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@@ -3463,3 +3463,5 @@ models/multibooked_eu/sdp_byGenAI_desc/20/model_vi_multibooked_eu_xlm_10 filter=
 models/multibooked_eu/sdp_byGenAI_desc/20/model_vi_multibooked_eu_xlm_9 filter=lfs diff=lfs merge=lfs -text
 models/multibooked_eu/sdp_byGenAI_desc/40/model_vi_multibooked_eu_xlm_10 filter=lfs diff=lfs merge=lfs -text
 models/multibooked_eu/sdp_byGenAI_desc/40/model_vi_multibooked_eu_xlm_9 filter=lfs diff=lfs merge=lfs -text
+models/multibooked_eu/sdp_byGenAI_desc/60/model_vi_multibooked_eu_xlm_10 filter=lfs diff=lfs merge=lfs -text
+models/multibooked_eu/sdp_byGenAI_desc/60/model_vi_multibooked_eu_xlm_9 filter=lfs diff=lfs merge=lfs -text

models/multibooked_eu/sdp_byGenAI_desc/60/model_vi_multibooked_eu_berteus_6

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4147c61fd2bc7eea60900a2623c65388ce80c972b3314c38faf759701ffd6340
+oid sha256:7d4ea412766f95baeaa72b5c991492767437d33a027a58d739241b7f5330453e
 size 558566701

models/multibooked_eu/sdp_byGenAI_desc/60/model_vi_multibooked_eu_berteus_6.train.log

@@ -1,4 +1,4 @@
-2024-01-06 12:05:37 INFO 
+2024-03-31 21:09:20 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_byGenAI_desc/60/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             
 ---------------------+-------------------------------
 
-2024-01-06 12:05:37 INFO Building the fields
-2024-01-06 12:05:38 INFO CoNLL(
+2024-03-31 21:09:20 INFO Building the fields
+2024-03-31 21:09:20 INFO CoNLL(
  (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
  (labels): ChartField()
 )
-2024-01-06 12:05:38 INFO Building the model
-2024-01-06 12:05:39 INFO VISemanticDependencyModel(
+2024-03-31 21:09:20 INFO Building the model
+2024-03-31 21:09:22 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)
@@ -60,511 +60,511 @@ inference            |              mfvi
   (inference): SemanticDependencyMFVI(max_iter=3)
 )
 
-2024-01-06 12:05:39 INFO Loading the data
-2024-01-06 12:05:40 INFO 
+2024-03-31 21:09:22 INFO Loading the data
+2024-03-31 21:09:23 INFO 
 train: Dataset(n_sentences=636, n_batches=32, n_buckets=32)
 dev:   Dataset(n_sentences=90, n_batches=28, n_buckets=28)
 test:  Dataset(n_sentences=305, n_batches=32, n_buckets=32)
 
-2024-01-06 12:05:40 INFO Epoch 1 / 5000:
-2024-01-06 12:05:42 INFO lr: 4.9990e-05 - loss: 0.1131 - UP:  5.61% UR: 12.10% UF:  7.67% P:  4.45% R:  9.59% F:  6.08%
-2024-01-06 12:05:42 INFO dev:  loss: nan - UP: 55.90% UR: 24.22% UF: 33.80% P: 54.36% R: 23.56% F: 32.87%
-2024-01-06 12:05:43 INFO test: loss: nan - UP: 65.08% UR: 29.75% UF: 40.83% P: 60.77% R: 27.78% F: 38.13%
-2024-01-06 12:05:45 INFO 0:00:03.093551s elapsed (saved)
-
-2024-01-06 12:05:45 INFO Epoch 2 / 5000:
-2024-01-06 12:05:46 INFO lr: 4.9980e-05 - loss: 0.1397 - UP: 59.36% UR: 28.12% UF: 38.16% P: 55.26% R: 26.18% F: 35.52%
-2024-01-06 12:05:47 INFO dev:  loss: nan - UP: 76.47% UR: 20.22% UF: 31.99% P: 73.95% R: 19.56% F: 30.93%
-2024-01-06 12:05:47 INFO test: loss: nan - UP: 80.39% UR: 26.23% UF: 39.55% P: 76.08% R: 24.82% F: 37.43%
-2024-01-06 12:05:47 INFO 0:00:02.393834s elapsed
-
-2024-01-06 12:05:47 INFO Epoch 3 / 5000:
-2024-01-06 12:05:49 INFO lr: 4.9970e-05 - loss: 0.1940 - UP: 68.57% UR: 39.81% UF: 50.38% P: 65.66% R: 38.12% F: 48.23%
-2024-01-06 12:05:49 INFO dev:  loss: nan - UP: 74.43% UR: 29.11% UF: 41.85% P: 71.02% R: 27.78% F: 39.94%
-2024-01-06 12:05:49 INFO test: loss: nan - UP: 77.36% UR: 36.29% UF: 49.40% P: 74.66% R: 35.02% F: 47.68%
-2024-01-06 12:05:52 INFO 0:00:02.478907s elapsed (saved)
-
-2024-01-06 12:05:52 INFO Epoch 4 / 5000:
-2024-01-06 12:05:54 INFO lr: 4.9960e-05 - loss: 0.0668 - UP: 77.88% UR: 46.68% UF: 58.37% P: 75.37% R: 45.17% F: 56.49%
-2024-01-06 12:05:54 INFO dev:  loss: nan - UP: 58.92% UR: 46.22% UF: 51.81% P: 56.09% R: 44.00% F: 49.32%
-2024-01-06 12:05:54 INFO test: loss: nan - UP: 61.55% UR: 50.77% UF: 55.65% P: 58.82% R: 48.52% F: 53.18%
-2024-01-06 12:05:57 INFO 0:00:02.500293s elapsed (saved)
-
-2024-01-06 12:05:57 INFO Epoch 5 / 5000:
-2024-01-06 12:05:59 INFO lr: 4.9950e-05 - loss: 0.0175 - UP: 82.72% UR: 55.67% UF: 66.55% P: 81.23% R: 54.67% F: 65.36%
-2024-01-06 12:05:59 INFO dev:  loss: nan - UP: 71.62% UR: 35.33% UF: 47.32% P: 68.92% R: 34.00% F: 45.54%
-2024-01-06 12:05:59 INFO test: loss: nan - UP: 73.97% UR: 40.37% UF: 52.23% P: 71.91% R: 39.24% F: 50.77%
-2024-01-06 12:05:59 INFO 0:00:02.565325s elapsed
-
-2024-01-06 12:05:59 INFO Epoch 6 / 5000:
-2024-01-06 12:06:01 INFO lr: 4.9940e-05 - loss: 0.0114 - UP: 85.42% UR: 59.34% UF: 70.03% P: 84.25% R: 58.53% F: 69.07%
-2024-01-06 12:06:01 INFO dev:  loss: nan - UP: 73.12% UR: 41.11% UF: 52.63% P: 71.54% R: 40.22% F: 51.49%
-2024-01-06 12:06:02 INFO test: loss: nan - UP: 74.57% UR: 45.36% UF: 56.41% P: 72.14% R: 43.88% F: 54.57%
-2024-01-06 12:06:05 INFO 0:00:02.469509s elapsed (saved)
-
-2024-01-06 12:06:05 INFO Epoch 7 / 5000:
-2024-01-06 12:06:06 INFO lr: 4.9930e-05 - loss: 0.0357 - UP: 84.18% UR: 63.73% UF: 72.54% P: 83.27% R: 63.04% F: 71.76%
-2024-01-06 12:06:07 INFO dev:  loss: nan - UP: 71.55% UR: 38.00% UF: 49.64% P: 67.36% R: 35.78% F: 46.73%
-2024-01-06 12:06:07 INFO test: loss: nan - UP: 75.60% UR: 44.02% UF: 55.64% P: 72.95% R: 42.48% F: 53.69%
-2024-01-06 12:06:07 INFO 0:00:02.475754s elapsed
-
-2024-01-06 12:06:07 INFO Epoch 8 / 5000:
-2024-01-06 12:06:09 INFO lr: 4.9920e-05 - loss: 0.0286 - UP: 86.19% UR: 68.28% UF: 76.19% P: 85.56% R: 67.77% F: 75.63%
-2024-01-06 12:06:09 INFO dev:  loss: nan - UP: 73.75% UR: 42.44% UF: 53.88% P: 70.66% R: 40.67% F: 51.62%
-2024-01-06 12:06:09 INFO test: loss: nan - UP: 73.63% UR: 46.34% UF: 56.88% P: 70.17% R: 44.16% F: 54.21%
-2024-01-06 12:06:12 INFO 0:00:02.404461s elapsed (saved)
-
-2024-01-06 12:06:12 INFO Epoch 9 / 5000:
-2024-01-06 12:06:14 INFO lr: 4.9910e-05 - loss: 0.0285 - UP: 88.79% UR: 75.52% UF: 81.62% P: 88.17% R: 74.98% F: 81.04%
-2024-01-06 12:06:14 INFO dev:  loss: nan - UP: 71.14% UR: 47.11% UF: 56.68% P: 68.79% R: 45.56% F: 54.81%
-2024-01-06 12:06:14 INFO test: loss: nan - UP: 70.60% UR: 52.53% UF: 60.24% P: 68.15% R: 50.70% F: 58.15%
-2024-01-06 12:06:16 INFO 0:00:02.436748s elapsed (saved)
-
-2024-01-06 12:06:16 INFO Epoch 10 / 5000:
-2024-01-06 12:06:18 INFO lr: 4.9900e-05 - loss: 0.0057 - UP: 90.80% UR: 77.62% UF: 83.69% P: 90.28% R: 77.18% F: 83.22%
-2024-01-06 12:06:19 INFO dev:  loss: nan - UP: 70.82% UR: 48.00% UF: 57.22% P: 68.85% R: 46.67% F: 55.63%
-2024-01-06 12:06:19 INFO test: loss: nan - UP: 71.08% UR: 54.78% UF: 61.87% P: 68.34% R: 52.67% F: 59.49%
-2024-01-06 12:06:21 INFO 0:00:02.421302s elapsed (saved)
-
-2024-01-06 12:06:21 INFO Epoch 11 / 5000:
-2024-01-06 12:06:23 INFO lr: 4.9890e-05 - loss: 0.0041 - UP: 92.45% UR: 78.71% UF: 85.03% P: 91.97% R: 78.31% F: 84.59%
-2024-01-06 12:06:23 INFO dev:  loss: nan - UP: 72.17% UR: 52.44% UF: 60.75% P: 68.81% R: 50.00% F: 57.92%
-2024-01-06 12:06:24 INFO test: loss: nan - UP: 72.02% UR: 53.94% UF: 61.68% P: 69.01% R: 51.69% F: 59.11%
-2024-01-06 12:06:26 INFO 0:00:02.506320s elapsed (saved)
-
-2024-01-06 12:06:26 INFO Epoch 12 / 5000:
-2024-01-06 12:06:28 INFO lr: 4.9880e-05 - loss: 0.0109 - UP: 92.94% UR: 84.17% UF: 88.34% P: 92.56% R: 83.82% F: 87.97%
-2024-01-06 12:06:28 INFO dev:  loss: nan - UP: 77.43% UR: 38.89% UF: 51.78% P: 74.34% R: 37.33% F: 49.70%
-2024-01-06 12:06:29 INFO test: loss: nan - UP: 80.37% UR: 46.06% UF: 58.56% P: 77.67% R: 44.51% F: 56.59%
-2024-01-06 12:06:29 INFO 0:00:02.422589s elapsed
-
-2024-01-06 12:06:29 INFO Epoch 13 / 5000:
-2024-01-06 12:06:30 INFO lr: 4.9870e-05 - loss: 0.0098 - UP: 93.16% UR: 84.98% UF: 88.89% P: 92.92% R: 84.76% F: 88.66%
-2024-01-06 12:06:31 INFO dev:  loss: nan - UP: 74.06% UR: 43.78% UF: 55.03% P: 71.05% R: 42.00% F: 52.79%
-2024-01-06 12:06:31 INFO test: loss: nan - UP: 76.86% UR: 48.59% UF: 59.54% P: 73.30% R: 46.34% F: 56.79%
-2024-01-06 12:06:31 INFO 0:00:02.499796s elapsed
-
-2024-01-06 12:06:31 INFO Epoch 14 / 5000:
-2024-01-06 12:06:33 INFO lr: 4.9860e-05 - loss: 0.0153 - UP: 92.94% UR: 84.23% UF: 88.37% P: 92.84% R: 84.14% F: 88.27%
-2024-01-06 12:06:33 INFO dev:  loss: nan - UP: 67.59% UR: 43.56% UF: 52.97% P: 65.52% R: 42.22% F: 51.35%
-2024-01-06 12:06:33 INFO test: loss: nan - UP: 73.01% UR: 50.21% UF: 59.50% P: 70.14% R: 48.24% F: 57.17%
-2024-01-06 12:06:33 INFO 0:00:02.397497s elapsed
-
-2024-01-06 12:06:33 INFO Epoch 15 / 5000:
-2024-01-06 12:06:35 INFO lr: 4.9850e-05 - loss: 0.0090 - UP: 91.40% UR: 85.96% UF: 88.59% P: 91.23% R: 85.80% F: 88.43%
-2024-01-06 12:06:36 INFO dev:  loss: nan - UP: 67.06% UR: 51.11% UF: 58.01% P: 64.72% R: 49.33% F: 55.99%
-2024-01-06 12:06:36 INFO test: loss: nan - UP: 71.78% UR: 55.98% UF: 62.90% P: 69.16% R: 53.94% F: 60.61%
