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@@ -3649,3 +3649,5 @@ models/multibooked_eu/sdp_random/40/model_vi_multibooked_eu_xlm_10 filter=lfs di
 models/multibooked_eu/sdp_random/40/model_vi_multibooked_eu_xlm_9 filter=lfs diff=lfs merge=lfs -text
 models/multibooked_eu/sdp_random/60/model_vi_multibooked_eu_xlm_10 filter=lfs diff=lfs merge=lfs -text
 models/multibooked_eu/sdp_random/60/model_vi_multibooked_eu_xlm_9 filter=lfs diff=lfs merge=lfs -text
+models/multibooked_eu/sdp_random/80/model_vi_multibooked_eu_xlm_10 filter=lfs diff=lfs merge=lfs -text
+models/multibooked_eu/sdp_random/80/model_vi_multibooked_eu_xlm_9 filter=lfs diff=lfs merge=lfs -text

models/multibooked_eu/sdp_random/80/model_vi_multibooked_eu_berteus_6

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7e9e0f6ab2bab6012cae529aa6d8d4b4492e67acd7a3b8ae1df7a079b458d1ec
+oid sha256:32ccdbea81d1871fa04583be344d4998f392d1fa114ca7373d6d19cbca05d02e
 size 558566701

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

@@ -1,4 +1,4 @@
-2024-01-07 10:59:04 INFO 
+2024-04-01 20:03:12 INFO 
 ---------------------+-------------------------------
 Param                |             Value             
 ---------------------+-------------------------------
@@ -14,7 +14,7 @@ warmup               |              0.0
 update_steps         |               1               
 mode                 |             train             
 path                 | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_random/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 10:59:04 INFO Building the fields
-2024-01-07 10:59:04 INFO CoNLL(
+2024-04-01 20:03:12 INFO Building the fields
+2024-04-01 20:03:13 INFO CoNLL(
  (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
  (labels): ChartField()
 )
-2024-01-07 10:59:04 INFO Building the model
-2024-01-07 10:59:06 INFO VISemanticDependencyModel(
+2024-04-01 20:03:13 INFO Building the model
+2024-04-01 20:03:15 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)
@@ -60,439 +60,439 @@ inference            |              mfvi
   (inference): SemanticDependencyMFVI(max_iter=3)
 )
 
-2024-01-07 10:59:06 INFO Loading the data
-2024-01-07 10:59:06 INFO 
+2024-04-01 20:03:15 INFO Loading the data
+2024-04-01 20:03:15 INFO 
 train: Dataset(n_sentences=849, n_batches=32, n_buckets=32)
 dev:   Dataset(n_sentences=120, n_batches=29, n_buckets=29)
 test:  Dataset(n_sentences=305, n_batches=32, n_buckets=32)
 
