56% UF: 99.65% P: 99.67% R: 99.50% F: 99.58%
-2024-01-07 08:12:26 INFO dev:  loss: 0.3129 - UP: 73.84% UR: 57.54% UF: 64.68% P: 70.07% R: 54.61% F: 61.38%
-2024-01-07 08:12:26 INFO test: loss: nan - UP: 69.88% UR: 64.28% UF: 66.96% P: 66.97% R: 61.60% F: 64.18%
-2024-01-07 08:12:26 INFO 0:00:02.628839s elapsed
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-2024-01-07 08:12:26 INFO Epoch 85 / 5000:
-2024-01-07 08:12:28 INFO lr: 4.9150e-05 - loss: 0.0005 - UP: 99.82% UR: 99.43% UF: 99.63% P: 99.78% R: 99.39% F: 99.58%
-2024-01-07 08:12:29 INFO dev:  loss: 0.3155 - UP: 74.51% UR: 58.38% UF: 65.47% P: 70.41% R: 55.17% F: 61.86%
-2024-01-07 08:12:29 INFO test: loss: nan - UP: 69.66% UR: 64.42% UF: 66.93% P: 66.69% R: 61.67% F: 64.08%
-2024-01-07 08:12:29 INFO 0:00:02.575086s elapsed
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-2024-01-07 08:12:29 INFO Epoch 86 / 5000:
-2024-01-07 08:12:31 INFO lr: 4.9140e-05 - loss: 0.0009 - UP: 99.63% UR: 99.39% UF: 99.51% P: 99.54% R: 99.30% F: 99.42%
-2024-01-07 08:12:31 INFO dev:  loss: 0.3187 - UP: 73.85% UR: 60.75% UF: 66.67% P: 70.12% R: 57.68% F: 63.30%
-2024-01-07 08:12:31 INFO test: loss: nan - UP: 67.82% UR: 65.96% UF: 66.88% P: 64.93% R: 63.15% F: 64.03%
-2024-01-07 08:12:31 INFO 0:00:02.461348s elapsed
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-2024-01-07 08:12:31 INFO Epoch 87 / 5000:
-2024-01-07 08:12:33 INFO lr: 4.9130e-05 - loss: 0.0007 - UP: 99.65% UR: 99.67% UF: 99.66% P: 99.58% R: 99.60% F: 99.59%
-2024-01-07 08:12:34 INFO dev:  loss: 0.3308 - UP: 74.51% UR: 58.38% UF: 65.47% P: 70.94% R: 55.59% F: 62.33%
-2024-01-07 08:12:34 INFO test: loss: nan - UP: 69.36% UR: 64.63% UF: 66.91% P: 66.34% R: 61.81% F: 64.00%
-2024-01-07 08:12:34 INFO 0:00:02.607736s elapsed
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-2024-01-07 08:12:34 INFO Epoch 88 / 5000:
-2024-01-07 08:12:36 INFO lr: 4.9120e-05 - loss: 0.0003 - UP: 99.89% UR: 99.47% UF: 99.68% P: 99.80% R: 99.39% F: 99.59%
-2024-01-07 08:12:36 INFO dev:  loss: 0.3377 - UP: 74.08% UR: 59.08% UF: 65.73% P: 70.05% R: 55.87% F: 62.16%
-2024-01-07 08:12:37 INFO test: loss: nan - UP: 68.70% UR: 65.89% UF: 67.26% P: 65.76% R: 63.08% F: 64.39%
-2024-01-07 08:12:37 INFO 0:00:02.663828s elapsed
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-2024-01-07 08:12:37 INFO Epoch 89 / 5000:
-2024-01-07 08:12:39 INFO lr: 4.9110e-05 - loss: 0.0006 - UP: 99.54% UR: 99.56% UF: 99.55% P: 99.52% R: 99.54% F: 99.53%
-2024-01-07 08:12:39 INFO dev:  loss: 0.3442 - UP: 73.70% UR: 59.50% UF: 65.84% P: 69.55% R: 56.15% F: 62.13%
-2024-01-07 08:12:39 INFO test: loss: nan - UP: 68.21% UR: 66.24% UF: 67.21% P: 65.10% R: 63.22% F: 64.15%
-2024-01-07 08:12:39 INFO 0:00:02.626218s elapsed
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-2024-01-07 08:12:39 INFO Epoch 90 / 5000:
-2024-01-07 08:12:41 INFO lr: 4.9100e-05 - loss: 0.0053 - UP: 99.65% UR: 99.45% UF: 99.55% P: 99.56% R: 99.36% F: 99.46%
-2024-01-07 08:12:42 INFO dev:  loss: 0.3383 - UP: 75.22% UR: 58.52% UF: 65.83% P: 71.27% R: 55.45% F: 62.37%
-2024-01-07 08:12:42 INFO test: loss: nan - UP: 70.23% UR: 64.70% UF: 67.35% P: 67.48% R: 62.17% F: 64.71%
-2024-01-07 08:12:42 INFO 0:00:02.570125s elapsed
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-2024-01-07 08:12:42 INFO Epoch 91 / 5000:
-2024-01-07 08:12:44 INFO lr: 4.9090e-05 - loss: 0.0039 - UP: 99.69% UR: 99.54% UF: 99.62% P: 99.69% R: 99.54% F: 99.62%
-2024-01-07 08:12:44 INFO dev:  loss: 0.3300 - UP: 74.43% UR: 59.36% UF: 66.05% P: 70.40% R: 56.15% F: 62.47%
-2024-01-07 08:12:44 INFO test: loss: nan - UP: 70.38% UR: 66.17% UF: 68.21% P: 67.31% R: 63.29% F: 65.24%
-2024-01-07 08:12:44 INFO 0:00:02.460607s elapsed
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-2024-01-07 08:12:44 INFO Epoch 92 / 5000:
-2024-01-07 08:12:46 INFO lr: 4.9080e-05 - loss: 0.0004 - UP: 99.50% UR: 99.69% UF: 99.59% P: 99.45% R: 99.65% F: 99.55%
-2024-01-07 08:12:47 INFO dev:  loss: 0.3419 - UP: 74.23% UR: 60.34% UF: 66.56% P: 70.10% R: 56.98% F: 62.87%
-2024-01-07 08:12:47 INFO test: loss: nan - UP: 69.21% UR: 66.39% UF: 67.77% P: 66.06% R: 63.36% F: 64.68%
-2024-01-07 08:12:47 INFO 0:00:02.546996s elapsed
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-2024-01-07 08:12:47 INFO Epoch 93 / 5000:
-2024-01-07 08:12:49 INFO lr: 4.9070e-05 - loss: 0.0002 - UP: 99.69% UR: 99.60% UF: 99.65% P: 99.67% R: 99.58% F: 99.63%
-2024-01-07 08:12:49 INFO dev:  loss: 0.3559 - UP: 74.74% UR: 59.50% UF: 66.25% P: 71.05% R: 56.56% F: 62.99%
-2024-01-07 08:12:50 INFO test: loss: nan - UP: 69.67% UR: 65.26% UF: 67.39% P: 66.67% R: 62.45% F: 64.49%
-2024-01-07 08:12:50 INFO 0:00:02.537820s elapsed
-
-2024-01-07 08:12:53 INFO Epoch 63 saved
-2024-01-07 08:12:53 INFO dev:  UP: 76.98% UR: 61.17% UF: 68.17% P: 73.46% R: 58.38% F: 65.06%
-2024-01-07 08:12:53 INFO test: UP: 68.80% UR: 66.53% UF: 67.64% P: 65.96% R: 63.78% F: 64.86%
-2024-01-07 08:12:53 INFO 0:03:55.732507s elapsed, 0:00:02.534758s/epoch
+2024-04-01 09:48:02 INFO Epoch 1 / 5000:
+2024-04-01 09:48:05 INFO lr: 4.9990e-05 - loss: 0.2328 - UP: 10.04% UR: 17.14% UF: 12.66% P:  6.45% R: 11.02% F:  8.14%
+2024-04-01 09:48:05 INFO dev:  loss: 0.1749 - UP: 58.16% UR: 19.41% UF: 29.11% P: 54.81% R: 18.30% F: 27.43%
+2024-04-01 09:48:06 INFO test: loss: nan - UP: 70.73% UR: 19.20% UF: 30.20% P: 67.62% R: 18.35% F: 28.87%
+2024-04-01 09:48:07 INFO 0:00:03.158903s elapsed (saved)
+
+2024-04-01 09:48:07 INFO Epoch 2 / 5000:
+2024-04-01 09:48:09 INFO lr: 4.9980e-05 - loss: 0.2544 - UP: 71.34% UR: 32.18% UF: 44.35% P: 67.06% R: 30.25% F: 41.69%
+2024-04-01 09:48:10 INFO dev:  loss: 0.1250 - UP: 69.61% UR: 39.66% UF: 50.53% P: 63.48% R: 36.17% F: 46.09%
+2024-04-01 09:48:10 INFO test: loss: nan - UP: 63.09% UR: 42.19% UF: 50.57% P: 59.83% R: 40.01% F: 47.96%
+2024-04-01 09:48:13 INFO 0:00:02.472509s elapsed (saved)
+
+2024-04-01 09:48:13 INFO Epoch 3 / 5000:
+2024-04-01 09:48:15 INFO lr: 4.9970e-05 - loss: 0.0865 - UP: 75.61% UR: 46.47% UF: 57.56% P: 72.18% R: 44.36% F: 54.95%
+2024-04-01 09:48:15 INFO dev:  loss: 0.1158 - UP: 77.25% UR: 40.78% UF: 53.38% P: 72.22% R: 38.13% F: 49.91%
+2024-04-01 09:48:15 INFO test: loss: nan - UP: 67.95% UR: 46.06% UF: 54.90% P: 65.56% R: 44.44% F: 52.98%
+2024-04-01 09:48:18 INFO 0:00:02.482696s elapsed (saved)
+
+2024-04-01 09:48:18 INFO Epoch 4 / 5000:
+2024-04-01 09:48:20 INFO lr: 4.9960e-05 - loss: 0.0299 - UP: 77.30% UR: 51.27% UF: 61.65% P: 74.92% R: 49.69% F: 59.75%
+2024-04-01 09:48:20 INFO dev:  loss: 0.1175 - UP: 79.79% UR: 42.46% UF: 55.42% P: 74.02% R: 39.39% F: 51.41%
+2024-04-01 09:48:21 INFO test: loss: nan - UP: 70.05% UR: 43.74% UF: 53.85% P: 67.45% R: 42.12% F: 51.86%
+2024-04-01 09:48:24 INFO 0:00:02.542207s elapsed (saved)
+
+2024-04-01 09:48:24 INFO Epoch 5 / 5000:
+2024-04-01 09:48:25 INFO lr: 4.9950e-05 - loss: 0.0030 - UP: 84.21% UR: 59.13% UF: 69.48% P: 81.99% R: 57.57% F: 67.65%
+2024-04-01 09:48:26 INFO dev:  loss: 0.1130 - UP: 74.94% UR: 46.79% UF: 57.61% P: 71.59% R: 44.69% F: 55.03%
+2024-04-01 09:48:26 INFO test: loss: nan - UP: 68.64% UR: 51.27% UF: 58.70% P: 66.48% R: 49.65% F: 56.84%
+2024-04-01 09:48:29 INFO 0:00:02.536690s elapsed (saved)
+
+2024-04-01 09:48:29 INFO Epoch 6 / 5000:
+2024-04-01 09:48:31 INFO lr: 4.9940e-05 - loss: 0.0273 - UP: 84.91% UR: 68.92% UF: 76.08% P: 84.02% R: 68.20% F: 75.28%
+2024-04-01 09:48:31 INFO dev:  loss: 0.1257 - UP: 79.21% UR: 42.04% UF: 54.93% P: 74.74% R: 39.66% F: 51.82%
+2024-04-01 09:48:31 INFO test: loss: nan - UP: 73.20% UR: 45.71% UF: 56.28% P: 70.72% R: 44.16% F: 54.37%
+2024-04-01 09:48:31 INFO 0:00:02.507304s elapsed
+
+2024-04-01 09:48:31 INFO Epoch 7 / 5000:
+2024-04-01 09:48:33 INFO lr: 4.9930e-05 - loss: 0.0411 - UP: 87.76% UR: 72.08% UF: 79.15% P: 86.96% R: 71.42% F: 78.43%
+2024-04-01 09:48:33 INFO dev:  loss: 0.1262 - UP: 80.52% UR: 43.30% UF: 56.31% P: 76.88% R: 41.34% F: 53.77%
+2024-04-01 09:48:34 INFO test: loss: nan - UP: 74.09% UR: 48.87% UF: 58.90% P: 71.75% R: 47.33% F: 57.03%
+2024-04-01 09:48:34 INFO 0:00:02.543226s elapsed
+
+2024-04-01 09:48:34 INFO Epoch 8 / 5000:
+2024-04-01 09:48:36 INFO lr: 4.9920e-05 - loss: 0.0377 - UP: 90.84% UR: 76.19% UF: 82.87% P: 90.32% R: 75.75% F: 82.39%
+2024-04-01 09:48:36 INFO dev:  loss: 0.1471 - UP: 71.18% UR: 57.96% UF: 63.90% P: 66.21% R: 53.91% F: 59.43%
+2024-04-01 09:48:36 INFO test: loss: nan - UP: 64.04% UR: 62.24% UF: 63.12% P: 60.85% R: 59.14% F: 59.99%
+2024-04-01 09:48:39 INFO 0:00:02.538117s elapsed (saved)
+
+2024-04-01 09:48:39 INFO Epoch 9 / 5000:
+2024-04-01 09:48:41 INFO lr: 4.9910e-05 - loss: 0.0099 - UP: 89.79% UR: 81.85% UF: 85.64% P: 89.31% R: 81.41% F: 85.18%
+2024-04-01 09:48:41 INFO dev:  loss: 0.1388 - UP: 78.86% UR: 54.19% UF: 64.24% P: 74.39% R: 51.12% F: 60.60%
+2024-04-01 09:48:42 INFO test: loss: nan - UP: 67.62% UR: 56.68% UF: 61.67% P: 64.68% R: 54.22% F: 58.99%
+2024-04-01 09:48:44 INFO 0:00:02.570503s elapsed (saved)
+
+2024-04-01 09:48:44 INFO Epoch 10 / 5000:
+2024-04-01 09:48:46 INFO lr: 4.9900e-05 - loss: 0.0043 - UP: 94.87% UR: 84.83% UF: 89.57% P: 94.40% R: 84.42% F: 89.13%
+2024-04-01 09:48:47 INFO dev:  loss: 0.1578 - UP: 75.27% UR: 58.66% UF: 65.93% P: 70.97% R: 55.31% F: 62.17%
+2024-04-01 09:48:47 INFO test: loss: nan - UP: 65.43% UR: 60.97% UF: 63.12% P: 62.11% R: 57.88% F: 59.92%
+2024-04-01 09:48:50 INFO 0:00:02.617055s elapsed (saved)
+
+2024-04-01 09:48:50 INFO Epoch 11 / 5000:
+2024-04-01 09:48:52 INFO lr: 4.9890e-05 - loss: 0.0004 - UP: 93.17% UR: 88.02% UF: 90.52% P: 92.70% R: 87.58% F: 90.07%
+2024-04-01 09:48:52 INFO dev:  loss: 0.1539 - UP: 78.83% UR: 50.98% UF: 61.92% P: 74.30% R: 48.04% F: 58.35%
+2024-04-01 09:48:52 INFO test: loss: nan - UP: 70.39% UR: 54.01% UF: 61.12% P: 67.83% R: 52.04% F: 58.89%
+2024-04-01 09:48:52 INFO 0:00:02.523477s elapsed
+
+2024-04-01 09:48:52 INFO Epoch 12 / 5000:
+2024-04-01 09:48:54 INFO lr: 4.9880e-05 - loss: 0.0175 - UP: 94.23% UR: 88.83% UF: 91.45% P: 93.60% R: 88.24% F: 90.84%
+2024-04-01 09:48:54 INFO dev:  loss: 0.1679 - UP: 74.96% UR: 59.36% UF: 66.25% P: 71.43% R: 56.56% F: 63.13%
+2024-04-01 09:48:55 INFO test: loss: nan - UP: 66.57% UR: 61.74% UF: 64.06% P: 63.91% R: 59.28% F: 61.51%
+2024-04-01 09:48:57 INFO 0:00:02.505095s elapsed (saved)
+
+2024-04-01 09:48:57 INFO Epoch 13 / 5000:
+2024-04-01 09:48:59 INFO lr: 4.9870e-05 - loss: 0.0094 - UP: 95.04% UR: 90.85% UF: 92.90% P: 94.40% R: 90.23% F: 92.27%
+2024-04-01 09:49:00 INFO dev:  loss: 0.1691 - UP: 79.21% UR: 53.21% UF: 63.66% P: 72.97% R: 49.02% F: 58.65%
+2024-04-01 09:49:00 INFO test: loss: nan - UP: 71.49% UR: 57.31% UF: 63.62% P: 66.58% R: 53.38% F: 59.25%
+2024-04-01 09:49:00 INFO 0:00:02.477971s elapsed
+
+2024-04-01 09:49:00 INFO Epoch 14 / 5000:
+2024-04-01 09:49:02 INFO lr: 4.9860e-05 - loss: 0.0261 - UP: 93.55% UR: 89.11% UF: 91.28% P: 91.64% R: 87.29% F: 89.41%
+2024-04-01 09:49:02 INFO dev:  loss: 0.1945 - UP: 73.75% UR: 55.73% UF: 63.48% P: 68.21% R: 51.54% F: 58.71%
+2024-04-01 09:49:02 INFO test: loss: nan - UP: 68.15% UR: 61.53% UF: 64.67% P: 64.41% R: 58.16% F: 61.12%
+2024-04-01 09:49:02 INFO 0:00:02.531030s elapsed
+
+2024-04-01 09:49:02 INFO Epoch 15 / 5000:
+2024-04-01 09:49:04 INFO lr: 4.9850e-05 - loss: 0.0130 - UP: 95.33% UR: 90.14% UF: 92.67% P: 94.57% R: 89.42% F: 91.92%
+2024-04-01 09:49:05 INFO dev:  loss: 0.1758 - UP: 74.24% UR: 54.75% UF: 63.02% P: 70.08% R: 51.68% F: 59.49%
+2024-04-01 09:49:05 INFO test: loss: nan - UP: 69.97% UR: 58.16% UF: 63.52% P: 66.92% R: 55.63% F: 60.75%
+2024-04-01 09:49:05 INFO 0:00:02.503601s elapsed
+
+2024-04-01 09:49:05 INFO Epoch 16 / 5000:
+2024-04-01 09:49:07 INFO lr: 4.9840e-05 - loss: 0.0026 - UP: 97.03% UR: 93.15% UF: 95.05% P: 96.43% R: 92.58% F: 94.47%
+2024-04-01 09:49:07 INFO dev:  loss: 0.1903 - UP: 75.00% UR: 58.24% UF: 65.57% P: 70.86% R: 55.03% F: 61.95%
+2024-04-01 09:49:07 INFO test: loss: nan - UP: 68.34% UR: 63.29% UF: 65.72% P: 65.22% R: 60.41% F: 62.72%
+2024-04-01 09:49:07 INFO 0:00:02.492267s elapsed
+
+2024-04-01 09:49:07 INFO Epoch 17 / 5000:
+2024-04-01 09:49:09 INFO lr: 4.9830e-05 - loss: 0.0050 - UP: 96.60% UR: 94.18% UF: 95.38% P: 96.38% R: 93.96% F: 95.15%
+2024-04-01 09:49:10 INFO dev:  loss: 0.1940 - UP: 77.00% UR: 53.77% UF: 63.32% P: 72.60% R: 50.70% F: 59.70%
+2024-04-01 09:49:10 INFO test: loss: nan - UP: 70.08% UR: 59.63% UF: 64.44% P: 66.94% R: 56.96% F: 61.55%
+2024-04-01 09:49:10 INFO 0:00:02.493278s elapsed
+
+2024-04-01 09:49:10 INFO Epoch 18 / 5000:
+2024-04-01 09:49:12 INFO lr: 4.9820e-05 - loss: 0.0056 - UP: 96.59% UR: 93.85% UF: 95.20% P: 96.41% R: 93.68% F: 95.02%
+2024-04-01 09:49:12 INFO dev:  loss: 0.2083 - UP: 74.50% UR: 56.70% UF: 64.39% P: 70.09% R: 53.35% F: 60.59%
+2024-04-01 09:49:12 INFO test: loss: nan - UP: 66.64% UR: 61.81% UF: 64.14% P: 63.61% R: 59.00% F: 61.22%
+2024-04-01 09:49:12 INFO 0:00:02.491344s elapsed
+
+2024-04-01 09:49:12 INFO Epoch 19 / 5000:
+2024-04-01 09:49:14 INFO lr: 4.9810e-05 - loss: 0.0032 - UP: 97.26% UR: 95.65% UF: 96.45% P: 96.92% R: 95.32% F: 96.12%
+2024-04-01 09:49:15 INFO dev:  loss: 0.2269 - UP: 75.42% UR: 56.15% UF: 64.37% P: 69.98% R: 52.09% F: 59.73%
+2024-04-01 09:49:15 INFO test: loss: nan - UP: 66.74% UR: 60.13% UF: 63.26% P: 63.62% R: 57.31% F: 60.30%
+2024-04-01 09:49:15 INFO 0:00:02.483661s elapsed
+
+2024-04-01 09:49:15 INFO Epoch 20 / 5000:
+2024-04-01 09:49:17 INFO lr: 4.9800e-05 - loss: 0.0015 - UP: 97.67% UR: 95.83% UF: 96.74% P: 97.14% R: 95.30% F: 96.21%
+2024-04-01 09:49:17 INFO dev:  loss: 0.2306 - UP: 74.91% UR: 60.89% UF: 67.18% P: 69.76% R: 56.70% F: 62.56%
+2024-04-01 09:49:17 INFO test: loss: nan - UP: 66.69% UR: 63.22% UF: 64.91% P: 63.13% R: 59.85% F: 61.44%
+2024-04-01 09:49:17 INFO 0:00:02.507670s elapsed
+
+2024-04-01 09:49:17 INFO Epoch 21 / 5000:
+2024-04-01 09:49:19 INFO lr: 4.9790e-05 - loss: 0.0152 - UP: 97.32% UR: 95.52% UF: 96.41% P: 96.96% R: 95.17% F: 96.06%
+2024-04-01 09:49:20 INFO dev:  loss: 0.2011 - UP: 76.39% UR: 53.77% UF: 63.11% P: 73.02% R: 51.40% F: 60.33%
+2024-04-01 09:49:20 INFO test: loss: nan - UP: 70.52% UR: 60.55% UF: 65.15% P: 67.08% R: 57.59% F: 61.98%
+2024-04-01 09:49:20 INFO 0:00:02.484047s elapsed
+
+2024-04-01 09:49:20 INFO Epoch 22 / 5000:
+2024-04-01 09:49:22 INFO lr: 4.9780e-05 - loss: 0.0019 - UP: 96.60% UR: 95.37% UF: 95.98% P: 96.27% R: 95.04% F: 95.65%
+2024-04-01 09:49:22 INFO dev:  loss: 0.2142 - UP: 76.49% UR: 55.45% UF: 64.29% P: 73.03% R: 52.93% F: 61.38%
+2024-04-01 09:49:22 INFO test: loss: nan - UP: 71.17% UR: 60.41% UF: 65.35% P: 67.94% R: 57.67% F: 62.38%
+2024-04-01 09:49:22 INFO 0:00:02.474919s elapsed
+
+2024-04-01 09:49:22 INFO Epoch 23 / 5000:
+2024-04-01 09:49:24 INFO lr: 4.9770e-05 - loss: 0.0030 - UP: 97.71% UR: 94.56% UF: 96.11% P: 97.39% R: 94.25% F: 95.79%
+2024-04-01 09:49:25 INFO dev:  loss: 0.2076 - UP: 75.04% UR: 59.22% UF: 66.20% P: 70.09% R: 55.31% F: 61.83%
+2024-04-01 09:49:25 INFO test: loss: nan - UP: 66.81% UR: 63.43% UF: 65.08% P: 64.00% R: 60.76% F: 62.34%
+2024-04-01 09:49:25 INFO 0:00:02.484892s elapsed
+
+2024-04-01 09:49:25 INFO Epoch 24 / 5000:
+2024-04-01 09:49:27 INFO lr: 4.9760e-05 - loss: 0.0027 - UP: 96.66% UR: 95.15% UF: 95.90% P: 96.39% R: 94.89% F: 95.63%
+2024-04-01 09:49:27 INFO dev:  loss: 0.2420 - UP: 72.74% UR: 60.75% UF: 66.21% P: 67.22% R: 56.15% F: 61.19%
+2024-04-01 09:49:27 INFO test: loss: nan - UP: 64.72% UR: 67.72% UF: 66.19% P: 61.22% R: 64.06% F: 62.61%
+2024-04-01 09:49:27 INFO 0:00:02.512046s elapsed
+
+2024-04-01 09:49:27 INFO Epoch 25 / 5000:
+2024-04-01 09:49:29 INFO lr: 4.9750e-05 - loss: 0.0060 - UP: 97.57% UR: 95.32% UF: 96.44% P: 97.26% R: 95.02% F: 96.13%
+2024-04-01 09:49:29 INFO dev:  loss: 0.2242 - UP: 76.80% UR: 53.63% UF: 63.16% P: 72.40% R: 50.56% F: 59.54%
+2024-04-01 09:49:30 INFO test: loss: nan - UP: 72.49% UR: 58.93% UF: 65.01% P: 69.20% R: 56.26% F: 62.06%
+2024-04-01 09:49:30 INFO 0:00:02.460665s elapsed
+
+2024-04-01 09:49:30 INFO Epoch 26 / 5000:
+2024-04-01 09:49:32 INFO lr: 4.9740e-05 - loss: 0.0004 - UP: 97.80% UR: 95.70% UF: 96.74% P: 97.55% R: 95.46% F: 96.49%
+2024-04-01 09:49:32 INFO dev:  loss: 0.2351 - UP: 73.25% UR: 60.06% UF: 66.00% P: 68.82% R: 56.42% F: 62.01%
+2024-04-01 09:49:32 INFO test: loss: nan - UP: 63.16% UR: 63.78% UF: 63.47% P: 60.31% R: 60.90% F: 60.60%
+2024-04-01 09:49:32 INFO 0:00:02.406422s elapsed
+
+2024-04-01 09:49:32 INFO Epoch 27 / 5000:
+2024-04-01 09:49:34 INFO lr: 4.9730e-05 - loss: 0.0034 - UP: 97.70% UR: 95.87% UF: 96.78% P: 97.47% R: 95.65% F: 96.55%
+2024-04-01 09:49:34 INFO dev:  loss: 0.2377 - UP: 75.23% UR: 58.10% UF: 65.56% P: 70.52% R: 54.47% F: 61.47%
+2024-04-01 09:49:35 INFO test: loss: nan - UP: 67.87% UR: 61.95% UF: 64.78% P: 65.02% R: 59.35% F: 62.06%
+2024-04-01 09:49:35 INFO 0:00:02.398078s elapsed
+
+2024-04-01 09:49:35 INFO Epoch 28 / 5000:
+2024-04-01 09:49:36 INFO lr: 4.9720e-05 - loss: 0.0083 - UP: 96.63% UR: 95.74% UF: 96.19% P: 96.28% R: 95.39% F: 95.83%
+2024-04-01 09:49:37 INFO dev:  loss: 0.2281 - UP: 78.49% UR: 59.64% UF: 67.78% P: 72.61% R: 55.17% F: 62.70%
+2024-04-01 09:49:37 INFO test: loss: nan - UP: 68.05% UR: 61.25% UF: 64.47% P: 64.92% R: 58.44% F: 61.51%
+2024-04-01 09:49:37 INFO 0:00:02.402963s elapsed
+
+2024-04-01 09:49:37 INFO Epoch 29 / 5000:
+2024-04-01 09:49:39 INFO lr: 4.9710e-05 - loss: 0.0007 - UP: 97.92% UR: 96.27% UF: 97.09% P: 97.75% R: 96.09% F: 96.91%
+2024-04-01 09:49:39 INFO dev:  loss: 0.2439 - UP: 78.90% UR: 55.87% UF: 65.41% P: 73.96% R: 52.37% F: 61.32%
+2024-04-01 09:49:39 INFO test: loss: nan - UP: 70.56% UR: 60.69% UF: 65.26% P: 67.78% R: 58.30% F: 62.68%
+2024-04-01 09:49:39 INFO 0:00:02.375624s elapsed
+
+2024-04-01 09:49:39 INFO Epoch 30 / 5000:
+2024-04-01 09:49:41 INFO lr: 4.9700e-05 - loss: 0.0001 - UP: 98.78% UR: 97.45% UF: 98.11% P: 98.73% R: 97.41% F: 98.07%
+2024-04-01 09:49:41 INFO dev:  loss: 0.2438 - UP: 75.87% UR: 60.61% UF: 67.39% P: 71.85% R: 57.40% F: 63.82%
+2024-04-01 09:49:42 INFO test: loss: nan - UP: 67.80% UR: 64.28% UF: 65.99% P: 65.65% R: 62.24% F: 63.90%
+2024-04-01 09:49:45 INFO 0:00:02.348509s elapsed (saved)
+
+2024-04-01 09:49:45 INFO Epoch 31 / 5000:
+2024-04-01 09:49:47 INFO lr: 4.9690e-05 - loss: 0.0045 - UP: 98.66% UR: 96.93% UF: 97.79% P: 98.61% R: 96.88% F: 97.74%
+2024-04-01 09:49:47 INFO dev:  loss: 0.2767 - UP: 75.80% UR: 56.42% UF: 64.69% P: 71.11% R: 52.93% F: 60.69%
+2024-04-01 09:49:47 INFO test: loss: nan - UP: 68.08% UR: 61.18% UF: 64.44% P: 65.41% R: 58.79% F: 61.93%
+2024-04-01 09:49:47 INFO 0:00:02.572704s elapsed
+
+2024-04-01 09:49:47 INFO Epoch 32 / 5000:
+2024-04-01 09:49:49 INFO lr: 4.9680e-05 - loss: 0.0036 - UP: 98.25% UR: 97.28% UF: 97.76% P: 98.12% R: 97.15% F: 97.63%
+2024-04-01 09:49:49 INFO dev:  loss: 0.2715 - UP: 70.46% UR: 63.97% UF: 67.06% P: 66.00% R: 59.92% F: 62.81%
+2024-04-01 09:49:50 INFO test: loss: nan - UP: 59.25% UR: 68.71% UF: 63.63% P: 56.28% R: 65.26% F: 60.44%
+2024-04-01 09:49:50 INFO 0:00:02.499661s elapsed
+
+2024-04-01 09:49:50 INFO Epoch 33 / 5000:
+2024-04-01 09:49:52 INFO lr: 4.9670e-05 - loss: 0.0000 - UP: 97.85% UR: 97.67% UF: 97.76% P: 97.63% R: 97.45% F: 97.54%
+2024-04-01 09:49:52 INFO dev:  loss: 0.2345 - UP: 81.26% UR: 57.54% UF: 67.38% P: 76.13% R: 53.91% F: 63.12%
+2024-04-01 09:49:52 INFO test: loss: nan - UP: 71.26% UR: 61.04% UF: 65.76% P: 68.23% R: 58.44% F: 62.95%
+2024-04-01 09:49:52 INFO 0:00:02.516750s elapsed
+
+2024-04-01 09:49:52 INFO Epoch 34 / 5000:
+2024-04-01 09:49:54 INFO lr: 4.9660e-05 - loss: 0.0020 - UP: 98.36% UR: 97.56% UF: 97.96% P: 98.25% R: 97.45% F: 97.85%
+2024-04-01 09:49:54 INFO dev:  loss: 0.2608 - UP: 75.14% UR: 55.31% UF: 63.72% P: 69.64% R: 51.26% F: 59.05%
+2024-04-01 09:49:55 INFO test: loss: nan - UP: 70.68% UR: 59.85% UF: 64.81% P: 67.77% R: 57.38% F: 62.15%
+2024-04-01 09:49:55 INFO 0:00:02.521699s elapsed
+
+2024-04-01 09:49:55 INFO Epoch 35 / 5000:
+2024-04-01 09:49:56 INFO lr: 4.9650e-05 - loss: 0.0000 - UP: 98.96% UR: 97.94% UF: 98.44% P: 98.82% R: 97.81% F: 98.31%
+2024-04-01 09:49:57 INFO dev:  loss: 0.2587 - UP: 76.04% UR: 58.94% UF: 66.40% P: 71.71% R: 55.59% F: 62.63%
+2024-04-01 09:49:57 INFO test: loss: nan - UP: 67.63% UR: 64.06% UF: 65.80% P: 64.74% R: 61.32% F: 62.98%
+2024-04-01 09:49:57 INFO 0:00:02.409591s elapsed
+
+2024-04-01 09:49:57 INFO Epoch 36 / 5000:
+2024-04-01 09:49:59 INFO lr: 4.9640e-05 - loss: 0.0034 - UP: 99.20% UR: 97.87% UF: 98.53% P: 99.13% R: 97.81% F: 98.46%
+2024-04-01 09:49:59 INFO dev:  loss: 0.2764 - UP: 74.15% UR: 54.89% UF: 63.08% P: 69.43% R: 51.40% F: 59.07%
+2024-04-01 09:50:00 INFO test: loss: nan - UP: 69.69% UR: 63.22% UF: 66.30% P: 66.74% R: 60.55% F: 63.50%
+2024-04-01 09:50:00 INFO 0:00:02.469496s elapsed
+
+2024-04-01 09:50:00 INFO Epoch 37 / 5000:
+2024-04-01 09:50:01 INFO lr: 4.9630e-05 - loss: 0.0004 - UP: 98.79% UR: 98.71% UF: 98.75% P: 98.64% R: 98.55% F: 98.59%
+2024-04-01 09:50:02 INFO dev:  loss: 0.2590 - UP: 77.67% UR: 57.82% UF: 66.29% P: 72.23% R: 53.77% F: 61.65%
+2024-04-01 09:50:02 INFO test: loss: nan - UP: 70.92% UR: 63.29% UF: 66.89% P: 67.77% R: 60.48% F: 63.92%
+2024-04-01 09:50:02 INFO 0:00:02.533532s elapsed
+
+2024-04-01 09:50:02 INFO Epoch 38 / 5000:
+2024-04-01 09:50:04 INFO lr: 4.9620e-05 - loss: 0.0048 - UP: 97.64% UR: 96.33% UF: 96.98% P: 97.51% R: 96.20% F: 96.85%
+2024-04-01 09:50:04 INFO dev:  loss: 0.2812 - UP: 72.77% UR: 59.36% UF: 65.38% P: 68.15% R: 55.59% F: 61.23%
+2024-04-01 09:50:04 INFO test: loss: nan - UP: 63.79% UR: 64.56% UF: 64.17% P: 61.29% R: 62.03% F: 61.66%
+2024-04-01 09:50:04 INFO 0:00:02.410469s elapsed
+
+2024-04-01 09:50:04 INFO Epoch 39 / 5000:
+2024-04-01 09:50:06 INFO lr: 4.9610e-05 - loss: 0.0000 - UP: 98.39% UR: 96.62% UF: 97.50% P: 98.23% R: 96.47% F: 97.34%
+2024-04-01 09:50:07 INFO dev:  loss: 0.2625 - UP: 75.05% UR: 57.96% UF: 65.41% P: 69.98% R: 54.05% F: 60.99%
+2024-04-01 09:50:07 INFO test: loss: nan - UP: 68.33% UR: 64.35% UF: 66.28% P: 65.27% R: 61.46% F: 63.31%
+2024-04-01 09:50:07 INFO 0:00:02.378853s elapsed
+
+2024-04-01 09:50:07 INFO Epoch 40 / 5000:
+2024-04-01 09:50:09 INFO lr: 4.9600e-05 - loss: 0.0021 - UP: 98.33% UR: 97.94% UF: 98.13% P: 98.22% R: 97.83% F: 98.02%
+2024-04-01 09:50:09 INFO dev:  loss: 0.2688 - UP: 77.55% UR: 58.38% UF: 66.61% P: 71.80% R: 54.05% F: 61.67%
+2024-04-01 09:50:09 INFO test: loss: nan - UP: 66.23% UR: 61.11% UF: 63.57% P: 63.26% R: 58.37% F: 60.72%
+2024-04-01 09:50:09 INFO 0:00:02.405938s elapsed
+
+2024-04-01 09:50:09 INFO Epoch 41 / 5000:
+2024-04-01 09:50:11 INFO lr: 4.9590e-05 - loss: 0.0047 - UP: 98.63% UR: 98.29% UF: 98.46% P: 98.37% R: 98.02% F: 98.20%
+2024-04-01 09:50:11 INFO dev:  loss: 0.2772 - UP: 78.40% UR: 58.80% UF: 67.20% P: 72.44% R: 54.33% F: 62.09%
+2024-04-01 09:50:12 INFO test: loss: nan - UP: 68.39% UR: 62.24% UF: 65.17% P: 65.30% R: 59.42% F: 62.22%
+2024-04-01 09:50:12 INFO 0:00:02.530138s elapsed
+