-2024-01-06 12:06:36 INFO 0:00:02.425525s elapsed
-
-2024-01-06 12:06:36 INFO Epoch 16 / 5000:
-2024-01-06 12:06:38 INFO lr: 4.9840e-05 - loss: 0.0082 - UP: 95.39% UR: 88.15% UF: 91.63% P: 94.88% R: 87.68% F: 91.14%
-2024-01-06 12:06:38 INFO dev:  loss: nan - UP: 71.30% UR: 51.33% UF: 59.69% P: 68.21% R: 49.11% F: 57.11%
-2024-01-06 12:06:38 INFO test: loss: nan - UP: 71.89% UR: 59.00% UF: 64.81% P: 68.21% R: 55.98% F: 61.49%
-2024-01-06 12:06:38 INFO 0:00:02.450652s elapsed
-
-2024-01-06 12:06:38 INFO Epoch 17 / 5000:
-2024-01-06 12:06:40 INFO lr: 4.9830e-05 - loss: 0.0055 - UP: 94.92% UR: 91.32% UF: 93.08% P: 94.75% R: 91.16% F: 92.92%
-2024-01-06 12:06:40 INFO dev:  loss: nan - UP: 72.04% UR: 44.67% UF: 55.14% P: 68.46% R: 42.44% F: 52.40%
-2024-01-06 12:06:41 INFO test: loss: nan - UP: 76.95% UR: 52.11% UF: 62.14% P: 73.94% R: 50.07% F: 59.71%
-2024-01-06 12:06:41 INFO 0:00:02.411727s elapsed
-
-2024-01-06 12:06:41 INFO Epoch 18 / 5000:
-2024-01-06 12:06:43 INFO lr: 4.9820e-05 - loss: 0.0089 - UP: 96.53% UR: 90.56% UF: 93.45% P: 96.46% R: 90.50% F: 93.39%
-2024-01-06 12:06:43 INFO dev:  loss: nan - UP: 70.79% UR: 49.56% UF: 58.30% P: 68.57% R: 48.00% F: 56.47%
-2024-01-06 12:06:43 INFO test: loss: nan - UP: 72.51% UR: 56.75% UF: 63.67% P: 69.99% R: 54.78% F: 61.46%
-2024-01-06 12:06:43 INFO 0:00:02.438066s elapsed
-
-2024-01-06 12:06:43 INFO Epoch 19 / 5000:
-2024-01-06 12:06:45 INFO lr: 4.9810e-05 - loss: 0.0088 - UP: 94.76% UR: 92.48% UF: 93.61% P: 94.64% R: 92.35% F: 93.48%
-2024-01-06 12:06:45 INFO dev:  loss: nan - UP: 69.51% UR: 50.67% UF: 58.61% P: 65.85% R: 48.00% F: 55.53%
-2024-01-06 12:06:46 INFO test: loss: nan - UP: 71.39% UR: 57.74% UF: 63.84% P: 68.61% R: 55.49% F: 61.35%
-2024-01-06 12:06:46 INFO 0:00:02.469536s elapsed
-
-2024-01-06 12:06:46 INFO Epoch 20 / 5000:
-2024-01-06 12:06:47 INFO lr: 4.9800e-05 - loss: 0.0030 - UP: 96.40% UR: 93.17% UF: 94.76% P: 96.24% R: 93.01% F: 94.60%
-2024-01-06 12:06:48 INFO dev:  loss: nan - UP: 67.12% UR: 55.33% UF: 60.66% P: 63.88% R: 52.67% F: 57.73%
-2024-01-06 12:06:48 INFO test: loss: nan - UP: 69.61% UR: 58.79% UF: 63.74% P: 66.61% R: 56.26% F: 61.00%
-2024-01-06 12:06:48 INFO 0:00:02.456598s elapsed
-
-2024-01-06 12:06:48 INFO Epoch 21 / 5000:
-2024-01-06 12:06:50 INFO lr: 4.9790e-05 - loss: 0.0139 - UP: 97.58% UR: 94.61% UF: 96.07% P: 97.48% R: 94.51% F: 95.97%
-2024-01-06 12:06:50 INFO dev:  loss: nan - UP: 72.15% UR: 47.78% UF: 57.49% P: 68.79% R: 45.56% F: 54.81%
-2024-01-06 12:06:51 INFO test: loss: nan - UP: 75.98% UR: 52.95% UF: 62.41% P: 73.16% R: 50.98% F: 60.09%
-2024-01-06 12:06:51 INFO 0:00:02.519614s elapsed
-
-2024-01-06 12:06:51 INFO Epoch 22 / 5000:
-2024-01-06 12:06:53 INFO lr: 4.9780e-05 - loss: 0.0029 - UP: 97.26% UR: 92.41% UF: 94.78% P: 96.96% R: 92.13% F: 94.49%
-2024-01-06 12:06:53 INFO dev:  loss: nan - UP: 69.71% UR: 52.67% UF: 60.00% P: 67.06% R: 50.67% F: 57.72%
-2024-01-06 12:06:53 INFO test: loss: nan - UP: 71.35% UR: 58.16% UF: 64.08% P: 68.42% R: 55.77% F: 61.45%
-2024-01-06 12:06:53 INFO 0:00:02.510244s elapsed
-
-2024-01-06 12:06:53 INFO Epoch 23 / 5000:
-2024-01-06 12:06:55 INFO lr: 4.9770e-05 - loss: 0.0001 - UP: 96.98% UR: 93.61% UF: 95.26% P: 96.78% R: 93.42% F: 95.07%
-2024-01-06 12:06:55 INFO dev:  loss: nan - UP: 71.38% UR: 48.22% UF: 57.56% P: 68.09% R: 46.00% F: 54.91%
-2024-01-06 12:06:56 INFO test: loss: nan - UP: 73.42% UR: 54.57% UF: 62.61% P: 70.48% R: 52.39% F: 60.10%
-2024-01-06 12:06:56 INFO 0:00:02.472188s elapsed
-
-2024-01-06 12:06:56 INFO Epoch 24 / 5000:
-2024-01-06 12:06:57 INFO lr: 4.9760e-05 - loss: 0.0001 - UP: 97.01% UR: 93.70% UF: 95.33% P: 96.33% R: 93.04% F: 94.66%
-2024-01-06 12:06:58 INFO dev:  loss: nan - UP: 68.85% UR: 46.67% UF: 55.63% P: 65.57% R: 44.44% F: 52.98%
-2024-01-06 12:06:58 INFO test: loss: nan - UP: 74.55% UR: 54.99% UF: 63.29% P: 69.59% R: 51.34% F: 59.09%
-2024-01-06 12:06:58 INFO 0:00:02.448798s elapsed
-
-2024-01-06 12:06:58 INFO Epoch 25 / 5000:
-2024-01-06 12:07:00 INFO lr: 4.9750e-05 - loss: 0.0167 - UP: 96.23% UR: 92.92% UF: 94.55% P: 94.74% R: 91.47% F: 93.08%
-2024-01-06 12:07:00 INFO dev:  loss: nan - UP: 68.59% UR: 52.89% UF: 59.72% P: 63.69% R: 49.11% F: 55.46%
-2024-01-06 12:07:00 INFO test: loss: nan - UP: 69.33% UR: 59.28% UF: 63.91% P: 64.97% R: 55.56% F: 59.89%
-2024-01-06 12:07:00 INFO 0:00:02.438916s elapsed
-
-2024-01-06 12:07:00 INFO Epoch 26 / 5000:
-2024-01-06 12:07:02 INFO lr: 4.9740e-05 - loss: 0.0089 - UP: 96.38% UR: 90.97% UF: 93.60% P: 95.82% R: 90.44% F: 93.05%
-2024-01-06 12:07:03 INFO dev:  loss: nan - UP: 68.56% UR: 50.89% UF: 58.42% P: 64.37% R: 47.78% F: 54.85%
-2024-01-06 12:07:03 INFO test: loss: nan - UP: 71.82% UR: 58.44% UF: 64.44% P: 67.24% R: 54.71% F: 60.33%
-2024-01-06 12:07:03 INFO 0:00:02.470317s elapsed
-
-2024-01-06 12:07:03 INFO Epoch 27 / 5000:
-2024-01-06 12:07:05 INFO lr: 4.9730e-05 - loss: 0.0114 - UP: 95.84% UR: 93.17% UF: 94.48% P: 95.42% R: 92.76% F: 94.07%
-2024-01-06 12:07:05 INFO dev:  loss: nan - UP: 72.16% UR: 53.56% UF: 61.48% P: 67.66% R: 50.22% F: 57.65%
-2024-01-06 12:07:05 INFO test: loss: nan - UP: 70.69% UR: 58.86% UF: 64.24% P: 66.72% R: 55.56% F: 60.63%
-2024-01-06 12:07:05 INFO 0:00:02.530449s elapsed
-
-2024-01-06 12:07:05 INFO Epoch 28 / 5000:
-2024-01-06 12:07:07 INFO lr: 4.9720e-05 - loss: 0.0025 - UP: 96.49% UR: 94.67% UF: 95.57% P: 96.36% R: 94.55% F: 95.44%
-2024-01-06 12:07:08 INFO dev:  loss: nan - UP: 71.26% UR: 54.00% UF: 61.44% P: 67.16% R: 50.89% F: 57.90%
-2024-01-06 12:07:08 INFO test: loss: nan - UP: 70.19% UR: 58.44% UF: 63.78% P: 67.15% R: 55.91% F: 61.01%
-2024-01-06 12:07:08 INFO 0:00:02.522244s elapsed
-
-2024-01-06 12:07:08 INFO Epoch 29 / 5000:
-2024-01-06 12:07:10 INFO lr: 4.9710e-05 - loss: 0.0005 - UP: 97.46% UR: 95.05% UF: 96.24% P: 97.14% R: 94.73% F: 95.92%
-2024-01-06 12:07:10 INFO dev:  loss: nan - UP: 72.19% UR: 48.44% UF: 57.98% P: 67.22% R: 45.11% F: 53.99%
-2024-01-06 12:07:11 INFO test: loss: nan - UP: 72.84% UR: 55.84% UF: 63.22% P: 69.27% R: 53.09% F: 60.11%
-2024-01-06 12:07:11 INFO 0:00:02.513606s elapsed
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-2024-01-06 12:07:11 INFO Epoch 30 / 5000:
-2024-01-06 12:07:12 INFO lr: 4.9700e-05 - loss: 0.0100 - UP: 97.62% UR: 93.92% UF: 95.73% P: 97.36% R: 93.67% F: 95.48%
-2024-01-06 12:07:13 INFO dev:  loss: nan - UP: 72.88% UR: 49.56% UF: 58.99% P: 69.93% R: 47.56% F: 56.61%
-2024-01-06 12:07:13 INFO test: loss: nan - UP: 70.24% UR: 55.27% UF: 61.87% P: 66.04% R: 51.97% F: 58.17%
-2024-01-06 12:07:13 INFO 0:00:02.451155s elapsed
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-2024-01-06 12:07:13 INFO Epoch 31 / 5000:
-2024-01-06 12:07:15 INFO lr: 4.9690e-05 - loss: 0.0288 - UP: 94.44% UR: 91.03% UF: 92.71% P: 93.76% R: 90.38% F: 92.04%
-2024-01-06 12:07:15 INFO dev:  loss: nan - UP: 76.05% UR: 44.44% UF: 56.10% P: 70.34% R: 41.11% F: 51.89%
-2024-01-06 12:07:15 INFO test: loss: nan - UP: 76.14% UR: 49.16% UF: 59.74% P: 73.20% R: 47.26% F: 57.44%
-2024-01-06 12:07:15 INFO 0:00:02.405914s elapsed
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-2024-01-06 12:07:15 INFO Epoch 32 / 5000:
-2024-01-06 12:07:17 INFO lr: 4.9680e-05 - loss: 0.0083 - UP: 95.54% UR: 91.25% UF: 93.35% P: 94.06% R: 89.84% F: 91.90%
-2024-01-06 12:07:18 INFO dev:  loss: nan - UP: 74.48% UR: 39.56% UF: 51.67% P: 69.04% R: 36.67% F: 47.90%
-2024-01-06 12:07:18 INFO test: loss: nan - UP: 80.09% UR: 48.66% UF: 60.54% P: 75.69% R: 45.99% F: 57.22%
-2024-01-06 12:07:18 INFO 0:00:02.445488s elapsed
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-2024-01-06 12:07:18 INFO Epoch 33 / 5000:
-2024-01-06 12:07:20 INFO lr: 4.9670e-05 - loss: 0.0032 - UP: 90.63% UR: 90.66% UF: 90.64% P: 89.88% R: 89.91% F: 89.89%
-2024-01-06 12:07:20 INFO dev:  loss: nan - UP: 71.09% UR: 46.44% UF: 56.18% P: 66.67% R: 43.56% F: 52.69%
-2024-01-06 12:07:20 INFO test: loss: nan - UP: 70.71% UR: 54.50% UF: 61.56% P: 67.15% R: 51.76% F: 58.46%
-2024-01-06 12:07:20 INFO 0:00:02.497564s elapsed
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-2024-01-06 12:07:20 INFO Epoch 34 / 5000:
-2024-01-06 12:07:22 INFO lr: 4.9660e-05 - loss: 0.0205 - UP: 95.73% UR: 92.07% UF: 93.86% P: 95.57% R: 91.91% F: 93.70%
-2024-01-06 12:07:22 INFO dev:  loss: nan - UP: 64.39% UR: 56.67% UF: 60.28% P: 60.10% R: 52.89% F: 56.26%
-2024-01-06 12:07:23 INFO test: loss: nan - UP: 64.49% UR: 62.45% UF: 63.45% P: 61.15% R: 59.21% F: 60.16%
-2024-01-06 12:07:23 INFO 0:00:02.472229s elapsed
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-2024-01-06 12:07:23 INFO Epoch 35 / 5000:
-2024-01-06 12:07:25 INFO lr: 4.9650e-05 - loss: 0.0086 - UP: 97.20% UR: 93.57% UF: 95.35% P: 97.10% R: 93.48% F: 95.26%
-2024-01-06 12:07:25 INFO dev:  loss: nan - UP: 72.27% UR: 51.56% UF: 60.18% P: 69.16% R: 49.33% F: 57.59%
-2024-01-06 12:07:25 INFO test: loss: nan - UP: 71.57% UR: 57.88% UF: 64.00% P: 68.00% R: 54.99% F: 60.81%
-2024-01-06 12:07:25 INFO 0:00:02.479042s elapsed
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-2024-01-06 12:07:25 INFO Epoch 36 / 5000:
-2024-01-06 12:07:27 INFO lr: 4.9640e-05 - loss: 0.0042 - UP: 96.56% UR: 95.14% UF: 95.85% P: 96.44% R: 95.02% F: 95.72%
-2024-01-06 12:07:27 INFO dev:  loss: nan - UP: 68.17% UR: 53.78% UF: 60.12% P: 64.79% R: 51.11% F: 57.14%
-2024-01-06 12:07:28 INFO test: loss: nan - UP: 66.92% UR: 60.90% UF: 63.77% P: 63.76% R: 58.02% F: 60.75%
-2024-01-06 12:07:28 INFO 0:00:02.511355s elapsed
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-2024-01-06 12:07:28 INFO Epoch 37 / 5000:
-2024-01-06 12:07:30 INFO lr: 4.9630e-05 - loss: 0.0009 - UP: 97.63% UR: 95.74% UF: 96.68% P: 97.54% R: 95.64% F: 96.58%
-2024-01-06 12:07:30 INFO dev:  loss: nan - UP: 73.42% UR: 49.11% UF: 58.85% P: 70.10% R: 46.89% F: 56.19%
-2024-01-06 12:07:30 INFO test: loss: nan - UP: 71.08% UR: 56.68% UF: 63.07% P: 67.11% R: 53.52% F: 59.55%
-2024-01-06 12:07:30 INFO 0:00:02.457931s elapsed
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-2024-01-06 12:07:30 INFO Epoch 38 / 5000:
-2024-01-06 12:07:32 INFO lr: 4.9620e-05 - loss: 0.0145 - UP: 98.02% UR: 94.89% UF: 96.43% P: 97.90% R: 94.76% F: 96.30%
-2024-01-06 12:07:32 INFO dev:  loss: nan - UP: 69.52% UR: 57.78% UF: 63.11% P: 66.58% R: 55.33% F: 60.44%
-2024-01-06 12:07:33 INFO test: loss: nan - UP: 67.17% UR: 62.59% UF: 64.80% P: 64.00% R: 59.63% F: 61.74%
-2024-01-06 12:07:35 INFO 0:00:02.495956s elapsed (saved)
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-2024-01-06 12:07:35 INFO Epoch 39 / 5000:
-2024-01-06 12:07:37 INFO lr: 4.9610e-05 - loss: 0.0010 - UP: 98.26% UR: 95.77% UF: 97.00% P: 98.07% R: 95.58% F: 96.81%
-2024-01-06 12:07:37 INFO dev:  loss: nan - UP: 72.00% UR: 52.00% UF: 60.39% P: 68.92% R: 49.78% F: 57.81%
-2024-01-06 12:07:37 INFO test: loss: nan - UP: 72.44% UR: 59.14% UF: 65.12% P: 68.73% R: 56.12% F: 61.79%
-2024-01-06 12:07:37 INFO 0:00:02.443889s elapsed
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-2024-01-06 12:07:37 INFO Epoch 40 / 5000:
-2024-01-06 12:07:39 INFO lr: 4.9600e-05 - loss: 0.0014 - UP: 98.47% UR: 97.08% UF: 97.77% P: 98.38% R: 96.99% F: 97.68%
-2024-01-06 12:07:40 INFO dev:  loss: nan - UP: 74.27% UR: 50.67% UF: 60.24% P: 71.66% R: 48.89% F: 58.12%
-2024-01-06 12:07:40 INFO test: loss: nan - UP: 73.83% UR: 56.75% UF: 64.17% P: 69.99% R: 53.80% F: 60.83%
-2024-01-06 12:07:40 INFO 0:00:02.495889s elapsed
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-2024-01-06 12:07:40 INFO Epoch 41 / 5000:
-2024-01-06 12:07:42 INFO lr: 4.9590e-05 - loss: 0.0018 - UP: 98.55% UR: 95.92% UF: 97.22% P: 98.42% R: 95.80% F: 97.09%
-2024-01-06 12:07:42 INFO dev:  loss: nan - UP: 76.67% UR: 51.11% UF: 61.33% P: 73.67% R: 49.11% F: 58.93%
-2024-01-06 12:07:42 INFO test: loss: nan - UP: 72.24% UR: 58.02% UF: 64.35% P: 68.65% R: 55.13% F: 61.15%
-2024-01-06 12:07:42 INFO 0:00:02.480286s elapsed
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-2024-01-06 12:07:42 INFO Epoch 42 / 5000:
-2024-01-06 12:07:44 INFO lr: 4.9580e-05 - loss: 0.0001 - UP: 98.79% UR: 97.30% UF: 98.04% P: 98.57% R: 97.08% F: 97.82%
-2024-01-06 12:07:45 INFO dev:  loss: nan - UP: 71.91% UR: 56.89% UF: 63.52% P: 66.29% R: 52.44% F: 58.56%
-2024-01-06 12:07:45 INFO test: loss: nan - UP: 69.03% UR: 60.97% UF: 64.75% P: 65.05% R: 57.45% F: 61.02%
-2024-01-06 12:07:45 INFO 0:00:02.477156s elapsed
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-2024-01-06 12:07:45 INFO Epoch 43 / 5000:
-2024-01-06 12:07:47 INFO lr: 4.9570e-05 - loss: 0.0066 - UP: 98.89% UR: 97.49% UF: 98.18% P: 98.82% R: 97.43% F: 98.12%
-2024-01-06 12:07:47 INFO dev:  loss: nan - UP: 70.64% UR: 56.67% UF: 62.89% P: 66.76% R: 53.56% F: 59.43%
-2024-01-06 12:07:47 INFO test: loss: nan - UP: 67.74% UR: 62.03% UF: 64.76% P: 64.90% R: 59.42% F: 62.04%
-2024-01-06 12:07:47 INFO 0:00:02.497343s elapsed
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-2024-01-06 12:07:47 INFO Epoch 44 / 5000:
-2024-01-06 12:07:49 INFO lr: 4.9560e-05 - loss: 0.0010 - UP: 98.83% UR: 97.87% UF: 98.35% P: 98.77% R: 97.81% F: 98.28%
-2024-01-06 12:07:50 INFO dev:  loss: nan - UP: 72.91% UR: 56.22% UF: 63.49% P: 68.88% R: 53.11% F: 59.97%
-2024-01-06 12:07:50 INFO test: loss: nan - UP: 69.05% UR: 60.55% UF: 64.52% P: 65.68% R: 57.59% F: 61.37%
-2024-01-06 12:07:50 INFO 0:00:02.507740s elapsed
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-2024-01-06 12:07:50 INFO Epoch 45 / 5000:
-2024-01-06 12:07:52 INFO lr: 4.9550e-05 - loss: 0.0001 - UP: 99.40% UR: 97.90% UF: 98.64% P: 99.33% R: 97.84% F: 98.58%
-2024-01-06 12:07:52 INFO dev:  loss: nan - UP: 74.62% UR: 54.89% UF: 63.25% P: 71.00% R: 52.22% F: 60.18%
-2024-01-06 12:07:52 INFO test: loss: nan - UP: 72.78% UR: 58.86% UF: 65.09% P: 69.13% R: 55.91% F: 61.82%
-2024-01-06 12:07:52 INFO 0:00:02.468741s elapsed
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-2024-01-06 12:07:52 INFO Epoch 46 / 5000:
-2024-01-06 12:07:54 INFO lr: 4.9540e-05 - loss: 0.0068 - UP: 98.68% UR: 98.75% UF: 98.72% P: 98.59% R: 98.65% F: 98.62%
-2024-01-06 12:07:55 INFO dev:  loss: nan - UP: 75.08% UR: 52.89% UF: 62.06% P: 71.61% R: 50.44% F: 59.19%
-2024-01-06 12:07:55 INFO test: loss: nan - UP: 73.45% UR: 59.14% UF: 65.52% P: 69.96% R: 56.33% F: 62.41%
-2024-01-06 12:07:55 INFO 0:00:02.465719s elapsed
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-2024-01-06 12:07:55 INFO Epoch 47 / 5000:
-2024-01-06 12:07:57 INFO lr: 4.9530e-05 - loss: 0.0001 - UP: 99.24% UR: 98.03% UF: 98.63% P: 99.21% R: 97.99% F: 98.60%
-2024-01-06 12:07:57 INFO dev:  loss: nan - UP: 72.97% UR: 54.00% UF: 62.07% P: 69.07% R: 51.11% F: 58.75%
-2024-01-06 12:07:57 INFO test: loss: nan - UP: 69.04% UR: 60.69% UF: 64.60% P: 65.60% R: 57.67% F: 61.38%
-2024-01-06 12:07:57 INFO 0:00:02.428325s elapsed
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-2024-01-06 12:07:57 INFO Epoch 48 / 5000:
-2024-01-06 12:07:59 INFO lr: 4.9520e-05 - loss: 0.0000 - UP: 99.27% UR: 98.71% UF: 98.99% P: 99.21% R: 98.65% F: 98.93%
-2024-01-06 12:07:59 INFO dev:  loss: nan - UP: 74.77% UR: 54.67% UF: 63.16% P: 71.43% R: 52.22% F: 60.33%
-2024-01-06 12:08:00 INFO test: loss: nan - UP: 70.54% UR: 59.77% UF: 64.71% P: 67.30% R: 57.03% F: 61.74%
-2024-01-06 12:08:00 INFO 0:00:02.539314s elapsed
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-2024-01-06 12:08:00 INFO Epoch 49 / 5000:
-2024-01-06 12:08:02 INFO lr: 4.9510e-05 - loss: 0.0004 - UP: 99.12% UR: 99.03% UF: 99.07% P: 99.06% R: 98.97% F: 99.01%
-2024-01-06 12:08:02 INFO dev:  loss: nan - UP: 74.40% UR: 54.89% UF: 63.17% P: 71.08% R: 52.44% F: 60.36%
-2024-01-06 12:08:02 INFO test: loss: nan - UP: 70.81% UR: 60.55% UF: 65.28% P: 67.60% R: 57.81% F: 62.32%
-2024-01-06 12:08:02 INFO 0:00:02.472051s elapsed
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-2024-01-06 12:08:02 INFO Epoch 50 / 5000:
-2024-01-06 12:08:04 INFO lr: 4.9500e-05 - loss: 0.0011 - UP: 99.31% UR: 98.93% UF: 99.12% P: 99.24% R: 98.87% F: 99.06%
-2024-01-06 12:08:05 INFO dev:  loss: nan - UP: 77.89% UR: 49.33% UF: 60.41% P: 74.39% R: 47.11% F: 57.69%
-2024-01-06 12:08:05 INFO test: loss: nan - UP: 75.82% UR: 57.10% UF: 65.14% P: 72.36% R: 54.50% F: 62.17%
-2024-01-06 12:08:05 INFO 0:00:02.568015s elapsed
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-2024-01-06 12:08:05 INFO Epoch 51 / 5000:
-2024-01-06 12:08:07 INFO lr: 4.9490e-05 - loss: 0.0007 - UP: 99.27% UR: 98.34% UF: 98.80% P: 99.24% R: 98.31% F: 98.77%
-2024-01-06 12:08:07 INFO dev:  loss: nan - UP: 75.86% UR: 53.78% UF: 62.94% P: 71.79% R: 50.89% F: 59.56%
-2024-01-06 12:08:07 INFO test: loss: nan - UP: 71.91% UR: 60.13% UF: 65.49% P: 68.29% R: 57.10% F: 62.20%
-2024-01-06 12:08:07 INFO 0:00:02.485257s elapsed
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-2024-01-06 12:08:07 INFO Epoch 52 / 5000:
-2024-01-06 12:08:09 INFO lr: 4.9480e-05 - loss: 0.0027 - UP: 99.24% UR: 98.75% UF: 98.99% P: 99.18% R: 98.68% F: 98.93%
-2024-01-06 12:08:09 INFO dev:  loss: nan - UP: 71.35% UR: 57.56% UF: 63.71% P: 66.94% R: 54.00% F: 59.78%
-2024-01-06 12:08:10 INFO test: loss: nan - UP: 70.16% UR: 60.69% UF: 65.08% P: 66.50% R: 57.52% F: 61.69%
-2024-01-06 12:08:10 INFO 0:00:02.434566s elapsed
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-2024-01-06 12:08:10 INFO Epoch 53 / 5000:
-2024-01-06 12:08:12 INFO lr: 4.9470e-05 - loss: 0.0017 - UP: 99.15% UR: 98.46% UF: 98.80% P: 99.05% R: 98.37% F: 98.71%
-2024-01-06 12:08:12 INFO dev:  loss: nan - UP: 72.58% UR: 58.22% UF: 64.61% P: 68.14% R: 54.67% F: 60.67%
-2024-01-06 12:08:12 INFO test: loss: nan - UP: 69.37% UR: 61.46% UF: 65.18% P: 66.03% R: 58.51% F: 62.04%
-2024-01-06 12:08:15 INFO 0:00:02.384257s elapsed (saved)
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-2024-01-06 12:08:15 INFO Epoch 54 / 5000:
-2024-01-06 12:08:16 INFO lr: 4.9460e-05 - loss: 0.0001 - UP: 99.34% UR: 98.43% UF: 98.88% P: 99.27% R: 98.37% F: 98.82%
-2024-01-06 12:08:17 INFO dev:  loss: nan - UP: 71.88% UR: 60.22% UF: 65.54% P: 66.31% R: 55.56% F: 60.46%
-2024-01-06 12:08:17 INFO test: loss: nan - UP: 68.36% UR: 62.59% UF: 65.35% P: 65.05% R: 59.56% F: 62.19%
-2024-01-06 12:08:17 INFO 0:00:02.479224s elapsed
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-2024-01-06 12:08:17 INFO Epoch 55 / 5000:
-2024-01-06 12:08:19 INFO lr: 4.9450e-05 - loss: 0.0016 - UP: 99.05% UR: 98.56% UF: 98.81% P: 99.02% R: 98.53% F: 98.77%
-2024-01-06 12:08:19 INFO dev:  loss: nan - UP: 72.31% UR: 52.22% UF: 60.65% P: 68.00% R: 49.11% F: 57.03%
-2024-01-06 12:08:20 INFO test: loss: nan - UP: 73.16% UR: 58.65% UF: 65.11% P: 69.30% R: 55.56% F: 61.67%
-2024-01-06 12:08:20 INFO 0:00:02.505564s elapsed
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-2024-01-06 12:08:20 INFO Epoch 56 / 5000:
-2024-01-06 12:08:21 INFO lr: 4.9440e-05 - loss: 0.0055 - UP: 99.27% UR: 98.12% UF: 98.69% P: 99.21% R: 98.06% F: 98.63%
-2024-01-06 12:08:22 INFO dev:  loss: nan - UP: 70.00% UR: 59.11% UF: 64.10% P: 65.26% R: 55.11% F: 59.76%
-2024-01-06 12:08:22 INFO test: loss: nan - UP: 68.06% UR: 62.03% UF: 64.90% P: 64.66% R: 58.93% F: 61.66%
-2024-01-06 12:08:22 INFO 0:00:02.464016s elapsed
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-2024-01-06 12:08:22 INFO Epoch 57 / 5000:
-2024-01-06 12:08:24 INFO lr: 4.9430e-05 - loss: 0.0004 - UP: 98.27% UR: 98.06% UF: 98.16% P: 98.15% R: 97.93% F: 98.04%
-2024-01-06 12:08:24 INFO dev:  loss: nan - UP: 70.72% UR: 56.89% UF: 63.05% P: 67.13% R: 54.00% F: 59.85%
-2024-01-06 12:08:24 INFO test: loss: nan - UP: 72.14% UR: 61.18% UF: 66.21% P: 68.66% R: 58.23% F: 63.01%
-2024-01-06 12:08:24 INFO 0:00:02.448359s elapsed
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-2024-01-06 12:08:24 INFO Epoch 58 / 5000:
-2024-01-06 12:08:26 INFO lr: 4.9420e-05 - loss: 0.0000 - UP: 98.93% UR: 98.40% UF: 98.66% P: 98.80% R: 98.28% F: 98.54%
-2024-01-06 12:08:27 INFO dev:  loss: nan - UP: 68.98% UR: 55.33% UF: 61.41% P: 65.10% R: 52.22% F: 57.95%
-2024-01-06 12:08:27 INFO test: loss: nan - UP: 72.15% UR: 61.04% UF: 66.13% P: 68.33% R: 57.81% F: 62.63%
-2024-01-06 12:08:27 INFO 0:00:02.477959s elapsed
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-2024-01-06 12:08:27 INFO Epoch 59 / 5000:
-2024-01-06 12:08:29 INFO lr: 4.9410e-05 - loss: 0.0043 - UP: 98.93% UR: 98.71% UF: 98.82% P: 98.84% R: 98.62% F: 98.73%
-2024-01-06 12:08:29 INFO dev:  loss: nan - UP: 71.47% UR: 55.11% UF: 62.23% P: 67.44% R: 52.00% F: 58.72%
-2024-01-06 12:08:29 INFO test: loss: nan - UP: 72.17% UR: 59.99% UF: 65.51% P: 68.36% R: 56.82% F: 62.06%
-2024-01-06 12:08:29 INFO 0:00:02.474132s elapsed
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-2024-01-06 12:08:29 INFO Epoch 60 / 5000:
-2024-01-06 12:08:31 INFO lr: 4.9400e-05 - loss: 0.0066 - UP: 99.30% UR: 98.31% UF: 98.80% P: 99.27% R: 98.28% F: 98.77%
-2024-01-06 12:08:32 INFO dev:  loss: nan - UP: 71.16% UR: 58.67% UF: 64.31% P: 66.31% R: 54.67% F: 59.93%
-2024-01-06 12:08:32 INFO test: loss: nan - UP: 69.78% UR: 60.41% UF: 64.76% P: 66.13% R: 57.24% F: 61.36%
-2024-01-06 12:08:32 INFO 0:00:02.479989s elapsed
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-2024-01-06 12:08:32 INFO Epoch 61 / 5000:
-2024-01-06 12:08:34 INFO lr: 4.9390e-05 - loss: 0.0002 - UP: 98.79% UR: 97.65% UF: 98.22% P: 98.70% R: 97.55% F: 98.12%
-2024-01-06 12:08:34 INFO dev:  loss: nan - UP: 74.00% UR: 49.33% UF: 59.20% P: 69.33% R: 46.22% F: 55.47%
-2024-01-06 12:08:34 INFO test: loss: nan - UP: 75.77% UR: 57.17% UF: 65.17% P: 72.51% R: 54.71% F: 62.36%
-2024-01-06 12:08:34 INFO 0:00:02.554415s elapsed
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-2024-01-06 12:08:34 INFO Epoch 62 / 5000:
-2024-01-06 12:08:36 INFO lr: 4.9380e-05 - loss: 0.0001 - UP: 98.90% UR: 98.56% UF: 98.73% P: 98.84% R: 98.50% F: 98.67%
-2024-01-06 12:08:37 INFO dev:  loss: nan - UP: 72.70% UR: 52.67% UF: 61.08% P: 67.18% R: 48.67% F: 56.44%
-2024-01-06 12:08:37 INFO test: loss: nan - UP: 73.19% UR: 59.14% UF: 65.42% P: 69.80% R: 56.40% F: 62.39%
-2024-01-06 12:08:37 INFO 0:00:02.414413s elapsed
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-2024-01-06 12:08:37 INFO Epoch 63 / 5000:
-2024-01-06 12:08:39 INFO lr: 4.9370e-05 - loss: 0.0001 - UP: 99.00% UR: 98.87% UF: 98.93% P: 98.90% R: 98.78% F: 98.84%
-2024-01-06 12:08:39 INFO dev:  loss: nan - UP: 71.55% UR: 54.22% UF: 61.69% P: 66.57% R: 50.44% F: 57.40%
-2024-01-06 12:08:39 INFO test: loss: nan - UP: 72.97% UR: 60.55% UF: 66.18% P: 69.32% R: 57.52% F: 62.87%
-2024-01-06 12:08:39 INFO 0:00:02.395645s elapsed
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-2024-01-06 12:08:39 INFO Epoch 64 / 5000:
-2024-01-06 12:08:41 INFO lr: 4.9360e-05 - loss: 0.0003 - UP: 99.43% UR: 98.90% UF: 99.17% P: 99.40% R: 98.87% F: 99.14%
-2024-01-06 12:08:41 INFO dev:  loss: nan - UP: 75.24% UR: 52.00% UF: 61.50% P: 70.42% R: 48.67% F: 57.56%
-2024-01-06 12:08:42 INFO test: loss: nan - UP: 75.25% UR: 57.74% UF: 65.34% P: 71.95% R: 55.20% F: 62.48%
-2024-01-06 12:08:42 INFO 0:00:02.484483s elapsed
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-2024-01-06 12:08:42 INFO Epoch 65 / 5000:
-2024-01-06 12:08:44 INFO lr: 4.9350e-05 - loss: 0.0001 - UP: 99.34% UR: 99.03% UF: 99.18% P: 99.28% R: 98.97% F: 99.12%
-2024-01-06 12:08:44 INFO dev:  loss: nan - UP: 74.61% UR: 53.56% UF: 62.35% P: 69.35% R: 49.78% F: 57.96%
-2024-01-06 12:08:44 INFO test: loss: nan - UP: 74.76% UR: 59.35% UF: 66.17% P: 71.48% R: 56.75% F: 63.27%
-2024-01-06 12:08:44 INFO 0:00:02.433787s elapsed
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-2024-01-06 12:08:44 INFO Epoch 66 / 5000:
-2024-01-06 12:08:46 INFO lr: 4.9340e-05 - loss: 0.0025 - UP: 99.37% UR: 99.37% UF: 99.37% P: 99.31% R: 99.31% F: 99.31%
-2024-01-06 12:08:46 INFO dev:  loss: nan - UP: 75.00% UR: 54.67% UF: 63.24% P: 69.82% R: 50.89% F: 58.87%
-2024-01-06 12:08:47 INFO test: loss: nan - UP: 74.33% UR: 60.06% UF: 66.43% P: 70.93% R: 57.31% F: 63.40%
-2024-01-06 12:08:47 INFO 0:00:02.369550s elapsed
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-2024-01-06 12:08:47 INFO Epoch 67 / 5000:
-2024-01-06 12:08:48 INFO lr: 4.9330e-05 - loss: 0.0001 - UP: 99.47% UR: 99.31% UF: 99.39% P: 99.40% R: 99.25% F: 99.33%
-2024-01-06 12:08:49 INFO dev:  loss: nan - UP: 75.30% UR: 54.89% UF: 63.50% P: 69.82% R: 50.89% F: 58.87%
-2024-01-06 12:08:49 INFO test: loss: nan - UP: 74.47% UR: 59.28% UF: 66.01% P: 71.11% R: 56.61% F: 63.04%
-2024-01-06 12:08:49 INFO 0:00:02.356289s elapsed
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-2024-01-06 12:08:49 INFO Epoch 68 / 5000:
-2024-01-06 12:08:51 INFO lr: 4.9320e-05 - loss: 0.0004 - UP: 99.40% UR: 99.40% UF: 99.40% P: 99.37% R: 99.37% F: 99.37%
-2024-01-06 12:08:51 INFO dev:  loss: nan - UP: 74.77% UR: 54.00% UF: 62.71% P: 69.85% R: 50.44% F: 58.58%
-2024-01-06 12:08:51 INFO test: loss: nan - UP: 74.62% UR: 59.35% UF: 66.12% P: 71.35% R: 56.75% F: 63.22%
-2024-01-06 12:08:51 INFO 0:00:02.411139s elapsed
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-2024-01-06 12:08:51 INFO Epoch 69 / 5000:
-2024-01-06 12:08:53 INFO lr: 4.9310e-05 - loss: 0.0001 - UP: 99.84% UR: 99.37% UF: 99.61% P: 99.78% R: 99.31% F: 99.54%
-2024-01-06 12:08:53 INFO dev:  loss: nan - UP: 73.10% UR: 55.56% UF: 63.13% P: 69.30% R: 52.67% F: 59.85%
-2024-01-06 12:08:54 INFO test: loss: nan - UP: 71.84% UR: 61.18% UF: 66.08% P: 68.54% R: 58.37% F: 63.05%
-2024-01-06 12:08:54 INFO 0:00:02.415587s elapsed
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-2024-01-06 12:08:54 INFO Epoch 70 / 5000:
-2024-01-06 12:08:56 INFO lr: 4.9300e-05 - loss: 0.0004 - UP: 99.22% UR: 99.37% UF: 99.30% P: 99.22% R: 99.37% F: 99.30%
-2024-01-06 12:08:56 INFO dev:  loss: nan - UP: 72.86% UR: 54.89% UF: 62.61% P: 68.14% R: 51.33% F: 58.56%
-2024-01-06 12:08:56 INFO test: loss: nan - UP: 73.62% UR: 60.83% UF: 66.62% P: 70.21% R: 58.02% F: 63.53%
-2024-01-06 12:08:56 INFO 0:00:02.393155s elapsed
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-2024-01-06 12:08:56 INFO Epoch 71 / 5000:
-2024-01-06 12:08:58 INFO lr: 4.9290e-05 - loss: 0.0017 - UP: 99.62% UR: 99.25% UF: 99.43% P: 99.34% R: 98.97% F: 99.15%
-2024-01-06 12:08:58 INFO dev:  loss: nan - UP: 72.13% UR: 55.78% UF: 62.91% P: 67.53% R: 52.22% F: 58.90%
-2024-01-06 12:08:59 INFO test: loss: nan - UP: 72.65% UR: 60.90% UF: 66.26% P: 69.21% R: 58.02% F: 63.12%
-2024-01-06 12:08:59 INFO 0:00:02.527726s elapsed
-
-2024-01-06 12:08:59 INFO Epoch 72 / 5000:
-2024-01-06 12:09:01 INFO lr: 4.9280e-05 - loss: 0.0016 - UP: 99.59% UR: 99.50% UF: 99.55% P: 99.44% R: 99.34% F: 99.39%
-2024-01-06 12:09:01 INFO dev:  loss: nan - UP: 70.08% UR: 57.78% UF: 63.34% P: 66.04% R: 54.44% F: 59.68%
-2024-01-06 12:09:01 INFO test: loss: nan - UP: 69.61% UR: 63.29% UF: 66.30% P: 66.90% R: 60.83% F: 63.72%
-2024-01-06 12:09:01 INFO 0:00:02.525844s elapsed
-
-2024-01-06 12:09:01 INFO Epoch 73 / 5000:
-2024-01-06 12:09:03 INFO lr: 4.9270e-05 - loss: 0.0003 - UP: 99.65% UR: 99.28% UF: 99.47% P: 99.43% R: 99.06% F: 99.25%
-2024-01-06 12:09:03 INFO dev:  loss: nan - UP: 72.56% UR: 52.89% UF: 61.18% P: 69.21% R: 50.44% F: 58.35%
-2024-01-06 12:09:04 INFO test: loss: nan - UP: 72.88% UR: 59.92% UF: 65.77% P: 69.80% R: 57.38% F: 62.99%
-2024-01-06 12:09:04 INFO 0:00:02.639113s elapsed
-
-2024-01-06 12:09:04 INFO Epoch 74 / 5000:
-2024-01-06 12:09:06 INFO lr: 4.9260e-05 - loss: 0.0001 - UP: 99.72% UR: 99.25% UF: 99.48% P: 99.62% R: 99.15% F: 99.39%
-2024-01-06 12:09:06 INFO dev:  loss: nan - UP: 72.53% UR: 52.22% UF: 60.72% P: 66.67% R: 48.00% F: 55.81%
-2024-01-06 12:09:06 INFO test: loss: nan - UP: 73.48% UR: 60.41% UF: 66.31% P: 70.06% R: 57.59% F: 63.22%
-2024-01-06 12:09:06 INFO 0:00:02.506075s elapsed
-
-2024-01-06 12:09:06 INFO Epoch 75 / 5000:
-2024-01-06 12:09:08 INFO lr: 4.9250e-05 - loss: 0.0001 - UP: 98.90% UR: 99.00% UF: 98.95% P: 98.81% R: 98.90% F: 98.86%
-2024-01-06 12:09:09 INFO dev:  loss: nan - UP: 73.60% UR: 52.67% UF: 61.40% P: 68.01% R: 48.67% F: 56.74%
-2024-01-06 12:09:09 INFO test: loss: nan - UP: 72.69% UR: 56.89% UF: 63.83% P: 69.18% R: 54.15% F: 60.75%
-2024-01-06 12:09:09 INFO 0:00:02.586575s elapsed
-
-2024-01-06 12:09:09 INFO Epoch 76 / 5000:
-2024-01-06 12:09:11 INFO lr: 4.9240e-05 - loss: 0.0002 - UP: 99.75% UR: 98.93% UF: 99.34% P: 99.65% R: 98.84% F: 99.24%
-2024-01-06 12:09:11 INFO dev:  loss: nan - UP: 72.06% UR: 54.44% UF: 62.03% P: 66.76% R: 50.44% F: 57.47%
-2024-01-06 12:09:11 INFO test: loss: nan - UP: 72.63% UR: 60.27% UF: 65.87% P: 69.24% R: 57.45% F: 62.80%
-2024-01-06 12:09:11 INFO 0:00:02.505053s elapsed
-
-2024-01-06 12:09:11 INFO Epoch 77 / 5000:
-2024-01-06 12:09:13 INFO lr: 4.9230e-05 - loss: 0.0007 - UP: 99.02% UR: 98.15% UF: 98.58% P: 98.96% R: 98.09% F: 98.52%
-2024-01-06 12:09:14 INFO dev:  loss: nan - UP: 72.93% UR: 50.89% UF: 59.95% P: 67.20% R: 46.89% F: 55.24%
-2024-01-06 12:09:14 INFO test: loss: nan - UP: 72.27% UR: 58.65% UF: 64.75% P: 69.15% R: 56.12% F: 61.96%
-2024-01-06 12:09:14 INFO 0:00:02.455792s elapsed
-
-2024-01-06 12:09:14 INFO Epoch 78 / 5000:
-2024-01-06 12:09:16 INFO lr: 4.9220e-05 - loss: 0.0021 - UP: 99.24% UR: 98.40% UF: 98.82% P: 99.21% R: 98.37% F: 98.79%
-2024-01-06 12:09:16 INFO dev:  loss: nan - UP: 64.65% UR: 64.22% UF: 64.44% P: 58.17% R: 57.78% F: 57.97%
-2024-01-06 12:09:16 INFO test: loss: nan - UP: 65.76% UR: 64.56% UF: 65.15% P: 62.39% R: 61.25% F: 61.82%
-2024-01-06 12:09:16 INFO 0:00:02.476120s elapsed
-
-2024-01-06 12:09:16 INFO Epoch 79 / 5000:
-2024-01-06 12:09:18 INFO lr: 4.9210e-05 - loss: 0.0138 - UP: 98.49% UR: 98.12% UF: 98.30% P: 98.43% R: 98.06% F: 98.24%
-2024-01-06 12:09:18 INFO dev:  loss: nan - UP: 69.57% UR: 56.89% UF: 62.59% P: 64.67% R: 52.89% F: 58.19%
-2024-01-06 12:09:19 INFO test: loss: nan - UP: 70.86% UR: 60.20% UF: 65.10% P: 68.13% R: 57.88% F: 62.59%
-2024-01-06 12:09:19 INFO 0:00:02.468855s elapsed
-
-2024-01-06 12:09:19 INFO Epoch 80 / 5000:
-2024-01-06 12:09:21 INFO lr: 4.9200e-05 - loss: 0.0065 - UP: 97.62% UR: 96.30% UF: 96.95% P: 97.49% R: 96.18% F: 96.83%
-2024-01-06 12:09:21 INFO dev:  loss: nan - UP: 67.78% UR: 58.44% UF: 62.77% P: 63.14% R: 54.44% F: 58.47%
-2024-01-06 12:09:21 INFO test: loss: nan - UP: 68.75% UR: 62.52% UF: 65.49% P: 65.35% R: 59.42% F: 62.25%
-2024-01-06 12:09:21 INFO 0:00:02.373152s elapsed
-
-2024-01-06 12:09:21 INFO Epoch 81 / 5000:
-2024-01-06 12:09:23 INFO lr: 4.9190e-05 - loss: 0.0014 - UP: 98.31% UR: 96.71% UF: 97.50% P: 98.25% R: 96.65% F: 97.44%
-2024-01-06 12:09:23 INFO dev:  loss: nan - UP: 70.28% UR: 50.44% UF: 58.73% P: 65.02% R: 46.67% F: 54.33%
-2024-01-06 12:09:24 INFO test: loss: nan - UP: 72.36% UR: 57.45% UF: 64.05% P: 68.56% R: 54.43% F: 60.68%
-2024-01-06 12:09:24 INFO 0:00:02.530324s elapsed
-
-2024-01-06 12:09:24 INFO Epoch 82 / 5000:
-2024-01-06 12:09:26 INFO lr: 4.9180e-05 - loss: 0.0059 - UP: 96.45% UR: 94.61% UF: 95.52% P: 96.20% R: 94.36% F: 95.27%
-2024-01-06 12:09:26 INFO dev:  loss: nan - UP: 65.18% UR: 61.56% UF: 63.31% P: 60.71% R: 57.33% F: 58.97%
-2024-01-06 12:09:26 INFO test: loss: nan - UP: 62.51% UR: 64.14% UF: 63.31% P: 58.94% R: 60.48% F: 59.70%
-2024-01-06 12:09:26 INFO 0:00:02.565630s elapsed
-
-2024-01-06 12:09:26 INFO Epoch 83 / 5000:
-2024-01-06 12:09:28 INFO lr: 4.9170e-05 - loss: 0.0022 - UP: 95.58% UR: 94.29% UF: 94.93% P: 95.42% R: 94.14% F: 94.78%
-2024-01-06 12:09:28 INFO dev:  loss: nan - UP: 61.30% UR: 56.67% UF: 58.89% P: 58.17% R: 53.78% F: 55.89%
-2024-01-06 12:09:29 INFO test: loss: nan - UP: 61.40% UR: 64.77% UF: 63.04% P: 58.20% R: 61.39% F: 59.75%
-2024-01-06 12:09:29 INFO 0:00:02.536145s elapsed
-
-2024-01-06 12:09:33 INFO Epoch 53 saved
-2024-01-06 12:09:33 INFO dev:  UP: 72.58% UR: 58.22% UF: 64.61% P: 68.14% R: 54.67% F: 60.67%
-2024-01-06 12:09:33 INFO test: UP: 69.37% UR: 61.46% UF: 65.18% P: 66.03% R: 58.51% F: 62.04%
-2024-01-06 12:09:33 INFO 0:03:25.763658s elapsed, 0:00:02.479080s/epoch
+2024-03-31 21:09:23 INFO Epoch 1 / 5000:
+2024-03-31 21:09:25 INFO lr: 4.9990e-05 - loss: 0.1131 - UP:  5.61% UR: 12.10% UF:  7.67% P:  4.45% R:  9.59% F:  6.08%
+2024-03-31 21:09:25 INFO dev:  loss: nan - UP: 55.90% UR: 24.22% UF: 33.80% P: 54.36% R: 23.56% F: 32.87%
+2024-03-31 21:09:26 INFO test: loss: nan - UP: 65.08% UR: 29.75% UF: 40.83% P: 60.77% R: 27.78% F: 38.13%
+2024-03-31 21:09:27 INFO 0:00:02.992135s elapsed (saved)
+
+2024-03-31 21:09:27 INFO Epoch 2 / 5000:
+2024-03-31 21:09:29 INFO lr: 4.9980e-05 - loss: 0.1397 - UP: 59.36% UR: 28.12% UF: 38.16% P: 55.26% R: 26.18% F: 35.52%
+2024-03-31 21:09:29 INFO dev:  loss: nan - UP: 76.47% UR: 20.22% UF: 31.99% P: 73.95% R: 19.56% F: 30.93%
+2024-03-31 21:09:30 INFO test: loss: nan - UP: 80.39% UR: 26.23% UF: 39.55% P: 76.08% R: 24.82% F: 37.43%
+2024-03-31 21:09:30 INFO 0:00:02.269145s elapsed
+
+2024-03-31 21:09:30 INFO Epoch 3 / 5000:
+2024-03-31 21:09:31 INFO lr: 4.9970e-05 - loss: 0.1940 - UP: 68.57% UR: 39.81% UF: 50.38% P: 65.66% R: 38.12% F: 48.23%
+2024-03-31 21:09:32 INFO dev:  loss: nan - UP: 74.43% UR: 29.11% UF: 41.85% P: 71.02% R: 27.78% F: 39.94%
+2024-03-31 21:09:32 INFO test: loss: nan - UP: 77.36% UR: 36.29% UF: 49.40% P: 74.66% R: 35.02% F: 47.68%
+2024-03-31 21:09:35 INFO 0:00:02.320094s elapsed (saved)
+
+2024-03-31 21:09:35 INFO Epoch 4 / 5000:
+2024-03-31 21:09:37 INFO lr: 4.9960e-05 - loss: 0.0668 - UP: 77.88% UR: 46.68% UF: 58.37% P: 75.37% R: 45.17% F: 56.49%
+2024-03-31 21:09:37 INFO dev:  loss: nan - UP: 58.92% UR: 46.22% UF: 51.81% P: 56.09% R: 44.00% F: 49.32%
+2024-03-31 21:09:37 INFO test: loss: nan - UP: 61.55% UR: 50.77% UF: 55.65% P: 58.82% R: 48.52% F: 53.18%
+2024-03-31 21:09:40 INFO 0:00:02.418955s elapsed (saved)
+
+2024-03-31 21:09:40 INFO Epoch 5 / 5000:
+2024-03-31 21:09:42 INFO lr: 4.9950e-05 - loss: 0.0175 - UP: 82.72% UR: 55.67% UF: 66.55% P: 81.23% R: 54.67% F: 65.36%
+2024-03-31 21:09:42 INFO dev:  loss: nan - UP: 71.62% UR: 35.33% UF: 47.32% P: 68.92% R: 34.00% F: 45.54%
+2024-03-31 21:09:43 INFO test: loss: nan - UP: 73.97% UR: 40.37% UF: 52.23% P: 71.91% R: 39.24% F: 50.77%
+2024-03-31 21:09:43 INFO 0:00:02.516910s elapsed
+
+2024-03-31 21:09:43 INFO Epoch 6 / 5000:
+2024-03-31 21:09:44 INFO lr: 4.9940e-05 - loss: 0.0114 - UP: 85.42% UR: 59.34% UF: 70.03% P: 84.25% R: 58.53% F: 69.07%
+2024-03-31 21:09:45 INFO dev:  loss: nan - UP: 73.12% UR: 41.11% UF: 52.63% P: 71.54% R: 40.22% F: 51.49%
+2024-03-31 21:09:45 INFO test: loss: nan - UP: 74.57% UR: 45.36% UF: 56.41% P: 72.14% R: 43.88% F: 54.57%
+2024-03-31 21:09:48 INFO 0:00:02.314560s elapsed (saved)
+
+2024-03-31 21:09:48 INFO Epoch 7 / 5000:
+2024-03-31 21:09:50 INFO lr: 4.9930e-05 - loss: 0.0357 - UP: 84.18% UR: 63.73% UF: 72.54% P: 83.27% R: 63.04% F: 71.76%
+2024-03-31 21:09:50 INFO dev:  loss: nan - UP: 71.55% UR: 38.00% UF: 49.64% P: 67.36% R: 35.78% F: 46.73%