-2024-01-07 10:59:06 INFO Epoch 1 / 5000:
-2024-01-07 10:59:09 INFO lr: 4.9990e-05 - loss: 0.1277 - UP: 13.64% UR:  7.53% UF:  9.71% P:  7.77% R:  4.29% F:  5.53%
-2024-01-07 10:59:09 INFO dev:  loss: nan - UP: 84.81% UR: 11.90% UF: 20.87% P: 81.01% R: 11.37% F: 19.94%
-2024-01-07 10:59:10 INFO test: loss: nan - UP: 85.95% UR: 11.18% UF: 19.79% P: 82.70% R: 10.76% F: 19.04%
-2024-01-07 10:59:12 INFO 0:00:03.324536s elapsed (saved)
-
-2024-01-07 10:59:12 INFO Epoch 2 / 5000:
-2024-01-07 10:59:14 INFO lr: 4.9980e-05 - loss: 0.0920 - UP: 66.38% UR: 23.87% UF: 35.11% P: 61.59% R: 22.15% F: 32.58%
-2024-01-07 10:59:14 INFO dev:  loss: nan - UP: 80.79% UR: 21.67% UF: 34.17% P: 78.15% R: 20.96% F: 33.05%
-2024-01-07 10:59:14 INFO test: loss: nan - UP: 87.32% UR: 25.18% UF: 39.08% P: 84.39% R: 24.33% F: 37.77%
-2024-01-07 10:59:17 INFO 0:00:02.573075s elapsed (saved)
-
-2024-01-07 10:59:17 INFO Epoch 3 / 5000:
-2024-01-07 10:59:19 INFO lr: 4.9970e-05 - loss: 0.0134 - UP: 71.40% UR: 31.02% UF: 43.25% P: 69.34% R: 30.13% F: 42.01%
-2024-01-07 10:59:19 INFO dev:  loss: nan - UP: 72.70% UR: 36.41% UF: 48.52% P: 69.86% R: 34.99% F: 46.63%
-2024-01-07 10:59:19 INFO test: loss: nan - UP: 73.81% UR: 37.06% UF: 49.34% P: 71.29% R: 35.79% F: 47.66%
-2024-01-07 10:59:22 INFO 0:00:02.568687s elapsed (saved)
-
-2024-01-07 10:59:22 INFO Epoch 4 / 5000:
-2024-01-07 10:59:24 INFO lr: 4.9960e-05 - loss: 0.0640 - UP: 74.57% UR: 38.87% UF: 51.10% P: 71.87% R: 37.46% F: 49.25%
-2024-01-07 10:59:24 INFO dev:  loss: nan - UP: 72.20% UR: 33.21% UF: 45.50% P: 70.27% R: 32.33% F: 44.28%
-2024-01-07 10:59:24 INFO test: loss: nan - UP: 78.85% UR: 36.71% UF: 50.10% P: 77.04% R: 35.86% F: 48.94%
-2024-01-07 10:59:24 INFO 0:00:02.719915s elapsed
-
-2024-01-07 10:59:24 INFO Epoch 5 / 5000:
-2024-01-07 10:59:27 INFO lr: 4.9950e-05 - loss: 0.0613 - UP: 75.56% UR: 47.21% UF: 58.11% P: 73.95% R: 46.20% F: 56.87%
-2024-01-07 10:59:27 INFO dev:  loss: nan - UP: 66.01% UR: 41.39% UF: 50.87% P: 63.46% R: 39.79% F: 48.91%
-2024-01-07 10:59:27 INFO test: loss: nan - UP: 74.94% UR: 44.59% UF: 55.91% P: 72.46% R: 43.11% F: 54.06%
-2024-01-07 10:59:30 INFO 0:00:02.645260s elapsed (saved)
-
-2024-01-07 10:59:30 INFO Epoch 6 / 5000:
-2024-01-07 10:59:32 INFO lr: 4.9940e-05 - loss: 0.0452 - UP: 74.80% UR: 49.35% UF: 59.47% P: 72.63% R: 47.92% F: 57.74%
-2024-01-07 10:59:32 INFO dev:  loss: nan - UP: 62.95% UR: 49.20% UF: 55.23% P: 57.73% R: 45.12% F: 50.65%
-2024-01-07 10:59:32 INFO test: loss: nan - UP: 67.88% UR: 51.27% UF: 58.41% P: 63.87% R: 48.24% F: 54.97%
-2024-01-07 10:59:35 INFO 0:00:02.772441s elapsed (saved)
-
-2024-01-07 10:59:35 INFO Epoch 7 / 5000:
-2024-01-07 10:59:37 INFO lr: 4.9930e-05 - loss: 0.0084 - UP: 79.91% UR: 53.24% UF: 63.90% P: 78.90% R: 52.57% F: 63.10%
-2024-01-07 10:59:37 INFO dev:  loss: nan - UP: 70.89% UR: 36.77% UF: 48.42% P: 69.86% R: 36.23% F: 47.72%
-2024-01-07 10:59:38 INFO test: loss: nan - UP: 78.59% UR: 41.56% UF: 54.37% P: 76.73% R: 40.58% F: 53.08%
-2024-01-07 10:59:38 INFO 0:00:02.739778s elapsed
-
-2024-01-07 10:59:38 INFO Epoch 8 / 5000:
-2024-01-07 10:59:40 INFO lr: 4.9920e-05 - loss: 0.0658 - UP: 81.75% UR: 60.17% UF: 69.32% P: 81.26% R: 59.81% F: 68.91%
-2024-01-07 10:59:40 INFO dev:  loss: nan - UP: 64.89% UR: 43.34% UF: 51.97% P: 62.50% R: 41.74% F: 50.05%
-2024-01-07 10:59:40 INFO test: loss: nan - UP: 73.41% UR: 51.05% UF: 60.22% P: 71.08% R: 49.44% F: 58.32%
-2024-01-07 10:59:40 INFO 0:00:02.678664s elapsed
-
-2024-01-07 10:59:40 INFO Epoch 9 / 5000:
-2024-01-07 10:59:43 INFO lr: 4.9910e-05 - loss: 0.0352 - UP: 86.47% UR: 65.82% UF: 74.75% P: 85.97% R: 65.44% F: 74.31%
-2024-01-07 10:59:43 INFO dev:  loss: nan - UP: 69.29% UR: 45.29% UF: 54.78% P: 68.21% R: 44.58% F: 53.92%
-2024-01-07 10:59:43 INFO test: loss: nan - UP: 76.46% UR: 50.70% UF: 60.97% P: 73.91% R: 49.02% F: 58.94%
-2024-01-07 10:59:46 INFO 0:00:02.703131s elapsed (saved)
-
-2024-01-07 10:59:46 INFO Epoch 10 / 5000:
-2024-01-07 10:59:48 INFO lr: 4.9900e-05 - loss: 0.0266 - UP: 87.74% UR: 72.31% UF: 79.28% P: 87.31% R: 71.95% F: 78.89%
-2024-01-07 10:59:48 INFO dev:  loss: nan - UP: 69.89% UR: 46.18% UF: 55.61% P: 66.94% R: 44.23% F: 53.26%
-2024-01-07 10:59:48 INFO test: loss: nan - UP: 77.61% UR: 51.20% UF: 61.69% P: 75.05% R: 49.51% F: 59.66%
-2024-01-07 10:59:48 INFO 0:00:02.546718s elapsed
-
-2024-01-07 10:59:48 INFO Epoch 11 / 5000:
-2024-01-07 10:59:50 INFO lr: 4.9890e-05 - loss: 0.0274 - UP: 89.48% UR: 75.10% UF: 81.66% P: 89.13% R: 74.81% F: 81.35%
-2024-01-07 10:59:51 INFO dev:  loss: nan - UP: 66.58% UR: 44.94% UF: 53.66% P: 64.47% R: 43.52% F: 51.96%
-2024-01-07 10:59:51 INFO test: loss: nan - UP: 76.66% UR: 51.27% UF: 61.44% P: 73.08% R: 48.87% F: 58.58%
-2024-01-07 10:59:51 INFO 0:00:02.625076s elapsed
-
-2024-01-07 10:59:51 INFO Epoch 12 / 5000:
-2024-01-07 10:59:53 INFO lr: 4.9880e-05 - loss: 0.0392 - UP: 90.30% UR: 77.02% UF: 83.14% P: 90.12% R: 76.87% F: 82.97%
-2024-01-07 10:59:53 INFO dev:  loss: nan - UP: 71.65% UR: 49.38% UF: 58.46% P: 69.33% R: 47.78% F: 56.57%
-2024-01-07 10:59:54 INFO test: loss: nan - UP: 76.82% UR: 52.67% UF: 62.49% P: 73.95% R: 50.70% F: 60.16%
-2024-01-07 10:59:56 INFO 0:00:02.610934s elapsed (saved)
-
-2024-01-07 10:59:56 INFO Epoch 13 / 5000:
-2024-01-07 10:59:58 INFO lr: 4.9870e-05 - loss: 0.0120 - UP: 91.68% UR: 80.24% UF: 85.58% P: 91.55% R: 80.13% F: 85.46%
-2024-01-07 10:59:59 INFO dev:  loss: nan - UP: 67.18% UR: 53.82% UF: 59.76% P: 64.08% R: 51.33% F: 57.00%
-2024-01-07 10:59:59 INFO test: loss: nan - UP: 71.18% UR: 55.41% UF: 62.32% P: 67.75% R: 52.74% F: 59.31%
-2024-01-07 11:00:02 INFO 0:00:02.818861s elapsed (saved)
-
-2024-01-07 11:00:02 INFO Epoch 14 / 5000:
-2024-01-07 11:00:04 INFO lr: 4.9860e-05 - loss: 0.0070 - UP: 89.72% UR: 78.79% UF: 83.90% P: 89.41% R: 78.52% F: 83.61%
-2024-01-07 11:00:04 INFO dev:  loss: nan - UP: 72.73% UR: 45.47% UF: 55.96% P: 69.60% R: 43.52% F: 53.55%
-2024-01-07 11:00:04 INFO test: loss: nan - UP: 79.82% UR: 50.35% UF: 61.75% P: 76.37% R: 48.17% F: 59.08%
-2024-01-07 11:00:04 INFO 0:00:02.662086s elapsed
-
-2024-01-07 11:00:04 INFO Epoch 15 / 5000:
-2024-01-07 11:00:06 INFO lr: 4.9850e-05 - loss: 0.0318 - UP: 91.26% UR: 83.35% UF: 87.13% P: 91.14% R: 83.24% F: 87.01%
-2024-01-07 11:00:06 INFO dev:  loss: nan - UP: 67.69% UR: 55.06% UF: 60.72% P: 63.97% R: 52.04% F: 57.39%
-2024-01-07 11:00:07 INFO test: loss: nan - UP: 72.12% UR: 61.67% UF: 66.49% P: 68.67% R: 58.72% F: 63.31%
-2024-01-07 11:00:09 INFO 0:00:02.595026s elapsed (saved)
-
-2024-01-07 11:00:09 INFO Epoch 16 / 5000:
-2024-01-07 11:00:11 INFO lr: 4.9840e-05 - loss: 0.0151 - UP: 92.43% UR: 83.73% UF: 87.86% P: 92.20% R: 83.53% F: 87.65%
-2024-01-07 11:00:12 INFO dev:  loss: nan - UP: 68.33% UR: 48.67% UF: 56.85% P: 65.59% R: 46.71% F: 54.56%
-2024-01-07 11:00:12 INFO test: loss: nan - UP: 76.61% UR: 48.59% UF: 59.47% P: 73.39% R: 46.55% F: 56.97%
-2024-01-07 11:00:12 INFO 0:00:02.609131s elapsed
-
-2024-01-07 11:00:12 INFO Epoch 17 / 5000:
-2024-01-07 11:00:14 INFO lr: 4.9830e-05 - loss: 0.0005 - UP: 92.76% UR: 81.92% UF: 87.00% P: 92.48% R: 81.67% F: 86.74%
-2024-01-07 11:00:14 INFO dev:  loss: nan - UP: 68.17% UR: 56.31% UF: 61.67% P: 65.16% R: 53.82% F: 58.95%
-2024-01-07 11:00:14 INFO test: loss: nan - UP: 73.27% UR: 60.90% UF: 66.51% P: 70.22% R: 58.37% F: 63.75%
-2024-01-07 11:00:17 INFO 0:00:02.516425s elapsed (saved)
-
-2024-01-07 11:00:17 INFO Epoch 18 / 5000:
-2024-01-07 11:00:19 INFO lr: 4.9820e-05 - loss: 0.0287 - UP: 94.00% UR: 87.53% UF: 90.65% P: 93.73% R: 87.28% F: 90.39%
-2024-01-07 11:00:19 INFO dev:  loss: nan - UP: 68.47% UR: 54.00% UF: 60.38% P: 64.86% R: 51.15% F: 57.20%
-2024-01-07 11:00:20 INFO test: loss: nan - UP: 75.39% UR: 57.95% UF: 65.53% P: 71.09% R: 54.64% F: 61.79%
-2024-01-07 11:00:20 INFO 0:00:02.658381s elapsed
-
-2024-01-07 11:00:20 INFO Epoch 19 / 5000:
-2024-01-07 11:00:22 INFO lr: 4.9810e-05 - loss: 0.0127 - UP: 94.74% UR: 88.98% UF: 91.77% P: 94.43% R: 88.69% F: 91.47%
-2024-01-07 11:00:22 INFO dev:  loss: nan - UP: 68.05% UR: 55.24% UF: 60.98% P: 64.99% R: 52.75% F: 58.24%
-2024-01-07 11:00:22 INFO test: loss: nan - UP: 73.93% UR: 59.63% UF: 66.02% P: 70.27% R: 56.68% F: 62.75%
-2024-01-07 11:00:22 INFO 0:00:02.610877s elapsed
-
-2024-01-07 11:00:22 INFO Epoch 20 / 5000:
-2024-01-07 11:00:24 INFO lr: 4.9800e-05 - loss: 0.0094 - UP: 95.50% UR: 90.63% UF: 93.00% P: 95.27% R: 90.41% F: 92.78%
-2024-01-07 11:00:24 INFO dev:  loss: nan - UP: 74.79% UR: 46.89% UF: 57.64% P: 72.24% R: 45.29% F: 55.68%
-2024-01-07 11:00:25 INFO test: loss: nan - UP: 79.44% UR: 52.18% UF: 62.99% P: 76.87% R: 50.49% F: 60.95%
-2024-01-07 11:00:25 INFO 0:00:02.630381s elapsed
-
-2024-01-07 11:00:25 INFO Epoch 21 / 5000:
-2024-01-07 11:00:27 INFO lr: 4.9790e-05 - loss: 0.0006 - UP: 95.42% UR: 88.85% UF: 92.01% P: 95.10% R: 88.56% F: 91.71%
-2024-01-07 11:00:27 INFO dev:  loss: nan - UP: 67.75% UR: 55.60% UF: 61.07% P: 64.94% R: 53.29% F: 58.54%
-2024-01-07 11:00:27 INFO test: loss: nan - UP: 72.09% UR: 62.66% UF: 67.04% P: 69.26% R: 60.20% F: 64.41%
-2024-01-07 11:00:27 INFO 0:00:02.575024s elapsed
-
-2024-01-07 11:00:27 INFO Epoch 22 / 5000:
-2024-01-07 11:00:29 INFO lr: 4.9780e-05 - loss: 0.0074 - UP: 94.77% UR: 91.98% UF: 93.35% P: 94.43% R: 91.64% F: 93.01%
-2024-01-07 11:00:30 INFO dev:  loss: nan - UP: 69.36% UR: 59.50% UF: 64.05% P: 67.08% R: 57.55% F: 61.95%
-2024-01-07 11:00:30 INFO test: loss: nan - UP: 72.12% UR: 62.94% UF: 67.22% P: 69.62% R: 60.76% F: 64.89%
-2024-01-07 11:00:33 INFO 0:00:02.616753s elapsed (saved)
-
-2024-01-07 11:00:33 INFO Epoch 23 / 5000:
-2024-01-07 11:00:35 INFO lr: 4.9770e-05 - loss: 0.0037 - UP: 96.44% UR: 91.31% UF: 93.80% P: 96.03% R: 90.93% F: 93.41%
-2024-01-07 11:00:35 INFO dev:  loss: nan - UP: 70.57% UR: 54.53% UF: 61.52% P: 68.28% R: 52.75% F: 59.52%
-2024-01-07 11:00:35 INFO test: loss: nan - UP: 75.88% UR: 59.07% UF: 66.43% P: 72.18% R: 56.19% F: 63.19%
-2024-01-07 11:00:35 INFO 0:00:02.642124s elapsed
-
-2024-01-07 11:00:35 INFO Epoch 24 / 5000:
-2024-01-07 11:00:37 INFO lr: 4.9760e-05 - loss: 0.0051 - UP: 95.86% UR: 93.63% UF: 94.73% P: 95.47% R: 93.25% F: 94.35%
-2024-01-07 11:00:38 INFO dev:  loss: nan - UP: 70.10% UR: 52.04% UF: 59.73% P: 67.94% R: 50.44% F: 57.90%
-2024-01-07 11:00:38 INFO test: loss: nan - UP: 77.39% UR: 58.72% UF: 66.77% P: 73.68% R: 55.91% F: 63.57%
-2024-01-07 11:00:38 INFO 0:00:02.736043s elapsed
-
-2024-01-07 11:00:38 INFO Epoch 25 / 5000:
-2024-01-07 11:00:40 INFO lr: 4.9750e-05 - loss: 0.0153 - UP: 97.08% UR: 92.94% UF: 94.96% P: 96.78% R: 92.65% F: 94.67%
-2024-01-07 11:00:40 INFO dev:  loss: nan - UP: 67.34% UR: 59.33% UF: 63.08% P: 65.12% R: 57.37% F: 61.00%
-2024-01-07 11:00:41 INFO test: loss: nan - UP: 70.83% UR: 64.56% UF: 67.55% P: 67.90% R: 61.88% F: 64.75%
-2024-01-07 11:00:41 INFO 0:00:02.644528s elapsed
-
-2024-01-07 11:00:41 INFO Epoch 26 / 5000:
-2024-01-07 11:00:43 INFO lr: 4.9740e-05 - loss: 0.0009 - UP: 96.81% UR: 93.74% UF: 95.25% P: 96.42% R: 93.36% F: 94.87%
-2024-01-07 11:00:43 INFO dev:  loss: nan - UP: 76.79% UR: 47.60% UF: 58.77% P: 74.50% R: 46.18% F: 57.02%
-2024-01-07 11:00:43 INFO test: loss: nan - UP: 80.17% UR: 53.16% UF: 63.93% P: 76.46% R: 50.70% F: 60.97%
-2024-01-07 11:00:43 INFO 0:00:02.634331s elapsed
-
-2024-01-07 11:00:43 INFO Epoch 27 / 5000:
-2024-01-07 11:00:45 INFO lr: 4.9730e-05 - loss: 0.0118 - UP: 97.65% UR: 90.01% UF: 93.67% P: 97.43% R: 89.81% F: 93.46%
-2024-01-07 11:00:45 INFO dev:  loss: nan - UP: 67.25% UR: 54.71% UF: 60.33% P: 64.41% R: 52.40% F: 57.79%
-2024-01-07 11:00:46 INFO test: loss: nan - UP: 73.08% UR: 59.00% UF: 65.29% P: 69.69% R: 56.26% F: 62.26%
-2024-01-07 11:00:46 INFO 0:00:02.558878s elapsed
-
-2024-01-07 11:00:46 INFO Epoch 28 / 5000:
-2024-01-07 11:00:48 INFO lr: 4.9720e-05 - loss: 0.0714 - UP: 96.34% UR: 92.38% UF: 94.32% P: 96.20% R: 92.24% F: 94.18%
-2024-01-07 11:00:48 INFO dev:  loss: nan - UP: 66.07% UR: 52.58% UF: 58.56% P: 63.84% R: 50.80% F: 56.58%
-2024-01-07 11:00:48 INFO test: loss: nan - UP: 74.56% UR: 56.68% UF: 64.40% P: 71.51% R: 54.36% F: 61.77%
-2024-01-07 11:00:48 INFO 0:00:02.718752s elapsed
-
-2024-01-07 11:00:48 INFO Epoch 29 / 5000:
-2024-01-07 11:00:51 INFO lr: 4.9710e-05 - loss: 0.0272 - UP: 94.51% UR: 93.47% UF: 93.99% P: 94.19% R: 93.16% F: 93.67%
-2024-01-07 11:00:51 INFO dev:  loss: nan - UP: 69.42% UR: 61.28% UF: 65.09% P: 65.19% R: 57.55% F: 61.13%
-2024-01-07 11:00:51 INFO test: loss: nan - UP: 71.32% UR: 63.64% UF: 67.26% P: 66.43% R: 59.28% F: 62.65%
-2024-01-07 11:00:51 INFO 0:00:02.700608s elapsed
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-2024-01-07 11:00:51 INFO Epoch 30 / 5000:
-2024-01-07 11:00:53 INFO lr: 4.9700e-05 - loss: 0.0049 - UP: 95.16% UR: 89.65% UF: 92.32% P: 94.97% R: 89.47% F: 92.14%
-2024-01-07 11:00:53 INFO dev:  loss: nan - UP: 64.59% UR: 64.48% UF: 64.53% P: 61.57% R: 61.46% F: 61.51%
-2024-01-07 11:00:54 INFO test: loss: nan - UP: 67.04% UR: 66.67% UF: 66.85% P: 63.58% R: 63.22% F: 63.40%
-2024-01-07 11:00:54 INFO 0:00:02.613914s elapsed
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-2024-01-07 11:00:54 INFO Epoch 31 / 5000:
-2024-01-07 11:00:56 INFO lr: 4.9690e-05 - loss: 0.0006 - UP: 95.80% UR: 92.69% UF: 94.22% P: 95.66% R: 92.56% F: 94.08%
-2024-01-07 11:00:56 INFO dev:  loss: nan - UP: 77.74% UR: 46.54% UF: 58.22% P: 75.96% R: 45.47% F: 56.89%
-2024-01-07 11:00:56 INFO test: loss: nan - UP: 82.08% UR: 50.56% UF: 62.58% P: 79.34% R: 48.87% F: 60.49%
-2024-01-07 11:00:56 INFO 0:00:02.629113s elapsed
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-2024-01-07 11:00:56 INFO Epoch 32 / 5000:
-2024-01-07 11:00:58 INFO lr: 4.9680e-05 - loss: 0.0053 - UP: 97.42% UR: 92.13% UF: 94.70% P: 97.31% R: 92.02% F: 94.59%
-2024-01-07 11:00:59 INFO dev:  loss: nan - UP: 70.38% UR: 56.13% UF: 62.45% P: 67.04% R: 53.46% F: 59.49%
-2024-01-07 11:00:59 INFO test: loss: nan - UP: 74.35% UR: 62.38% UF: 67.84% P: 71.00% R: 59.56% F: 64.78%
-2024-01-07 11:00:59 INFO 0:00:02.552993s elapsed
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-2024-01-07 11:00:59 INFO Epoch 33 / 5000:
-2024-01-07 11:01:01 INFO lr: 4.9670e-05 - loss: 0.0125 - UP: 98.08% UR: 95.98% UF: 97.02% P: 98.01% R: 95.91% F: 96.95%
-2024-01-07 11:01:01 INFO dev:  loss: nan - UP: 70.30% UR: 53.82% UF: 60.97% P: 68.21% R: 52.22% F: 59.15%
-2024-01-07 11:01:02 INFO test: loss: nan - UP: 76.29% UR: 61.11% UF: 67.86% P: 72.96% R: 58.44% F: 64.90%
-2024-01-07 11:01:02 INFO 0:00:02.626342s elapsed
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-2024-01-07 11:01:02 INFO Epoch 34 / 5000:
-2024-01-07 11:01:04 INFO lr: 4.9660e-05 - loss: 0.0023 - UP: 97.59% UR: 96.00% UF: 96.79% P: 97.46% R: 95.86% F: 96.65%
-2024-01-07 11:01:04 INFO dev:  loss: nan - UP: 71.85% UR: 56.66% UF: 63.36% P: 70.05% R: 55.24% F: 61.77%
-2024-01-07 11:01:04 INFO test: loss: nan - UP: 74.03% UR: 63.36% UF: 68.28% P: 70.58% R: 60.41% F: 65.10%
-2024-01-07 11:01:04 INFO 0:00:02.571141s elapsed
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-2024-01-07 11:01:04 INFO Epoch 35 / 5000:
-2024-01-07 11:01:06 INFO lr: 4.9650e-05 - loss: 0.0008 - UP: 98.23% UR: 96.56% UF: 97.39% P: 98.11% R: 96.45% F: 97.27%
-2024-01-07 11:01:07 INFO dev:  loss: nan - UP: 72.47% UR: 54.71% UF: 62.35% P: 69.88% R: 52.75% F: 60.12%
-2024-01-07 11:01:07 INFO test: loss: nan - UP: 75.31% UR: 60.69% UF: 67.21% P: 72.08% R: 58.09% F: 64.33%
-2024-01-07 11:01:07 INFO 0:00:02.714961s elapsed
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-2024-01-07 11:01:07 INFO Epoch 36 / 5000:
-2024-01-07 11:01:09 INFO lr: 4.9640e-05 - loss: 0.0018 - UP: 98.10% UR: 96.87% UF: 97.48% P: 98.05% R: 96.83% F: 97.44%
-2024-01-07 11:01:09 INFO dev:  loss: nan - UP: 69.26% UR: 60.04% UF: 64.32% P: 66.60% R: 57.73% F: 61.85%
-2024-01-07 11:01:10 INFO test: loss: nan - UP: 72.97% UR: 66.46% UF: 69.56% P: 69.27% R: 63.08% F: 66.03%
-2024-01-07 11:01:10 INFO 0:00:02.660489s elapsed
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-2024-01-07 11:01:10 INFO Epoch 37 / 5000:
-2024-01-07 11:01:12 INFO lr: 4.9630e-05 - loss: 0.0005 - UP: 98.50% UR: 97.03% UF: 97.76% P: 98.43% R: 96.96% F: 97.69%
-2024-01-07 11:01:12 INFO dev:  loss: nan - UP: 67.64% UR: 57.55% UF: 62.19% P: 65.55% R: 55.77% F: 60.27%
-2024-01-07 11:01:12 INFO test: loss: nan - UP: 72.06% UR: 62.94% UF: 67.19% P: 68.76% R: 60.06% F: 64.11%
-2024-01-07 11:01:12 INFO 0:00:02.685727s elapsed
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-2024-01-07 11:01:12 INFO Epoch 38 / 5000:
-2024-01-07 11:01:14 INFO lr: 4.9620e-05 - loss: 0.0015 - UP: 98.55% UR: 97.30% UF: 97.92% P: 98.46% R: 97.21% F: 97.83%
-2024-01-07 11:01:15 INFO dev:  loss: nan - UP: 65.62% UR: 55.95% UF: 60.40% P: 63.75% R: 54.35% F: 58.68%
-2024-01-07 11:01:15 INFO test: loss: nan - UP: 72.65% UR: 63.71% UF: 67.89% P: 69.77% R: 61.18% F: 65.19%
-2024-01-07 11:01:15 INFO 0:00:02.692144s elapsed
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-2024-01-07 11:01:15 INFO Epoch 39 / 5000:
-2024-01-07 11:01:17 INFO lr: 4.9610e-05 - loss: 0.0051 - UP: 99.27% UR: 97.07% UF: 98.16% P: 99.20% R: 97.00% F: 98.09%
-2024-01-07 11:01:17 INFO dev:  loss: nan - UP: 71.30% UR: 56.48% UF: 63.03% P: 69.51% R: 55.06% F: 61.45%
-2024-01-07 11:01:17 INFO test: loss: nan - UP: 74.24% UR: 62.24% UF: 67.71% P: 71.56% R: 59.99% F: 65.26%
-2024-01-07 11:01:17 INFO 0:00:02.602285s elapsed
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-2024-01-07 11:01:17 INFO Epoch 40 / 5000:
-2024-01-07 11:01:19 INFO lr: 4.9600e-05 - loss: 0.0001 - UP: 98.96% UR: 97.90% UF: 98.43% P: 98.89% R: 97.83% F: 98.36%
-2024-01-07 11:01:20 INFO dev:  loss: nan - UP: 69.47% UR: 60.21% UF: 64.51% P: 67.62% R: 58.61% F: 62.80%
-2024-01-07 11:01:20 INFO test: loss: nan - UP: 72.07% UR: 64.06% UF: 67.83% P: 68.75% R: 61.11% F: 64.71%
-2024-01-07 11:01:23 INFO 0:00:02.606299s elapsed (saved)
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-2024-01-07 11:01:23 INFO Epoch 41 / 5000:
-2024-01-07 11:01:25 INFO lr: 4.9590e-05 - loss: 0.0008 - UP: 99.01% UR: 97.92% UF: 98.46% P: 98.96% R: 97.88% F: 98.42%
-2024-01-07 11:01:25 INFO dev:  loss: nan - UP: 71.40% UR: 58.97% UF: 64.59% P: 69.68% R: 57.55% F: 63.04%
-2024-01-07 11:01:25 INFO test: loss: nan - UP: 73.61% UR: 62.38% UF: 67.53% P: 70.46% R: 59.70% F: 64.64%
-2024-01-07 11:01:28 INFO 0:00:02.668014s elapsed (saved)
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-2024-01-07 11:01:28 INFO Epoch 42 / 5000:
-2024-01-07 11:01:30 INFO lr: 4.9580e-05 - loss: 0.0023 - UP: 98.87% UR: 98.12% UF: 98.50% P: 98.81% R: 98.06% F: 98.43%
-2024-01-07 11:01:30 INFO dev:  loss: nan - UP: 70.81% UR: 57.73% UF: 63.60% P: 68.85% R: 56.13% F: 61.84%
-2024-01-07 11:01:31 INFO test: loss: nan - UP: 73.66% UR: 62.73% UF: 67.76% P: 70.27% R: 59.85% F: 64.64%
-2024-01-07 11:01:31 INFO 0:00:02.701851s elapsed
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-2024-01-07 11:01:31 INFO Epoch 43 / 5000:
-2024-01-07 11:01:33 INFO lr: 4.9570e-05 - loss: 0.0006 - UP: 99.08% UR: 98.41% UF: 98.74% P: 99.01% R: 98.35% F: 98.68%
-2024-01-07 11:01:33 INFO dev:  loss: nan - UP: 69.27% UR: 53.64% UF: 60.46% P: 66.97% R: 51.87% F: 58.46%
-2024-01-07 11:01:33 INFO test: loss: nan - UP: 75.77% UR: 60.90% UF: 67.52% P: 73.05% R: 58.72% F: 65.11%
-2024-01-07 11:01:33 INFO 0:00:02.529399s elapsed
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-2024-01-07 11:01:33 INFO Epoch 44 / 5000:
-2024-01-07 11:01:35 INFO lr: 4.9560e-05 - loss: 0.0027 - UP: 99.19% UR: 98.46% UF: 98.82% P: 99.03% R: 98.30% F: 98.67%
-2024-01-07 11:01:35 INFO dev:  loss: nan - UP: 69.18% UR: 57.02% UF: 62.51% P: 66.81% R: 55.06% F: 60.37%
-2024-01-07 11:01:36 INFO test: loss: nan - UP: 70.60% UR: 64.84% UF: 67.60% P: 66.62% R: 61.18% F: 63.78%
-2024-01-07 11:01:36 INFO 0:00:02.651668s elapsed
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-2024-01-07 11:01:36 INFO Epoch 45 / 5000:
-2024-01-07 11:01:38 INFO lr: 4.9550e-05 - loss: 0.0705 - UP: 87.61% UR: 83.15% UF: 85.32% P: 86.83% R: 82.41% F: 84.56%
-2024-01-07 11:01:38 INFO dev:  loss: nan - UP: 65.06% UR: 47.96% UF: 55.21% P: 61.20% R: 45.12% F: 51.94%
-2024-01-07 11:01:38 INFO test: loss: nan - UP: 72.25% UR: 53.66% UF: 61.58% P: 69.60% R: 51.69% F: 59.32%
-2024-01-07 11:01:38 INFO 0:00:02.609697s elapsed
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-2024-01-07 11:01:38 INFO Epoch 46 / 5000:
-2024-01-07 11:01:40 INFO lr: 4.9540e-05 - loss: 0.0225 - UP: 92.17% UR: 85.20% UF: 88.55% P: 90.09% R: 83.28% F: 86.55%
-2024-01-07 11:01:41 INFO dev:  loss: nan - UP: 66.52% UR: 54.35% UF: 59.82% P: 65.00% R: 53.11% F: 58.46%
-2024-01-07 11:01:41 INFO test: loss: nan - UP: 70.23% UR: 60.06% UF: 64.75% P: 67.93% R: 58.09% F: 62.62%
-2024-01-07 11:01:41 INFO 0:00:02.623198s elapsed
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-2024-01-07 11:01:41 INFO Epoch 47 / 5000:
-2024-01-07 11:01:43 INFO lr: 4.9530e-05 - loss: 0.0459 - UP: 95.10% UR: 91.19% UF: 93.11% P: 94.29% R: 90.41% F: 92.31%
-2024-01-07 11:01:43 INFO dev:  loss: nan - UP: 61.86% UR: 62.52% UF: 62.19% P: 59.40% R: 60.04% F: 59.72%
-2024-01-07 11:01:44 INFO test: loss: nan - UP: 65.51% UR: 67.58% UF: 66.53% P: 62.24% R: 64.21% F: 63.21%
-2024-01-07 11:01:44 INFO 0:00:02.553525s elapsed
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-2024-01-07 11:01:44 INFO Epoch 48 / 5000:
-2024-01-07 11:01:46 INFO lr: 4.9520e-05 - loss: 0.0084 - UP: 97.42% UR: 89.41% UF: 93.24% P: 97.00% R: 89.03% F: 92.84%
-2024-01-07 11:01:46 INFO dev:  loss: nan - UP: 63.57% UR: 61.99% UF: 62.77% P: 61.02% R: 59.50% F: 60.25%
-2024-01-07 11:01:46 INFO test: loss: nan - UP: 65.98% UR: 65.75% UF: 65.87% P: 62.88% R: 62.66% F: 62.77%
-2024-01-07 11:01:46 INFO 0:00:02.594298s elapsed
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-2024-01-07 11:01:46 INFO Epoch 49 / 5000:
-2024-01-07 11:01:48 INFO lr: 4.9510e-05 - loss: 0.0095 - UP: 94.35% UR: 93.25% UF: 93.79% P: 94.21% R: 93.12% F: 93.66%
-2024-01-07 11:01:48 INFO dev:  loss: nan - UP: 61.37% UR: 58.97% UF: 60.14% P: 59.52% R: 57.19% F: 58.33%
-2024-01-07 11:01:49 INFO test: loss: nan - UP: 65.51% UR: 66.39% UF: 65.94% P: 62.80% R: 63.64% F: 63.22%
-2024-01-07 11:01:49 INFO 0:00:02.617770s elapsed
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-2024-01-07 11:01:49 INFO Epoch 50 / 5000:
-2024-01-07 11:01:51 INFO lr: 4.9500e-05 - loss: 0.0012 - UP: 97.25% UR: 94.73% UF: 95.97% P: 97.09% R: 94.57% F: 95.81%
-2024-01-07 11:01:51 INFO dev:  loss: nan - UP: 68.32% UR: 56.31% UF: 61.73% P: 66.81% R: 55.06% F: 60.37%
-2024-01-07 11:01:51 INFO test: loss: nan - UP: 73.56% UR: 61.81% UF: 67.18% P: 70.71% R: 59.42% F: 64.58%
-2024-01-07 11:01:51 INFO 0:00:02.685151s elapsed
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-2024-01-07 11:01:51 INFO Epoch 51 / 5000:
-2024-01-07 11:01:54 INFO lr: 4.9490e-05 - loss: 0.0025 - UP: 97.48% UR: 95.22% UF: 96.34% P: 97.37% R: 95.11% F: 96.22%
-2024-01-07 11:01:54 INFO dev:  loss: nan - UP: 68.61% UR: 54.35% UF: 60.65% P: 66.82% R: 52.93% F: 59.07%
-2024-01-07 11:01:54 INFO test: loss: nan - UP: 74.69% UR: 60.20% UF: 66.67% P: 71.99% R: 58.02% F: 64.25%
-2024-01-07 11:01:54 INFO 0:00:02.665708s elapsed
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-2024-01-07 11:01:54 INFO Epoch 52 / 5000:
-2024-01-07 11:01:56 INFO lr: 4.9480e-05 - loss: 0.0017 - UP: 98.22% UR: 96.00% UF: 97.10% P: 98.08% R: 95.86% F: 96.96%
-2024-01-07 11:01:57 INFO dev:  loss: nan - UP: 67.37% UR: 56.48% UF: 61.45% P: 65.47% R: 54.88% F: 59.71%
-2024-01-07 11:01:57 INFO test: loss: nan - UP: 72.25% UR: 62.80% UF: 67.19% P: 69.66% R: 60.55% F: 64.79%
-2024-01-07 11:01:57 INFO 0:00:02.678121s elapsed
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-2024-01-07 11:01:57 INFO Epoch 53 / 5000:
-2024-01-07 11:01:59 INFO lr: 4.9470e-05 - loss: 0.0064 - UP: 98.52% UR: 96.98% UF: 97.75% P: 98.21% R: 96.67% F: 97.43%
-2024-01-07 11:01:59 INFO dev:  loss: nan - UP: 68.32% UR: 56.31% UF: 61.73% P: 66.16% R: 54.53% F: 59.79%
-2024-01-07 11:02:00 INFO test: loss: nan - UP: 73.63% UR: 62.24% UF: 67.45% P: 70.47% R: 59.56% F: 64.56%
-2024-01-07 11:02:00 INFO 0:00:02.689806s elapsed
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-2024-01-07 11:02:00 INFO Epoch 54 / 5000:
-2024-01-07 11:02:02 INFO lr: 4.9460e-05 - loss: 0.0001 - UP: 98.80% UR: 97.30% UF: 98.04% P: 98.75% R: 97.25% F: 98.00%
-2024-01-07 11:02:02 INFO dev:  loss: nan - UP: 70.16% UR: 55.95% UF: 62.25% P: 67.93% R: 54.17% F: 60.28%
-2024-01-07 11:02:02 INFO test: loss: nan - UP: 74.45% UR: 61.46% UF: 67.33% P: 71.47% R: 59.00% F: 64.64%
-2024-01-07 11:02:02 INFO 0:00:02.638429s elapsed
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-2024-01-07 11:02:02 INFO Epoch 55 / 5000:
-2024-01-07 11:02:04 INFO lr: 4.9450e-05 - loss: 0.0044 - UP: 98.44% UR: 97.14% UF: 97.78% P: 98.37% R: 97.07% F: 97.72%
-2024-01-07 11:02:04 INFO dev:  loss: nan - UP: 70.17% UR: 58.08% UF: 63.56% P: 68.24% R: 56.48% F: 61.81%
-2024-01-07 11:02:05 INFO test: loss: nan - UP: 72.20% UR: 61.74% UF: 66.57% P: 69.16% R: 59.14% F: 63.76%
-2024-01-07 11:02:05 INFO 0:00:02.591177s elapsed
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-2024-01-07 11:02:05 INFO Epoch 56 / 5000:
-2024-01-07 11:02:07 INFO lr: 4.9440e-05 - loss: 0.0093 - UP: 98.47% UR: 96.29% UF: 97.37% P: 98.35% R: 96.18% F: 97.25%
-2024-01-07 11:02:07 INFO dev:  loss: nan - UP: 69.66% UR: 50.98% UF: 58.87% P: 67.23% R: 49.20% F: 56.82%
-2024-01-07 11:02:07 INFO test: loss: nan - UP: 75.56% UR: 57.38% UF: 65.23% P: 72.87% R: 55.34% F: 62.91%
-2024-01-07 11:02:07 INFO 0:00:02.574183s elapsed
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-2024-01-07 11:02:07 INFO Epoch 57 / 5000:
-2024-01-07 11:02:09 INFO lr: 4.9430e-05 - loss: 0.0006 - UP: 97.38% UR: 96.38% UF: 96.88% P: 97.29% R: 96.29% F: 96.79%
-2024-01-07 11:02:10 INFO dev:  loss: nan - UP: 67.58% UR: 57.02% UF: 61.85% P: 65.68% R: 55.42% F: 60.12%
-2024-01-07 11:02:10 INFO test: loss: nan - UP: 72.42% UR: 63.15% UF: 67.47% P: 69.76% R: 60.83% F: 64.99%
-2024-01-07 11:02:10 INFO 0:00:02.604110s elapsed
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-2024-01-07 11:02:10 INFO Epoch 58 / 5000:
-2024-01-07 11:02:12 INFO lr: 4.9420e-05 - loss: 0.0046 - UP: 98.18% UR: 97.59% UF: 97.88% P: 98.09% R: 97.50% F: 97.79%
-2024-01-07 11:02:12 INFO dev:  loss: nan - UP: 73.05% UR: 54.88% UF: 62.68% P: 70.45% R: 52.93% F: 60.45%
-2024-01-07 11:02:13 INFO test: loss: nan - UP: 74.85% UR: 60.90% UF: 67.16% P: 72.08% R: 58.65% F: 64.68%
-2024-01-07 11:02:13 INFO 0:00:02.637761s elapsed
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-2024-01-07 11:02:13 INFO Epoch 59 / 5000:
-2024-01-07 11:02:15 INFO lr: 4.9410e-05 - loss: 0.0060 - UP: 98.34% UR: 96.94% UF: 97.64% P: 98.25% R: 96.85% F: 97.55%
-2024-01-07 11:02:15 INFO dev:  loss: nan - UP: 68.28% UR: 57.73% UF: 62.56% P: 66.39% R: 56.13% F: 60.83%
-2024-01-07 11:02:15 INFO test: loss: nan - UP: 71.45% UR: 63.01% UF: 66.97% P: 67.78% R: 59.77% F: 63.53%
-2024-01-07 11:02:15 INFO 0:00:02.536543s elapsed
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-2024-01-07 11:02:15 INFO Epoch 60 / 5000:
-2024-01-07 11:02:17 INFO lr: 4.9400e-05 - loss: 0.0012 - UP: 99.32% UR: 98.19% UF: 98.75% P: 99.30% R: 98.17% F: 98.73%
-2024-01-07 11:02:17 INFO dev:  loss: nan - UP: 68.72% UR: 57.37% UF: 62.54% P: 66.81% R: 55.77% F: 60.79%
-2024-01-07 11:02:18 INFO test: loss: nan - UP: 73.28% UR: 62.87% UF: 67.68% P: 70.41% R: 60.41% F: 65.03%
-2024-01-07 11:02:18 INFO 0:00:02.500017s elapsed
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-2024-01-07 11:02:18 INFO Epoch 61 / 5000:
-2024-01-07 11:02:20 INFO lr: 4.9390e-05 - loss: 0.0004 - UP: 99.17% UR: 98.48% UF: 98.82% P: 99.14% R: 98.46% F: 98.80%
-2024-01-07 11:02:20 INFO dev:  loss: nan - UP: 68.62% UR: 58.26% UF: 63.02% P: 66.74% R: 56.66% F: 61.29%
-2024-01-07 11:02:20 INFO test: loss: nan - UP: 72.33% UR: 64.70% UF: 68.30% P: 69.73% R: 62.38% F: 65.85%
-2024-01-07 11:02:20 INFO 0:00:02.547997s elapsed
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-2024-01-07 11:02:20 INFO Epoch 62 / 5000:
-2024-01-07 11:02:22 INFO lr: 4.9380e-05 - loss: 0.0014 - UP: 99.13% UR: 98.95% UF: 99.04% P: 98.99% R: 98.82% F: 98.90%
-2024-01-07 11:02:22 INFO dev:  loss: nan - UP: 71.19% UR: 54.00% UF: 61.41% P: 69.56% R: 52.75% F: 60.00%
-2024-01-07 11:02:23 INFO test: loss: nan - UP: 73.91% UR: 60.76% UF: 66.69% P: 71.34% R: 58.65% F: 64.38%
-2024-01-07 11:02:23 INFO 0:00:02.603678s elapsed
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-2024-01-07 11:02:23 INFO Epoch 63 / 5000:
-2024-01-07 11:02:25 INFO lr: 4.9370e-05 - loss: 0.0006 - UP: 99.30% UR: 98.61% UF: 98.96% P: 99.26% R: 98.57% F: 98.91%
-2024-01-07 11:02:25 INFO dev:  loss: nan - UP: 70.58% UR: 58.79% UF: 64.15% P: 68.44% R: 57.02% F: 62.21%
-2024-01-07 11:02:25 INFO test: loss: nan - UP: 71.54% UR: 63.64% UF: 67.36% P: 68.70% R: 61.11% F: 64.68%
-2024-01-07 11:02:25 INFO 0:00:02.549815s elapsed
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-2024-01-07 11:02:25 INFO Epoch 64 / 5000:
-2024-01-07 11:02:27 INFO lr: 4.9360e-05 - loss: 0.0008 - UP: 99.21% UR: 98.48% UF: 98.84% P: 99.19% R: 98.46% F: 98.82%
-2024-01-07 11:02:28 INFO dev:  loss: nan - UP: 68.31% UR: 58.97% UF: 63.30% P: 65.43% R: 56.48% F: 60.63%
-2024-01-07 11:02:28 INFO test: loss: nan - UP: 72.18% UR: 64.42% UF: 68.08% P: 69.58% R: 62.10% F: 65.63%
-2024-01-07 11:02:28 INFO 0:00:02.512129s elapsed
-
-2024-01-07 11:02:28 INFO Epoch 65 / 5000:
-2024-01-07 11:02:30 INFO lr: 4.9350e-05 - loss: 0.0009 - UP: 99.33% UR: 98.97% UF: 99.15% P: 99.28% R: 98.93% F: 99.10%
-2024-01-07 11:02:30 INFO dev:  loss: nan - UP: 70.46% UR: 57.19% UF: 63.14% P: 68.05% R: 55.24% F: 60.98%
-2024-01-07 11:02:30 INFO test: loss: nan - UP: 73.09% UR: 61.88% UF: 67.02% P: 70.60% R: 59.77% F: 64.74%
-2024-01-07 11:02:30 INFO 0:00:02.512451s elapsed
-
-2024-01-07 11:02:30 INFO Epoch 66 / 5000:
-2024-01-07 11:02:32 INFO lr: 4.9340e-05 - loss: 0.0005 - UP: 99.24% UR: 98.97% UF: 99.10% P: 99.19% R: 98.93% F: 99.06%
-2024-01-07 11:02:33 INFO dev:  loss: nan - UP: 70.39% UR: 58.26% UF: 63.75% P: 68.24% R: 56.48% F: 61.81%
-2024-01-07 11:02:33 INFO test: loss: nan - UP: 72.62% UR: 62.87% UF: 67.40% P: 70.27% R: 60.83% F: 65.21%
-2024-01-07 11:02:33 INFO 0:00:02.544993s elapsed
-
-2024-01-07 11:02:33 INFO Epoch 67 / 5000:
-2024-01-07 11:02:35 INFO lr: 4.9330e-05 - loss: 0.0012 - UP: 99.24% UR: 99.17% UF: 99.21% P: 99.22% R: 99.15% F: 99.18%
-2024-01-07 11:02:35 INFO dev:  loss: nan - UP: 71.27% UR: 58.61% UF: 64.33% P: 69.11% R: 56.84% F: 62.38%
-2024-01-07 11:02:35 INFO test: loss: nan - UP: 71.87% UR: 62.52% UF: 66.87% P: 69.28% R: 60.27% F: 64.46%
-2024-01-07 11:02:35 INFO 0:00:02.613204s elapsed
-
-2024-01-07 11:02:35 INFO Epoch 68 / 5000:
-2024-01-07 11:02:37 INFO lr: 4.9320e-05 - loss: 0.0001 - UP: 99.64% UR: 98.99% UF: 99.32% P: 99.60% R: 98.95% F: 99.27%
-2024-01-07 11:02:38 INFO dev:  loss: nan - UP: 69.36% UR: 59.50% UF: 64.05% P: 67.08% R: 57.55% F: 61.95%
-2024-01-07 11:02:38 INFO test: loss: nan - UP: 72.28% UR: 63.64% UF: 67.69% P: 69.89% R: 61.53% F: 65.45%
-2024-01-07 11:02:38 INFO 0:00:02.513039s elapsed
-
-2024-01-07 11:02:38 INFO Epoch 69 / 5000:
-2024-01-07 11:02:40 INFO lr: 4.9310e-05 - loss: 0.0003 - UP: 99.48% UR: 98.90% UF: 99.19% P: 99.42% R: 98.84% F: 99.13%
-2024-01-07 11:02:40 INFO dev:  loss: nan - UP: 69.48% UR: 59.86% UF: 64.31% P: 67.22% R: 57.90% F: 62.21%
-2024-01-07 11:02:41 INFO test: loss: nan - UP: 72.59% UR: 63.50% UF: 67.74% P: 70.02% R: 61.25% F: 65.34%
-2024-01-07 11:02:41 INFO 0:00:02.709386s elapsed
-
-2024-01-07 11:02:41 INFO Epoch 70 / 5000:
-2024-01-07 11:02:43 INFO lr: 4.9300e-05 - loss: 0.0000 - UP: 99.15% UR: 99.17% UF: 99.16% P: 99.08% R: 99.11% F: 99.09%
-2024-01-07 11:02:43 INFO dev:  loss: nan - UP: 69.96% UR: 57.90% UF: 63.36% P: 68.03% R: 56.31% F: 61.61%