+2024-04-01 09:50:12 INFO Epoch 42 / 5000:
+2024-04-01 09:50:14 INFO lr: 4.9580e-05 - loss: 0.0023 - UP: 99.25% UR: 98.35% UF: 98.80% P: 99.09% R: 98.20% F: 98.64%
+2024-04-01 09:50:14 INFO dev:  loss: 0.2493 - UP: 77.66% UR: 59.22% UF: 67.19% P: 71.79% R: 54.75% F: 62.12%
+2024-04-01 09:50:14 INFO test: loss: nan - UP: 69.88% UR: 63.78% UF: 66.69% P: 66.56% R: 60.76% F: 63.53%
+2024-04-01 09:50:14 INFO 0:00:02.398838s elapsed
+
+2024-04-01 09:50:14 INFO Epoch 43 / 5000:
+2024-04-01 09:50:16 INFO lr: 4.9570e-05 - loss: 0.0050 - UP: 98.61% UR: 98.33% UF: 98.47% P: 98.55% R: 98.27% F: 98.41%
+2024-04-01 09:50:16 INFO dev:  loss: 0.2676 - UP: 73.96% UR: 59.50% UF: 65.94% P: 69.27% R: 55.73% F: 61.76%
+2024-04-01 09:50:17 INFO test: loss: nan - UP: 66.55% UR: 64.77% UF: 65.65% P: 63.73% R: 62.03% F: 62.87%
+2024-04-01 09:50:17 INFO 0:00:02.409686s elapsed
+
+2024-04-01 09:50:17 INFO Epoch 44 / 5000:
+2024-04-01 09:50:18 INFO lr: 4.9560e-05 - loss: 0.0053 - UP: 98.42% UR: 98.33% UF: 98.38% P: 98.37% R: 98.29% F: 98.33%
+2024-04-01 09:50:19 INFO dev:  loss: 0.2493 - UP: 77.38% UR: 60.20% UF: 67.71% P: 71.81% R: 55.87% F: 62.84%
+2024-04-01 09:50:19 INFO test: loss: nan - UP: 68.94% UR: 63.36% UF: 66.03% P: 65.49% R: 60.20% F: 62.73%
+2024-04-01 09:50:19 INFO 0:00:02.396096s elapsed
+
+2024-04-01 09:50:19 INFO Epoch 45 / 5000:
+2024-04-01 09:50:21 INFO lr: 4.9550e-05 - loss: 0.0015 - UP: 99.24% UR: 97.78% UF: 98.51% P: 99.06% R: 97.61% F: 98.33%
+2024-04-01 09:50:21 INFO dev:  loss: 0.2761 - UP: 75.44% UR: 59.22% UF: 66.35% P: 70.64% R: 55.45% F: 62.13%
+2024-04-01 09:50:21 INFO test: loss: nan - UP: 68.36% UR: 62.59% UF: 65.35% P: 65.59% R: 60.06% F: 62.70%
+2024-04-01 09:50:21 INFO 0:00:02.436030s elapsed
+
+2024-04-01 09:50:21 INFO Epoch 46 / 5000:
+2024-04-01 09:50:23 INFO lr: 4.9540e-05 - loss: 0.0049 - UP: 99.16% UR: 98.53% UF: 98.84% P: 98.90% R: 98.27% F: 98.58%
+2024-04-01 09:50:24 INFO dev:  loss: 0.2736 - UP: 74.91% UR: 56.70% UF: 64.55% P: 68.82% R: 52.09% F: 59.30%
+2024-04-01 09:50:24 INFO test: loss: nan - UP: 69.60% UR: 61.67% UF: 65.40% P: 66.11% R: 58.58% F: 62.12%
+2024-04-01 09:50:24 INFO 0:00:02.402556s elapsed
+
+2024-04-01 09:50:24 INFO Epoch 47 / 5000:
+2024-04-01 09:50:26 INFO lr: 4.9530e-05 - loss: 0.0000 - UP: 97.66% UR: 97.10% UF: 97.38% P: 97.35% R: 96.80% F: 97.07%
+2024-04-01 09:50:26 INFO dev:  loss: 0.2917 - UP: 80.38% UR: 53.21% UF: 64.03% P: 76.37% R: 50.56% F: 60.84%
+2024-04-01 09:50:26 INFO test: loss: nan - UP: 73.31% UR: 57.95% UF: 64.73% P: 69.75% R: 55.13% F: 61.59%
+2024-04-01 09:50:26 INFO 0:00:02.413976s elapsed
+
+2024-04-01 09:50:26 INFO Epoch 48 / 5000:
+2024-04-01 09:50:28 INFO lr: 4.9520e-05 - loss: 0.0001 - UP: 98.16% UR: 96.03% UF: 97.08% P: 97.89% R: 95.76% F: 96.82%
+2024-04-01 09:50:28 INFO dev:  loss: 0.2859 - UP: 72.02% UR: 63.27% UF: 67.36% P: 67.73% R: 59.50% F: 63.35%
+2024-04-01 09:50:29 INFO test: loss: nan - UP: 61.53% UR: 65.47% UF: 63.44% P: 58.56% R: 62.31% F: 60.37%
+2024-04-01 09:50:29 INFO 0:00:02.391427s elapsed
+
+2024-04-01 09:50:29 INFO Epoch 49 / 5000:
+2024-04-01 09:50:30 INFO lr: 4.9510e-05 - loss: 0.0115 - UP: 97.53% UR: 96.93% UF: 97.23% P: 96.95% R: 96.36% F: 96.65%
+2024-04-01 09:50:31 INFO dev:  loss: 0.2861 - UP: 74.09% UR: 59.92% UF: 66.25% P: 70.81% R: 57.26% F: 63.32%
+2024-04-01 09:50:31 INFO test: loss: nan - UP: 65.09% UR: 63.85% UF: 64.47% P: 61.86% R: 60.69% F: 61.27%
+2024-04-01 09:50:31 INFO 0:00:02.409717s elapsed
+
+2024-04-01 09:50:31 INFO Epoch 50 / 5000:
+2024-04-01 09:50:33 INFO lr: 4.9500e-05 - loss: 0.0076 - UP: 98.15% UR: 96.51% UF: 97.32% P: 97.90% R: 96.27% F: 97.08%
+2024-04-01 09:50:33 INFO dev:  loss: 0.2904 - UP: 80.13% UR: 53.49% UF: 64.15% P: 76.78% R: 51.26% F: 61.47%
+2024-04-01 09:50:33 INFO test: loss: nan - UP: 72.89% UR: 59.56% UF: 65.56% P: 69.97% R: 57.17% F: 62.93%
+2024-04-01 09:50:33 INFO 0:00:02.365634s elapsed
+
+2024-04-01 09:50:33 INFO Epoch 51 / 5000:
+2024-04-01 09:50:35 INFO lr: 4.9490e-05 - loss: 0.0093 - UP: 98.15% UR: 96.60% UF: 97.37% P: 97.99% R: 96.44% F: 97.21%
+2024-04-01 09:50:35 INFO dev:  loss: 0.2396 - UP: 77.55% UR: 57.40% UF: 65.97% P: 74.15% R: 54.89% F: 63.08%
+2024-04-01 09:50:36 INFO test: loss: nan - UP: 68.32% UR: 61.88% UF: 64.94% P: 65.37% R: 59.21% F: 62.14%
+2024-04-01 09:50:36 INFO 0:00:02.380843s elapsed
+
+2024-04-01 09:50:36 INFO Epoch 52 / 5000:
+2024-04-01 09:50:38 INFO lr: 4.9480e-05 - loss: 0.0067 - UP: 97.48% UR: 96.84% UF: 97.16% P: 97.33% R: 96.69% F: 97.01%
+2024-04-01 09:50:38 INFO dev:  loss: 0.2662 - UP: 78.76% UR: 58.52% UF: 67.15% P: 73.87% R: 54.89% F: 62.98%
+2024-04-01 09:50:38 INFO test: loss: nan - UP: 69.37% UR: 62.59% UF: 65.80% P: 66.17% R: 59.70% F: 62.77%
+2024-04-01 09:50:38 INFO 0:00:02.373234s elapsed
+
+2024-04-01 09:50:38 INFO Epoch 53 / 5000:
+2024-04-01 09:50:40 INFO lr: 4.9470e-05 - loss: 0.0024 - UP: 98.39% UR: 97.63% UF: 98.01% P: 98.27% R: 97.52% F: 97.90%
+2024-04-01 09:50:40 INFO dev:  loss: 0.2770 - UP: 78.39% UR: 61.31% UF: 68.81% P: 73.75% R: 57.68% F: 64.73%
+2024-04-01 09:50:41 INFO test: loss: nan - UP: 66.21% UR: 64.06% UF: 65.12% P: 63.15% R: 61.11% F: 62.12%
+2024-04-01 09:50:43 INFO 0:00:02.391907s elapsed (saved)
+
+2024-04-01 09:50:43 INFO Epoch 54 / 5000:
+2024-04-01 09:50:45 INFO lr: 4.9460e-05 - loss: 0.0047 - UP: 99.02% UR: 97.15% UF: 98.07% P: 98.95% R: 97.08% F: 98.01%
+2024-04-01 09:50:45 INFO dev:  loss: 0.2614 - UP: 78.22% UR: 51.68% UF: 62.24% P: 73.78% R: 48.74% F: 58.70%
+2024-04-01 09:50:46 INFO test: loss: nan - UP: 72.15% UR: 57.03% UF: 63.71% P: 68.68% R: 54.29% F: 60.64%
+2024-04-01 09:50:46 INFO 0:00:02.411486s elapsed
+
+2024-04-01 09:50:46 INFO Epoch 55 / 5000:
+2024-04-01 09:50:48 INFO lr: 4.9450e-05 - loss: 0.0330 - UP: 98.09% UR: 96.80% UF: 97.44% P: 97.95% R: 96.66% F: 97.30%
+2024-04-01 09:50:48 INFO dev:  loss: 0.2789 - UP: 75.72% UR: 58.38% UF: 65.93% P: 69.93% R: 53.91% F: 60.88%
+2024-04-01 09:50:48 INFO test: loss: nan - UP: 68.82% UR: 63.64% UF: 66.13% P: 64.49% R: 59.63% F: 61.97%
+2024-04-01 09:50:48 INFO 0:00:02.411398s elapsed
+
+2024-04-01 09:50:48 INFO Epoch 56 / 5000:
+2024-04-01 09:50:50 INFO lr: 4.9440e-05 - loss: 0.0034 - UP: 98.54% UR: 97.74% UF: 98.14% P: 98.03% R: 97.23% F: 97.63%
+2024-04-01 09:50:50 INFO dev:  loss: 0.2675 - UP: 72.70% UR: 57.26% UF: 64.06% P: 69.86% R: 55.03% F: 61.56%
+2024-04-01 09:50:51 INFO test: loss: nan - UP: 68.27% UR: 63.85% UF: 65.99% P: 64.96% R: 60.76% F: 62.79%
+2024-04-01 09:50:51 INFO 0:00:02.381190s elapsed
+
+2024-04-01 09:50:51 INFO Epoch 57 / 5000:
+2024-04-01 09:50:52 INFO lr: 4.9430e-05 - loss: 0.0041 - UP: 98.81% UR: 98.20% UF: 98.50% P: 98.52% R: 97.91% F: 98.22%
+2024-04-01 09:50:53 INFO dev:  loss: 0.2906 - UP: 75.09% UR: 59.78% UF: 66.56% P: 71.40% R: 56.84% F: 63.30%
+2024-04-01 09:50:53 INFO test: loss: nan - UP: 69.24% UR: 65.54% UF: 67.34% P: 65.82% R: 62.31% F: 64.02%
+2024-04-01 09:50:53 INFO 0:00:02.457996s elapsed
+
+2024-04-01 09:50:53 INFO Epoch 58 / 5000:
+2024-04-01 09:50:55 INFO lr: 4.9420e-05 - loss: 0.0034 - UP: 99.40% UR: 98.81% UF: 99.11% P: 99.18% R: 98.60% F: 98.89%
+2024-04-01 09:50:55 INFO dev:  loss: 0.3059 - UP: 76.04% UR: 58.52% UF: 66.14% P: 72.60% R: 55.87% F: 63.14%
+2024-04-01 09:50:55 INFO test: loss: nan - UP: 69.92% UR: 62.45% UF: 65.97% P: 66.77% R: 59.63% F: 63.00%
+2024-04-01 09:50:55 INFO 0:00:02.386277s elapsed
+
+2024-04-01 09:50:55 INFO Epoch 59 / 5000:
+2024-04-01 09:50:57 INFO lr: 4.9410e-05 - loss: 0.0015 - UP: 99.56% UR: 98.90% UF: 99.23% P: 99.45% R: 98.79% F: 99.12%
+2024-04-01 09:50:57 INFO dev:  loss: 0.3215 - UP: 74.91% UR: 59.22% UF: 66.15% P: 71.73% R: 56.70% F: 63.34%
+2024-04-01 09:50:58 INFO test: loss: nan - UP: 68.53% UR: 64.77% UF: 66.59% P: 65.62% R: 62.03% F: 63.77%
+2024-04-01 09:50:58 INFO 0:00:02.382677s elapsed
+
+2024-04-01 09:50:58 INFO Epoch 60 / 5000:
+2024-04-01 09:51:00 INFO lr: 4.9400e-05 - loss: 0.0046 - UP: 99.23% UR: 99.32% UF: 99.28% P: 99.04% R: 99.12% F: 99.08%
+2024-04-01 09:51:00 INFO dev:  loss: 0.3138 - UP: 77.68% UR: 58.80% UF: 66.93% P: 74.17% R: 56.15% F: 63.91%
+2024-04-01 09:51:00 INFO test: loss: nan - UP: 71.11% UR: 63.36% UF: 67.01% P: 67.80% R: 60.41% F: 63.89%
+2024-04-01 09:51:00 INFO 0:00:02.417293s elapsed
+
+2024-04-01 09:51:00 INFO Epoch 61 / 5000:
+2024-04-01 09:51:02 INFO lr: 4.9390e-05 - loss: 0.0008 - UP: 99.54% UR: 99.10% UF: 99.32% P: 99.38% R: 98.95% F: 99.16%
+2024-04-01 09:51:02 INFO dev:  loss: 0.3182 - UP: 73.63% UR: 62.01% UF: 67.32% P: 69.98% R: 58.94% F: 63.99%
+2024-04-01 09:51:03 INFO test: loss: nan - UP: 67.96% UR: 66.39% UF: 67.16% P: 64.87% R: 63.36% F: 64.11%
+2024-04-01 09:51:03 INFO 0:00:02.396702s elapsed
+
+2024-04-01 09:51:03 INFO Epoch 62 / 5000:
+2024-04-01 09:51:04 INFO lr: 4.9380e-05 - loss: 0.0006 - UP: 99.67% UR: 99.23% UF: 99.45% P: 99.60% R: 99.17% F: 99.38%
+2024-04-01 09:51:05 INFO dev:  loss: 0.3149 - UP: 76.36% UR: 60.89% UF: 67.75% P: 72.85% R: 58.10% F: 64.65%
+2024-04-01 09:51:05 INFO test: loss: nan - UP: 69.21% UR: 66.39% UF: 67.77% P: 66.13% R: 63.43% F: 64.75%
+2024-04-01 09:51:05 INFO 0:00:02.390533s elapsed
+
+2024-04-01 09:51:05 INFO Epoch 63 / 5000:
+2024-04-01 09:51:07 INFO lr: 4.9370e-05 - loss: 0.0000 - UP: 99.67% UR: 99.43% UF: 99.55% P: 99.58% R: 99.34% F: 99.46%
+2024-04-01 09:51:07 INFO dev:  loss: 0.3264 - UP: 76.98% UR: 61.17% UF: 68.17% P: 73.46% R: 58.38% F: 65.06%
+2024-04-01 09:51:07 INFO test: loss: nan - UP: 68.80% UR: 66.53% UF: 67.64% P: 65.96% R: 63.78% F: 64.86%
+2024-04-01 09:51:10 INFO 0:00:02.390791s elapsed (saved)
+
+2024-04-01 09:51:10 INFO Epoch 64 / 5000:
+2024-04-01 09:51:12 INFO lr: 4.9360e-05 - loss: 0.0000 - UP: 99.63% UR: 99.32% UF: 99.47% P: 99.56% R: 99.25% F: 99.41%
+2024-04-01 09:51:12 INFO dev:  loss: 0.3387 - UP: 78.18% UR: 57.54% UF: 66.29% P: 74.38% R: 54.75% F: 63.07%
+2024-04-01 09:51:13 INFO test: loss: nan - UP: 71.82% UR: 63.43% UF: 67.36% P: 68.79% R: 60.76% F: 64.53%
+2024-04-01 09:51:13 INFO 0:00:02.436177s elapsed
+
+2024-04-01 09:51:13 INFO Epoch 65 / 5000:
+2024-04-01 09:51:14 INFO lr: 4.9350e-05 - loss: 0.0003 - UP: 99.05% UR: 98.31% UF: 98.68% P: 98.98% R: 98.24% F: 98.61%
+2024-04-01 09:51:15 INFO dev:  loss: 0.3648 - UP: 74.46% UR: 52.51% UF: 61.59% P: 70.69% R: 49.86% F: 58.48%
+2024-04-01 09:51:15 INFO test: loss: nan - UP: 67.74% UR: 62.31% UF: 64.91% P: 65.06% R: 59.85% F: 62.34%
+2024-04-01 09:51:15 INFO 0:00:02.405929s elapsed
+
+2024-04-01 09:51:15 INFO Epoch 66 / 5000:
+2024-04-01 09:51:17 INFO lr: 4.9340e-05 - loss: 0.0054 - UP: 99.02% UR: 98.05% UF: 98.53% P: 98.96% R: 97.98% F: 98.47%
+2024-04-01 09:51:17 INFO dev:  loss: 0.3143 - UP: 76.69% UR: 55.59% UF: 64.45% P: 72.83% R: 52.79% F: 61.21%
+2024-04-01 09:51:17 INFO test: loss: nan - UP: 70.47% UR: 61.60% UF: 65.74% P: 67.34% R: 58.86% F: 62.81%
+2024-04-01 09:51:17 INFO 0:00:02.383614s elapsed
+
+2024-04-01 09:51:17 INFO Epoch 67 / 5000:
+2024-04-01 09:51:19 INFO lr: 4.9330e-05 - loss: 0.0012 - UP: 99.05% UR: 98.73% UF: 98.89% P: 98.96% R: 98.64% F: 98.80%
+2024-04-01 09:51:20 INFO dev:  loss: 0.2881 - UP: 74.87% UR: 58.24% UF: 65.51% P: 71.45% R: 55.59% F: 62.53%
+2024-04-01 09:51:20 INFO test: loss: nan - UP: 69.62% UR: 65.12% UF: 67.30% P: 66.47% R: 62.17% F: 64.24%
+2024-04-01 09:51:20 INFO 0:00:02.416750s elapsed
+
+2024-04-01 09:51:20 INFO Epoch 68 / 5000:
+2024-04-01 09:51:22 INFO lr: 4.9320e-05 - loss: 0.0006 - UP: 99.02% UR: 97.94% UF: 98.48% P: 98.87% R: 97.78% F: 98.32%
+2024-04-01 09:51:22 INFO dev:  loss: 0.2903 - UP: 72.63% UR: 58.94% UF: 65.07% P: 68.85% R: 55.87% F: 61.68%
+2024-04-01 09:51:22 INFO test: loss: nan - UP: 65.87% UR: 65.68% UF: 65.77% P: 63.19% R: 63.01% F: 63.10%
+2024-04-01 09:51:22 INFO 0:00:02.366187s elapsed
+
+2024-04-01 09:51:22 INFO Epoch 69 / 5000:
+2024-04-01 09:51:24 INFO lr: 4.9310e-05 - loss: 0.0010 - UP: 98.02% UR: 97.65% UF: 97.83% P: 97.88% R: 97.52% F: 97.70%
+2024-04-01 09:51:24 INFO dev:  loss: 0.3122 - UP: 74.02% UR: 60.89% UF: 66.82% P: 69.61% R: 57.26% F: 62.84%
+2024-04-01 09:51:25 INFO test: loss: nan - UP: 67.54% UR: 65.54% UF: 66.52% P: 64.28% R: 62.38% F: 63.31%
+2024-04-01 09:51:25 INFO 0:00:02.401601s elapsed
+
+2024-04-01 09:51:25 INFO Epoch 70 / 5000:
+2024-04-01 09:51:26 INFO lr: 4.9300e-05 - loss: 0.0136 - UP: 98.77% UR: 98.40% UF: 98.58% P: 98.55% R: 98.18% F: 98.36%
+2024-04-01 09:51:27 INFO dev:  loss: 0.3093 - UP: 70.18% UR: 61.45% UF: 65.52% P: 66.99% R: 58.66% F: 62.55%
+2024-04-01 09:51:27 INFO test: loss: nan - UP: 63.64% UR: 68.92% UF: 66.17% P: 60.84% R: 65.89% F: 63.27%
+2024-04-01 09:51:27 INFO 0:00:02.409472s elapsed
+
+2024-04-01 09:51:27 INFO Epoch 71 / 5000:
+2024-04-01 09:51:29 INFO lr: 4.9290e-05 - loss: 0.0048 - UP: 97.23% UR: 94.62% UF: 95.91% P: 96.77% R: 94.18% F: 95.46%
+2024-04-01 09:51:29 INFO dev:  loss: 0.3201 - UP: 68.12% UR: 61.17% UF: 64.46% P: 63.76% R: 57.26% F: 60.34%
+2024-04-01 09:51:30 INFO test: loss: nan - UP: 62.06% UR: 66.60% UF: 64.25% P: 59.50% R: 63.85% F: 61.60%
+2024-04-01 09:51:30 INFO 0:00:02.510618s elapsed
+
+2024-04-01 09:51:30 INFO Epoch 72 / 5000:
+2024-04-01 09:51:31 INFO lr: 4.9280e-05 - loss: 0.0041 - UP: 97.46% UR: 95.87% UF: 96.66% P: 97.08% R: 95.50% F: 96.28%
+2024-04-01 09:51:32 INFO dev:  loss: 0.2722 - UP: 74.90% UR: 54.19% UF: 62.88% P: 70.85% R: 51.26% F: 59.48%
+2024-04-01 09:51:32 INFO test: loss: nan - UP: 70.38% UR: 60.48% UF: 65.05% P: 67.51% R: 58.02% F: 62.41%
+2024-04-01 09:51:32 INFO 0:00:02.372765s elapsed
+
+2024-04-01 09:51:32 INFO Epoch 73 / 5000:
+2024-04-01 09:51:34 INFO lr: 4.9270e-05 - loss: 0.0006 - UP: 97.64% UR: 96.25% UF: 96.94% P: 97.44% R: 96.05% F: 96.74%
+2024-04-01 09:51:34 INFO dev:  loss: 0.2620 - UP: 73.99% UR: 56.42% UF: 64.03% P: 69.78% R: 53.21% F: 60.38%
+2024-04-01 09:51:34 INFO test: loss: nan - UP: 70.04% UR: 61.32% UF: 65.39% P: 66.67% R: 58.37% F: 62.24%
+2024-04-01 09:51:34 INFO 0:00:02.397522s elapsed
+
+2024-04-01 09:51:34 INFO Epoch 74 / 5000:
+2024-04-01 09:51:36 INFO lr: 4.9260e-05 - loss: 0.0015 - UP: 99.05% UR: 98.44% UF: 98.75% P: 98.87% R: 98.27% F: 98.57%
+2024-04-01 09:51:36 INFO dev:  loss: 0.3057 - UP: 70.27% UR: 60.75% UF: 65.17% P: 66.88% R: 57.82% F: 62.02%
+2024-04-01 09:51:37 INFO test: loss: nan - UP: 64.19% UR: 67.30% UF: 65.71% P: 61.50% R: 64.49% F: 62.96%
+2024-04-01 09:51:37 INFO 0:00:02.386566s elapsed
+
+2024-04-01 09:51:37 INFO Epoch 75 / 5000:
+2024-04-01 09:51:39 INFO lr: 4.9250e-05 - loss: 0.0016 - UP: 99.34% UR: 98.81% UF: 99.08% P: 99.27% R: 98.75% F: 99.01%
+2024-04-01 09:51:39 INFO dev:  loss: 0.2836 - UP: 74.96% UR: 59.36% UF: 66.25% P: 71.60% R: 56.70% F: 63.29%
+2024-04-01 09:51:39 INFO test: loss: nan - UP: 68.70% UR: 64.98% UF: 66.79% P: 65.80% R: 62.24% F: 63.97%
+2024-04-01 09:51:39 INFO 0:00:02.419229s elapsed
+
+2024-04-01 09:51:39 INFO Epoch 76 / 5000:
+2024-04-01 09:51:41 INFO lr: 4.9240e-05 - loss: 0.0001 - UP: 99.23% UR: 98.97% UF: 99.10% P: 99.16% R: 98.90% F: 99.03%
+2024-04-01 09:51:41 INFO dev:  loss: 0.2893 - UP: 72.91% UR: 62.01% UF: 67.02% P: 69.62% R: 59.22% F: 64.00%
+2024-04-01 09:51:42 INFO test: loss: nan - UP: 66.86% UR: 65.54% UF: 66.19% P: 63.92% R: 62.66% F: 63.28%
+2024-04-01 09:51:42 INFO 0:00:02.397068s elapsed
+
+2024-04-01 09:51:42 INFO Epoch 77 / 5000:
+2024-04-01 09:51:43 INFO lr: 4.9230e-05 - loss: 0.0001 - UP: 99.28% UR: 99.19% UF: 99.23% P: 99.19% R: 99.10% F: 99.14%
+2024-04-01 09:51:44 INFO dev:  loss: 0.2833 - UP: 73.45% UR: 61.03% UF: 66.67% P: 69.75% R: 57.96% F: 63.31%
+2024-04-01 09:51:44 INFO test: loss: nan - UP: 66.17% UR: 65.89% UF: 66.03% P: 63.49% R: 63.22% F: 63.35%
+2024-04-01 09:51:44 INFO 0:00:02.359227s elapsed
+
+2024-04-01 09:51:44 INFO Epoch 78 / 5000:
+2024-04-01 09:51:46 INFO lr: 4.9220e-05 - loss: 0.0000 - UP: 99.58% UR: 99.36% UF: 99.47% P: 99.52% R: 99.30% F: 99.41%
+2024-04-01 09:51:46 INFO dev:  loss: 0.2903 - UP: 73.43% UR: 60.61% UF: 66.41% P: 69.71% R: 57.54% F: 63.05%
+2024-04-01 09:51:46 INFO test: loss: nan - UP: 68.14% UR: 64.84% UF: 66.45% P: 65.19% R: 62.03% F: 63.57%
+2024-04-01 09:51:46 INFO 0:00:02.401808s elapsed
+
+2024-04-01 09:51:46 INFO Epoch 79 / 5000:
+2024-04-01 09:51:48 INFO lr: 4.9210e-05 - loss: 0.0000 - UP: 99.52% UR: 99.39% UF: 99.45% P: 99.41% R: 99.28% F: 99.34%
+2024-04-01 09:51:48 INFO dev:  loss: 0.3027 - UP: 73.41% UR: 59.78% UF: 65.90% P: 69.81% R: 56.84% F: 62.66%
+2024-04-01 09:51:49 INFO test: loss: nan - UP: 68.59% UR: 64.49% UF: 66.47% P: 65.59% R: 61.67% F: 63.57%
+2024-04-01 09:51:49 INFO 0:00:02.396003s elapsed
+
+2024-04-01 09:51:49 INFO Epoch 80 / 5000:
+2024-04-01 09:51:51 INFO lr: 4.9200e-05 - loss: 0.0016 - UP: 99.58% UR: 99.14% UF: 99.36% P: 99.56% R: 99.12% F: 99.34%
+2024-04-01 09:51:51 INFO dev:  loss: 0.3015 - UP: 73.75% UR: 59.64% UF: 65.95% P: 69.95% R: 56.56% F: 62.55%
+2024-04-01 09:51:51 INFO test: loss: nan - UP: 69.09% UR: 64.77% UF: 66.86% P: 66.32% R: 62.17% F: 64.17%
+2024-04-01 09:51:51 INFO 0:00:02.401288s elapsed
+
+2024-04-01 09:51:51 INFO Epoch 81 / 5000:
+2024-04-01 09:51:53 INFO lr: 4.9190e-05 - loss: 0.0001 - UP: 99.58% UR: 99.43% UF: 99.51% P: 99.52% R: 99.36% F: 99.44%
+2024-04-01 09:51:53 INFO dev:  loss: 0.3078 - UP: 73.84% UR: 59.92% UF: 66.15% P: 69.88% R: 56.70% F: 62.61%
+2024-04-01 09:51:53 INFO test: loss: nan - UP: 68.56% UR: 65.33% UF: 66.91% P: 65.90% R: 62.80% F: 64.31%
+2024-04-01 09:51:53 INFO 0:00:02.386605s elapsed
+
+2024-04-01 09:51:53 INFO Epoch 82 / 5000:
+2024-04-01 09:51:55 INFO lr: 4.9180e-05 - loss: 0.0001 - UP: 99.67% UR: 99.45% UF: 99.56% P: 99.65% R: 99.43% F: 99.54%
+2024-04-01 09:51:56 INFO dev:  loss: 0.3078 - UP: 73.69% UR: 59.08% UF: 65.58% P: 69.86% R: 56.01% F: 62.17%
+2024-04-01 09:51:56 INFO test: loss: nan - UP: 69.15% UR: 65.26% UF: 67.15% P: 66.32% R: 62.59% F: 64.40%
+2024-04-01 09:51:56 INFO 0:00:02.376089s elapsed
+
+2024-04-01 09:51:56 INFO Epoch 83 / 5000:
+2024-04-01 09:51:58 INFO lr: 4.9170e-05 - loss: 0.0013 - UP: 99.60% UR: 99.50% UF: 99.55% P: 99.56% R: 99.45% F: 99.51%
+2024-04-01 09:51:58 INFO dev:  loss: 0.3060 - UP: 73.62% UR: 59.64% UF: 65.90% P: 70.17% R: 56.84% F: 62.81%
+2024-04-01 09:51:58 INFO test: loss: nan - UP: 68.90% UR: 64.98% UF: 66.88% P: 66.07% R: 62.31% F: 64.13%
+2024-04-01 09:51:58 INFO 0:00:02.427164s elapsed
+
+2024-04-01 09:51:58 INFO Epoch 84 / 5000:
+2024-04-01 09:52:00 INFO lr: 4.9160e-05 - loss: 0.0009 - UP: 99.74% UR: 99.56% UF: 99.65% P: 99.67% R: 99.50% F: 99.58%
+2024-04-01 09:52:00 INFO dev:  loss: 0.3129 - UP: 73.84% UR: 57.54% UF: 64.68% P: 70.07% R: 54.61% F: 61.38%
+2024-04-01 09:52:01 INFO test: loss: nan - UP: 69.88% UR: 64.28% UF: 66.96% P: 66.97% R: 61.60% F: 64.18%
+2024-04-01 09:52:01 INFO 0:00:02.402547s elapsed
+
+2024-04-01 09:52:01 INFO Epoch 85 / 5000:
+2024-04-01 09:52:03 INFO lr: 4.9150e-05 - loss: 0.0005 - UP: 99.82% UR: 99.43% UF: 99.63% P: 99.78% R: 99.39% F: 99.58%
+2024-04-01 09:52:03 INFO dev:  loss: 0.3155 - UP: 74.51% UR: 58.38% UF: 65.47% P: 70.41% R: 55.17% F: 61.86%
+2024-04-01 09:52:03 INFO test: loss: nan - UP: 69.66% UR: 64.42% UF: 66.93% P: 66.69% R: 61.67% F: 64.08%
+2024-04-01 09:52:03 INFO 0:00:02.415269s elapsed
+
+2024-04-01 09:52:03 INFO Epoch 86 / 5000:
+2024-04-01 09:52:05 INFO lr: 4.9140e-05 - loss: 0.0009 - UP: 99.63% UR: 99.39% UF: 99.51% P: 99.54% R: 99.30% F: 99.42%
+2024-04-01 09:52:05 INFO dev:  loss: 0.3187 - UP: 73.85% UR: 60.75% UF: 66.67% P: 70.12% R: 57.68% F: 63.30%
+2024-04-01 09:52:05 INFO test: loss: nan - UP: 67.82% UR: 65.96% UF: 66.88% P: 64.93% R: 63.15% F: 64.03%
+2024-04-01 09:52:05 INFO 0:00:02.380108s elapsed
+
+2024-04-01 09:52:05 INFO Epoch 87 / 5000:
+2024-04-01 09:52:07 INFO lr: 4.9130e-05 - loss: 0.0007 - UP: 99.65% UR: 99.67% UF: 99.66% P: 99.58% R: 99.60% F: 99.59%
+2024-04-01 09:52:08 INFO dev:  loss: 0.3308 - UP: 74.51% UR: 58.38% UF: 65.47% P: 70.94% R: 55.59% F: 62.33%
+2024-04-01 09:52:08 INFO test: loss: nan - UP: 69.36% UR: 64.63% UF: 66.91% P: 66.34% R: 61.81% F: 64.00%
+2024-04-01 09:52:08 INFO 0:00:02.403921s elapsed
+
+2024-04-01 09:52:08 INFO Epoch 88 / 5000:
+2024-04-01 09:52:10 INFO lr: 4.9120e-05 - loss: 0.0003 - UP: 99.89% UR: 99.47% UF: 99.68% P: 99.80% R: 99.39% F: 99.59%
+2024-04-01 09:52:10 INFO dev:  loss: 0.3377 - UP: 74.08% UR: 59.08% UF: 65.73% P: 70.05% R: 55.87% F: 62.16%
+2024-04-01 09:52:10 INFO test: loss: nan - UP: 68.70% UR: 65.89% UF: 67.26% P: 65.76% R: 63.08% F: 64.39%
+2024-04-01 09:52:10 INFO 0:00:02.418911s elapsed
+
+2024-04-01 09:52:10 INFO Epoch 89 / 5000:
+2024-04-01 09:52:12 INFO lr: 4.9110e-05 - loss: 0.0006 - UP: 99.54% UR: 99.56% UF: 99.55% P: 99.52% R: 99.54% F: 99.53%
+2024-04-01 09:52:12 INFO dev:  loss: 0.3442 - UP: 73.70% UR: 59.50% UF: 65.84% P: 69.55% R: 56.15% F: 62.13%
+2024-04-01 09:52:13 INFO test: loss: nan - UP: 68.21% UR: 66.24% UF: 67.21% P: 65.10% R: 63.22% F: 64.15%
+2024-04-01 09:52:13 INFO 0:00:02.354043s elapsed
+
+2024-04-01 09:52:13 INFO Epoch 90 / 5000:
+2024-04-01 09:52:14 INFO lr: 4.9100e-05 - loss: 0.0053 - UP: 99.65% UR: 99.45% UF: 99.55% P: 99.56% R: 99.36% F: 99.46%
+2024-04-01 09:52:15 INFO dev:  loss: 0.3383 - UP: 75.22% UR: 58.52% UF: 65.83% P: 71.27% R: 55.45% F: 62.37%
+2024-04-01 09:52:15 INFO test: loss: nan - UP: 70.23% UR: 64.70% UF: 67.35% P: 67.48% R: 62.17% F: 64.71%
+2024-04-01 09:52:15 INFO 0:00:02.396210s elapsed
+
+2024-04-01 09:52:15 INFO Epoch 91 / 5000:
+2024-04-01 09:52:17 INFO lr: 4.9090e-05 - loss: 0.0039 - UP: 99.69% UR: 99.54% UF: 99.62% P: 99.69% R: 99.54% F: 99.62%
+2024-04-01 09:52:17 INFO dev:  loss: 0.3300 - UP: 74.43% UR: 59.36% UF: 66.05% P: 70.40% R: 56.15% F: 62.47%
+2024-04-01 09:52:17 INFO test: loss: nan - UP: 70.38% UR: 66.17% UF: 68.21% P: 67.31% R: 63.29% F: 65.24%
+2024-04-01 09:52:17 INFO 0:00:02.375716s elapsed
+
+2024-04-01 09:52:17 INFO Epoch 92 / 5000:
+2024-04-01 09:52:19 INFO lr: 4.9080e-05 - loss: 0.0004 - UP: 99.50% UR: 99.69% UF: 99.59% P: 99.45% R: 99.65% F: 99.55%
+2024-04-01 09:52:20 INFO dev:  loss: 0.3419 - UP: 74.23% UR: 60.34% UF: 66.56% P: 70.10% R: 56.98% F: 62.87%
+2024-04-01 09:52:20 INFO test: loss: nan - UP: 69.21% UR: 66.39% UF: 67.77% P: 66.06% R: 63.36% F: 64.68%
+2024-04-01 09:52:20 INFO 0:00:02.397828s elapsed
+
+2024-04-01 09:52:20 INFO Epoch 93 / 5000:
+2024-04-01 09:52:22 INFO lr: 4.9070e-05 - loss: 0.0002 - UP: 99.69% UR: 99.60% UF: 99.65% P: 99.67% R: 99.58% F: 99.63%
+2024-04-01 09:52:22 INFO dev:  loss: 0.3559 - UP: 74.74% UR: 59.50% UF: 66.25% P: 71.05% R: 56.56% F: 62.99%
+2024-04-01 09:52:22 INFO test: loss: nan - UP: 69.67% UR: 65.26% UF: 67.39% P: 66.67% R: 62.45% F: 64.49%
+2024-04-01 09:52:22 INFO 0:00:02.424000s elapsed
+
+2024-04-01 09:52:25 INFO Epoch 63 saved
+2024-04-01 09:52:25 INFO dev:  UP: 76.98% UR: 61.17% UF: 68.17% P: 73.46% R: 58.38% F: 65.06%
+2024-04-01 09:52:25 INFO test: UP: 68.80% UR: 66.53% UF: 67.64% P: 65.96% R: 63.78% F: 64.86%
+2024-04-01 09:52:25 INFO 0:03:47.392122s elapsed, 0:00:02.445077s/epoch