+2024-03-31 21:09:50 INFO test: loss: nan - UP: 75.60% UR: 44.02% UF: 55.64% P: 72.95% R: 42.48% F: 53.69%
+2024-03-31 21:09:50 INFO 0:00:02.363481s elapsed
+
+2024-03-31 21:09:50 INFO Epoch 8 / 5000:
+2024-03-31 21:09:52 INFO lr: 4.9920e-05 - loss: 0.0286 - UP: 86.19% UR: 68.28% UF: 76.19% P: 85.56% R: 67.77% F: 75.63%
+2024-03-31 21:09:52 INFO dev:  loss: nan - UP: 73.75% UR: 42.44% UF: 53.88% P: 70.66% R: 40.67% F: 51.62%
+2024-03-31 21:09:53 INFO test: loss: nan - UP: 73.63% UR: 46.34% UF: 56.88% P: 70.17% R: 44.16% F: 54.21%
+2024-03-31 21:09:56 INFO 0:00:02.347821s elapsed (saved)
+
+2024-03-31 21:09:56 INFO Epoch 9 / 5000:
+2024-03-31 21:09:58 INFO lr: 4.9910e-05 - loss: 0.0285 - UP: 88.79% UR: 75.52% UF: 81.62% P: 88.17% R: 74.98% F: 81.04%
+2024-03-31 21:09:58 INFO dev:  loss: nan - UP: 71.14% UR: 47.11% UF: 56.68% P: 68.79% R: 45.56% F: 54.81%
+2024-03-31 21:09:58 INFO test: loss: nan - UP: 70.60% UR: 52.53% UF: 60.24% P: 68.15% R: 50.70% F: 58.15%
+2024-03-31 21:10:01 INFO 0:00:02.512093s elapsed (saved)
+
+2024-03-31 21:10:01 INFO Epoch 10 / 5000:
+2024-03-31 21:10:03 INFO lr: 4.9900e-05 - loss: 0.0057 - UP: 90.80% UR: 77.62% UF: 83.69% P: 90.28% R: 77.18% F: 83.22%
+2024-03-31 21:10:03 INFO dev:  loss: nan - UP: 70.82% UR: 48.00% UF: 57.22% P: 68.85% R: 46.67% F: 55.63%
+2024-03-31 21:10:04 INFO test: loss: nan - UP: 71.08% UR: 54.78% UF: 61.87% P: 68.34% R: 52.67% F: 59.49%
+2024-03-31 21:10:06 INFO 0:00:02.418476s elapsed (saved)
+
+2024-03-31 21:10:06 INFO Epoch 11 / 5000:
+2024-03-31 21:10:08 INFO lr: 4.9890e-05 - loss: 0.0041 - UP: 92.45% UR: 78.71% UF: 85.03% P: 91.97% R: 78.31% F: 84.59%
+2024-03-31 21:10:08 INFO dev:  loss: nan - UP: 72.17% UR: 52.44% UF: 60.75% P: 68.81% R: 50.00% F: 57.92%
+2024-03-31 21:10:09 INFO test: loss: nan - UP: 72.02% UR: 53.94% UF: 61.68% P: 69.01% R: 51.69% F: 59.11%
+2024-03-31 21:10:11 INFO 0:00:02.407787s elapsed (saved)
+
+2024-03-31 21:10:11 INFO Epoch 12 / 5000:
+2024-03-31 21:10:13 INFO lr: 4.9880e-05 - loss: 0.0109 - UP: 92.94% UR: 84.17% UF: 88.34% P: 92.56% R: 83.82% F: 87.97%
+2024-03-31 21:10:13 INFO dev:  loss: nan - UP: 77.43% UR: 38.89% UF: 51.78% P: 74.34% R: 37.33% F: 49.70%
+2024-03-31 21:10:14 INFO test: loss: nan - UP: 80.37% UR: 46.06% UF: 58.56% P: 77.67% R: 44.51% F: 56.59%
+2024-03-31 21:10:14 INFO 0:00:02.332923s elapsed
+
+2024-03-31 21:10:14 INFO Epoch 13 / 5000:
+2024-03-31 21:10:15 INFO lr: 4.9870e-05 - loss: 0.0098 - UP: 93.16% UR: 84.98% UF: 88.89% P: 92.92% R: 84.76% F: 88.66%
+2024-03-31 21:10:16 INFO dev:  loss: nan - UP: 74.06% UR: 43.78% UF: 55.03% P: 71.05% R: 42.00% F: 52.79%
+2024-03-31 21:10:16 INFO test: loss: nan - UP: 76.86% UR: 48.59% UF: 59.54% P: 73.30% R: 46.34% F: 56.79%
+2024-03-31 21:10:16 INFO 0:00:02.271152s elapsed
+
+2024-03-31 21:10:16 INFO Epoch 14 / 5000:
+2024-03-31 21:10:18 INFO lr: 4.9860e-05 - loss: 0.0153 - UP: 92.94% UR: 84.23% UF: 88.37% P: 92.84% R: 84.14% F: 88.27%
+2024-03-31 21:10:18 INFO dev:  loss: nan - UP: 67.59% UR: 43.56% UF: 52.97% P: 65.52% R: 42.22% F: 51.35%
+2024-03-31 21:10:18 INFO test: loss: nan - UP: 73.01% UR: 50.21% UF: 59.50% P: 70.14% R: 48.24% F: 57.17%
+2024-03-31 21:10:18 INFO 0:00:02.286660s elapsed
+
+2024-03-31 21:10:18 INFO Epoch 15 / 5000:
+2024-03-31 21:10:20 INFO lr: 4.9850e-05 - loss: 0.0090 - UP: 91.40% UR: 85.96% UF: 88.59% P: 91.23% R: 85.80% F: 88.43%
+2024-03-31 21:10:20 INFO dev:  loss: nan - UP: 67.06% UR: 51.11% UF: 58.01% P: 64.72% R: 49.33% F: 55.99%
+2024-03-31 21:10:21 INFO test: loss: nan - UP: 71.78% UR: 55.98% UF: 62.90% P: 69.16% R: 53.94% F: 60.61%
+2024-03-31 21:10:21 INFO 0:00:02.321183s elapsed
+
+2024-03-31 21:10:21 INFO Epoch 16 / 5000:
+2024-03-31 21:10:22 INFO lr: 4.9840e-05 - loss: 0.0082 - UP: 95.39% UR: 88.15% UF: 91.63% P: 94.88% R: 87.68% F: 91.14%
+2024-03-31 21:10:23 INFO dev:  loss: nan - UP: 71.30% UR: 51.33% UF: 59.69% P: 68.21% R: 49.11% F: 57.11%
+2024-03-31 21:10:23 INFO test: loss: nan - UP: 71.89% UR: 59.00% UF: 64.81% P: 68.21% R: 55.98% F: 61.49%
+2024-03-31 21:10:23 INFO 0:00:02.366311s elapsed
+
+2024-03-31 21:10:23 INFO Epoch 17 / 5000:
+2024-03-31 21:10:25 INFO lr: 4.9830e-05 - loss: 0.0055 - UP: 94.92% UR: 91.32% UF: 93.08% P: 94.75% R: 91.16% F: 92.92%
+2024-03-31 21:10:25 INFO dev:  loss: nan - UP: 72.04% UR: 44.67% UF: 55.14% P: 68.46% R: 42.44% F: 52.40%
+2024-03-31 21:10:25 INFO test: loss: nan - UP: 76.95% UR: 52.11% UF: 62.14% P: 73.94% R: 50.07% F: 59.71%
+2024-03-31 21:10:25 INFO 0:00:02.304493s elapsed
+
+2024-03-31 21:10:25 INFO Epoch 18 / 5000:
+2024-03-31 21:10:27 INFO lr: 4.9820e-05 - loss: 0.0089 - UP: 96.53% UR: 90.56% UF: 93.45% P: 96.46% R: 90.50% F: 93.39%
+2024-03-31 21:10:27 INFO dev:  loss: nan - UP: 70.79% UR: 49.56% UF: 58.30% P: 68.57% R: 48.00% F: 56.47%
+2024-03-31 21:10:28 INFO test: loss: nan - UP: 72.51% UR: 56.75% UF: 63.67% P: 69.99% R: 54.78% F: 61.46%
+2024-03-31 21:10:28 INFO 0:00:02.319181s elapsed
+
+2024-03-31 21:10:28 INFO Epoch 19 / 5000:
+2024-03-31 21:10:29 INFO lr: 4.9810e-05 - loss: 0.0088 - UP: 94.76% UR: 92.48% UF: 93.61% P: 94.64% R: 92.35% F: 93.48%
+2024-03-31 21:10:30 INFO dev:  loss: nan - UP: 69.51% UR: 50.67% UF: 58.61% P: 65.85% R: 48.00% F: 55.53%
+2024-03-31 21:10:30 INFO test: loss: nan - UP: 71.39% UR: 57.74% UF: 63.84% P: 68.61% R: 55.49% F: 61.35%
+2024-03-31 21:10:30 INFO 0:00:02.321758s elapsed
+
+2024-03-31 21:10:30 INFO Epoch 20 / 5000:
+2024-03-31 21:10:32 INFO lr: 4.9800e-05 - loss: 0.0030 - UP: 96.40% UR: 93.17% UF: 94.76% P: 96.24% R: 93.01% F: 94.60%
+2024-03-31 21:10:32 INFO dev:  loss: nan - UP: 67.12% UR: 55.33% UF: 60.66% P: 63.88% R: 52.67% F: 57.73%
+2024-03-31 21:10:32 INFO test: loss: nan - UP: 69.61% UR: 58.79% UF: 63.74% P: 66.61% R: 56.26% F: 61.00%
+2024-03-31 21:10:32 INFO 0:00:02.311896s elapsed
+
+2024-03-31 21:10:32 INFO Epoch 21 / 5000:
+2024-03-31 21:10:34 INFO lr: 4.9790e-05 - loss: 0.0139 - UP: 97.58% UR: 94.61% UF: 96.07% P: 97.48% R: 94.51% F: 95.97%
+2024-03-31 21:10:34 INFO dev:  loss: nan - UP: 72.15% UR: 47.78% UF: 57.49% P: 68.79% R: 45.56% F: 54.81%
+2024-03-31 21:10:35 INFO test: loss: nan - UP: 75.98% UR: 52.95% UF: 62.41% P: 73.16% R: 50.98% F: 60.09%
+2024-03-31 21:10:35 INFO 0:00:02.368829s elapsed
+
+2024-03-31 21:10:35 INFO Epoch 22 / 5000:
+2024-03-31 21:10:36 INFO lr: 4.9780e-05 - loss: 0.0029 - UP: 97.26% UR: 92.41% UF: 94.78% P: 96.96% R: 92.13% F: 94.49%
+2024-03-31 21:10:37 INFO dev:  loss: nan - UP: 69.71% UR: 52.67% UF: 60.00% P: 67.06% R: 50.67% F: 57.72%
+2024-03-31 21:10:37 INFO test: loss: nan - UP: 71.35% UR: 58.16% UF: 64.08% P: 68.42% R: 55.77% F: 61.45%
+2024-03-31 21:10:37 INFO 0:00:02.333291s elapsed
+
+2024-03-31 21:10:37 INFO Epoch 23 / 5000:
+2024-03-31 21:10:39 INFO lr: 4.9770e-05 - loss: 0.0001 - UP: 96.98% UR: 93.61% UF: 95.26% P: 96.78% R: 93.42% F: 95.07%
+2024-03-31 21:10:39 INFO dev:  loss: nan - UP: 71.38% UR: 48.22% UF: 57.56% P: 68.09% R: 46.00% F: 54.91%
+2024-03-31 21:10:39 INFO test: loss: nan - UP: 73.42% UR: 54.57% UF: 62.61% P: 70.48% R: 52.39% F: 60.10%
+2024-03-31 21:10:39 INFO 0:00:02.319422s elapsed
+
+2024-03-31 21:10:39 INFO Epoch 24 / 5000:
+2024-03-31 21:10:41 INFO lr: 4.9760e-05 - loss: 0.0001 - UP: 97.01% UR: 93.70% UF: 95.33% P: 96.33% R: 93.04% F: 94.66%
+2024-03-31 21:10:41 INFO dev:  loss: nan - UP: 68.85% UR: 46.67% UF: 55.63% P: 65.57% R: 44.44% F: 52.98%
+2024-03-31 21:10:42 INFO test: loss: nan - UP: 74.55% UR: 54.99% UF: 63.29% P: 69.59% R: 51.34% F: 59.09%
+2024-03-31 21:10:42 INFO 0:00:02.330423s elapsed
+
+2024-03-31 21:10:42 INFO Epoch 25 / 5000:
+2024-03-31 21:10:43 INFO lr: 4.9750e-05 - loss: 0.0167 - UP: 96.23% UR: 92.92% UF: 94.55% P: 94.74% R: 91.47% F: 93.08%
+2024-03-31 21:10:44 INFO dev:  loss: nan - UP: 68.59% UR: 52.89% UF: 59.72% P: 63.69% R: 49.11% F: 55.46%
+2024-03-31 21:10:44 INFO test: loss: nan - UP: 69.33% UR: 59.28% UF: 63.91% P: 64.97% R: 55.56% F: 59.89%
+2024-03-31 21:10:44 INFO 0:00:02.316213s elapsed
+
+2024-03-31 21:10:44 INFO Epoch 26 / 5000:
+2024-03-31 21:10:46 INFO lr: 4.9740e-05 - loss: 0.0089 - UP: 96.38% UR: 90.97% UF: 93.60% P: 95.82% R: 90.44% F: 93.05%
+2024-03-31 21:10:46 INFO dev:  loss: nan - UP: 68.56% UR: 50.89% UF: 58.42% P: 64.37% R: 47.78% F: 54.85%
+2024-03-31 21:10:46 INFO test: loss: nan - UP: 71.82% UR: 58.44% UF: 64.44% P: 67.24% R: 54.71% F: 60.33%
+2024-03-31 21:10:46 INFO 0:00:02.352304s elapsed
+
+2024-03-31 21:10:46 INFO Epoch 27 / 5000:
+2024-03-31 21:10:48 INFO lr: 4.9730e-05 - loss: 0.0114 - UP: 95.84% UR: 93.17% UF: 94.48% P: 95.42% R: 92.76% F: 94.07%
+2024-03-31 21:10:48 INFO dev:  loss: nan - UP: 72.16% UR: 53.56% UF: 61.48% P: 67.66% R: 50.22% F: 57.65%