-2024-01-07 11:02:43 INFO test: loss: nan - UP: 74.62% UR: 62.24% UF: 67.87% P: 71.84% R: 59.92% F: 65.34%
-2024-01-07 11:02:43 INFO 0:00:02.522672s elapsed
-
-2024-01-07 11:02:43 INFO Epoch 71 / 5000:
-2024-01-07 11:02:45 INFO lr: 4.9290e-05 - loss: 0.0004 - UP: 99.46% UR: 99.22% UF: 99.34% P: 99.42% R: 99.17% F: 99.30%
-2024-01-07 11:02:45 INFO dev:  loss: nan - UP: 70.13% UR: 57.55% UF: 63.22% P: 68.40% R: 56.13% F: 61.66%
-2024-01-07 11:02:46 INFO test: loss: nan - UP: 73.87% UR: 63.22% UF: 68.13% P: 71.24% R: 60.97% F: 65.71%
-2024-01-07 11:02:46 INFO 0:00:02.515726s elapsed
-
-2024-01-07 11:02:49 INFO Epoch 41 saved
-2024-01-07 11:02:49 INFO dev:  UP: 71.40% UR: 58.97% UF: 64.59% P: 69.68% R: 57.55% F: 63.04%
-2024-01-07 11:02:49 INFO test: UP: 73.61% UR: 62.38% UF: 67.53% P: 70.46% R: 59.70% F: 64.64%
-2024-01-07 11:02:49 INFO 0:03:06.887348s elapsed, 0:00:02.632216s/epoch
+2024-04-01 20:03:15 INFO Epoch 1 / 5000:
+2024-04-01 20:03:18 INFO lr: 4.9990e-05 - loss: 0.1277 - UP: 13.64% UR:  7.53% UF:  9.71% P:  7.77% R:  4.29% F:  5.53%
+2024-04-01 20:03:18 INFO dev:  loss: nan - UP: 84.81% UR: 11.90% UF: 20.87% P: 81.01% R: 11.37% F: 19.94%
+2024-04-01 20:03:19 INFO test: loss: nan - UP: 85.95% UR: 11.18% UF: 19.79% P: 82.70% R: 10.76% F: 19.04%
+2024-04-01 20:03:21 INFO 0:00:03.289579s elapsed (saved)
+
+2024-04-01 20:03:21 INFO Epoch 2 / 5000:
+2024-04-01 20:03:22 INFO lr: 4.9980e-05 - loss: 0.0920 - UP: 66.38% UR: 23.87% UF: 35.11% P: 61.59% R: 22.15% F: 32.58%
+2024-04-01 20:03:23 INFO dev:  loss: nan - UP: 80.79% UR: 21.67% UF: 34.17% P: 78.15% R: 20.96% F: 33.05%
+2024-04-01 20:03:23 INFO test: loss: nan - UP: 87.32% UR: 25.18% UF: 39.08% P: 84.39% R: 24.33% F: 37.77%
+2024-04-01 20:03:26 INFO 0:00:02.504153s elapsed (saved)
+
+2024-04-01 20:03:26 INFO Epoch 3 / 5000:
+2024-04-01 20:03:28 INFO lr: 4.9970e-05 - loss: 0.0134 - UP: 71.40% UR: 31.02% UF: 43.25% P: 69.34% R: 30.13% F: 42.01%
+2024-04-01 20:03:28 INFO dev:  loss: nan - UP: 72.70% UR: 36.41% UF: 48.52% P: 69.86% R: 34.99% F: 46.63%
+2024-04-01 20:03:28 INFO test: loss: nan - UP: 73.81% UR: 37.06% UF: 49.34% P: 71.29% R: 35.79% F: 47.66%
+2024-04-01 20:03:31 INFO 0:00:02.471563s elapsed (saved)
+
+2024-04-01 20:03:31 INFO Epoch 4 / 5000:
+2024-04-01 20:03:33 INFO lr: 4.9960e-05 - loss: 0.0640 - UP: 74.57% UR: 38.87% UF: 51.10% P: 71.87% R: 37.46% F: 49.25%
+2024-04-01 20:03:33 INFO dev:  loss: nan - UP: 72.20% UR: 33.21% UF: 45.50% P: 70.27% R: 32.33% F: 44.28%
+2024-04-01 20:03:34 INFO test: loss: nan - UP: 78.85% UR: 36.71% UF: 50.10% P: 77.04% R: 35.86% F: 48.94%
+2024-04-01 20:03:34 INFO 0:00:02.509538s elapsed
+
+2024-04-01 20:03:34 INFO Epoch 5 / 5000:
+2024-04-01 20:03:36 INFO lr: 4.9950e-05 - loss: 0.0613 - UP: 75.56% UR: 47.21% UF: 58.11% P: 73.95% R: 46.20% F: 56.87%
+2024-04-01 20:03:36 INFO dev:  loss: nan - UP: 66.01% UR: 41.39% UF: 50.87% P: 63.46% R: 39.79% F: 48.91%
+2024-04-01 20:03:36 INFO test: loss: nan - UP: 74.94% UR: 44.59% UF: 55.91% P: 72.46% R: 43.11% F: 54.06%
+2024-04-01 20:03:39 INFO 0:00:02.447152s elapsed (saved)
+
+2024-04-01 20:03:39 INFO Epoch 6 / 5000:
+2024-04-01 20:03:41 INFO lr: 4.9940e-05 - loss: 0.0452 - UP: 74.80% UR: 49.35% UF: 59.47% P: 72.63% R: 47.92% F: 57.74%
+2024-04-01 20:03:41 INFO dev:  loss: nan - UP: 62.95% UR: 49.20% UF: 55.23% P: 57.73% R: 45.12% F: 50.65%
+2024-04-01 20:03:42 INFO test: loss: nan - UP: 67.88% UR: 51.27% UF: 58.41% P: 63.87% R: 48.24% F: 54.97%
+2024-04-01 20:03:45 INFO 0:00:02.595869s elapsed (saved)
+
+2024-04-01 20:03:45 INFO Epoch 7 / 5000:
+2024-04-01 20:03:46 INFO lr: 4.9930e-05 - loss: 0.0084 - UP: 79.91% UR: 53.24% UF: 63.90% P: 78.90% R: 52.57% F: 63.10%
+2024-04-01 20:03:47 INFO dev:  loss: nan - UP: 70.89% UR: 36.77% UF: 48.42% P: 69.86% R: 36.23% F: 47.72%
+2024-04-01 20:03:47 INFO test: loss: nan - UP: 78.59% UR: 41.56% UF: 54.37% P: 76.73% R: 40.58% F: 53.08%
+2024-04-01 20:03:47 INFO 0:00:02.487609s elapsed
+
+2024-04-01 20:03:47 INFO Epoch 8 / 5000:
+2024-04-01 20:03:49 INFO lr: 4.9920e-05 - loss: 0.0658 - UP: 81.75% UR: 60.17% UF: 69.32% P: 81.26% R: 59.81% F: 68.91%
+2024-04-01 20:03:49 INFO dev:  loss: nan - UP: 64.89% UR: 43.34% UF: 51.97% P: 62.50% R: 41.74% F: 50.05%
+2024-04-01 20:03:50 INFO test: loss: nan - UP: 73.41% UR: 51.05% UF: 60.22% P: 71.08% R: 49.44% F: 58.32%
+2024-04-01 20:03:50 INFO 0:00:02.476073s elapsed
+
+2024-04-01 20:03:50 INFO Epoch 9 / 5000:
+2024-04-01 20:03:51 INFO lr: 4.9910e-05 - loss: 0.0352 - UP: 86.47% UR: 65.82% UF: 74.75% P: 85.97% R: 65.44% F: 74.31%
+2024-04-01 20:03:52 INFO dev:  loss: nan - UP: 69.29% UR: 45.29% UF: 54.78% P: 68.21% R: 44.58% F: 53.92%
+2024-04-01 20:03:52 INFO test: loss: nan - UP: 76.46% UR: 50.70% UF: 60.97% P: 73.91% R: 49.02% F: 58.94%
+2024-04-01 20:03:55 INFO 0:00:02.468118s elapsed (saved)
+
+2024-04-01 20:03:55 INFO Epoch 10 / 5000:
+2024-04-01 20:03:56 INFO lr: 4.9900e-05 - loss: 0.0266 - UP: 87.74% UR: 72.31% UF: 79.28% P: 87.31% R: 71.95% F: 78.89%
+2024-04-01 20:03:57 INFO dev:  loss: nan - UP: 69.89% UR: 46.18% UF: 55.61% P: 66.94% R: 44.23% F: 53.26%
+2024-04-01 20:03:57 INFO test: loss: nan - UP: 77.61% UR: 51.20% UF: 61.69% P: 75.05% R: 49.51% F: 59.66%
+2024-04-01 20:03:57 INFO 0:00:02.526674s elapsed
+
+2024-04-01 20:03:57 INFO Epoch 11 / 5000:
+2024-04-01 20:03:59 INFO lr: 4.9890e-05 - loss: 0.0274 - UP: 89.48% UR: 75.10% UF: 81.66% P: 89.13% R: 74.81% F: 81.35%
+2024-04-01 20:03:59 INFO dev:  loss: nan - UP: 66.58% UR: 44.94% UF: 53.66% P: 64.47% R: 43.52% F: 51.96%
+2024-04-01 20:04:00 INFO test: loss: nan - UP: 76.66% UR: 51.27% UF: 61.44% P: 73.08% R: 48.87% F: 58.58%
+2024-04-01 20:04:00 INFO 0:00:02.470887s elapsed
+
+2024-04-01 20:04:00 INFO Epoch 12 / 5000:
+2024-04-01 20:04:01 INFO lr: 4.9880e-05 - loss: 0.0392 - UP: 90.30% UR: 77.02% UF: 83.14% P: 90.12% R: 76.87% F: 82.97%
+2024-04-01 20:04:02 INFO dev:  loss: nan - UP: 71.65% UR: 49.38% UF: 58.46% P: 69.33% R: 47.78% F: 56.57%
+2024-04-01 20:04:02 INFO test: loss: nan - UP: 76.82% UR: 52.67% UF: 62.49% P: 73.95% R: 50.70% F: 60.16%
+2024-04-01 20:04:05 INFO 0:00:02.452008s elapsed (saved)
+
+2024-04-01 20:04:05 INFO Epoch 13 / 5000:
+2024-04-01 20:04:07 INFO lr: 4.9870e-05 - loss: 0.0120 - UP: 91.68% UR: 80.24% UF: 85.58% P: 91.55% R: 80.13% F: 85.46%
+2024-04-01 20:04:07 INFO dev:  loss: nan - UP: 67.18% UR: 53.82% UF: 59.76% P: 64.08% R: 51.33% F: 57.00%
+2024-04-01 20:04:07 INFO test: loss: nan - UP: 71.18% UR: 55.41% UF: 62.32% P: 67.75% R: 52.74% F: 59.31%
+2024-04-01 20:04:10 INFO 0:00:02.518484s elapsed (saved)
+
+2024-04-01 20:04:10 INFO Epoch 14 / 5000:
+2024-04-01 20:04:12 INFO lr: 4.9860e-05 - loss: 0.0070 - UP: 89.72% UR: 78.79% UF: 83.90% P: 89.41% R: 78.52% F: 83.61%
+2024-04-01 20:04:13 INFO dev:  loss: nan - UP: 72.73% UR: 45.47% UF: 55.96% P: 69.60% R: 43.52% F: 53.55%
+2024-04-01 20:04:13 INFO test: loss: nan - UP: 79.82% UR: 50.35% UF: 61.75% P: 76.37% R: 48.17% F: 59.08%
+2024-04-01 20:04:13 INFO 0:00:02.525166s elapsed
+
+2024-04-01 20:04:13 INFO Epoch 15 / 5000:
+2024-04-01 20:04:15 INFO lr: 4.9850e-05 - loss: 0.0318 - UP: 91.26% UR: 83.35% UF: 87.13% P: 91.14% R: 83.24% F: 87.01%
+2024-04-01 20:04:15 INFO dev:  loss: nan - UP: 67.69% UR: 55.06% UF: 60.72% P: 63.97% R: 52.04% F: 57.39%
+2024-04-01 20:04:15 INFO test: loss: nan - UP: 72.12% UR: 61.67% UF: 66.49% P: 68.67% R: 58.72% F: 63.31%
+2024-04-01 20:04:18 INFO 0:00:02.472688s elapsed (saved)
+
+2024-04-01 20:04:18 INFO Epoch 16 / 5000:
+2024-04-01 20:04:20 INFO lr: 4.9840e-05 - loss: 0.0151 - UP: 92.43% UR: 83.73% UF: 87.86% P: 92.20% R: 83.53% F: 87.65%
+2024-04-01 20:04:21 INFO dev:  loss: nan - UP: 68.33% UR: 48.67% UF: 56.85% P: 65.59% R: 46.71% F: 54.56%
+2024-04-01 20:04:21 INFO test: loss: nan - UP: 76.61% UR: 48.59% UF: 59.47% P: 73.39% R: 46.55% F: 56.97%
+2024-04-01 20:04:21 INFO 0:00:02.643539s elapsed
+
+2024-04-01 20:04:21 INFO Epoch 17 / 5000:
+2024-04-01 20:04:23 INFO lr: 4.9830e-05 - loss: 0.0005 - UP: 92.76% UR: 81.92% UF: 87.00% P: 92.48% R: 81.67% F: 86.74%
+2024-04-01 20:04:23 INFO dev:  loss: nan - UP: 68.17% UR: 56.31% UF: 61.67% P: 65.16% R: 53.82% F: 58.95%
+2024-04-01 20:04:23 INFO test: loss: nan - UP: 73.27% UR: 60.90% UF: 66.51% P: 70.22% R: 58.37% F: 63.75%
+2024-04-01 20:04:26 INFO 0:00:02.467795s elapsed (saved)
+
+2024-04-01 20:04:26 INFO Epoch 18 / 5000:
+2024-04-01 20:04:28 INFO lr: 4.9820e-05 - loss: 0.0287 - UP: 94.00% UR: 87.53% UF: 90.65% P: 93.73% R: 87.28% F: 90.39%
+2024-04-01 20:04:28 INFO dev:  loss: nan - UP: 68.47% UR: 54.00% UF: 60.38% P: 64.86% R: 51.15% F: 57.20%
+2024-04-01 20:04:29 INFO test: loss: nan - UP: 75.39% UR: 57.95% UF: 65.53% P: 71.09% R: 54.64% F: 61.79%
+2024-04-01 20:04:29 INFO 0:00:02.603331s elapsed
+
+2024-04-01 20:04:29 INFO Epoch 19 / 5000:
+2024-04-01 20:04:31 INFO lr: 4.9810e-05 - loss: 0.0127 - UP: 94.74% UR: 88.98% UF: 91.77% P: 94.43% R: 88.69% F: 91.47%
+2024-04-01 20:04:31 INFO dev:  loss: nan - UP: 68.05% UR: 55.24% UF: 60.98% P: 64.99% R: 52.75% F: 58.24%
+2024-04-01 20:04:31 INFO test: loss: nan - UP: 73.93% UR: 59.63% UF: 66.02% P: 70.27% R: 56.68% F: 62.75%
+2024-04-01 20:04:31 INFO 0:00:02.589269s elapsed
+
+2024-04-01 20:04:31 INFO Epoch 20 / 5000:
+2024-04-01 20:04:33 INFO lr: 4.9800e-05 - loss: 0.0094 - UP: 95.50% UR: 90.63% UF: 93.00% P: 95.27% R: 90.41% F: 92.78%
+2024-04-01 20:04:34 INFO dev:  loss: nan - UP: 74.79% UR: 46.89% UF: 57.64% P: 72.24% R: 45.29% F: 55.68%
+2024-04-01 20:04:34 INFO test: loss: nan - UP: 79.44% UR: 52.18% UF: 62.99% P: 76.87% R: 50.49% F: 60.95%
+2024-04-01 20:04:34 INFO 0:00:02.520770s elapsed
+
+2024-04-01 20:04:34 INFO Epoch 21 / 5000:
+2024-04-01 20:04:36 INFO lr: 4.9790e-05 - loss: 0.0006 - UP: 95.42% UR: 88.85% UF: 92.01% P: 95.10% R: 88.56% F: 91.71%
+2024-04-01 20:04:36 INFO dev:  loss: nan - UP: 67.75% UR: 55.60% UF: 61.07% P: 64.94% R: 53.29% F: 58.54%
+2024-04-01 20:04:36 INFO test: loss: nan - UP: 72.09% UR: 62.66% UF: 67.04% P: 69.26% R: 60.20% F: 64.41%
+2024-04-01 20:04:36 INFO 0:00:02.621577s elapsed
+
+2024-04-01 20:04:36 INFO Epoch 22 / 5000:
+2024-04-01 20:04:38 INFO lr: 4.9780e-05 - loss: 0.0074 - UP: 94.77% UR: 91.98% UF: 93.35% P: 94.43% R: 91.64% F: 93.01%
+2024-04-01 20:04:39 INFO dev:  loss: nan - UP: 69.36% UR: 59.50% UF: 64.05% P: 67.08% R: 57.55% F: 61.95%
+2024-04-01 20:04:39 INFO test: loss: nan - UP: 72.12% UR: 62.94% UF: 67.22% P: 69.62% R: 60.76% F: 64.89%
+2024-04-01 20:04:42 INFO 0:00:02.439300s elapsed (saved)
+
+2024-04-01 20:04:42 INFO Epoch 23 / 5000:
+2024-04-01 20:04:44 INFO lr: 4.9770e-05 - loss: 0.0037 - UP: 96.44% UR: 91.31% UF: 93.80% P: 96.03% R: 90.93% F: 93.41%
+2024-04-01 20:04:44 INFO dev:  loss: nan - UP: 70.57% UR: 54.53% UF: 61.52% P: 68.28% R: 52.75% F: 59.52%
+2024-04-01 20:04:44 INFO test: loss: nan - UP: 75.88% UR: 59.07% UF: 66.43% P: 72.18% R: 56.19% F: 63.19%
+2024-04-01 20:04:44 INFO 0:00:02.645983s elapsed
+
+2024-04-01 20:04:44 INFO Epoch 24 / 5000:
+2024-04-01 20:04:46 INFO lr: 4.9760e-05 - loss: 0.0051 - UP: 95.86% UR: 93.63% UF: 94.73% P: 95.47% R: 93.25% F: 94.35%
+2024-04-01 20:04:47 INFO dev:  loss: nan - UP: 70.10% UR: 52.04% UF: 59.73% P: 67.94% R: 50.44% F: 57.90%
+2024-04-01 20:04:47 INFO test: loss: nan - UP: 77.39% UR: 58.72% UF: 66.77% P: 73.68% R: 55.91% F: 63.57%
+2024-04-01 20:04:47 INFO 0:00:02.461443s elapsed
+
+2024-04-01 20:04:47 INFO Epoch 25 / 5000:
+2024-04-01 20:04:49 INFO lr: 4.9750e-05 - loss: 0.0153 - UP: 97.08% UR: 92.94% UF: 94.96% P: 96.78% R: 92.65% F: 94.67%
+2024-04-01 20:04:49 INFO dev:  loss: nan - UP: 67.34% UR: 59.33% UF: 63.08% P: 65.12% R: 57.37% F: 61.00%
+2024-04-01 20:04:49 INFO test: loss: nan - UP: 70.83% UR: 64.56% UF: 67.55% P: 67.90% R: 61.88% F: 64.75%
+2024-04-01 20:04:49 INFO 0:00:02.461913s elapsed
+
+2024-04-01 20:04:49 INFO Epoch 26 / 5000:
+2024-04-01 20:04:51 INFO lr: 4.9740e-05 - loss: 0.0009 - UP: 96.81% UR: 93.74% UF: 95.25% P: 96.42% R: 93.36% F: 94.87%
+2024-04-01 20:04:52 INFO dev:  loss: nan - UP: 76.79% UR: 47.60% UF: 58.77% P: 74.50% R: 46.18% F: 57.02%
+2024-04-01 20:04:52 INFO test: loss: nan - UP: 80.17% UR: 53.16% UF: 63.93% P: 76.46% R: 50.70% F: 60.97%
+2024-04-01 20:04:52 INFO 0:00:02.601263s elapsed
+
+2024-04-01 20:04:52 INFO Epoch 27 / 5000:
+2024-04-01 20:04:54 INFO lr: 4.9730e-05 - loss: 0.0118 - UP: 97.65% UR: 90.01% UF: 93.67% P: 97.43% R: 89.81% F: 93.46%
+2024-04-01 20:04:54 INFO dev:  loss: nan - UP: 67.25% UR: 54.71% UF: 60.33% P: 64.41% R: 52.40% F: 57.79%
+2024-04-01 20:04:55 INFO test: loss: nan - UP: 73.08% UR: 59.00% UF: 65.29% P: 69.69% R: 56.26% F: 62.26%
+2024-04-01 20:04:55 INFO 0:00:02.548808s elapsed
+
+2024-04-01 20:04:55 INFO Epoch 28 / 5000:
+2024-04-01 20:04:56 INFO lr: 4.9720e-05 - loss: 0.0714 - UP: 96.34% UR: 92.38% UF: 94.32% P: 96.20% R: 92.24% F: 94.18%
+2024-04-01 20:04:57 INFO dev:  loss: nan - UP: 66.07% UR: 52.58% UF: 58.56% P: 63.84% R: 50.80% F: 56.58%
+2024-04-01 20:04:57 INFO test: loss: nan - UP: 74.56% UR: 56.68% UF: 64.40% P: 71.51% R: 54.36% F: 61.77%
+2024-04-01 20:04:57 INFO 0:00:02.475028s elapsed
+
+2024-04-01 20:04:57 INFO Epoch 29 / 5000:
+2024-04-01 20:04:59 INFO lr: 4.9710e-05 - loss: 0.0272 - UP: 94.51% UR: 93.47% UF: 93.99% P: 94.19% R: 93.16% F: 93.67%
+2024-04-01 20:04:59 INFO dev:  loss: nan - UP: 69.42% UR: 61.28% UF: 65.09% P: 65.19% R: 57.55% F: 61.13%
+2024-04-01 20:04:59 INFO test: loss: nan - UP: 71.32% UR: 63.64% UF: 67.26% P: 66.43% R: 59.28% F: 62.65%
+2024-04-01 20:04:59 INFO 0:00:02.477544s elapsed
+
+2024-04-01 20:04:59 INFO Epoch 30 / 5000:
+2024-04-01 20:05:01 INFO lr: 4.9700e-05 - loss: 0.0049 - UP: 95.16% UR: 89.65% UF: 92.32% P: 94.97% R: 89.47% F: 92.14%
+2024-04-01 20:05:02 INFO dev:  loss: nan - UP: 64.59% UR: 64.48% UF: 64.53% P: 61.57% R: 61.46% F: 61.51%
+2024-04-01 20:05:02 INFO test: loss: nan - UP: 67.04% UR: 66.67% UF: 66.85% P: 63.58% R: 63.22% F: 63.40%
+2024-04-01 20:05:02 INFO 0:00:02.479398s elapsed
+
+2024-04-01 20:05:02 INFO Epoch 31 / 5000:
+2024-04-01 20:05:04 INFO lr: 4.9690e-05 - loss: 0.0006 - UP: 95.80% UR: 92.69% UF: 94.22% P: 95.66% R: 92.56% F: 94.08%
+2024-04-01 20:05:04 INFO dev:  loss: nan - UP: 77.74% UR: 46.54% UF: 58.22% P: 75.96% R: 45.47% F: 56.89%
+2024-04-01 20:05:05 INFO test: loss: nan - UP: 82.08% UR: 50.56% UF: 62.58% P: 79.34% R: 48.87% F: 60.49%
+2024-04-01 20:05:05 INFO 0:00:02.553763s elapsed
+
+2024-04-01 20:05:05 INFO Epoch 32 / 5000:
+2024-04-01 20:05:06 INFO lr: 4.9680e-05 - loss: 0.0053 - UP: 97.42% UR: 92.13% UF: 94.70% P: 97.31% R: 92.02% F: 94.59%
+2024-04-01 20:05:07 INFO dev:  loss: nan - UP: 70.38% UR: 56.13% UF: 62.45% P: 67.04% R: 53.46% F: 59.49%
+2024-04-01 20:05:07 INFO test: loss: nan - UP: 74.35% UR: 62.38% UF: 67.84% P: 71.00% R: 59.56% F: 64.78%
+2024-04-01 20:05:07 INFO 0:00:02.458955s elapsed
+
+2024-04-01 20:05:07 INFO Epoch 33 / 5000:
+2024-04-01 20:05:09 INFO lr: 4.9670e-05 - loss: 0.0125 - UP: 98.08% UR: 95.98% UF: 97.02% P: 98.01% R: 95.91% F: 96.95%
+2024-04-01 20:05:09 INFO dev:  loss: nan - UP: 70.30% UR: 53.82% UF: 60.97% P: 68.21% R: 52.22% F: 59.15%
+2024-04-01 20:05:10 INFO test: loss: nan - UP: 76.29% UR: 61.11% UF: 67.86% P: 72.96% R: 58.44% F: 64.90%
+2024-04-01 20:05:10 INFO 0:00:02.527108s elapsed
+
+2024-04-01 20:05:10 INFO Epoch 34 / 5000:
+2024-04-01 20:05:11 INFO lr: 4.9660e-05 - loss: 0.0023 - UP: 97.59% UR: 96.00% UF: 96.79% P: 97.46% R: 95.86% F: 96.65%
+2024-04-01 20:05:12 INFO dev:  loss: nan - UP: 71.85% UR: 56.66% UF: 63.36% P: 70.05% R: 55.24% F: 61.77%
+2024-04-01 20:05:12 INFO test: loss: nan - UP: 74.03% UR: 63.36% UF: 68.28% P: 70.58% R: 60.41% F: 65.10%
+2024-04-01 20:05:12 INFO 0:00:02.462449s elapsed
+
+2024-04-01 20:05:12 INFO Epoch 35 / 5000:
+2024-04-01 20:05:14 INFO lr: 4.9650e-05 - loss: 0.0008 - UP: 98.23% UR: 96.56% UF: 97.39% P: 98.11% R: 96.45% F: 97.27%
+2024-04-01 20:05:14 INFO dev:  loss: nan - UP: 72.47% UR: 54.71% UF: 62.35% P: 69.88% R: 52.75% F: 60.12%
+2024-04-01 20:05:14 INFO test: loss: nan - UP: 75.31% UR: 60.69% UF: 67.21% P: 72.08% R: 58.09% F: 64.33%
+2024-04-01 20:05:14 INFO 0:00:02.506397s elapsed
+
+2024-04-01 20:05:14 INFO Epoch 36 / 5000:
+2024-04-01 20:05:16 INFO lr: 4.9640e-05 - loss: 0.0018 - UP: 98.10% UR: 96.87% UF: 97.48% P: 98.05% R: 96.83% F: 97.44%
+2024-04-01 20:05:17 INFO dev:  loss: nan - UP: 69.26% UR: 60.04% UF: 64.32% P: 66.60% R: 57.73% F: 61.85%
+2024-04-01 20:05:17 INFO test: loss: nan - UP: 72.97% UR: 66.46% UF: 69.56% P: 69.27% R: 63.08% F: 66.03%
+2024-04-01 20:05:17 INFO 0:00:02.491213s elapsed
+
+2024-04-01 20:05:17 INFO Epoch 37 / 5000:
+2024-04-01 20:05:19 INFO lr: 4.9630e-05 - loss: 0.0005 - UP: 98.50% UR: 97.03% UF: 97.76% P: 98.43% R: 96.96% F: 97.69%
+2024-04-01 20:05:19 INFO dev:  loss: nan - UP: 67.64% UR: 57.55% UF: 62.19% P: 65.55% R: 55.77% F: 60.27%
+2024-04-01 20:05:20 INFO test: loss: nan - UP: 72.06% UR: 62.94% UF: 67.19% P: 68.76% R: 60.06% F: 64.11%
+2024-04-01 20:05:20 INFO 0:00:02.525488s elapsed
+
+2024-04-01 20:05:20 INFO Epoch 38 / 5000:
+2024-04-01 20:05:21 INFO lr: 4.9620e-05 - loss: 0.0015 - UP: 98.55% UR: 97.30% UF: 97.92% P: 98.46% R: 97.21% F: 97.83%
+2024-04-01 20:05:22 INFO dev:  loss: nan - UP: 65.62% UR: 55.95% UF: 60.40% P: 63.75% R: 54.35% F: 58.68%
+2024-04-01 20:05:22 INFO test: loss: nan - UP: 72.65% UR: 63.71% UF: 67.89% P: 69.77% R: 61.18% F: 65.19%
+2024-04-01 20:05:22 INFO 0:00:02.450286s elapsed
+
+2024-04-01 20:05:22 INFO Epoch 39 / 5000:
+2024-04-01 20:05:24 INFO lr: 4.9610e-05 - loss: 0.0051 - UP: 99.27% UR: 97.07% UF: 98.16% P: 99.20% R: 97.00% F: 98.09%
+2024-04-01 20:05:24 INFO dev:  loss: nan - UP: 71.30% UR: 56.48% UF: 63.03% P: 69.51% R: 55.06% F: 61.45%
+2024-04-01 20:05:24 INFO test: loss: nan - UP: 74.24% UR: 62.24% UF: 67.71% P: 71.56% R: 59.99% F: 65.26%
+2024-04-01 20:05:24 INFO 0:00:02.489130s elapsed
+
+2024-04-01 20:05:24 INFO Epoch 40 / 5000:
+2024-04-01 20:05:26 INFO lr: 4.9600e-05 - loss: 0.0001 - UP: 98.96% UR: 97.90% UF: 98.43% P: 98.89% R: 97.83% F: 98.36%
+2024-04-01 20:05:27 INFO dev:  loss: nan - UP: 69.47% UR: 60.21% UF: 64.51% P: 67.62% R: 58.61% F: 62.80%
+2024-04-01 20:05:27 INFO test: loss: nan - UP: 72.07% UR: 64.06% UF: 67.83% P: 68.75% R: 61.11% F: 64.71%
+2024-04-01 20:05:30 INFO 0:00:02.467063s elapsed (saved)
+
+2024-04-01 20:05:30 INFO Epoch 41 / 5000:
+2024-04-01 20:05:32 INFO lr: 4.9590e-05 - loss: 0.0008 - UP: 99.01% UR: 97.92% UF: 98.46% P: 98.96% R: 97.88% F: 98.42%
+2024-04-01 20:05:32 INFO dev:  loss: nan - UP: 71.40% UR: 58.97% UF: 64.59% P: 69.68% R: 57.55% F: 63.04%
+2024-04-01 20:05:32 INFO test: loss: nan - UP: 73.61% UR: 62.38% UF: 67.53% P: 70.46% R: 59.70% F: 64.64%
+2024-04-01 20:05:35 INFO 0:00:02.456379s elapsed (saved)
+
+2024-04-01 20:05:35 INFO Epoch 42 / 5000:
+2024-04-01 20:05:37 INFO lr: 4.9580e-05 - loss: 0.0023 - UP: 98.87% UR: 98.12% UF: 98.50% P: 98.81% R: 98.06% F: 98.43%
+2024-04-01 20:05:37 INFO dev:  loss: nan - UP: 70.81% UR: 57.73% UF: 63.60% P: 68.85% R: 56.13% F: 61.84%
+2024-04-01 20:05:37 INFO test: loss: nan - UP: 73.66% UR: 62.73% UF: 67.76% P: 70.27% R: 59.85% F: 64.64%
+2024-04-01 20:05:37 INFO 0:00:02.497637s elapsed
+
+2024-04-01 20:05:37 INFO Epoch 43 / 5000:
+2024-04-01 20:05:39 INFO lr: 4.9570e-05 - loss: 0.0006 - UP: 99.08% UR: 98.41% UF: 98.74% P: 99.01% R: 98.35% F: 98.68%
+2024-04-01 20:05:39 INFO dev:  loss: nan - UP: 69.27% UR: 53.64% UF: 60.46% P: 66.97% R: 51.87% F: 58.46%
+2024-04-01 20:05:40 INFO test: loss: nan - UP: 75.77% UR: 60.90% UF: 67.52% P: 73.05% R: 58.72% F: 65.11%
+2024-04-01 20:05:40 INFO 0:00:02.574217s elapsed
+
+2024-04-01 20:05:40 INFO Epoch 44 / 5000:
+2024-04-01 20:05:42 INFO lr: 4.9560e-05 - loss: 0.0027 - UP: 99.19% UR: 98.46% UF: 98.82% P: 99.03% R: 98.30% F: 98.67%
+2024-04-01 20:05:42 INFO dev:  loss: nan - UP: 69.18% UR: 57.02% UF: 62.51% P: 66.81% R: 55.06% F: 60.37%
+2024-04-01 20:05:42 INFO test: loss: nan - UP: 70.60% UR: 64.84% UF: 67.60% P: 66.62% R: 61.18% F: 63.78%
+2024-04-01 20:05:42 INFO 0:00:02.485648s elapsed
+
+2024-04-01 20:05:42 INFO Epoch 45 / 5000:
+2024-04-01 20:05:44 INFO lr: 4.9550e-05 - loss: 0.0705 - UP: 87.61% UR: 83.15% UF: 85.32% P: 86.83% R: 82.41% F: 84.56%
+2024-04-01 20:05:44 INFO dev:  loss: nan - UP: 65.06% UR: 47.96% UF: 55.21% P: 61.20% R: 45.12% F: 51.94%
+2024-04-01 20:05:45 INFO test: loss: nan - UP: 72.25% UR: 53.66% UF: 61.58% P: 69.60% R: 51.69% F: 59.32%
+2024-04-01 20:05:45 INFO 0:00:02.456929s elapsed
+
+2024-04-01 20:05:45 INFO Epoch 46 / 5000:
+2024-04-01 20:05:47 INFO lr: 4.9540e-05 - loss: 0.0225 - UP: 92.17% UR: 85.20% UF: 88.55% P: 90.09% R: 83.28% F: 86.55%
+2024-04-01 20:05:47 INFO dev:  loss: nan - UP: 66.52% UR: 54.35% UF: 59.82% P: 65.00% R: 53.11% F: 58.46%
+2024-04-01 20:05:47 INFO test: loss: nan - UP: 70.23% UR: 60.06% UF: 64.75% P: 67.93% R: 58.09% F: 62.62%
+2024-04-01 20:05:47 INFO 0:00:02.496589s elapsed
+
+2024-04-01 20:05:47 INFO Epoch 47 / 5000:
+2024-04-01 20:05:49 INFO lr: 4.9530e-05 - loss: 0.0459 - UP: 95.10% UR: 91.19% UF: 93.11% P: 94.29% R: 90.41% F: 92.31%
+2024-04-01 20:05:49 INFO dev:  loss: nan - UP: 61.86% UR: 62.52% UF: 62.19% P: 59.40% R: 60.04% F: 59.72%
+2024-04-01 20:05:50 INFO test: loss: nan - UP: 65.51% UR: 67.58% UF: 66.53% P: 62.24% R: 64.21% F: 63.21%
+2024-04-01 20:05:50 INFO 0:00:02.478388s elapsed
+
+2024-04-01 20:05:50 INFO Epoch 48 / 5000:
+2024-04-01 20:05:52 INFO lr: 4.9520e-05 - loss: 0.0084 - UP: 97.42% UR: 89.41% UF: 93.24% P: 97.00% R: 89.03% F: 92.84%
+2024-04-01 20:05:52 INFO dev:  loss: nan - UP: 63.57% UR: 61.99% UF: 62.77% P: 61.02% R: 59.50% F: 60.25%
+2024-04-01 20:05:52 INFO test: loss: nan - UP: 65.98% UR: 65.75% UF: 65.87% P: 62.88% R: 62.66% F: 62.77%
+2024-04-01 20:05:52 INFO 0:00:02.489832s elapsed
+
+2024-04-01 20:05:52 INFO Epoch 49 / 5000:
+2024-04-01 20:05:54 INFO lr: 4.9510e-05 - loss: 0.0095 - UP: 94.35% UR: 93.25% UF: 93.79% P: 94.21% R: 93.12% F: 93.66%
+2024-04-01 20:05:54 INFO dev:  loss: nan - UP: 61.37% UR: 58.97% UF: 60.14% P: 59.52% R: 57.19% F: 58.33%
+2024-04-01 20:05:55 INFO test: loss: nan - UP: 65.51% UR: 66.39% UF: 65.94% P: 62.80% R: 63.64% F: 63.22%
+2024-04-01 20:05:55 INFO 0:00:02.429962s elapsed
+
+2024-04-01 20:05:55 INFO Epoch 50 / 5000:
+2024-04-01 20:05:57 INFO lr: 4.9500e-05 - loss: 0.0012 - UP: 97.25% UR: 94.73% UF: 95.97% P: 97.09% R: 94.57% F: 95.81%
+2024-04-01 20:05:57 INFO dev:  loss: nan - UP: 68.32% UR: 56.31% UF: 61.73% P: 66.81% R: 55.06% F: 60.37%
+2024-04-01 20:05:57 INFO test: loss: nan - UP: 73.56% UR: 61.81% UF: 67.18% P: 70.71% R: 59.42% F: 64.58%
+2024-04-01 20:05:57 INFO 0:00:02.466249s elapsed
+
+2024-04-01 20:05:57 INFO Epoch 51 / 5000:
+2024-04-01 20:05:59 INFO lr: 4.9490e-05 - loss: 0.0025 - UP: 97.48% UR: 95.22% UF: 96.34% P: 97.37% R: 95.11% F: 96.22%
+2024-04-01 20:05:59 INFO dev:  loss: nan - UP: 68.61% UR: 54.35% UF: 60.65% P: 66.82% R: 52.93% F: 59.07%
+2024-04-01 20:06:00 INFO test: loss: nan - UP: 74.69% UR: 60.20% UF: 66.67% P: 71.99% R: 58.02% F: 64.25%
+2024-04-01 20:06:00 INFO 0:00:02.510578s elapsed
+
+2024-04-01 20:06:00 INFO Epoch 52 / 5000:
+2024-04-01 20:06:02 INFO lr: 4.9480e-05 - loss: 0.0017 - UP: 98.22% UR: 96.00% UF: 97.10% P: 98.08% R: 95.86% F: 96.96%
+2024-04-01 20:06:02 INFO dev:  loss: nan - UP: 67.37% UR: 56.48% UF: 61.45% P: 65.47% R: 54.88% F: 59.71%
+2024-04-01 20:06:02 INFO test: loss: nan - UP: 72.25% UR: 62.80% UF: 67.19% P: 69.66% R: 60.55% F: 64.79%
+2024-04-01 20:06:02 INFO 0:00:02.614060s elapsed
+
+2024-04-01 20:06:02 INFO Epoch 53 / 5000:
+2024-04-01 20:06:04 INFO lr: 4.9470e-05 - loss: 0.0064 - UP: 98.52% UR: 96.98% UF: 97.75% P: 98.21% R: 96.67% F: 97.43%
+2024-04-01 20:06:05 INFO dev:  loss: nan - UP: 68.32% UR: 56.31% UF: 61.73% P: 66.16% R: 54.53% F: 59.79%
+2024-04-01 20:06:05 INFO test: loss: nan - UP: 73.63% UR: 62.24% UF: 67.45% P: 70.47% R: 59.56% F: 64.56%
+2024-04-01 20:06:05 INFO 0:00:02.606721s elapsed
+
+2024-04-01 20:06:05 INFO Epoch 54 / 5000:
+2024-04-01 20:06:07 INFO lr: 4.9460e-05 - loss: 0.0001 - UP: 98.80% UR: 97.30% UF: 98.04% P: 98.75% R: 97.25% F: 98.00%
+2024-04-01 20:06:07 INFO dev:  loss: nan - UP: 70.16% UR: 55.95% UF: 62.25% P: 67.93% R: 54.17% F: 60.28%
+2024-04-01 20:06:07 INFO test: loss: nan - UP: 74.45% UR: 61.46% UF: 67.33% P: 71.47% R: 59.00% F: 64.64%
+2024-04-01 20:06:07 INFO 0:00:02.583748s elapsed
+
+2024-04-01 20:06:07 INFO Epoch 55 / 5000:
+2024-04-01 20:06:09 INFO lr: 4.9450e-05 - loss: 0.0044 - UP: 98.44% UR: 97.14% UF: 97.78% P: 98.37% R: 97.07% F: 97.72%
+2024-04-01 20:06:10 INFO dev:  loss: nan - UP: 70.17% UR: 58.08% UF: 63.56% P: 68.24% R: 56.48% F: 61.81%
+2024-04-01 20:06:10 INFO test: loss: nan - UP: 72.20% UR: 61.74% UF: 66.57% P: 69.16% R: 59.14% F: 63.76%
+2024-04-01 20:06:10 INFO 0:00:02.606261s elapsed
+
+2024-04-01 20:06:10 INFO Epoch 56 / 5000:
+2024-04-01 20:06:12 INFO lr: 4.9440e-05 - loss: 0.0093 - UP: 98.47% UR: 96.29% UF: 97.37% P: 98.35% R: 96.18% F: 97.25%
+2024-04-01 20:06:12 INFO dev:  loss: nan - UP: 69.66% UR: 50.98% UF: 58.87% P: 67.23% R: 49.20% F: 56.82%
+2024-04-01 20:06:13 INFO test: loss: nan - UP: 75.56% UR: 57.38% UF: 65.23% P: 72.87% R: 55.34% F: 62.91%
+2024-04-01 20:06:13 INFO 0:00:02.580684s elapsed
+
+2024-04-01 20:06:13 INFO Epoch 57 / 5000:
+2024-04-01 20:06:15 INFO lr: 4.9430e-05 - loss: 0.0006 - UP: 97.38% UR: 96.38% UF: 96.88% P: 97.29% R: 96.29% F: 96.79%
+2024-04-01 20:06:15 INFO dev:  loss: nan - UP: 67.58% UR: 57.02% UF: 61.85% P: 65.68% R: 55.42% F: 60.12%
+2024-04-01 20:06:15 INFO test: loss: nan - UP: 72.42% UR: 63.15% UF: 67.47% P: 69.76% R: 60.83% F: 64.99%
+2024-04-01 20:06:15 INFO 0:00:02.590921s elapsed
+
+2024-04-01 20:06:15 INFO Epoch 58 / 5000:
+2024-04-01 20:06:17 INFO lr: 4.9420e-05 - loss: 0.0046 - UP: 98.18% UR: 97.59% UF: 97.88% P: 98.09% R: 97.50% F: 97.79%
+2024-04-01 20:06:17 INFO dev:  loss: nan - UP: 73.05% UR: 54.88% UF: 62.68% P: 70.45% R: 52.93% F: 60.45%
+2024-04-01 20:06:18 INFO test: loss: nan - UP: 74.85% UR: 60.90% UF: 67.16% P: 72.08% R: 58.65% F: 64.68%
+2024-04-01 20:06:18 INFO 0:00:02.601107s elapsed
+
+2024-04-01 20:06:18 INFO Epoch 59 / 5000:
+2024-04-01 20:06:20 INFO lr: 4.9410e-05 - loss: 0.0060 - UP: 98.34% UR: 96.94% UF: 97.64% P: 98.25% R: 96.85% F: 97.55%
+2024-04-01 20:06:20 INFO dev:  loss: nan - UP: 68.28% UR: 57.73% UF: 62.56% P: 66.39% R: 56.13% F: 60.83%
+2024-04-01 20:06:20 INFO test: loss: nan - UP: 71.45% UR: 63.01% UF: 66.97% P: 67.78% R: 59.77% F: 63.53%
+2024-04-01 20:06:20 INFO 0:00:02.628730s elapsed
+
+2024-04-01 20:06:20 INFO Epoch 60 / 5000:
+2024-04-01 20:06:22 INFO lr: 4.9400e-05 - loss: 0.0012 - UP: 99.32% UR: 98.19% UF: 98.75% P: 99.30% R: 98.17% F: 98.73%
+2024-04-01 20:06:23 INFO dev:  loss: nan - UP: 68.72% UR: 57.37% UF: 62.54% P: 66.81% R: 55.77% F: 60.79%
+2024-04-01 20:06:23 INFO test: loss: nan - UP: 73.28% UR: 62.87% UF: 67.68% P: 70.41% R: 60.41% F: 65.03%
+2024-04-01 20:06:23 INFO 0:00:02.639443s elapsed
+
+2024-04-01 20:06:23 INFO Epoch 61 / 5000:
+2024-04-01 20:06:25 INFO lr: 4.9390e-05 - loss: 0.0004 - UP: 99.17% UR: 98.48% UF: 98.82% P: 99.14% R: 98.46% F: 98.80%
+2024-04-01 20:06:25 INFO dev:  loss: nan - UP: 68.62% UR: 58.26% UF: 63.02% P: 66.74% R: 56.66% F: 61.29%
+2024-04-01 20:06:26 INFO test: loss: nan - UP: 72.33% UR: 64.70% UF: 68.30% P: 69.73% R: 62.38% F: 65.85%
+2024-04-01 20:06:26 INFO 0:00:02.617481s elapsed
+
+2024-04-01 20:06:26 INFO Epoch 62 / 5000:
+2024-04-01 20:06:28 INFO lr: 4.9380e-05 - loss: 0.0014 - UP: 99.13% UR: 98.95% UF: 99.04% P: 98.99% R: 98.82% F: 98.90%
+2024-04-01 20:06:28 INFO dev:  loss: nan - UP: 71.19% UR: 54.00% UF: 61.41% P: 69.56% R: 52.75% F: 60.00%
+2024-04-01 20:06:28 INFO test: loss: nan - UP: 73.91% UR: 60.76% UF: 66.69% P: 71.34% R: 58.65% F: 64.38%
+2024-04-01 20:06:28 INFO 0:00:02.630475s elapsed
+
+2024-04-01 20:06:28 INFO Epoch 63 / 5000:
+2024-04-01 20:06:30 INFO lr: 4.9370e-05 - loss: 0.0006 - UP: 99.30% UR: 98.61% UF: 98.96% P: 99.26% R: 98.57% F: 98.91%
+2024-04-01 20:06:31 INFO dev:  loss: nan - UP: 70.58% UR: 58.79% UF: 64.15% P: 68.44% R: 57.02% F: 62.21%
+2024-04-01 20:06:31 INFO test: loss: nan - UP: 71.54% UR: 63.64% UF: 67.36% P: 68.70% R: 61.11% F: 64.68%
+2024-04-01 20:06:31 INFO 0:00:02.611124s elapsed
+
+2024-04-01 20:06:31 INFO Epoch 64 / 5000:
+2024-04-01 20:06:33 INFO lr: 4.9360e-05 - loss: 0.0008 - UP: 99.21% UR: 98.48% UF: 98.84% P: 99.19% R: 98.46% F: 98.82%
+2024-04-01 20:06:33 INFO dev:  loss: nan - UP: 68.31% UR: 58.97% UF: 63.30% P: 65.43% R: 56.48% F: 60.63%
+2024-04-01 20:06:34 INFO test: loss: nan - UP: 72.18% UR: 64.42% UF: 68.08% P: 69.58% R: 62.10% F: 65.63%
+2024-04-01 20:06:34 INFO 0:00:02.607553s elapsed
+
+2024-04-01 20:06:34 INFO Epoch 65 / 5000:
+2024-04-01 20:06:36 INFO lr: 4.9350e-05 - loss: 0.0009 - UP: 99.33% UR: 98.97% UF: 99.15% P: 99.28% R: 98.93% F: 99.10%
+2024-04-01 20:06:36 INFO dev:  loss: nan - UP: 70.46% UR: 57.19% UF: 63.14% P: 68.05% R: 55.24% F: 60.98%
+2024-04-01 20:06:36 INFO test: loss: nan - UP: 73.09% UR: 61.88% UF: 67.02% P: 70.60% R: 59.77% F: 64.74%
+2024-04-01 20:06:36 INFO 0:00:02.641451s elapsed
+
+2024-04-01 20:06:36 INFO Epoch 66 / 5000:
+2024-04-01 20:06:38 INFO lr: 4.9340e-05 - loss: 0.0005 - UP: 99.24% UR: 98.97% UF: 99.10% P: 99.19% R: 98.93% F: 99.06%
+2024-04-01 20:06:38 INFO dev:  loss: nan - UP: 70.39% UR: 58.26% UF: 63.75% P: 68.24% R: 56.48% F: 61.81%
+2024-04-01 20:06:39 INFO test: loss: nan - UP: 72.62% UR: 62.87% UF: 67.40% P: 70.27% R: 60.83% F: 65.21%
+2024-04-01 20:06:39 INFO 0:00:02.638539s elapsed
+
+2024-04-01 20:06:39 INFO Epoch 67 / 5000:
+2024-04-01 20:06:41 INFO lr: 4.9330e-05 - loss: 0.0012 - UP: 99.24% UR: 99.17% UF: 99.21% P: 99.22% R: 99.15% F: 99.18%
+2024-04-01 20:06:41 INFO dev:  loss: nan - UP: 71.27% UR: 58.61% UF: 64.33% P: 69.11% R: 56.84% F: 62.38%
+2024-04-01 20:06:41 INFO test: loss: nan - UP: 71.87% UR: 62.52% UF: 66.87% P: 69.28% R: 60.27% F: 64.46%
+2024-04-01 20:06:41 INFO 0:00:02.615788s elapsed
+
+2024-04-01 20:06:41 INFO Epoch 68 / 5000:
+2024-04-01 20:06:43 INFO lr: 4.9320e-05 - loss: 0.0001 - UP: 99.64% UR: 98.99% UF: 99.32% P: 99.60% R: 98.95% F: 99.27%
+2024-04-01 20:06:44 INFO dev:  loss: nan - UP: 69.36% UR: 59.50% UF: 64.05% P: 67.08% R: 57.55% F: 61.95%
+2024-04-01 20:06:44 INFO test: loss: nan - UP: 72.28% UR: 63.64% UF: 67.69% P: 69.89% R: 61.53% F: 65.45%
+2024-04-01 20:06:44 INFO 0:00:02.609684s elapsed
+
+2024-04-01 20:06:44 INFO Epoch 69 / 5000:
+2024-04-01 20:06:46 INFO lr: 4.9310e-05 - loss: 0.0003 - UP: 99.48% UR: 98.90% UF: 99.19% P: 99.42% R: 98.84% F: 99.13%
+2024-04-01 20:06:46 INFO dev:  loss: nan - UP: 69.48% UR: 59.86% UF: 64.31% P: 67.22% R: 57.90% F: 62.21%
+2024-04-01 20:06:47 INFO test: loss: nan - UP: 72.59% UR: 63.50% UF: 67.74% P: 70.02% R: 61.25% F: 65.34%
+2024-04-01 20:06:47 INFO 0:00:02.633140s elapsed
+
+2024-04-01 20:06:47 INFO Epoch 70 / 5000:
+2024-04-01 20:06:49 INFO lr: 4.9300e-05 - loss: 0.0000 - UP: 99.15% UR: 99.17% UF: 99.16% P: 99.08% R: 99.11% F: 99.09%
+2024-04-01 20:06:49 INFO dev:  loss: nan - UP: 69.96% UR: 57.90% UF: 63.36% P: 68.03% R: 56.31% F: 61.61%
+2024-04-01 20:06:49 INFO test: loss: nan - UP: 74.62% UR: 62.24% UF: 67.87% P: 71.84% R: 59.92% F: 65.34%
+2024-04-01 20:06:49 INFO 0:00:02.609704s elapsed
+
+2024-04-01 20:06:49 INFO Epoch 71 / 5000:
+2024-04-01 20:06:51 INFO lr: 4.9290e-05 - loss: 0.0004 - UP: 99.46% UR: 99.22% UF: 99.34% P: 99.42% R: 99.17% F: 99.30%
+2024-04-01 20:06:52 INFO dev:  loss: nan - UP: 70.13% UR: 57.55% UF: 63.22% P: 68.40% R: 56.13% F: 61.66%
+2024-04-01 20:06:52 INFO test: loss: nan - UP: 73.87% UR: 63.22% UF: 68.13% P: 71.24% R: 60.97% F: 65.71%
+2024-04-01 20:06:52 INFO 0:00:02.602884s elapsed
+
+2024-04-01 20:06:55 INFO Epoch 41 saved
+2024-04-01 20:06:55 INFO dev:  UP: 71.40% UR: 58.97% UF: 64.59% P: 69.68% R: 57.55% F: 63.04%
+2024-04-01 20:06:55 INFO test: UP: 73.61% UR: 62.38% UF: 67.53% P: 70.46% R: 59.70% F: 64.64%
+2024-04-01 20:06:55 INFO 0:03:00.796280s elapsed, 0:00:02.546426s/epoch