models/multibooked_eu/sdp_bySentiment_asc/80/model_vi_multibooked_eu_xlm_10

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:328d4c7c9edef2de8776be73d49ec47f91d1bff932674f674a948c7c12ff3320
+size 1177848336

models/multibooked_eu/sdp_bySentiment_asc/80/model_vi_multibooked_eu_xlm_10.train.log

@@ -0,0 +1,505 @@
+2024-04-01 10:03:31 INFO 
+---------------------+-------------------------------
+Param                |             Value             
+---------------------+-------------------------------
+lr                   |             5e-05             
+mu                   |              0.9              
+nu                   |             0.999             
+eps                  |             1e-06             
+weight_decay         |              0.0              
+lr_rate              |               1               
+patience             |               30              
+update-steps         |               1               
+warmup               |              0.0              
+batch_size           |              1500             
+update_steps         |               1               
+mode                 |             train             
+path                 | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_bySentiment_asc/80/model_vi_multibooked_eu_xlm_10
+device               |               0               
+seed                 |               1               
+threads              |               16              
+local_rank           |               -1              
+feat                 |              None             
+build                |              True             
+checkpoint           |             False             
+encoder              |              bert             
+max_len              |              None             
+buckets              |               32              
+train                | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_bySentiment_asc/80/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_bySentiment_asc/80/dev.conllu
+test                 | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/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             
+---------------------+-------------------------------
+
+2024-04-01 10:03:31 INFO Building the fields
+2024-04-01 10:03:33 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-04-01 10:03:33 INFO Building the model
+2024-04-01 10:03:35 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)
+)
+
+2024-04-01 10:03:35 INFO Loading the data
+2024-04-01 10:03:35 INFO 
+train: Dataset(n_sentences=849, n_batches=32, n_buckets=32)
+dev:   Dataset(n_sentences=119, n_batches=28, n_buckets=28)
+test:  Dataset(n_sentences=305, n_batches=32, n_buckets=32)
+
+2024-04-01 10:03:35 INFO Epoch 1 / 5000:
+2024-04-01 10:03:38 INFO lr: 4.9990e-05 - loss: 0.4632 - UP:  5.69% UR:  9.53% UF:  7.13% P:  2.12% R:  3.56% F:  2.66%
+2024-04-01 10:03:39 INFO dev:  loss: 0.2819 - UP: 100.00% UR:  0.56% UF:  1.11% P: 100.00% R:  0.56% F:  1.11%
+2024-04-01 10:03:39 INFO test: loss: nan - UP: 68.75% UR:  0.77% UF:  1.53% P: 56.25% R:  0.63% F:  1.25%
+2024-04-01 10:03:44 INFO 0:00:03.615495s elapsed (saved)
+
+2024-04-01 10:03:44 INFO Epoch 2 / 5000:
+2024-04-01 10:03:46 INFO lr: 4.9980e-05 - loss: 0.6607 - UP: 24.39% UR:  3.05% UF:  5.42% P: 20.88% R:  2.61% F:  4.64%
+2024-04-01 10:03:46 INFO dev:  loss: 0.2080 - UP: 90.91% UR:  4.19% UF:  8.01% P: 87.88% R:  4.05% F:  7.74%
+2024-04-01 10:03:47 INFO test: loss: nan - UP: 86.54% UR:  3.16% UF:  6.11% P: 84.62% R:  3.09% F:  5.97%
+2024-04-01 10:03:54 INFO 0:00:03.018220s elapsed (saved)
+
+2024-04-01 10:03:54 INFO Epoch 3 / 5000:
+2024-04-01 10:03:56 INFO lr: 4.9970e-05 - loss: 0.1290 - UP: 65.09% UR: 19.89% UF: 30.46% P: 56.90% R: 17.38% F: 26.63%
+2024-04-01 10:03:56 INFO dev:  loss: 0.1579 - UP: 66.95% UR: 33.10% UF: 44.30% P: 57.91% R: 28.63% F: 38.32%
+2024-04-01 10:03:57 INFO test: loss: nan - UP: 60.23% UR: 33.54% UF: 43.09% P: 54.42% R: 30.31% F: 38.93%
+2024-04-01 10:04:03 INFO 0:00:03.099058s elapsed (saved)
+
+2024-04-01 10:04:03 INFO Epoch 4 / 5000:
+2024-04-01 10:04:06 INFO lr: 4.9960e-05 - loss: 0.0480 - UP: 68.46% UR: 32.44% UF: 44.02% P: 61.74% R: 29.26% F: 39.70%
+2024-04-01 10:04:06 INFO dev:  loss: 0.1451 - UP: 82.52% UR: 28.35% UF: 42.20% P: 73.58% R: 25.28% F: 37.63%
+2024-04-01 10:04:06 INFO test: loss: nan - UP: 72.16% UR: 28.62% UF: 40.99% P: 68.79% R: 27.29% F: 39.07%
+2024-04-01 10:04:06 INFO 0:00:03.065486s elapsed
+
+2024-04-01 10:04:06 INFO Epoch 5 / 5000:
+2024-04-01 10:04:09 INFO lr: 4.9950e-05 - loss: 0.0103 - UP: 73.66% UR: 37.99% UF: 50.13% P: 66.89% R: 34.50% F: 45.53%
+2024-04-01 10:04:09 INFO dev:  loss: 0.1457 - UP: 84.17% UR: 32.68% UF: 47.08% P: 72.66% R: 28.21% F: 40.64%
+2024-04-01 10:04:09 INFO test: loss: nan - UP: 75.17% UR: 30.66% UF: 43.56% P: 72.41% R: 29.54% F: 41.96%
+2024-04-01 10:04:16 INFO 0:00:03.022674s elapsed (saved)
+
+2024-04-01 10:04:16 INFO Epoch 6 / 5000:
+2024-04-01 10:04:18 INFO lr: 4.9940e-05 - loss: 0.0320 - UP: 74.10% UR: 47.54% UF: 57.92% P: 68.73% R: 44.10% F: 53.72%
+2024-04-01 10:04:19 INFO dev:  loss: 0.1378 - UP: 81.00% UR: 31.56% UF: 45.43% P: 73.12% R: 28.49% F: 41.01%
+2024-04-01 10:04:19 INFO test: loss: nan - UP: 75.39% UR: 34.25% UF: 47.10% P: 72.14% R: 32.77% F: 45.07%
+2024-04-01 10:04:26 INFO 0:00:03.012635s elapsed (saved)
+
+2024-04-01 10:04:26 INFO Epoch 7 / 5000:
+2024-04-01 10:04:28 INFO lr: 4.9930e-05 - loss: 0.1161 - UP: 77.98% UR: 51.69% UF: 62.17% P: 73.44% R: 48.68% F: 58.55%
+2024-04-01 10:04:28 INFO dev:  loss: 0.1415 - UP: 71.54% UR: 38.97% UF: 50.45% P: 65.13% R: 35.47% F: 45.93%
+2024-04-01 10:04:29 INFO test: loss: nan - UP: 71.01% UR: 44.80% UF: 54.94% P: 67.22% R: 42.41% F: 52.01%
+2024-04-01 10:04:35 INFO 0:00:03.096262s elapsed (saved)
+
+2024-04-01 10:04:35 INFO Epoch 8 / 5000:
+2024-04-01 10:04:38 INFO lr: 4.9920e-05 - loss: 0.0991 - UP: 81.00% UR: 58.38% UF: 67.86% P: 77.56% R: 55.90% F: 64.97%
+2024-04-01 10:04:38 INFO dev:  loss: 0.1466 - UP: 67.55% UR: 49.72% UF: 57.28% P: 62.24% R: 45.81% F: 52.78%
+2024-04-01 10:04:38 INFO test: loss: nan - UP: 61.89% UR: 55.63% UF: 58.59% P: 58.61% R: 52.67% F: 55.48%
+2024-04-01 10:04:45 INFO 0:00:03.046073s elapsed (saved)
+
+2024-04-01 10:04:45 INFO Epoch 9 / 5000:
+2024-04-01 10:04:47 INFO lr: 4.9910e-05 - loss: 0.0308 - UP: 82.42% UR: 63.08% UF: 71.47% P: 79.52% R: 60.86% F: 68.95%
+2024-04-01 10:04:48 INFO dev:  loss: 0.1488 - UP: 78.16% UR: 37.99% UF: 51.13% P: 72.13% R: 35.06% F: 47.18%
+2024-04-01 10:04:48 INFO test: loss: nan - UP: 73.97% UR: 41.56% UF: 53.22% P: 71.21% R: 40.01% F: 51.24%
+2024-04-01 10:04:48 INFO 0:00:03.084596s elapsed
+
+2024-04-01 10:04:48 INFO Epoch 10 / 5000:
+2024-04-01 10:04:50 INFO lr: 4.9900e-05 - loss: 0.0367 - UP: 83.67% UR: 63.78% UF: 72.39% P: 80.65% R: 61.48% F: 69.77%
+2024-04-01 10:04:51 INFO dev:  loss: 0.1438 - UP: 63.58% UR: 53.63% UF: 58.18% P: 58.44% R: 49.30% F: 53.48%
+2024-04-01 10:04:51 INFO test: loss: nan - UP: 57.10% UR: 59.92% UF: 58.48% P: 53.89% R: 56.54% F: 55.18%
+2024-04-01 10:04:58 INFO 0:00:03.035104s elapsed (saved)
+
+2024-04-01 10:04:58 INFO Epoch 11 / 5000:
+2024-04-01 10:05:00 INFO lr: 4.9890e-05 - loss: 0.0014 - UP: 85.25% UR: 68.99% UF: 76.26% P: 83.48% R: 67.56% F: 74.68%
+2024-04-01 10:05:01 INFO dev:  loss: 0.1460 - UP: 65.34% UR: 52.65% UF: 58.31% P: 60.14% R: 48.46% F: 53.67%
+2024-04-01 10:05:01 INFO test: loss: nan - UP: 57.72% UR: 59.92% UF: 58.80% P: 54.34% R: 56.40% F: 55.35%
+2024-04-01 10:05:08 INFO 0:00:03.118574s elapsed (saved)
+
+2024-04-01 10:05:08 INFO Epoch 12 / 5000:
+2024-04-01 10:05:10 INFO lr: 4.9880e-05 - loss: 0.0631 - UP: 84.60% UR: 70.90% UF: 77.14% P: 82.43% R: 69.07% F: 75.16%
+2024-04-01 10:05:10 INFO dev:  loss: 0.1429 - UP: 68.62% UR: 55.59% UF: 61.42% P: 63.45% R: 51.40% F: 56.79%
+2024-04-01 10:05:11 INFO test: loss: nan - UP: 62.14% UR: 61.74% UF: 61.94% P: 58.03% R: 57.67% F: 57.85%
+2024-04-01 10:05:17 INFO 0:00:03.108902s elapsed (saved)
+
+2024-04-01 10:05:17 INFO Epoch 13 / 5000:
+2024-04-01 10:05:20 INFO lr: 4.9870e-05 - loss: 0.0148 - UP: 88.28% UR: 75.88% UF: 81.61% P: 86.77% R: 74.58% F: 80.22%
+2024-04-01 10:05:20 INFO dev:  loss: 0.1392 - UP: 79.65% UR: 51.40% UF: 62.48% P: 73.16% R: 47.21% F: 57.39%
+2024-04-01 10:05:20 INFO test: loss: nan - UP: 69.28% UR: 54.08% UF: 60.74% P: 65.50% R: 51.13% F: 57.42%
+2024-04-01 10:05:26 INFO 0:00:03.029055s elapsed (saved)
+
+2024-04-01 10:05:26 INFO Epoch 14 / 5000:
+2024-04-01 10:05:29 INFO lr: 4.9860e-05 - loss: 0.0480 - UP: 89.13% UR: 77.79% UF: 83.08% P: 86.95% R: 75.88% F: 81.04%
+2024-04-01 10:05:29 INFO dev:  loss: 0.1471 - UP: 76.01% UR: 50.00% UF: 60.32% P: 69.85% R: 45.95% F: 55.43%
+2024-04-01 10:05:30 INFO test: loss: nan - UP: 68.15% UR: 54.92% UF: 60.83% P: 64.49% R: 51.97% F: 57.55%
+2024-04-01 10:05:30 INFO 0:00:03.115952s elapsed
+
+2024-04-01 10:05:30 INFO Epoch 15 / 5000:
+2024-04-01 10:05:32 INFO lr: 4.9850e-05 - loss: 0.0476 - UP: 89.00% UR: 79.06% UF: 83.74% P: 87.69% R: 77.90% F: 82.51%
+2024-04-01 10:05:32 INFO dev:  loss: 0.1583 - UP: 74.35% UR: 51.82% UF: 61.07% P: 69.54% R: 48.46% F: 57.12%
+2024-04-01 10:05:33 INFO test: loss: nan - UP: 68.36% UR: 55.77% UF: 61.43% P: 64.91% R: 52.95% F: 58.33%
+2024-04-01 10:05:33 INFO 0:00:03.113497s elapsed
+
+2024-04-01 10:05:33 INFO Epoch 16 / 5000:
+2024-04-01 10:05:35 INFO lr: 4.9840e-05 - loss: 0.0202 - UP: 91.62% UR: 82.31% UF: 86.72% P: 90.54% R: 81.34% F: 85.70%
+2024-04-01 10:05:35 INFO dev:  loss: 0.1558 - UP: 71.79% UR: 54.75% UF: 62.12% P: 65.93% R: 50.28% F: 57.05%
+2024-04-01 10:05:36 INFO test: loss: nan - UP: 64.95% UR: 63.85% UF: 64.40% P: 61.37% R: 60.34% F: 60.85%
+2024-04-01 10:05:36 INFO 0:00:03.014155s elapsed
+
+2024-04-01 10:05:36 INFO Epoch 17 / 5000:
+2024-04-01 10:05:38 INFO lr: 4.9830e-05 - loss: 0.0055 - UP: 92.37% UR: 86.30% UF: 89.23% P: 91.10% R: 85.12% F: 88.01%
+2024-04-01 10:05:38 INFO dev:  loss: 0.1579 - UP: 74.81% UR: 54.33% UF: 62.94% P: 68.85% R: 50.00% F: 57.93%
+2024-04-01 10:05:39 INFO test: loss: nan - UP: 65.35% UR: 61.81% UF: 63.53% P: 61.64% R: 58.30% F: 59.92%
+2024-04-01 10:05:45 INFO 0:00:03.069130s elapsed (saved)
+
+2024-04-01 10:05:45 INFO Epoch 18 / 5000:
+2024-04-01 10:05:48 INFO lr: 4.9820e-05 - loss: 0.0252 - UP: 93.40% UR: 86.96% UF: 90.07% P: 92.48% R: 86.11% F: 89.18%
+2024-04-01 10:05:48 INFO dev:  loss: 0.1504 - UP: 77.11% UR: 58.80% UF: 66.72% P: 70.51% R: 53.77% F: 61.01%
+2024-04-01 10:05:49 INFO test: loss: nan - UP: 65.13% UR: 64.49% UF: 64.81% P: 61.93% R: 61.32% F: 61.63%
+2024-04-01 10:05:55 INFO 0:00:03.104917s elapsed (saved)
+
+2024-04-01 10:05:55 INFO Epoch 19 / 5000:
+2024-04-01 10:05:58 INFO lr: 4.9810e-05 - loss: 0.0101 - UP: 94.60% UR: 89.51% UF: 91.98% P: 93.95% R: 88.89% F: 91.35%
+2024-04-01 10:05:58 INFO dev:  loss: 0.1782 - UP: 77.41% UR: 58.38% UF: 66.56% P: 70.74% R: 53.35% F: 60.83%
+2024-04-01 10:05:58 INFO test: loss: nan - UP: 65.05% UR: 65.96% UF: 65.50% P: 60.75% R: 61.60% F: 61.17%
+2024-04-01 10:05:58 INFO 0:00:03.006089s elapsed
+
+2024-04-01 10:05:58 INFO Epoch 20 / 5000:
+2024-04-01 10:06:01 INFO lr: 4.9800e-05 - loss: 0.0043 - UP: 94.52% UR: 90.80% UF: 92.62% P: 93.69% R: 90.01% F: 91.82%
+2024-04-01 10:06:01 INFO dev:  loss: 0.1790 - UP: 75.72% UR: 55.31% UF: 63.92% P: 69.79% R: 50.98% F: 58.92%
+2024-04-01 10:06:01 INFO test: loss: nan - UP: 69.17% UR: 64.06% UF: 66.52% P: 65.22% R: 60.41% F: 62.72%
+2024-04-01 10:06:01 INFO 0:00:03.011995s elapsed
+
+2024-04-01 10:06:01 INFO Epoch 21 / 5000:
+2024-04-01 10:06:04 INFO lr: 4.9790e-05 - loss: 0.0131 - UP: 94.88% UR: 91.44% UF: 93.13% P: 94.26% R: 90.85% F: 92.52%
+2024-04-01 10:06:04 INFO dev:  loss: 0.1821 - UP: 71.85% UR: 61.31% UF: 66.16% P: 65.63% R: 56.01% F: 60.44%
+2024-04-01 10:06:04 INFO test: loss: nan - UP: 62.32% UR: 68.64% UF: 65.33% P: 58.81% R: 64.77% F: 61.65%
+2024-04-01 10:06:04 INFO 0:00:03.005167s elapsed
+
+2024-04-01 10:06:04 INFO Epoch 22 / 5000:
+2024-04-01 10:06:07 INFO lr: 4.9780e-05 - loss: 0.0083 - UP: 93.96% UR: 91.18% UF: 92.55% P: 93.51% R: 90.74% F: 92.10%
+2024-04-01 10:06:07 INFO dev:  loss: 0.1635 - UP: 76.31% UR: 54.89% UF: 63.85% P: 70.68% R: 50.84% F: 59.14%
+2024-04-01 10:06:07 INFO test: loss: nan - UP: 66.54% UR: 59.70% UF: 62.94% P: 63.01% R: 56.54% F: 59.60%
+2024-04-01 10:06:07 INFO 0:00:03.005207s elapsed
+
+2024-04-01 10:06:07 INFO Epoch 23 / 5000:
+2024-04-01 10:06:10 INFO lr: 4.9770e-05 - loss: 0.0047 - UP: 95.40% UR: 90.98% UF: 93.14% P: 94.66% R: 90.28% F: 92.42%
+2024-04-01 10:06:10 INFO dev:  loss: 0.1784 - UP: 74.12% UR: 52.79% UF: 61.66% P: 67.84% R: 48.32% F: 56.44%
+2024-04-01 10:06:10 INFO test: loss: nan - UP: 69.45% UR: 62.03% UF: 65.53% P: 65.75% R: 58.72% F: 62.04%
+2024-04-01 10:06:10 INFO 0:00:03.009077s elapsed
+
+2024-04-01 10:06:10 INFO Epoch 24 / 5000:
+2024-04-01 10:06:13 INFO lr: 4.9760e-05 - loss: 0.0065 - UP: 95.31% UR: 91.53% UF: 93.38% P: 94.38% R: 90.63% F: 92.46%
+2024-04-01 10:06:13 INFO dev:  loss: 0.1803 - UP: 71.38% UR: 58.52% UF: 64.31% P: 64.57% R: 52.93% F: 58.17%
+2024-04-01 10:06:13 INFO test: loss: nan - UP: 63.64% UR: 66.95% UF: 65.25% P: 60.09% R: 63.22% F: 61.62%
+2024-04-01 10:06:13 INFO 0:00:03.094065s elapsed
+
+2024-04-01 10:06:13 INFO Epoch 25 / 5000:
+2024-04-01 10:06:16 INFO lr: 4.9750e-05 - loss: 0.0144 - UP: 95.26% UR: 92.56% UF: 93.89% P: 94.85% R: 92.16% F: 93.49%
+2024-04-01 10:06:16 INFO dev:  loss: 0.1862 - UP: 72.16% UR: 55.03% UF: 62.44% P: 66.30% R: 50.56% F: 57.37%
+2024-04-01 10:06:16 INFO test: loss: nan - UP: 65.48% UR: 63.64% UF: 64.55% P: 61.29% R: 59.56% F: 60.41%
+2024-04-01 10:06:16 INFO 0:00:03.099273s elapsed
+
+2024-04-01 10:06:16 INFO Epoch 26 / 5000:
+2024-04-01 10:06:19 INFO lr: 4.9740e-05 - loss: 0.0009 - UP: 95.44% UR: 92.36% UF: 93.88% P: 94.56% R: 91.51% F: 93.01%
+2024-04-01 10:06:19 INFO dev:  loss: 0.1818 - UP: 71.87% UR: 54.61% UF: 62.06% P: 65.62% R: 49.86% F: 56.67%
+2024-04-01 10:06:19 INFO test: loss: nan - UP: 64.17% UR: 62.10% UF: 63.12% P: 60.47% R: 58.51% F: 59.47%
+2024-04-01 10:06:19 INFO 0:00:03.018229s elapsed
+
+2024-04-01 10:06:19 INFO Epoch 27 / 5000:
+2024-04-01 10:06:22 INFO lr: 4.9730e-05 - loss: 0.0053 - UP: 95.92% UR: 93.00% UF: 94.44% P: 95.40% R: 92.49% F: 93.93%
+2024-04-01 10:06:22 INFO dev:  loss: 0.1889 - UP: 72.25% UR: 57.82% UF: 64.24% P: 67.19% R: 53.77% F: 59.74%
+2024-04-01 10:06:22 INFO test: loss: nan - UP: 66.40% UR: 63.22% UF: 64.77% P: 63.66% R: 60.62% F: 62.10%
+2024-04-01 10:06:22 INFO 0:00:03.023556s elapsed
+
+2024-04-01 10:06:22 INFO Epoch 28 / 5000:
+2024-04-01 10:06:25 INFO lr: 4.9720e-05 - loss: 0.0128 - UP: 96.30% UR: 94.29% UF: 95.29% P: 95.76% R: 93.77% F: 94.75%
+2024-04-01 10:06:25 INFO dev:  loss: 0.1899 - UP: 73.50% UR: 56.56% UF: 63.93% P: 67.88% R: 52.23% F: 59.04%
+2024-04-01 10:06:25 INFO test: loss: nan - UP: 68.24% UR: 63.01% UF: 65.52% P: 64.97% R: 59.99% F: 62.38%
+2024-04-01 10:06:25 INFO 0:00:03.019243s elapsed
+
+2024-04-01 10:06:25 INFO Epoch 29 / 5000:
+2024-04-01 10:06:28 INFO lr: 4.9710e-05 - loss: 0.0001 - UP: 97.32% UR: 95.65% UF: 96.48% P: 96.96% R: 95.30% F: 96.13%
+2024-04-01 10:06:28 INFO dev:  loss: 0.2105 - UP: 77.42% UR: 53.63% UF: 63.37% P: 70.36% R: 48.74% F: 57.59%
+2024-04-01 10:06:28 INFO test: loss: nan - UP: 71.75% UR: 58.23% UF: 64.29% P: 68.63% R: 55.70% F: 61.49%
+2024-04-01 10:06:28 INFO 0:00:02.984819s elapsed
+
+2024-04-01 10:06:28 INFO Epoch 30 / 5000:
+2024-04-01 10:06:31 INFO lr: 4.9700e-05 - loss: 0.0007 - UP: 96.09% UR: 93.88% UF: 94.97% P: 95.37% R: 93.17% F: 94.26%
+2024-04-01 10:06:31 INFO dev:  loss: 0.2021 - UP: 72.61% UR: 55.17% UF: 62.70% P: 65.99% R: 50.14% F: 56.98%
+2024-04-01 10:06:31 INFO test: loss: nan - UP: 65.18% UR: 63.57% UF: 64.36% P: 61.50% R: 59.99% F: 60.73%
+2024-04-01 10:06:31 INFO 0:00:03.025077s elapsed
+
+2024-04-01 10:06:31 INFO Epoch 31 / 5000:
+2024-04-01 10:06:34 INFO lr: 4.9690e-05 - loss: 0.0069 - UP: 95.94% UR: 94.97% UF: 95.46% P: 95.57% R: 94.60% F: 95.08%
+2024-04-01 10:06:34 INFO dev:  loss: 0.1974 - UP: 76.31% UR: 57.12% UF: 65.34% P: 69.78% R: 52.23% F: 59.74%
+2024-04-01 10:06:34 INFO test: loss: nan - UP: 65.35% UR: 63.01% UF: 64.16% P: 61.85% R: 59.63% F: 60.72%
+2024-04-01 10:06:34 INFO 0:00:03.005094s elapsed
+
+2024-04-01 10:06:34 INFO Epoch 32 / 5000:
+2024-04-01 10:06:37 INFO lr: 4.9680e-05 - loss: 0.0131 - UP: 96.43% UR: 93.79% UF: 95.09% P: 96.16% R: 93.53% F: 94.83%
+2024-04-01 10:06:37 INFO dev:  loss: 0.1962 - UP: 71.75% UR: 57.82% UF: 64.04% P: 64.64% R: 52.09% F: 57.70%
+2024-04-01 10:06:37 INFO test: loss: nan - UP: 64.16% UR: 65.96% UF: 65.05% P: 60.33% R: 62.03% F: 61.17%
+2024-04-01 10:06:37 INFO 0:00:02.992963s elapsed
+
+2024-04-01 10:06:37 INFO Epoch 33 / 5000:
+2024-04-01 10:06:40 INFO lr: 4.9670e-05 - loss: 0.0050 - UP: 96.10% UR: 95.13% UF: 95.61% P: 95.68% R: 94.71% F: 95.19%
+2024-04-01 10:06:40 INFO dev:  loss: 0.2293 - UP: 69.15% UR: 62.29% UF: 65.54% P: 62.02% R: 55.87% F: 58.78%
+2024-04-01 10:06:40 INFO test: loss: nan - UP: 60.18% UR: 68.78% UF: 64.19% P: 56.06% R: 64.06% F: 59.80%
+2024-04-01 10:06:40 INFO 0:00:02.988328s elapsed
+
+2024-04-01 10:06:40 INFO Epoch 34 / 5000:
+2024-04-01 10:06:43 INFO lr: 4.9660e-05 - loss: 0.0044 - UP: 94.74% UR: 94.40% UF: 94.57% P: 94.21% R: 93.88% F: 94.04%
+2024-04-01 10:06:43 INFO dev:  loss: 0.2026 - UP: 80.62% UR: 51.12% UF: 62.56% P: 74.89% R: 47.49% F: 58.12%
+2024-04-01 10:06:43 INFO test: loss: nan - UP: 74.11% UR: 55.77% UF: 63.64% P: 70.37% R: 52.95% F: 60.43%
+2024-04-01 10:06:43 INFO 0:00:02.998694s elapsed
+
+2024-04-01 10:06:43 INFO Epoch 35 / 5000:
+2024-04-01 10:06:46 INFO lr: 4.9650e-05 - loss: 0.0006 - UP: 97.08% UR: 95.54% UF: 96.31% P: 96.72% R: 95.19% F: 95.95%
+2024-04-01 10:06:46 INFO dev:  loss: 0.2111 - UP: 76.32% UR: 52.65% UF: 62.31% P: 71.46% R: 49.30% F: 58.35%
+2024-04-01 10:06:46 INFO test: loss: nan - UP: 70.22% UR: 60.20% UF: 64.82% P: 67.02% R: 57.45% F: 61.87%
+2024-04-01 10:06:46 INFO 0:00:03.007445s elapsed
+
+2024-04-01 10:06:46 INFO Epoch 36 / 5000:
+2024-04-01 10:06:49 INFO lr: 4.9640e-05 - loss: 0.0042 - UP: 97.62% UR: 96.16% UF: 96.88% P: 97.13% R: 95.68% F: 96.40%
+2024-04-01 10:06:49 INFO dev:  loss: 0.2398 - UP: 72.51% UR: 54.89% UF: 62.48% P: 66.79% R: 50.56% F: 57.55%
+2024-04-01 10:06:49 INFO test: loss: nan - UP: 67.65% UR: 63.08% UF: 65.28% P: 64.03% R: 59.70% F: 61.79%
+2024-04-01 10:06:49 INFO 0:00:03.006114s elapsed
+
+2024-04-01 10:06:49 INFO Epoch 37 / 5000:
+2024-04-01 10:06:52 INFO lr: 4.9630e-05 - loss: 0.0001 - UP: 97.73% UR: 97.41% UF: 97.57% P: 97.45% R: 97.12% F: 97.28%
+2024-04-01 10:06:52 INFO dev:  loss: 0.2382 - UP: 76.39% UR: 57.40% UF: 65.55% P: 70.82% R: 53.21% F: 60.77%
+2024-04-01 10:06:52 INFO test: loss: nan - UP: 68.04% UR: 62.73% UF: 65.28% P: 63.92% R: 58.93% F: 61.32%
+2024-04-01 10:06:52 INFO 0:00:03.011751s elapsed
+
+2024-04-01 10:06:52 INFO Epoch 38 / 5000:
+2024-04-01 10:06:55 INFO lr: 4.9620e-05 - loss: 0.0035 - UP: 98.40% UR: 97.41% UF: 97.90% P: 98.12% R: 97.12% F: 97.62%
+2024-04-01 10:06:55 INFO dev:  loss: 0.2418 - UP: 77.86% UR: 56.98% UF: 65.81% P: 72.33% R: 52.93% F: 61.13%
+2024-04-01 10:06:55 INFO test: loss: nan - UP: 68.10% UR: 64.56% UF: 66.28% P: 63.72% R: 60.41% F: 62.02%
+2024-04-01 10:07:02 INFO 0:00:03.035852s elapsed (saved)
+
+2024-04-01 10:07:02 INFO Epoch 39 / 5000:
+2024-04-01 10:07:05 INFO lr: 4.9610e-05 - loss: 0.0000 - UP: 98.65% UR: 97.96% UF: 98.30% P: 98.25% R: 97.56% F: 97.91%
+2024-04-01 10:07:05 INFO dev:  loss: 0.2533 - UP: 74.68% UR: 57.68% UF: 65.09% P: 69.62% R: 53.77% F: 60.68%
+2024-04-01 10:07:05 INFO test: loss: nan - UP: 65.74% UR: 65.05% UF: 65.39% P: 61.41% R: 60.76% F: 61.08%
+2024-04-01 10:07:05 INFO 0:00:03.056551s elapsed
+
+2024-04-01 10:07:05 INFO Epoch 40 / 5000:
+2024-04-01 10:07:08 INFO lr: 4.9600e-05 - loss: 0.0037 - UP: 98.63% UR: 97.63% UF: 98.12% P: 98.47% R: 97.48% F: 97.97%
+2024-04-01 10:07:08 INFO dev:  loss: 0.2458 - UP: 75.94% UR: 56.42% UF: 64.74% P: 71.05% R: 52.79% F: 60.58%
+2024-04-01 10:07:08 INFO test: loss: nan - UP: 66.62% UR: 64.56% UF: 65.57% P: 62.05% R: 60.13% F: 61.07%
+2024-04-01 10:07:08 INFO 0:00:03.109156s elapsed
+
+2024-04-01 10:07:08 INFO Epoch 41 / 5000:
+2024-04-01 10:07:11 INFO lr: 4.9590e-05 - loss: 0.0027 - UP: 98.92% UR: 98.40% UF: 98.66% P: 98.81% R: 98.29% F: 98.55%
+2024-04-01 10:07:11 INFO dev:  loss: 0.2658 - UP: 76.20% UR: 55.45% UF: 64.19% P: 71.40% R: 51.96% F: 60.15%
+2024-04-01 10:07:11 INFO test: loss: nan - UP: 68.12% UR: 64.77% UF: 66.40% P: 65.01% R: 61.81% F: 63.37%
+2024-04-01 10:07:11 INFO 0:00:03.106473s elapsed
+
+2024-04-01 10:07:11 INFO Epoch 42 / 5000:
+2024-04-01 10:07:14 INFO lr: 4.9580e-05 - loss: 0.0020 - UP: 98.89% UR: 97.83% UF: 98.36% P: 98.78% R: 97.72% F: 98.25%
+2024-04-01 10:07:14 INFO dev:  loss: 0.2442 - UP: 78.02% UR: 60.47% UF: 68.14% P: 73.15% R: 56.70% F: 63.89%
+2024-04-01 10:07:14 INFO test: loss: nan - UP: 66.76% UR: 64.98% UF: 65.86% P: 63.37% R: 61.67% F: 62.51%
+2024-04-01 10:07:21 INFO 0:00:03.099987s elapsed (saved)
+
+2024-04-01 10:07:21 INFO Epoch 43 / 5000:
+2024-04-01 10:07:24 INFO lr: 4.9570e-05 - loss: 0.0045 - UP: 98.72% UR: 98.18% UF: 98.45% P: 98.57% R: 98.02% F: 98.29%
+2024-04-01 10:07:24 INFO dev:  loss: 0.2563 - UP: 78.35% UR: 57.12% UF: 66.07% P: 72.99% R: 53.21% F: 61.55%
+2024-04-01 10:07:24 INFO test: loss: nan - UP: 65.52% UR: 64.42% UF: 64.96% P: 61.66% R: 60.62% F: 61.13%
+2024-04-01 10:07:24 INFO 0:00:03.077491s elapsed
+
+2024-04-01 10:07:24 INFO Epoch 44 / 5000:
+2024-04-01 10:07:27 INFO lr: 4.9560e-05 - loss: 0.0033 - UP: 98.25% UR: 97.48% UF: 97.86% P: 97.94% R: 97.17% F: 97.55%
+2024-04-01 10:07:27 INFO dev:  loss: 0.2481 - UP: 76.11% UR: 57.40% UF: 65.45% P: 70.56% R: 53.21% F: 60.67%
+2024-04-01 10:07:27 INFO test: loss: nan - UP: 66.47% UR: 64.42% UF: 65.43% P: 63.13% R: 61.18% F: 62.14%
+2024-04-01 10:07:27 INFO 0:00:03.054650s elapsed
+
+2024-04-01 10:07:27 INFO Epoch 45 / 5000:
+2024-04-01 10:07:30 INFO lr: 4.9550e-05 - loss: 0.0027 - UP: 98.33% UR: 97.94% UF: 98.13% P: 98.08% R: 97.70% F: 97.89%
+2024-04-01 10:07:30 INFO dev:  loss: 0.2583 - UP: 75.35% UR: 59.36% UF: 66.41% P: 69.50% R: 54.75% F: 61.25%
+2024-04-01 10:07:30 INFO test: loss: nan - UP: 65.65% UR: 65.05% UF: 65.35% P: 61.53% R: 60.97% F: 61.25%
+2024-04-01 10:07:30 INFO 0:00:03.035493s elapsed
+
+2024-04-01 10:07:30 INFO Epoch 46 / 5000:
+2024-04-01 10:07:33 INFO lr: 4.9540e-05 - loss: 0.0098 - UP: 98.92% UR: 98.55% UF: 98.74% P: 98.59% R: 98.22% F: 98.41%
+2024-04-01 10:07:33 INFO dev:  loss: 0.2503 - UP: 76.85% UR: 59.36% UF: 66.98% P: 70.71% R: 54.61% F: 61.62%
+2024-04-01 10:07:33 INFO test: loss: nan - UP: 65.27% UR: 64.63% UF: 64.95% P: 62.00% R: 61.39% F: 61.70%
+2024-04-01 10:07:33 INFO 0:00:03.103618s elapsed
+
+2024-04-01 10:07:33 INFO Epoch 47 / 5000:
+2024-04-01 10:07:36 INFO lr: 4.9530e-05 - loss: 0.0000 - UP: 99.07% UR: 98.05% UF: 98.55% P: 98.69% R: 97.67% F: 98.18%
+2024-04-01 10:07:36 INFO dev:  loss: 0.2714 - UP: 74.47% UR: 58.66% UF: 65.62% P: 68.44% R: 53.91% F: 60.31%
+2024-04-01 10:07:37 INFO test: loss: nan - UP: 64.77% UR: 67.37% UF: 66.05% P: 61.39% R: 63.85% F: 62.60%
+2024-04-01 10:07:37 INFO 0:00:03.101216s elapsed
+
+2024-04-01 10:07:37 INFO Epoch 48 / 5000:
+2024-04-01 10:07:39 INFO lr: 4.9520e-05 - loss: 0.0000 - UP: 98.33% UR: 98.20% UF: 98.26% P: 97.67% R: 97.54% F: 97.61%
+2024-04-01 10:07:39 INFO dev:  loss: 0.2586 - UP: 75.82% UR: 55.17% UF: 63.86% P: 69.48% R: 50.56% F: 58.53%
+2024-04-01 10:07:40 INFO test: loss: nan - UP: 67.86% UR: 65.33% UF: 66.57% P: 65.01% R: 62.59% F: 63.78%
+2024-04-01 10:07:40 INFO 0:00:03.100660s elapsed
+
+2024-04-01 10:07:40 INFO Epoch 49 / 5000:
+2024-04-01 10:07:42 INFO lr: 4.9510e-05 - loss: 0.0087 - UP: 97.02% UR: 95.00% UF: 96.00% P: 96.35% R: 94.34% F: 95.33%
+2024-04-01 10:07:42 INFO dev:  loss: 0.2567 - UP: 70.20% UR: 59.22% UF: 64.24% P: 64.07% R: 54.05% F: 58.64%
+2024-04-01 10:07:43 INFO test: loss: nan - UP: 63.82% UR: 67.72% UF: 65.71% P: 60.17% R: 63.85% F: 61.96%
+2024-04-01 10:07:43 INFO 0:00:03.101833s elapsed
+
+2024-04-01 10:07:43 INFO Epoch 50 / 5000:
+2024-04-01 10:07:45 INFO lr: 4.9500e-05 - loss: 0.0214 - UP: 98.09% UR: 95.74% UF: 96.90% P: 97.64% R: 95.30% F: 96.46%
+2024-04-01 10:07:46 INFO dev:  loss: 0.2148 - UP: 72.97% UR: 57.68% UF: 64.43% P: 67.67% R: 53.49% F: 59.75%
+2024-04-01 10:07:46 INFO test: loss: nan - UP: 66.26% UR: 64.35% UF: 65.29% P: 61.91% R: 60.13% F: 61.01%
+2024-04-01 10:07:46 INFO 0:00:03.109143s elapsed
+
+2024-04-01 10:07:46 INFO Epoch 51 / 5000:
+2024-04-01 10:07:48 INFO lr: 4.9490e-05 - loss: 0.0124 - UP: 98.14% UR: 97.45% UF: 97.80% P: 97.88% R: 97.19% F: 97.53%
+2024-04-01 10:07:49 INFO dev:  loss: 0.2513 - UP: 71.57% UR: 61.17% UF: 65.96% P: 66.34% R: 56.70% F: 61.14%
+2024-04-01 10:07:49 INFO test: loss: nan - UP: 60.72% UR: 66.53% UF: 63.49% P: 56.68% R: 62.10% F: 59.26%
+2024-04-01 10:07:49 INFO 0:00:03.091856s elapsed
+
+2024-04-01 10:07:49 INFO Epoch 52 / 5000:
+2024-04-01 10:07:52 INFO lr: 4.9480e-05 - loss: 0.0068 - UP: 98.64% UR: 97.39% UF: 98.01% P: 98.42% R: 97.17% F: 97.79%
+2024-04-01 10:07:52 INFO dev:  loss: 0.2632 - UP: 74.34% UR: 55.45% UF: 63.52% P: 68.16% R: 50.84% F: 58.24%
+2024-04-01 10:07:52 INFO test: loss: nan - UP: 66.96% UR: 64.14% UF: 65.52% P: 63.22% R: 60.55% F: 61.85%
+2024-04-01 10:07:52 INFO 0:00:03.177313s elapsed
+
+2024-04-01 10:07:52 INFO Epoch 53 / 5000:
+2024-04-01 10:07:55 INFO lr: 4.9470e-05 - loss: 0.0052 - UP: 98.01% UR: 97.32% UF: 97.67% P: 97.86% R: 97.17% F: 97.51%
+2024-04-01 10:07:55 INFO dev:  loss: 0.2815 - UP: 74.51% UR: 52.65% UF: 61.70% P: 68.77% R: 48.60% F: 56.96%
+2024-04-01 10:07:55 INFO test: loss: nan - UP: 70.03% UR: 61.46% UF: 65.47% P: 66.99% R: 58.79% F: 62.62%
+2024-04-01 10:07:55 INFO 0:00:03.100378s elapsed
+
+2024-04-01 10:07:55 INFO Epoch 54 / 5000:
+2024-04-01 10:07:58 INFO lr: 4.9460e-05 - loss: 0.0047 - UP: 97.88% UR: 96.33% UF: 97.10% P: 97.44% R: 95.90% F: 96.66%
+2024-04-01 10:07:58 INFO dev:  loss: 0.2719 - UP: 73.95% UR: 54.33% UF: 62.64% P: 68.82% R: 50.56% F: 58.29%
+2024-04-01 10:07:58 INFO test: loss: nan - UP: 69.31% UR: 63.36% UF: 66.20% P: 65.54% R: 59.92% F: 62.60%
+2024-04-01 10:07:58 INFO 0:00:03.104120s elapsed
+
+2024-04-01 10:07:58 INFO Epoch 55 / 5000:
+2024-04-01 10:08:01 INFO lr: 4.9450e-05 - loss: 0.0005 - UP: 97.19% UR: 95.59% UF: 96.38% P: 96.63% R: 95.04% F: 95.83%
+2024-04-01 10:08:01 INFO dev:  loss: 0.2414 - UP: 64.61% UR: 59.92% UF: 62.17% P: 58.73% R: 54.47% F: 56.52%
+2024-04-01 10:08:01 INFO test: loss: nan - UP: 58.75% UR: 70.11% UF: 63.93% P: 53.98% R: 64.42% F: 58.74%
+2024-04-01 10:08:01 INFO 0:00:03.104807s elapsed
+
+2024-04-01 10:08:01 INFO Epoch 56 / 5000:
+2024-04-01 10:08:04 INFO lr: 4.9440e-05 - loss: 0.0092 - UP: 95.12% UR: 94.62% UF: 94.87% P: 94.62% R: 94.12% F: 94.37%
+2024-04-01 10:08:04 INFO dev:  loss: 0.2252 - UP: 71.31% UR: 59.36% UF: 64.79% P: 67.62% R: 56.28% F: 61.43%
+2024-04-01 10:08:05 INFO test: loss: nan - UP: 61.89% UR: 67.72% UF: 64.67% P: 58.10% R: 63.57% F: 60.71%
+2024-04-01 10:08:05 INFO 0:00:03.088336s elapsed
+
+2024-04-01 10:08:05 INFO Epoch 57 / 5000:
+2024-04-01 10:08:07 INFO lr: 4.9430e-05 - loss: 0.0056 - UP: 97.67% UR: 97.72% UF: 97.70% P: 97.50% R: 97.54% F: 97.52%
+2024-04-01 10:08:07 INFO dev:  loss: 0.2524 - UP: 75.97% UR: 57.40% UF: 65.39% P: 71.16% R: 53.77% F: 61.26%
+2024-04-01 10:08:08 INFO test: loss: nan - UP: 67.24% UR: 62.80% UF: 64.95% P: 63.78% R: 59.56% F: 61.60%
+2024-04-01 10:08:08 INFO 0:00:03.117320s elapsed
+
+2024-04-01 10:08:08 INFO Epoch 58 / 5000:
+2024-04-01 10:08:10 INFO lr: 4.9420e-05 - loss: 0.0049 - UP: 98.76% UR: 97.96% UF: 98.36% P: 98.56% R: 97.76% F: 98.16%
+2024-04-01 10:08:10 INFO dev:  loss: 0.2529 - UP: 75.32% UR: 57.12% UF: 64.97% P: 69.98% R: 53.07% F: 60.37%
+2024-04-01 10:08:11 INFO test: loss: nan - UP: 66.10% UR: 62.94% UF: 64.48% P: 62.92% R: 59.92% F: 61.38%
+2024-04-01 10:08:11 INFO 0:00:03.127910s elapsed
+
+2024-04-01 10:08:11 INFO Epoch 59 / 5000:
+2024-04-01 10:08:13 INFO lr: 4.9410e-05 - loss: 0.0059 - UP: 98.81% UR: 98.05% UF: 98.42% P: 98.67% R: 97.91% F: 98.29%
+2024-04-01 10:08:14 INFO dev:  loss: 0.2542 - UP: 73.48% UR: 59.22% UF: 65.58% P: 68.11% R: 54.89% F: 60.79%
+2024-04-01 10:08:14 INFO test: loss: nan - UP: 64.33% UR: 65.19% UF: 64.76% P: 60.65% R: 61.46% F: 61.05%
+2024-04-01 10:08:14 INFO 0:00:03.115497s elapsed
+
+2024-04-01 10:08:14 INFO Epoch 60 / 5000:
+2024-04-01 10:08:16 INFO lr: 4.9400e-05 - loss: 0.0082 - UP: 99.05% UR: 98.13% UF: 98.59% P: 98.78% R: 97.87% F: 98.32%
+2024-04-01 10:08:17 INFO dev:  loss: 0.2542 - UP: 71.84% UR: 55.59% UF: 62.68% P: 66.25% R: 51.26% F: 57.80%
+2024-04-01 10:08:17 INFO test: loss: nan - UP: 67.14% UR: 63.36% UF: 65.20% P: 62.89% R: 59.35% F: 61.07%
+2024-04-01 10:08:17 INFO 0:00:03.106280s elapsed
+
+2024-04-01 10:08:17 INFO Epoch 61 / 5000:
+2024-04-01 10:08:20 INFO lr: 4.9390e-05 - loss: 0.0094 - UP: 97.14% UR: 95.54% UF: 96.34% P: 96.65% R: 95.06% F: 95.85%
+2024-04-01 10:08:20 INFO dev:  loss: 0.1985 - UP: 74.25% UR: 55.59% UF: 63.58% P: 69.40% R: 51.96% F: 59.42%
+2024-04-01 10:08:20 INFO test: loss: nan - UP: 69.67% UR: 61.53% UF: 65.35% P: 65.92% R: 58.23% F: 61.84%
+2024-04-01 10:08:20 INFO 0:00:03.110919s elapsed
+
+2024-04-01 10:08:20 INFO Epoch 62 / 5000:
+2024-04-01 10:08:23 INFO lr: 4.9380e-05 - loss: 0.0056 - UP: 98.27% UR: 97.41% UF: 97.84% P: 98.05% R: 97.19% F: 97.62%
+2024-04-01 10:08:23 INFO dev:  loss: 0.2473 - UP: 74.32% UR: 53.35% UF: 62.11% P: 68.87% R: 49.44% F: 57.56%
+2024-04-01 10:08:23 INFO test: loss: nan - UP: 71.04% UR: 60.55% UF: 65.38% P: 67.33% R: 57.38% F: 61.96%
+2024-04-01 10:08:23 INFO 0:00:03.098051s elapsed
+
+2024-04-01 10:08:23 INFO Epoch 63 / 5000:
+2024-04-01 10:08:26 INFO lr: 4.9370e-05 - loss: 0.0170 - UP: 98.48% UR: 97.81% UF: 98.14% P: 98.01% R: 97.34% F: 97.68%
+2024-04-01 10:08:26 INFO dev:  loss: 0.2378 - UP: 73.87% UR: 56.84% UF: 64.25% P: 66.42% R: 51.12% F: 57.77%
+2024-04-01 10:08:26 INFO test: loss: nan - UP: 68.70% UR: 64.06% UF: 66.30% P: 63.88% R: 59.56% F: 61.64%
+2024-04-01 10:08:26 INFO 0:00:03.109924s elapsed
+
+2024-04-01 10:08:26 INFO Epoch 64 / 5000:
+2024-04-01 10:08:29 INFO lr: 4.9360e-05 - loss: 0.0002 - UP: 98.44% UR: 96.73% UF: 97.58% P: 98.15% R: 96.44% F: 97.29%
+2024-04-01 10:08:29 INFO dev:  loss: 0.2239 - UP: 74.64% UR: 57.54% UF: 64.98% P: 68.48% R: 52.79% F: 59.62%
+2024-04-01 10:08:29 INFO test: loss: nan - UP: 66.45% UR: 65.33% UF: 65.89% P: 62.59% R: 61.53% F: 62.06%
+2024-04-01 10:08:29 INFO 0:00:03.114185s elapsed
+
+2024-04-01 10:08:29 INFO Epoch 65 / 5000:
+2024-04-01 10:08:32 INFO lr: 4.9350e-05 - loss: 0.0033 - UP: 98.61% UR: 98.22% UF: 98.42% P: 98.41% R: 98.02% F: 98.22%
+2024-04-01 10:08:32 INFO dev:  loss: 0.2447 - UP: 73.37% UR: 55.03% UF: 62.89% P: 69.09% R: 51.82% F: 59.22%
+2024-04-01 10:08:33 INFO test: loss: nan - UP: 68.26% UR: 64.42% UF: 66.28% P: 65.13% R: 61.46% F: 63.24%
+2024-04-01 10:08:33 INFO 0:00:03.118752s elapsed
+
+2024-04-01 10:08:33 INFO Epoch 66 / 5000:
+2024-04-01 10:08:35 INFO lr: 4.9340e-05 - loss: 0.0050 - UP: 98.91% UR: 98.02% UF: 98.47% P: 98.78% R: 97.89% F: 98.34%
+2024-04-01 10:08:35 INFO dev:  loss: 0.2545 - UP: 78.41% UR: 53.77% UF: 63.79% P: 74.34% R: 50.98% F: 60.48%
+2024-04-01 10:08:36 INFO test: loss: nan - UP: 70.53% UR: 61.60% UF: 65.77% P: 66.99% R: 58.51% F: 62.46%
+2024-04-01 10:08:36 INFO 0:00:03.125035s elapsed
+
+2024-04-01 10:08:36 INFO Epoch 67 / 5000:
+2024-04-01 10:08:38 INFO lr: 4.9330e-05 - loss: 0.0012 - UP: 99.04% UR: 97.54% UF: 98.29% P: 98.97% R: 97.48% F: 98.22%
+2024-04-01 10:08:38 INFO dev:  loss: 0.2542 - UP: 71.70% UR: 56.98% UF: 63.50% P: 67.31% R: 53.49% F: 59.61%
+2024-04-01 10:08:39 INFO test: loss: nan - UP: 64.82% UR: 67.37% UF: 66.07% P: 61.91% R: 64.35% F: 63.10%
+2024-04-01 10:08:39 INFO 0:00:03.124542s elapsed
+
+2024-04-01 10:08:39 INFO Epoch 68 / 5000:
+2024-04-01 10:08:41 INFO lr: 4.9320e-05 - loss: 0.0002 - UP: 98.68% UR: 98.66% UF: 98.67% P: 98.51% R: 98.49% F: 98.50%
+2024-04-01 10:08:42 INFO dev:  loss: 0.2653 - UP: 76.18% UR: 56.28% UF: 64.74% P: 70.70% R: 52.23% F: 60.08%
+2024-04-01 10:08:42 INFO test: loss: nan - UP: 67.69% UR: 64.98% UF: 66.31% P: 64.18% R: 61.60% F: 62.86%
+2024-04-01 10:08:42 INFO 0:00:03.129626s elapsed
+
+2024-04-01 10:08:42 INFO Epoch 69 / 5000:
+2024-04-01 10:08:44 INFO lr: 4.9310e-05 - loss: 0.0002 - UP: 99.12% UR: 98.68% UF: 98.90% P: 98.99% R: 98.55% F: 98.77%
+2024-04-01 10:08:45 INFO dev:  loss: 0.2770 - UP: 73.39% UR: 55.87% UF: 63.44% P: 69.72% R: 53.07% F: 60.27%
+2024-04-01 10:08:45 INFO test: loss: nan - UP: 67.93% UR: 66.74% UF: 67.33% P: 64.35% R: 63.22% F: 63.78%
+2024-04-01 10:08:45 INFO 0:00:03.113363s elapsed
+
+2024-04-01 10:08:45 INFO Epoch 70 / 5000:
+2024-04-01 10:08:48 INFO lr: 4.9300e-05 - loss: 0.0113 - UP: 99.06% UR: 99.03% UF: 99.05% P: 98.84% R: 98.81% F: 98.83%
+2024-04-01 10:08:48 INFO dev:  loss: 0.2966 - UP: 73.26% UR: 52.79% UF: 61.36% P: 68.22% R: 49.16% F: 57.14%
+2024-04-01 10:08:48 INFO test: loss: nan - UP: 67.32% UR: 62.59% UF: 64.87% P: 63.69% R: 59.21% F: 61.37%
+2024-04-01 10:08:48 INFO 0:00:03.113254s elapsed
+
+2024-04-01 10:08:48 INFO Epoch 71 / 5000:
+2024-04-01 10:08:51 INFO lr: 4.9290e-05 - loss: 0.0000 - UP: 98.52% UR: 98.13% UF: 98.33% P: 98.17% R: 97.78% F: 97.98%
+2024-04-01 10:08:51 INFO dev:  loss: 0.2415 - UP: 75.35% UR: 52.93% UF: 62.18% P: 70.18% R: 49.30% F: 57.92%
+2024-04-01 10:08:51 INFO test: loss: nan - UP: 70.63% UR: 62.73% UF: 66.44% P: 67.62% R: 60.06% F: 63.61%
+2024-04-01 10:08:51 INFO 0:00:03.119989s elapsed
+
+2024-04-01 10:08:51 INFO Epoch 72 / 5000:
+2024-04-01 10:08:54 INFO lr: 4.9280e-05 - loss: 0.0001 - UP: 98.21% UR: 97.37% UF: 97.78% P: 97.90% R: 97.06% F: 97.48%
+2024-04-01 10:08:54 INFO dev:  loss: 0.2301 - UP: 73.25% UR: 58.52% UF: 65.06% P: 67.66% R: 54.05% F: 60.09%
+2024-04-01 10:08:54 INFO test: loss: nan - UP: 66.01% UR: 65.68% UF: 65.84% P: 62.19% R: 61.88% F: 62.04%
+2024-04-01 10:08:54 INFO 0:00:03.111803s elapsed
+
+2024-04-01 10:09:02 INFO Epoch 42 saved
+2024-04-01 10:09:02 INFO dev:  UP: 78.02% UR: 60.47% UF: 68.14% P: 73.15% R: 56.70% F: 63.89%
+2024-04-01 10:09:02 INFO test: UP: 66.76% UR: 64.98% UF: 65.86% P: 63.37% R: 61.67% F: 62.51%
+2024-04-01 10:09:02 INFO 0:03:41.697354s elapsed, 0:00:03.079130s/epoch