+2024-03-31 21:10:49 INFO test: loss: nan - UP: 70.69% UR: 58.86% UF: 64.24% P: 66.72% R: 55.56% F: 60.63%
+2024-03-31 21:10:49 INFO 0:00:02.283906s elapsed
+
+2024-03-31 21:10:49 INFO Epoch 28 / 5000:
+2024-03-31 21:10:50 INFO lr: 4.9720e-05 - loss: 0.0025 - UP: 96.49% UR: 94.67% UF: 95.57% P: 96.36% R: 94.55% F: 95.44%
+2024-03-31 21:10:51 INFO dev:  loss: nan - UP: 71.26% UR: 54.00% UF: 61.44% P: 67.16% R: 50.89% F: 57.90%
+2024-03-31 21:10:51 INFO test: loss: nan - UP: 70.19% UR: 58.44% UF: 63.78% P: 67.15% R: 55.91% F: 61.01%
+2024-03-31 21:10:51 INFO 0:00:02.273440s elapsed
+
+2024-03-31 21:10:51 INFO Epoch 29 / 5000:
+2024-03-31 21:10:53 INFO lr: 4.9710e-05 - loss: 0.0005 - UP: 97.46% UR: 95.05% UF: 96.24% P: 97.14% R: 94.73% F: 95.92%
+2024-03-31 21:10:53 INFO dev:  loss: nan - UP: 72.19% UR: 48.44% UF: 57.98% P: 67.22% R: 45.11% F: 53.99%
+2024-03-31 21:10:53 INFO test: loss: nan - UP: 72.84% UR: 55.84% UF: 63.22% P: 69.27% R: 53.09% F: 60.11%
+2024-03-31 21:10:53 INFO 0:00:02.341041s elapsed
+
+2024-03-31 21:10:53 INFO Epoch 30 / 5000:
+2024-03-31 21:10:55 INFO lr: 4.9700e-05 - loss: 0.0100 - UP: 97.62% UR: 93.92% UF: 95.73% P: 97.36% R: 93.67% F: 95.48%
+2024-03-31 21:10:55 INFO dev:  loss: nan - UP: 72.88% UR: 49.56% UF: 58.99% P: 69.93% R: 47.56% F: 56.61%
+2024-03-31 21:10:56 INFO test: loss: nan - UP: 70.24% UR: 55.27% UF: 61.87% P: 66.04% R: 51.97% F: 58.17%
+2024-03-31 21:10:56 INFO 0:00:02.367034s elapsed
+
+2024-03-31 21:10:56 INFO Epoch 31 / 5000:
+2024-03-31 21:10:57 INFO lr: 4.9690e-05 - loss: 0.0288 - UP: 94.44% UR: 91.03% UF: 92.71% P: 93.76% R: 90.38% F: 92.04%
+2024-03-31 21:10:58 INFO dev:  loss: nan - UP: 76.05% UR: 44.44% UF: 56.10% P: 70.34% R: 41.11% F: 51.89%
+2024-03-31 21:10:58 INFO test: loss: nan - UP: 76.14% UR: 49.16% UF: 59.74% P: 73.20% R: 47.26% F: 57.44%
+2024-03-31 21:10:58 INFO 0:00:02.301935s elapsed
+
+2024-03-31 21:10:58 INFO Epoch 32 / 5000:
+2024-03-31 21:11:00 INFO lr: 4.9680e-05 - loss: 0.0083 - UP: 95.54% UR: 91.25% UF: 93.35% P: 94.06% R: 89.84% F: 91.90%
+2024-03-31 21:11:00 INFO dev:  loss: nan - UP: 74.48% UR: 39.56% UF: 51.67% P: 69.04% R: 36.67% F: 47.90%
+2024-03-31 21:11:00 INFO test: loss: nan - UP: 80.09% UR: 48.66% UF: 60.54% P: 75.69% R: 45.99% F: 57.22%
+2024-03-31 21:11:00 INFO 0:00:02.346785s elapsed
+
+2024-03-31 21:11:00 INFO Epoch 33 / 5000:
+2024-03-31 21:11:02 INFO lr: 4.9670e-05 - loss: 0.0032 - UP: 90.63% UR: 90.66% UF: 90.64% P: 89.88% R: 89.91% F: 89.89%
+2024-03-31 21:11:02 INFO dev:  loss: nan - UP: 71.09% UR: 46.44% UF: 56.18% P: 66.67% R: 43.56% F: 52.69%
+2024-03-31 21:11:02 INFO test: loss: nan - UP: 70.71% UR: 54.50% UF: 61.56% P: 67.15% R: 51.76% F: 58.46%
+2024-03-31 21:11:02 INFO 0:00:02.292674s elapsed
+
+2024-03-31 21:11:02 INFO Epoch 34 / 5000:
+2024-03-31 21:11:04 INFO lr: 4.9660e-05 - loss: 0.0205 - UP: 95.73% UR: 92.07% UF: 93.86% P: 95.57% R: 91.91% F: 93.70%
+2024-03-31 21:11:04 INFO dev:  loss: nan - UP: 64.39% UR: 56.67% UF: 60.28% P: 60.10% R: 52.89% F: 56.26%
+2024-03-31 21:11:05 INFO test: loss: nan - UP: 64.49% UR: 62.45% UF: 63.45% P: 61.15% R: 59.21% F: 60.16%
+2024-03-31 21:11:05 INFO 0:00:02.275308s elapsed
+
+2024-03-31 21:11:05 INFO Epoch 35 / 5000:
+2024-03-31 21:11:07 INFO lr: 4.9650e-05 - loss: 0.0086 - UP: 97.20% UR: 93.57% UF: 95.35% P: 97.10% R: 93.48% F: 95.26%
+2024-03-31 21:11:07 INFO dev:  loss: nan - UP: 72.27% UR: 51.56% UF: 60.18% P: 69.16% R: 49.33% F: 57.59%
+2024-03-31 21:11:07 INFO test: loss: nan - UP: 71.57% UR: 57.88% UF: 64.00% P: 68.00% R: 54.99% F: 60.81%
+2024-03-31 21:11:07 INFO 0:00:02.347136s elapsed
+
+2024-03-31 21:11:07 INFO Epoch 36 / 5000:
+2024-03-31 21:11:09 INFO lr: 4.9640e-05 - loss: 0.0042 - UP: 96.56% UR: 95.14% UF: 95.85% P: 96.44% R: 95.02% F: 95.72%
+2024-03-31 21:11:09 INFO dev:  loss: nan - UP: 68.17% UR: 53.78% UF: 60.12% P: 64.79% R: 51.11% F: 57.14%
+2024-03-31 21:11:09 INFO test: loss: nan - UP: 66.92% UR: 60.90% UF: 63.77% P: 63.76% R: 58.02% F: 60.75%
+2024-03-31 21:11:09 INFO 0:00:02.320217s elapsed
+
+2024-03-31 21:11:09 INFO Epoch 37 / 5000:
+2024-03-31 21:11:11 INFO lr: 4.9630e-05 - loss: 0.0009 - UP: 97.63% UR: 95.74% UF: 96.68% P: 97.54% R: 95.64% F: 96.58%
+2024-03-31 21:11:11 INFO dev:  loss: nan - UP: 73.42% UR: 49.11% UF: 58.85% P: 70.10% R: 46.89% F: 56.19%
+2024-03-31 21:11:12 INFO test: loss: nan - UP: 71.08% UR: 56.68% UF: 63.07% P: 67.11% R: 53.52% F: 59.55%
+2024-03-31 21:11:12 INFO 0:00:02.302906s elapsed
+
+2024-03-31 21:11:12 INFO Epoch 38 / 5000:
+2024-03-31 21:11:13 INFO lr: 4.9620e-05 - loss: 0.0145 - UP: 98.02% UR: 94.89% UF: 96.43% P: 97.90% R: 94.76% F: 96.30%
+2024-03-31 21:11:14 INFO dev:  loss: nan - UP: 69.52% UR: 57.78% UF: 63.11% P: 66.58% R: 55.33% F: 60.44%
+2024-03-31 21:11:14 INFO test: loss: nan - UP: 67.17% UR: 62.59% UF: 64.80% P: 64.00% R: 59.63% F: 61.74%
+2024-03-31 21:11:17 INFO 0:00:02.319938s elapsed (saved)
+
+2024-03-31 21:11:17 INFO Epoch 39 / 5000:
+2024-03-31 21:11:19 INFO lr: 4.9610e-05 - loss: 0.0010 - UP: 98.26% UR: 95.77% UF: 97.00% P: 98.07% R: 95.58% F: 96.81%
+2024-03-31 21:11:19 INFO dev:  loss: nan - UP: 72.00% UR: 52.00% UF: 60.39% P: 68.92% R: 49.78% F: 57.81%
+2024-03-31 21:11:19 INFO test: loss: nan - UP: 72.44% UR: 59.14% UF: 65.12% P: 68.73% R: 56.12% F: 61.79%
+2024-03-31 21:11:19 INFO 0:00:02.360122s elapsed
+
+2024-03-31 21:11:19 INFO Epoch 40 / 5000:
+2024-03-31 21:11:21 INFO lr: 4.9600e-05 - loss: 0.0014 - UP: 98.47% UR: 97.08% UF: 97.77% P: 98.38% R: 96.99% F: 97.68%
+2024-03-31 21:11:21 INFO dev:  loss: nan - UP: 74.27% UR: 50.67% UF: 60.24% P: 71.66% R: 48.89% F: 58.12%
+2024-03-31 21:11:22 INFO test: loss: nan - UP: 73.83% UR: 56.75% UF: 64.17% P: 69.99% R: 53.80% F: 60.83%
+2024-03-31 21:11:22 INFO 0:00:02.308636s elapsed
+
+2024-03-31 21:11:22 INFO Epoch 41 / 5000:
+2024-03-31 21:11:23 INFO lr: 4.9590e-05 - loss: 0.0018 - UP: 98.55% UR: 95.92% UF: 97.22% P: 98.42% R: 95.80% F: 97.09%
+2024-03-31 21:11:24 INFO dev:  loss: nan - UP: 76.67% UR: 51.11% UF: 61.33% P: 73.67% R: 49.11% F: 58.93%
+2024-03-31 21:11:24 INFO test: loss: nan - UP: 72.24% UR: 58.02% UF: 64.35% P: 68.65% R: 55.13% F: 61.15%
+2024-03-31 21:11:24 INFO 0:00:02.318948s elapsed
+
+2024-03-31 21:11:24 INFO Epoch 42 / 5000:
+2024-03-31 21:11:26 INFO lr: 4.9580e-05 - loss: 0.0001 - UP: 98.79% UR: 97.30% UF: 98.04% P: 98.57% R: 97.08% F: 97.82%
+2024-03-31 21:11:26 INFO dev:  loss: nan - UP: 71.91% UR: 56.89% UF: 63.52% P: 66.29% R: 52.44% F: 58.56%
+2024-03-31 21:11:26 INFO test: loss: nan - UP: 69.03% UR: 60.97% UF: 64.75% P: 65.05% R: 57.45% F: 61.02%
+2024-03-31 21:11:26 INFO 0:00:02.295040s elapsed
+
+2024-03-31 21:11:26 INFO Epoch 43 / 5000:
+2024-03-31 21:11:28 INFO lr: 4.9570e-05 - loss: 0.0066 - UP: 98.89% UR: 97.49% UF: 98.18% P: 98.82% R: 97.43% F: 98.12%
+2024-03-31 21:11:28 INFO dev:  loss: nan - UP: 70.64% UR: 56.67% UF: 62.89% P: 66.76% R: 53.56% F: 59.43%
+2024-03-31 21:11:29 INFO test: loss: nan - UP: 67.74% UR: 62.03% UF: 64.76% P: 64.90% R: 59.42% F: 62.04%
+2024-03-31 21:11:29 INFO 0:00:02.341219s elapsed
+
+2024-03-31 21:11:29 INFO Epoch 44 / 5000:
+2024-03-31 21:11:30 INFO lr: 4.9560e-05 - loss: 0.0010 - UP: 98.83% UR: 97.87% UF: 98.35% P: 98.77% R: 97.81% F: 98.28%
+2024-03-31 21:11:31 INFO dev:  loss: nan - UP: 72.91% UR: 56.22% UF: 63.49% P: 68.88% R: 53.11% F: 59.97%
+2024-03-31 21:11:31 INFO test: loss: nan - UP: 69.05% UR: 60.55% UF: 64.52% P: 65.68% R: 57.59% F: 61.37%
+2024-03-31 21:11:31 INFO 0:00:02.299817s elapsed
+
+2024-03-31 21:11:31 INFO Epoch 45 / 5000:
+2024-03-31 21:11:33 INFO lr: 4.9550e-05 - loss: 0.0001 - UP: 99.40% UR: 97.90% UF: 98.64% P: 99.33% R: 97.84% F: 98.58%
+2024-03-31 21:11:33 INFO dev:  loss: nan - UP: 74.62% UR: 54.89% UF: 63.25% P: 71.00% R: 52.22% F: 60.18%
+2024-03-31 21:11:33 INFO test: loss: nan - UP: 72.78% UR: 58.86% UF: 65.09% P: 69.13% R: 55.91% F: 61.82%
+2024-03-31 21:11:33 INFO 0:00:02.352061s elapsed
+
+2024-03-31 21:11:33 INFO Epoch 46 / 5000:
+2024-03-31 21:11:35 INFO lr: 4.9540e-05 - loss: 0.0068 - UP: 98.68% UR: 98.75% UF: 98.72% P: 98.59% R: 98.65% F: 98.62%
+2024-03-31 21:11:35 INFO dev:  loss: nan - UP: 75.08% UR: 52.89% UF: 62.06% P: 71.61% R: 50.44% F: 59.19%
+2024-03-31 21:11:36 INFO test: loss: nan - UP: 73.45% UR: 59.14% UF: 65.52% P: 69.96% R: 56.33% F: 62.41%
+2024-03-31 21:11:36 INFO 0:00:02.422722s elapsed
+
+2024-03-31 21:11:36 INFO Epoch 47 / 5000:
+2024-03-31 21:11:38 INFO lr: 4.9530e-05 - loss: 0.0001 - UP: 99.24% UR: 98.03% UF: 98.63% P: 99.21% R: 97.99% F: 98.60%
+2024-03-31 21:11:38 INFO dev:  loss: nan - UP: 72.97% UR: 54.00% UF: 62.07% P: 69.07% R: 51.11% F: 58.75%