models/multibooked_eu/sdp_random/80/model_vi_multibooked_eu_xlm_10

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e5419a3b18d88dbbfe6e27fb8291e2750384995b5cc7e5059b6bcf8e8d37dd94
+size 1177848336

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

@@ -0,0 +1,577 @@
+2024-04-01 20:20:16 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_random/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_random/80/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_random/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 20:20:16 INFO Building the fields
+2024-04-01 20:20:17 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-04-01 20:20:17 INFO Building the model
+2024-04-01 20:20:19 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 20:20:19 INFO Loading the data
+2024-04-01 20:20:20 INFO 
+train: Dataset(n_sentences=849, n_batches=32, n_buckets=32)
+dev:   Dataset(n_sentences=120, n_batches=29, n_buckets=29)
+test:  Dataset(n_sentences=305, n_batches=32, n_buckets=32)
+
+2024-04-01 20:20:20 INFO Epoch 1 / 5000:
+2024-04-01 20:20:23 INFO lr: 4.9990e-05 - loss: 0.1596 - UP: 11.74% UR:  4.98% UF:  7.00% P:  4.53% R:  1.92% F:  2.70%
+2024-04-01 20:20:24 INFO dev:  loss: nan - UP: 100.00% UR:  0.18% UF:  0.35% P: 100.00% R:  0.18% F:  0.35%
+2024-04-01 20:20:24 INFO test: loss: nan - UP: 100.00% UR:  0.28% UF:  0.56% P: 75.00% R:  0.21% F:  0.42%
+2024-04-01 20:20:28 INFO 0:00:03.747208s elapsed (saved)
+
+2024-04-01 20:20:28 INFO Epoch 2 / 5000:
+2024-04-01 20:20:31 INFO lr: 4.9980e-05 - loss: 0.1254 - UP: 45.89% UR:  8.23% UF: 13.95% P: 38.65% R:  6.93% F: 11.75%
+2024-04-01 20:20:31 INFO dev:  loss: nan - UP: 67.57% UR: 13.32% UF: 22.26% P: 59.46% R: 11.72% F: 19.58%
+2024-04-01 20:20:32 INFO test: loss: nan - UP: 70.63% UR: 13.36% UF: 22.47% P: 62.83% R: 11.88% F: 19.99%
+2024-04-01 20:20:38 INFO 0:00:03.082539s elapsed (saved)
+
+2024-04-01 20:20:38 INFO Epoch 3 / 5000:
+2024-04-01 20:20:41 INFO lr: 4.9970e-05 - loss: 0.0151 - UP: 64.86% UR: 14.44% UF: 23.62% P: 57.03% R: 12.70% F: 20.77%
+2024-04-01 20:20:41 INFO dev:  loss: nan - UP: 50.23% UR: 38.90% UF: 43.84% P: 45.64% R: 35.35% F: 39.84%
+2024-04-01 20:20:42 INFO test: loss: nan - UP: 52.01% UR: 38.19% UF: 44.04% P: 48.56% R: 35.65% F: 41.12%
+2024-04-01 20:20:48 INFO 0:00:03.093334s elapsed (saved)
+
+2024-04-01 20:20:48 INFO Epoch 4 / 5000:
+2024-04-01 20:20:51 INFO lr: 4.9960e-05 - loss: 0.0832 - UP: 63.04% UR: 26.15% UF: 36.97% P: 57.54% R: 23.87% F: 33.74%
+2024-04-01 20:20:51 INFO dev:  loss: nan - UP: 81.08% UR: 21.31% UF: 33.76% P: 76.35% R: 20.07% F: 31.79%
+2024-04-01 20:20:52 INFO test: loss: nan - UP: 80.25% UR: 22.57% UF: 35.24% P: 77.00% R: 21.66% F: 33.81%
+2024-04-01 20:20:52 INFO 0:00:03.177504s elapsed
+
+2024-04-01 20:20:52 INFO Epoch 5 / 5000:
+2024-04-01 20:20:54 INFO lr: 4.9950e-05 - loss: 0.0949 - UP: 70.98% UR: 33.62% UF: 45.62% P: 65.46% R: 31.00% F: 42.07%
+2024-04-01 20:20:54 INFO dev:  loss: nan - UP: 73.21% UR: 29.13% UF: 41.68% P: 68.75% R: 27.35% F: 39.14%
+2024-04-01 20:20:55 INFO test: loss: nan - UP: 76.76% UR: 29.96% UF: 43.10% P: 73.69% R: 28.76% F: 41.38%
+2024-04-01 20:20:55 INFO 0:00:03.153866s elapsed
+
+2024-04-01 20:20:55 INFO Epoch 6 / 5000:
+2024-04-01 20:20:57 INFO lr: 4.9940e-05 - loss: 0.0393 - UP: 70.65% UR: 38.58% UF: 49.91% P: 65.86% R: 35.96% F: 46.52%
+2024-04-01 20:20:57 INFO dev:  loss: nan - UP: 67.54% UR: 36.59% UF: 47.47% P: 62.95% R: 34.10% F: 44.24%
+2024-04-01 20:20:58 INFO test: loss: nan - UP: 71.78% UR: 36.85% UF: 48.70% P: 67.53% R: 34.67% F: 45.82%
+2024-04-01 20:21:04 INFO 0:00:03.088759s elapsed (saved)
+
+2024-04-01 20:21:04 INFO Epoch 7 / 5000:
+2024-04-01 20:21:07 INFO lr: 4.9930e-05 - loss: 0.0125 - UP: 73.82% UR: 42.85% UF: 54.22% P: 70.81% R: 41.10% F: 52.02%
+2024-04-01 20:21:07 INFO dev:  loss: nan - UP: 69.72% UR: 31.08% UF: 43.00% P: 65.74% R: 29.31% F: 40.54%
+2024-04-01 20:21:08 INFO test: loss: nan - UP: 79.93% UR: 31.65% UF: 45.34% P: 77.44% R: 30.66% F: 43.93%
+2024-04-01 20:21:08 INFO 0:00:03.132228s elapsed
+
+2024-04-01 20:21:08 INFO Epoch 8 / 5000:
+2024-04-01 20:21:10 INFO lr: 4.9920e-05 - loss: 0.0996 - UP: 72.75% UR: 46.07% UF: 56.41% P: 69.43% R: 43.97% F: 53.84%
+2024-04-01 20:21:10 INFO dev:  loss: nan - UP: 64.86% UR: 38.37% UF: 48.21% P: 61.86% R: 36.59% F: 45.98%
+2024-04-01 20:21:11 INFO test: loss: nan - UP: 72.58% UR: 40.58% UF: 52.05% P: 69.31% R: 38.75% F: 49.71%
+2024-04-01 20:21:17 INFO 0:00:03.122839s elapsed (saved)
+
+2024-04-01 20:21:17 INFO Epoch 9 / 5000:
+2024-04-01 20:21:20 INFO lr: 4.9910e-05 - loss: 0.0388 - UP: 77.79% UR: 49.31% UF: 60.36% P: 74.96% R: 47.52% F: 58.17%
+2024-04-01 20:21:20 INFO dev:  loss: nan - UP: 64.09% UR: 38.37% UF: 48.00% P: 60.53% R: 36.23% F: 45.33%
+2024-04-01 20:21:21 INFO test: loss: nan - UP: 72.30% UR: 42.41% UF: 53.46% P: 69.18% R: 40.58% F: 51.15%
+2024-04-01 20:21:21 INFO 0:00:03.192496s elapsed
+
+2024-04-01 20:21:21 INFO Epoch 10 / 5000:
+2024-04-01 20:21:23 INFO lr: 4.9900e-05 - loss: 0.0883 - UP: 80.89% UR: 54.20% UF: 64.91% P: 79.19% R: 53.06% F: 63.54%
+2024-04-01 20:21:23 INFO dev:  loss: nan - UP: 63.29% UR: 44.40% UF: 52.19% P: 58.73% R: 41.21% F: 48.43%
+2024-04-01 20:21:24 INFO test: loss: nan - UP: 68.99% UR: 48.03% UF: 56.63% P: 65.56% R: 45.64% F: 53.81%
+2024-04-01 20:21:31 INFO 0:00:03.096100s elapsed (saved)
+
+2024-04-01 20:21:31 INFO Epoch 11 / 5000:
+2024-04-01 20:21:33 INFO lr: 4.9890e-05 - loss: 0.0502 - UP: 81.30% UR: 56.86% UF: 66.92% P: 80.15% R: 56.06% F: 65.97%
+2024-04-01 20:21:33 INFO dev:  loss: nan - UP: 62.81% UR: 49.20% UF: 55.18% P: 58.28% R: 45.65% F: 51.20%
+2024-04-01 20:21:34 INFO test: loss: nan - UP: 64.64% UR: 51.55% UF: 57.36% P: 61.55% R: 49.09% F: 54.62%
+2024-04-01 20:21:40 INFO 0:00:03.103084s elapsed (saved)
+
+2024-04-01 20:21:40 INFO Epoch 12 / 5000:
+2024-04-01 20:21:43 INFO lr: 4.9880e-05 - loss: 0.0734 - UP: 81.84% UR: 61.15% UF: 70.00% P: 80.89% R: 60.44% F: 69.18%
+2024-04-01 20:21:43 INFO dev:  loss: nan - UP: 65.52% UR: 40.50% UF: 50.05% P: 62.07% R: 38.37% F: 47.42%
+2024-04-01 20:21:44 INFO test: loss: nan - UP: 75.69% UR: 44.44% UF: 56.00% P: 72.34% R: 42.48% F: 53.52%
+2024-04-01 20:21:44 INFO 0:00:03.166939s elapsed
+
+2024-04-01 20:21:44 INFO Epoch 13 / 5000:
+2024-04-01 20:21:46 INFO lr: 4.9870e-05 - loss: 0.0249 - UP: 84.81% UR: 66.03% UF: 74.25% P: 83.92% R: 65.33% F: 73.47%
+2024-04-01 20:21:46 INFO dev:  loss: nan - UP: 58.73% UR: 47.78% UF: 52.69% P: 54.80% R: 44.58% F: 49.17%
+2024-04-01 20:21:47 INFO test: loss: nan - UP: 66.72% UR: 55.41% UF: 60.55% P: 62.32% R: 51.76% F: 56.55%
+2024-04-01 20:21:47 INFO 0:00:03.091636s elapsed
+
+2024-04-01 20:21:47 INFO Epoch 14 / 5000:
+2024-04-01 20:21:49 INFO lr: 4.9860e-05 - loss: 0.0161 - UP: 83.58% UR: 69.76% UF: 76.05% P: 82.67% R: 69.00% F: 75.22%
+2024-04-01 20:21:50 INFO dev:  loss: nan - UP: 69.14% UR: 41.39% UF: 51.78% P: 65.28% R: 39.08% F: 48.89%
+2024-04-01 20:21:50 INFO test: loss: nan - UP: 77.68% UR: 45.78% UF: 57.61% P: 73.87% R: 43.53% F: 54.78%
+2024-04-01 20:21:50 INFO 0:00:03.129256s elapsed
+
+2024-04-01 20:21:50 INFO Epoch 15 / 5000:
+2024-04-01 20:21:52 INFO lr: 4.9850e-05 - loss: 0.0589 - UP: 86.32% UR: 68.84% UF: 76.60% P: 84.28% R: 67.21% F: 74.78%
+2024-04-01 20:21:53 INFO dev:  loss: nan - UP: 69.36% UR: 44.23% UF: 54.01% P: 66.30% R: 42.27% F: 51.63%
+2024-04-01 20:21:53 INFO test: loss: nan - UP: 71.54% UR: 51.62% UF: 59.97% P: 67.54% R: 48.73% F: 56.62%
+2024-04-01 20:22:00 INFO 0:00:03.148107s elapsed (saved)
+
+2024-04-01 20:22:00 INFO Epoch 16 / 5000:
+2024-04-01 20:22:02 INFO lr: 4.9840e-05 - loss: 0.0138 - UP: 86.66% UR: 69.40% UF: 77.08% P: 85.57% R: 68.53% F: 76.11%
+2024-04-01 20:22:03 INFO dev:  loss: nan - UP: 68.27% UR: 45.47% UF: 54.58% P: 66.40% R: 44.23% F: 53.09%
+2024-04-01 20:22:03 INFO test: loss: nan - UP: 74.80% UR: 53.23% UF: 62.20% P: 71.15% R: 50.63% F: 59.16%
+2024-04-01 20:22:09 INFO 0:00:03.131578s elapsed (saved)
+
+2024-04-01 20:22:09 INFO Epoch 17 / 5000:
+2024-04-01 20:22:11 INFO lr: 4.9830e-05 - loss: 0.0041 - UP: 87.79% UR: 77.00% UF: 82.04% P: 87.21% R: 76.49% F: 81.50%
+2024-04-01 20:22:12 INFO dev:  loss: nan - UP: 65.67% UR: 46.89% UF: 54.72% P: 63.18% R: 45.12% F: 52.64%
+2024-04-01 20:22:12 INFO test: loss: nan - UP: 74.49% UR: 54.22% UF: 62.76% P: 71.11% R: 51.76% F: 59.91%
+2024-04-01 20:22:12 INFO 0:00:03.179314s elapsed
+
+2024-04-01 20:22:12 INFO Epoch 18 / 5000:
+2024-04-01 20:22:14 INFO lr: 4.9820e-05 - loss: 0.0500 - UP: 88.50% UR: 76.04% UF: 81.80% P: 87.96% R: 75.57% F: 81.29%
+2024-04-01 20:22:15 INFO dev:  loss: nan - UP: 65.71% UR: 44.94% UF: 53.38% P: 63.12% R: 43.16% F: 51.27%
+2024-04-01 20:22:15 INFO test: loss: nan - UP: 74.57% UR: 52.39% UF: 61.54% P: 71.77% R: 50.42% F: 59.23%
+2024-04-01 20:22:15 INFO 0:00:03.126942s elapsed
+
+2024-04-01 20:22:15 INFO Epoch 19 / 5000:
+2024-04-01 20:22:17 INFO lr: 4.9810e-05 - loss: 0.0174 - UP: 89.30% UR: 75.55% UF: 81.85% P: 88.75% R: 75.08% F: 81.34%
+2024-04-01 20:22:18 INFO dev:  loss: nan - UP: 69.57% UR: 45.47% UF: 54.99% P: 67.39% R: 44.05% F: 53.28%
+2024-04-01 20:22:18 INFO test: loss: nan - UP: 76.09% UR: 51.69% UF: 61.56% P: 73.19% R: 49.72% F: 59.21%
+2024-04-01 20:22:25 INFO 0:00:03.102690s elapsed (saved)
+
+2024-04-01 20:22:25 INFO Epoch 20 / 5000:
+2024-04-01 20:22:27 INFO lr: 4.9800e-05 - loss: 0.0274 - UP: 89.49% UR: 81.83% UF: 85.49% P: 88.80% R: 81.20% F: 84.83%
+2024-04-01 20:22:28 INFO dev:  loss: nan - UP: 65.63% UR: 48.85% UF: 56.01% P: 63.25% R: 47.07% F: 53.97%
+2024-04-01 20:22:28 INFO test: loss: nan - UP: 73.79% UR: 57.81% UF: 64.83% P: 70.20% R: 54.99% F: 61.67%
+2024-04-01 20:22:35 INFO 0:00:03.125692s elapsed (saved)
+
+2024-04-01 20:22:35 INFO Epoch 21 / 5000:
+2024-04-01 20:22:37 INFO lr: 4.9790e-05 - loss: 0.0037 - UP: 91.81% UR: 83.42% UF: 87.41% P: 91.24% R: 82.90% F: 86.87%
+2024-04-01 20:22:38 INFO dev:  loss: nan - UP: 66.59% UR: 49.91% UF: 57.06% P: 64.22% R: 48.13% F: 55.03%
+2024-04-01 20:22:38 INFO test: loss: nan - UP: 73.28% UR: 57.67% UF: 64.54% P: 69.97% R: 55.06% F: 61.63%
+2024-04-01 20:22:45 INFO 0:00:03.146579s elapsed (saved)
+
+2024-04-01 20:22:45 INFO Epoch 22 / 5000:
+2024-04-01 20:22:47 INFO lr: 4.9780e-05 - loss: 0.0172 - UP: 91.21% UR: 79.75% UF: 85.09% P: 90.31% R: 78.97% F: 84.26%
+2024-04-01 20:22:47 INFO dev:  loss: nan - UP: 61.96% UR: 53.82% UF: 57.60% P: 58.28% R: 50.62% F: 54.18%
+2024-04-01 20:22:48 INFO test: loss: nan - UP: 66.17% UR: 65.47% UF: 65.82% P: 62.62% R: 61.95% F: 62.28%
+2024-04-01 20:22:48 INFO 0:00:03.126370s elapsed
+
+2024-04-01 20:22:48 INFO Epoch 23 / 5000:
+2024-04-01 20:22:50 INFO lr: 4.9770e-05 - loss: 0.0185 - UP: 91.63% UR: 83.88% UF: 87.58% P: 91.14% R: 83.44% F: 87.12%
+2024-04-01 20:22:51 INFO dev:  loss: nan - UP: 65.69% UR: 51.69% UF: 57.85% P: 61.63% R: 48.49% F: 54.27%
+2024-04-01 20:22:51 INFO test: loss: nan - UP: 75.02% UR: 59.35% UF: 66.27% P: 70.76% R: 55.98% F: 62.50%
+2024-04-01 20:22:51 INFO 0:00:03.159419s elapsed
+
+2024-04-01 20:22:51 INFO Epoch 24 / 5000:
+2024-04-01 20:22:53 INFO lr: 4.9760e-05 - loss: 0.0225 - UP: 92.63% UR: 87.42% UF: 89.95% P: 92.33% R: 87.13% F: 89.65%
+2024-04-01 20:22:54 INFO dev:  loss: nan - UP: 64.12% UR: 49.20% UF: 55.68% P: 61.81% R: 47.42% F: 53.67%
+2024-04-01 20:22:54 INFO test: loss: nan - UP: 73.94% UR: 57.67% UF: 64.80% P: 70.15% R: 54.71% F: 61.48%
+2024-04-01 20:22:54 INFO 0:00:03.179105s elapsed
+
+2024-04-01 20:22:54 INFO Epoch 25 / 5000:
+2024-04-01 20:22:57 INFO lr: 4.9750e-05 - loss: 0.0073 - UP: 93.45% UR: 84.20% UF: 88.58% P: 93.13% R: 83.91% F: 88.28%
+2024-04-01 20:22:57 INFO dev:  loss: nan - UP: 61.54% UR: 58.26% UF: 59.85% P: 57.60% R: 54.53% F: 56.02%
+2024-04-01 20:22:57 INFO test: loss: nan - UP: 64.27% UR: 65.40% UF: 64.83% P: 59.92% R: 60.97% F: 60.44%
+2024-04-01 20:23:04 INFO 0:00:03.155552s elapsed (saved)
+
+2024-04-01 20:23:04 INFO Epoch 26 / 5000:
+2024-04-01 20:23:07 INFO lr: 4.9740e-05 - loss: 0.0102 - UP: 92.35% UR: 86.86% UF: 89.52% P: 91.97% R: 86.50% F: 89.15%
+2024-04-01 20:23:07 INFO dev:  loss: nan - UP: 59.53% UR: 54.35% UF: 56.82% P: 56.42% R: 51.51% F: 53.85%
+2024-04-01 20:23:07 INFO test: loss: nan - UP: 67.67% UR: 64.63% UF: 66.12% P: 64.29% R: 61.39% F: 62.81%
+2024-04-01 20:23:07 INFO 0:00:03.167614s elapsed
+
+2024-04-01 20:23:07 INFO Epoch 27 / 5000:
+2024-04-01 20:23:10 INFO lr: 4.9730e-05 - loss: 0.0095 - UP: 93.90% UR: 88.49% UF: 91.12% P: 93.15% R: 87.77% F: 90.38%
+2024-04-01 20:23:10 INFO dev:  loss: nan - UP: 64.19% UR: 56.66% UF: 60.19% P: 60.76% R: 53.64% F: 56.98%
+2024-04-01 20:23:10 INFO test: loss: nan - UP: 72.29% UR: 62.73% UF: 67.17% P: 68.56% R: 59.49% F: 63.70%
+2024-04-01 20:23:17 INFO 0:00:03.161636s elapsed (saved)
+
+2024-04-01 20:23:17 INFO Epoch 28 / 5000:
+2024-04-01 20:23:20 INFO lr: 4.9720e-05 - loss: 0.0038 - UP: 93.96% UR: 90.10% UF: 91.99% P: 93.03% R: 89.20% F: 91.08%
+2024-04-01 20:23:20 INFO dev:  loss: nan - UP: 68.14% UR: 52.04% UF: 59.01% P: 65.58% R: 50.09% F: 56.80%
+2024-04-01 20:23:20 INFO test: loss: nan - UP: 75.83% UR: 59.35% UF: 66.59% P: 72.06% R: 56.40% F: 63.27%
+2024-04-01 20:23:20 INFO 0:00:03.189422s elapsed
+
+2024-04-01 20:23:20 INFO Epoch 29 / 5000:
+2024-04-01 20:23:23 INFO lr: 4.9710e-05 - loss: 0.0318 - UP: 94.49% UR: 89.36% UF: 91.86% P: 93.71% R: 88.62% F: 91.10%
+2024-04-01 20:23:23 INFO dev:  loss: nan - UP: 59.36% UR: 55.77% UF: 57.51% P: 55.77% R: 52.40% F: 54.03%
+2024-04-01 20:23:23 INFO test: loss: nan - UP: 71.04% UR: 64.70% UF: 67.72% P: 66.72% R: 60.76% F: 63.60%
+2024-04-01 20:23:23 INFO 0:00:03.144310s elapsed
+
+2024-04-01 20:23:23 INFO Epoch 30 / 5000:
+2024-04-01 20:23:26 INFO lr: 4.9700e-05 - loss: 0.0096 - UP: 94.53% UR: 89.99% UF: 92.20% P: 94.25% R: 89.72% F: 91.93%
+2024-04-01 20:23:26 INFO dev:  loss: nan - UP: 61.65% UR: 59.68% UF: 60.65% P: 57.98% R: 56.13% F: 57.04%
+2024-04-01 20:23:27 INFO test: loss: nan - UP: 66.71% UR: 67.51% UF: 67.11% P: 63.31% R: 64.06% F: 63.68%
+2024-04-01 20:23:33 INFO 0:00:03.115531s elapsed (saved)
+
+2024-04-01 20:23:33 INFO Epoch 31 / 5000:
+2024-04-01 20:23:35 INFO lr: 4.9690e-05 - loss: 0.0002 - UP: 94.97% UR: 92.04% UF: 93.48% P: 94.79% R: 91.86% F: 93.30%
+2024-04-01 20:23:36 INFO dev:  loss: nan - UP: 66.38% UR: 54.35% UF: 59.77% P: 63.34% R: 51.87% F: 57.03%
+2024-04-01 20:23:36 INFO test: loss: nan - UP: 75.85% UR: 59.85% UF: 66.90% P: 70.77% R: 55.84% F: 62.42%
+2024-04-01 20:23:36 INFO 0:00:03.282369s elapsed
+
+2024-04-01 20:23:36 INFO Epoch 32 / 5000:
+2024-04-01 20:23:38 INFO lr: 4.9680e-05 - loss: 0.0162 - UP: 92.14% UR: 89.03% UF: 90.55% P: 91.49% R: 88.40% F: 89.92%
+2024-04-01 20:23:39 INFO dev:  loss: nan - UP: 60.60% UR: 57.37% UF: 58.94% P: 56.85% R: 53.82% F: 55.29%
+2024-04-01 20:23:39 INFO test: loss: nan - UP: 65.73% UR: 65.54% UF: 65.63% P: 61.14% R: 60.97% F: 61.06%
+2024-04-01 20:23:39 INFO 0:00:03.091242s elapsed
+
+2024-04-01 20:23:39 INFO Epoch 33 / 5000:
+2024-04-01 20:23:41 INFO lr: 4.9670e-05 - loss: 0.0189 - UP: 91.38% UR: 85.07% UF: 88.11% P: 91.07% R: 84.78% F: 87.81%
+2024-04-01 20:23:42 INFO dev:  loss: nan - UP: 59.88% UR: 54.88% UF: 57.28% P: 55.43% R: 50.80% F: 53.01%
+2024-04-01 20:23:42 INFO test: loss: nan - UP: 65.67% UR: 60.27% UF: 62.85% P: 61.38% R: 56.33% F: 58.75%
+2024-04-01 20:23:42 INFO 0:00:03.121862s elapsed
+
+2024-04-01 20:23:42 INFO Epoch 34 / 5000:
+2024-04-01 20:23:45 INFO lr: 4.9660e-05 - loss: 0.0069 - UP: 91.70% UR: 85.92% UF: 88.71% P: 91.05% R: 85.32% F: 88.09%
+2024-04-01 20:23:45 INFO dev:  loss: nan - UP: 65.21% UR: 52.93% UF: 58.43% P: 62.14% R: 50.44% F: 55.69%
+2024-04-01 20:23:45 INFO test: loss: nan - UP: 75.11% UR: 58.79% UF: 65.96% P: 71.52% R: 55.98% F: 62.80%
+2024-04-01 20:23:45 INFO 0:00:03.119771s elapsed
+
+2024-04-01 20:23:45 INFO Epoch 35 / 5000:
+2024-04-01 20:23:48 INFO lr: 4.9650e-05 - loss: 0.0096 - UP: 94.84% UR: 90.88% UF: 92.82% P: 94.38% R: 90.43% F: 92.36%
+2024-04-01 20:23:48 INFO dev:  loss: nan - UP: 65.42% UR: 55.77% UF: 60.21% P: 62.92% R: 53.64% F: 57.91%
+2024-04-01 20:23:48 INFO test: loss: nan - UP: 73.04% UR: 62.31% UF: 67.25% P: 68.92% R: 58.79% F: 63.45%
+2024-04-01 20:23:55 INFO 0:00:03.174060s elapsed (saved)
+
+2024-04-01 20:23:55 INFO Epoch 36 / 5000:
+2024-04-01 20:23:58 INFO lr: 4.9640e-05 - loss: 0.0042 - UP: 92.59% UR: 89.05% UF: 90.78% P: 92.31% R: 88.78% F: 90.51%
+2024-04-01 20:23:58 INFO dev:  loss: nan - UP: 64.34% UR: 55.77% UF: 59.75% P: 61.89% R: 53.64% F: 57.47%
+2024-04-01 20:23:58 INFO test: loss: nan - UP: 68.58% UR: 63.08% UF: 65.71% P: 63.91% R: 58.79% F: 61.25%
+2024-04-01 20:23:58 INFO 0:00:03.183822s elapsed
+
+2024-04-01 20:23:58 INFO Epoch 37 / 5000:
+2024-04-01 20:24:01 INFO lr: 4.9630e-05 - loss: 0.0036 - UP: 95.26% UR: 89.03% UF: 92.04% P: 94.95% R: 88.73% F: 91.74%
+2024-04-01 20:24:01 INFO dev:  loss: nan - UP: 63.86% UR: 56.48% UF: 59.94% P: 61.04% R: 54.00% F: 57.30%
+2024-04-01 20:24:01 INFO test: loss: nan - UP: 70.78% UR: 64.91% UF: 67.72% P: 66.72% R: 61.18% F: 63.83%
+2024-04-01 20:24:01 INFO 0:00:03.177991s elapsed
+
+2024-04-01 20:24:01 INFO Epoch 38 / 5000:
+2024-04-01 20:24:04 INFO lr: 4.9620e-05 - loss: 0.0068 - UP: 95.81% UR: 93.00% UF: 94.39% P: 95.56% R: 92.76% F: 94.14%
+2024-04-01 20:24:04 INFO dev:  loss: nan - UP: 63.41% UR: 54.17% UF: 58.43% P: 60.71% R: 51.87% F: 55.94%
+2024-04-01 20:24:05 INFO test: loss: nan - UP: 71.39% UR: 61.60% UF: 66.14% P: 68.05% R: 58.72% F: 63.04%
+2024-04-01 20:24:05 INFO 0:00:03.188109s elapsed
+
+2024-04-01 20:24:05 INFO Epoch 39 / 5000:
+2024-04-01 20:24:07 INFO lr: 4.9610e-05 - loss: 0.0101 - UP: 96.66% UR: 93.70% UF: 95.15% P: 96.03% R: 93.09% F: 94.54%
+2024-04-01 20:24:07 INFO dev:  loss: nan - UP: 60.39% UR: 55.24% UF: 57.70% P: 58.06% R: 53.11% F: 55.47%
+2024-04-01 20:24:08 INFO test: loss: nan - UP: 68.93% UR: 65.68% UF: 67.27% P: 64.06% R: 61.04% F: 62.51%
+2024-04-01 20:24:08 INFO 0:00:03.177971s elapsed
+
+2024-04-01 20:24:08 INFO Epoch 40 / 5000:
+2024-04-01 20:24:10 INFO lr: 4.9600e-05 - loss: 0.0018 - UP: 96.64% UR: 93.18% UF: 94.88% P: 96.15% R: 92.71% F: 94.40%
+2024-04-01 20:24:11 INFO dev:  loss: nan - UP: 62.45% UR: 57.02% UF: 59.61% P: 58.95% R: 53.82% F: 56.27%
+2024-04-01 20:24:11 INFO test: loss: nan - UP: 71.97% UR: 65.89% UF: 68.80% P: 67.20% R: 61.53% F: 64.24%
+2024-04-01 20:24:11 INFO 0:00:03.168215s elapsed
+
+2024-04-01 20:24:11 INFO Epoch 41 / 5000:
+2024-04-01 20:24:14 INFO lr: 4.9590e-05 - loss: 0.0020 - UP: 96.92% UR: 94.35% UF: 95.62% P: 96.72% R: 94.14% F: 95.41%
+2024-04-01 20:24:14 INFO dev:  loss: nan - UP: 63.82% UR: 57.02% UF: 60.23% P: 61.83% R: 55.24% F: 58.35%
+2024-04-01 20:24:14 INFO test: loss: nan - UP: 71.62% UR: 64.77% UF: 68.02% P: 67.50% R: 61.04% F: 64.11%
+2024-04-01 20:24:21 INFO 0:00:03.177413s elapsed (saved)
+
+2024-04-01 20:24:21 INFO Epoch 42 / 5000:
+2024-04-01 20:24:24 INFO lr: 4.9580e-05 - loss: 0.0908 - UP: 97.06% UR: 95.22% UF: 96.13% P: 96.92% R: 95.08% F: 95.99%
+2024-04-01 20:24:24 INFO dev:  loss: nan - UP: 64.67% UR: 53.64% UF: 58.64% P: 62.74% R: 52.04% F: 56.89%
+2024-04-01 20:24:24 INFO test: loss: nan - UP: 74.32% UR: 63.08% UF: 68.24% P: 70.17% R: 59.56% F: 64.44%
+2024-04-01 20:24:24 INFO 0:00:03.161220s elapsed
+
+2024-04-01 20:24:24 INFO Epoch 43 / 5000:
+2024-04-01 20:24:27 INFO lr: 4.9570e-05 - loss: 0.0086 - UP: 95.86% UR: 91.13% UF: 93.43% P: 95.46% R: 90.75% F: 93.04%
+2024-04-01 20:24:27 INFO dev:  loss: nan - UP: 57.50% UR: 60.57% UF: 59.00% P: 55.14% R: 58.08% F: 56.57%
+2024-04-01 20:24:27 INFO test: loss: nan - UP: 64.50% UR: 70.39% UF: 67.32% P: 61.28% R: 66.88% F: 63.95%
+2024-04-01 20:24:27 INFO 0:00:03.161762s elapsed
+
+2024-04-01 20:24:27 INFO Epoch 44 / 5000:
+2024-04-01 20:24:30 INFO lr: 4.9560e-05 - loss: 0.0042 - UP: 92.40% UR: 89.70% UF: 91.03% P: 92.08% R: 89.38% F: 90.71%
+2024-04-01 20:24:30 INFO dev:  loss: nan - UP: 65.00% UR: 50.80% UF: 57.03% P: 63.18% R: 49.38% F: 55.43%
+2024-04-01 20:24:31 INFO test: loss: nan - UP: 71.52% UR: 57.74% UF: 63.89% P: 67.42% R: 54.43% F: 60.23%
+2024-04-01 20:24:31 INFO 0:00:03.129556s elapsed
+
+2024-04-01 20:24:31 INFO Epoch 45 / 5000:
+2024-04-01 20:24:33 INFO lr: 4.9550e-05 - loss: 0.0143 - UP: 93.83% UR: 87.64% UF: 90.63% P: 93.23% R: 87.08% F: 90.05%
+2024-04-01 20:24:33 INFO dev:  loss: nan - UP: 63.21% UR: 55.24% UF: 58.96% P: 60.77% R: 53.11% F: 56.68%
+2024-04-01 20:24:34 INFO test: loss: nan - UP: 69.11% UR: 63.08% UF: 65.96% P: 65.02% R: 59.35% F: 62.06%
+2024-04-01 20:24:34 INFO 0:00:03.148950s elapsed
+
+2024-04-01 20:24:34 INFO Epoch 46 / 5000:
+2024-04-01 20:24:36 INFO lr: 4.9540e-05 - loss: 0.0155 - UP: 95.72% UR: 91.55% UF: 93.59% P: 95.12% R: 90.97% F: 93.00%
+2024-04-01 20:24:37 INFO dev:  loss: nan - UP: 69.53% UR: 50.27% UF: 58.35% P: 66.83% R: 48.31% F: 56.08%
+2024-04-01 20:24:37 INFO test: loss: nan - UP: 76.98% UR: 55.49% UF: 64.49% P: 73.17% R: 52.74% F: 61.30%
+2024-04-01 20:24:37 INFO 0:00:03.169714s elapsed
+
+2024-04-01 20:24:37 INFO Epoch 47 / 5000:
+2024-04-01 20:24:39 INFO lr: 4.9530e-05 - loss: 0.0166 - UP: 95.87% UR: 90.39% UF: 93.05% P: 95.54% R: 90.08% F: 92.73%
+2024-04-01 20:24:40 INFO dev:  loss: nan - UP: 59.36% UR: 55.77% UF: 57.51% P: 55.95% R: 52.58% F: 54.21%
+2024-04-01 20:24:40 INFO test: loss: nan - UP: 68.67% UR: 65.82% UF: 67.22% P: 65.08% R: 62.38% F: 63.70%
+2024-04-01 20:24:40 INFO 0:00:03.180300s elapsed
+
+2024-04-01 20:24:40 INFO Epoch 48 / 5000:
+2024-04-01 20:24:43 INFO lr: 4.9520e-05 - loss: 0.0096 - UP: 94.20% UR: 91.17% UF: 92.66% P: 93.83% R: 90.81% F: 92.30%
+2024-04-01 20:24:43 INFO dev:  loss: nan - UP: 64.69% UR: 54.35% UF: 59.07% P: 61.73% R: 51.87% F: 56.37%
+2024-04-01 20:24:43 INFO test: loss: nan - UP: 71.78% UR: 60.83% UF: 65.85% P: 67.88% R: 57.52% F: 62.28%
+2024-04-01 20:24:43 INFO 0:00:03.176762s elapsed
+
+2024-04-01 20:24:43 INFO Epoch 49 / 5000:
+2024-04-01 20:24:46 INFO lr: 4.9510e-05 - loss: 0.0125 - UP: 95.96% UR: 92.85% UF: 94.38% P: 95.75% R: 92.65% F: 94.17%
+2024-04-01 20:24:46 INFO dev:  loss: nan - UP: 63.80% UR: 56.66% UF: 60.02% P: 58.80% R: 52.22% F: 55.32%
+2024-04-01 20:24:46 INFO test: loss: nan - UP: 70.31% UR: 64.63% UF: 67.35% P: 66.72% R: 61.32% F: 63.91%
+2024-04-01 20:24:46 INFO 0:00:03.182137s elapsed
+
+2024-04-01 20:24:46 INFO Epoch 50 / 5000:
+2024-04-01 20:24:49 INFO lr: 4.9500e-05 - loss: 0.0009 - UP: 97.89% UR: 95.40% UF: 96.63% P: 97.75% R: 95.26% F: 96.49%
+2024-04-01 20:24:49 INFO dev:  loss: nan - UP: 63.96% UR: 57.37% UF: 60.49% P: 60.99% R: 54.71% F: 57.68%
+2024-04-01 20:24:50 INFO test: loss: nan - UP: 69.96% UR: 63.71% UF: 66.69% P: 66.02% R: 60.13% F: 62.94%
+2024-04-01 20:24:50 INFO 0:00:03.185118s elapsed
+
+2024-04-01 20:24:50 INFO Epoch 51 / 5000:
+2024-04-01 20:24:52 INFO lr: 4.9490e-05 - loss: 0.0030 - UP: 97.35% UR: 95.08% UF: 96.20% P: 97.23% R: 94.97% F: 96.09%
+2024-04-01 20:24:52 INFO dev:  loss: nan - UP: 66.06% UR: 51.87% UF: 58.11% P: 64.03% R: 50.27% F: 56.32%
+2024-04-01 20:24:53 INFO test: loss: nan - UP: 76.66% UR: 60.06% UF: 67.35% P: 72.62% R: 56.89% F: 63.80%
+2024-04-01 20:24:53 INFO 0:00:03.155950s elapsed
+
+2024-04-01 20:24:53 INFO Epoch 52 / 5000:
+2024-04-01 20:24:55 INFO lr: 4.9480e-05 - loss: 0.0033 - UP: 96.20% UR: 93.29% UF: 94.72% P: 96.11% R: 93.21% F: 94.63%
+2024-04-01 20:24:56 INFO dev:  loss: nan - UP: 60.61% UR: 56.31% UF: 58.38% P: 57.36% R: 53.29% F: 55.25%
+2024-04-01 20:24:56 INFO test: loss: nan - UP: 68.49% UR: 64.35% UF: 66.35% P: 64.60% R: 60.69% F: 62.58%
+2024-04-01 20:24:56 INFO 0:00:03.167676s elapsed
+
+2024-04-01 20:24:56 INFO Epoch 53 / 5000:
+2024-04-01 20:24:59 INFO lr: 4.9470e-05 - loss: 0.0189 - UP: 95.95% UR: 94.73% UF: 95.33% P: 95.63% R: 94.41% F: 95.02%
+2024-04-01 20:24:59 INFO dev:  loss: nan - UP: 63.88% UR: 54.35% UF: 58.73% P: 59.71% R: 50.80% F: 54.89%
+2024-04-01 20:24:59 INFO test: loss: nan - UP: 72.31% UR: 61.88% UF: 66.69% P: 67.71% R: 57.95% F: 62.45%
+2024-04-01 20:24:59 INFO 0:00:03.161973s elapsed
+
+2024-04-01 20:24:59 INFO Epoch 54 / 5000:
+2024-04-01 20:25:02 INFO lr: 4.9460e-05 - loss: 0.0057 - UP: 98.00% UR: 96.33% UF: 97.16% P: 97.86% R: 96.20% F: 97.02%
+2024-04-01 20:25:02 INFO dev:  loss: nan - UP: 67.57% UR: 57.37% UF: 62.06% P: 65.27% R: 55.42% F: 59.94%
+2024-04-01 20:25:02 INFO test: loss: nan - UP: 73.84% UR: 62.52% UF: 67.71% P: 70.43% R: 59.63% F: 64.58%
+2024-04-01 20:25:09 INFO 0:00:03.168293s elapsed (saved)
+
+2024-04-01 20:25:09 INFO Epoch 55 / 5000:
+2024-04-01 20:25:12 INFO lr: 4.9450e-05 - loss: 0.0047 - UP: 98.28% UR: 96.78% UF: 97.52% P: 98.12% R: 96.62% F: 97.36%
+2024-04-01 20:25:12 INFO dev:  loss: nan - UP: 63.02% UR: 59.33% UF: 61.12% P: 59.81% R: 56.31% F: 58.01%
+2024-04-01 20:25:12 INFO test: loss: nan - UP: 70.10% UR: 66.46% UF: 68.23% P: 66.62% R: 63.15% F: 64.84%
+2024-04-01 20:25:12 INFO 0:00:03.197203s elapsed
+
+2024-04-01 20:25:12 INFO Epoch 56 / 5000:
+2024-04-01 20:25:15 INFO lr: 4.9440e-05 - loss: 0.0049 - UP: 98.22% UR: 97.25% UF: 97.73% P: 97.99% R: 97.03% F: 97.51%
+2024-04-01 20:25:15 INFO dev:  loss: nan - UP: 62.74% UR: 58.61% UF: 60.61% P: 60.08% R: 56.13% F: 58.03%
+2024-04-01 20:25:15 INFO test: loss: nan - UP: 70.69% UR: 65.96% UF: 68.24% P: 66.09% R: 61.67% F: 63.81%
+2024-04-01 20:25:15 INFO 0:00:03.182864s elapsed
+
+2024-04-01 20:25:15 INFO Epoch 57 / 5000:
+2024-04-01 20:25:18 INFO lr: 4.9430e-05 - loss: 0.0028 - UP: 98.26% UR: 97.05% UF: 97.65% P: 98.01% R: 96.80% F: 97.40%
+2024-04-01 20:25:18 INFO dev:  loss: nan - UP: 59.80% UR: 63.41% UF: 61.55% P: 55.61% R: 58.97% F: 57.24%
+2024-04-01 20:25:19 INFO test: loss: nan - UP: 66.92% UR: 68.57% UF: 67.73% P: 63.07% R: 64.63% F: 63.84%
+2024-04-01 20:25:19 INFO 0:00:03.176610s elapsed
+
+2024-04-01 20:25:19 INFO Epoch 58 / 5000:
+2024-04-01 20:25:21 INFO lr: 4.9420e-05 - loss: 0.0048 - UP: 97.52% UR: 96.58% UF: 97.05% P: 97.25% R: 96.31% F: 96.78%
+2024-04-01 20:25:21 INFO dev:  loss: nan - UP: 67.05% UR: 52.04% UF: 58.60% P: 64.76% R: 50.27% F: 56.60%
+2024-04-01 20:25:22 INFO test: loss: nan - UP: 76.39% UR: 61.67% UF: 68.25% P: 72.74% R: 58.72% F: 64.98%
+2024-04-01 20:25:22 INFO 0:00:03.180817s elapsed
+
+2024-04-01 20:25:22 INFO Epoch 59 / 5000:
+2024-04-01 20:25:24 INFO lr: 4.9410e-05 - loss: 0.0038 - UP: 97.48% UR: 96.76% UF: 97.12% P: 97.37% R: 96.65% F: 97.01%
+2024-04-01 20:25:25 INFO dev:  loss: nan - UP: 62.65% UR: 56.31% UF: 59.31% P: 60.08% R: 54.00% F: 56.88%
+2024-04-01 20:25:25 INFO test: loss: nan - UP: 71.36% UR: 64.49% UF: 67.75% P: 66.69% R: 60.27% F: 63.32%
+2024-04-01 20:25:25 INFO 0:00:03.169475s elapsed
+
+2024-04-01 20:25:25 INFO Epoch 60 / 5000:
+2024-04-01 20:25:27 INFO lr: 4.9400e-05 - loss: 0.0010 - UP: 97.32% UR: 95.64% UF: 96.47% P: 96.88% R: 95.22% F: 96.04%
+2024-04-01 20:25:28 INFO dev:  loss: nan - UP: 65.50% UR: 60.04% UF: 62.65% P: 62.21% R: 57.02% F: 59.50%
+2024-04-01 20:25:28 INFO test: loss: nan - UP: 71.58% UR: 65.89% UF: 68.62% P: 67.38% R: 62.03% F: 64.59%
+2024-04-01 20:25:28 INFO 0:00:03.195897s elapsed
+
+2024-04-01 20:25:28 INFO Epoch 61 / 5000:
+2024-04-01 20:25:31 INFO lr: 4.9390e-05 - loss: 0.0027 - UP: 97.16% UR: 96.29% UF: 96.72% P: 96.82% R: 95.95% F: 96.39%
+2024-04-01 20:25:31 INFO dev:  loss: nan - UP: 67.43% UR: 57.37% UF: 62.00% P: 63.88% R: 54.35% F: 58.73%
+2024-04-01 20:25:31 INFO test: loss: nan - UP: 71.60% UR: 62.94% UF: 66.99% P: 67.84% R: 59.63% F: 63.47%
+2024-04-01 20:25:31 INFO 0:00:03.181111s elapsed
+
+2024-04-01 20:25:31 INFO Epoch 62 / 5000:
+2024-04-01 20:25:34 INFO lr: 4.9380e-05 - loss: 0.0016 - UP: 98.52% UR: 96.96% UF: 97.74% P: 98.16% R: 96.60% F: 97.38%
+2024-04-01 20:25:34 INFO dev:  loss: nan - UP: 62.52% UR: 58.97% UF: 60.69% P: 59.70% R: 56.31% F: 57.95%
+2024-04-01 20:25:34 INFO test: loss: nan - UP: 68.76% UR: 65.47% UF: 67.07% P: 64.99% R: 61.88% F: 63.40%
+2024-04-01 20:25:34 INFO 0:00:03.176387s elapsed
+
+2024-04-01 20:25:34 INFO Epoch 63 / 5000:
+2024-04-01 20:25:37 INFO lr: 4.9370e-05 - loss: 0.0033 - UP: 97.80% UR: 96.22% UF: 97.00% P: 97.11% R: 95.55% F: 96.33%
+2024-04-01 20:25:37 INFO dev:  loss: nan - UP: 56.97% UR: 58.79% UF: 57.87% P: 52.67% R: 54.35% F: 53.50%
+2024-04-01 20:25:38 INFO test: loss: nan - UP: 65.43% UR: 68.00% UF: 66.69% P: 61.64% R: 64.06% F: 62.83%
+2024-04-01 20:25:38 INFO 0:00:03.183179s elapsed
+
+2024-04-01 20:25:38 INFO Epoch 64 / 5000:
+2024-04-01 20:25:40 INFO lr: 4.9360e-05 - loss: 0.0117 - UP: 97.26% UR: 97.59% UF: 97.42% P: 96.88% R: 97.21% F: 97.04%
+2024-04-01 20:25:40 INFO dev:  loss: nan - UP: 59.45% UR: 60.92% UF: 60.18% P: 55.29% R: 56.66% F: 55.96%
+2024-04-01 20:25:41 INFO test: loss: nan - UP: 62.95% UR: 66.32% UF: 64.59% P: 59.95% R: 63.15% F: 61.51%
+2024-04-01 20:25:41 INFO 0:00:03.186452s elapsed
+
+2024-04-01 20:25:41 INFO Epoch 65 / 5000:
+2024-04-01 20:25:43 INFO lr: 4.9350e-05 - loss: 0.0053 - UP: 97.58% UR: 95.60% UF: 96.58% P: 97.35% R: 95.37% F: 96.35%
+2024-04-01 20:25:44 INFO dev:  loss: nan - UP: 63.34% UR: 55.24% UF: 59.01% P: 59.67% R: 52.04% F: 55.60%
+2024-04-01 20:25:44 INFO test: loss: nan - UP: 73.39% UR: 62.66% UF: 67.60% P: 69.60% R: 59.42% F: 64.11%
+2024-04-01 20:25:44 INFO 0:00:03.178760s elapsed
+
+2024-04-01 20:25:44 INFO Epoch 66 / 5000:
+2024-04-01 20:25:47 INFO lr: 4.9340e-05 - loss: 0.0045 - UP: 98.01% UR: 96.92% UF: 97.46% P: 97.63% R: 96.54% F: 97.08%
+2024-04-01 20:25:47 INFO dev:  loss: nan - UP: 60.94% UR: 57.37% UF: 59.10% P: 57.55% R: 54.17% F: 55.81%
+2024-04-01 20:25:47 INFO test: loss: nan - UP: 68.33% UR: 65.40% UF: 66.83% P: 64.81% R: 62.03% F: 63.38%
+2024-04-01 20:25:47 INFO 0:00:03.180415s elapsed
+
+2024-04-01 20:25:47 INFO Epoch 67 / 5000:
+2024-04-01 20:25:50 INFO lr: 4.9330e-05 - loss: 0.0095 - UP: 98.69% UR: 97.32% UF: 98.00% P: 98.37% R: 97.00% F: 97.68%
+2024-04-01 20:25:50 INFO dev:  loss: nan - UP: 59.00% UR: 60.57% UF: 59.77% P: 55.19% R: 56.66% F: 55.92%
+2024-04-01 20:25:50 INFO test: loss: nan - UP: 66.28% UR: 68.00% UF: 67.13% P: 62.30% R: 63.92% F: 63.10%
+2024-04-01 20:25:50 INFO 0:00:03.191272s elapsed
+
+2024-04-01 20:25:50 INFO Epoch 68 / 5000:
+2024-04-01 20:25:53 INFO lr: 4.9320e-05 - loss: 0.0011 - UP: 98.73% UR: 97.65% UF: 98.19% P: 98.60% R: 97.52% F: 98.06%
+2024-04-01 20:25:53 INFO dev:  loss: nan - UP: 62.15% UR: 58.61% UF: 60.33% P: 59.32% R: 55.95% F: 57.59%
+2024-04-01 20:25:54 INFO test: loss: nan - UP: 67.51% UR: 65.75% UF: 66.62% P: 63.54% R: 61.88% F: 62.70%
+2024-04-01 20:25:54 INFO 0:00:03.176866s elapsed
+
+2024-04-01 20:25:54 INFO Epoch 69 / 5000:
+2024-04-01 20:25:56 INFO lr: 4.9310e-05 - loss: 0.0016 - UP: 98.32% UR: 97.90% UF: 98.11% P: 98.18% R: 97.76% F: 97.97%
+2024-04-01 20:25:56 INFO dev:  loss: nan - UP: 64.15% UR: 55.95% UF: 59.77% P: 61.71% R: 53.82% F: 57.50%
+2024-04-01 20:25:57 INFO test: loss: nan - UP: 71.06% UR: 64.06% UF: 67.38% P: 67.08% R: 60.48% F: 63.61%
+2024-04-01 20:25:57 INFO 0:00:03.200908s elapsed
+
+2024-04-01 20:25:57 INFO Epoch 70 / 5000:
+2024-04-01 20:25:59 INFO lr: 4.9300e-05 - loss: 0.0015 - UP: 99.19% UR: 98.08% UF: 98.63% P: 99.05% R: 97.94% F: 98.49%
+2024-04-01 20:26:00 INFO dev:  loss: nan - UP: 64.09% UR: 54.53% UF: 58.93% P: 60.54% R: 51.51% F: 55.66%
+2024-04-01 20:26:00 INFO test: loss: nan - UP: 71.94% UR: 63.29% UF: 67.34% P: 68.43% R: 60.20% F: 64.05%
+2024-04-01 20:26:00 INFO 0:00:03.182164s elapsed
+
+2024-04-01 20:26:00 INFO Epoch 71 / 5000:
+2024-04-01 20:26:03 INFO lr: 4.9290e-05 - loss: 0.0022 - UP: 99.05% UR: 98.35% UF: 98.70% P: 98.99% R: 98.28% F: 98.63%
+2024-04-01 20:26:03 INFO dev:  loss: nan - UP: 62.42% UR: 54.88% UF: 58.41% P: 59.39% R: 52.22% F: 55.58%
+2024-04-01 20:26:03 INFO test: loss: nan - UP: 69.20% UR: 64.63% UF: 66.84% P: 65.96% R: 61.60% F: 63.71%
+2024-04-01 20:26:03 INFO 0:00:03.176398s elapsed
+
+2024-04-01 20:26:03 INFO Epoch 72 / 5000:
+2024-04-01 20:26:06 INFO lr: 4.9280e-05 - loss: 0.0026 - UP: 98.78% UR: 97.76% UF: 98.27% P: 98.67% R: 97.65% F: 98.16%
+2024-04-01 20:26:06 INFO dev:  loss: nan - UP: 66.81% UR: 55.42% UF: 60.58% P: 62.96% R: 52.22% F: 57.09%
+2024-04-01 20:26:06 INFO test: loss: nan - UP: 72.78% UR: 60.55% UF: 66.10% P: 69.23% R: 57.59% F: 62.88%
+2024-04-01 20:26:06 INFO 0:00:03.175458s elapsed
+
+2024-04-01 20:26:06 INFO Epoch 73 / 5000:
+2024-04-01 20:26:09 INFO lr: 4.9270e-05 - loss: 0.0002 - UP: 98.00% UR: 97.34% UF: 97.67% P: 97.84% R: 97.18% F: 97.51%
+2024-04-01 20:26:09 INFO dev:  loss: nan - UP: 63.96% UR: 61.46% UF: 62.68% P: 60.63% R: 58.26% F: 59.42%
+2024-04-01 20:26:09 INFO test: loss: nan - UP: 67.49% UR: 67.16% UF: 67.32% P: 63.75% R: 63.43% F: 63.59%
+2024-04-01 20:26:09 INFO 0:00:03.195238s elapsed
+
+2024-04-01 20:26:09 INFO Epoch 74 / 5000:
+2024-04-01 20:26:12 INFO lr: 4.9260e-05 - loss: 0.0139 - UP: 96.45% UR: 95.37% UF: 95.91% P: 96.36% R: 95.28% F: 95.82%
+2024-04-01 20:26:12 INFO dev:  loss: nan - UP: 66.60% UR: 57.02% UF: 61.44% P: 63.49% R: 54.35% F: 58.56%
+2024-04-01 20:26:13 INFO test: loss: nan - UP: 71.81% UR: 63.22% UF: 67.24% P: 68.29% R: 60.13% F: 63.95%
+2024-04-01 20:26:13 INFO 0:00:03.184905s elapsed
+
+2024-04-01 20:26:13 INFO Epoch 75 / 5000:
+2024-04-01 20:26:15 INFO lr: 4.9250e-05 - loss: 0.0199 - UP: 97.14% UR: 94.12% UF: 95.61% P: 96.93% R: 93.92% F: 95.40%
+2024-04-01 20:26:16 INFO dev:  loss: nan - UP: 57.74% UR: 58.97% UF: 58.35% P: 53.74% R: 54.88% F: 54.31%
+2024-04-01 20:26:16 INFO test: loss: nan - UP: 62.33% UR: 66.10% UF: 64.16% P: 58.55% R: 62.10% F: 60.27%
+2024-04-01 20:26:16 INFO 0:00:03.191620s elapsed
+
+2024-04-01 20:26:16 INFO Epoch 76 / 5000:
+2024-04-01 20:26:18 INFO lr: 4.9240e-05 - loss: 0.0078 - UP: 95.39% UR: 92.00% UF: 93.66% P: 94.58% R: 91.22% F: 92.87%
+2024-04-01 20:26:19 INFO dev:  loss: nan - UP: 58.41% UR: 64.12% UF: 61.13% P: 54.21% R: 59.50% F: 56.73%
+2024-04-01 20:26:19 INFO test: loss: nan - UP: 61.81% UR: 69.76% UF: 65.54% P: 58.13% R: 65.61% F: 61.65%
+2024-04-01 20:26:19 INFO 0:00:03.188367s elapsed
+
+2024-04-01 20:26:19 INFO Epoch 77 / 5000:
+2024-04-01 20:26:22 INFO lr: 4.9230e-05 - loss: 0.0087 - UP: 95.03% UR: 93.21% UF: 94.11% P: 94.64% R: 92.83% F: 93.73%
+2024-04-01 20:26:22 INFO dev:  loss: nan - UP: 61.38% UR: 59.86% UF: 60.61% P: 57.38% R: 55.95% F: 56.65%
+2024-04-01 20:26:22 INFO test: loss: nan - UP: 65.47% UR: 66.81% UF: 66.13% P: 61.89% R: 63.15% F: 62.51%
+2024-04-01 20:26:22 INFO 0:00:03.179114s elapsed
+
+2024-04-01 20:26:22 INFO Epoch 78 / 5000:
+2024-04-01 20:26:25 INFO lr: 4.9220e-05 - loss: 0.0116 - UP: 96.50% UR: 93.72% UF: 95.09% P: 96.29% R: 93.52% F: 94.89%
+2024-04-01 20:26:25 INFO dev:  loss: nan - UP: 59.68% UR: 60.21% UF: 59.95% P: 56.69% R: 57.19% F: 56.94%
+2024-04-01 20:26:25 INFO test: loss: nan - UP: 65.81% UR: 68.07% UF: 66.92% P: 62.61% R: 64.77% F: 63.67%
+2024-04-01 20:26:25 INFO 0:00:03.202431s elapsed
+
+2024-04-01 20:26:25 INFO Epoch 79 / 5000:
+2024-04-01 20:26:28 INFO lr: 4.9210e-05 - loss: 0.0022 - UP: 97.46% UR: 96.87% UF: 97.16% P: 97.21% R: 96.62% F: 96.92%
+2024-04-01 20:26:28 INFO dev:  loss: nan - UP: 63.47% UR: 59.86% UF: 61.61% P: 59.13% R: 55.77% F: 57.40%
+2024-04-01 20:26:29 INFO test: loss: nan - UP: 69.70% UR: 65.19% UF: 67.37% P: 65.19% R: 60.97% F: 63.01%
+2024-04-01 20:26:29 INFO 0:00:03.179537s elapsed
+
+2024-04-01 20:26:29 INFO Epoch 80 / 5000:
+2024-04-01 20:26:31 INFO lr: 4.9200e-05 - loss: 0.0002 - UP: 98.47% UR: 96.67% UF: 97.56% P: 98.25% R: 96.45% F: 97.34%
+2024-04-01 20:26:31 INFO dev:  loss: nan - UP: 62.94% UR: 60.92% UF: 61.91% P: 58.72% R: 56.84% F: 57.76%
+2024-04-01 20:26:32 INFO test: loss: nan - UP: 69.09% UR: 66.03% UF: 67.53% P: 65.27% R: 62.38% F: 63.79%
+2024-04-01 20:26:32 INFO 0:00:03.192546s elapsed
+
+2024-04-01 20:26:32 INFO Epoch 81 / 5000:
+2024-04-01 20:26:34 INFO lr: 4.9190e-05 - loss: 0.0030 - UP: 98.20% UR: 97.52% UF: 97.86% P: 97.97% R: 97.30% F: 97.63%
+2024-04-01 20:26:35 INFO dev:  loss: nan - UP: 65.41% UR: 61.81% UF: 63.56% P: 60.53% R: 57.19% F: 58.81%
+2024-04-01 20:26:35 INFO test: loss: nan - UP: 69.68% UR: 67.86% UF: 68.76% P: 66.14% R: 64.42% F: 65.27%
+2024-04-01 20:26:35 INFO 0:00:03.180425s elapsed
+
+2024-04-01 20:26:35 INFO Epoch 82 / 5000:
+2024-04-01 20:26:38 INFO lr: 4.9180e-05 - loss: 0.0008 - UP: 98.13% UR: 96.04% UF: 97.07% P: 98.08% R: 96.00% F: 97.03%
+2024-04-01 20:26:38 INFO dev:  loss: nan - UP: 67.70% UR: 58.44% UF: 62.73% P: 64.61% R: 55.77% F: 59.87%
+2024-04-01 20:26:38 INFO test: loss: nan - UP: 73.64% UR: 64.63% UF: 68.84% P: 69.95% R: 61.39% F: 65.39%
+2024-04-01 20:26:38 INFO 0:00:03.185036s elapsed
+
+2024-04-01 20:26:38 INFO Epoch 83 / 5000:
+2024-04-01 20:26:41 INFO lr: 4.9170e-05 - loss: 0.0000 - UP: 99.05% UR: 98.35% UF: 98.70% P: 98.92% R: 98.21% F: 98.56%
+2024-04-01 20:26:41 INFO dev:  loss: nan - UP: 63.69% UR: 61.99% UF: 62.83% P: 58.39% R: 56.84% F: 57.61%
+2024-04-01 20:26:41 INFO test: loss: nan - UP: 68.13% UR: 67.79% UF: 67.96% P: 63.75% R: 63.43% F: 63.59%
+2024-04-01 20:26:41 INFO 0:00:03.186214s elapsed
+
+2024-04-01 20:26:41 INFO Epoch 84 / 5000:
+2024-04-01 20:26:44 INFO lr: 4.9160e-05 - loss: 0.0039 - UP: 98.72% UR: 98.52% UF: 98.62% P: 98.59% R: 98.39% F: 98.49%
+2024-04-01 20:26:44 INFO dev:  loss: nan - UP: 66.27% UR: 59.33% UF: 62.61% P: 61.71% R: 55.24% F: 58.29%
+2024-04-01 20:26:45 INFO test: loss: nan - UP: 73.00% UR: 65.40% UF: 68.99% P: 69.39% R: 62.17% F: 65.58%
+2024-04-01 20:26:45 INFO 0:00:03.187000s elapsed
+
+2024-04-01 20:26:52 INFO Epoch 54 saved
+2024-04-01 20:26:52 INFO dev:  UP: 67.57% UR: 57.37% UF: 62.06% P: 65.27% R: 55.42% F: 59.94%
+2024-04-01 20:26:52 INFO test: UP: 73.84% UR: 62.52% UF: 67.71% P: 70.43% R: 59.63% F: 64.58%
+2024-04-01 20:26:52 INFO 0:04:26.294554s elapsed, 0:00:03.170173s/epoch

models/multibooked_eu/sdp_random/80/model_vi_multibooked_eu_xlm_6

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:790037b2fd15c67cf9f2d71361300e8eb456764c2c2c43ed1eabb657a99cec6b
+oid sha256:b1186bb9ffcfa43b250fabb348c8794f7054817685833731c73b312b2625c43c
 size 1177848113

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

@@ -1,4 +1,4 @@
-2024-01-07 11:16:13 INFO 
+2024-04-01 20:06:57 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_random/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 11:16:13 INFO Building the fields
-2024-01-07 11:16:15 INFO CoNLL(
+2024-04-01 20:06:57 INFO Building the fields
+2024-04-01 20:06:58 INFO CoNLL(
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
  (labels): ChartField()
 )
-2024-01-07 11:16:15 INFO Building the model
-2024-01-07 11:16:18 INFO VISemanticDependencyModel(
+2024-04-01 20:06:58 INFO Building the model
+2024-04-01 20:07:01 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)
@@ -60,517 +60,517 @@ inference            |              mfvi
   (inference): SemanticDependencyMFVI(max_iter=3)
 )
 
-2024-01-07 11:16:18 INFO Loading the data
-2024-01-07 11:16:19 INFO 
+2024-04-01 20:07:01 INFO Loading the data
+2024-04-01 20:07:01 INFO 
 train: Dataset(n_sentences=849, n_batches=32, n_buckets=32)
 dev:   Dataset(n_sentences=120, n_batches=29, n_buckets=29)
 test:  Dataset(n_sentences=305, n_batches=32, n_buckets=32)
 