models/multibooked_eu/sdp_bySentiment_asc/80/model_vi_multibooked_eu_xlm_6

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3a7e2131f453a49d7f8c0a9a9e36459c6115e79d305a243dd97ff18994a7f97f
-size 1177852613
+oid sha256:3690963a46f7f84d909ccca094ec1e3d84138af3af1ecccf2135335621fdf619
+size 1177848113

models/multibooked_eu/sdp_bySentiment_asc/80/model_vi_multibooked_eu_xlm_6.train.log

@@ -1,4 +1,4 @@
-2024-01-07 08:25:51 INFO 
+2024-04-01 09:52:27 INFO 
 ---------------------+-------------------------------
 Param                |             Value             
 ---------------------+-------------------------------
@@ -14,7 +14,7 @@ warmup               |              0.0
 update_steps         |               1               
 mode                 |             train             
 path                 | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_bySentiment_asc/80/model_vi_multibooked_eu_xlm_6
-device               |               1               
+device               |               0               
 seed                 |               1               
 threads              |               16              
 local_rank           |               -1              
@@ -35,13 +35,13 @@ bert                 |        xlm-roberta-base
 inference            |              mfvi             
 ---------------------+-------------------------------
 
-2024-01-07 08:25:51 INFO Building the fields
-2024-01-07 08:25:53 INFO CoNLL(
+2024-04-01 09:52:27 INFO Building the fields
+2024-04-01 09:52:29 INFO CoNLL(
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
  (labels): ChartField()
 )
-2024-01-07 08:25:53 INFO Building the model
-2024-01-07 08:25:56 INFO VISemanticDependencyModel(
+2024-04-01 09:52:29 INFO Building the model
+2024-04-01 09:52:31 INFO VISemanticDependencyModel(
   (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
   (encoder_dropout): Dropout(p=0.33, inplace=False)
   (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
@@ -60,13 +60,445 @@ inference            |              mfvi
   (inference): SemanticDependencyMFVI(max_iter=3)
 )
 
-2024-01-07 08:25:56 INFO Loading the data
-2024-01-07 08:25:56 INFO 
+2024-04-01 09:52:31 INFO Loading the data
+2024-04-01 09:52:32 INFO 
 train: Dataset(n_sentences=849, n_batches=32, n_buckets=32)
 dev:   Dataset(n_sentences=119, n_batches=28, n_buckets=28)
 test:  Dataset(n_sentences=305, n_batches=32, n_buckets=32)
 