-2024-01-07 11:16:19 INFO Epoch 1 / 5000:
-2024-01-07 11:16:22 INFO lr: 4.9990e-05 - loss: 0.1596 - UP: 11.74% UR:  4.98% UF:  7.00% P:  4.53% R:  1.92% F:  2.70%
-2024-01-07 11:16:22 INFO dev:  loss: nan - UP: 100.00% UR:  0.18% UF:  0.35% P: 100.00% R:  0.18% F:  0.35%
-2024-01-07 11:16:22 INFO test: loss: nan - UP: 100.00% UR:  0.28% UF:  0.56% P: 75.00% R:  0.21% F:  0.42%
-2024-01-07 11:16:27 INFO 0:00:03.879671s elapsed (saved)
-
-2024-01-07 11:16:27 INFO Epoch 2 / 5000:
-2024-01-07 11:16:30 INFO lr: 4.9980e-05 - loss: 0.1254 - UP: 45.89% UR:  8.23% UF: 13.95% P: 38.65% R:  6.93% F: 11.75%
-2024-01-07 11:16:30 INFO dev:  loss: nan - UP: 67.57% UR: 13.32% UF: 22.26% P: 59.46% R: 11.72% F: 19.58%
-2024-01-07 11:16:31 INFO test: loss: nan - UP: 70.63% UR: 13.36% UF: 22.47% P: 62.83% R: 11.88% F: 19.99%
-2024-01-07 11:16:37 INFO 0:00:03.242628s elapsed (saved)
-
-2024-01-07 11:16:37 INFO Epoch 3 / 5000:
-2024-01-07 11:16:39 INFO lr: 4.9970e-05 - loss: 0.0151 - UP: 64.86% UR: 14.44% UF: 23.62% P: 57.03% R: 12.70% F: 20.77%
-2024-01-07 11:16:39 INFO dev:  loss: nan - UP: 50.23% UR: 38.90% UF: 43.84% P: 45.64% R: 35.35% F: 39.84%
-2024-01-07 11:16:40 INFO test: loss: nan - UP: 52.01% UR: 38.19% UF: 44.04% P: 48.56% R: 35.65% F: 41.12%
-2024-01-07 11:16:46 INFO 0:00:03.110931s elapsed (saved)
-
-2024-01-07 11:16:46 INFO Epoch 4 / 5000:
-2024-01-07 11:16:49 INFO lr: 4.9960e-05 - loss: 0.0832 - UP: 63.04% UR: 26.15% UF: 36.97% P: 57.54% R: 23.87% F: 33.74%
-2024-01-07 11:16:49 INFO dev:  loss: nan - UP: 81.08% UR: 21.31% UF: 33.76% P: 76.35% R: 20.07% F: 31.79%
-2024-01-07 11:16:49 INFO test: loss: nan - UP: 80.25% UR: 22.57% UF: 35.24% P: 77.00% R: 21.66% F: 33.81%
-2024-01-07 11:16:49 INFO 0:00:03.230044s elapsed
-
-2024-01-07 11:16:49 INFO Epoch 5 / 5000:
-2024-01-07 11:16:52 INFO lr: 4.9950e-05 - loss: 0.0949 - UP: 70.98% UR: 33.62% UF: 45.62% P: 65.46% R: 31.00% F: 42.07%
-2024-01-07 11:16:52 INFO dev:  loss: nan - UP: 73.21% UR: 29.13% UF: 41.68% P: 68.75% R: 27.35% F: 39.14%
-2024-01-07 11:16:52 INFO test: loss: nan - UP: 76.76% UR: 29.96% UF: 43.10% P: 73.69% R: 28.76% F: 41.38%
-2024-01-07 11:16:52 INFO 0:00:03.271616s elapsed
-
-2024-01-07 11:16:52 INFO Epoch 6 / 5000:
-2024-01-07 11:16:55 INFO lr: 4.9940e-05 - loss: 0.0393 - UP: 70.65% UR: 38.58% UF: 49.91% P: 65.86% R: 35.96% F: 46.52%
-2024-01-07 11:16:55 INFO dev:  loss: nan - UP: 67.54% UR: 36.59% UF: 47.47% P: 62.95% R: 34.10% F: 44.24%
-2024-01-07 11:16:56 INFO test: loss: nan - UP: 71.78% UR: 36.85% UF: 48.70% P: 67.53% R: 34.67% F: 45.82%
-2024-01-07 11:17:02 INFO 0:00:03.244983s elapsed (saved)
-
-2024-01-07 11:17:02 INFO Epoch 7 / 5000:
-2024-01-07 11:17:04 INFO lr: 4.9930e-05 - loss: 0.0125 - UP: 73.82% UR: 42.85% UF: 54.22% P: 70.81% R: 41.10% F: 52.02%
-2024-01-07 11:17:05 INFO dev:  loss: nan - UP: 69.72% UR: 31.08% UF: 43.00% P: 65.74% R: 29.31% F: 40.54%
-2024-01-07 11:17:05 INFO test: loss: nan - UP: 79.93% UR: 31.65% UF: 45.34% P: 77.44% R: 30.66% F: 43.93%
-2024-01-07 11:17:05 INFO 0:00:03.170611s elapsed
-
-2024-01-07 11:17:05 INFO Epoch 8 / 5000:
-2024-01-07 11:17:07 INFO lr: 4.9920e-05 - loss: 0.0996 - UP: 72.75% UR: 46.07% UF: 56.41% P: 69.43% R: 43.97% F: 53.84%
-2024-01-07 11:17:08 INFO dev:  loss: nan - UP: 64.86% UR: 38.37% UF: 48.21% P: 61.86% R: 36.59% F: 45.98%
-2024-01-07 11:17:08 INFO test: loss: nan - UP: 72.58% UR: 40.58% UF: 52.05% P: 69.31% R: 38.75% F: 49.71%
-2024-01-07 11:17:14 INFO 0:00:03.166253s elapsed (saved)
-
-2024-01-07 11:17:14 INFO Epoch 9 / 5000:
-2024-01-07 11:17:17 INFO lr: 4.9910e-05 - loss: 0.0388 - UP: 77.79% UR: 49.31% UF: 60.36% P: 74.96% R: 47.52% F: 58.17%
-2024-01-07 11:17:17 INFO dev:  loss: nan - UP: 64.09% UR: 38.37% UF: 48.00% P: 60.53% R: 36.23% F: 45.33%
-2024-01-07 11:17:17 INFO test: loss: nan - UP: 72.30% UR: 42.41% UF: 53.46% P: 69.18% R: 40.58% F: 51.15%
-2024-01-07 11:17:17 INFO 0:00:03.201981s elapsed
-
-2024-01-07 11:17:17 INFO Epoch 10 / 5000:
-2024-01-07 11:17:20 INFO lr: 4.9900e-05 - loss: 0.0883 - UP: 80.89% UR: 54.20% UF: 64.91% P: 79.19% R: 53.06% F: 63.54%
-2024-01-07 11:17:20 INFO dev:  loss: nan - UP: 63.29% UR: 44.40% UF: 52.19% P: 58.73% R: 41.21% F: 48.43%
-2024-01-07 11:17:20 INFO test: loss: nan - UP: 68.99% UR: 48.03% UF: 56.63% P: 65.56% R: 45.64% F: 53.81%
-2024-01-07 11:17:26 INFO 0:00:03.142676s elapsed (saved)
-
-2024-01-07 11:17:26 INFO Epoch 11 / 5000:
-2024-01-07 11:17:29 INFO lr: 4.9890e-05 - loss: 0.0502 - UP: 81.30% UR: 56.86% UF: 66.92% P: 80.15% R: 56.06% F: 65.97%
-2024-01-07 11:17:29 INFO dev:  loss: nan - UP: 62.81% UR: 49.20% UF: 55.18% P: 58.28% R: 45.65% F: 51.20%
-2024-01-07 11:17:30 INFO test: loss: nan - UP: 64.64% UR: 51.55% UF: 57.36% P: 61.55% R: 49.09% F: 54.62%
-2024-01-07 11:17:36 INFO 0:00:03.195930s elapsed (saved)
-
-2024-01-07 11:17:36 INFO Epoch 12 / 5000:
-2024-01-07 11:17:38 INFO lr: 4.9880e-05 - loss: 0.0734 - UP: 81.84% UR: 61.15% UF: 70.00% P: 80.89% R: 60.44% F: 69.18%
-2024-01-07 11:17:38 INFO dev:  loss: nan - UP: 65.52% UR: 40.50% UF: 50.05% P: 62.07% R: 38.37% F: 47.42%
-2024-01-07 11:17:39 INFO test: loss: nan - UP: 75.69% UR: 44.44% UF: 56.00% P: 72.34% R: 42.48% F: 53.52%
-2024-01-07 11:17:39 INFO 0:00:03.200952s elapsed
-
-2024-01-07 11:17:39 INFO Epoch 13 / 5000:
-2024-01-07 11:17:41 INFO lr: 4.9870e-05 - loss: 0.0249 - UP: 84.81% UR: 66.03% UF: 74.25% P: 83.92% R: 65.33% F: 73.47%
-2024-01-07 11:17:42 INFO dev:  loss: nan - UP: 58.73% UR: 47.78% UF: 52.69% P: 54.80% R: 44.58% F: 49.17%
-2024-01-07 11:17:42 INFO test: loss: nan - UP: 66.72% UR: 55.41% UF: 60.55% P: 62.32% R: 51.76% F: 56.55%
-2024-01-07 11:17:42 INFO 0:00:03.163917s elapsed
-
-2024-01-07 11:17:42 INFO Epoch 14 / 5000:
-2024-01-07 11:17:44 INFO lr: 4.9860e-05 - loss: 0.0161 - UP: 83.58% UR: 69.76% UF: 76.05% P: 82.67% R: 69.00% F: 75.22%
-2024-01-07 11:17:45 INFO dev:  loss: nan - UP: 69.14% UR: 41.39% UF: 51.78% P: 65.28% R: 39.08% F: 48.89%
-2024-01-07 11:17:45 INFO test: loss: nan - UP: 77.68% UR: 45.78% UF: 57.61% P: 73.87% R: 43.53% F: 54.78%
-2024-01-07 11:17:45 INFO 0:00:03.104821s elapsed
-
-2024-01-07 11:17:45 INFO Epoch 15 / 5000:
-2024-01-07 11:17:48 INFO lr: 4.9850e-05 - loss: 0.0589 - UP: 86.32% UR: 68.84% UF: 76.60% P: 84.28% R: 67.21% F: 74.78%
-2024-01-07 11:17:48 INFO dev:  loss: nan - UP: 69.36% UR: 44.23% UF: 54.01% P: 66.30% R: 42.27% F: 51.63%
-2024-01-07 11:17:48 INFO test: loss: nan - UP: 71.54% UR: 51.62% UF: 59.97% P: 67.54% R: 48.73% F: 56.62%
-2024-01-07 11:17:54 INFO 0:00:03.141001s elapsed (saved)
-
-2024-01-07 11:17:54 INFO Epoch 16 / 5000:
-2024-01-07 11:17:57 INFO lr: 4.9840e-05 - loss: 0.0138 - UP: 86.66% UR: 69.40% UF: 77.08% P: 85.57% R: 68.53% F: 76.11%
-2024-01-07 11:17:57 INFO dev:  loss: nan - UP: 68.27% UR: 45.47% UF: 54.58% P: 66.40% R: 44.23% F: 53.09%
-2024-01-07 11:17:57 INFO test: loss: nan - UP: 74.80% UR: 53.23% UF: 62.20% P: 71.15% R: 50.63% F: 59.16%
-2024-01-07 11:18:03 INFO 0:00:03.194845s elapsed (saved)
-
-2024-01-07 11:18:03 INFO Epoch 17 / 5000:
-2024-01-07 11:18:06 INFO lr: 4.9830e-05 - loss: 0.0041 - UP: 87.79% UR: 77.00% UF: 82.04% P: 87.21% R: 76.49% F: 81.50%
-2024-01-07 11:18:06 INFO dev:  loss: nan - UP: 65.67% UR: 46.89% UF: 54.72% P: 63.18% R: 45.12% F: 52.64%
-2024-01-07 11:18:06 INFO test: loss: nan - UP: 74.49% UR: 54.22% UF: 62.76% P: 71.11% R: 51.76% F: 59.91%
-2024-01-07 11:18:06 INFO 0:00:03.108408s elapsed
-
-2024-01-07 11:18:06 INFO Epoch 18 / 5000:
-2024-01-07 11:18:09 INFO lr: 4.9820e-05 - loss: 0.0500 - UP: 88.50% UR: 76.04% UF: 81.80% P: 87.96% R: 75.57% F: 81.29%
-2024-01-07 11:18:09 INFO dev:  loss: nan - UP: 65.71% UR: 44.94% UF: 53.38% P: 63.12% R: 43.16% F: 51.27%
-2024-01-07 11:18:09 INFO test: loss: nan - UP: 74.57% UR: 52.39% UF: 61.54% P: 71.77% R: 50.42% F: 59.23%
-2024-01-07 11:18:09 INFO 0:00:03.054885s elapsed
-
-2024-01-07 11:18:09 INFO Epoch 19 / 5000:
-2024-01-07 11:18:12 INFO lr: 4.9810e-05 - loss: 0.0174 - UP: 89.30% UR: 75.55% UF: 81.85% P: 88.75% R: 75.08% F: 81.34%
-2024-01-07 11:18:12 INFO dev:  loss: nan - UP: 69.57% UR: 45.47% UF: 54.99% P: 67.39% R: 44.05% F: 53.28%
-2024-01-07 11:18:13 INFO test: loss: nan - UP: 76.09% UR: 51.69% UF: 61.56% P: 73.19% R: 49.72% F: 59.21%
-2024-01-07 11:18:18 INFO 0:00:03.083662s elapsed (saved)
-
-2024-01-07 11:18:18 INFO Epoch 20 / 5000:
-2024-01-07 11:18:21 INFO lr: 4.9800e-05 - loss: 0.0274 - UP: 89.49% UR: 81.83% UF: 85.49% P: 88.80% R: 81.20% F: 84.83%
-2024-01-07 11:18:21 INFO dev:  loss: nan - UP: 65.63% UR: 48.85% UF: 56.01% P: 63.25% R: 47.07% F: 53.97%
-2024-01-07 11:18:22 INFO test: loss: nan - UP: 73.79% UR: 57.81% UF: 64.83% P: 70.20% R: 54.99% F: 61.67%
-2024-01-07 11:18:28 INFO 0:00:03.181315s elapsed (saved)
-
-2024-01-07 11:18:28 INFO Epoch 21 / 5000:
-2024-01-07 11:18:30 INFO lr: 4.9790e-05 - loss: 0.0037 - UP: 91.81% UR: 83.42% UF: 87.41% P: 91.24% R: 82.90% F: 86.87%
-2024-01-07 11:18:31 INFO dev:  loss: nan - UP: 66.59% UR: 49.91% UF: 57.06% P: 64.22% R: 48.13% F: 55.03%
-2024-01-07 11:18:31 INFO test: loss: nan - UP: 73.28% UR: 57.67% UF: 64.54% P: 69.97% R: 55.06% F: 61.63%
-2024-01-07 11:18:37 INFO 0:00:03.121484s elapsed (saved)
-
-2024-01-07 11:18:37 INFO Epoch 22 / 5000:
-2024-01-07 11:18:40 INFO lr: 4.9780e-05 - loss: 0.0172 - UP: 91.21% UR: 79.75% UF: 85.09% P: 90.31% R: 78.97% F: 84.26%
-2024-01-07 11:18:40 INFO dev:  loss: nan - UP: 61.96% UR: 53.82% UF: 57.60% P: 58.28% R: 50.62% F: 54.18%
-2024-01-07 11:18:40 INFO test: loss: nan - UP: 66.17% UR: 65.47% UF: 65.82% P: 62.62% R: 61.95% F: 62.28%
-2024-01-07 11:18:40 INFO 0:00:03.188895s elapsed
-
-2024-01-07 11:18:40 INFO Epoch 23 / 5000:
-2024-01-07 11:18:43 INFO lr: 4.9770e-05 - loss: 0.0185 - UP: 91.63% UR: 83.88% UF: 87.58% P: 91.14% R: 83.44% F: 87.12%
-2024-01-07 11:18:43 INFO dev:  loss: nan - UP: 65.69% UR: 51.69% UF: 57.85% P: 61.63% R: 48.49% F: 54.27%
-2024-01-07 11:18:43 INFO test: loss: nan - UP: 75.02% UR: 59.35% UF: 66.27% P: 70.76% R: 55.98% F: 62.50%
-2024-01-07 11:18:43 INFO 0:00:03.091970s elapsed
-
-2024-01-07 11:18:43 INFO Epoch 24 / 5000:
-2024-01-07 11:18:46 INFO lr: 4.9760e-05 - loss: 0.0225 - UP: 92.63% UR: 87.42% UF: 89.95% P: 92.33% R: 87.13% F: 89.65%
-2024-01-07 11:18:46 INFO dev:  loss: nan - UP: 64.12% UR: 49.20% UF: 55.68% P: 61.81% R: 47.42% F: 53.67%
-2024-01-07 11:18:46 INFO test: loss: nan - UP: 73.94% UR: 57.67% UF: 64.80% P: 70.15% R: 54.71% F: 61.48%
-2024-01-07 11:18:46 INFO 0:00:03.163495s elapsed
-
-2024-01-07 11:18:46 INFO Epoch 25 / 5000:
-2024-01-07 11:18:49 INFO lr: 4.9750e-05 - loss: 0.0073 - UP: 93.45% UR: 84.20% UF: 88.58% P: 93.13% R: 83.91% F: 88.28%
-2024-01-07 11:18:49 INFO dev:  loss: nan - UP: 61.54% UR: 58.26% UF: 59.85% P: 57.60% R: 54.53% F: 56.02%
-2024-01-07 11:18:50 INFO test: loss: nan - UP: 64.27% UR: 65.40% UF: 64.83% P: 59.92% R: 60.97% F: 60.44%
-2024-01-07 11:18:56 INFO 0:00:03.132116s elapsed (saved)
-
-2024-01-07 11:18:56 INFO Epoch 26 / 5000:
-2024-01-07 11:18:58 INFO lr: 4.9740e-05 - loss: 0.0102 - UP: 92.35% UR: 86.86% UF: 89.52% P: 91.97% R: 86.50% F: 89.15%
-2024-01-07 11:18:58 INFO dev:  loss: nan - UP: 59.53% UR: 54.35% UF: 56.82% P: 56.42% R: 51.51% F: 53.85%
-2024-01-07 11:18:59 INFO test: loss: nan - UP: 67.67% UR: 64.63% UF: 66.12% P: 64.29% R: 61.39% F: 62.81%
-2024-01-07 11:18:59 INFO 0:00:03.134314s elapsed
-
-2024-01-07 11:18:59 INFO Epoch 27 / 5000:
-2024-01-07 11:19:01 INFO lr: 4.9730e-05 - loss: 0.0095 - UP: 93.90% UR: 88.49% UF: 91.12% P: 93.15% R: 87.77% F: 90.38%
-2024-01-07 11:19:01 INFO dev:  loss: nan - UP: 64.19% UR: 56.66% UF: 60.19% P: 60.76% R: 53.64% F: 56.98%
-2024-01-07 11:19:02 INFO test: loss: nan - UP: 72.29% UR: 62.73% UF: 67.17% P: 68.56% R: 59.49% F: 63.70%
-2024-01-07 11:19:08 INFO 0:00:03.124071s elapsed (saved)
-
-2024-01-07 11:19:08 INFO Epoch 28 / 5000:
-2024-01-07 11:19:10 INFO lr: 4.9720e-05 - loss: 0.0038 - UP: 93.96% UR: 90.10% UF: 91.99% P: 93.03% R: 89.20% F: 91.08%
-2024-01-07 11:19:11 INFO dev:  loss: nan - UP: 68.14% UR: 52.04% UF: 59.01% P: 65.58% R: 50.09% F: 56.80%
-2024-01-07 11:19:11 INFO test: loss: nan - UP: 75.83% UR: 59.35% UF: 66.59% P: 72.06% R: 56.40% F: 63.27%
-2024-01-07 11:19:11 INFO 0:00:03.277256s elapsed
-
-2024-01-07 11:19:11 INFO Epoch 29 / 5000:
-2024-01-07 11:19:14 INFO lr: 4.9710e-05 - loss: 0.0318 - UP: 94.49% UR: 89.36% UF: 91.86% P: 93.71% R: 88.62% F: 91.10%
-2024-01-07 11:19:14 INFO dev:  loss: nan - UP: 59.36% UR: 55.77% UF: 57.51% P: 55.77% R: 52.40% F: 54.03%
-2024-01-07 11:19:14 INFO test: loss: nan - UP: 71.04% UR: 64.70% UF: 67.72% P: 66.72% R: 60.76% F: 63.60%
-2024-01-07 11:19:14 INFO 0:00:03.149299s elapsed
-
-2024-01-07 11:19:14 INFO Epoch 30 / 5000:
-2024-01-07 11:19:17 INFO lr: 4.9700e-05 - loss: 0.0096 - UP: 94.53% UR: 89.99% UF: 92.20% P: 94.25% R: 89.72% F: 91.93%
-2024-01-07 11:19:17 INFO dev:  loss: nan - UP: 61.65% UR: 59.68% UF: 60.65% P: 57.98% R: 56.13% F: 57.04%
-2024-01-07 11:19:17 INFO test: loss: nan - UP: 66.71% UR: 67.51% UF: 67.11% P: 63.31% R: 64.06% F: 63.68%
-2024-01-07 11:19:23 INFO 0:00:03.150107s elapsed (saved)
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-2024-01-07 11:19:23 INFO Epoch 31 / 5000:
-2024-01-07 11:19:26 INFO lr: 4.9690e-05 - loss: 0.0002 - UP: 94.97% UR: 92.04% UF: 93.48% P: 94.79% R: 91.86% F: 93.30%
-2024-01-07 11:19:26 INFO dev:  loss: nan - UP: 66.38% UR: 54.35% UF: 59.77% P: 63.34% R: 51.87% F: 57.03%
-2024-01-07 11:19:26 INFO test: loss: nan - UP: 75.85% UR: 59.85% UF: 66.90% P: 70.77% R: 55.84% F: 62.42%
-2024-01-07 11:19:26 INFO 0:00:03.260546s elapsed
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-2024-01-07 11:19:26 INFO Epoch 32 / 5000:
-2024-01-07 11:19:29 INFO lr: 4.9680e-05 - loss: 0.0162 - UP: 92.14% UR: 89.03% UF: 90.55% P: 91.49% R: 88.40% F: 89.92%
-2024-01-07 11:19:29 INFO dev:  loss: nan - UP: 60.60% UR: 57.37% UF: 58.94% P: 56.85% R: 53.82% F: 55.29%
-2024-01-07 11:19:30 INFO test: loss: nan - UP: 65.73% UR: 65.54% UF: 65.63% P: 61.14% R: 60.97% F: 61.06%
-2024-01-07 11:19:30 INFO 0:00:03.135468s elapsed
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-2024-01-07 11:19:30 INFO Epoch 33 / 5000:
-2024-01-07 11:19:32 INFO lr: 4.9670e-05 - loss: 0.0189 - UP: 91.38% UR: 85.07% UF: 88.11% P: 91.07% R: 84.78% F: 87.81%
-2024-01-07 11:19:32 INFO dev:  loss: nan - UP: 59.88% UR: 54.88% UF: 57.28% P: 55.43% R: 50.80% F: 53.01%
-2024-01-07 11:19:33 INFO test: loss: nan - UP: 65.67% UR: 60.27% UF: 62.85% P: 61.38% R: 56.33% F: 58.75%
-2024-01-07 11:19:33 INFO 0:00:03.120164s elapsed
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-2024-01-07 11:19:33 INFO Epoch 34 / 5000:
-2024-01-07 11:19:35 INFO lr: 4.9660e-05 - loss: 0.0069 - UP: 91.70% UR: 85.92% UF: 88.71% P: 91.05% R: 85.32% F: 88.09%
-2024-01-07 11:19:36 INFO dev:  loss: nan - UP: 65.21% UR: 52.93% UF: 58.43% P: 62.14% R: 50.44% F: 55.69%
-2024-01-07 11:19:36 INFO test: loss: nan - UP: 75.11% UR: 58.79% UF: 65.96% P: 71.52% R: 55.98% F: 62.80%
-2024-01-07 11:19:36 INFO 0:00:03.079500s elapsed
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-2024-01-07 11:19:36 INFO Epoch 35 / 5000:
-2024-01-07 11:19:38 INFO lr: 4.9650e-05 - loss: 0.0096 - UP: 94.84% UR: 90.88% UF: 92.82% P: 94.38% R: 90.43% F: 92.36%
-2024-01-07 11:19:39 INFO dev:  loss: nan - UP: 65.42% UR: 55.77% UF: 60.21% P: 62.92% R: 53.64% F: 57.91%
-2024-01-07 11:19:39 INFO test: loss: nan - UP: 73.04% UR: 62.31% UF: 67.25% P: 68.92% R: 58.79% F: 63.45%
-2024-01-07 11:19:45 INFO 0:00:03.125237s elapsed (saved)
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-2024-01-07 11:19:45 INFO Epoch 36 / 5000:
-2024-01-07 11:19:47 INFO lr: 4.9640e-05 - loss: 0.0042 - UP: 92.59% UR: 89.05% UF: 90.78% P: 92.31% R: 88.78% F: 90.51%
-2024-01-07 11:19:48 INFO dev:  loss: nan - UP: 64.34% UR: 55.77% UF: 59.75% P: 61.89% R: 53.64% F: 57.47%
-2024-01-07 11:19:48 INFO test: loss: nan - UP: 68.58% UR: 63.08% UF: 65.71% P: 63.91% R: 58.79% F: 61.25%
-2024-01-07 11:19:48 INFO 0:00:03.227774s elapsed
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-2024-01-07 11:19:48 INFO Epoch 37 / 5000:
-2024-01-07 11:19:51 INFO lr: 4.9630e-05 - loss: 0.0036 - UP: 95.26% UR: 89.03% UF: 92.04% P: 94.95% R: 88.73% F: 91.74%
-2024-01-07 11:19:51 INFO dev:  loss: nan - UP: 63.86% UR: 56.48% UF: 59.94% P: 61.04% R: 54.00% F: 57.30%
-2024-01-07 11:19:51 INFO test: loss: nan - UP: 70.78% UR: 64.91% UF: 67.72% P: 66.72% R: 61.18% F: 63.83%
-2024-01-07 11:19:51 INFO 0:00:03.196860s elapsed
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-2024-01-07 11:19:51 INFO Epoch 38 / 5000:
-2024-01-07 11:19:54 INFO lr: 4.9620e-05 - loss: 0.0068 - UP: 95.81% UR: 93.00% UF: 94.39% P: 95.56% R: 92.76% F: 94.14%
-2024-01-07 11:19:54 INFO dev:  loss: nan - UP: 63.41% UR: 54.17% UF: 58.43% P: 60.71% R: 51.87% F: 55.94%
-2024-01-07 11:19:55 INFO test: loss: nan - UP: 71.39% UR: 61.60% UF: 66.14% P: 68.05% R: 58.72% F: 63.04%
-2024-01-07 11:19:55 INFO 0:00:03.213189s elapsed
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-2024-01-07 11:19:55 INFO Epoch 39 / 5000:
-2024-01-07 11:19:57 INFO lr: 4.9610e-05 - loss: 0.0101 - UP: 96.66% UR: 93.70% UF: 95.15% P: 96.03% R: 93.09% F: 94.54%
-2024-01-07 11:19:57 INFO dev:  loss: nan - UP: 60.39% UR: 55.24% UF: 57.70% P: 58.06% R: 53.11% F: 55.47%
-2024-01-07 11:19:58 INFO test: loss: nan - UP: 68.93% UR: 65.68% UF: 67.27% P: 64.06% R: 61.04% F: 62.51%
-2024-01-07 11:19:58 INFO 0:00:03.231995s elapsed
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-2024-01-07 11:19:58 INFO Epoch 40 / 5000:
-2024-01-07 11:20:00 INFO lr: 4.9600e-05 - loss: 0.0018 - UP: 96.64% UR: 93.18% UF: 94.88% P: 96.15% R: 92.71% F: 94.40%
-2024-01-07 11:20:01 INFO dev:  loss: nan - UP: 62.45% UR: 57.02% UF: 59.61% P: 58.95% R: 53.82% F: 56.27%
-2024-01-07 11:20:01 INFO test: loss: nan - UP: 71.97% UR: 65.89% UF: 68.80% P: 67.20% R: 61.53% F: 64.24%
-2024-01-07 11:20:01 INFO 0:00:03.312816s elapsed
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-2024-01-07 11:20:01 INFO Epoch 41 / 5000:
-2024-01-07 11:20:04 INFO lr: 4.9590e-05 - loss: 0.0020 - UP: 96.92% UR: 94.35% UF: 95.62% P: 96.72% R: 94.14% F: 95.41%
-2024-01-07 11:20:04 INFO dev:  loss: nan - UP: 63.82% UR: 57.02% UF: 60.23% P: 61.83% R: 55.24% F: 58.35%
-2024-01-07 11:20:04 INFO test: loss: nan - UP: 71.62% UR: 64.77% UF: 68.02% P: 67.50% R: 61.04% F: 64.11%
-2024-01-07 11:20:10 INFO 0:00:03.233677s elapsed (saved)
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-2024-01-07 11:20:10 INFO Epoch 42 / 5000:
-2024-01-07 11:20:13 INFO lr: 4.9580e-05 - loss: 0.0908 - UP: 97.06% UR: 95.22% UF: 96.13% P: 96.92% R: 95.08% F: 95.99%
-2024-01-07 11:20:13 INFO dev:  loss: nan - UP: 64.67% UR: 53.64% UF: 58.64% P: 62.74% R: 52.04% F: 56.89%
-2024-01-07 11:20:13 INFO test: loss: nan - UP: 74.32% UR: 63.08% UF: 68.24% P: 70.17% R: 59.56% F: 64.44%
-2024-01-07 11:20:13 INFO 0:00:03.192101s elapsed
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-2024-01-07 11:20:13 INFO Epoch 43 / 5000:
-2024-01-07 11:20:16 INFO lr: 4.9570e-05 - loss: 0.0086 - UP: 95.86% UR: 91.13% UF: 93.43% P: 95.46% R: 90.75% F: 93.04%
-2024-01-07 11:20:16 INFO dev:  loss: nan - UP: 57.50% UR: 60.57% UF: 59.00% P: 55.14% R: 58.08% F: 56.57%
-2024-01-07 11:20:17 INFO test: loss: nan - UP: 64.50% UR: 70.39% UF: 67.32% P: 61.28% R: 66.88% F: 63.95%
-2024-01-07 11:20:17 INFO 0:00:03.166727s elapsed
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-2024-01-07 11:20:17 INFO Epoch 44 / 5000:
-2024-01-07 11:20:19 INFO lr: 4.9560e-05 - loss: 0.0042 - UP: 92.40% UR: 89.70% UF: 91.03% P: 92.08% R: 89.38% F: 90.71%
-2024-01-07 11:20:19 INFO dev:  loss: nan - UP: 65.00% UR: 50.80% UF: 57.03% P: 63.18% R: 49.38% F: 55.43%
-2024-01-07 11:20:20 INFO test: loss: nan - UP: 71.52% UR: 57.74% UF: 63.89% P: 67.42% R: 54.43% F: 60.23%
-2024-01-07 11:20:20 INFO 0:00:03.160864s elapsed
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-2024-01-07 11:20:20 INFO Epoch 45 / 5000:
-2024-01-07 11:20:22 INFO lr: 4.9550e-05 - loss: 0.0143 - UP: 93.83% UR: 87.64% UF: 90.63% P: 93.23% R: 87.08% F: 90.05%
-2024-01-07 11:20:23 INFO dev:  loss: nan - UP: 63.21% UR: 55.24% UF: 58.96% P: 60.77% R: 53.11% F: 56.68%
-2024-01-07 11:20:23 INFO test: loss: nan - UP: 69.11% UR: 63.08% UF: 65.96% P: 65.02% R: 59.35% F: 62.06%
-2024-01-07 11:20:23 INFO 0:00:03.200829s elapsed
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-2024-01-07 11:20:23 INFO Epoch 46 / 5000:
-2024-01-07 11:20:25 INFO lr: 4.9540e-05 - loss: 0.0155 - UP: 95.72% UR: 91.55% UF: 93.59% P: 95.12% R: 90.97% F: 93.00%
-2024-01-07 11:20:26 INFO dev:  loss: nan - UP: 69.53% UR: 50.27% UF: 58.35% P: 66.83% R: 48.31% F: 56.08%
-2024-01-07 11:20:26 INFO test: loss: nan - UP: 76.98% UR: 55.49% UF: 64.49% P: 73.17% R: 52.74% F: 61.30%
-2024-01-07 11:20:26 INFO 0:00:03.143781s elapsed
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-2024-01-07 11:20:26 INFO Epoch 47 / 5000:
-2024-01-07 11:20:29 INFO lr: 4.9530e-05 - loss: 0.0166 - UP: 95.87% UR: 90.39% UF: 93.05% P: 95.54% R: 90.08% F: 92.73%
-2024-01-07 11:20:29 INFO dev:  loss: nan - UP: 59.36% UR: 55.77% UF: 57.51% P: 55.95% R: 52.58% F: 54.21%
-2024-01-07 11:20:29 INFO test: loss: nan - UP: 68.67% UR: 65.82% UF: 67.22% P: 65.08% R: 62.38% F: 63.70%
-2024-01-07 11:20:29 INFO 0:00:03.194953s elapsed
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-2024-01-07 11:20:29 INFO Epoch 48 / 5000:
-2024-01-07 11:20:32 INFO lr: 4.9520e-05 - loss: 0.0096 - UP: 94.20% UR: 91.17% UF: 92.66% P: 93.83% R: 90.81% F: 92.30%
-2024-01-07 11:20:32 INFO dev:  loss: nan - UP: 64.69% UR: 54.35% UF: 59.07% P: 61.73% R: 51.87% F: 56.37%
-2024-01-07 11:20:32 INFO test: loss: nan - UP: 71.78% UR: 60.83% UF: 65.85% P: 67.88% R: 57.52% F: 62.28%
-2024-01-07 11:20:32 INFO 0:00:03.205100s elapsed
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-2024-01-07 11:20:32 INFO Epoch 49 / 5000:
-2024-01-07 11:20:35 INFO lr: 4.9510e-05 - loss: 0.0125 - UP: 95.96% UR: 92.85% UF: 94.38% P: 95.75% R: 92.65% F: 94.17%
-2024-01-07 11:20:35 INFO dev:  loss: nan - UP: 63.80% UR: 56.66% UF: 60.02% P: 58.80% R: 52.22% F: 55.32%
-2024-01-07 11:20:36 INFO test: loss: nan - UP: 70.31% UR: 64.63% UF: 67.35% P: 66.72% R: 61.32% F: 63.91%
-2024-01-07 11:20:36 INFO 0:00:03.152377s elapsed
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-2024-01-07 11:20:36 INFO Epoch 50 / 5000:
-2024-01-07 11:20:38 INFO lr: 4.9500e-05 - loss: 0.0009 - UP: 97.89% UR: 95.40% UF: 96.63% P: 97.75% R: 95.26% F: 96.49%
-2024-01-07 11:20:38 INFO dev:  loss: nan - UP: 63.96% UR: 57.37% UF: 60.49% P: 60.99% R: 54.71% F: 57.68%
-2024-01-07 11:20:39 INFO test: loss: nan - UP: 69.96% UR: 63.71% UF: 66.69% P: 66.02% R: 60.13% F: 62.94%
-2024-01-07 11:20:39 INFO 0:00:03.125500s elapsed
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-2024-01-07 11:20:39 INFO Epoch 51 / 5000:
-2024-01-07 11:20:41 INFO lr: 4.9490e-05 - loss: 0.0030 - UP: 97.35% UR: 95.08% UF: 96.20% P: 97.23% R: 94.97% F: 96.09%
-2024-01-07 11:20:42 INFO dev:  loss: nan - UP: 66.06% UR: 51.87% UF: 58.11% P: 64.03% R: 50.27% F: 56.32%
-2024-01-07 11:20:42 INFO test: loss: nan - UP: 76.66% UR: 60.06% UF: 67.35% P: 72.62% R: 56.89% F: 63.80%
-2024-01-07 11:20:42 INFO 0:00:03.160182s elapsed
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-2024-01-07 11:20:42 INFO Epoch 52 / 5000:
-2024-01-07 11:20:45 INFO lr: 4.9480e-05 - loss: 0.0033 - UP: 96.20% UR: 93.29% UF: 94.72% P: 96.11% R: 93.21% F: 94.63%
-2024-01-07 11:20:45 INFO dev:  loss: nan - UP: 60.61% UR: 56.31% UF: 58.38% P: 57.36% R: 53.29% F: 55.25%
-2024-01-07 11:20:45 INFO test: loss: nan - UP: 68.49% UR: 64.35% UF: 66.35% P: 64.60% R: 60.69% F: 62.58%
-2024-01-07 11:20:45 INFO 0:00:03.212972s elapsed
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-2024-01-07 11:20:45 INFO Epoch 53 / 5000:
-2024-01-07 11:20:48 INFO lr: 4.9470e-05 - loss: 0.0189 - UP: 95.95% UR: 94.73% UF: 95.33% P: 95.63% R: 94.41% F: 95.02%
-2024-01-07 11:20:48 INFO dev:  loss: nan - UP: 63.88% UR: 54.35% UF: 58.73% P: 59.71% R: 50.80% F: 54.89%
-2024-01-07 11:20:48 INFO test: loss: nan - UP: 72.31% UR: 61.88% UF: 66.69% P: 67.71% R: 57.95% F: 62.45%
-2024-01-07 11:20:48 INFO 0:00:03.196061s elapsed
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-2024-01-07 11:20:48 INFO Epoch 54 / 5000:
-2024-01-07 11:20:51 INFO lr: 4.9460e-05 - loss: 0.0057 - UP: 98.00% UR: 96.33% UF: 97.16% P: 97.86% R: 96.20% F: 97.02%
-2024-01-07 11:20:51 INFO dev:  loss: nan - UP: 67.57% UR: 57.37% UF: 62.06% P: 65.27% R: 55.42% F: 59.94%
-2024-01-07 11:20:51 INFO test: loss: nan - UP: 73.84% UR: 62.52% UF: 67.71% P: 70.43% R: 59.63% F: 64.58%
-2024-01-07 11:20:57 INFO 0:00:03.154415s elapsed (saved)
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-2024-01-07 11:20:57 INFO Epoch 55 / 5000:
-2024-01-07 11:21:00 INFO lr: 4.9450e-05 - loss: 0.0047 - UP: 98.28% UR: 96.78% UF: 97.52% P: 98.12% R: 96.62% F: 97.36%
-2024-01-07 11:21:00 INFO dev:  loss: nan - UP: 63.02% UR: 59.33% UF: 61.12% P: 59.81% R: 56.31% F: 58.01%
-2024-01-07 11:21:01 INFO test: loss: nan - UP: 70.10% UR: 66.46% UF: 68.23% P: 66.62% R: 63.15% F: 64.84%
-2024-01-07 11:21:01 INFO 0:00:03.154139s elapsed
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-2024-01-07 11:21:01 INFO Epoch 56 / 5000:
-2024-01-07 11:21:03 INFO lr: 4.9440e-05 - loss: 0.0049 - UP: 98.22% UR: 97.25% UF: 97.73% P: 97.99% R: 97.03% F: 97.51%
-2024-01-07 11:21:03 INFO dev:  loss: nan - UP: 62.74% UR: 58.61% UF: 60.61% P: 60.08% R: 56.13% F: 58.03%
-2024-01-07 11:21:04 INFO test: loss: nan - UP: 70.69% UR: 65.96% UF: 68.24% P: 66.09% R: 61.67% F: 63.81%
-2024-01-07 11:21:04 INFO 0:00:03.247253s elapsed
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-2024-01-07 11:21:04 INFO Epoch 57 / 5000:
-2024-01-07 11:21:06 INFO lr: 4.9430e-05 - loss: 0.0028 - UP: 98.26% UR: 97.05% UF: 97.65% P: 98.01% R: 96.80% F: 97.40%
-2024-01-07 11:21:07 INFO dev:  loss: nan - UP: 59.80% UR: 63.41% UF: 61.55% P: 55.61% R: 58.97% F: 57.24%
-2024-01-07 11:21:07 INFO test: loss: nan - UP: 66.92% UR: 68.57% UF: 67.73% P: 63.07% R: 64.63% F: 63.84%
-2024-01-07 11:21:07 INFO 0:00:03.206384s elapsed
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-2024-01-07 11:21:07 INFO Epoch 58 / 5000:
-2024-01-07 11:21:10 INFO lr: 4.9420e-05 - loss: 0.0048 - UP: 97.52% UR: 96.58% UF: 97.05% P: 97.25% R: 96.31% F: 96.78%
-2024-01-07 11:21:10 INFO dev:  loss: nan - UP: 67.05% UR: 52.04% UF: 58.60% P: 64.76% R: 50.27% F: 56.60%
-2024-01-07 11:21:10 INFO test: loss: nan - UP: 76.39% UR: 61.67% UF: 68.25% P: 72.74% R: 58.72% F: 64.98%
-2024-01-07 11:21:10 INFO 0:00:03.171194s elapsed
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-2024-01-07 11:21:10 INFO Epoch 59 / 5000:
-2024-01-07 11:21:13 INFO lr: 4.9410e-05 - loss: 0.0038 - UP: 97.48% UR: 96.76% UF: 97.12% P: 97.37% R: 96.65% F: 97.01%
-2024-01-07 11:21:13 INFO dev:  loss: nan - UP: 62.65% UR: 56.31% UF: 59.31% P: 60.08% R: 54.00% F: 56.88%
-2024-01-07 11:21:13 INFO test: loss: nan - UP: 71.36% UR: 64.49% UF: 67.75% P: 66.69% R: 60.27% F: 63.32%
-2024-01-07 11:21:13 INFO 0:00:03.159373s elapsed
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-2024-01-07 11:21:13 INFO Epoch 60 / 5000:
-2024-01-07 11:21:16 INFO lr: 4.9400e-05 - loss: 0.0010 - UP: 97.32% UR: 95.64% UF: 96.47% P: 96.88% R: 95.22% F: 96.04%
-2024-01-07 11:21:16 INFO dev:  loss: nan - UP: 65.50% UR: 60.04% UF: 62.65% P: 62.21% R: 57.02% F: 59.50%
-2024-01-07 11:21:17 INFO test: loss: nan - UP: 71.58% UR: 65.89% UF: 68.62% P: 67.38% R: 62.03% F: 64.59%
-2024-01-07 11:21:17 INFO 0:00:03.170704s elapsed
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-2024-01-07 11:21:17 INFO Epoch 61 / 5000:
-2024-01-07 11:21:19 INFO lr: 4.9390e-05 - loss: 0.0027 - UP: 97.16% UR: 96.29% UF: 96.72% P: 96.82% R: 95.95% F: 96.39%
-2024-01-07 11:21:19 INFO dev:  loss: nan - UP: 67.43% UR: 57.37% UF: 62.00% P: 63.88% R: 54.35% F: 58.73%
-2024-01-07 11:21:20 INFO test: loss: nan - UP: 71.60% UR: 62.94% UF: 66.99% P: 67.84% R: 59.63% F: 63.47%
-2024-01-07 11:21:20 INFO 0:00:03.146010s elapsed
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-2024-01-07 11:21:20 INFO Epoch 62 / 5000:
-2024-01-07 11:21:22 INFO lr: 4.9380e-05 - loss: 0.0016 - UP: 98.52% UR: 96.96% UF: 97.74% P: 98.16% R: 96.60% F: 97.38%
-2024-01-07 11:21:23 INFO dev:  loss: nan - UP: 62.52% UR: 58.97% UF: 60.69% P: 59.70% R: 56.31% F: 57.95%
-2024-01-07 11:21:23 INFO test: loss: nan - UP: 68.76% UR: 65.47% UF: 67.07% P: 64.99% R: 61.88% F: 63.40%
-2024-01-07 11:21:23 INFO 0:00:03.168371s elapsed
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-2024-01-07 11:21:23 INFO Epoch 63 / 5000:
-2024-01-07 11:21:25 INFO lr: 4.9370e-05 - loss: 0.0033 - UP: 97.80% UR: 96.22% UF: 97.00% P: 97.11% R: 95.55% F: 96.33%
-2024-01-07 11:21:26 INFO dev:  loss: nan - UP: 56.97% UR: 58.79% UF: 57.87% P: 52.67% R: 54.35% F: 53.50%
-2024-01-07 11:21:26 INFO test: loss: nan - UP: 65.43% UR: 68.00% UF: 66.69% P: 61.64% R: 64.06% F: 62.83%
-2024-01-07 11:21:26 INFO 0:00:03.120978s elapsed
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-2024-01-07 11:21:26 INFO Epoch 64 / 5000:
-2024-01-07 11:21:29 INFO lr: 4.9360e-05 - loss: 0.0117 - UP: 97.26% UR: 97.59% UF: 97.42% P: 96.88% R: 97.21% F: 97.04%
-2024-01-07 11:21:29 INFO dev:  loss: nan - UP: 59.45% UR: 60.92% UF: 60.18% P: 55.29% R: 56.66% F: 55.96%
-2024-01-07 11:21:29 INFO test: loss: nan - UP: 62.95% UR: 66.32% UF: 64.59% P: 59.95% R: 63.15% F: 61.51%
-2024-01-07 11:21:29 INFO 0:00:03.191568s elapsed
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-2024-01-07 11:21:29 INFO Epoch 65 / 5000:
-2024-01-07 11:21:32 INFO lr: 4.9350e-05 - loss: 0.0053 - UP: 97.58% UR: 95.60% UF: 96.58% P: 97.35% R: 95.37% F: 96.35%
-2024-01-07 11:21:32 INFO dev:  loss: nan - UP: 63.34% UR: 55.24% UF: 59.01% P: 59.67% R: 52.04% F: 55.60%
-2024-01-07 11:21:32 INFO test: loss: nan - UP: 73.39% UR: 62.66% UF: 67.60% P: 69.60% R: 59.42% F: 64.11%
-2024-01-07 11:21:32 INFO 0:00:03.187532s elapsed
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-2024-01-07 11:21:32 INFO Epoch 66 / 5000:
-2024-01-07 11:21:35 INFO lr: 4.9340e-05 - loss: 0.0045 - UP: 98.01% UR: 96.92% UF: 97.46% P: 97.63% R: 96.54% F: 97.08%
-2024-01-07 11:21:35 INFO dev:  loss: nan - UP: 60.94% UR: 57.37% UF: 59.10% P: 57.55% R: 54.17% F: 55.81%
-2024-01-07 11:21:35 INFO test: loss: nan - UP: 68.33% UR: 65.40% UF: 66.83% P: 64.81% R: 62.03% F: 63.38%
-2024-01-07 11:21:35 INFO 0:00:03.125551s elapsed
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-2024-01-07 11:21:35 INFO Epoch 67 / 5000:
-2024-01-07 11:21:38 INFO lr: 4.9330e-05 - loss: 0.0095 - UP: 98.69% UR: 97.32% UF: 98.00% P: 98.37% R: 97.00% F: 97.68%
-2024-01-07 11:21:38 INFO dev:  loss: nan - UP: 59.00% UR: 60.57% UF: 59.77% P: 55.19% R: 56.66% F: 55.92%
-2024-01-07 11:21:39 INFO test: loss: nan - UP: 66.28% UR: 68.00% UF: 67.13% P: 62.30% R: 63.92% F: 63.10%
-2024-01-07 11:21:39 INFO 0:00:03.189539s elapsed
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-2024-01-07 11:21:39 INFO Epoch 68 / 5000:
-2024-01-07 11:21:41 INFO lr: 4.9320e-05 - loss: 0.0011 - UP: 98.73% UR: 97.65% UF: 98.19% P: 98.60% R: 97.52% F: 98.06%
-2024-01-07 11:21:42 INFO dev:  loss: nan - UP: 62.15% UR: 58.61% UF: 60.33% P: 59.32% R: 55.95% F: 57.59%
-2024-01-07 11:21:42 INFO test: loss: nan - UP: 67.51% UR: 65.75% UF: 66.62% P: 63.54% R: 61.88% F: 62.70%
-2024-01-07 11:21:42 INFO 0:00:03.206807s elapsed
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-2024-01-07 11:21:42 INFO Epoch 69 / 5000:
-2024-01-07 11:21:45 INFO lr: 4.9310e-05 - loss: 0.0016 - UP: 98.32% UR: 97.90% UF: 98.11% P: 98.18% R: 97.76% F: 97.97%
-2024-01-07 11:21:45 INFO dev:  loss: nan - UP: 64.15% UR: 55.95% UF: 59.77% P: 61.71% R: 53.82% F: 57.50%
-2024-01-07 11:21:45 INFO test: loss: nan - UP: 71.06% UR: 64.06% UF: 67.38% P: 67.08% R: 60.48% F: 63.61%
-2024-01-07 11:21:45 INFO 0:00:03.286123s elapsed
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-2024-01-07 11:21:45 INFO Epoch 70 / 5000:
-2024-01-07 11:21:48 INFO lr: 4.9300e-05 - loss: 0.0015 - UP: 99.19% UR: 98.08% UF: 98.63% P: 99.05% R: 97.94% F: 98.49%
-2024-01-07 11:21:48 INFO dev:  loss: nan - UP: 64.09% UR: 54.53% UF: 58.93% P: 60.54% R: 51.51% F: 55.66%
-2024-01-07 11:21:48 INFO test: loss: nan - UP: 71.94% UR: 63.29% UF: 67.34% P: 68.43% R: 60.20% F: 64.05%
-2024-01-07 11:21:48 INFO 0:00:03.212072s elapsed
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-2024-01-07 11:21:48 INFO Epoch 71 / 5000:
-2024-01-07 11:21:51 INFO lr: 4.9290e-05 - loss: 0.0022 - UP: 99.05% UR: 98.35% UF: 98.70% P: 98.99% R: 98.28% F: 98.63%
-2024-01-07 11:21:51 INFO dev:  loss: nan - UP: 62.42% UR: 54.88% UF: 58.41% P: 59.39% R: 52.22% F: 55.58%
-2024-01-07 11:21:52 INFO test: loss: nan - UP: 69.20% UR: 64.63% UF: 66.84% P: 65.96% R: 61.60% F: 63.71%
-2024-01-07 11:21:52 INFO 0:00:03.225861s elapsed
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-2024-01-07 11:21:52 INFO Epoch 72 / 5000:
-2024-01-07 11:21:54 INFO lr: 4.9280e-05 - loss: 0.0026 - UP: 98.78% UR: 97.76% UF: 98.27% P: 98.67% R: 97.65% F: 98.16%
-2024-01-07 11:21:54 INFO dev:  loss: nan - UP: 66.81% UR: 55.42% UF: 60.58% P: 62.96% R: 52.22% F: 57.09%
-2024-01-07 11:21:55 INFO test: loss: nan - UP: 72.78% UR: 60.55% UF: 66.10% P: 69.23% R: 57.59% F: 62.88%
-2024-01-07 11:21:55 INFO 0:00:03.198120s elapsed
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-2024-01-07 11:21:55 INFO Epoch 73 / 5000:
-2024-01-07 11:21:57 INFO lr: 4.9270e-05 - loss: 0.0002 - UP: 98.00% UR: 97.34% UF: 97.67% P: 97.84% R: 97.18% F: 97.51%
-2024-01-07 11:21:58 INFO dev:  loss: nan - UP: 63.96% UR: 61.46% UF: 62.68% P: 60.63% R: 58.26% F: 59.42%
-2024-01-07 11:21:58 INFO test: loss: nan - UP: 67.49% UR: 67.16% UF: 67.32% P: 63.75% R: 63.43% F: 63.59%
-2024-01-07 11:21:58 INFO 0:00:03.152096s elapsed
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-2024-01-07 11:21:58 INFO Epoch 74 / 5000:
-2024-01-07 11:22:00 INFO lr: 4.9260e-05 - loss: 0.0139 - UP: 96.45% UR: 95.37% UF: 95.91% P: 96.36% R: 95.28% F: 95.82%
-2024-01-07 11:22:01 INFO dev:  loss: nan - UP: 66.60% UR: 57.02% UF: 61.44% P: 63.49% R: 54.35% F: 58.56%
-2024-01-07 11:22:01 INFO test: loss: nan - UP: 71.81% UR: 63.22% UF: 67.24% P: 68.29% R: 60.13% F: 63.95%
-2024-01-07 11:22:01 INFO 0:00:03.144258s elapsed
-
-2024-01-07 11:22:01 INFO Epoch 75 / 5000:
-2024-01-07 11:22:04 INFO lr: 4.9250e-05 - loss: 0.0199 - UP: 97.14% UR: 94.12% UF: 95.61% P: 96.93% R: 93.92% F: 95.40%
-2024-01-07 11:22:04 INFO dev:  loss: nan - UP: 57.74% UR: 58.97% UF: 58.35% P: 53.74% R: 54.88% F: 54.31%
-2024-01-07 11:22:04 INFO test: loss: nan - UP: 62.33% UR: 66.10% UF: 64.16% P: 58.55% R: 62.10% F: 60.27%
-2024-01-07 11:22:04 INFO 0:00:03.293544s elapsed
-
-2024-01-07 11:22:04 INFO Epoch 76 / 5000:
-2024-01-07 11:22:07 INFO lr: 4.9240e-05 - loss: 0.0078 - UP: 95.39% UR: 92.00% UF: 93.66% P: 94.58% R: 91.22% F: 92.87%
-2024-01-07 11:22:07 INFO dev:  loss: nan - UP: 58.41% UR: 64.12% UF: 61.13% P: 54.21% R: 59.50% F: 56.73%
-2024-01-07 11:22:08 INFO test: loss: nan - UP: 61.81% UR: 69.76% UF: 65.54% P: 58.13% R: 65.61% F: 61.65%
-2024-01-07 11:22:08 INFO 0:00:03.202368s elapsed
-
-2024-01-07 11:22:08 INFO Epoch 77 / 5000:
-2024-01-07 11:22:10 INFO lr: 4.9230e-05 - loss: 0.0087 - UP: 95.03% UR: 93.21% UF: 94.11% P: 94.64% R: 92.83% F: 93.73%
-2024-01-07 11:22:11 INFO dev:  loss: nan - UP: 61.38% UR: 59.86% UF: 60.61% P: 57.38% R: 55.95% F: 56.65%
-2024-01-07 11:22:11 INFO test: loss: nan - UP: 65.47% UR: 66.81% UF: 66.13% P: 61.89% R: 63.15% F: 62.51%
-2024-01-07 11:22:11 INFO 0:00:03.236430s elapsed
-
-2024-01-07 11:22:11 INFO Epoch 78 / 5000:
-2024-01-07 11:22:13 INFO lr: 4.9220e-05 - loss: 0.0116 - UP: 96.50% UR: 93.72% UF: 95.09% P: 96.29% R: 93.52% F: 94.89%
-2024-01-07 11:22:14 INFO dev:  loss: nan - UP: 59.68% UR: 60.21% UF: 59.95% P: 56.69% R: 57.19% F: 56.94%
-2024-01-07 11:22:14 INFO test: loss: nan - UP: 65.81% UR: 68.07% UF: 66.92% P: 62.61% R: 64.77% F: 63.67%
-2024-01-07 11:22:14 INFO 0:00:03.192796s elapsed
-
-2024-01-07 11:22:14 INFO Epoch 79 / 5000:
-2024-01-07 11:22:17 INFO lr: 4.9210e-05 - loss: 0.0022 - UP: 97.46% UR: 96.87% UF: 97.16% P: 97.21% R: 96.62% F: 96.92%
-2024-01-07 11:22:17 INFO dev:  loss: nan - UP: 63.47% UR: 59.86% UF: 61.61% P: 59.13% R: 55.77% F: 57.40%
-2024-01-07 11:22:17 INFO test: loss: nan - UP: 69.70% UR: 65.19% UF: 67.37% P: 65.19% R: 60.97% F: 63.01%
-2024-01-07 11:22:17 INFO 0:00:03.209237s elapsed
-
-2024-01-07 11:22:17 INFO Epoch 80 / 5000:
-2024-01-07 11:22:20 INFO lr: 4.9200e-05 - loss: 0.0002 - UP: 98.47% UR: 96.67% UF: 97.56% P: 98.25% R: 96.45% F: 97.34%
-2024-01-07 11:22:20 INFO dev:  loss: nan - UP: 62.94% UR: 60.92% UF: 61.91% P: 58.72% R: 56.84% F: 57.76%
-2024-01-07 11:22:20 INFO test: loss: nan - UP: 69.09% UR: 66.03% UF: 67.53% P: 65.27% R: 62.38% F: 63.79%
-2024-01-07 11:22:20 INFO 0:00:03.217876s elapsed
-
-2024-01-07 11:22:20 INFO Epoch 81 / 5000:
-2024-01-07 11:22:23 INFO lr: 4.9190e-05 - loss: 0.0030 - UP: 98.20% UR: 97.52% UF: 97.86% P: 97.97% R: 97.30% F: 97.63%
-2024-01-07 11:22:23 INFO dev:  loss: nan - UP: 65.41% UR: 61.81% UF: 63.56% P: 60.53% R: 57.19% F: 58.81%
-2024-01-07 11:22:24 INFO test: loss: nan - UP: 69.68% UR: 67.86% UF: 68.76% P: 66.14% R: 64.42% F: 65.27%
-2024-01-07 11:22:24 INFO 0:00:03.176538s elapsed
-
-2024-01-07 11:22:24 INFO Epoch 82 / 5000:
-2024-01-07 11:22:26 INFO lr: 4.9180e-05 - loss: 0.0008 - UP: 98.13% UR: 96.04% UF: 97.07% P: 98.08% R: 96.00% F: 97.03%
-2024-01-07 11:22:26 INFO dev:  loss: nan - UP: 67.70% UR: 58.44% UF: 62.73% P: 64.61% R: 55.77% F: 59.87%
-2024-01-07 11:22:27 INFO test: loss: nan - UP: 73.64% UR: 64.63% UF: 68.84% P: 69.95% R: 61.39% F: 65.39%
-2024-01-07 11:22:27 INFO 0:00:03.188666s elapsed
-
-2024-01-07 11:22:27 INFO Epoch 83 / 5000:
-2024-01-07 11:22:29 INFO lr: 4.9170e-05 - loss: 0.0000 - UP: 99.05% UR: 98.35% UF: 98.70% P: 98.92% R: 98.21% F: 98.56%
-2024-01-07 11:22:30 INFO dev:  loss: nan - UP: 63.69% UR: 61.99% UF: 62.83% P: 58.39% R: 56.84% F: 57.61%
-2024-01-07 11:22:30 INFO test: loss: nan - UP: 68.13% UR: 67.79% UF: 67.96% P: 63.75% R: 63.43% F: 63.59%
-2024-01-07 11:22:30 INFO 0:00:03.151397s elapsed
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-2024-01-07 11:22:30 INFO Epoch 84 / 5000:
-2024-01-07 11:22:32 INFO lr: 4.9160e-05 - loss: 0.0039 - UP: 98.72% UR: 98.52% UF: 98.62% P: 98.59% R: 98.39% F: 98.49%
-2024-01-07 11:22:33 INFO dev:  loss: nan - UP: 66.27% UR: 59.33% UF: 62.61% P: 61.71% R: 55.24% F: 58.29%
-2024-01-07 11:22:33 INFO test: loss: nan - UP: 73.00% UR: 65.40% UF: 68.99% P: 69.39% R: 62.17% F: 65.58%
-2024-01-07 11:22:33 INFO 0:00:03.144671s elapsed
-
-2024-01-07 11:22:42 INFO Epoch 54 saved
-2024-01-07 11:22:42 INFO dev:  UP: 67.57% UR: 57.37% UF: 62.06% P: 65.27% R: 55.42% F: 59.94%
-2024-01-07 11:22:42 INFO test: UP: 73.84% UR: 62.52% UF: 67.71% P: 70.43% R: 59.63% F: 64.58%
-2024-01-07 11:22:42 INFO 0:04:27.704681s elapsed, 0:00:03.186960s/epoch
+2024-04-01 20:07:01 INFO Epoch 1 / 5000:
+2024-04-01 20:07:05 INFO lr: 4.9990e-05 - loss: 0.1596 - UP: 11.74% UR:  4.98% UF:  7.00% P:  4.53% R:  1.92% F:  2.70%
+2024-04-01 20:07:05 INFO dev:  loss: nan - UP: 100.00% UR:  0.18% UF:  0.35% P: 100.00% R:  0.18% F:  0.35%
+2024-04-01 20:07:05 INFO test: loss: nan - UP: 100.00% UR:  0.28% UF:  0.56% P: 75.00% R:  0.21% F:  0.42%
+2024-04-01 20:07:10 INFO 0:00:03.809678s elapsed (saved)
+
+2024-04-01 20:07:10 INFO Epoch 2 / 5000:
+2024-04-01 20:07:12 INFO lr: 4.9980e-05 - loss: 0.1254 - UP: 45.89% UR:  8.23% UF: 13.95% P: 38.65% R:  6.93% F: 11.75%
+2024-04-01 20:07:13 INFO dev:  loss: nan - UP: 67.57% UR: 13.32% UF: 22.26% P: 59.46% R: 11.72% F: 19.58%
+2024-04-01 20:07:13 INFO test: loss: nan - UP: 70.63% UR: 13.36% UF: 22.47% P: 62.83% R: 11.88% F: 19.99%
+2024-04-01 20:07:20 INFO 0:00:03.167343s elapsed (saved)
+
+2024-04-01 20:07:20 INFO Epoch 3 / 5000:
+2024-04-01 20:07:22 INFO lr: 4.9970e-05 - loss: 0.0151 - UP: 64.86% UR: 14.44% UF: 23.62% P: 57.03% R: 12.70% F: 20.77%
+2024-04-01 20:07:23 INFO dev:  loss: nan - UP: 50.23% UR: 38.90% UF: 43.84% P: 45.64% R: 35.35% F: 39.84%
+2024-04-01 20:07:23 INFO test: loss: nan - UP: 52.01% UR: 38.19% UF: 44.04% P: 48.56% R: 35.65% F: 41.12%
+2024-04-01 20:07:30 INFO 0:00:03.183551s elapsed (saved)
+
+2024-04-01 20:07:30 INFO Epoch 4 / 5000:
+2024-04-01 20:07:32 INFO lr: 4.9960e-05 - loss: 0.0832 - UP: 63.04% UR: 26.15% UF: 36.97% P: 57.54% R: 23.87% F: 33.74%
+2024-04-01 20:07:33 INFO dev:  loss: nan - UP: 81.08% UR: 21.31% UF: 33.76% P: 76.35% R: 20.07% F: 31.79%
+2024-04-01 20:07:33 INFO test: loss: nan - UP: 80.25% UR: 22.57% UF: 35.24% P: 77.00% R: 21.66% F: 33.81%
+2024-04-01 20:07:33 INFO 0:00:03.206094s elapsed
+
+2024-04-01 20:07:33 INFO Epoch 5 / 5000:
+2024-04-01 20:07:36 INFO lr: 4.9950e-05 - loss: 0.0949 - UP: 70.98% UR: 33.62% UF: 45.62% P: 65.46% R: 31.00% F: 42.07%
+2024-04-01 20:07:36 INFO dev:  loss: nan - UP: 73.21% UR: 29.13% UF: 41.68% P: 68.75% R: 27.35% F: 39.14%
+2024-04-01 20:07:36 INFO test: loss: nan - UP: 76.76% UR: 29.96% UF: 43.10% P: 73.69% R: 28.76% F: 41.38%
+2024-04-01 20:07:36 INFO 0:00:03.170982s elapsed
+
+2024-04-01 20:07:36 INFO Epoch 6 / 5000:
+2024-04-01 20:07:39 INFO lr: 4.9940e-05 - loss: 0.0393 - UP: 70.65% UR: 38.58% UF: 49.91% P: 65.86% R: 35.96% F: 46.52%
+2024-04-01 20:07:39 INFO dev:  loss: nan - UP: 67.54% UR: 36.59% UF: 47.47% P: 62.95% R: 34.10% F: 44.24%
+2024-04-01 20:07:39 INFO test: loss: nan - UP: 71.78% UR: 36.85% UF: 48.70% P: 67.53% R: 34.67% F: 45.82%
+2024-04-01 20:07:46 INFO 0:00:03.175934s elapsed (saved)
+
+2024-04-01 20:07:46 INFO Epoch 7 / 5000:
+2024-04-01 20:07:49 INFO lr: 4.9930e-05 - loss: 0.0125 - UP: 73.82% UR: 42.85% UF: 54.22% P: 70.81% R: 41.10% F: 52.02%
+2024-04-01 20:07:49 INFO dev:  loss: nan - UP: 69.72% UR: 31.08% UF: 43.00% P: 65.74% R: 29.31% F: 40.54%
+2024-04-01 20:07:49 INFO test: loss: nan - UP: 79.93% UR: 31.65% UF: 45.34% P: 77.44% R: 30.66% F: 43.93%
+2024-04-01 20:07:49 INFO 0:00:03.180707s elapsed
+
+2024-04-01 20:07:49 INFO Epoch 8 / 5000:
+2024-04-01 20:07:52 INFO lr: 4.9920e-05 - loss: 0.0996 - UP: 72.75% UR: 46.07% UF: 56.41% P: 69.43% R: 43.97% F: 53.84%
+2024-04-01 20:07:52 INFO dev:  loss: nan - UP: 64.86% UR: 38.37% UF: 48.21% P: 61.86% R: 36.59% F: 45.98%
+2024-04-01 20:07:52 INFO test: loss: nan - UP: 72.58% UR: 40.58% UF: 52.05% P: 69.31% R: 38.75% F: 49.71%
+2024-04-01 20:07:59 INFO 0:00:03.080660s elapsed (saved)
+
+2024-04-01 20:07:59 INFO Epoch 9 / 5000:
+2024-04-01 20:08:02 INFO lr: 4.9910e-05 - loss: 0.0388 - UP: 77.79% UR: 49.31% UF: 60.36% P: 74.96% R: 47.52% F: 58.17%
+2024-04-01 20:08:02 INFO dev:  loss: nan - UP: 64.09% UR: 38.37% UF: 48.00% P: 60.53% R: 36.23% F: 45.33%
+2024-04-01 20:08:02 INFO test: loss: nan - UP: 72.30% UR: 42.41% UF: 53.46% P: 69.18% R: 40.58% F: 51.15%
+2024-04-01 20:08:02 INFO 0:00:03.197232s elapsed
+
+2024-04-01 20:08:02 INFO Epoch 10 / 5000:
+2024-04-01 20:08:05 INFO lr: 4.9900e-05 - loss: 0.0883 - UP: 80.89% UR: 54.20% UF: 64.91% P: 79.19% R: 53.06% F: 63.54%
+2024-04-01 20:08:05 INFO dev:  loss: nan - UP: 63.29% UR: 44.40% UF: 52.19% P: 58.73% R: 41.21% F: 48.43%
+2024-04-01 20:08:05 INFO test: loss: nan - UP: 68.99% UR: 48.03% UF: 56.63% P: 65.56% R: 45.64% F: 53.81%
+2024-04-01 20:08:12 INFO 0:00:03.179104s elapsed (saved)
+
+2024-04-01 20:08:12 INFO Epoch 11 / 5000:
+2024-04-01 20:08:15 INFO lr: 4.9890e-05 - loss: 0.0502 - UP: 81.30% UR: 56.86% UF: 66.92% P: 80.15% R: 56.06% F: 65.97%
+2024-04-01 20:08:15 INFO dev:  loss: nan - UP: 62.81% UR: 49.20% UF: 55.18% P: 58.28% R: 45.65% F: 51.20%
+2024-04-01 20:08:15 INFO test: loss: nan - UP: 64.64% UR: 51.55% UF: 57.36% P: 61.55% R: 49.09% F: 54.62%
+2024-04-01 20:08:22 INFO 0:00:03.189326s elapsed (saved)
+
+2024-04-01 20:08:22 INFO Epoch 12 / 5000:
+2024-04-01 20:08:24 INFO lr: 4.9880e-05 - loss: 0.0734 - UP: 81.84% UR: 61.15% UF: 70.00% P: 80.89% R: 60.44% F: 69.18%
+2024-04-01 20:08:25 INFO dev:  loss: nan - UP: 65.52% UR: 40.50% UF: 50.05% P: 62.07% R: 38.37% F: 47.42%
+2024-04-01 20:08:25 INFO test: loss: nan - UP: 75.69% UR: 44.44% UF: 56.00% P: 72.34% R: 42.48% F: 53.52%
+2024-04-01 20:08:25 INFO 0:00:03.181311s elapsed
+
+2024-04-01 20:08:25 INFO Epoch 13 / 5000:
+2024-04-01 20:08:28 INFO lr: 4.9870e-05 - loss: 0.0249 - UP: 84.81% UR: 66.03% UF: 74.25% P: 83.92% R: 65.33% F: 73.47%
+2024-04-01 20:08:28 INFO dev:  loss: nan - UP: 58.73% UR: 47.78% UF: 52.69% P: 54.80% R: 44.58% F: 49.17%
+2024-04-01 20:08:28 INFO test: loss: nan - UP: 66.72% UR: 55.41% UF: 60.55% P: 62.32% R: 51.76% F: 56.55%
+2024-04-01 20:08:28 INFO 0:00:03.157003s elapsed
+
+2024-04-01 20:08:28 INFO Epoch 14 / 5000:
+2024-04-01 20:08:31 INFO lr: 4.9860e-05 - loss: 0.0161 - UP: 83.58% UR: 69.76% UF: 76.05% P: 82.67% R: 69.00% F: 75.22%
+2024-04-01 20:08:31 INFO dev:  loss: nan - UP: 69.14% UR: 41.39% UF: 51.78% P: 65.28% R: 39.08% F: 48.89%
+2024-04-01 20:08:31 INFO test: loss: nan - UP: 77.68% UR: 45.78% UF: 57.61% P: 73.87% R: 43.53% F: 54.78%
+2024-04-01 20:08:31 INFO 0:00:03.172503s elapsed
+
+2024-04-01 20:08:31 INFO Epoch 15 / 5000:
+2024-04-01 20:08:34 INFO lr: 4.9850e-05 - loss: 0.0589 - UP: 86.32% UR: 68.84% UF: 76.60% P: 84.28% R: 67.21% F: 74.78%
+2024-04-01 20:08:34 INFO dev:  loss: nan - UP: 69.36% UR: 44.23% UF: 54.01% P: 66.30% R: 42.27% F: 51.63%
+2024-04-01 20:08:35 INFO test: loss: nan - UP: 71.54% UR: 51.62% UF: 59.97% P: 67.54% R: 48.73% F: 56.62%
+2024-04-01 20:08:41 INFO 0:00:03.171099s elapsed (saved)
+
+2024-04-01 20:08:41 INFO Epoch 16 / 5000:
+2024-04-01 20:08:44 INFO lr: 4.9840e-05 - loss: 0.0138 - UP: 86.66% UR: 69.40% UF: 77.08% P: 85.57% R: 68.53% F: 76.11%
+2024-04-01 20:08:44 INFO dev:  loss: nan - UP: 68.27% UR: 45.47% UF: 54.58% P: 66.40% R: 44.23% F: 53.09%
+2024-04-01 20:08:45 INFO test: loss: nan - UP: 74.80% UR: 53.23% UF: 62.20% P: 71.15% R: 50.63% F: 59.16%
+2024-04-01 20:08:51 INFO 0:00:03.169925s elapsed (saved)
+
+2024-04-01 20:08:51 INFO Epoch 17 / 5000:
+2024-04-01 20:08:54 INFO lr: 4.9830e-05 - loss: 0.0041 - UP: 87.79% UR: 77.00% UF: 82.04% P: 87.21% R: 76.49% F: 81.50%
+2024-04-01 20:08:54 INFO dev:  loss: nan - UP: 65.67% UR: 46.89% UF: 54.72% P: 63.18% R: 45.12% F: 52.64%
+2024-04-01 20:08:54 INFO test: loss: nan - UP: 74.49% UR: 54.22% UF: 62.76% P: 71.11% R: 51.76% F: 59.91%
+2024-04-01 20:08:54 INFO 0:00:03.182826s elapsed
+
+2024-04-01 20:08:54 INFO Epoch 18 / 5000:
+2024-04-01 20:08:57 INFO lr: 4.9820e-05 - loss: 0.0500 - UP: 88.50% UR: 76.04% UF: 81.80% P: 87.96% R: 75.57% F: 81.29%
+2024-04-01 20:08:57 INFO dev:  loss: nan - UP: 65.71% UR: 44.94% UF: 53.38% P: 63.12% R: 43.16% F: 51.27%
+2024-04-01 20:08:58 INFO test: loss: nan - UP: 74.57% UR: 52.39% UF: 61.54% P: 71.77% R: 50.42% F: 59.23%
+2024-04-01 20:08:58 INFO 0:00:03.158726s elapsed
+
+2024-04-01 20:08:58 INFO Epoch 19 / 5000:
+2024-04-01 20:09:00 INFO lr: 4.9810e-05 - loss: 0.0174 - UP: 89.30% UR: 75.55% UF: 81.85% P: 88.75% R: 75.08% F: 81.34%
+2024-04-01 20:09:00 INFO dev:  loss: nan - UP: 69.57% UR: 45.47% UF: 54.99% P: 67.39% R: 44.05% F: 53.28%
+2024-04-01 20:09:01 INFO test: loss: nan - UP: 76.09% UR: 51.69% UF: 61.56% P: 73.19% R: 49.72% F: 59.21%
+2024-04-01 20:09:07 INFO 0:00:03.188039s elapsed (saved)
+
+2024-04-01 20:09:07 INFO Epoch 20 / 5000:
+2024-04-01 20:09:10 INFO lr: 4.9800e-05 - loss: 0.0274 - UP: 89.49% UR: 81.83% UF: 85.49% P: 88.80% R: 81.20% F: 84.83%
+2024-04-01 20:09:10 INFO dev:  loss: nan - UP: 65.63% UR: 48.85% UF: 56.01% P: 63.25% R: 47.07% F: 53.97%
+2024-04-01 20:09:11 INFO test: loss: nan - UP: 73.79% UR: 57.81% UF: 64.83% P: 70.20% R: 54.99% F: 61.67%
+2024-04-01 20:09:17 INFO 0:00:03.188473s elapsed (saved)
+
+2024-04-01 20:09:17 INFO Epoch 21 / 5000:
+2024-04-01 20:09:20 INFO lr: 4.9790e-05 - loss: 0.0037 - UP: 91.81% UR: 83.42% UF: 87.41% P: 91.24% R: 82.90% F: 86.87%
+2024-04-01 20:09:20 INFO dev:  loss: nan - UP: 66.59% UR: 49.91% UF: 57.06% P: 64.22% R: 48.13% F: 55.03%
+2024-04-01 20:09:20 INFO test: loss: nan - UP: 73.28% UR: 57.67% UF: 64.54% P: 69.97% R: 55.06% F: 61.63%
+2024-04-01 20:09:27 INFO 0:00:03.228521s elapsed (saved)
+
+2024-04-01 20:09:27 INFO Epoch 22 / 5000:
+2024-04-01 20:09:30 INFO lr: 4.9780e-05 - loss: 0.0172 - UP: 91.21% UR: 79.75% UF: 85.09% P: 90.31% R: 78.97% F: 84.26%
+2024-04-01 20:09:30 INFO dev:  loss: nan - UP: 61.96% UR: 53.82% UF: 57.60% P: 58.28% R: 50.62% F: 54.18%
+2024-04-01 20:09:30 INFO test: loss: nan - UP: 66.17% UR: 65.47% UF: 65.82% P: 62.62% R: 61.95% F: 62.28%
+2024-04-01 20:09:30 INFO 0:00:03.099760s elapsed
+
+2024-04-01 20:09:30 INFO Epoch 23 / 5000:
+2024-04-01 20:09:33 INFO lr: 4.9770e-05 - loss: 0.0185 - UP: 91.63% UR: 83.88% UF: 87.58% P: 91.14% R: 83.44% F: 87.12%
+2024-04-01 20:09:33 INFO dev:  loss: nan - UP: 65.69% UR: 51.69% UF: 57.85% P: 61.63% R: 48.49% F: 54.27%
+2024-04-01 20:09:33 INFO test: loss: nan - UP: 75.02% UR: 59.35% UF: 66.27% P: 70.76% R: 55.98% F: 62.50%
+2024-04-01 20:09:33 INFO 0:00:03.106102s elapsed
+
+2024-04-01 20:09:33 INFO Epoch 24 / 5000:
+2024-04-01 20:09:36 INFO lr: 4.9760e-05 - loss: 0.0225 - UP: 92.63% UR: 87.42% UF: 89.95% P: 92.33% R: 87.13% F: 89.65%
+2024-04-01 20:09:36 INFO dev:  loss: nan - UP: 64.12% UR: 49.20% UF: 55.68% P: 61.81% R: 47.42% F: 53.67%
+2024-04-01 20:09:36 INFO test: loss: nan - UP: 73.94% UR: 57.67% UF: 64.80% P: 70.15% R: 54.71% F: 61.48%
+2024-04-01 20:09:36 INFO 0:00:03.172804s elapsed
+
+2024-04-01 20:09:36 INFO Epoch 25 / 5000:
+2024-04-01 20:09:39 INFO lr: 4.9750e-05 - loss: 0.0073 - UP: 93.45% UR: 84.20% UF: 88.58% P: 93.13% R: 83.91% F: 88.28%
+2024-04-01 20:09:39 INFO dev:  loss: nan - UP: 61.54% UR: 58.26% UF: 59.85% P: 57.60% R: 54.53% F: 56.02%
+2024-04-01 20:09:40 INFO test: loss: nan - UP: 64.27% UR: 65.40% UF: 64.83% P: 59.92% R: 60.97% F: 60.44%
+2024-04-01 20:09:46 INFO 0:00:03.134741s elapsed (saved)
+
+2024-04-01 20:09:46 INFO Epoch 26 / 5000:
+2024-04-01 20:09:49 INFO lr: 4.9740e-05 - loss: 0.0102 - UP: 92.35% UR: 86.86% UF: 89.52% P: 91.97% R: 86.50% F: 89.15%
+2024-04-01 20:09:49 INFO dev:  loss: nan - UP: 59.53% UR: 54.35% UF: 56.82% P: 56.42% R: 51.51% F: 53.85%
+2024-04-01 20:09:49 INFO test: loss: nan - UP: 67.67% UR: 64.63% UF: 66.12% P: 64.29% R: 61.39% F: 62.81%
+2024-04-01 20:09:49 INFO 0:00:03.189716s elapsed
+
+2024-04-01 20:09:49 INFO Epoch 27 / 5000:
+2024-04-01 20:09:52 INFO lr: 4.9730e-05 - loss: 0.0095 - UP: 93.90% UR: 88.49% UF: 91.12% P: 93.15% R: 87.77% F: 90.38%
+2024-04-01 20:09:52 INFO dev:  loss: nan - UP: 64.19% UR: 56.66% UF: 60.19% P: 60.76% R: 53.64% F: 56.98%
+2024-04-01 20:09:53 INFO test: loss: nan - UP: 72.29% UR: 62.73% UF: 67.17% P: 68.56% R: 59.49% F: 63.70%
+2024-04-01 20:09:59 INFO 0:00:03.181508s elapsed (saved)
+
+2024-04-01 20:09:59 INFO Epoch 28 / 5000:
+2024-04-01 20:10:02 INFO lr: 4.9720e-05 - loss: 0.0038 - UP: 93.96% UR: 90.10% UF: 91.99% P: 93.03% R: 89.20% F: 91.08%
+2024-04-01 20:10:02 INFO dev:  loss: nan - UP: 68.14% UR: 52.04% UF: 59.01% P: 65.58% R: 50.09% F: 56.80%
+2024-04-01 20:10:02 INFO test: loss: nan - UP: 75.83% UR: 59.35% UF: 66.59% P: 72.06% R: 56.40% F: 63.27%
+2024-04-01 20:10:02 INFO 0:00:03.183419s elapsed
+
+2024-04-01 20:10:02 INFO Epoch 29 / 5000:
+2024-04-01 20:10:05 INFO lr: 4.9710e-05 - loss: 0.0318 - UP: 94.49% UR: 89.36% UF: 91.86% P: 93.71% R: 88.62% F: 91.10%
+2024-04-01 20:10:05 INFO dev:  loss: nan - UP: 59.36% UR: 55.77% UF: 57.51% P: 55.77% R: 52.40% F: 54.03%
+2024-04-01 20:10:06 INFO test: loss: nan - UP: 71.04% UR: 64.70% UF: 67.72% P: 66.72% R: 60.76% F: 63.60%
+2024-04-01 20:10:06 INFO 0:00:03.180602s elapsed
+
+2024-04-01 20:10:06 INFO Epoch 30 / 5000:
+2024-04-01 20:10:08 INFO lr: 4.9700e-05 - loss: 0.0096 - UP: 94.53% UR: 89.99% UF: 92.20% P: 94.25% R: 89.72% F: 91.93%
+2024-04-01 20:10:08 INFO dev:  loss: nan - UP: 61.65% UR: 59.68% UF: 60.65% P: 57.98% R: 56.13% F: 57.04%
+2024-04-01 20:10:09 INFO test: loss: nan - UP: 66.71% UR: 67.51% UF: 67.11% P: 63.31% R: 64.06% F: 63.68%
+2024-04-01 20:10:15 INFO 0:00:03.117040s elapsed (saved)
+
+2024-04-01 20:10:15 INFO Epoch 31 / 5000:
+2024-04-01 20:10:18 INFO lr: 4.9690e-05 - loss: 0.0002 - UP: 94.97% UR: 92.04% UF: 93.48% P: 94.79% R: 91.86% F: 93.30%
+2024-04-01 20:10:18 INFO dev:  loss: nan - UP: 66.38% UR: 54.35% UF: 59.77% P: 63.34% R: 51.87% F: 57.03%
+2024-04-01 20:10:18 INFO test: loss: nan - UP: 75.85% UR: 59.85% UF: 66.90% P: 70.77% R: 55.84% F: 62.42%
+2024-04-01 20:10:18 INFO 0:00:03.271615s elapsed
+
+2024-04-01 20:10:18 INFO Epoch 32 / 5000:
+2024-04-01 20:10:21 INFO lr: 4.9680e-05 - loss: 0.0162 - UP: 92.14% UR: 89.03% UF: 90.55% P: 91.49% R: 88.40% F: 89.92%
+2024-04-01 20:10:21 INFO dev:  loss: nan - UP: 60.60% UR: 57.37% UF: 58.94% P: 56.85% R: 53.82% F: 55.29%
+2024-04-01 20:10:22 INFO test: loss: nan - UP: 65.73% UR: 65.54% UF: 65.63% P: 61.14% R: 60.97% F: 61.06%
+2024-04-01 20:10:22 INFO 0:00:03.190142s elapsed
+
+2024-04-01 20:10:22 INFO Epoch 33 / 5000:
+2024-04-01 20:10:24 INFO lr: 4.9670e-05 - loss: 0.0189 - UP: 91.38% UR: 85.07% UF: 88.11% P: 91.07% R: 84.78% F: 87.81%
+2024-04-01 20:10:25 INFO dev:  loss: nan - UP: 59.88% UR: 54.88% UF: 57.28% P: 55.43% R: 50.80% F: 53.01%
+2024-04-01 20:10:25 INFO test: loss: nan - UP: 65.67% UR: 60.27% UF: 62.85% P: 61.38% R: 56.33% F: 58.75%
+2024-04-01 20:10:25 INFO 0:00:03.193699s elapsed
+
+2024-04-01 20:10:25 INFO Epoch 34 / 5000:
+2024-04-01 20:10:27 INFO lr: 4.9660e-05 - loss: 0.0069 - UP: 91.70% UR: 85.92% UF: 88.71% P: 91.05% R: 85.32% F: 88.09%
+2024-04-01 20:10:28 INFO dev:  loss: nan - UP: 65.21% UR: 52.93% UF: 58.43% P: 62.14% R: 50.44% F: 55.69%
+2024-04-01 20:10:28 INFO test: loss: nan - UP: 75.11% UR: 58.79% UF: 65.96% P: 71.52% R: 55.98% F: 62.80%
+2024-04-01 20:10:28 INFO 0:00:03.046340s elapsed
+
+2024-04-01 20:10:28 INFO Epoch 35 / 5000:
+2024-04-01 20:10:31 INFO lr: 4.9650e-05 - loss: 0.0096 - UP: 94.84% UR: 90.88% UF: 92.82% P: 94.38% R: 90.43% F: 92.36%
+2024-04-01 20:10:31 INFO dev:  loss: nan - UP: 65.42% UR: 55.77% UF: 60.21% P: 62.92% R: 53.64% F: 57.91%
+2024-04-01 20:10:31 INFO test: loss: nan - UP: 73.04% UR: 62.31% UF: 67.25% P: 68.92% R: 58.79% F: 63.45%
+2024-04-01 20:10:38 INFO 0:00:03.178308s elapsed (saved)
+
+2024-04-01 20:10:38 INFO Epoch 36 / 5000:
+2024-04-01 20:10:41 INFO lr: 4.9640e-05 - loss: 0.0042 - UP: 92.59% UR: 89.05% UF: 90.78% P: 92.31% R: 88.78% F: 90.51%
+2024-04-01 20:10:41 INFO dev:  loss: nan - UP: 64.34% UR: 55.77% UF: 59.75% P: 61.89% R: 53.64% F: 57.47%
+2024-04-01 20:10:41 INFO test: loss: nan - UP: 68.58% UR: 63.08% UF: 65.71% P: 63.91% R: 58.79% F: 61.25%
+2024-04-01 20:10:41 INFO 0:00:03.205592s elapsed
+
+2024-04-01 20:10:41 INFO Epoch 37 / 5000:
+2024-04-01 20:10:44 INFO lr: 4.9630e-05 - loss: 0.0036 - UP: 95.26% UR: 89.03% UF: 92.04% P: 94.95% R: 88.73% F: 91.74%
+2024-04-01 20:10:44 INFO dev:  loss: nan - UP: 63.86% UR: 56.48% UF: 59.94% P: 61.04% R: 54.00% F: 57.30%
+2024-04-01 20:10:44 INFO test: loss: nan - UP: 70.78% UR: 64.91% UF: 67.72% P: 66.72% R: 61.18% F: 63.83%
+2024-04-01 20:10:44 INFO 0:00:03.118037s elapsed
+
+2024-04-01 20:10:44 INFO Epoch 38 / 5000:
+2024-04-01 20:10:47 INFO lr: 4.9620e-05 - loss: 0.0068 - UP: 95.81% UR: 93.00% UF: 94.39% P: 95.56% R: 92.76% F: 94.14%
+2024-04-01 20:10:47 INFO dev:  loss: nan - UP: 63.41% UR: 54.17% UF: 58.43% P: 60.71% R: 51.87% F: 55.94%
+2024-04-01 20:10:47 INFO test: loss: nan - UP: 71.39% UR: 61.60% UF: 66.14% P: 68.05% R: 58.72% F: 63.04%
+2024-04-01 20:10:47 INFO 0:00:03.136126s elapsed
+
+2024-04-01 20:10:47 INFO Epoch 39 / 5000:
+2024-04-01 20:10:50 INFO lr: 4.9610e-05 - loss: 0.0101 - UP: 96.66% UR: 93.70% UF: 95.15% P: 96.03% R: 93.09% F: 94.54%
+2024-04-01 20:10:50 INFO dev:  loss: nan - UP: 60.39% UR: 55.24% UF: 57.70% P: 58.06% R: 53.11% F: 55.47%
+2024-04-01 20:10:51 INFO test: loss: nan - UP: 68.93% UR: 65.68% UF: 67.27% P: 64.06% R: 61.04% F: 62.51%
+2024-04-01 20:10:51 INFO 0:00:03.178043s elapsed
+
+2024-04-01 20:10:51 INFO Epoch 40 / 5000:
+2024-04-01 20:10:53 INFO lr: 4.9600e-05 - loss: 0.0018 - UP: 96.64% UR: 93.18% UF: 94.88% P: 96.15% R: 92.71% F: 94.40%
+2024-04-01 20:10:54 INFO dev:  loss: nan - UP: 62.45% UR: 57.02% UF: 59.61% P: 58.95% R: 53.82% F: 56.27%
+2024-04-01 20:10:54 INFO test: loss: nan - UP: 71.97% UR: 65.89% UF: 68.80% P: 67.20% R: 61.53% F: 64.24%
+2024-04-01 20:10:54 INFO 0:00:03.190060s elapsed
+
+2024-04-01 20:10:54 INFO Epoch 41 / 5000:
+2024-04-01 20:10:56 INFO lr: 4.9590e-05 - loss: 0.0020 - UP: 96.92% UR: 94.35% UF: 95.62% P: 96.72% R: 94.14% F: 95.41%
+2024-04-01 20:10:57 INFO dev:  loss: nan - UP: 63.82% UR: 57.02% UF: 60.23% P: 61.83% R: 55.24% F: 58.35%
+2024-04-01 20:10:57 INFO test: loss: nan - UP: 71.62% UR: 64.77% UF: 68.02% P: 67.50% R: 61.04% F: 64.11%
+2024-04-01 20:11:04 INFO 0:00:03.168359s elapsed (saved)
+
+2024-04-01 20:11:04 INFO Epoch 42 / 5000:
+2024-04-01 20:11:07 INFO lr: 4.9580e-05 - loss: 0.0908 - UP: 97.06% UR: 95.22% UF: 96.13% P: 96.92% R: 95.08% F: 95.99%
+2024-04-01 20:11:07 INFO dev:  loss: nan - UP: 64.67% UR: 53.64% UF: 58.64% P: 62.74% R: 52.04% F: 56.89%
+2024-04-01 20:11:07 INFO test: loss: nan - UP: 74.32% UR: 63.08% UF: 68.24% P: 70.17% R: 59.56% F: 64.44%
+2024-04-01 20:11:07 INFO 0:00:03.203827s elapsed
+
+2024-04-01 20:11:07 INFO Epoch 43 / 5000:
+2024-04-01 20:11:10 INFO lr: 4.9570e-05 - loss: 0.0086 - UP: 95.86% UR: 91.13% UF: 93.43% P: 95.46% R: 90.75% F: 93.04%
+2024-04-01 20:11:10 INFO dev:  loss: nan - UP: 57.50% UR: 60.57% UF: 59.00% P: 55.14% R: 58.08% F: 56.57%
+2024-04-01 20:11:11 INFO test: loss: nan - UP: 64.50% UR: 70.39% UF: 67.32% P: 61.28% R: 66.88% F: 63.95%
+2024-04-01 20:11:11 INFO 0:00:03.200142s elapsed
+
+2024-04-01 20:11:11 INFO Epoch 44 / 5000:
+2024-04-01 20:11:13 INFO lr: 4.9560e-05 - loss: 0.0042 - UP: 92.40% UR: 89.70% UF: 91.03% P: 92.08% R: 89.38% F: 90.71%
+2024-04-01 20:11:14 INFO dev:  loss: nan - UP: 65.00% UR: 50.80% UF: 57.03% P: 63.18% R: 49.38% F: 55.43%
+2024-04-01 20:11:14 INFO test: loss: nan - UP: 71.52% UR: 57.74% UF: 63.89% P: 67.42% R: 54.43% F: 60.23%
+2024-04-01 20:11:14 INFO 0:00:03.183211s elapsed
+
+2024-04-01 20:11:14 INFO Epoch 45 / 5000:
+2024-04-01 20:11:16 INFO lr: 4.9550e-05 - loss: 0.0143 - UP: 93.83% UR: 87.64% UF: 90.63% P: 93.23% R: 87.08% F: 90.05%
+2024-04-01 20:11:17 INFO dev:  loss: nan - UP: 63.21% UR: 55.24% UF: 58.96% P: 60.77% R: 53.11% F: 56.68%
+2024-04-01 20:11:17 INFO test: loss: nan - UP: 69.11% UR: 63.08% UF: 65.96% P: 65.02% R: 59.35% F: 62.06%
+2024-04-01 20:11:17 INFO 0:00:03.187990s elapsed
+
+2024-04-01 20:11:17 INFO Epoch 46 / 5000:
+2024-04-01 20:11:20 INFO lr: 4.9540e-05 - loss: 0.0155 - UP: 95.72% UR: 91.55% UF: 93.59% P: 95.12% R: 90.97% F: 93.00%
+2024-04-01 20:11:20 INFO dev:  loss: nan - UP: 69.53% UR: 50.27% UF: 58.35% P: 66.83% R: 48.31% F: 56.08%
+2024-04-01 20:11:20 INFO test: loss: nan - UP: 76.98% UR: 55.49% UF: 64.49% P: 73.17% R: 52.74% F: 61.30%
+2024-04-01 20:11:20 INFO 0:00:03.190299s elapsed
+
+2024-04-01 20:11:20 INFO Epoch 47 / 5000:
+2024-04-01 20:11:23 INFO lr: 4.9530e-05 - loss: 0.0166 - UP: 95.87% UR: 90.39% UF: 93.05% P: 95.54% R: 90.08% F: 92.73%
+2024-04-01 20:11:23 INFO dev:  loss: nan - UP: 59.36% UR: 55.77% UF: 57.51% P: 55.95% R: 52.58% F: 54.21%
+2024-04-01 20:11:23 INFO test: loss: nan - UP: 68.67% UR: 65.82% UF: 67.22% P: 65.08% R: 62.38% F: 63.70%
+2024-04-01 20:11:23 INFO 0:00:03.188919s elapsed
+
+2024-04-01 20:11:23 INFO Epoch 48 / 5000:
+2024-04-01 20:11:26 INFO lr: 4.9520e-05 - loss: 0.0096 - UP: 94.20% UR: 91.17% UF: 92.66% P: 93.83% R: 90.81% F: 92.30%
+2024-04-01 20:11:26 INFO dev:  loss: nan - UP: 64.69% UR: 54.35% UF: 59.07% P: 61.73% R: 51.87% F: 56.37%
+2024-04-01 20:11:27 INFO test: loss: nan - UP: 71.78% UR: 60.83% UF: 65.85% P: 67.88% R: 57.52% F: 62.28%
+2024-04-01 20:11:27 INFO 0:00:03.170590s elapsed
+
+2024-04-01 20:11:27 INFO Epoch 49 / 5000:
+2024-04-01 20:11:29 INFO lr: 4.9510e-05 - loss: 0.0125 - UP: 95.96% UR: 92.85% UF: 94.38% P: 95.75% R: 92.65% F: 94.17%
+2024-04-01 20:11:29 INFO dev:  loss: nan - UP: 63.80% UR: 56.66% UF: 60.02% P: 58.80% R: 52.22% F: 55.32%
+2024-04-01 20:11:30 INFO test: loss: nan - UP: 70.31% UR: 64.63% UF: 67.35% P: 66.72% R: 61.32% F: 63.91%
+2024-04-01 20:11:30 INFO 0:00:03.056475s elapsed
+
+2024-04-01 20:11:30 INFO Epoch 50 / 5000:
+2024-04-01 20:11:32 INFO lr: 4.9500e-05 - loss: 0.0009 - UP: 97.89% UR: 95.40% UF: 96.63% P: 97.75% R: 95.26% F: 96.49%
+2024-04-01 20:11:32 INFO dev:  loss: nan - UP: 63.96% UR: 57.37% UF: 60.49% P: 60.99% R: 54.71% F: 57.68%
+2024-04-01 20:11:33 INFO test: loss: nan - UP: 69.96% UR: 63.71% UF: 66.69% P: 66.02% R: 60.13% F: 62.94%
+2024-04-01 20:11:33 INFO 0:00:03.177258s elapsed
+
+2024-04-01 20:11:33 INFO Epoch 51 / 5000:
+2024-04-01 20:11:35 INFO lr: 4.9490e-05 - loss: 0.0030 - UP: 97.35% UR: 95.08% UF: 96.20% P: 97.23% R: 94.97% F: 96.09%
+2024-04-01 20:11:36 INFO dev:  loss: nan - UP: 66.06% UR: 51.87% UF: 58.11% P: 64.03% R: 50.27% F: 56.32%
+2024-04-01 20:11:36 INFO test: loss: nan - UP: 76.66% UR: 60.06% UF: 67.35% P: 72.62% R: 56.89% F: 63.80%
+2024-04-01 20:11:36 INFO 0:00:03.069721s elapsed
+
+2024-04-01 20:11:36 INFO Epoch 52 / 5000:
+2024-04-01 20:11:38 INFO lr: 4.9480e-05 - loss: 0.0033 - UP: 96.20% UR: 93.29% UF: 94.72% P: 96.11% R: 93.21% F: 94.63%
+2024-04-01 20:11:39 INFO dev:  loss: nan - UP: 60.61% UR: 56.31% UF: 58.38% P: 57.36% R: 53.29% F: 55.25%
+2024-04-01 20:11:39 INFO test: loss: nan - UP: 68.49% UR: 64.35% UF: 66.35% P: 64.60% R: 60.69% F: 62.58%
+2024-04-01 20:11:39 INFO 0:00:03.193003s elapsed
+
+2024-04-01 20:11:39 INFO Epoch 53 / 5000:
+2024-04-01 20:11:42 INFO lr: 4.9470e-05 - loss: 0.0189 - UP: 95.95% UR: 94.73% UF: 95.33% P: 95.63% R: 94.41% F: 95.02%
+2024-04-01 20:11:42 INFO dev:  loss: nan - UP: 63.88% UR: 54.35% UF: 58.73% P: 59.71% R: 50.80% F: 54.89%
+2024-04-01 20:11:42 INFO test: loss: nan - UP: 72.31% UR: 61.88% UF: 66.69% P: 67.71% R: 57.95% F: 62.45%
+2024-04-01 20:11:42 INFO 0:00:03.188718s elapsed
+
+2024-04-01 20:11:42 INFO Epoch 54 / 5000:
+2024-04-01 20:11:45 INFO lr: 4.9460e-05 - loss: 0.0057 - UP: 98.00% UR: 96.33% UF: 97.16% P: 97.86% R: 96.20% F: 97.02%
+2024-04-01 20:11:45 INFO dev:  loss: nan - UP: 67.57% UR: 57.37% UF: 62.06% P: 65.27% R: 55.42% F: 59.94%
+2024-04-01 20:11:45 INFO test: loss: nan - UP: 73.84% UR: 62.52% UF: 67.71% P: 70.43% R: 59.63% F: 64.58%
+2024-04-01 20:11:52 INFO 0:00:03.089557s elapsed (saved)
+
+2024-04-01 20:11:52 INFO Epoch 55 / 5000:
+2024-04-01 20:11:54 INFO lr: 4.9450e-05 - loss: 0.0047 - UP: 98.28% UR: 96.78% UF: 97.52% P: 98.12% R: 96.62% F: 97.36%
+2024-04-01 20:11:55 INFO dev:  loss: nan - UP: 63.02% UR: 59.33% UF: 61.12% P: 59.81% R: 56.31% F: 58.01%
+2024-04-01 20:11:55 INFO test: loss: nan - UP: 70.10% UR: 66.46% UF: 68.23% P: 66.62% R: 63.15% F: 64.84%
+2024-04-01 20:11:55 INFO 0:00:03.154705s elapsed
+
+2024-04-01 20:11:55 INFO Epoch 56 / 5000:
+2024-04-01 20:11:57 INFO lr: 4.9440e-05 - loss: 0.0049 - UP: 98.22% UR: 97.25% UF: 97.73% P: 97.99% R: 97.03% F: 97.51%
+2024-04-01 20:11:58 INFO dev:  loss: nan - UP: 62.74% UR: 58.61% UF: 60.61% P: 60.08% R: 56.13% F: 58.03%
+2024-04-01 20:11:58 INFO test: loss: nan - UP: 70.69% UR: 65.96% UF: 68.24% P: 66.09% R: 61.67% F: 63.81%
+2024-04-01 20:11:58 INFO 0:00:03.160892s elapsed
+
+2024-04-01 20:11:58 INFO Epoch 57 / 5000:
+2024-04-01 20:12:01 INFO lr: 4.9430e-05 - loss: 0.0028 - UP: 98.26% UR: 97.05% UF: 97.65% P: 98.01% R: 96.80% F: 97.40%
+2024-04-01 20:12:01 INFO dev:  loss: nan - UP: 59.80% UR: 63.41% UF: 61.55% P: 55.61% R: 58.97% F: 57.24%
+2024-04-01 20:12:01 INFO test: loss: nan - UP: 66.92% UR: 68.57% UF: 67.73% P: 63.07% R: 64.63% F: 63.84%
+2024-04-01 20:12:01 INFO 0:00:03.171704s elapsed
+
+2024-04-01 20:12:01 INFO Epoch 58 / 5000:
+2024-04-01 20:12:04 INFO lr: 4.9420e-05 - loss: 0.0048 - UP: 97.52% UR: 96.58% UF: 97.05% P: 97.25% R: 96.31% F: 96.78%
+2024-04-01 20:12:04 INFO dev:  loss: nan - UP: 67.05% UR: 52.04% UF: 58.60% P: 64.76% R: 50.27% F: 56.60%
+2024-04-01 20:12:04 INFO test: loss: nan - UP: 76.39% UR: 61.67% UF: 68.25% P: 72.74% R: 58.72% F: 64.98%
+2024-04-01 20:12:04 INFO 0:00:03.182026s elapsed
+
+2024-04-01 20:12:04 INFO Epoch 59 / 5000:
+2024-04-01 20:12:07 INFO lr: 4.9410e-05 - loss: 0.0038 - UP: 97.48% UR: 96.76% UF: 97.12% P: 97.37% R: 96.65% F: 97.01%
+2024-04-01 20:12:07 INFO dev:  loss: nan - UP: 62.65% UR: 56.31% UF: 59.31% P: 60.08% R: 54.00% F: 56.88%
+2024-04-01 20:12:08 INFO test: loss: nan - UP: 71.36% UR: 64.49% UF: 67.75% P: 66.69% R: 60.27% F: 63.32%
+2024-04-01 20:12:08 INFO 0:00:03.157868s elapsed
+
+2024-04-01 20:12:08 INFO Epoch 60 / 5000:
+2024-04-01 20:12:10 INFO lr: 4.9400e-05 - loss: 0.0010 - UP: 97.32% UR: 95.64% UF: 96.47% P: 96.88% R: 95.22% F: 96.04%
+2024-04-01 20:12:10 INFO dev:  loss: nan - UP: 65.50% UR: 60.04% UF: 62.65% P: 62.21% R: 57.02% F: 59.50%
+2024-04-01 20:12:11 INFO test: loss: nan - UP: 71.58% UR: 65.89% UF: 68.62% P: 67.38% R: 62.03% F: 64.59%
+2024-04-01 20:12:11 INFO 0:00:03.179454s elapsed
+
+2024-04-01 20:12:11 INFO Epoch 61 / 5000:
+2024-04-01 20:12:13 INFO lr: 4.9390e-05 - loss: 0.0027 - UP: 97.16% UR: 96.29% UF: 96.72% P: 96.82% R: 95.95% F: 96.39%
+2024-04-01 20:12:14 INFO dev:  loss: nan - UP: 67.43% UR: 57.37% UF: 62.00% P: 63.88% R: 54.35% F: 58.73%
+2024-04-01 20:12:14 INFO test: loss: nan - UP: 71.60% UR: 62.94% UF: 66.99% P: 67.84% R: 59.63% F: 63.47%
+2024-04-01 20:12:14 INFO 0:00:03.186161s elapsed
+
+2024-04-01 20:12:14 INFO Epoch 62 / 5000:
+2024-04-01 20:12:17 INFO lr: 4.9380e-05 - loss: 0.0016 - UP: 98.52% UR: 96.96% UF: 97.74% P: 98.16% R: 96.60% F: 97.38%
+2024-04-01 20:12:17 INFO dev:  loss: nan - UP: 62.52% UR: 58.97% UF: 60.69% P: 59.70% R: 56.31% F: 57.95%
+2024-04-01 20:12:17 INFO test: loss: nan - UP: 68.76% UR: 65.47% UF: 67.07% P: 64.99% R: 61.88% F: 63.40%
+2024-04-01 20:12:17 INFO 0:00:03.179308s elapsed
+
+2024-04-01 20:12:17 INFO Epoch 63 / 5000:
+2024-04-01 20:12:20 INFO lr: 4.9370e-05 - loss: 0.0033 - UP: 97.80% UR: 96.22% UF: 97.00% P: 97.11% R: 95.55% F: 96.33%
+2024-04-01 20:12:20 INFO dev:  loss: nan - UP: 56.97% UR: 58.79% UF: 57.87% P: 52.67% R: 54.35% F: 53.50%
+2024-04-01 20:12:20 INFO test: loss: nan - UP: 65.43% UR: 68.00% UF: 66.69% P: 61.64% R: 64.06% F: 62.83%
+2024-04-01 20:12:20 INFO 0:00:03.185944s elapsed
+
+2024-04-01 20:12:20 INFO Epoch 64 / 5000:
+2024-04-01 20:12:23 INFO lr: 4.9360e-05 - loss: 0.0117 - UP: 97.26% UR: 97.59% UF: 97.42% P: 96.88% R: 97.21% F: 97.04%
+2024-04-01 20:12:23 INFO dev:  loss: nan - UP: 59.45% UR: 60.92% UF: 60.18% P: 55.29% R: 56.66% F: 55.96%
+2024-04-01 20:12:23 INFO test: loss: nan - UP: 62.95% UR: 66.32% UF: 64.59% P: 59.95% R: 63.15% F: 61.51%
+2024-04-01 20:12:23 INFO 0:00:03.186233s elapsed
+
+2024-04-01 20:12:23 INFO Epoch 65 / 5000:
+2024-04-01 20:12:26 INFO lr: 4.9350e-05 - loss: 0.0053 - UP: 97.58% UR: 95.60% UF: 96.58% P: 97.35% R: 95.37% F: 96.35%
+2024-04-01 20:12:26 INFO dev:  loss: nan - UP: 63.34% UR: 55.24% UF: 59.01% P: 59.67% R: 52.04% F: 55.60%
+2024-04-01 20:12:27 INFO test: loss: nan - UP: 73.39% UR: 62.66% UF: 67.60% P: 69.60% R: 59.42% F: 64.11%
+2024-04-01 20:12:27 INFO 0:00:03.175730s elapsed
+
+2024-04-01 20:12:27 INFO Epoch 66 / 5000:
+2024-04-01 20:12:29 INFO lr: 4.9340e-05 - loss: 0.0045 - UP: 98.01% UR: 96.92% UF: 97.46% P: 97.63% R: 96.54% F: 97.08%
+2024-04-01 20:12:30 INFO dev:  loss: nan - UP: 60.94% UR: 57.37% UF: 59.10% P: 57.55% R: 54.17% F: 55.81%
+2024-04-01 20:12:30 INFO test: loss: nan - UP: 68.33% UR: 65.40% UF: 66.83% P: 64.81% R: 62.03% F: 63.38%
+2024-04-01 20:12:30 INFO 0:00:03.185568s elapsed
+
+2024-04-01 20:12:30 INFO Epoch 67 / 5000:
+2024-04-01 20:12:32 INFO lr: 4.9330e-05 - loss: 0.0095 - UP: 98.69% UR: 97.32% UF: 98.00% P: 98.37% R: 97.00% F: 97.68%
+2024-04-01 20:12:33 INFO dev:  loss: nan - UP: 59.00% UR: 60.57% UF: 59.77% P: 55.19% R: 56.66% F: 55.92%
+2024-04-01 20:12:33 INFO test: loss: nan - UP: 66.28% UR: 68.00% UF: 67.13% P: 62.30% R: 63.92% F: 63.10%
+2024-04-01 20:12:33 INFO 0:00:03.190114s elapsed
+
+2024-04-01 20:12:33 INFO Epoch 68 / 5000:
+2024-04-01 20:12:36 INFO lr: 4.9320e-05 - loss: 0.0011 - UP: 98.73% UR: 97.65% UF: 98.19% P: 98.60% R: 97.52% F: 98.06%
+2024-04-01 20:12:36 INFO dev:  loss: nan - UP: 62.15% UR: 58.61% UF: 60.33% P: 59.32% R: 55.95% F: 57.59%
+2024-04-01 20:12:36 INFO test: loss: nan - UP: 67.51% UR: 65.75% UF: 66.62% P: 63.54% R: 61.88% F: 62.70%
+2024-04-01 20:12:36 INFO 0:00:03.187716s elapsed
+
+2024-04-01 20:12:36 INFO Epoch 69 / 5000:
+2024-04-01 20:12:39 INFO lr: 4.9310e-05 - loss: 0.0016 - UP: 98.32% UR: 97.90% UF: 98.11% P: 98.18% R: 97.76% F: 97.97%
+2024-04-01 20:12:39 INFO dev:  loss: nan - UP: 64.15% UR: 55.95% UF: 59.77% P: 61.71% R: 53.82% F: 57.50%
+2024-04-01 20:12:39 INFO test: loss: nan - UP: 71.06% UR: 64.06% UF: 67.38% P: 67.08% R: 60.48% F: 63.61%
+2024-04-01 20:12:39 INFO 0:00:03.187519s elapsed
+
+2024-04-01 20:12:39 INFO Epoch 70 / 5000:
+2024-04-01 20:12:42 INFO lr: 4.9300e-05 - loss: 0.0015 - UP: 99.19% UR: 98.08% UF: 98.63% P: 99.05% R: 97.94% F: 98.49%
+2024-04-01 20:12:42 INFO dev:  loss: nan - UP: 64.09% UR: 54.53% UF: 58.93% P: 60.54% R: 51.51% F: 55.66%
+2024-04-01 20:12:43 INFO test: loss: nan - UP: 71.94% UR: 63.29% UF: 67.34% P: 68.43% R: 60.20% F: 64.05%
+2024-04-01 20:12:43 INFO 0:00:03.181395s elapsed
+
+2024-04-01 20:12:43 INFO Epoch 71 / 5000:
+2024-04-01 20:12:45 INFO lr: 4.9290e-05 - loss: 0.0022 - UP: 99.05% UR: 98.35% UF: 98.70% P: 98.99% R: 98.28% F: 98.63%
+2024-04-01 20:12:45 INFO dev:  loss: nan - UP: 62.42% UR: 54.88% UF: 58.41% P: 59.39% R: 52.22% F: 55.58%
+2024-04-01 20:12:46 INFO test: loss: nan - UP: 69.20% UR: 64.63% UF: 66.84% P: 65.96% R: 61.60% F: 63.71%
+2024-04-01 20:12:46 INFO 0:00:03.172720s elapsed
+
+2024-04-01 20:12:46 INFO Epoch 72 / 5000:
+2024-04-01 20:12:48 INFO lr: 4.9280e-05 - loss: 0.0026 - UP: 98.78% UR: 97.76% UF: 98.27% P: 98.67% R: 97.65% F: 98.16%
+2024-04-01 20:12:49 INFO dev:  loss: nan - UP: 66.81% UR: 55.42% UF: 60.58% P: 62.96% R: 52.22% F: 57.09%
+2024-04-01 20:12:49 INFO test: loss: nan - UP: 72.78% UR: 60.55% UF: 66.10% P: 69.23% R: 57.59% F: 62.88%
+2024-04-01 20:12:49 INFO 0:00:03.174542s elapsed
+
+2024-04-01 20:12:49 INFO Epoch 73 / 5000:
+2024-04-01 20:12:52 INFO lr: 4.9270e-05 - loss: 0.0002 - UP: 98.00% UR: 97.34% UF: 97.67% P: 97.84% R: 97.18% F: 97.51%
+2024-04-01 20:12:52 INFO dev:  loss: nan - UP: 63.96% UR: 61.46% UF: 62.68% P: 60.63% R: 58.26% F: 59.42%
+2024-04-01 20:12:52 INFO test: loss: nan - UP: 67.49% UR: 67.16% UF: 67.32% P: 63.75% R: 63.43% F: 63.59%
+2024-04-01 20:12:52 INFO 0:00:03.175418s elapsed
+
+2024-04-01 20:12:52 INFO Epoch 74 / 5000:
+2024-04-01 20:12:55 INFO lr: 4.9260e-05 - loss: 0.0139 - UP: 96.45% UR: 95.37% UF: 95.91% P: 96.36% R: 95.28% F: 95.82%
+2024-04-01 20:12:55 INFO dev:  loss: nan - UP: 66.60% UR: 57.02% UF: 61.44% P: 63.49% R: 54.35% F: 58.56%
+2024-04-01 20:12:55 INFO test: loss: nan - UP: 71.81% UR: 63.22% UF: 67.24% P: 68.29% R: 60.13% F: 63.95%
+2024-04-01 20:12:55 INFO 0:00:03.197270s elapsed
+
+2024-04-01 20:12:55 INFO Epoch 75 / 5000:
+2024-04-01 20:12:58 INFO lr: 4.9250e-05 - loss: 0.0199 - UP: 97.14% UR: 94.12% UF: 95.61% P: 96.93% R: 93.92% F: 95.40%
+2024-04-01 20:12:58 INFO dev:  loss: nan - UP: 57.74% UR: 58.97% UF: 58.35% P: 53.74% R: 54.88% F: 54.31%
+2024-04-01 20:12:59 INFO test: loss: nan - UP: 62.33% UR: 66.10% UF: 64.16% P: 58.55% R: 62.10% F: 60.27%
+2024-04-01 20:12:59 INFO 0:00:03.189689s elapsed
+
+2024-04-01 20:12:59 INFO Epoch 76 / 5000:
+2024-04-01 20:13:01 INFO lr: 4.9240e-05 - loss: 0.0078 - UP: 95.39% UR: 92.00% UF: 93.66% P: 94.58% R: 91.22% F: 92.87%
+2024-04-01 20:13:01 INFO dev:  loss: nan - UP: 58.41% UR: 64.12% UF: 61.13% P: 54.21% R: 59.50% F: 56.73%
+2024-04-01 20:13:02 INFO test: loss: nan - UP: 61.81% UR: 69.76% UF: 65.54% P: 58.13% R: 65.61% F: 61.65%
+2024-04-01 20:13:02 INFO 0:00:03.174070s elapsed
+
+2024-04-01 20:13:02 INFO Epoch 77 / 5000:
+2024-04-01 20:13:04 INFO lr: 4.9230e-05 - loss: 0.0087 - UP: 95.03% UR: 93.21% UF: 94.11% P: 94.64% R: 92.83% F: 93.73%
+2024-04-01 20:13:05 INFO dev:  loss: nan - UP: 61.38% UR: 59.86% UF: 60.61% P: 57.38% R: 55.95% F: 56.65%
+2024-04-01 20:13:05 INFO test: loss: nan - UP: 65.47% UR: 66.81% UF: 66.13% P: 61.89% R: 63.15% F: 62.51%
+2024-04-01 20:13:05 INFO 0:00:03.193520s elapsed
+
+2024-04-01 20:13:05 INFO Epoch 78 / 5000:
+2024-04-01 20:13:07 INFO lr: 4.9220e-05 - loss: 0.0116 - UP: 96.50% UR: 93.72% UF: 95.09% P: 96.29% R: 93.52% F: 94.89%
+2024-04-01 20:13:08 INFO dev:  loss: nan - UP: 59.68% UR: 60.21% UF: 59.95% P: 56.69% R: 57.19% F: 56.94%
+2024-04-01 20:13:08 INFO test: loss: nan - UP: 65.81% UR: 68.07% UF: 66.92% P: 62.61% R: 64.77% F: 63.67%
+2024-04-01 20:13:08 INFO 0:00:03.178748s elapsed
+
+2024-04-01 20:13:08 INFO Epoch 79 / 5000:
+2024-04-01 20:13:11 INFO lr: 4.9210e-05 - loss: 0.0022 - UP: 97.46% UR: 96.87% UF: 97.16% P: 97.21% R: 96.62% F: 96.92%
+2024-04-01 20:13:11 INFO dev:  loss: nan - UP: 63.47% UR: 59.86% UF: 61.61% P: 59.13% R: 55.77% F: 57.40%
+2024-04-01 20:13:11 INFO test: loss: nan - UP: 69.70% UR: 65.19% UF: 67.37% P: 65.19% R: 60.97% F: 63.01%
+2024-04-01 20:13:11 INFO 0:00:03.178689s elapsed
+
+2024-04-01 20:13:11 INFO Epoch 80 / 5000:
+2024-04-01 20:13:14 INFO lr: 4.9200e-05 - loss: 0.0002 - UP: 98.47% UR: 96.67% UF: 97.56% P: 98.25% R: 96.45% F: 97.34%
+2024-04-01 20:13:14 INFO dev:  loss: nan - UP: 62.94% UR: 60.92% UF: 61.91% P: 58.72% R: 56.84% F: 57.76%
+2024-04-01 20:13:14 INFO test: loss: nan - UP: 69.09% UR: 66.03% UF: 67.53% P: 65.27% R: 62.38% F: 63.79%
+2024-04-01 20:13:14 INFO 0:00:03.182316s elapsed
+
+2024-04-01 20:13:14 INFO Epoch 81 / 5000:
+2024-04-01 20:13:17 INFO lr: 4.9190e-05 - loss: 0.0030 - UP: 98.20% UR: 97.52% UF: 97.86% P: 97.97% R: 97.30% F: 97.63%
+2024-04-01 20:13:17 INFO dev:  loss: nan - UP: 65.41% UR: 61.81% UF: 63.56% P: 60.53% R: 57.19% F: 58.81%
+2024-04-01 20:13:18 INFO test: loss: nan - UP: 69.68% UR: 67.86% UF: 68.76% P: 66.14% R: 64.42% F: 65.27%
+2024-04-01 20:13:18 INFO 0:00:03.180639s elapsed
+
+2024-04-01 20:13:18 INFO Epoch 82 / 5000:
+2024-04-01 20:13:20 INFO lr: 4.9180e-05 - loss: 0.0008 - UP: 98.13% UR: 96.04% UF: 97.07% P: 98.08% R: 96.00% F: 97.03%
+2024-04-01 20:13:20 INFO dev:  loss: nan - UP: 67.70% UR: 58.44% UF: 62.73% P: 64.61% R: 55.77% F: 59.87%
+2024-04-01 20:13:21 INFO test: loss: nan - UP: 73.64% UR: 64.63% UF: 68.84% P: 69.95% R: 61.39% F: 65.39%
+2024-04-01 20:13:21 INFO 0:00:03.179568s elapsed
+
+2024-04-01 20:13:21 INFO Epoch 83 / 5000:
+2024-04-01 20:13:23 INFO lr: 4.9170e-05 - loss: 0.0000 - UP: 99.05% UR: 98.35% UF: 98.70% P: 98.92% R: 98.21% F: 98.56%
+2024-04-01 20:13:24 INFO dev:  loss: nan - UP: 63.69% UR: 61.99% UF: 62.83% P: 58.39% R: 56.84% F: 57.61%
+2024-04-01 20:13:24 INFO test: loss: nan - UP: 68.13% UR: 67.79% UF: 67.96% P: 63.75% R: 63.43% F: 63.59%
+2024-04-01 20:13:24 INFO 0:00:03.177177s elapsed
+
+2024-04-01 20:13:24 INFO Epoch 84 / 5000:
+2024-04-01 20:13:27 INFO lr: 4.9160e-05 - loss: 0.0039 - UP: 98.72% UR: 98.52% UF: 98.62% P: 98.59% R: 98.39% F: 98.49%
+2024-04-01 20:13:27 INFO dev:  loss: nan - UP: 66.27% UR: 59.33% UF: 62.61% P: 61.71% R: 55.24% F: 58.29%
+2024-04-01 20:13:27 INFO test: loss: nan - UP: 73.00% UR: 65.40% UF: 68.99% P: 69.39% R: 62.17% F: 65.58%
+2024-04-01 20:13:27 INFO 0:00:03.179224s elapsed
+
+2024-04-01 20:13:34 INFO Epoch 54 saved
+2024-04-01 20:13:34 INFO dev:  UP: 67.57% UR: 57.37% UF: 62.06% P: 65.27% R: 55.42% F: 59.94%
+2024-04-01 20:13:34 INFO test: UP: 73.84% UR: 62.52% UF: 67.71% P: 70.43% R: 59.63% F: 64.58%
+2024-04-01 20:13:34 INFO 0:04:27.066687s elapsed, 0:00:03.179365s/epoch