-2024-01-07 08:25:56 INFO Epoch 1 / 5000:
-2024-01-07 08:26:00 INFO lr: 4.9990e-05 - loss: 0.4632 - UP:  5.69% UR:  9.53% UF:  7.13% P:  2.12% R:  3.56% F:  2.66%
-2024-01-07 08:26:00 INFO dev:  loss: 0.2819 - UP: 100.00% UR:  0.56% UF:  1.11% P: 100.00% R:  0.56% F:  1.11%
-2024-01-07 08:26:00 INFO test: loss: nan - UP: 68.75% UR:  0.77% UF:  1.53% P: 56.25% R:  0.63% F:  1.25%
+2024-04-01 09:52:32 INFO Epoch 1 / 5000:
+2024-04-01 09:52:35 INFO lr: 4.9990e-05 - loss: 0.4632 - UP:  5.69% UR:  9.53% UF:  7.13% P:  2.12% R:  3.56% F:  2.66%
+2024-04-01 09:52:35 INFO dev:  loss: 0.2819 - UP: 100.00% UR:  0.56% UF:  1.11% P: 100.00% R:  0.56% F:  1.11%
+2024-04-01 09:52:35 INFO test: loss: nan - UP: 68.75% UR:  0.77% UF:  1.53% P: 56.25% R:  0.63% F:  1.25%
+2024-04-01 09:52:40 INFO 0:00:03.738170s elapsed (saved)
+
+2024-04-01 09:52:40 INFO Epoch 2 / 5000:
+2024-04-01 09:52:43 INFO lr: 4.9980e-05 - loss: 0.6607 - UP: 24.39% UR:  3.05% UF:  5.42% P: 20.88% R:  2.61% F:  4.64%
+2024-04-01 09:52:43 INFO dev:  loss: 0.2080 - UP: 90.91% UR:  4.19% UF:  8.01% P: 87.88% R:  4.05% F:  7.74%
+2024-04-01 09:52:43 INFO test: loss: nan - UP: 86.54% UR:  3.16% UF:  6.11% P: 84.62% R:  3.09% F:  5.97%
+2024-04-01 09:52:50 INFO 0:00:03.054741s elapsed (saved)
+
+2024-04-01 09:52:50 INFO Epoch 3 / 5000:
+2024-04-01 09:52:52 INFO lr: 4.9970e-05 - loss: 0.1290 - UP: 65.09% UR: 19.89% UF: 30.46% P: 56.90% R: 17.38% F: 26.63%
+2024-04-01 09:52:53 INFO dev:  loss: 0.1579 - UP: 66.95% UR: 33.10% UF: 44.30% P: 57.91% R: 28.63% F: 38.32%
+2024-04-01 09:52:53 INFO test: loss: nan - UP: 60.23% UR: 33.54% UF: 43.09% P: 54.42% R: 30.31% F: 38.93%
+2024-04-01 09:53:00 INFO 0:00:03.047867s elapsed (saved)
+
+2024-04-01 09:53:00 INFO Epoch 4 / 5000:
+2024-04-01 09:53:02 INFO lr: 4.9960e-05 - loss: 0.0480 - UP: 68.46% UR: 32.44% UF: 44.02% P: 61.74% R: 29.26% F: 39.70%
+2024-04-01 09:53:02 INFO dev:  loss: 0.1451 - UP: 82.52% UR: 28.35% UF: 42.20% P: 73.58% R: 25.28% F: 37.63%
+2024-04-01 09:53:03 INFO test: loss: nan - UP: 72.16% UR: 28.62% UF: 40.99% P: 68.79% R: 27.29% F: 39.07%
+2024-04-01 09:53:03 INFO 0:00:03.027539s elapsed
+
+2024-04-01 09:53:03 INFO Epoch 5 / 5000:
+2024-04-01 09:53:05 INFO lr: 4.9950e-05 - loss: 0.0103 - UP: 73.66% UR: 37.99% UF: 50.13% P: 66.89% R: 34.50% F: 45.53%
+2024-04-01 09:53:05 INFO dev:  loss: 0.1457 - UP: 84.17% UR: 32.68% UF: 47.08% P: 72.66% R: 28.21% F: 40.64%
+2024-04-01 09:53:06 INFO test: loss: nan - UP: 75.17% UR: 30.66% UF: 43.56% P: 72.41% R: 29.54% F: 41.96%
+2024-04-01 09:53:12 INFO 0:00:03.006598s elapsed (saved)
+
+2024-04-01 09:53:12 INFO Epoch 6 / 5000:
+2024-04-01 09:53:14 INFO lr: 4.9940e-05 - loss: 0.0320 - UP: 74.10% UR: 47.54% UF: 57.92% P: 68.73% R: 44.10% F: 53.72%
+2024-04-01 09:53:15 INFO dev:  loss: 0.1378 - UP: 81.00% UR: 31.56% UF: 45.43% P: 73.12% R: 28.49% F: 41.01%
+2024-04-01 09:53:15 INFO test: loss: nan - UP: 75.39% UR: 34.25% UF: 47.10% P: 72.14% R: 32.77% F: 45.07%
+2024-04-01 09:53:22 INFO 0:00:02.999399s elapsed (saved)
+
+2024-04-01 09:53:22 INFO Epoch 7 / 5000:
+2024-04-01 09:53:24 INFO lr: 4.9930e-05 - loss: 0.1161 - UP: 77.98% UR: 51.69% UF: 62.17% P: 73.44% R: 48.68% F: 58.55%
+2024-04-01 09:53:24 INFO dev:  loss: 0.1415 - UP: 71.54% UR: 38.97% UF: 50.45% P: 65.13% R: 35.47% F: 45.93%
+2024-04-01 09:53:25 INFO test: loss: nan - UP: 71.01% UR: 44.80% UF: 54.94% P: 67.22% R: 42.41% F: 52.01%
+2024-04-01 09:53:31 INFO 0:00:03.102966s elapsed (saved)
+
+2024-04-01 09:53:31 INFO Epoch 8 / 5000:
+2024-04-01 09:53:34 INFO lr: 4.9920e-05 - loss: 0.0991 - UP: 81.00% UR: 58.38% UF: 67.86% P: 77.56% R: 55.90% F: 64.97%
+2024-04-01 09:53:34 INFO dev:  loss: 0.1466 - UP: 67.55% UR: 49.72% UF: 57.28% P: 62.24% R: 45.81% F: 52.78%
+2024-04-01 09:53:34 INFO test: loss: nan - UP: 61.89% UR: 55.63% UF: 58.59% P: 58.61% R: 52.67% F: 55.48%
+2024-04-01 09:53:41 INFO 0:00:03.092359s elapsed (saved)
+
+2024-04-01 09:53:41 INFO Epoch 9 / 5000:
+2024-04-01 09:53:43 INFO lr: 4.9910e-05 - loss: 0.0308 - UP: 82.42% UR: 63.08% UF: 71.47% P: 79.52% R: 60.86% F: 68.95%
+2024-04-01 09:53:44 INFO dev:  loss: 0.1488 - UP: 78.16% UR: 37.99% UF: 51.13% P: 72.13% R: 35.06% F: 47.18%
+2024-04-01 09:53:44 INFO test: loss: nan - UP: 73.97% UR: 41.56% UF: 53.22% P: 71.21% R: 40.01% F: 51.24%
+2024-04-01 09:53:44 INFO 0:00:03.050798s elapsed
+
+2024-04-01 09:53:44 INFO Epoch 10 / 5000:
+2024-04-01 09:53:46 INFO lr: 4.9900e-05 - loss: 0.0367 - UP: 83.67% UR: 63.78% UF: 72.39% P: 80.65% R: 61.48% F: 69.77%
+2024-04-01 09:53:47 INFO dev:  loss: 0.1438 - UP: 63.58% UR: 53.63% UF: 58.18% P: 58.44% R: 49.30% F: 53.48%
+2024-04-01 09:53:47 INFO test: loss: nan - UP: 57.10% UR: 59.92% UF: 58.48% P: 53.89% R: 56.54% F: 55.18%
+2024-04-01 09:53:54 INFO 0:00:03.043204s elapsed (saved)
+
+2024-04-01 09:53:54 INFO Epoch 11 / 5000:
+2024-04-01 09:53:56 INFO lr: 4.9890e-05 - loss: 0.0014 - UP: 85.25% UR: 68.99% UF: 76.26% P: 83.48% R: 67.56% F: 74.68%
+2024-04-01 09:53:56 INFO dev:  loss: 0.1460 - UP: 65.34% UR: 52.65% UF: 58.31% P: 60.14% R: 48.46% F: 53.67%
+2024-04-01 09:53:57 INFO test: loss: nan - UP: 57.72% UR: 59.92% UF: 58.80% P: 54.34% R: 56.40% F: 55.35%
+2024-04-01 09:54:04 INFO 0:00:03.089870s elapsed (saved)
+
+2024-04-01 09:54:04 INFO Epoch 12 / 5000:
+2024-04-01 09:54:06 INFO lr: 4.9880e-05 - loss: 0.0631 - UP: 84.60% UR: 70.90% UF: 77.14% P: 82.43% R: 69.07% F: 75.16%
+2024-04-01 09:54:06 INFO dev:  loss: 0.1429 - UP: 68.62% UR: 55.59% UF: 61.42% P: 63.45% R: 51.40% F: 56.79%
+2024-04-01 09:54:07 INFO test: loss: nan - UP: 62.14% UR: 61.74% UF: 61.94% P: 58.03% R: 57.67% F: 57.85%
+2024-04-01 09:54:13 INFO 0:00:03.100295s elapsed (saved)
+
+2024-04-01 09:54:13 INFO Epoch 13 / 5000:
+2024-04-01 09:54:16 INFO lr: 4.9870e-05 - loss: 0.0148 - UP: 88.28% UR: 75.88% UF: 81.61% P: 86.77% R: 74.58% F: 80.22%
+2024-04-01 09:54:16 INFO dev:  loss: 0.1392 - UP: 79.65% UR: 51.40% UF: 62.48% P: 73.16% R: 47.21% F: 57.39%
+2024-04-01 09:54:16 INFO test: loss: nan - UP: 69.28% UR: 54.08% UF: 60.74% P: 65.50% R: 51.13% F: 57.42%
+2024-04-01 09:54:23 INFO 0:00:02.998274s elapsed (saved)
+
+2024-04-01 09:54:23 INFO Epoch 14 / 5000:
+2024-04-01 09:54:26 INFO lr: 4.9860e-05 - loss: 0.0480 - UP: 89.13% UR: 77.79% UF: 83.08% P: 86.95% R: 75.88% F: 81.04%
+2024-04-01 09:54:26 INFO dev:  loss: 0.1471 - UP: 76.01% UR: 50.00% UF: 60.32% P: 69.85% R: 45.95% F: 55.43%
+2024-04-01 09:54:27 INFO test: loss: nan - UP: 68.15% UR: 54.92% UF: 60.83% P: 64.49% R: 51.97% F: 57.55%
+2024-04-01 09:54:27 INFO 0:00:03.102329s elapsed
+
+2024-04-01 09:54:27 INFO Epoch 15 / 5000:
+2024-04-01 09:54:29 INFO lr: 4.9850e-05 - loss: 0.0476 - UP: 89.00% UR: 79.06% UF: 83.74% P: 87.69% R: 77.90% F: 82.51%
+2024-04-01 09:54:29 INFO dev:  loss: 0.1583 - UP: 74.35% UR: 51.82% UF: 61.07% P: 69.54% R: 48.46% F: 57.12%
+2024-04-01 09:54:30 INFO test: loss: nan - UP: 68.36% UR: 55.77% UF: 61.43% P: 64.91% R: 52.95% F: 58.33%
+2024-04-01 09:54:30 INFO 0:00:03.084792s elapsed
+
+2024-04-01 09:54:30 INFO Epoch 16 / 5000:
+2024-04-01 09:54:32 INFO lr: 4.9840e-05 - loss: 0.0202 - UP: 91.62% UR: 82.31% UF: 86.72% P: 90.54% R: 81.34% F: 85.70%
+2024-04-01 09:54:32 INFO dev:  loss: 0.1558 - UP: 71.79% UR: 54.75% UF: 62.12% P: 65.93% R: 50.28% F: 57.05%
+2024-04-01 09:54:33 INFO test: loss: nan - UP: 64.95% UR: 63.85% UF: 64.40% P: 61.37% R: 60.34% F: 60.85%
+2024-04-01 09:54:33 INFO 0:00:03.088060s elapsed
+
+2024-04-01 09:54:33 INFO Epoch 17 / 5000:
+2024-04-01 09:54:35 INFO lr: 4.9830e-05 - loss: 0.0055 - UP: 92.37% UR: 86.30% UF: 89.23% P: 91.10% R: 85.12% F: 88.01%
+2024-04-01 09:54:35 INFO dev:  loss: 0.1579 - UP: 74.81% UR: 54.33% UF: 62.94% P: 68.85% R: 50.00% F: 57.93%
+2024-04-01 09:54:36 INFO test: loss: nan - UP: 65.35% UR: 61.81% UF: 63.53% P: 61.64% R: 58.30% F: 59.92%
+2024-04-01 09:54:42 INFO 0:00:03.007950s elapsed (saved)
+
+2024-04-01 09:54:42 INFO Epoch 18 / 5000:
+2024-04-01 09:54:45 INFO lr: 4.9820e-05 - loss: 0.0252 - UP: 93.40% UR: 86.96% UF: 90.07% P: 92.48% R: 86.11% F: 89.18%
+2024-04-01 09:54:45 INFO dev:  loss: 0.1504 - UP: 77.11% UR: 58.80% UF: 66.72% P: 70.51% R: 53.77% F: 61.01%
+2024-04-01 09:54:45 INFO test: loss: nan - UP: 65.13% UR: 64.49% UF: 64.81% P: 61.93% R: 61.32% F: 61.63%
+2024-04-01 09:54:52 INFO 0:00:03.025012s elapsed (saved)
+
+2024-04-01 09:54:52 INFO Epoch 19 / 5000:
+2024-04-01 09:54:55 INFO lr: 4.9810e-05 - loss: 0.0101 - UP: 94.60% UR: 89.51% UF: 91.98% P: 93.95% R: 88.89% F: 91.35%
+2024-04-01 09:54:55 INFO dev:  loss: 0.1782 - UP: 77.41% UR: 58.38% UF: 66.56% P: 70.74% R: 53.35% F: 60.83%
+2024-04-01 09:54:55 INFO test: loss: nan - UP: 65.05% UR: 65.96% UF: 65.50% P: 60.75% R: 61.60% F: 61.17%
+2024-04-01 09:54:55 INFO 0:00:03.085785s elapsed
+
+2024-04-01 09:54:55 INFO Epoch 20 / 5000:
+2024-04-01 09:54:58 INFO lr: 4.9800e-05 - loss: 0.0043 - UP: 94.52% UR: 90.80% UF: 92.62% P: 93.69% R: 90.01% F: 91.82%
+2024-04-01 09:54:58 INFO dev:  loss: 0.1790 - UP: 75.72% UR: 55.31% UF: 63.92% P: 69.79% R: 50.98% F: 58.92%
+2024-04-01 09:54:58 INFO test: loss: nan - UP: 69.17% UR: 64.06% UF: 66.52% P: 65.22% R: 60.41% F: 62.72%
+2024-04-01 09:54:58 INFO 0:00:02.984395s elapsed
+
+2024-04-01 09:54:58 INFO Epoch 21 / 5000:
+2024-04-01 09:55:01 INFO lr: 4.9790e-05 - loss: 0.0131 - UP: 94.88% UR: 91.44% UF: 93.13% P: 94.26% R: 90.85% F: 92.52%
+2024-04-01 09:55:01 INFO dev:  loss: 0.1821 - UP: 71.85% UR: 61.31% UF: 66.16% P: 65.63% R: 56.01% F: 60.44%
+2024-04-01 09:55:01 INFO test: loss: nan - UP: 62.32% UR: 68.64% UF: 65.33% P: 58.81% R: 64.77% F: 61.65%
+2024-04-01 09:55:01 INFO 0:00:02.971145s elapsed
+
+2024-04-01 09:55:01 INFO Epoch 22 / 5000:
+2024-04-01 09:55:04 INFO lr: 4.9780e-05 - loss: 0.0083 - UP: 93.96% UR: 91.18% UF: 92.55% P: 93.51% R: 90.74% F: 92.10%
+2024-04-01 09:55:04 INFO dev:  loss: 0.1635 - UP: 76.31% UR: 54.89% UF: 63.85% P: 70.68% R: 50.84% F: 59.14%
+2024-04-01 09:55:04 INFO test: loss: nan - UP: 66.54% UR: 59.70% UF: 62.94% P: 63.01% R: 56.54% F: 59.60%
+2024-04-01 09:55:04 INFO 0:00:03.002369s elapsed
+
+2024-04-01 09:55:04 INFO Epoch 23 / 5000:
+2024-04-01 09:55:07 INFO lr: 4.9770e-05 - loss: 0.0047 - UP: 95.40% UR: 90.98% UF: 93.14% P: 94.66% R: 90.28% F: 92.42%
+2024-04-01 09:55:07 INFO dev:  loss: 0.1784 - UP: 74.12% UR: 52.79% UF: 61.66% P: 67.84% R: 48.32% F: 56.44%
+2024-04-01 09:55:07 INFO test: loss: nan - UP: 69.45% UR: 62.03% UF: 65.53% P: 65.75% R: 58.72% F: 62.04%
+2024-04-01 09:55:07 INFO 0:00:02.998702s elapsed
+
+2024-04-01 09:55:07 INFO Epoch 24 / 5000:
+2024-04-01 09:55:10 INFO lr: 4.9760e-05 - loss: 0.0065 - UP: 95.31% UR: 91.53% UF: 93.38% P: 94.38% R: 90.63% F: 92.46%
+2024-04-01 09:55:10 INFO dev:  loss: 0.1803 - UP: 71.38% UR: 58.52% UF: 64.31% P: 64.57% R: 52.93% F: 58.17%
+2024-04-01 09:55:10 INFO test: loss: nan - UP: 63.64% UR: 66.95% UF: 65.25% P: 60.09% R: 63.22% F: 61.62%
+2024-04-01 09:55:10 INFO 0:00:03.021877s elapsed
+
+2024-04-01 09:55:10 INFO Epoch 25 / 5000:
+2024-04-01 09:55:13 INFO lr: 4.9750e-05 - loss: 0.0144 - UP: 95.26% UR: 92.56% UF: 93.89% P: 94.85% R: 92.16% F: 93.49%
+2024-04-01 09:55:13 INFO dev:  loss: 0.1862 - UP: 72.16% UR: 55.03% UF: 62.44% P: 66.30% R: 50.56% F: 57.37%
+2024-04-01 09:55:13 INFO test: loss: nan - UP: 65.48% UR: 63.64% UF: 64.55% P: 61.29% R: 59.56% F: 60.41%
+2024-04-01 09:55:13 INFO 0:00:02.988636s elapsed
+
+2024-04-01 09:55:13 INFO Epoch 26 / 5000:
+2024-04-01 09:55:16 INFO lr: 4.9740e-05 - loss: 0.0009 - UP: 95.44% UR: 92.36% UF: 93.88% P: 94.56% R: 91.51% F: 93.01%
+2024-04-01 09:55:16 INFO dev:  loss: 0.1818 - UP: 71.87% UR: 54.61% UF: 62.06% P: 65.62% R: 49.86% F: 56.67%
+2024-04-01 09:55:16 INFO test: loss: nan - UP: 64.17% UR: 62.10% UF: 63.12% P: 60.47% R: 58.51% F: 59.47%
+2024-04-01 09:55:16 INFO 0:00:03.003866s elapsed
+
+2024-04-01 09:55:16 INFO Epoch 27 / 5000:
+2024-04-01 09:55:19 INFO lr: 4.9730e-05 - loss: 0.0053 - UP: 95.92% UR: 93.00% UF: 94.44% P: 95.40% R: 92.49% F: 93.93%
+2024-04-01 09:55:19 INFO dev:  loss: 0.1889 - UP: 72.25% UR: 57.82% UF: 64.24% P: 67.19% R: 53.77% F: 59.74%
+2024-04-01 09:55:19 INFO test: loss: nan - UP: 66.40% UR: 63.22% UF: 64.77% P: 63.66% R: 60.62% F: 62.10%
+2024-04-01 09:55:19 INFO 0:00:02.995538s elapsed
+
+2024-04-01 09:55:19 INFO Epoch 28 / 5000:
+2024-04-01 09:55:22 INFO lr: 4.9720e-05 - loss: 0.0128 - UP: 96.30% UR: 94.29% UF: 95.29% P: 95.76% R: 93.77% F: 94.75%
+2024-04-01 09:55:22 INFO dev:  loss: 0.1899 - UP: 73.50% UR: 56.56% UF: 63.93% P: 67.88% R: 52.23% F: 59.04%
+2024-04-01 09:55:22 INFO test: loss: nan - UP: 68.24% UR: 63.01% UF: 65.52% P: 64.97% R: 59.99% F: 62.38%
+2024-04-01 09:55:22 INFO 0:00:02.977975s elapsed
+
+2024-04-01 09:55:22 INFO Epoch 29 / 5000:
+2024-04-01 09:55:25 INFO lr: 4.9710e-05 - loss: 0.0001 - UP: 97.32% UR: 95.65% UF: 96.48% P: 96.96% R: 95.30% F: 96.13%
+2024-04-01 09:55:25 INFO dev:  loss: 0.2105 - UP: 77.42% UR: 53.63% UF: 63.37% P: 70.36% R: 48.74% F: 57.59%
+2024-04-01 09:55:25 INFO test: loss: nan - UP: 71.75% UR: 58.23% UF: 64.29% P: 68.63% R: 55.70% F: 61.49%
+2024-04-01 09:55:25 INFO 0:00:02.995850s elapsed
+
+2024-04-01 09:55:25 INFO Epoch 30 / 5000:
+2024-04-01 09:55:28 INFO lr: 4.9700e-05 - loss: 0.0007 - UP: 96.09% UR: 93.88% UF: 94.97% P: 95.37% R: 93.17% F: 94.26%
+2024-04-01 09:55:28 INFO dev:  loss: 0.2021 - UP: 72.61% UR: 55.17% UF: 62.70% P: 65.99% R: 50.14% F: 56.98%
+2024-04-01 09:55:28 INFO test: loss: nan - UP: 65.18% UR: 63.57% UF: 64.36% P: 61.50% R: 59.99% F: 60.73%
+2024-04-01 09:55:28 INFO 0:00:02.995084s elapsed
+
+2024-04-01 09:55:28 INFO Epoch 31 / 5000:
+2024-04-01 09:55:31 INFO lr: 4.9690e-05 - loss: 0.0069 - UP: 95.94% UR: 94.97% UF: 95.46% P: 95.57% R: 94.60% F: 95.08%
+2024-04-01 09:55:31 INFO dev:  loss: 0.1974 - UP: 76.31% UR: 57.12% UF: 65.34% P: 69.78% R: 52.23% F: 59.74%
+2024-04-01 09:55:31 INFO test: loss: nan - UP: 65.35% UR: 63.01% UF: 64.16% P: 61.85% R: 59.63% F: 60.72%
+2024-04-01 09:55:31 INFO 0:00:03.000813s elapsed
+
+2024-04-01 09:55:31 INFO Epoch 32 / 5000:
+2024-04-01 09:55:34 INFO lr: 4.9680e-05 - loss: 0.0131 - UP: 96.43% UR: 93.79% UF: 95.09% P: 96.16% R: 93.53% F: 94.83%
+2024-04-01 09:55:34 INFO dev:  loss: 0.1962 - UP: 71.75% UR: 57.82% UF: 64.04% P: 64.64% R: 52.09% F: 57.70%
+2024-04-01 09:55:34 INFO test: loss: nan - UP: 64.16% UR: 65.96% UF: 65.05% P: 60.33% R: 62.03% F: 61.17%
+2024-04-01 09:55:34 INFO 0:00:02.994076s elapsed
+
+2024-04-01 09:55:34 INFO Epoch 33 / 5000:
+2024-04-01 09:55:37 INFO lr: 4.9670e-05 - loss: 0.0050 - UP: 96.10% UR: 95.13% UF: 95.61% P: 95.68% R: 94.71% F: 95.19%
+2024-04-01 09:55:37 INFO dev:  loss: 0.2293 - UP: 69.15% UR: 62.29% UF: 65.54% P: 62.02% R: 55.87% F: 58.78%
+2024-04-01 09:55:37 INFO test: loss: nan - UP: 60.18% UR: 68.78% UF: 64.19% P: 56.06% R: 64.06% F: 59.80%
+2024-04-01 09:55:37 INFO 0:00:02.994198s elapsed
+
+2024-04-01 09:55:37 INFO Epoch 34 / 5000:
+2024-04-01 09:55:40 INFO lr: 4.9660e-05 - loss: 0.0044 - UP: 94.74% UR: 94.40% UF: 94.57% P: 94.21% R: 93.88% F: 94.04%
+2024-04-01 09:55:40 INFO dev:  loss: 0.2026 - UP: 80.62% UR: 51.12% UF: 62.56% P: 74.89% R: 47.49% F: 58.12%
+2024-04-01 09:55:40 INFO test: loss: nan - UP: 74.11% UR: 55.77% UF: 63.64% P: 70.37% R: 52.95% F: 60.43%
+2024-04-01 09:55:40 INFO 0:00:03.012641s elapsed
+
+2024-04-01 09:55:40 INFO Epoch 35 / 5000:
+2024-04-01 09:55:43 INFO lr: 4.9650e-05 - loss: 0.0006 - UP: 97.08% UR: 95.54% UF: 96.31% P: 96.72% R: 95.19% F: 95.95%
+2024-04-01 09:55:43 INFO dev:  loss: 0.2111 - UP: 76.32% UR: 52.65% UF: 62.31% P: 71.46% R: 49.30% F: 58.35%
+2024-04-01 09:55:43 INFO test: loss: nan - UP: 70.22% UR: 60.20% UF: 64.82% P: 67.02% R: 57.45% F: 61.87%
+2024-04-01 09:55:43 INFO 0:00:03.021536s elapsed
+
+2024-04-01 09:55:43 INFO Epoch 36 / 5000:
+2024-04-01 09:55:46 INFO lr: 4.9640e-05 - loss: 0.0042 - UP: 97.62% UR: 96.16% UF: 96.88% P: 97.13% R: 95.68% F: 96.40%
+2024-04-01 09:55:46 INFO dev:  loss: 0.2398 - UP: 72.51% UR: 54.89% UF: 62.48% P: 66.79% R: 50.56% F: 57.55%
+2024-04-01 09:55:46 INFO test: loss: nan - UP: 67.65% UR: 63.08% UF: 65.28% P: 64.03% R: 59.70% F: 61.79%
+2024-04-01 09:55:46 INFO 0:00:02.995865s elapsed
+
+2024-04-01 09:55:46 INFO Epoch 37 / 5000:
+2024-04-01 09:55:49 INFO lr: 4.9630e-05 - loss: 0.0001 - UP: 97.73% UR: 97.41% UF: 97.57% P: 97.45% R: 97.12% F: 97.28%
+2024-04-01 09:55:49 INFO dev:  loss: 0.2382 - UP: 76.39% UR: 57.40% UF: 65.55% P: 70.82% R: 53.21% F: 60.77%
+2024-04-01 09:55:49 INFO test: loss: nan - UP: 68.04% UR: 62.73% UF: 65.28% P: 63.92% R: 58.93% F: 61.32%
+2024-04-01 09:55:49 INFO 0:00:02.962239s elapsed
+
+2024-04-01 09:55:49 INFO Epoch 38 / 5000:
+2024-04-01 09:55:52 INFO lr: 4.9620e-05 - loss: 0.0035 - UP: 98.40% UR: 97.41% UF: 97.90% P: 98.12% R: 97.12% F: 97.62%
+2024-04-01 09:55:52 INFO dev:  loss: 0.2418 - UP: 77.86% UR: 56.98% UF: 65.81% P: 72.33% R: 52.93% F: 61.13%
+2024-04-01 09:55:52 INFO test: loss: nan - UP: 68.10% UR: 64.56% UF: 66.28% P: 63.72% R: 60.41% F: 62.02%
+2024-04-01 09:55:59 INFO 0:00:03.009886s elapsed (saved)
+
+2024-04-01 09:55:59 INFO Epoch 39 / 5000:
+2024-04-01 09:56:02 INFO lr: 4.9610e-05 - loss: 0.0000 - UP: 98.65% UR: 97.96% UF: 98.30% P: 98.25% R: 97.56% F: 97.91%
+2024-04-01 09:56:02 INFO dev:  loss: 0.2533 - UP: 74.68% UR: 57.68% UF: 65.09% P: 69.62% R: 53.77% F: 60.68%
+2024-04-01 09:56:02 INFO test: loss: nan - UP: 65.74% UR: 65.05% UF: 65.39% P: 61.41% R: 60.76% F: 61.08%
+2024-04-01 09:56:02 INFO 0:00:03.010764s elapsed
+
+2024-04-01 09:56:02 INFO Epoch 40 / 5000:
+2024-04-01 09:56:05 INFO lr: 4.9600e-05 - loss: 0.0037 - UP: 98.63% UR: 97.63% UF: 98.12% P: 98.47% R: 97.48% F: 97.97%
+2024-04-01 09:56:05 INFO dev:  loss: 0.2458 - UP: 75.94% UR: 56.42% UF: 64.74% P: 71.05% R: 52.79% F: 60.58%
+2024-04-01 09:56:05 INFO test: loss: nan - UP: 66.62% UR: 64.56% UF: 65.57% P: 62.05% R: 60.13% F: 61.07%
+2024-04-01 09:56:05 INFO 0:00:03.003090s elapsed
+
+2024-04-01 09:56:05 INFO Epoch 41 / 5000:
+2024-04-01 09:56:08 INFO lr: 4.9590e-05 - loss: 0.0027 - UP: 98.92% UR: 98.40% UF: 98.66% P: 98.81% R: 98.29% F: 98.55%
+2024-04-01 09:56:08 INFO dev:  loss: 0.2658 - UP: 76.20% UR: 55.45% UF: 64.19% P: 71.40% R: 51.96% F: 60.15%
+2024-04-01 09:56:08 INFO test: loss: nan - UP: 68.12% UR: 64.77% UF: 66.40% P: 65.01% R: 61.81% F: 63.37%
+2024-04-01 09:56:08 INFO 0:00:02.991274s elapsed
+
+2024-04-01 09:56:08 INFO Epoch 42 / 5000:
+2024-04-01 09:56:11 INFO lr: 4.9580e-05 - loss: 0.0020 - UP: 98.89% UR: 97.83% UF: 98.36% P: 98.78% R: 97.72% F: 98.25%
+2024-04-01 09:56:11 INFO dev:  loss: 0.2442 - UP: 78.02% UR: 60.47% UF: 68.14% P: 73.15% R: 56.70% F: 63.89%
+2024-04-01 09:56:11 INFO test: loss: nan - UP: 66.76% UR: 64.98% UF: 65.86% P: 63.37% R: 61.67% F: 62.51%
+2024-04-01 09:56:18 INFO 0:00:03.031846s elapsed (saved)
+
+2024-04-01 09:56:18 INFO Epoch 43 / 5000:
+2024-04-01 09:56:21 INFO lr: 4.9570e-05 - loss: 0.0045 - UP: 98.72% UR: 98.18% UF: 98.45% P: 98.57% R: 98.02% F: 98.29%
+2024-04-01 09:56:21 INFO dev:  loss: 0.2563 - UP: 78.35% UR: 57.12% UF: 66.07% P: 72.99% R: 53.21% F: 61.55%
+2024-04-01 09:56:21 INFO test: loss: nan - UP: 65.52% UR: 64.42% UF: 64.96% P: 61.66% R: 60.62% F: 61.13%
+2024-04-01 09:56:21 INFO 0:00:03.063014s elapsed
+
+2024-04-01 09:56:21 INFO Epoch 44 / 5000:
+2024-04-01 09:56:24 INFO lr: 4.9560e-05 - loss: 0.0033 - UP: 98.25% UR: 97.48% UF: 97.86% P: 97.94% R: 97.17% F: 97.55%
+2024-04-01 09:56:24 INFO dev:  loss: 0.2481 - UP: 76.11% UR: 57.40% UF: 65.45% P: 70.56% R: 53.21% F: 60.67%
+2024-04-01 09:56:24 INFO test: loss: nan - UP: 66.47% UR: 64.42% UF: 65.43% P: 63.13% R: 61.18% F: 62.14%
+2024-04-01 09:56:24 INFO 0:00:02.999563s elapsed
+
+2024-04-01 09:56:24 INFO Epoch 45 / 5000:
+2024-04-01 09:56:27 INFO lr: 4.9550e-05 - loss: 0.0027 - UP: 98.33% UR: 97.94% UF: 98.13% P: 98.08% R: 97.70% F: 97.89%
+2024-04-01 09:56:27 INFO dev:  loss: 0.2583 - UP: 75.35% UR: 59.36% UF: 66.41% P: 69.50% R: 54.75% F: 61.25%
+2024-04-01 09:56:27 INFO test: loss: nan - UP: 65.65% UR: 65.05% UF: 65.35% P: 61.53% R: 60.97% F: 61.25%
+2024-04-01 09:56:27 INFO 0:00:03.006579s elapsed
+
+2024-04-01 09:56:27 INFO Epoch 46 / 5000:
+2024-04-01 09:56:30 INFO lr: 4.9540e-05 - loss: 0.0098 - UP: 98.92% UR: 98.55% UF: 98.74% P: 98.59% R: 98.22% F: 98.41%
+2024-04-01 09:56:30 INFO dev:  loss: 0.2503 - UP: 76.85% UR: 59.36% UF: 66.98% P: 70.71% R: 54.61% F: 61.62%
+2024-04-01 09:56:30 INFO test: loss: nan - UP: 65.27% UR: 64.63% UF: 64.95% P: 62.00% R: 61.39% F: 61.70%
+2024-04-01 09:56:30 INFO 0:00:03.063875s elapsed
+
+2024-04-01 09:56:30 INFO Epoch 47 / 5000:
+2024-04-01 09:56:33 INFO lr: 4.9530e-05 - loss: 0.0000 - UP: 99.07% UR: 98.05% UF: 98.55% P: 98.69% R: 97.67% F: 98.18%
+2024-04-01 09:56:33 INFO dev:  loss: 0.2714 - UP: 74.47% UR: 58.66% UF: 65.62% P: 68.44% R: 53.91% F: 60.31%
+2024-04-01 09:56:33 INFO test: loss: nan - UP: 64.77% UR: 67.37% UF: 66.05% P: 61.39% R: 63.85% F: 62.60%
+2024-04-01 09:56:33 INFO 0:00:03.021962s elapsed
+
+2024-04-01 09:56:33 INFO Epoch 48 / 5000:
+2024-04-01 09:56:36 INFO lr: 4.9520e-05 - loss: 0.0000 - UP: 98.33% UR: 98.20% UF: 98.26% P: 97.67% R: 97.54% F: 97.61%
+2024-04-01 09:56:36 INFO dev:  loss: 0.2586 - UP: 75.82% UR: 55.17% UF: 63.86% P: 69.48% R: 50.56% F: 58.53%
+2024-04-01 09:56:36 INFO test: loss: nan - UP: 67.86% UR: 65.33% UF: 66.57% P: 65.01% R: 62.59% F: 63.78%
+2024-04-01 09:56:36 INFO 0:00:03.073106s elapsed
+
+2024-04-01 09:56:36 INFO Epoch 49 / 5000:
+2024-04-01 09:56:39 INFO lr: 4.9510e-05 - loss: 0.0087 - UP: 97.02% UR: 95.00% UF: 96.00% P: 96.35% R: 94.34% F: 95.33%
+2024-04-01 09:56:39 INFO dev:  loss: 0.2567 - UP: 70.20% UR: 59.22% UF: 64.24% P: 64.07% R: 54.05% F: 58.64%
+2024-04-01 09:56:40 INFO test: loss: nan - UP: 63.82% UR: 67.72% UF: 65.71% P: 60.17% R: 63.85% F: 61.96%
+2024-04-01 09:56:40 INFO 0:00:03.011770s elapsed
+
+2024-04-01 09:56:40 INFO Epoch 50 / 5000:
+2024-04-01 09:56:42 INFO lr: 4.9500e-05 - loss: 0.0214 - UP: 98.09% UR: 95.74% UF: 96.90% P: 97.64% R: 95.30% F: 96.46%
+2024-04-01 09:56:42 INFO dev:  loss: 0.2148 - UP: 72.97% UR: 57.68% UF: 64.43% P: 67.67% R: 53.49% F: 59.75%
+2024-04-01 09:56:43 INFO test: loss: nan - UP: 66.26% UR: 64.35% UF: 65.29% P: 61.91% R: 60.13% F: 61.01%
+2024-04-01 09:56:43 INFO 0:00:02.996114s elapsed
+
+2024-04-01 09:56:43 INFO Epoch 51 / 5000:
+2024-04-01 09:56:45 INFO lr: 4.9490e-05 - loss: 0.0124 - UP: 98.14% UR: 97.45% UF: 97.80% P: 97.88% R: 97.19% F: 97.53%
+2024-04-01 09:56:45 INFO dev:  loss: 0.2513 - UP: 71.57% UR: 61.17% UF: 65.96% P: 66.34% R: 56.70% F: 61.14%
+2024-04-01 09:56:45 INFO test: loss: nan - UP: 60.72% UR: 66.53% UF: 63.49% P: 56.68% R: 62.10% F: 59.26%
+2024-04-01 09:56:45 INFO 0:00:02.986791s elapsed
+
+2024-04-01 09:56:45 INFO Epoch 52 / 5000:
+2024-04-01 09:56:48 INFO lr: 4.9480e-05 - loss: 0.0068 - UP: 98.64% UR: 97.39% UF: 98.01% P: 98.42% R: 97.17% F: 97.79%
+2024-04-01 09:56:48 INFO dev:  loss: 0.2632 - UP: 74.34% UR: 55.45% UF: 63.52% P: 68.16% R: 50.84% F: 58.24%
+2024-04-01 09:56:49 INFO test: loss: nan - UP: 66.96% UR: 64.14% UF: 65.52% P: 63.22% R: 60.55% F: 61.85%
+2024-04-01 09:56:49 INFO 0:00:03.089083s elapsed
+
+2024-04-01 09:56:49 INFO Epoch 53 / 5000:
+2024-04-01 09:56:51 INFO lr: 4.9470e-05 - loss: 0.0052 - UP: 98.01% UR: 97.32% UF: 97.67% P: 97.86% R: 97.17% F: 97.51%
+2024-04-01 09:56:51 INFO dev:  loss: 0.2815 - UP: 74.51% UR: 52.65% UF: 61.70% P: 68.77% R: 48.60% F: 56.96%
+2024-04-01 09:56:52 INFO test: loss: nan - UP: 70.03% UR: 61.46% UF: 65.47% P: 66.99% R: 58.79% F: 62.62%
+2024-04-01 09:56:52 INFO 0:00:03.006802s elapsed
+
+2024-04-01 09:56:52 INFO Epoch 54 / 5000:
+2024-04-01 09:56:54 INFO lr: 4.9460e-05 - loss: 0.0047 - UP: 97.88% UR: 96.33% UF: 97.10% P: 97.44% R: 95.90% F: 96.66%
+2024-04-01 09:56:54 INFO dev:  loss: 0.2719 - UP: 73.95% UR: 54.33% UF: 62.64% P: 68.82% R: 50.56% F: 58.29%
+2024-04-01 09:56:55 INFO test: loss: nan - UP: 69.31% UR: 63.36% UF: 66.20% P: 65.54% R: 59.92% F: 62.60%
+2024-04-01 09:56:55 INFO 0:00:02.975877s elapsed
+
+2024-04-01 09:56:55 INFO Epoch 55 / 5000:
+2024-04-01 09:56:57 INFO lr: 4.9450e-05 - loss: 0.0005 - UP: 97.19% UR: 95.59% UF: 96.38% P: 96.63% R: 95.04% F: 95.83%
+2024-04-01 09:56:57 INFO dev:  loss: 0.2414 - UP: 64.61% UR: 59.92% UF: 62.17% P: 58.73% R: 54.47% F: 56.52%
+2024-04-01 09:56:58 INFO test: loss: nan - UP: 58.75% UR: 70.11% UF: 63.93% P: 53.98% R: 64.42% F: 58.74%
+2024-04-01 09:56:58 INFO 0:00:02.992908s elapsed
+
+2024-04-01 09:56:58 INFO Epoch 56 / 5000:
+2024-04-01 09:57:00 INFO lr: 4.9440e-05 - loss: 0.0092 - UP: 95.12% UR: 94.62% UF: 94.87% P: 94.62% R: 94.12% F: 94.37%
+2024-04-01 09:57:00 INFO dev:  loss: 0.2252 - UP: 71.31% UR: 59.36% UF: 64.79% P: 67.62% R: 56.28% F: 61.43%
+2024-04-01 09:57:01 INFO test: loss: nan - UP: 61.89% UR: 67.72% UF: 64.67% P: 58.10% R: 63.57% F: 60.71%
+2024-04-01 09:57:01 INFO 0:00:02.976680s elapsed
+
+2024-04-01 09:57:01 INFO Epoch 57 / 5000:
+2024-04-01 09:57:03 INFO lr: 4.9430e-05 - loss: 0.0056 - UP: 97.67% UR: 97.72% UF: 97.70% P: 97.50% R: 97.54% F: 97.52%
+2024-04-01 09:57:03 INFO dev:  loss: 0.2524 - UP: 75.97% UR: 57.40% UF: 65.39% P: 71.16% R: 53.77% F: 61.26%
+2024-04-01 09:57:04 INFO test: loss: nan - UP: 67.24% UR: 62.80% UF: 64.95% P: 63.78% R: 59.56% F: 61.60%
+2024-04-01 09:57:04 INFO 0:00:03.041550s elapsed
+
+2024-04-01 09:57:04 INFO Epoch 58 / 5000:
+2024-04-01 09:57:06 INFO lr: 4.9420e-05 - loss: 0.0049 - UP: 98.76% UR: 97.96% UF: 98.36% P: 98.56% R: 97.76% F: 98.16%
+2024-04-01 09:57:06 INFO dev:  loss: 0.2529 - UP: 75.32% UR: 57.12% UF: 64.97% P: 69.98% R: 53.07% F: 60.37%
+2024-04-01 09:57:07 INFO test: loss: nan - UP: 66.10% UR: 62.94% UF: 64.48% P: 62.92% R: 59.92% F: 61.38%
+2024-04-01 09:57:07 INFO 0:00:03.012808s elapsed
+
+2024-04-01 09:57:07 INFO Epoch 59 / 5000:
+2024-04-01 09:57:09 INFO lr: 4.9410e-05 - loss: 0.0059 - UP: 98.81% UR: 98.05% UF: 98.42% P: 98.67% R: 97.91% F: 98.29%
+2024-04-01 09:57:09 INFO dev:  loss: 0.2542 - UP: 73.48% UR: 59.22% UF: 65.58% P: 68.11% R: 54.89% F: 60.79%
+2024-04-01 09:57:10 INFO test: loss: nan - UP: 64.33% UR: 65.19% UF: 64.76% P: 60.65% R: 61.46% F: 61.05%
+2024-04-01 09:57:10 INFO 0:00:03.008266s elapsed
+
+2024-04-01 09:57:10 INFO Epoch 60 / 5000:
+2024-04-01 09:57:12 INFO lr: 4.9400e-05 - loss: 0.0082 - UP: 99.05% UR: 98.13% UF: 98.59% P: 98.78% R: 97.87% F: 98.32%
+2024-04-01 09:57:12 INFO dev:  loss: 0.2542 - UP: 71.84% UR: 55.59% UF: 62.68% P: 66.25% R: 51.26% F: 57.80%
+2024-04-01 09:57:13 INFO test: loss: nan - UP: 67.14% UR: 63.36% UF: 65.20% P: 62.89% R: 59.35% F: 61.07%
+2024-04-01 09:57:13 INFO 0:00:02.989131s elapsed
+
+2024-04-01 09:57:13 INFO Epoch 61 / 5000:
+2024-04-01 09:57:15 INFO lr: 4.9390e-05 - loss: 0.0094 - UP: 97.14% UR: 95.54% UF: 96.34% P: 96.65% R: 95.06% F: 95.85%
+2024-04-01 09:57:15 INFO dev:  loss: 0.1985 - UP: 74.25% UR: 55.59% UF: 63.58% P: 69.40% R: 51.96% F: 59.42%
+2024-04-01 09:57:16 INFO test: loss: nan - UP: 69.67% UR: 61.53% UF: 65.35% P: 65.92% R: 58.23% F: 61.84%
+2024-04-01 09:57:16 INFO 0:00:03.013471s elapsed
+
+2024-04-01 09:57:16 INFO Epoch 62 / 5000:
+2024-04-01 09:57:18 INFO lr: 4.9380e-05 - loss: 0.0056 - UP: 98.27% UR: 97.41% UF: 97.84% P: 98.05% R: 97.19% F: 97.62%
+2024-04-01 09:57:18 INFO dev:  loss: 0.2473 - UP: 74.32% UR: 53.35% UF: 62.11% P: 68.87% R: 49.44% F: 57.56%
+2024-04-01 09:57:19 INFO test: loss: nan - UP: 71.04% UR: 60.55% UF: 65.38% P: 67.33% R: 57.38% F: 61.96%
+2024-04-01 09:57:19 INFO 0:00:02.992350s elapsed
+
+2024-04-01 09:57:19 INFO Epoch 63 / 5000:
+2024-04-01 09:57:21 INFO lr: 4.9370e-05 - loss: 0.0170 - UP: 98.48% UR: 97.81% UF: 98.14% P: 98.01% R: 97.34% F: 97.68%
+2024-04-01 09:57:21 INFO dev:  loss: 0.2378 - UP: 73.87% UR: 56.84% UF: 64.25% P: 66.42% R: 51.12% F: 57.77%
+2024-04-01 09:57:22 INFO test: loss: nan - UP: 68.70% UR: 64.06% UF: 66.30% P: 63.88% R: 59.56% F: 61.64%
+2024-04-01 09:57:22 INFO 0:00:03.012904s elapsed
+
+2024-04-01 09:57:22 INFO Epoch 64 / 5000:
+2024-04-01 09:57:24 INFO lr: 4.9360e-05 - loss: 0.0002 - UP: 98.44% UR: 96.73% UF: 97.58% P: 98.15% R: 96.44% F: 97.29%
+2024-04-01 09:57:24 INFO dev:  loss: 0.2239 - UP: 74.64% UR: 57.54% UF: 64.98% P: 68.48% R: 52.79% F: 59.62%
+2024-04-01 09:57:25 INFO test: loss: nan - UP: 66.45% UR: 65.33% UF: 65.89% P: 62.59% R: 61.53% F: 62.06%
+2024-04-01 09:57:25 INFO 0:00:03.019516s elapsed
+
+2024-04-01 09:57:25 INFO Epoch 65 / 5000:
+2024-04-01 09:57:27 INFO lr: 4.9350e-05 - loss: 0.0033 - UP: 98.61% UR: 98.22% UF: 98.42% P: 98.41% R: 98.02% F: 98.22%
+2024-04-01 09:57:27 INFO dev:  loss: 0.2447 - UP: 73.37% UR: 55.03% UF: 62.89% P: 69.09% R: 51.82% F: 59.22%
+2024-04-01 09:57:28 INFO test: loss: nan - UP: 68.26% UR: 64.42% UF: 66.28% P: 65.13% R: 61.46% F: 63.24%
+2024-04-01 09:57:28 INFO 0:00:03.000965s elapsed
+
+2024-04-01 09:57:28 INFO Epoch 66 / 5000:
+2024-04-01 09:57:30 INFO lr: 4.9340e-05 - loss: 0.0050 - UP: 98.91% UR: 98.02% UF: 98.47% P: 98.78% R: 97.89% F: 98.34%
+2024-04-01 09:57:30 INFO dev:  loss: 0.2545 - UP: 78.41% UR: 53.77% UF: 63.79% P: 74.34% R: 50.98% F: 60.48%
+2024-04-01 09:57:31 INFO test: loss: nan - UP: 70.53% UR: 61.60% UF: 65.77% P: 66.99% R: 58.51% F: 62.46%
+2024-04-01 09:57:31 INFO 0:00:03.034940s elapsed
+
+2024-04-01 09:57:31 INFO Epoch 67 / 5000:
+2024-04-01 09:57:33 INFO lr: 4.9330e-05 - loss: 0.0012 - UP: 99.04% UR: 97.54% UF: 98.29% P: 98.97% R: 97.48% F: 98.22%
+2024-04-01 09:57:33 INFO dev:  loss: 0.2542 - UP: 71.70% UR: 56.98% UF: 63.50% P: 67.31% R: 53.49% F: 59.61%
+2024-04-01 09:57:34 INFO test: loss: nan - UP: 64.82% UR: 67.37% UF: 66.07% P: 61.91% R: 64.35% F: 63.10%
+2024-04-01 09:57:34 INFO 0:00:03.021531s elapsed
+
+2024-04-01 09:57:34 INFO Epoch 68 / 5000:
+2024-04-01 09:57:36 INFO lr: 4.9320e-05 - loss: 0.0002 - UP: 98.68% UR: 98.66% UF: 98.67% P: 98.51% R: 98.49% F: 98.50%
+2024-04-01 09:57:36 INFO dev:  loss: 0.2653 - UP: 76.18% UR: 56.28% UF: 64.74% P: 70.70% R: 52.23% F: 60.08%
+2024-04-01 09:57:37 INFO test: loss: nan - UP: 67.69% UR: 64.98% UF: 66.31% P: 64.18% R: 61.60% F: 62.86%
+2024-04-01 09:57:37 INFO 0:00:02.984534s elapsed
+
+2024-04-01 09:57:37 INFO Epoch 69 / 5000:
+2024-04-01 09:57:39 INFO lr: 4.9310e-05 - loss: 0.0002 - UP: 99.12% UR: 98.68% UF: 98.90% P: 98.99% R: 98.55% F: 98.77%
+2024-04-01 09:57:39 INFO dev:  loss: 0.2770 - UP: 73.39% UR: 55.87% UF: 63.44% P: 69.72% R: 53.07% F: 60.27%
+2024-04-01 09:57:40 INFO test: loss: nan - UP: 67.93% UR: 66.74% UF: 67.33% P: 64.35% R: 63.22% F: 63.78%
+2024-04-01 09:57:40 INFO 0:00:03.025680s elapsed
+
+2024-04-01 09:57:40 INFO Epoch 70 / 5000:
+2024-04-01 09:57:42 INFO lr: 4.9300e-05 - loss: 0.0113 - UP: 99.06% UR: 99.03% UF: 99.05% P: 98.84% R: 98.81% F: 98.83%
+2024-04-01 09:57:42 INFO dev:  loss: 0.2966 - UP: 73.26% UR: 52.79% UF: 61.36% P: 68.22% R: 49.16% F: 57.14%
+2024-04-01 09:57:43 INFO test: loss: nan - UP: 67.32% UR: 62.59% UF: 64.87% P: 63.69% R: 59.21% F: 61.37%
+2024-04-01 09:57:43 INFO 0:00:03.006836s elapsed
+
+2024-04-01 09:57:43 INFO Epoch 71 / 5000:
+2024-04-01 09:57:45 INFO lr: 4.9290e-05 - loss: 0.0000 - UP: 98.52% UR: 98.13% UF: 98.33% P: 98.17% R: 97.78% F: 97.98%
+2024-04-01 09:57:45 INFO dev:  loss: 0.2415 - UP: 75.35% UR: 52.93% UF: 62.18% P: 70.18% R: 49.30% F: 57.92%
+2024-04-01 09:57:46 INFO test: loss: nan - UP: 70.63% UR: 62.73% UF: 66.44% P: 67.62% R: 60.06% F: 63.61%
+2024-04-01 09:57:46 INFO 0:00:02.997344s elapsed
+
+2024-04-01 09:57:46 INFO Epoch 72 / 5000:
+2024-04-01 09:57:48 INFO lr: 4.9280e-05 - loss: 0.0001 - UP: 98.21% UR: 97.37% UF: 97.78% P: 97.90% R: 97.06% F: 97.48%
+2024-04-01 09:57:48 INFO dev:  loss: 0.2301 - UP: 73.25% UR: 58.52% UF: 65.06% P: 67.66% R: 54.05% F: 60.09%
+2024-04-01 09:57:49 INFO test: loss: nan - UP: 66.01% UR: 65.68% UF: 65.84% P: 62.19% R: 61.88% F: 62.04%
+2024-04-01 09:57:49 INFO 0:00:03.018088s elapsed
+
+2024-04-01 09:57:56 INFO Epoch 42 saved
+2024-04-01 09:57:56 INFO dev:  UP: 78.02% UR: 60.47% UF: 68.14% P: 73.15% R: 56.70% F: 63.89%
+2024-04-01 09:57:56 INFO test: UP: 66.76% UR: 64.98% UF: 65.86% P: 63.37% R: 61.67% F: 62.51%
+2024-04-01 09:57:56 INFO 0:03:38.153711s elapsed, 0:00:03.029913s/epoch