models/multibooked_eu/sdp_random/80/model_vi_multibooked_eu_xlm_9

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7f58201806b3df836e6bce99ebf41b2e330c5348ec1f870d17eb443199cf482a
+size 1177848113

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

@@ -0,0 +1,577 @@
+2024-04-01 20:13:37 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_random/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_random/80/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_random/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 20:13:37 INFO Building the fields
+2024-04-01 20:13:38 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-04-01 20:13:38 INFO Building the model
+2024-04-01 20:13:41 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 20:13:41 INFO Loading the data
+2024-04-01 20:13:41 INFO 
+train: Dataset(n_sentences=849, n_batches=32, n_buckets=32)
+dev:   Dataset(n_sentences=120, n_batches=29, n_buckets=29)
+test:  Dataset(n_sentences=305, n_batches=32, n_buckets=32)
+
+2024-04-01 20:13:41 INFO Epoch 1 / 5000:
+2024-04-01 20:13:45 INFO lr: 4.9990e-05 - loss: 0.1596 - UP: 11.74% UR:  4.98% UF:  7.00% P:  4.53% R:  1.92% F:  2.70%
+2024-04-01 20:13:45 INFO dev:  loss: nan - UP: 100.00% UR:  0.18% UF:  0.35% P: 100.00% R:  0.18% F:  0.35%
+2024-04-01 20:13:45 INFO test: loss: nan - UP: 100.00% UR:  0.28% UF:  0.56% P: 75.00% R:  0.21% F:  0.42%
+2024-04-01 20:13:50 INFO 0:00:03.741392s elapsed (saved)
+
+2024-04-01 20:13:50 INFO Epoch 2 / 5000:
+2024-04-01 20:13:52 INFO lr: 4.9980e-05 - loss: 0.1254 - UP: 45.89% UR:  8.23% UF: 13.95% P: 38.65% R:  6.93% F: 11.75%
+2024-04-01 20:13:53 INFO dev:  loss: nan - UP: 67.57% UR: 13.32% UF: 22.26% P: 59.46% R: 11.72% F: 19.58%
+2024-04-01 20:13:53 INFO test: loss: nan - UP: 70.63% UR: 13.36% UF: 22.47% P: 62.83% R: 11.88% F: 19.99%
+2024-04-01 20:14:00 INFO 0:00:03.190810s elapsed (saved)
+
+2024-04-01 20:14:00 INFO Epoch 3 / 5000:
+2024-04-01 20:14:03 INFO lr: 4.9970e-05 - loss: 0.0151 - UP: 64.86% UR: 14.44% UF: 23.62% P: 57.03% R: 12.70% F: 20.77%
+2024-04-01 20:14:03 INFO dev:  loss: nan - UP: 50.23% UR: 38.90% UF: 43.84% P: 45.64% R: 35.35% F: 39.84%
+2024-04-01 20:14:03 INFO test: loss: nan - UP: 52.01% UR: 38.19% UF: 44.04% P: 48.56% R: 35.65% F: 41.12%
+2024-04-01 20:14:10 INFO 0:00:03.195547s elapsed (saved)
+
+2024-04-01 20:14:10 INFO Epoch 4 / 5000:
+2024-04-01 20:14:13 INFO lr: 4.9960e-05 - loss: 0.0832 - UP: 63.04% UR: 26.15% UF: 36.97% P: 57.54% R: 23.87% F: 33.74%
+2024-04-01 20:14:13 INFO dev:  loss: nan - UP: 81.08% UR: 21.31% UF: 33.76% P: 76.35% R: 20.07% F: 31.79%
+2024-04-01 20:14:13 INFO test: loss: nan - UP: 80.25% UR: 22.57% UF: 35.24% P: 77.00% R: 21.66% F: 33.81%
+2024-04-01 20:14:13 INFO 0:00:03.209325s elapsed
+
+2024-04-01 20:14:13 INFO Epoch 5 / 5000:
+2024-04-01 20:14:16 INFO lr: 4.9950e-05 - loss: 0.0949 - UP: 70.98% UR: 33.62% UF: 45.62% P: 65.46% R: 31.00% F: 42.07%
+2024-04-01 20:14:16 INFO dev:  loss: nan - UP: 73.21% UR: 29.13% UF: 41.68% P: 68.75% R: 27.35% F: 39.14%
+2024-04-01 20:14:17 INFO test: loss: nan - UP: 76.76% UR: 29.96% UF: 43.10% P: 73.69% R: 28.76% F: 41.38%
+2024-04-01 20:14:17 INFO 0:00:03.180445s elapsed
+
+2024-04-01 20:14:17 INFO Epoch 6 / 5000:
+2024-04-01 20:14:19 INFO lr: 4.9940e-05 - loss: 0.0393 - UP: 70.65% UR: 38.58% UF: 49.91% P: 65.86% R: 35.96% F: 46.52%
+2024-04-01 20:14:19 INFO dev:  loss: nan - UP: 67.54% UR: 36.59% UF: 47.47% P: 62.95% R: 34.10% F: 44.24%
+2024-04-01 20:14:20 INFO test: loss: nan - UP: 71.78% UR: 36.85% UF: 48.70% P: 67.53% R: 34.67% F: 45.82%
+2024-04-01 20:14:26 INFO 0:00:03.176888s elapsed (saved)
+
+2024-04-01 20:14:26 INFO Epoch 7 / 5000:
+2024-04-01 20:14:29 INFO lr: 4.9930e-05 - loss: 0.0125 - UP: 73.82% UR: 42.85% UF: 54.22% P: 70.81% R: 41.10% F: 52.02%
+2024-04-01 20:14:29 INFO dev:  loss: nan - UP: 69.72% UR: 31.08% UF: 43.00% P: 65.74% R: 29.31% F: 40.54%
+2024-04-01 20:14:30 INFO test: loss: nan - UP: 79.93% UR: 31.65% UF: 45.34% P: 77.44% R: 30.66% F: 43.93%
+2024-04-01 20:14:30 INFO 0:00:03.183066s elapsed
+
+2024-04-01 20:14:30 INFO Epoch 8 / 5000:
+2024-04-01 20:14:32 INFO lr: 4.9920e-05 - loss: 0.0996 - UP: 72.75% UR: 46.07% UF: 56.41% P: 69.43% R: 43.97% F: 53.84%
+2024-04-01 20:14:32 INFO dev:  loss: nan - UP: 64.86% UR: 38.37% UF: 48.21% P: 61.86% R: 36.59% F: 45.98%
+2024-04-01 20:14:33 INFO test: loss: nan - UP: 72.58% UR: 40.58% UF: 52.05% P: 69.31% R: 38.75% F: 49.71%
+2024-04-01 20:14:39 INFO 0:00:03.143101s elapsed (saved)
+
+2024-04-01 20:14:39 INFO Epoch 9 / 5000:
+2024-04-01 20:14:42 INFO lr: 4.9910e-05 - loss: 0.0388 - UP: 77.79% UR: 49.31% UF: 60.36% P: 74.96% R: 47.52% F: 58.17%
+2024-04-01 20:14:42 INFO dev:  loss: nan - UP: 64.09% UR: 38.37% UF: 48.00% P: 60.53% R: 36.23% F: 45.33%
+2024-04-01 20:14:43 INFO test: loss: nan - UP: 72.30% UR: 42.41% UF: 53.46% P: 69.18% R: 40.58% F: 51.15%
+2024-04-01 20:14:43 INFO 0:00:03.179506s elapsed
+
+2024-04-01 20:14:43 INFO Epoch 10 / 5000:
+2024-04-01 20:14:45 INFO lr: 4.9900e-05 - loss: 0.0883 - UP: 80.89% UR: 54.20% UF: 64.91% P: 79.19% R: 53.06% F: 63.54%
+2024-04-01 20:14:45 INFO dev:  loss: nan - UP: 63.29% UR: 44.40% UF: 52.19% P: 58.73% R: 41.21% F: 48.43%
+2024-04-01 20:14:46 INFO test: loss: nan - UP: 68.99% UR: 48.03% UF: 56.63% P: 65.56% R: 45.64% F: 53.81%
+2024-04-01 20:14:52 INFO 0:00:03.177717s elapsed (saved)
+
+2024-04-01 20:14:52 INFO Epoch 11 / 5000:
+2024-04-01 20:14:55 INFO lr: 4.9890e-05 - loss: 0.0502 - UP: 81.30% UR: 56.86% UF: 66.92% P: 80.15% R: 56.06% F: 65.97%
+2024-04-01 20:14:55 INFO dev:  loss: nan - UP: 62.81% UR: 49.20% UF: 55.18% P: 58.28% R: 45.65% F: 51.20%
+2024-04-01 20:14:56 INFO test: loss: nan - UP: 64.64% UR: 51.55% UF: 57.36% P: 61.55% R: 49.09% F: 54.62%
+2024-04-01 20:15:02 INFO 0:00:03.183509s elapsed (saved)
+
+2024-04-01 20:15:02 INFO Epoch 12 / 5000:
+2024-04-01 20:15:05 INFO lr: 4.9880e-05 - loss: 0.0734 - UP: 81.84% UR: 61.15% UF: 70.00% P: 80.89% R: 60.44% F: 69.18%
+2024-04-01 20:15:05 INFO dev:  loss: nan - UP: 65.52% UR: 40.50% UF: 50.05% P: 62.07% R: 38.37% F: 47.42%
+2024-04-01 20:15:05 INFO test: loss: nan - UP: 75.69% UR: 44.44% UF: 56.00% P: 72.34% R: 42.48% F: 53.52%
+2024-04-01 20:15:05 INFO 0:00:03.138265s elapsed
+
+2024-04-01 20:15:05 INFO Epoch 13 / 5000:
+2024-04-01 20:15:08 INFO lr: 4.9870e-05 - loss: 0.0249 - UP: 84.81% UR: 66.03% UF: 74.25% P: 83.92% R: 65.33% F: 73.47%
+2024-04-01 20:15:08 INFO dev:  loss: nan - UP: 58.73% UR: 47.78% UF: 52.69% P: 54.80% R: 44.58% F: 49.17%
+2024-04-01 20:15:09 INFO test: loss: nan - UP: 66.72% UR: 55.41% UF: 60.55% P: 62.32% R: 51.76% F: 56.55%
+2024-04-01 20:15:09 INFO 0:00:03.134695s elapsed
+
+2024-04-01 20:15:09 INFO Epoch 14 / 5000:
+2024-04-01 20:15:11 INFO lr: 4.9860e-05 - loss: 0.0161 - UP: 83.58% UR: 69.76% UF: 76.05% P: 82.67% R: 69.00% F: 75.22%
+2024-04-01 20:15:11 INFO dev:  loss: nan - UP: 69.14% UR: 41.39% UF: 51.78% P: 65.28% R: 39.08% F: 48.89%
+2024-04-01 20:15:12 INFO test: loss: nan - UP: 77.68% UR: 45.78% UF: 57.61% P: 73.87% R: 43.53% F: 54.78%
+2024-04-01 20:15:12 INFO 0:00:03.119483s elapsed
+
+2024-04-01 20:15:12 INFO Epoch 15 / 5000:
+2024-04-01 20:15:14 INFO lr: 4.9850e-05 - loss: 0.0589 - UP: 86.32% UR: 68.84% UF: 76.60% P: 84.28% R: 67.21% F: 74.78%
+2024-04-01 20:15:15 INFO dev:  loss: nan - UP: 69.36% UR: 44.23% UF: 54.01% P: 66.30% R: 42.27% F: 51.63%
+2024-04-01 20:15:15 INFO test: loss: nan - UP: 71.54% UR: 51.62% UF: 59.97% P: 67.54% R: 48.73% F: 56.62%
+2024-04-01 20:15:22 INFO 0:00:03.166149s elapsed (saved)
+
+2024-04-01 20:15:22 INFO Epoch 16 / 5000:
+2024-04-01 20:15:24 INFO lr: 4.9840e-05 - loss: 0.0138 - UP: 86.66% UR: 69.40% UF: 77.08% P: 85.57% R: 68.53% F: 76.11%
+2024-04-01 20:15:25 INFO dev:  loss: nan - UP: 68.27% UR: 45.47% UF: 54.58% P: 66.40% R: 44.23% F: 53.09%
+2024-04-01 20:15:25 INFO test: loss: nan - UP: 74.80% UR: 53.23% UF: 62.20% P: 71.15% R: 50.63% F: 59.16%
+2024-04-01 20:15:32 INFO 0:00:03.188061s elapsed (saved)
+
+2024-04-01 20:15:32 INFO Epoch 17 / 5000:
+2024-04-01 20:15:34 INFO lr: 4.9830e-05 - loss: 0.0041 - UP: 87.79% UR: 77.00% UF: 82.04% P: 87.21% R: 76.49% F: 81.50%
+2024-04-01 20:15:34 INFO dev:  loss: nan - UP: 65.67% UR: 46.89% UF: 54.72% P: 63.18% R: 45.12% F: 52.64%
+2024-04-01 20:15:35 INFO test: loss: nan - UP: 74.49% UR: 54.22% UF: 62.76% P: 71.11% R: 51.76% F: 59.91%
+2024-04-01 20:15:35 INFO 0:00:03.174303s elapsed
+
+2024-04-01 20:15:35 INFO Epoch 18 / 5000:
+2024-04-01 20:15:37 INFO lr: 4.9820e-05 - loss: 0.0500 - UP: 88.50% UR: 76.04% UF: 81.80% P: 87.96% R: 75.57% F: 81.29%
+2024-04-01 20:15:38 INFO dev:  loss: nan - UP: 65.71% UR: 44.94% UF: 53.38% P: 63.12% R: 43.16% F: 51.27%
+2024-04-01 20:15:38 INFO test: loss: nan - UP: 74.57% UR: 52.39% UF: 61.54% P: 71.77% R: 50.42% F: 59.23%
+2024-04-01 20:15:38 INFO 0:00:03.175742s elapsed
+
+2024-04-01 20:15:38 INFO Epoch 19 / 5000:
+2024-04-01 20:15:40 INFO lr: 4.9810e-05 - loss: 0.0174 - UP: 89.30% UR: 75.55% UF: 81.85% P: 88.75% R: 75.08% F: 81.34%
+2024-04-01 20:15:41 INFO dev:  loss: nan - UP: 69.57% UR: 45.47% UF: 54.99% P: 67.39% R: 44.05% F: 53.28%
+2024-04-01 20:15:41 INFO test: loss: nan - UP: 76.09% UR: 51.69% UF: 61.56% P: 73.19% R: 49.72% F: 59.21%
+2024-04-01 20:15:48 INFO 0:00:03.182160s elapsed (saved)
+
+2024-04-01 20:15:48 INFO Epoch 20 / 5000:
+2024-04-01 20:15:50 INFO lr: 4.9800e-05 - loss: 0.0274 - UP: 89.49% UR: 81.83% UF: 85.49% P: 88.80% R: 81.20% F: 84.83%
+2024-04-01 20:15:51 INFO dev:  loss: nan - UP: 65.63% UR: 48.85% UF: 56.01% P: 63.25% R: 47.07% F: 53.97%
+2024-04-01 20:15:51 INFO test: loss: nan - UP: 73.79% UR: 57.81% UF: 64.83% P: 70.20% R: 54.99% F: 61.67%
+2024-04-01 20:15:58 INFO 0:00:03.170160s elapsed (saved)
+
+2024-04-01 20:15:58 INFO Epoch 21 / 5000:
+2024-04-01 20:16:00 INFO lr: 4.9790e-05 - loss: 0.0037 - UP: 91.81% UR: 83.42% UF: 87.41% P: 91.24% R: 82.90% F: 86.87%
+2024-04-01 20:16:00 INFO dev:  loss: nan - UP: 66.59% UR: 49.91% UF: 57.06% P: 64.22% R: 48.13% F: 55.03%
+2024-04-01 20:16:01 INFO test: loss: nan - UP: 73.28% UR: 57.67% UF: 64.54% P: 69.97% R: 55.06% F: 61.63%
+2024-04-01 20:16:08 INFO 0:00:03.186090s elapsed (saved)
+
+2024-04-01 20:16:08 INFO Epoch 22 / 5000:
+2024-04-01 20:16:10 INFO lr: 4.9780e-05 - loss: 0.0172 - UP: 91.21% UR: 79.75% UF: 85.09% P: 90.31% R: 78.97% F: 84.26%
+2024-04-01 20:16:10 INFO dev:  loss: nan - UP: 61.96% UR: 53.82% UF: 57.60% P: 58.28% R: 50.62% F: 54.18%
+2024-04-01 20:16:11 INFO test: loss: nan - UP: 66.17% UR: 65.47% UF: 65.82% P: 62.62% R: 61.95% F: 62.28%
+2024-04-01 20:16:11 INFO 0:00:03.204667s elapsed
+
+2024-04-01 20:16:11 INFO Epoch 23 / 5000:
+2024-04-01 20:16:13 INFO lr: 4.9770e-05 - loss: 0.0185 - UP: 91.63% UR: 83.88% UF: 87.58% P: 91.14% R: 83.44% F: 87.12%
+2024-04-01 20:16:14 INFO dev:  loss: nan - UP: 65.69% UR: 51.69% UF: 57.85% P: 61.63% R: 48.49% F: 54.27%
+2024-04-01 20:16:14 INFO test: loss: nan - UP: 75.02% UR: 59.35% UF: 66.27% P: 70.76% R: 55.98% F: 62.50%
+2024-04-01 20:16:14 INFO 0:00:03.100883s elapsed
+
+2024-04-01 20:16:14 INFO Epoch 24 / 5000:
+2024-04-01 20:16:16 INFO lr: 4.9760e-05 - loss: 0.0225 - UP: 92.63% UR: 87.42% UF: 89.95% P: 92.33% R: 87.13% F: 89.65%
+2024-04-01 20:16:17 INFO dev:  loss: nan - UP: 64.12% UR: 49.20% UF: 55.68% P: 61.81% R: 47.42% F: 53.67%
+2024-04-01 20:16:17 INFO test: loss: nan - UP: 73.94% UR: 57.67% UF: 64.80% P: 70.15% R: 54.71% F: 61.48%
+2024-04-01 20:16:17 INFO 0:00:03.171088s elapsed
+
+2024-04-01 20:16:17 INFO Epoch 25 / 5000:
+2024-04-01 20:16:20 INFO lr: 4.9750e-05 - loss: 0.0073 - UP: 93.45% UR: 84.20% UF: 88.58% P: 93.13% R: 83.91% F: 88.28%
+2024-04-01 20:16:20 INFO dev:  loss: nan - UP: 61.54% UR: 58.26% UF: 59.85% P: 57.60% R: 54.53% F: 56.02%
+2024-04-01 20:16:20 INFO test: loss: nan - UP: 64.27% UR: 65.40% UF: 64.83% P: 59.92% R: 60.97% F: 60.44%
+2024-04-01 20:16:27 INFO 0:00:03.183878s elapsed (saved)
+
+2024-04-01 20:16:27 INFO Epoch 26 / 5000:
+2024-04-01 20:16:30 INFO lr: 4.9740e-05 - loss: 0.0102 - UP: 92.35% UR: 86.86% UF: 89.52% P: 91.97% R: 86.50% F: 89.15%
+2024-04-01 20:16:30 INFO dev:  loss: nan - UP: 59.53% UR: 54.35% UF: 56.82% P: 56.42% R: 51.51% F: 53.85%
+2024-04-01 20:16:30 INFO test: loss: nan - UP: 67.67% UR: 64.63% UF: 66.12% P: 64.29% R: 61.39% F: 62.81%
+2024-04-01 20:16:30 INFO 0:00:03.153677s elapsed
+
+2024-04-01 20:16:30 INFO Epoch 27 / 5000:
+2024-04-01 20:16:33 INFO lr: 4.9730e-05 - loss: 0.0095 - UP: 93.90% UR: 88.49% UF: 91.12% P: 93.15% R: 87.77% F: 90.38%
+2024-04-01 20:16:33 INFO dev:  loss: nan - UP: 64.19% UR: 56.66% UF: 60.19% P: 60.76% R: 53.64% F: 56.98%
+2024-04-01 20:16:33 INFO test: loss: nan - UP: 72.29% UR: 62.73% UF: 67.17% P: 68.56% R: 59.49% F: 63.70%
+2024-04-01 20:16:40 INFO 0:00:03.165630s elapsed (saved)
+
+2024-04-01 20:16:40 INFO Epoch 28 / 5000:
+2024-04-01 20:16:43 INFO lr: 4.9720e-05 - loss: 0.0038 - UP: 93.96% UR: 90.10% UF: 91.99% P: 93.03% R: 89.20% F: 91.08%
+2024-04-01 20:16:43 INFO dev:  loss: nan - UP: 68.14% UR: 52.04% UF: 59.01% P: 65.58% R: 50.09% F: 56.80%
+2024-04-01 20:16:43 INFO test: loss: nan - UP: 75.83% UR: 59.35% UF: 66.59% P: 72.06% R: 56.40% F: 63.27%
+2024-04-01 20:16:43 INFO 0:00:03.158888s elapsed
+
+2024-04-01 20:16:43 INFO Epoch 29 / 5000:
+2024-04-01 20:16:46 INFO lr: 4.9710e-05 - loss: 0.0318 - UP: 94.49% UR: 89.36% UF: 91.86% P: 93.71% R: 88.62% F: 91.10%
+2024-04-01 20:16:46 INFO dev:  loss: nan - UP: 59.36% UR: 55.77% UF: 57.51% P: 55.77% R: 52.40% F: 54.03%
+2024-04-01 20:16:46 INFO test: loss: nan - UP: 71.04% UR: 64.70% UF: 67.72% P: 66.72% R: 60.76% F: 63.60%
+2024-04-01 20:16:46 INFO 0:00:03.116361s elapsed
+
+2024-04-01 20:16:46 INFO Epoch 30 / 5000:
+2024-04-01 20:16:49 INFO lr: 4.9700e-05 - loss: 0.0096 - UP: 94.53% UR: 89.99% UF: 92.20% P: 94.25% R: 89.72% F: 91.93%
+2024-04-01 20:16:49 INFO dev:  loss: nan - UP: 61.65% UR: 59.68% UF: 60.65% P: 57.98% R: 56.13% F: 57.04%
+2024-04-01 20:16:50 INFO test: loss: nan - UP: 66.71% UR: 67.51% UF: 67.11% P: 63.31% R: 64.06% F: 63.68%
+2024-04-01 20:16:56 INFO 0:00:03.129955s elapsed (saved)
+
+2024-04-01 20:16:56 INFO Epoch 31 / 5000:
+2024-04-01 20:16:59 INFO lr: 4.9690e-05 - loss: 0.0002 - UP: 94.97% UR: 92.04% UF: 93.48% P: 94.79% R: 91.86% F: 93.30%
+2024-04-01 20:16:59 INFO dev:  loss: nan - UP: 66.38% UR: 54.35% UF: 59.77% P: 63.34% R: 51.87% F: 57.03%
+2024-04-01 20:16:59 INFO test: loss: nan - UP: 75.85% UR: 59.85% UF: 66.90% P: 70.77% R: 55.84% F: 62.42%
+2024-04-01 20:16:59 INFO 0:00:03.213064s elapsed
+
+2024-04-01 20:16:59 INFO Epoch 32 / 5000:
+2024-04-01 20:17:02 INFO lr: 4.9680e-05 - loss: 0.0162 - UP: 92.14% UR: 89.03% UF: 90.55% P: 91.49% R: 88.40% F: 89.92%
+2024-04-01 20:17:02 INFO dev:  loss: nan - UP: 60.60% UR: 57.37% UF: 58.94% P: 56.85% R: 53.82% F: 55.29%
+2024-04-01 20:17:02 INFO test: loss: nan - UP: 65.73% UR: 65.54% UF: 65.63% P: 61.14% R: 60.97% F: 61.06%
+2024-04-01 20:17:02 INFO 0:00:03.071580s elapsed
+
+2024-04-01 20:17:02 INFO Epoch 33 / 5000:
+2024-04-01 20:17:05 INFO lr: 4.9670e-05 - loss: 0.0189 - UP: 91.38% UR: 85.07% UF: 88.11% P: 91.07% R: 84.78% F: 87.81%
+2024-04-01 20:17:05 INFO dev:  loss: nan - UP: 59.88% UR: 54.88% UF: 57.28% P: 55.43% R: 50.80% F: 53.01%
+2024-04-01 20:17:05 INFO test: loss: nan - UP: 65.67% UR: 60.27% UF: 62.85% P: 61.38% R: 56.33% F: 58.75%
+2024-04-01 20:17:05 INFO 0:00:03.102980s elapsed
+
+2024-04-01 20:17:05 INFO Epoch 34 / 5000:
+2024-04-01 20:17:08 INFO lr: 4.9660e-05 - loss: 0.0069 - UP: 91.70% UR: 85.92% UF: 88.71% P: 91.05% R: 85.32% F: 88.09%
+2024-04-01 20:17:08 INFO dev:  loss: nan - UP: 65.21% UR: 52.93% UF: 58.43% P: 62.14% R: 50.44% F: 55.69%
+2024-04-01 20:17:09 INFO test: loss: nan - UP: 75.11% UR: 58.79% UF: 65.96% P: 71.52% R: 55.98% F: 62.80%
+2024-04-01 20:17:09 INFO 0:00:03.105244s elapsed
+
+2024-04-01 20:17:09 INFO Epoch 35 / 5000:
+2024-04-01 20:17:11 INFO lr: 4.9650e-05 - loss: 0.0096 - UP: 94.84% UR: 90.88% UF: 92.82% P: 94.38% R: 90.43% F: 92.36%
+2024-04-01 20:17:11 INFO dev:  loss: nan - UP: 65.42% UR: 55.77% UF: 60.21% P: 62.92% R: 53.64% F: 57.91%
+2024-04-01 20:17:12 INFO test: loss: nan - UP: 73.04% UR: 62.31% UF: 67.25% P: 68.92% R: 58.79% F: 63.45%
+2024-04-01 20:17:18 INFO 0:00:03.179594s elapsed (saved)
+
+2024-04-01 20:17:18 INFO Epoch 36 / 5000:
+2024-04-01 20:17:21 INFO lr: 4.9640e-05 - loss: 0.0042 - UP: 92.59% UR: 89.05% UF: 90.78% P: 92.31% R: 88.78% F: 90.51%
+2024-04-01 20:17:21 INFO dev:  loss: nan - UP: 64.34% UR: 55.77% UF: 59.75% P: 61.89% R: 53.64% F: 57.47%
+2024-04-01 20:17:22 INFO test: loss: nan - UP: 68.58% UR: 63.08% UF: 65.71% P: 63.91% R: 58.79% F: 61.25%
+2024-04-01 20:17:22 INFO 0:00:03.141791s elapsed
+
+2024-04-01 20:17:22 INFO Epoch 37 / 5000:
+2024-04-01 20:17:24 INFO lr: 4.9630e-05 - loss: 0.0036 - UP: 95.26% UR: 89.03% UF: 92.04% P: 94.95% R: 88.73% F: 91.74%
+2024-04-01 20:17:24 INFO dev:  loss: nan - UP: 63.86% UR: 56.48% UF: 59.94% P: 61.04% R: 54.00% F: 57.30%
+2024-04-01 20:17:25 INFO test: loss: nan - UP: 70.78% UR: 64.91% UF: 67.72% P: 66.72% R: 61.18% F: 63.83%
+2024-04-01 20:17:25 INFO 0:00:03.105697s elapsed
+
+2024-04-01 20:17:25 INFO Epoch 38 / 5000:
+2024-04-01 20:17:27 INFO lr: 4.9620e-05 - loss: 0.0068 - UP: 95.81% UR: 93.00% UF: 94.39% P: 95.56% R: 92.76% F: 94.14%
+2024-04-01 20:17:27 INFO dev:  loss: nan - UP: 63.41% UR: 54.17% UF: 58.43% P: 60.71% R: 51.87% F: 55.94%
+2024-04-01 20:17:28 INFO test: loss: nan - UP: 71.39% UR: 61.60% UF: 66.14% P: 68.05% R: 58.72% F: 63.04%
+2024-04-01 20:17:28 INFO 0:00:03.094777s elapsed
+
+2024-04-01 20:17:28 INFO Epoch 39 / 5000:
+2024-04-01 20:17:30 INFO lr: 4.9610e-05 - loss: 0.0101 - UP: 96.66% UR: 93.70% UF: 95.15% P: 96.03% R: 93.09% F: 94.54%
+2024-04-01 20:17:31 INFO dev:  loss: nan - UP: 60.39% UR: 55.24% UF: 57.70% P: 58.06% R: 53.11% F: 55.47%
+2024-04-01 20:17:31 INFO test: loss: nan - UP: 68.93% UR: 65.68% UF: 67.27% P: 64.06% R: 61.04% F: 62.51%
+2024-04-01 20:17:31 INFO 0:00:03.053538s elapsed
+
+2024-04-01 20:17:31 INFO Epoch 40 / 5000:
+2024-04-01 20:17:33 INFO lr: 4.9600e-05 - loss: 0.0018 - UP: 96.64% UR: 93.18% UF: 94.88% P: 96.15% R: 92.71% F: 94.40%
+2024-04-01 20:17:34 INFO dev:  loss: nan - UP: 62.45% UR: 57.02% UF: 59.61% P: 58.95% R: 53.82% F: 56.27%
+2024-04-01 20:17:34 INFO test: loss: nan - UP: 71.97% UR: 65.89% UF: 68.80% P: 67.20% R: 61.53% F: 64.24%
+2024-04-01 20:17:34 INFO 0:00:03.088700s elapsed
+
+2024-04-01 20:17:34 INFO Epoch 41 / 5000:
+2024-04-01 20:17:36 INFO lr: 4.9590e-05 - loss: 0.0020 - UP: 96.92% UR: 94.35% UF: 95.62% P: 96.72% R: 94.14% F: 95.41%
+2024-04-01 20:17:37 INFO dev:  loss: nan - UP: 63.82% UR: 57.02% UF: 60.23% P: 61.83% R: 55.24% F: 58.35%
+2024-04-01 20:17:37 INFO test: loss: nan - UP: 71.62% UR: 64.77% UF: 68.02% P: 67.50% R: 61.04% F: 64.11%
+2024-04-01 20:17:44 INFO 0:00:03.107394s elapsed (saved)
+
+2024-04-01 20:17:44 INFO Epoch 42 / 5000:
+2024-04-01 20:17:47 INFO lr: 4.9580e-05 - loss: 0.0908 - UP: 97.06% UR: 95.22% UF: 96.13% P: 96.92% R: 95.08% F: 95.99%
+2024-04-01 20:17:47 INFO dev:  loss: nan - UP: 64.67% UR: 53.64% UF: 58.64% P: 62.74% R: 52.04% F: 56.89%
+2024-04-01 20:17:47 INFO test: loss: nan - UP: 74.32% UR: 63.08% UF: 68.24% P: 70.17% R: 59.56% F: 64.44%
+2024-04-01 20:17:47 INFO 0:00:03.157655s elapsed
+
+2024-04-01 20:17:47 INFO Epoch 43 / 5000:
+2024-04-01 20:17:50 INFO lr: 4.9570e-05 - loss: 0.0086 - UP: 95.86% UR: 91.13% UF: 93.43% P: 95.46% R: 90.75% F: 93.04%
+2024-04-01 20:17:50 INFO dev:  loss: nan - UP: 57.50% UR: 60.57% UF: 59.00% P: 55.14% R: 58.08% F: 56.57%
+2024-04-01 20:17:50 INFO test: loss: nan - UP: 64.50% UR: 70.39% UF: 67.32% P: 61.28% R: 66.88% F: 63.95%
+2024-04-01 20:17:50 INFO 0:00:03.102521s elapsed
+
+2024-04-01 20:17:50 INFO Epoch 44 / 5000:
+2024-04-01 20:17:53 INFO lr: 4.9560e-05 - loss: 0.0042 - UP: 92.40% UR: 89.70% UF: 91.03% P: 92.08% R: 89.38% F: 90.71%
+2024-04-01 20:17:53 INFO dev:  loss: nan - UP: 65.00% UR: 50.80% UF: 57.03% P: 63.18% R: 49.38% F: 55.43%
+2024-04-01 20:17:53 INFO test: loss: nan - UP: 71.52% UR: 57.74% UF: 63.89% P: 67.42% R: 54.43% F: 60.23%
+2024-04-01 20:17:53 INFO 0:00:03.106700s elapsed
+
+2024-04-01 20:17:53 INFO Epoch 45 / 5000:
+2024-04-01 20:17:56 INFO lr: 4.9550e-05 - loss: 0.0143 - UP: 93.83% UR: 87.64% UF: 90.63% P: 93.23% R: 87.08% F: 90.05%
+2024-04-01 20:17:56 INFO dev:  loss: nan - UP: 63.21% UR: 55.24% UF: 58.96% P: 60.77% R: 53.11% F: 56.68%
+2024-04-01 20:17:56 INFO test: loss: nan - UP: 69.11% UR: 63.08% UF: 65.96% P: 65.02% R: 59.35% F: 62.06%
+2024-04-01 20:17:56 INFO 0:00:03.095185s elapsed
+
+2024-04-01 20:17:56 INFO Epoch 46 / 5000:
+2024-04-01 20:17:59 INFO lr: 4.9540e-05 - loss: 0.0155 - UP: 95.72% UR: 91.55% UF: 93.59% P: 95.12% R: 90.97% F: 93.00%
+2024-04-01 20:17:59 INFO dev:  loss: nan - UP: 69.53% UR: 50.27% UF: 58.35% P: 66.83% R: 48.31% F: 56.08%
+2024-04-01 20:17:59 INFO test: loss: nan - UP: 76.98% UR: 55.49% UF: 64.49% P: 73.17% R: 52.74% F: 61.30%
+2024-04-01 20:17:59 INFO 0:00:03.070699s elapsed
+
+2024-04-01 20:17:59 INFO Epoch 47 / 5000:
+2024-04-01 20:18:02 INFO lr: 4.9530e-05 - loss: 0.0166 - UP: 95.87% UR: 90.39% UF: 93.05% P: 95.54% R: 90.08% F: 92.73%
+2024-04-01 20:18:02 INFO dev:  loss: nan - UP: 59.36% UR: 55.77% UF: 57.51% P: 55.95% R: 52.58% F: 54.21%
+2024-04-01 20:18:03 INFO test: loss: nan - UP: 68.67% UR: 65.82% UF: 67.22% P: 65.08% R: 62.38% F: 63.70%
+2024-04-01 20:18:03 INFO 0:00:03.083922s elapsed
+
+2024-04-01 20:18:03 INFO Epoch 48 / 5000:
+2024-04-01 20:18:05 INFO lr: 4.9520e-05 - loss: 0.0096 - UP: 94.20% UR: 91.17% UF: 92.66% P: 93.83% R: 90.81% F: 92.30%
+2024-04-01 20:18:05 INFO dev:  loss: nan - UP: 64.69% UR: 54.35% UF: 59.07% P: 61.73% R: 51.87% F: 56.37%
+2024-04-01 20:18:06 INFO test: loss: nan - UP: 71.78% UR: 60.83% UF: 65.85% P: 67.88% R: 57.52% F: 62.28%
+2024-04-01 20:18:06 INFO 0:00:03.099795s elapsed
+
+2024-04-01 20:18:06 INFO Epoch 49 / 5000:
+2024-04-01 20:18:08 INFO lr: 4.9510e-05 - loss: 0.0125 - UP: 95.96% UR: 92.85% UF: 94.38% P: 95.75% R: 92.65% F: 94.17%
+2024-04-01 20:18:08 INFO dev:  loss: nan - UP: 63.80% UR: 56.66% UF: 60.02% P: 58.80% R: 52.22% F: 55.32%
+2024-04-01 20:18:09 INFO test: loss: nan - UP: 70.31% UR: 64.63% UF: 67.35% P: 66.72% R: 61.32% F: 63.91%
+2024-04-01 20:18:09 INFO 0:00:03.090671s elapsed
+
+2024-04-01 20:18:09 INFO Epoch 50 / 5000:
+2024-04-01 20:18:11 INFO lr: 4.9500e-05 - loss: 0.0009 - UP: 97.89% UR: 95.40% UF: 96.63% P: 97.75% R: 95.26% F: 96.49%
+2024-04-01 20:18:12 INFO dev:  loss: nan - UP: 63.96% UR: 57.37% UF: 60.49% P: 60.99% R: 54.71% F: 57.68%
+2024-04-01 20:18:12 INFO test: loss: nan - UP: 69.96% UR: 63.71% UF: 66.69% P: 66.02% R: 60.13% F: 62.94%
+2024-04-01 20:18:12 INFO 0:00:03.096460s elapsed
+
+2024-04-01 20:18:12 INFO Epoch 51 / 5000:
+2024-04-01 20:18:14 INFO lr: 4.9490e-05 - loss: 0.0030 - UP: 97.35% UR: 95.08% UF: 96.20% P: 97.23% R: 94.97% F: 96.09%
+2024-04-01 20:18:15 INFO dev:  loss: nan - UP: 66.06% UR: 51.87% UF: 58.11% P: 64.03% R: 50.27% F: 56.32%
+2024-04-01 20:18:15 INFO test: loss: nan - UP: 76.66% UR: 60.06% UF: 67.35% P: 72.62% R: 56.89% F: 63.80%
+2024-04-01 20:18:15 INFO 0:00:03.076649s elapsed
+
+2024-04-01 20:18:15 INFO Epoch 52 / 5000:
+2024-04-01 20:18:18 INFO lr: 4.9480e-05 - loss: 0.0033 - UP: 96.20% UR: 93.29% UF: 94.72% P: 96.11% R: 93.21% F: 94.63%
+2024-04-01 20:18:18 INFO dev:  loss: nan - UP: 60.61% UR: 56.31% UF: 58.38% P: 57.36% R: 53.29% F: 55.25%
+2024-04-01 20:18:18 INFO test: loss: nan - UP: 68.49% UR: 64.35% UF: 66.35% P: 64.60% R: 60.69% F: 62.58%
+2024-04-01 20:18:18 INFO 0:00:03.168494s elapsed
+
+2024-04-01 20:18:18 INFO Epoch 53 / 5000:
+2024-04-01 20:18:21 INFO lr: 4.9470e-05 - loss: 0.0189 - UP: 95.95% UR: 94.73% UF: 95.33% P: 95.63% R: 94.41% F: 95.02%
+2024-04-01 20:18:21 INFO dev:  loss: nan - UP: 63.88% UR: 54.35% UF: 58.73% P: 59.71% R: 50.80% F: 54.89%
+2024-04-01 20:18:21 INFO test: loss: nan - UP: 72.31% UR: 61.88% UF: 66.69% P: 67.71% R: 57.95% F: 62.45%
+2024-04-01 20:18:21 INFO 0:00:03.194003s elapsed
+
+2024-04-01 20:18:21 INFO Epoch 54 / 5000:
+2024-04-01 20:18:24 INFO lr: 4.9460e-05 - loss: 0.0057 - UP: 98.00% UR: 96.33% UF: 97.16% P: 97.86% R: 96.20% F: 97.02%
+2024-04-01 20:18:24 INFO dev:  loss: nan - UP: 67.57% UR: 57.37% UF: 62.06% P: 65.27% R: 55.42% F: 59.94%
+2024-04-01 20:18:24 INFO test: loss: nan - UP: 73.84% UR: 62.52% UF: 67.71% P: 70.43% R: 59.63% F: 64.58%
+2024-04-01 20:18:31 INFO 0:00:03.163210s elapsed (saved)
+
+2024-04-01 20:18:31 INFO Epoch 55 / 5000:
+2024-04-01 20:18:33 INFO lr: 4.9450e-05 - loss: 0.0047 - UP: 98.28% UR: 96.78% UF: 97.52% P: 98.12% R: 96.62% F: 97.36%
+2024-04-01 20:18:34 INFO dev:  loss: nan - UP: 63.02% UR: 59.33% UF: 61.12% P: 59.81% R: 56.31% F: 58.01%
+2024-04-01 20:18:34 INFO test: loss: nan - UP: 70.10% UR: 66.46% UF: 68.23% P: 66.62% R: 63.15% F: 64.84%
+2024-04-01 20:18:34 INFO 0:00:03.196302s elapsed
+
+2024-04-01 20:18:34 INFO Epoch 56 / 5000:
+2024-04-01 20:18:36 INFO lr: 4.9440e-05 - loss: 0.0049 - UP: 98.22% UR: 97.25% UF: 97.73% P: 97.99% R: 97.03% F: 97.51%
+2024-04-01 20:18:37 INFO dev:  loss: nan - UP: 62.74% UR: 58.61% UF: 60.61% P: 60.08% R: 56.13% F: 58.03%
+2024-04-01 20:18:37 INFO test: loss: nan - UP: 70.69% UR: 65.96% UF: 68.24% P: 66.09% R: 61.67% F: 63.81%
+2024-04-01 20:18:37 INFO 0:00:03.080162s elapsed
+
+2024-04-01 20:18:37 INFO Epoch 57 / 5000:
+2024-04-01 20:18:39 INFO lr: 4.9430e-05 - loss: 0.0028 - UP: 98.26% UR: 97.05% UF: 97.65% P: 98.01% R: 96.80% F: 97.40%
+2024-04-01 20:18:40 INFO dev:  loss: nan - UP: 59.80% UR: 63.41% UF: 61.55% P: 55.61% R: 58.97% F: 57.24%
+2024-04-01 20:18:40 INFO test: loss: nan - UP: 66.92% UR: 68.57% UF: 67.73% P: 63.07% R: 64.63% F: 63.84%
+2024-04-01 20:18:40 INFO 0:00:03.156141s elapsed
+
+2024-04-01 20:18:40 INFO Epoch 58 / 5000:
+2024-04-01 20:18:43 INFO lr: 4.9420e-05 - loss: 0.0048 - UP: 97.52% UR: 96.58% UF: 97.05% P: 97.25% R: 96.31% F: 96.78%
+2024-04-01 20:18:43 INFO dev:  loss: nan - UP: 67.05% UR: 52.04% UF: 58.60% P: 64.76% R: 50.27% F: 56.60%
+2024-04-01 20:18:43 INFO test: loss: nan - UP: 76.39% UR: 61.67% UF: 68.25% P: 72.74% R: 58.72% F: 64.98%
+2024-04-01 20:18:43 INFO 0:00:03.078758s elapsed
+
+2024-04-01 20:18:43 INFO Epoch 59 / 5000:
+2024-04-01 20:18:46 INFO lr: 4.9410e-05 - loss: 0.0038 - UP: 97.48% UR: 96.76% UF: 97.12% P: 97.37% R: 96.65% F: 97.01%
+2024-04-01 20:18:46 INFO dev:  loss: nan - UP: 62.65% UR: 56.31% UF: 59.31% P: 60.08% R: 54.00% F: 56.88%
+2024-04-01 20:18:46 INFO test: loss: nan - UP: 71.36% UR: 64.49% UF: 67.75% P: 66.69% R: 60.27% F: 63.32%
+2024-04-01 20:18:46 INFO 0:00:03.093084s elapsed
+
+2024-04-01 20:18:46 INFO Epoch 60 / 5000:
+2024-04-01 20:18:49 INFO lr: 4.9400e-05 - loss: 0.0010 - UP: 97.32% UR: 95.64% UF: 96.47% P: 96.88% R: 95.22% F: 96.04%
+2024-04-01 20:18:49 INFO dev:  loss: nan - UP: 65.50% UR: 60.04% UF: 62.65% P: 62.21% R: 57.02% F: 59.50%
+2024-04-01 20:18:49 INFO test: loss: nan - UP: 71.58% UR: 65.89% UF: 68.62% P: 67.38% R: 62.03% F: 64.59%
+2024-04-01 20:18:49 INFO 0:00:03.102224s elapsed
+
+2024-04-01 20:18:49 INFO Epoch 61 / 5000:
+2024-04-01 20:18:52 INFO lr: 4.9390e-05 - loss: 0.0027 - UP: 97.16% UR: 96.29% UF: 96.72% P: 96.82% R: 95.95% F: 96.39%
+2024-04-01 20:18:52 INFO dev:  loss: nan - UP: 67.43% UR: 57.37% UF: 62.00% P: 63.88% R: 54.35% F: 58.73%
+2024-04-01 20:18:52 INFO test: loss: nan - UP: 71.60% UR: 62.94% UF: 66.99% P: 67.84% R: 59.63% F: 63.47%
+2024-04-01 20:18:52 INFO 0:00:03.089510s elapsed
+
+2024-04-01 20:18:52 INFO Epoch 62 / 5000:
+2024-04-01 20:18:55 INFO lr: 4.9380e-05 - loss: 0.0016 - UP: 98.52% UR: 96.96% UF: 97.74% P: 98.16% R: 96.60% F: 97.38%
+2024-04-01 20:18:55 INFO dev:  loss: nan - UP: 62.52% UR: 58.97% UF: 60.69% P: 59.70% R: 56.31% F: 57.95%
+2024-04-01 20:18:56 INFO test: loss: nan - UP: 68.76% UR: 65.47% UF: 67.07% P: 64.99% R: 61.88% F: 63.40%
+2024-04-01 20:18:56 INFO 0:00:03.060740s elapsed
+
+2024-04-01 20:18:56 INFO Epoch 63 / 5000:
+2024-04-01 20:18:58 INFO lr: 4.9370e-05 - loss: 0.0033 - UP: 97.80% UR: 96.22% UF: 97.00% P: 97.11% R: 95.55% F: 96.33%
+2024-04-01 20:18:58 INFO dev:  loss: nan - UP: 56.97% UR: 58.79% UF: 57.87% P: 52.67% R: 54.35% F: 53.50%
+2024-04-01 20:18:59 INFO test: loss: nan - UP: 65.43% UR: 68.00% UF: 66.69% P: 61.64% R: 64.06% F: 62.83%
+2024-04-01 20:18:59 INFO 0:00:03.115859s elapsed
+
+2024-04-01 20:18:59 INFO Epoch 64 / 5000:
+2024-04-01 20:19:01 INFO lr: 4.9360e-05 - loss: 0.0117 - UP: 97.26% UR: 97.59% UF: 97.42% P: 96.88% R: 97.21% F: 97.04%
+2024-04-01 20:19:01 INFO dev:  loss: nan - UP: 59.45% UR: 60.92% UF: 60.18% P: 55.29% R: 56.66% F: 55.96%
+2024-04-01 20:19:02 INFO test: loss: nan - UP: 62.95% UR: 66.32% UF: 64.59% P: 59.95% R: 63.15% F: 61.51%
+2024-04-01 20:19:02 INFO 0:00:03.138851s elapsed
+
+2024-04-01 20:19:02 INFO Epoch 65 / 5000:
+2024-04-01 20:19:04 INFO lr: 4.9350e-05 - loss: 0.0053 - UP: 97.58% UR: 95.60% UF: 96.58% P: 97.35% R: 95.37% F: 96.35%
+2024-04-01 20:19:05 INFO dev:  loss: nan - UP: 63.34% UR: 55.24% UF: 59.01% P: 59.67% R: 52.04% F: 55.60%
+2024-04-01 20:19:05 INFO test: loss: nan - UP: 73.39% UR: 62.66% UF: 67.60% P: 69.60% R: 59.42% F: 64.11%
+2024-04-01 20:19:05 INFO 0:00:03.198225s elapsed
+
+2024-04-01 20:19:05 INFO Epoch 66 / 5000:
+2024-04-01 20:19:08 INFO lr: 4.9340e-05 - loss: 0.0045 - UP: 98.01% UR: 96.92% UF: 97.46% P: 97.63% R: 96.54% F: 97.08%
+2024-04-01 20:19:08 INFO dev:  loss: nan - UP: 60.94% UR: 57.37% UF: 59.10% P: 57.55% R: 54.17% F: 55.81%
+2024-04-01 20:19:08 INFO test: loss: nan - UP: 68.33% UR: 65.40% UF: 66.83% P: 64.81% R: 62.03% F: 63.38%
+2024-04-01 20:19:08 INFO 0:00:03.202404s elapsed
+
+2024-04-01 20:19:08 INFO Epoch 67 / 5000:
+2024-04-01 20:19:11 INFO lr: 4.9330e-05 - loss: 0.0095 - UP: 98.69% UR: 97.32% UF: 98.00% P: 98.37% R: 97.00% F: 97.68%
+2024-04-01 20:19:11 INFO dev:  loss: nan - UP: 59.00% UR: 60.57% UF: 59.77% P: 55.19% R: 56.66% F: 55.92%
+2024-04-01 20:19:11 INFO test: loss: nan - UP: 66.28% UR: 68.00% UF: 67.13% P: 62.30% R: 63.92% F: 63.10%
+2024-04-01 20:19:11 INFO 0:00:03.206003s elapsed
+
+2024-04-01 20:19:11 INFO Epoch 68 / 5000:
+2024-04-01 20:19:14 INFO lr: 4.9320e-05 - loss: 0.0011 - UP: 98.73% UR: 97.65% UF: 98.19% P: 98.60% R: 97.52% F: 98.06%
+2024-04-01 20:19:14 INFO dev:  loss: nan - UP: 62.15% UR: 58.61% UF: 60.33% P: 59.32% R: 55.95% F: 57.59%
+2024-04-01 20:19:15 INFO test: loss: nan - UP: 67.51% UR: 65.75% UF: 66.62% P: 63.54% R: 61.88% F: 62.70%
+2024-04-01 20:19:15 INFO 0:00:03.209403s elapsed
+
+2024-04-01 20:19:15 INFO Epoch 69 / 5000:
+2024-04-01 20:19:17 INFO lr: 4.9310e-05 - loss: 0.0016 - UP: 98.32% UR: 97.90% UF: 98.11% P: 98.18% R: 97.76% F: 97.97%
+2024-04-01 20:19:17 INFO dev:  loss: nan - UP: 64.15% UR: 55.95% UF: 59.77% P: 61.71% R: 53.82% F: 57.50%
+2024-04-01 20:19:18 INFO test: loss: nan - UP: 71.06% UR: 64.06% UF: 67.38% P: 67.08% R: 60.48% F: 63.61%
+2024-04-01 20:19:18 INFO 0:00:03.200444s elapsed
+
+2024-04-01 20:19:18 INFO Epoch 70 / 5000:
+2024-04-01 20:19:20 INFO lr: 4.9300e-05 - loss: 0.0015 - UP: 99.19% UR: 98.08% UF: 98.63% P: 99.05% R: 97.94% F: 98.49%
+2024-04-01 20:19:21 INFO dev:  loss: nan - UP: 64.09% UR: 54.53% UF: 58.93% P: 60.54% R: 51.51% F: 55.66%
+2024-04-01 20:19:21 INFO test: loss: nan - UP: 71.94% UR: 63.29% UF: 67.34% P: 68.43% R: 60.20% F: 64.05%
+2024-04-01 20:19:21 INFO 0:00:03.202024s elapsed
+
+2024-04-01 20:19:21 INFO Epoch 71 / 5000:
+2024-04-01 20:19:24 INFO lr: 4.9290e-05 - loss: 0.0022 - UP: 99.05% UR: 98.35% UF: 98.70% P: 98.99% R: 98.28% F: 98.63%
+2024-04-01 20:19:24 INFO dev:  loss: nan - UP: 62.42% UR: 54.88% UF: 58.41% P: 59.39% R: 52.22% F: 55.58%
+2024-04-01 20:19:24 INFO test: loss: nan - UP: 69.20% UR: 64.63% UF: 66.84% P: 65.96% R: 61.60% F: 63.71%
+2024-04-01 20:19:24 INFO 0:00:03.209619s elapsed
+
+2024-04-01 20:19:24 INFO Epoch 72 / 5000:
+2024-04-01 20:19:27 INFO lr: 4.9280e-05 - loss: 0.0026 - UP: 98.78% UR: 97.76% UF: 98.27% P: 98.67% R: 97.65% F: 98.16%
+2024-04-01 20:19:27 INFO dev:  loss: nan - UP: 66.81% UR: 55.42% UF: 60.58% P: 62.96% R: 52.22% F: 57.09%
+2024-04-01 20:19:27 INFO test: loss: nan - UP: 72.78% UR: 60.55% UF: 66.10% P: 69.23% R: 57.59% F: 62.88%
+2024-04-01 20:19:27 INFO 0:00:03.215471s elapsed
+
+2024-04-01 20:19:27 INFO Epoch 73 / 5000:
+2024-04-01 20:19:30 INFO lr: 4.9270e-05 - loss: 0.0002 - UP: 98.00% UR: 97.34% UF: 97.67% P: 97.84% R: 97.18% F: 97.51%
+2024-04-01 20:19:30 INFO dev:  loss: nan - UP: 63.96% UR: 61.46% UF: 62.68% P: 60.63% R: 58.26% F: 59.42%
+2024-04-01 20:19:31 INFO test: loss: nan - UP: 67.49% UR: 67.16% UF: 67.32% P: 63.75% R: 63.43% F: 63.59%
+2024-04-01 20:19:31 INFO 0:00:03.204535s elapsed
+
+2024-04-01 20:19:31 INFO Epoch 74 / 5000:
+2024-04-01 20:19:33 INFO lr: 4.9260e-05 - loss: 0.0139 - UP: 96.45% UR: 95.37% UF: 95.91% P: 96.36% R: 95.28% F: 95.82%
+2024-04-01 20:19:33 INFO dev:  loss: nan - UP: 66.60% UR: 57.02% UF: 61.44% P: 63.49% R: 54.35% F: 58.56%
+2024-04-01 20:19:34 INFO test: loss: nan - UP: 71.81% UR: 63.22% UF: 67.24% P: 68.29% R: 60.13% F: 63.95%
+2024-04-01 20:19:34 INFO 0:00:03.195336s elapsed
+
+2024-04-01 20:19:34 INFO Epoch 75 / 5000:
+2024-04-01 20:19:36 INFO lr: 4.9250e-05 - loss: 0.0199 - UP: 97.14% UR: 94.12% UF: 95.61% P: 96.93% R: 93.92% F: 95.40%
+2024-04-01 20:19:37 INFO dev:  loss: nan - UP: 57.74% UR: 58.97% UF: 58.35% P: 53.74% R: 54.88% F: 54.31%
+2024-04-01 20:19:37 INFO test: loss: nan - UP: 62.33% UR: 66.10% UF: 64.16% P: 58.55% R: 62.10% F: 60.27%
+2024-04-01 20:19:37 INFO 0:00:03.213840s elapsed
+
+2024-04-01 20:19:37 INFO Epoch 76 / 5000:
+2024-04-01 20:19:40 INFO lr: 4.9240e-05 - loss: 0.0078 - UP: 95.39% UR: 92.00% UF: 93.66% P: 94.58% R: 91.22% F: 92.87%
+2024-04-01 20:19:40 INFO dev:  loss: nan - UP: 58.41% UR: 64.12% UF: 61.13% P: 54.21% R: 59.50% F: 56.73%
+2024-04-01 20:19:40 INFO test: loss: nan - UP: 61.81% UR: 69.76% UF: 65.54% P: 58.13% R: 65.61% F: 61.65%
+2024-04-01 20:19:40 INFO 0:00:03.186051s elapsed
+
+2024-04-01 20:19:40 INFO Epoch 77 / 5000:
+2024-04-01 20:19:43 INFO lr: 4.9230e-05 - loss: 0.0087 - UP: 95.03% UR: 93.21% UF: 94.11% P: 94.64% R: 92.83% F: 93.73%
+2024-04-01 20:19:43 INFO dev:  loss: nan - UP: 61.38% UR: 59.86% UF: 60.61% P: 57.38% R: 55.95% F: 56.65%
+2024-04-01 20:19:43 INFO test: loss: nan - UP: 65.47% UR: 66.81% UF: 66.13% P: 61.89% R: 63.15% F: 62.51%
+2024-04-01 20:19:43 INFO 0:00:03.190216s elapsed
+
+2024-04-01 20:19:43 INFO Epoch 78 / 5000:
+2024-04-01 20:19:46 INFO lr: 4.9220e-05 - loss: 0.0116 - UP: 96.50% UR: 93.72% UF: 95.09% P: 96.29% R: 93.52% F: 94.89%
+2024-04-01 20:19:46 INFO dev:  loss: nan - UP: 59.68% UR: 60.21% UF: 59.95% P: 56.69% R: 57.19% F: 56.94%
+2024-04-01 20:19:47 INFO test: loss: nan - UP: 65.81% UR: 68.07% UF: 66.92% P: 62.61% R: 64.77% F: 63.67%
+2024-04-01 20:19:47 INFO 0:00:03.196757s elapsed
+
+2024-04-01 20:19:47 INFO Epoch 79 / 5000:
+2024-04-01 20:19:49 INFO lr: 4.9210e-05 - loss: 0.0022 - UP: 97.46% UR: 96.87% UF: 97.16% P: 97.21% R: 96.62% F: 96.92%
+2024-04-01 20:19:49 INFO dev:  loss: nan - UP: 63.47% UR: 59.86% UF: 61.61% P: 59.13% R: 55.77% F: 57.40%
+2024-04-01 20:19:50 INFO test: loss: nan - UP: 69.70% UR: 65.19% UF: 67.37% P: 65.19% R: 60.97% F: 63.01%
+2024-04-01 20:19:50 INFO 0:00:03.184679s elapsed
+
+2024-04-01 20:19:50 INFO Epoch 80 / 5000:
+2024-04-01 20:19:52 INFO lr: 4.9200e-05 - loss: 0.0002 - UP: 98.47% UR: 96.67% UF: 97.56% P: 98.25% R: 96.45% F: 97.34%
+2024-04-01 20:19:53 INFO dev:  loss: nan - UP: 62.94% UR: 60.92% UF: 61.91% P: 58.72% R: 56.84% F: 57.76%
+2024-04-01 20:19:53 INFO test: loss: nan - UP: 69.09% UR: 66.03% UF: 67.53% P: 65.27% R: 62.38% F: 63.79%
+2024-04-01 20:19:53 INFO 0:00:03.196540s elapsed
+
+2024-04-01 20:19:53 INFO Epoch 81 / 5000:
+2024-04-01 20:19:56 INFO lr: 4.9190e-05 - loss: 0.0030 - UP: 98.20% UR: 97.52% UF: 97.86% P: 97.97% R: 97.30% F: 97.63%
+2024-04-01 20:19:56 INFO dev:  loss: nan - UP: 65.41% UR: 61.81% UF: 63.56% P: 60.53% R: 57.19% F: 58.81%
+2024-04-01 20:19:56 INFO test: loss: nan - UP: 69.68% UR: 67.86% UF: 68.76% P: 66.14% R: 64.42% F: 65.27%
+2024-04-01 20:19:56 INFO 0:00:03.205254s elapsed
+
+2024-04-01 20:19:56 INFO Epoch 82 / 5000:
+2024-04-01 20:19:59 INFO lr: 4.9180e-05 - loss: 0.0008 - UP: 98.13% UR: 96.04% UF: 97.07% P: 98.08% R: 96.00% F: 97.03%
+2024-04-01 20:19:59 INFO dev:  loss: nan - UP: 67.70% UR: 58.44% UF: 62.73% P: 64.61% R: 55.77% F: 59.87%
+2024-04-01 20:19:59 INFO test: loss: nan - UP: 73.64% UR: 64.63% UF: 68.84% P: 69.95% R: 61.39% F: 65.39%
+2024-04-01 20:19:59 INFO 0:00:03.204457s elapsed
+
+2024-04-01 20:19:59 INFO Epoch 83 / 5000:
+2024-04-01 20:20:02 INFO lr: 4.9170e-05 - loss: 0.0000 - UP: 99.05% UR: 98.35% UF: 98.70% P: 98.92% R: 98.21% F: 98.56%
+2024-04-01 20:20:02 INFO dev:  loss: nan - UP: 63.69% UR: 61.99% UF: 62.83% P: 58.39% R: 56.84% F: 57.61%
+2024-04-01 20:20:03 INFO test: loss: nan - UP: 68.13% UR: 67.79% UF: 67.96% P: 63.75% R: 63.43% F: 63.59%
+2024-04-01 20:20:03 INFO 0:00:03.213228s elapsed
+
+2024-04-01 20:20:03 INFO Epoch 84 / 5000:
+2024-04-01 20:20:05 INFO lr: 4.9160e-05 - loss: 0.0039 - UP: 98.72% UR: 98.52% UF: 98.62% P: 98.59% R: 98.39% F: 98.49%
+2024-04-01 20:20:05 INFO dev:  loss: nan - UP: 66.27% UR: 59.33% UF: 62.61% P: 61.71% R: 55.24% F: 58.29%
+2024-04-01 20:20:06 INFO test: loss: nan - UP: 73.00% UR: 65.40% UF: 68.99% P: 69.39% R: 62.17% F: 65.58%
+2024-04-01 20:20:06 INFO 0:00:03.212056s elapsed
+
+2024-04-01 20:20:13 INFO Epoch 54 saved
+2024-04-01 20:20:13 INFO dev:  UP: 67.57% UR: 57.37% UF: 62.06% P: 65.27% R: 55.42% F: 59.94%
+2024-04-01 20:20:13 INFO test: UP: 73.84% UR: 62.52% UF: 67.71% P: 70.43% R: 59.63% F: 64.58%
+2024-04-01 20:20:13 INFO 0:04:25.509937s elapsed, 0:00:03.160833s/epoch