models/multibooked_eu/sdp_bySentiment_asc/80/model_vi_multibooked_eu_xlm_9

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a27d5f4491da395be4eb26b9b20cf65c0403212df6305762ac64487ad6193b02
+size 1177848113

models/multibooked_eu/sdp_bySentiment_asc/80/model_vi_multibooked_eu_xlm_9.train.log

@@ -0,0 +1,505 @@
+2024-04-01 09:57:59 INFO 
+---------------------+-------------------------------
+Param                |             Value             
+---------------------+-------------------------------
+lr                   |             5e-05             
+mu                   |              0.9              
+nu                   |             0.999             
+eps                  |             1e-06             
+weight_decay         |              0.0              
+lr_rate              |               1               
+patience             |               30              
+update-steps         |               1               
+warmup               |              0.0              
+batch_size           |              3000             
+update_steps         |               1               
+mode                 |             train             
+path                 | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_bySentiment_asc/80/model_vi_multibooked_eu_xlm_9
+device               |               0               
+seed                 |               1               
+threads              |               16              
+local_rank           |               -1              
+feat                 |              None             
+build                |              True             
+checkpoint           |             False             
+encoder              |              bert             
+max_len              |              None             
+buckets              |               32              
+train                | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_bySentiment_asc/80/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_bySentiment_asc/80/dev.conllu
+test                 | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/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             
+---------------------+-------------------------------
+
+2024-04-01 09:57:59 INFO Building the fields
+2024-04-01 09:58:00 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-04-01 09:58:00 INFO Building the model
+2024-04-01 09:58:03 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)
+)
+
+2024-04-01 09:58:03 INFO Loading the data
+2024-04-01 09:58:03 INFO 
+train: Dataset(n_sentences=849, n_batches=32, n_buckets=32)
+dev:   Dataset(n_sentences=119, n_batches=28, n_buckets=28)
+test:  Dataset(n_sentences=305, n_batches=32, n_buckets=32)
+
+2024-04-01 09:58:03 INFO Epoch 1 / 5000:
+2024-04-01 09:58:06 INFO lr: 4.9990e-05 - loss: 0.4632 - UP:  5.69% UR:  9.53% UF:  7.13% P:  2.12% R:  3.56% F:  2.66%
+2024-04-01 09:58:07 INFO dev:  loss: 0.2819 - UP: 100.00% UR:  0.56% UF:  1.11% P: 100.00% R:  0.56% F:  1.11%
+2024-04-01 09:58:07 INFO test: loss: nan - UP: 68.75% UR:  0.77% UF:  1.53% P: 56.25% R:  0.63% F:  1.25%
+2024-04-01 09:58:12 INFO 0:00:03.620476s elapsed (saved)
+
+2024-04-01 09:58:12 INFO Epoch 2 / 5000:
+2024-04-01 09:58:14 INFO lr: 4.9980e-05 - loss: 0.6607 - UP: 24.39% UR:  3.05% UF:  5.42% P: 20.88% R:  2.61% F:  4.64%
+2024-04-01 09:58:14 INFO dev:  loss: 0.2080 - UP: 90.91% UR:  4.19% UF:  8.01% P: 87.88% R:  4.05% F:  7.74%
+2024-04-01 09:58:15 INFO test: loss: nan - UP: 86.54% UR:  3.16% UF:  6.11% P: 84.62% R:  3.09% F:  5.97%
+2024-04-01 09:58:22 INFO 0:00:03.063570s elapsed (saved)
+
+2024-04-01 09:58:22 INFO Epoch 3 / 5000:
+2024-04-01 09:58:24 INFO lr: 4.9970e-05 - loss: 0.1290 - UP: 65.09% UR: 19.89% UF: 30.46% P: 56.90% R: 17.38% F: 26.63%
+2024-04-01 09:58:24 INFO dev:  loss: 0.1579 - UP: 66.95% UR: 33.10% UF: 44.30% P: 57.91% R: 28.63% F: 38.32%
+2024-04-01 09:58:25 INFO test: loss: nan - UP: 60.23% UR: 33.54% UF: 43.09% P: 54.42% R: 30.31% F: 38.93%
+2024-04-01 09:58:31 INFO 0:00:03.093296s elapsed (saved)
+
+2024-04-01 09:58:31 INFO Epoch 4 / 5000:
+2024-04-01 09:58:34 INFO lr: 4.9960e-05 - loss: 0.0480 - UP: 68.46% UR: 32.44% UF: 44.02% P: 61.74% R: 29.26% F: 39.70%
+2024-04-01 09:58:34 INFO dev:  loss: 0.1451 - UP: 82.52% UR: 28.35% UF: 42.20% P: 73.58% R: 25.28% F: 37.63%
+2024-04-01 09:58:34 INFO test: loss: nan - UP: 72.16% UR: 28.62% UF: 40.99% P: 68.79% R: 27.29% F: 39.07%
+2024-04-01 09:58:34 INFO 0:00:03.124824s elapsed
+
+2024-04-01 09:58:34 INFO Epoch 5 / 5000:
+2024-04-01 09:58:37 INFO lr: 4.9950e-05 - loss: 0.0103 - UP: 73.66% UR: 37.99% UF: 50.13% P: 66.89% R: 34.50% F: 45.53%
+2024-04-01 09:58:37 INFO dev:  loss: 0.1457 - UP: 84.17% UR: 32.68% UF: 47.08% P: 72.66% R: 28.21% F: 40.64%
+2024-04-01 09:58:37 INFO test: loss: nan - UP: 75.17% UR: 30.66% UF: 43.56% P: 72.41% R: 29.54% F: 41.96%
+2024-04-01 09:58:44 INFO 0:00:03.092938s elapsed (saved)
+
+2024-04-01 09:58:44 INFO Epoch 6 / 5000:
+2024-04-01 09:58:46 INFO lr: 4.9940e-05 - loss: 0.0320 - UP: 74.10% UR: 47.54% UF: 57.92% P: 68.73% R: 44.10% F: 53.72%
+2024-04-01 09:58:47 INFO dev:  loss: 0.1378 - UP: 81.00% UR: 31.56% UF: 45.43% P: 73.12% R: 28.49% F: 41.01%
+2024-04-01 09:58:47 INFO test: loss: nan - UP: 75.39% UR: 34.25% UF: 47.10% P: 72.14% R: 32.77% F: 45.07%
+2024-04-01 09:58:54 INFO 0:00:03.031602s elapsed (saved)
+
+2024-04-01 09:58:54 INFO Epoch 7 / 5000:
+2024-04-01 09:58:56 INFO lr: 4.9930e-05 - loss: 0.1161 - UP: 77.98% UR: 51.69% UF: 62.17% P: 73.44% R: 48.68% F: 58.55%
+2024-04-01 09:58:56 INFO dev:  loss: 0.1415 - UP: 71.54% UR: 38.97% UF: 50.45% P: 65.13% R: 35.47% F: 45.93%
+2024-04-01 09:58:57 INFO test: loss: nan - UP: 71.01% UR: 44.80% UF: 54.94% P: 67.22% R: 42.41% F: 52.01%
+2024-04-01 09:59:03 INFO 0:00:03.027754s elapsed (saved)
+
+2024-04-01 09:59:03 INFO Epoch 8 / 5000:
+2024-04-01 09:59:06 INFO lr: 4.9920e-05 - loss: 0.0991 - UP: 81.00% UR: 58.38% UF: 67.86% P: 77.56% R: 55.90% F: 64.97%
+2024-04-01 09:59:06 INFO dev:  loss: 0.1466 - UP: 67.55% UR: 49.72% UF: 57.28% P: 62.24% R: 45.81% F: 52.78%
+2024-04-01 09:59:07 INFO test: loss: nan - UP: 61.89% UR: 55.63% UF: 58.59% P: 58.61% R: 52.67% F: 55.48%
+2024-04-01 09:59:13 INFO 0:00:03.096634s elapsed (saved)
+
+2024-04-01 09:59:13 INFO Epoch 9 / 5000:
+2024-04-01 09:59:16 INFO lr: 4.9910e-05 - loss: 0.0308 - UP: 82.42% UR: 63.08% UF: 71.47% P: 79.52% R: 60.86% F: 68.95%
+2024-04-01 09:59:16 INFO dev:  loss: 0.1488 - UP: 78.16% UR: 37.99% UF: 51.13% P: 72.13% R: 35.06% F: 47.18%
+2024-04-01 09:59:16 INFO test: loss: nan - UP: 73.97% UR: 41.56% UF: 53.22% P: 71.21% R: 40.01% F: 51.24%
+2024-04-01 09:59:16 INFO 0:00:03.084232s elapsed
+
+2024-04-01 09:59:16 INFO Epoch 10 / 5000:
+2024-04-01 09:59:19 INFO lr: 4.9900e-05 - loss: 0.0367 - UP: 83.67% UR: 63.78% UF: 72.39% P: 80.65% R: 61.48% F: 69.77%
+2024-04-01 09:59:19 INFO dev:  loss: 0.1438 - UP: 63.58% UR: 53.63% UF: 58.18% P: 58.44% R: 49.30% F: 53.48%
+2024-04-01 09:59:19 INFO test: loss: nan - UP: 57.10% UR: 59.92% UF: 58.48% P: 53.89% R: 56.54% F: 55.18%
+2024-04-01 09:59:26 INFO 0:00:03.095263s elapsed (saved)
+
+2024-04-01 09:59:26 INFO Epoch 11 / 5000:
+2024-04-01 09:59:28 INFO lr: 4.9890e-05 - loss: 0.0014 - UP: 85.25% UR: 68.99% UF: 76.26% P: 83.48% R: 67.56% F: 74.68%
+2024-04-01 09:59:29 INFO dev:  loss: 0.1460 - UP: 65.34% UR: 52.65% UF: 58.31% P: 60.14% R: 48.46% F: 53.67%
+2024-04-01 09:59:29 INFO test: loss: nan - UP: 57.72% UR: 59.92% UF: 58.80% P: 54.34% R: 56.40% F: 55.35%
+2024-04-01 09:59:36 INFO 0:00:03.089550s elapsed (saved)
+
+2024-04-01 09:59:36 INFO Epoch 12 / 5000:
+2024-04-01 09:59:38 INFO lr: 4.9880e-05 - loss: 0.0631 - UP: 84.60% UR: 70.90% UF: 77.14% P: 82.43% R: 69.07% F: 75.16%
+2024-04-01 09:59:38 INFO dev:  loss: 0.1429 - UP: 68.62% UR: 55.59% UF: 61.42% P: 63.45% R: 51.40% F: 56.79%
+2024-04-01 09:59:39 INFO test: loss: nan - UP: 62.14% UR: 61.74% UF: 61.94% P: 58.03% R: 57.67% F: 57.85%
+2024-04-01 09:59:45 INFO 0:00:03.077844s elapsed (saved)
+
+2024-04-01 09:59:45 INFO Epoch 13 / 5000:
+2024-04-01 09:59:48 INFO lr: 4.9870e-05 - loss: 0.0148 - UP: 88.28% UR: 75.88% UF: 81.61% P: 86.77% R: 74.58% F: 80.22%
+2024-04-01 09:59:48 INFO dev:  loss: 0.1392 - UP: 79.65% UR: 51.40% UF: 62.48% P: 73.16% R: 47.21% F: 57.39%
+2024-04-01 09:59:48 INFO test: loss: nan - UP: 69.28% UR: 54.08% UF: 60.74% P: 65.50% R: 51.13% F: 57.42%
+2024-04-01 09:59:54 INFO 0:00:03.077822s elapsed (saved)
+
+2024-04-01 09:59:54 INFO Epoch 14 / 5000:
+2024-04-01 09:59:56 INFO lr: 4.9860e-05 - loss: 0.0480 - UP: 89.13% UR: 77.79% UF: 83.08% P: 86.95% R: 75.88% F: 81.04%
+2024-04-01 09:59:57 INFO dev:  loss: 0.1471 - UP: 76.01% UR: 50.00% UF: 60.32% P: 69.85% R: 45.95% F: 55.43%
+2024-04-01 09:59:57 INFO test: loss: nan - UP: 68.15% UR: 54.92% UF: 60.83% P: 64.49% R: 51.97% F: 57.55%
+2024-04-01 09:59:57 INFO 0:00:03.101932s elapsed
+
+2024-04-01 09:59:57 INFO Epoch 15 / 5000:
+2024-04-01 09:59:59 INFO lr: 4.9850e-05 - loss: 0.0476 - UP: 89.00% UR: 79.06% UF: 83.74% P: 87.69% R: 77.90% F: 82.51%
+2024-04-01 10:00:00 INFO dev:  loss: 0.1583 - UP: 74.35% UR: 51.82% UF: 61.07% P: 69.54% R: 48.46% F: 57.12%
+2024-04-01 10:00:00 INFO test: loss: nan - UP: 68.36% UR: 55.77% UF: 61.43% P: 64.91% R: 52.95% F: 58.33%
+2024-04-01 10:00:00 INFO 0:00:03.091197s elapsed
+
+2024-04-01 10:00:00 INFO Epoch 16 / 5000:
+2024-04-01 10:00:03 INFO lr: 4.9840e-05 - loss: 0.0202 - UP: 91.62% UR: 82.31% UF: 86.72% P: 90.54% R: 81.34% F: 85.70%
+2024-04-01 10:00:03 INFO dev:  loss: 0.1558 - UP: 71.79% UR: 54.75% UF: 62.12% P: 65.93% R: 50.28% F: 57.05%
+2024-04-01 10:00:03 INFO test: loss: nan - UP: 64.95% UR: 63.85% UF: 64.40% P: 61.37% R: 60.34% F: 60.85%
+2024-04-01 10:00:03 INFO 0:00:03.050887s elapsed
+
+2024-04-01 10:00:03 INFO Epoch 17 / 5000:
+2024-04-01 10:00:06 INFO lr: 4.9830e-05 - loss: 0.0055 - UP: 92.37% UR: 86.30% UF: 89.23% P: 91.10% R: 85.12% F: 88.01%
+2024-04-01 10:00:06 INFO dev:  loss: 0.1579 - UP: 74.81% UR: 54.33% UF: 62.94% P: 68.85% R: 50.00% F: 57.93%
+2024-04-01 10:00:06 INFO test: loss: nan - UP: 65.35% UR: 61.81% UF: 63.53% P: 61.64% R: 58.30% F: 59.92%
+2024-04-01 10:00:13 INFO 0:00:03.033455s elapsed (saved)
+
+2024-04-01 10:00:13 INFO Epoch 18 / 5000:
+2024-04-01 10:00:15 INFO lr: 4.9820e-05 - loss: 0.0252 - UP: 93.40% UR: 86.96% UF: 90.07% P: 92.48% R: 86.11% F: 89.18%
+2024-04-01 10:00:16 INFO dev:  loss: 0.1504 - UP: 77.11% UR: 58.80% UF: 66.72% P: 70.51% R: 53.77% F: 61.01%
+2024-04-01 10:00:16 INFO test: loss: nan - UP: 65.13% UR: 64.49% UF: 64.81% P: 61.93% R: 61.32% F: 61.63%
+2024-04-01 10:00:23 INFO 0:00:03.103109s elapsed (saved)
+
+2024-04-01 10:00:23 INFO Epoch 19 / 5000:
+2024-04-01 10:00:25 INFO lr: 4.9810e-05 - loss: 0.0101 - UP: 94.60% UR: 89.51% UF: 91.98% P: 93.95% R: 88.89% F: 91.35%
+2024-04-01 10:00:25 INFO dev:  loss: 0.1782 - UP: 77.41% UR: 58.38% UF: 66.56% P: 70.74% R: 53.35% F: 60.83%
+2024-04-01 10:00:26 INFO test: loss: nan - UP: 65.05% UR: 65.96% UF: 65.50% P: 60.75% R: 61.60% F: 61.17%
+2024-04-01 10:00:26 INFO 0:00:03.097592s elapsed
+
+2024-04-01 10:00:26 INFO Epoch 20 / 5000:
+2024-04-01 10:00:28 INFO lr: 4.9800e-05 - loss: 0.0043 - UP: 94.52% UR: 90.80% UF: 92.62% P: 93.69% R: 90.01% F: 91.82%
+2024-04-01 10:00:28 INFO dev:  loss: 0.1790 - UP: 75.72% UR: 55.31% UF: 63.92% P: 69.79% R: 50.98% F: 58.92%
+2024-04-01 10:00:29 INFO test: loss: nan - UP: 69.17% UR: 64.06% UF: 66.52% P: 65.22% R: 60.41% F: 62.72%
+2024-04-01 10:00:29 INFO 0:00:03.082006s elapsed
+
+2024-04-01 10:00:29 INFO Epoch 21 / 5000:
+2024-04-01 10:00:31 INFO lr: 4.9790e-05 - loss: 0.0131 - UP: 94.88% UR: 91.44% UF: 93.13% P: 94.26% R: 90.85% F: 92.52%
+2024-04-01 10:00:31 INFO dev:  loss: 0.1821 - UP: 71.85% UR: 61.31% UF: 66.16% P: 65.63% R: 56.01% F: 60.44%
+2024-04-01 10:00:32 INFO test: loss: nan - UP: 62.32% UR: 68.64% UF: 65.33% P: 58.81% R: 64.77% F: 61.65%
+2024-04-01 10:00:32 INFO 0:00:03.019354s elapsed
+
+2024-04-01 10:00:32 INFO Epoch 22 / 5000:
+2024-04-01 10:00:34 INFO lr: 4.9780e-05 - loss: 0.0083 - UP: 93.96% UR: 91.18% UF: 92.55% P: 93.51% R: 90.74% F: 92.10%
+2024-04-01 10:00:34 INFO dev:  loss: 0.1635 - UP: 76.31% UR: 54.89% UF: 63.85% P: 70.68% R: 50.84% F: 59.14%
+2024-04-01 10:00:35 INFO test: loss: nan - UP: 66.54% UR: 59.70% UF: 62.94% P: 63.01% R: 56.54% F: 59.60%
+2024-04-01 10:00:35 INFO 0:00:03.018026s elapsed
+
+2024-04-01 10:00:35 INFO Epoch 23 / 5000:
+2024-04-01 10:00:37 INFO lr: 4.9770e-05 - loss: 0.0047 - UP: 95.40% UR: 90.98% UF: 93.14% P: 94.66% R: 90.28% F: 92.42%
+2024-04-01 10:00:38 INFO dev:  loss: 0.1784 - UP: 74.12% UR: 52.79% UF: 61.66% P: 67.84% R: 48.32% F: 56.44%
+2024-04-01 10:00:38 INFO test: loss: nan - UP: 69.45% UR: 62.03% UF: 65.53% P: 65.75% R: 58.72% F: 62.04%
+2024-04-01 10:00:38 INFO 0:00:03.051039s elapsed
+
+2024-04-01 10:00:38 INFO Epoch 24 / 5000:
+2024-04-01 10:00:40 INFO lr: 4.9760e-05 - loss: 0.0065 - UP: 95.31% UR: 91.53% UF: 93.38% P: 94.38% R: 90.63% F: 92.46%
+2024-04-01 10:00:41 INFO dev:  loss: 0.1803 - UP: 71.38% UR: 58.52% UF: 64.31% P: 64.57% R: 52.93% F: 58.17%
+2024-04-01 10:00:41 INFO test: loss: nan - UP: 63.64% UR: 66.95% UF: 65.25% P: 60.09% R: 63.22% F: 61.62%
+2024-04-01 10:00:41 INFO 0:00:03.072046s elapsed
+
+2024-04-01 10:00:41 INFO Epoch 25 / 5000:
+2024-04-01 10:00:43 INFO lr: 4.9750e-05 - loss: 0.0144 - UP: 95.26% UR: 92.56% UF: 93.89% P: 94.85% R: 92.16% F: 93.49%
+2024-04-01 10:00:44 INFO dev:  loss: 0.1862 - UP: 72.16% UR: 55.03% UF: 62.44% P: 66.30% R: 50.56% F: 57.37%
+2024-04-01 10:00:44 INFO test: loss: nan - UP: 65.48% UR: 63.64% UF: 64.55% P: 61.29% R: 59.56% F: 60.41%
+2024-04-01 10:00:44 INFO 0:00:03.063224s elapsed
+
+2024-04-01 10:00:44 INFO Epoch 26 / 5000:
+2024-04-01 10:00:46 INFO lr: 4.9740e-05 - loss: 0.0009 - UP: 95.44% UR: 92.36% UF: 93.88% P: 94.56% R: 91.51% F: 93.01%
+2024-04-01 10:00:47 INFO dev:  loss: 0.1818 - UP: 71.87% UR: 54.61% UF: 62.06% P: 65.62% R: 49.86% F: 56.67%
+2024-04-01 10:00:47 INFO test: loss: nan - UP: 64.17% UR: 62.10% UF: 63.12% P: 60.47% R: 58.51% F: 59.47%
+2024-04-01 10:00:47 INFO 0:00:03.049379s elapsed
+
+2024-04-01 10:00:47 INFO Epoch 27 / 5000:
+2024-04-01 10:00:50 INFO lr: 4.9730e-05 - loss: 0.0053 - UP: 95.92% UR: 93.00% UF: 94.44% P: 95.40% R: 92.49% F: 93.93%
+2024-04-01 10:00:50 INFO dev:  loss: 0.1889 - UP: 72.25% UR: 57.82% UF: 64.24% P: 67.19% R: 53.77% F: 59.74%
+2024-04-01 10:00:50 INFO test: loss: nan - UP: 66.40% UR: 63.22% UF: 64.77% P: 63.66% R: 60.62% F: 62.10%
+2024-04-01 10:00:50 INFO 0:00:03.059260s elapsed
+
+2024-04-01 10:00:50 INFO Epoch 28 / 5000:
+2024-04-01 10:00:53 INFO lr: 4.9720e-05 - loss: 0.0128 - UP: 96.30% UR: 94.29% UF: 95.29% P: 95.76% R: 93.77% F: 94.75%
+2024-04-01 10:00:53 INFO dev:  loss: 0.1899 - UP: 73.50% UR: 56.56% UF: 63.93% P: 67.88% R: 52.23% F: 59.04%
+2024-04-01 10:00:53 INFO test: loss: nan - UP: 68.24% UR: 63.01% UF: 65.52% P: 64.97% R: 59.99% F: 62.38%
+2024-04-01 10:00:53 INFO 0:00:03.061644s elapsed
+
+2024-04-01 10:00:53 INFO Epoch 29 / 5000:
+2024-04-01 10:00:56 INFO lr: 4.9710e-05 - loss: 0.0001 - UP: 97.32% UR: 95.65% UF: 96.48% P: 96.96% R: 95.30% F: 96.13%
+2024-04-01 10:00:56 INFO dev:  loss: 0.2105 - UP: 77.42% UR: 53.63% UF: 63.37% P: 70.36% R: 48.74% F: 57.59%
+2024-04-01 10:00:56 INFO test: loss: nan - UP: 71.75% UR: 58.23% UF: 64.29% P: 68.63% R: 55.70% F: 61.49%
+2024-04-01 10:00:56 INFO 0:00:03.060875s elapsed
+
+2024-04-01 10:00:56 INFO Epoch 30 / 5000:
+2024-04-01 10:00:59 INFO lr: 4.9700e-05 - loss: 0.0007 - UP: 96.09% UR: 93.88% UF: 94.97% P: 95.37% R: 93.17% F: 94.26%
+2024-04-01 10:00:59 INFO dev:  loss: 0.2021 - UP: 72.61% UR: 55.17% UF: 62.70% P: 65.99% R: 50.14% F: 56.98%
+2024-04-01 10:00:59 INFO test: loss: nan - UP: 65.18% UR: 63.57% UF: 64.36% P: 61.50% R: 59.99% F: 60.73%
+2024-04-01 10:00:59 INFO 0:00:03.038301s elapsed
+
+2024-04-01 10:00:59 INFO Epoch 31 / 5000:
+2024-04-01 10:01:02 INFO lr: 4.9690e-05 - loss: 0.0069 - UP: 95.94% UR: 94.97% UF: 95.46% P: 95.57% R: 94.60% F: 95.08%
+2024-04-01 10:01:02 INFO dev:  loss: 0.1974 - UP: 76.31% UR: 57.12% UF: 65.34% P: 69.78% R: 52.23% F: 59.74%
+2024-04-01 10:01:02 INFO test: loss: nan - UP: 65.35% UR: 63.01% UF: 64.16% P: 61.85% R: 59.63% F: 60.72%
+2024-04-01 10:01:02 INFO 0:00:03.059649s elapsed
+
+2024-04-01 10:01:02 INFO Epoch 32 / 5000:
+2024-04-01 10:01:05 INFO lr: 4.9680e-05 - loss: 0.0131 - UP: 96.43% UR: 93.79% UF: 95.09% P: 96.16% R: 93.53% F: 94.83%
+2024-04-01 10:01:05 INFO dev:  loss: 0.1962 - UP: 71.75% UR: 57.82% UF: 64.04% P: 64.64% R: 52.09% F: 57.70%
+2024-04-01 10:01:05 INFO test: loss: nan - UP: 64.16% UR: 65.96% UF: 65.05% P: 60.33% R: 62.03% F: 61.17%
+2024-04-01 10:01:05 INFO 0:00:03.040924s elapsed
+
+2024-04-01 10:01:05 INFO Epoch 33 / 5000:
+2024-04-01 10:01:08 INFO lr: 4.9670e-05 - loss: 0.0050 - UP: 96.10% UR: 95.13% UF: 95.61% P: 95.68% R: 94.71% F: 95.19%
+2024-04-01 10:01:08 INFO dev:  loss: 0.2293 - UP: 69.15% UR: 62.29% UF: 65.54% P: 62.02% R: 55.87% F: 58.78%
+2024-04-01 10:01:08 INFO test: loss: nan - UP: 60.18% UR: 68.78% UF: 64.19% P: 56.06% R: 64.06% F: 59.80%
+2024-04-01 10:01:08 INFO 0:00:03.030143s elapsed
+
+2024-04-01 10:01:08 INFO Epoch 34 / 5000:
+2024-04-01 10:01:11 INFO lr: 4.9660e-05 - loss: 0.0044 - UP: 94.74% UR: 94.40% UF: 94.57% P: 94.21% R: 93.88% F: 94.04%
+2024-04-01 10:01:11 INFO dev:  loss: 0.2026 - UP: 80.62% UR: 51.12% UF: 62.56% P: 74.89% R: 47.49% F: 58.12%
+2024-04-01 10:01:11 INFO test: loss: nan - UP: 74.11% UR: 55.77% UF: 63.64% P: 70.37% R: 52.95% F: 60.43%
+2024-04-01 10:01:11 INFO 0:00:03.063258s elapsed
+
+2024-04-01 10:01:11 INFO Epoch 35 / 5000:
+2024-04-01 10:01:14 INFO lr: 4.9650e-05 - loss: 0.0006 - UP: 97.08% UR: 95.54% UF: 96.31% P: 96.72% R: 95.19% F: 95.95%
+2024-04-01 10:01:14 INFO dev:  loss: 0.2111 - UP: 76.32% UR: 52.65% UF: 62.31% P: 71.46% R: 49.30% F: 58.35%
+2024-04-01 10:01:15 INFO test: loss: nan - UP: 70.22% UR: 60.20% UF: 64.82% P: 67.02% R: 57.45% F: 61.87%
+2024-04-01 10:01:15 INFO 0:00:03.039680s elapsed
+
+2024-04-01 10:01:15 INFO Epoch 36 / 5000:
+2024-04-01 10:01:17 INFO lr: 4.9640e-05 - loss: 0.0042 - UP: 97.62% UR: 96.16% UF: 96.88% P: 97.13% R: 95.68% F: 96.40%
+2024-04-01 10:01:17 INFO dev:  loss: 0.2398 - UP: 72.51% UR: 54.89% UF: 62.48% P: 66.79% R: 50.56% F: 57.55%
+2024-04-01 10:01:18 INFO test: loss: nan - UP: 67.65% UR: 63.08% UF: 65.28% P: 64.03% R: 59.70% F: 61.79%
+2024-04-01 10:01:18 INFO 0:00:03.078152s elapsed
+
+2024-04-01 10:01:18 INFO Epoch 37 / 5000:
+2024-04-01 10:01:20 INFO lr: 4.9630e-05 - loss: 0.0001 - UP: 97.73% UR: 97.41% UF: 97.57% P: 97.45% R: 97.12% F: 97.28%
+2024-04-01 10:01:20 INFO dev:  loss: 0.2382 - UP: 76.39% UR: 57.40% UF: 65.55% P: 70.82% R: 53.21% F: 60.77%
+2024-04-01 10:01:21 INFO test: loss: nan - UP: 68.04% UR: 62.73% UF: 65.28% P: 63.92% R: 58.93% F: 61.32%
+2024-04-01 10:01:21 INFO 0:00:03.057315s elapsed
+
+2024-04-01 10:01:21 INFO Epoch 38 / 5000:
+2024-04-01 10:01:23 INFO lr: 4.9620e-05 - loss: 0.0035 - UP: 98.40% UR: 97.41% UF: 97.90% P: 98.12% R: 97.12% F: 97.62%
+2024-04-01 10:01:23 INFO dev:  loss: 0.2418 - UP: 77.86% UR: 56.98% UF: 65.81% P: 72.33% R: 52.93% F: 61.13%
+2024-04-01 10:01:24 INFO test: loss: nan - UP: 68.10% UR: 64.56% UF: 66.28% P: 63.72% R: 60.41% F: 62.02%
+2024-04-01 10:01:30 INFO 0:00:03.044210s elapsed (saved)
+
+2024-04-01 10:01:30 INFO Epoch 39 / 5000:
+2024-04-01 10:01:32 INFO lr: 4.9610e-05 - loss: 0.0000 - UP: 98.65% UR: 97.96% UF: 98.30% P: 98.25% R: 97.56% F: 97.91%
+2024-04-01 10:01:33 INFO dev:  loss: 0.2533 - UP: 74.68% UR: 57.68% UF: 65.09% P: 69.62% R: 53.77% F: 60.68%
+2024-04-01 10:01:33 INFO test: loss: nan - UP: 65.74% UR: 65.05% UF: 65.39% P: 61.41% R: 60.76% F: 61.08%
+2024-04-01 10:01:33 INFO 0:00:03.029012s elapsed
+
+2024-04-01 10:01:33 INFO Epoch 40 / 5000:
+2024-04-01 10:01:35 INFO lr: 4.9600e-05 - loss: 0.0037 - UP: 98.63% UR: 97.63% UF: 98.12% P: 98.47% R: 97.48% F: 97.97%
+2024-04-01 10:01:36 INFO dev:  loss: 0.2458 - UP: 75.94% UR: 56.42% UF: 64.74% P: 71.05% R: 52.79% F: 60.58%
+2024-04-01 10:01:36 INFO test: loss: nan - UP: 66.62% UR: 64.56% UF: 65.57% P: 62.05% R: 60.13% F: 61.07%
+2024-04-01 10:01:36 INFO 0:00:02.991500s elapsed
+
+2024-04-01 10:01:36 INFO Epoch 41 / 5000:
+2024-04-01 10:01:38 INFO lr: 4.9590e-05 - loss: 0.0027 - UP: 98.92% UR: 98.40% UF: 98.66% P: 98.81% R: 98.29% F: 98.55%
+2024-04-01 10:01:39 INFO dev:  loss: 0.2658 - UP: 76.20% UR: 55.45% UF: 64.19% P: 71.40% R: 51.96% F: 60.15%
+2024-04-01 10:01:39 INFO test: loss: nan - UP: 68.12% UR: 64.77% UF: 66.40% P: 65.01% R: 61.81% F: 63.37%
+2024-04-01 10:01:39 INFO 0:00:03.014586s elapsed
+
+2024-04-01 10:01:39 INFO Epoch 42 / 5000:
+2024-04-01 10:01:41 INFO lr: 4.9580e-05 - loss: 0.0020 - UP: 98.89% UR: 97.83% UF: 98.36% P: 98.78% R: 97.72% F: 98.25%
+2024-04-01 10:01:42 INFO dev:  loss: 0.2442 - UP: 78.02% UR: 60.47% UF: 68.14% P: 73.15% R: 56.70% F: 63.89%
+2024-04-01 10:01:42 INFO test: loss: nan - UP: 66.76% UR: 64.98% UF: 65.86% P: 63.37% R: 61.67% F: 62.51%
+2024-04-01 10:01:48 INFO 0:00:03.000742s elapsed (saved)
+
+2024-04-01 10:01:48 INFO Epoch 43 / 5000:
+2024-04-01 10:01:51 INFO lr: 4.9570e-05 - loss: 0.0045 - UP: 98.72% UR: 98.18% UF: 98.45% P: 98.57% R: 98.02% F: 98.29%
+2024-04-01 10:01:51 INFO dev:  loss: 0.2563 - UP: 78.35% UR: 57.12% UF: 66.07% P: 72.99% R: 53.21% F: 61.55%
+2024-04-01 10:01:52 INFO test: loss: nan - UP: 65.52% UR: 64.42% UF: 64.96% P: 61.66% R: 60.62% F: 61.13%
+2024-04-01 10:01:52 INFO 0:00:03.097965s elapsed
+
+2024-04-01 10:01:52 INFO Epoch 44 / 5000:
+2024-04-01 10:01:54 INFO lr: 4.9560e-05 - loss: 0.0033 - UP: 98.25% UR: 97.48% UF: 97.86% P: 97.94% R: 97.17% F: 97.55%
+2024-04-01 10:01:54 INFO dev:  loss: 0.2481 - UP: 76.11% UR: 57.40% UF: 65.45% P: 70.56% R: 53.21% F: 60.67%
+2024-04-01 10:01:55 INFO test: loss: nan - UP: 66.47% UR: 64.42% UF: 65.43% P: 63.13% R: 61.18% F: 62.14%
+2024-04-01 10:01:55 INFO 0:00:03.096156s elapsed
+
+2024-04-01 10:01:55 INFO Epoch 45 / 5000:
+2024-04-01 10:01:57 INFO lr: 4.9550e-05 - loss: 0.0027 - UP: 98.33% UR: 97.94% UF: 98.13% P: 98.08% R: 97.70% F: 97.89%
+2024-04-01 10:01:57 INFO dev:  loss: 0.2583 - UP: 75.35% UR: 59.36% UF: 66.41% P: 69.50% R: 54.75% F: 61.25%
+2024-04-01 10:01:58 INFO test: loss: nan - UP: 65.65% UR: 65.05% UF: 65.35% P: 61.53% R: 60.97% F: 61.25%
+2024-04-01 10:01:58 INFO 0:00:03.050108s elapsed
+
+2024-04-01 10:01:58 INFO Epoch 46 / 5000:
+2024-04-01 10:02:00 INFO lr: 4.9540e-05 - loss: 0.0098 - UP: 98.92% UR: 98.55% UF: 98.74% P: 98.59% R: 98.22% F: 98.41%
+2024-04-01 10:02:00 INFO dev:  loss: 0.2503 - UP: 76.85% UR: 59.36% UF: 66.98% P: 70.71% R: 54.61% F: 61.62%
+2024-04-01 10:02:01 INFO test: loss: nan - UP: 65.27% UR: 64.63% UF: 64.95% P: 62.00% R: 61.39% F: 61.70%
+2024-04-01 10:02:01 INFO 0:00:03.072155s elapsed
+
+2024-04-01 10:02:01 INFO Epoch 47 / 5000:
+2024-04-01 10:02:03 INFO lr: 4.9530e-05 - loss: 0.0000 - UP: 99.07% UR: 98.05% UF: 98.55% P: 98.69% R: 97.67% F: 98.18%
+2024-04-01 10:02:04 INFO dev:  loss: 0.2714 - UP: 74.47% UR: 58.66% UF: 65.62% P: 68.44% R: 53.91% F: 60.31%
+2024-04-01 10:02:04 INFO test: loss: nan - UP: 64.77% UR: 67.37% UF: 66.05% P: 61.39% R: 63.85% F: 62.60%
+2024-04-01 10:02:04 INFO 0:00:03.088197s elapsed
+
+2024-04-01 10:02:04 INFO Epoch 48 / 5000:
+2024-04-01 10:02:06 INFO lr: 4.9520e-05 - loss: 0.0000 - UP: 98.33% UR: 98.20% UF: 98.26% P: 97.67% R: 97.54% F: 97.61%
+2024-04-01 10:02:07 INFO dev:  loss: 0.2586 - UP: 75.82% UR: 55.17% UF: 63.86% P: 69.48% R: 50.56% F: 58.53%
+2024-04-01 10:02:07 INFO test: loss: nan - UP: 67.86% UR: 65.33% UF: 66.57% P: 65.01% R: 62.59% F: 63.78%
+2024-04-01 10:02:07 INFO 0:00:03.039435s elapsed
+
+2024-04-01 10:02:07 INFO Epoch 49 / 5000:
+2024-04-01 10:02:09 INFO lr: 4.9510e-05 - loss: 0.0087 - UP: 97.02% UR: 95.00% UF: 96.00% P: 96.35% R: 94.34% F: 95.33%
+2024-04-01 10:02:10 INFO dev:  loss: 0.2567 - UP: 70.20% UR: 59.22% UF: 64.24% P: 64.07% R: 54.05% F: 58.64%
+2024-04-01 10:02:10 INFO test: loss: nan - UP: 63.82% UR: 67.72% UF: 65.71% P: 60.17% R: 63.85% F: 61.96%
+2024-04-01 10:02:10 INFO 0:00:03.034447s elapsed
+
+2024-04-01 10:02:10 INFO Epoch 50 / 5000:
+2024-04-01 10:02:12 INFO lr: 4.9500e-05 - loss: 0.0214 - UP: 98.09% UR: 95.74% UF: 96.90% P: 97.64% R: 95.30% F: 96.46%
+2024-04-01 10:02:13 INFO dev:  loss: 0.2148 - UP: 72.97% UR: 57.68% UF: 64.43% P: 67.67% R: 53.49% F: 59.75%
+2024-04-01 10:02:13 INFO test: loss: nan - UP: 66.26% UR: 64.35% UF: 65.29% P: 61.91% R: 60.13% F: 61.01%
+2024-04-01 10:02:13 INFO 0:00:03.074991s elapsed
+
+2024-04-01 10:02:13 INFO Epoch 51 / 5000:
+2024-04-01 10:02:16 INFO lr: 4.9490e-05 - loss: 0.0124 - UP: 98.14% UR: 97.45% UF: 97.80% P: 97.88% R: 97.19% F: 97.53%
+2024-04-01 10:02:16 INFO dev:  loss: 0.2513 - UP: 71.57% UR: 61.17% UF: 65.96% P: 66.34% R: 56.70% F: 61.14%
+2024-04-01 10:02:16 INFO test: loss: nan - UP: 60.72% UR: 66.53% UF: 63.49% P: 56.68% R: 62.10% F: 59.26%
+2024-04-01 10:02:16 INFO 0:00:03.068763s elapsed
+
+2024-04-01 10:02:16 INFO Epoch 52 / 5000:
+2024-04-01 10:02:19 INFO lr: 4.9480e-05 - loss: 0.0068 - UP: 98.64% UR: 97.39% UF: 98.01% P: 98.42% R: 97.17% F: 97.79%
+2024-04-01 10:02:19 INFO dev:  loss: 0.2632 - UP: 74.34% UR: 55.45% UF: 63.52% P: 68.16% R: 50.84% F: 58.24%
+2024-04-01 10:02:19 INFO test: loss: nan - UP: 66.96% UR: 64.14% UF: 65.52% P: 63.22% R: 60.55% F: 61.85%
+2024-04-01 10:02:19 INFO 0:00:03.186497s elapsed
+
+2024-04-01 10:02:19 INFO Epoch 53 / 5000:
+2024-04-01 10:02:22 INFO lr: 4.9470e-05 - loss: 0.0052 - UP: 98.01% UR: 97.32% UF: 97.67% P: 97.86% R: 97.17% F: 97.51%
+2024-04-01 10:02:22 INFO dev:  loss: 0.2815 - UP: 74.51% UR: 52.65% UF: 61.70% P: 68.77% R: 48.60% F: 56.96%
+2024-04-01 10:02:22 INFO test: loss: nan - UP: 70.03% UR: 61.46% UF: 65.47% P: 66.99% R: 58.79% F: 62.62%
+2024-04-01 10:02:22 INFO 0:00:03.100521s elapsed
+
+2024-04-01 10:02:22 INFO Epoch 54 / 5000:
+2024-04-01 10:02:25 INFO lr: 4.9460e-05 - loss: 0.0047 - UP: 97.88% UR: 96.33% UF: 97.10% P: 97.44% R: 95.90% F: 96.66%
+2024-04-01 10:02:25 INFO dev:  loss: 0.2719 - UP: 73.95% UR: 54.33% UF: 62.64% P: 68.82% R: 50.56% F: 58.29%
+2024-04-01 10:02:25 INFO test: loss: nan - UP: 69.31% UR: 63.36% UF: 66.20% P: 65.54% R: 59.92% F: 62.60%
+2024-04-01 10:02:25 INFO 0:00:03.093554s elapsed
+
+2024-04-01 10:02:25 INFO Epoch 55 / 5000:
+2024-04-01 10:02:28 INFO lr: 4.9450e-05 - loss: 0.0005 - UP: 97.19% UR: 95.59% UF: 96.38% P: 96.63% R: 95.04% F: 95.83%
+2024-04-01 10:02:28 INFO dev:  loss: 0.2414 - UP: 64.61% UR: 59.92% UF: 62.17% P: 58.73% R: 54.47% F: 56.52%
+2024-04-01 10:02:29 INFO test: loss: nan - UP: 58.75% UR: 70.11% UF: 63.93% P: 53.98% R: 64.42% F: 58.74%
+2024-04-01 10:02:29 INFO 0:00:03.096110s elapsed
+
+2024-04-01 10:02:29 INFO Epoch 56 / 5000:
+2024-04-01 10:02:31 INFO lr: 4.9440e-05 - loss: 0.0092 - UP: 95.12% UR: 94.62% UF: 94.87% P: 94.62% R: 94.12% F: 94.37%
+2024-04-01 10:02:31 INFO dev:  loss: 0.2252 - UP: 71.31% UR: 59.36% UF: 64.79% P: 67.62% R: 56.28% F: 61.43%
+2024-04-01 10:02:32 INFO test: loss: nan - UP: 61.89% UR: 67.72% UF: 64.67% P: 58.10% R: 63.57% F: 60.71%
+2024-04-01 10:02:32 INFO 0:00:03.093151s elapsed
+
+2024-04-01 10:02:32 INFO Epoch 57 / 5000:
+2024-04-01 10:02:34 INFO lr: 4.9430e-05 - loss: 0.0056 - UP: 97.67% UR: 97.72% UF: 97.70% P: 97.50% R: 97.54% F: 97.52%
+2024-04-01 10:02:34 INFO dev:  loss: 0.2524 - UP: 75.97% UR: 57.40% UF: 65.39% P: 71.16% R: 53.77% F: 61.26%
+2024-04-01 10:02:35 INFO test: loss: nan - UP: 67.24% UR: 62.80% UF: 64.95% P: 63.78% R: 59.56% F: 61.60%
+2024-04-01 10:02:35 INFO 0:00:03.114773s elapsed
+
+2024-04-01 10:02:35 INFO Epoch 58 / 5000:
+2024-04-01 10:02:37 INFO lr: 4.9420e-05 - loss: 0.0049 - UP: 98.76% UR: 97.96% UF: 98.36% P: 98.56% R: 97.76% F: 98.16%
+2024-04-01 10:02:38 INFO dev:  loss: 0.2529 - UP: 75.32% UR: 57.12% UF: 64.97% P: 69.98% R: 53.07% F: 60.37%
+2024-04-01 10:02:38 INFO test: loss: nan - UP: 66.10% UR: 62.94% UF: 64.48% P: 62.92% R: 59.92% F: 61.38%
+2024-04-01 10:02:38 INFO 0:00:03.101733s elapsed
+
+2024-04-01 10:02:38 INFO Epoch 59 / 5000:
+2024-04-01 10:02:40 INFO lr: 4.9410e-05 - loss: 0.0059 - UP: 98.81% UR: 98.05% UF: 98.42% P: 98.67% R: 97.91% F: 98.29%
+2024-04-01 10:02:41 INFO dev:  loss: 0.2542 - UP: 73.48% UR: 59.22% UF: 65.58% P: 68.11% R: 54.89% F: 60.79%
+2024-04-01 10:02:41 INFO test: loss: nan - UP: 64.33% UR: 65.19% UF: 64.76% P: 60.65% R: 61.46% F: 61.05%
+2024-04-01 10:02:41 INFO 0:00:03.098196s elapsed
+
+2024-04-01 10:02:41 INFO Epoch 60 / 5000:
+2024-04-01 10:02:44 INFO lr: 4.9400e-05 - loss: 0.0082 - UP: 99.05% UR: 98.13% UF: 98.59% P: 98.78% R: 97.87% F: 98.32%
+2024-04-01 10:02:44 INFO dev:  loss: 0.2542 - UP: 71.84% UR: 55.59% UF: 62.68% P: 66.25% R: 51.26% F: 57.80%
+2024-04-01 10:02:44 INFO test: loss: nan - UP: 67.14% UR: 63.36% UF: 65.20% P: 62.89% R: 59.35% F: 61.07%
+2024-04-01 10:02:44 INFO 0:00:03.102059s elapsed
+
+2024-04-01 10:02:44 INFO Epoch 61 / 5000:
+2024-04-01 10:02:47 INFO lr: 4.9390e-05 - loss: 0.0094 - UP: 97.14% UR: 95.54% UF: 96.34% P: 96.65% R: 95.06% F: 95.85%
+2024-04-01 10:02:47 INFO dev:  loss: 0.1985 - UP: 74.25% UR: 55.59% UF: 63.58% P: 69.40% R: 51.96% F: 59.42%
+2024-04-01 10:02:47 INFO test: loss: nan - UP: 69.67% UR: 61.53% UF: 65.35% P: 65.92% R: 58.23% F: 61.84%
+2024-04-01 10:02:47 INFO 0:00:03.098099s elapsed
+
+2024-04-01 10:02:47 INFO Epoch 62 / 5000:
+2024-04-01 10:02:50 INFO lr: 4.9380e-05 - loss: 0.0056 - UP: 98.27% UR: 97.41% UF: 97.84% P: 98.05% R: 97.19% F: 97.62%
+2024-04-01 10:02:50 INFO dev:  loss: 0.2473 - UP: 74.32% UR: 53.35% UF: 62.11% P: 68.87% R: 49.44% F: 57.56%
+2024-04-01 10:02:50 INFO test: loss: nan - UP: 71.04% UR: 60.55% UF: 65.38% P: 67.33% R: 57.38% F: 61.96%
+2024-04-01 10:02:50 INFO 0:00:03.041586s elapsed
+
+2024-04-01 10:02:50 INFO Epoch 63 / 5000:
+2024-04-01 10:02:53 INFO lr: 4.9370e-05 - loss: 0.0170 - UP: 98.48% UR: 97.81% UF: 98.14% P: 98.01% R: 97.34% F: 97.68%
+2024-04-01 10:02:53 INFO dev:  loss: 0.2378 - UP: 73.87% UR: 56.84% UF: 64.25% P: 66.42% R: 51.12% F: 57.77%
+2024-04-01 10:02:53 INFO test: loss: nan - UP: 68.70% UR: 64.06% UF: 66.30% P: 63.88% R: 59.56% F: 61.64%
+2024-04-01 10:02:53 INFO 0:00:03.055436s elapsed
+
+2024-04-01 10:02:53 INFO Epoch 64 / 5000:
+2024-04-01 10:02:56 INFO lr: 4.9360e-05 - loss: 0.0002 - UP: 98.44% UR: 96.73% UF: 97.58% P: 98.15% R: 96.44% F: 97.29%
+2024-04-01 10:02:56 INFO dev:  loss: 0.2239 - UP: 74.64% UR: 57.54% UF: 64.98% P: 68.48% R: 52.79% F: 59.62%
+2024-04-01 10:02:56 INFO test: loss: nan - UP: 66.45% UR: 65.33% UF: 65.89% P: 62.59% R: 61.53% F: 62.06%
+2024-04-01 10:02:56 INFO 0:00:03.053469s elapsed
+
+2024-04-01 10:02:56 INFO Epoch 65 / 5000:
+2024-04-01 10:02:59 INFO lr: 4.9350e-05 - loss: 0.0033 - UP: 98.61% UR: 98.22% UF: 98.42% P: 98.41% R: 98.02% F: 98.22%
+2024-04-01 10:02:59 INFO dev:  loss: 0.2447 - UP: 73.37% UR: 55.03% UF: 62.89% P: 69.09% R: 51.82% F: 59.22%
+2024-04-01 10:02:59 INFO test: loss: nan - UP: 68.26% UR: 64.42% UF: 66.28% P: 65.13% R: 61.46% F: 63.24%
+2024-04-01 10:02:59 INFO 0:00:03.062007s elapsed
+
+2024-04-01 10:02:59 INFO Epoch 66 / 5000:
+2024-04-01 10:03:02 INFO lr: 4.9340e-05 - loss: 0.0050 - UP: 98.91% UR: 98.02% UF: 98.47% P: 98.78% R: 97.89% F: 98.34%
+2024-04-01 10:03:02 INFO dev:  loss: 0.2545 - UP: 78.41% UR: 53.77% UF: 63.79% P: 74.34% R: 50.98% F: 60.48%
+2024-04-01 10:03:03 INFO test: loss: nan - UP: 70.53% UR: 61.60% UF: 65.77% P: 66.99% R: 58.51% F: 62.46%
+2024-04-01 10:03:03 INFO 0:00:03.111458s elapsed
+
+2024-04-01 10:03:03 INFO Epoch 67 / 5000:
+2024-04-01 10:03:05 INFO lr: 4.9330e-05 - loss: 0.0012 - UP: 99.04% UR: 97.54% UF: 98.29% P: 98.97% R: 97.48% F: 98.22%
+2024-04-01 10:03:05 INFO dev:  loss: 0.2542 - UP: 71.70% UR: 56.98% UF: 63.50% P: 67.31% R: 53.49% F: 59.61%
+2024-04-01 10:03:06 INFO test: loss: nan - UP: 64.82% UR: 67.37% UF: 66.07% P: 61.91% R: 64.35% F: 63.10%
+2024-04-01 10:03:06 INFO 0:00:03.090247s elapsed
+
+2024-04-01 10:03:06 INFO Epoch 68 / 5000:
+2024-04-01 10:03:08 INFO lr: 4.9320e-05 - loss: 0.0002 - UP: 98.68% UR: 98.66% UF: 98.67% P: 98.51% R: 98.49% F: 98.50%
+2024-04-01 10:03:08 INFO dev:  loss: 0.2653 - UP: 76.18% UR: 56.28% UF: 64.74% P: 70.70% R: 52.23% F: 60.08%
+2024-04-01 10:03:09 INFO test: loss: nan - UP: 67.69% UR: 64.98% UF: 66.31% P: 64.18% R: 61.60% F: 62.86%
+2024-04-01 10:03:09 INFO 0:00:03.104127s elapsed
+
+2024-04-01 10:03:09 INFO Epoch 69 / 5000:
+2024-04-01 10:03:11 INFO lr: 4.9310e-05 - loss: 0.0002 - UP: 99.12% UR: 98.68% UF: 98.90% P: 98.99% R: 98.55% F: 98.77%
+2024-04-01 10:03:11 INFO dev:  loss: 0.2770 - UP: 73.39% UR: 55.87% UF: 63.44% P: 69.72% R: 53.07% F: 60.27%
+2024-04-01 10:03:12 INFO test: loss: nan - UP: 67.93% UR: 66.74% UF: 67.33% P: 64.35% R: 63.22% F: 63.78%
+2024-04-01 10:03:12 INFO 0:00:03.106858s elapsed
+
+2024-04-01 10:03:12 INFO Epoch 70 / 5000:
+2024-04-01 10:03:14 INFO lr: 4.9300e-05 - loss: 0.0113 - UP: 99.06% UR: 99.03% UF: 99.05% P: 98.84% R: 98.81% F: 98.83%
+2024-04-01 10:03:15 INFO dev:  loss: 0.2966 - UP: 73.26% UR: 52.79% UF: 61.36% P: 68.22% R: 49.16% F: 57.14%
+2024-04-01 10:03:15 INFO test: loss: nan - UP: 67.32% UR: 62.59% UF: 64.87% P: 63.69% R: 59.21% F: 61.37%
+2024-04-01 10:03:15 INFO 0:00:03.100128s elapsed
+
+2024-04-01 10:03:15 INFO Epoch 71 / 5000:
+2024-04-01 10:03:17 INFO lr: 4.9290e-05 - loss: 0.0000 - UP: 98.52% UR: 98.13% UF: 98.33% P: 98.17% R: 97.78% F: 97.98%
+2024-04-01 10:03:18 INFO dev:  loss: 0.2415 - UP: 75.35% UR: 52.93% UF: 62.18% P: 70.18% R: 49.30% F: 57.92%
+2024-04-01 10:03:18 INFO test: loss: nan - UP: 70.63% UR: 62.73% UF: 66.44% P: 67.62% R: 60.06% F: 63.61%
+2024-04-01 10:03:18 INFO 0:00:03.113928s elapsed
+
+2024-04-01 10:03:18 INFO Epoch 72 / 5000:
+2024-04-01 10:03:21 INFO lr: 4.9280e-05 - loss: 0.0001 - UP: 98.21% UR: 97.37% UF: 97.78% P: 97.90% R: 97.06% F: 97.48%
+2024-04-01 10:03:21 INFO dev:  loss: 0.2301 - UP: 73.25% UR: 58.52% UF: 65.06% P: 67.66% R: 54.05% F: 60.09%
+2024-04-01 10:03:21 INFO test: loss: nan - UP: 66.01% UR: 65.68% UF: 65.84% P: 62.19% R: 61.88% F: 62.04%
+2024-04-01 10:03:21 INFO 0:00:03.113643s elapsed
+
+2024-04-01 10:03:28 INFO Epoch 42 saved
+2024-04-01 10:03:28 INFO dev:  UP: 78.02% UR: 60.47% UF: 68.14% P: 73.15% R: 56.70% F: 63.89%
+2024-04-01 10:03:28 INFO test: UP: 66.76% UR: 64.98% UF: 65.86% P: 63.37% R: 61.67% F: 62.51%
+2024-04-01 10:03:28 INFO 0:03:41.738099s elapsed, 0:00:03.079696s/epoch