+2024-03-31 21:11:38 INFO test: loss: nan - UP: 69.04% UR: 60.69% UF: 64.60% P: 65.60% R: 57.67% F: 61.38%
+2024-03-31 21:11:38 INFO 0:00:02.429451s elapsed
+
+2024-03-31 21:11:38 INFO Epoch 48 / 5000:
+2024-03-31 21:11:40 INFO lr: 4.9520e-05 - loss: 0.0000 - UP: 99.27% UR: 98.71% UF: 98.99% P: 99.21% R: 98.65% F: 98.93%
+2024-03-31 21:11:40 INFO dev:  loss: nan - UP: 74.77% UR: 54.67% UF: 63.16% P: 71.43% R: 52.22% F: 60.33%
+2024-03-31 21:11:41 INFO test: loss: nan - UP: 70.54% UR: 59.77% UF: 64.71% P: 67.30% R: 57.03% F: 61.74%
+2024-03-31 21:11:41 INFO 0:00:02.443501s elapsed
+
+2024-03-31 21:11:41 INFO Epoch 49 / 5000:
+2024-03-31 21:11:42 INFO lr: 4.9510e-05 - loss: 0.0004 - UP: 99.12% UR: 99.03% UF: 99.07% P: 99.06% R: 98.97% F: 99.01%
+2024-03-31 21:11:43 INFO dev:  loss: nan - UP: 74.40% UR: 54.89% UF: 63.17% P: 71.08% R: 52.44% F: 60.36%
+2024-03-31 21:11:43 INFO test: loss: nan - UP: 70.81% UR: 60.55% UF: 65.28% P: 67.60% R: 57.81% F: 62.32%
+2024-03-31 21:11:43 INFO 0:00:02.443092s elapsed
+
+2024-03-31 21:11:43 INFO Epoch 50 / 5000:
+2024-03-31 21:11:45 INFO lr: 4.9500e-05 - loss: 0.0011 - UP: 99.31% UR: 98.93% UF: 99.12% P: 99.24% R: 98.87% F: 99.06%
+2024-03-31 21:11:45 INFO dev:  loss: nan - UP: 77.89% UR: 49.33% UF: 60.41% P: 74.39% R: 47.11% F: 57.69%
+2024-03-31 21:11:45 INFO test: loss: nan - UP: 75.82% UR: 57.10% UF: 65.14% P: 72.36% R: 54.50% F: 62.17%
+2024-03-31 21:11:45 INFO 0:00:02.432446s elapsed
+
+2024-03-31 21:11:45 INFO Epoch 51 / 5000:
+2024-03-31 21:11:47 INFO lr: 4.9490e-05 - loss: 0.0007 - UP: 99.27% UR: 98.34% UF: 98.80% P: 99.24% R: 98.31% F: 98.77%
+2024-03-31 21:11:48 INFO dev:  loss: nan - UP: 75.86% UR: 53.78% UF: 62.94% P: 71.79% R: 50.89% F: 59.56%
+2024-03-31 21:11:48 INFO test: loss: nan - UP: 71.91% UR: 60.13% UF: 65.49% P: 68.29% R: 57.10% F: 62.20%
+2024-03-31 21:11:48 INFO 0:00:02.454964s elapsed
+
+2024-03-31 21:11:48 INFO Epoch 52 / 5000:
+2024-03-31 21:11:50 INFO lr: 4.9480e-05 - loss: 0.0027 - UP: 99.24% UR: 98.75% UF: 98.99% P: 99.18% R: 98.68% F: 98.93%
+2024-03-31 21:11:50 INFO dev:  loss: nan - UP: 71.35% UR: 57.56% UF: 63.71% P: 66.94% R: 54.00% F: 59.78%
+2024-03-31 21:11:50 INFO test: loss: nan - UP: 70.16% UR: 60.69% UF: 65.08% P: 66.50% R: 57.52% F: 61.69%
+2024-03-31 21:11:50 INFO 0:00:02.413625s elapsed
+
+2024-03-31 21:11:50 INFO Epoch 53 / 5000:
+2024-03-31 21:11:52 INFO lr: 4.9470e-05 - loss: 0.0017 - UP: 99.15% UR: 98.46% UF: 98.80% P: 99.05% R: 98.37% F: 98.71%
+2024-03-31 21:11:52 INFO dev:  loss: nan - UP: 72.58% UR: 58.22% UF: 64.61% P: 68.14% R: 54.67% F: 60.67%
+2024-03-31 21:11:53 INFO test: loss: nan - UP: 69.37% UR: 61.46% UF: 65.18% P: 66.03% R: 58.51% F: 62.04%
+2024-03-31 21:11:56 INFO 0:00:02.417463s elapsed (saved)
+
+2024-03-31 21:11:56 INFO Epoch 54 / 5000:
+2024-03-31 21:11:57 INFO lr: 4.9460e-05 - loss: 0.0001 - UP: 99.34% UR: 98.43% UF: 98.88% P: 99.27% R: 98.37% F: 98.82%
+2024-03-31 21:11:58 INFO dev:  loss: nan - UP: 71.88% UR: 60.22% UF: 65.54% P: 66.31% R: 55.56% F: 60.46%
+2024-03-31 21:11:58 INFO test: loss: nan - UP: 68.36% UR: 62.59% UF: 65.35% P: 65.05% R: 59.56% F: 62.19%
+2024-03-31 21:11:58 INFO 0:00:02.430444s elapsed
+
+2024-03-31 21:11:58 INFO Epoch 55 / 5000:
+2024-03-31 21:12:00 INFO lr: 4.9450e-05 - loss: 0.0016 - UP: 99.05% UR: 98.56% UF: 98.81% P: 99.02% R: 98.53% F: 98.77%
+2024-03-31 21:12:00 INFO dev:  loss: nan - UP: 72.31% UR: 52.22% UF: 60.65% P: 68.00% R: 49.11% F: 57.03%
+2024-03-31 21:12:00 INFO test: loss: nan - UP: 73.16% UR: 58.65% UF: 65.11% P: 69.30% R: 55.56% F: 61.67%
+2024-03-31 21:12:00 INFO 0:00:02.395997s elapsed
+
+2024-03-31 21:12:00 INFO Epoch 56 / 5000:
+2024-03-31 21:12:02 INFO lr: 4.9440e-05 - loss: 0.0055 - UP: 99.27% UR: 98.12% UF: 98.69% P: 99.21% R: 98.06% F: 98.63%
+2024-03-31 21:12:02 INFO dev:  loss: nan - UP: 70.00% UR: 59.11% UF: 64.10% P: 65.26% R: 55.11% F: 59.76%
+2024-03-31 21:12:03 INFO test: loss: nan - UP: 68.06% UR: 62.03% UF: 64.90% P: 64.66% R: 58.93% F: 61.66%
+2024-03-31 21:12:03 INFO 0:00:02.354627s elapsed
+
+2024-03-31 21:12:03 INFO Epoch 57 / 5000:
+2024-03-31 21:12:05 INFO lr: 4.9430e-05 - loss: 0.0004 - UP: 98.27% UR: 98.06% UF: 98.16% P: 98.15% R: 97.93% F: 98.04%
+2024-03-31 21:12:05 INFO dev:  loss: nan - UP: 70.72% UR: 56.89% UF: 63.05% P: 67.13% R: 54.00% F: 59.85%
+2024-03-31 21:12:05 INFO test: loss: nan - UP: 72.14% UR: 61.18% UF: 66.21% P: 68.66% R: 58.23% F: 63.01%
+2024-03-31 21:12:05 INFO 0:00:02.321043s elapsed
+
+2024-03-31 21:12:05 INFO Epoch 58 / 5000:
+2024-03-31 21:12:07 INFO lr: 4.9420e-05 - loss: 0.0000 - UP: 98.93% UR: 98.40% UF: 98.66% P: 98.80% R: 98.28% F: 98.54%
+2024-03-31 21:12:07 INFO dev:  loss: nan - UP: 68.98% UR: 55.33% UF: 61.41% P: 65.10% R: 52.22% F: 57.95%
+2024-03-31 21:12:07 INFO test: loss: nan - UP: 72.15% UR: 61.04% UF: 66.13% P: 68.33% R: 57.81% F: 62.63%
+2024-03-31 21:12:07 INFO 0:00:02.280645s elapsed
+
+2024-03-31 21:12:07 INFO Epoch 59 / 5000:
+2024-03-31 21:12:09 INFO lr: 4.9410e-05 - loss: 0.0043 - UP: 98.93% UR: 98.71% UF: 98.82% P: 98.84% R: 98.62% F: 98.73%
+2024-03-31 21:12:09 INFO dev:  loss: nan - UP: 71.47% UR: 55.11% UF: 62.23% P: 67.44% R: 52.00% F: 58.72%
+2024-03-31 21:12:10 INFO test: loss: nan - UP: 72.17% UR: 59.99% UF: 65.51% P: 68.36% R: 56.82% F: 62.06%
+2024-03-31 21:12:10 INFO 0:00:02.334271s elapsed
+
+2024-03-31 21:12:10 INFO Epoch 60 / 5000:
+2024-03-31 21:12:12 INFO lr: 4.9400e-05 - loss: 0.0066 - UP: 99.30% UR: 98.31% UF: 98.80% P: 99.27% R: 98.28% F: 98.77%
+2024-03-31 21:12:12 INFO dev:  loss: nan - UP: 71.16% UR: 58.67% UF: 64.31% P: 66.31% R: 54.67% F: 59.93%
+2024-03-31 21:12:12 INFO test: loss: nan - UP: 69.78% UR: 60.41% UF: 64.76% P: 66.13% R: 57.24% F: 61.36%
+2024-03-31 21:12:12 INFO 0:00:02.394600s elapsed
+
+2024-03-31 21:12:12 INFO Epoch 61 / 5000:
+2024-03-31 21:12:14 INFO lr: 4.9390e-05 - loss: 0.0002 - UP: 98.79% UR: 97.65% UF: 98.22% P: 98.70% R: 97.55% F: 98.12%
+2024-03-31 21:12:14 INFO dev:  loss: nan - UP: 74.00% UR: 49.33% UF: 59.20% P: 69.33% R: 46.22% F: 55.47%
+2024-03-31 21:12:15 INFO test: loss: nan - UP: 75.77% UR: 57.17% UF: 65.17% P: 72.51% R: 54.71% F: 62.36%
+2024-03-31 21:12:15 INFO 0:00:02.409402s elapsed
+
+2024-03-31 21:12:15 INFO Epoch 62 / 5000:
+2024-03-31 21:12:16 INFO lr: 4.9380e-05 - loss: 0.0001 - UP: 98.90% UR: 98.56% UF: 98.73% P: 98.84% R: 98.50% F: 98.67%
+2024-03-31 21:12:17 INFO dev:  loss: nan - UP: 72.70% UR: 52.67% UF: 61.08% P: 67.18% R: 48.67% F: 56.44%
+2024-03-31 21:12:17 INFO test: loss: nan - UP: 73.19% UR: 59.14% UF: 65.42% P: 69.80% R: 56.40% F: 62.39%
+2024-03-31 21:12:17 INFO 0:00:02.438569s elapsed
+
+2024-03-31 21:12:17 INFO Epoch 63 / 5000:
+2024-03-31 21:12:19 INFO lr: 4.9370e-05 - loss: 0.0001 - UP: 99.00% UR: 98.87% UF: 98.93% P: 98.90% R: 98.78% F: 98.84%
+2024-03-31 21:12:19 INFO dev:  loss: nan - UP: 71.55% UR: 54.22% UF: 61.69% P: 66.57% R: 50.44% F: 57.40%
+2024-03-31 21:12:19 INFO test: loss: nan - UP: 72.97% UR: 60.55% UF: 66.18% P: 69.32% R: 57.52% F: 62.87%
+2024-03-31 21:12:19 INFO 0:00:02.423179s elapsed
+
+2024-03-31 21:12:19 INFO Epoch 64 / 5000:
+2024-03-31 21:12:21 INFO lr: 4.9360e-05 - loss: 0.0003 - UP: 99.43% UR: 98.90% UF: 99.17% P: 99.40% R: 98.87% F: 99.14%
+2024-03-31 21:12:22 INFO dev:  loss: nan - UP: 75.24% UR: 52.00% UF: 61.50% P: 70.42% R: 48.67% F: 57.56%
+2024-03-31 21:12:22 INFO test: loss: nan - UP: 75.25% UR: 57.74% UF: 65.34% P: 71.95% R: 55.20% F: 62.48%
+2024-03-31 21:12:22 INFO 0:00:02.443286s elapsed
+
+2024-03-31 21:12:22 INFO Epoch 65 / 5000:
+2024-03-31 21:12:24 INFO lr: 4.9350e-05 - loss: 0.0001 - UP: 99.34% UR: 99.03% UF: 99.18% P: 99.28% R: 98.97% F: 99.12%
+2024-03-31 21:12:24 INFO dev:  loss: nan - UP: 74.61% UR: 53.56% UF: 62.35% P: 69.35% R: 49.78% F: 57.96%
+2024-03-31 21:12:24 INFO test: loss: nan - UP: 74.76% UR: 59.35% UF: 66.17% P: 71.48% R: 56.75% F: 63.27%
+2024-03-31 21:12:24 INFO 0:00:02.410881s elapsed
+
+2024-03-31 21:12:24 INFO Epoch 66 / 5000:
+2024-03-31 21:12:26 INFO lr: 4.9340e-05 - loss: 0.0025 - UP: 99.37% UR: 99.37% UF: 99.37% P: 99.31% R: 99.31% F: 99.31%
+2024-03-31 21:12:26 INFO dev:  loss: nan - UP: 75.00% UR: 54.67% UF: 63.24% P: 69.82% R: 50.89% F: 58.87%
+2024-03-31 21:12:27 INFO test: loss: nan - UP: 74.33% UR: 60.06% UF: 66.43% P: 70.93% R: 57.31% F: 63.40%
+2024-03-31 21:12:27 INFO 0:00:02.442571s elapsed
+
+2024-03-31 21:12:27 INFO Epoch 67 / 5000:
+2024-03-31 21:12:29 INFO lr: 4.9330e-05 - loss: 0.0001 - UP: 99.47% UR: 99.31% UF: 99.39% P: 99.40% R: 99.25% F: 99.33%
+2024-03-31 21:12:29 INFO dev:  loss: nan - UP: 75.30% UR: 54.89% UF: 63.50% P: 69.82% R: 50.89% F: 58.87%
+2024-03-31 21:12:29 INFO test: loss: nan - UP: 74.47% UR: 59.28% UF: 66.01% P: 71.11% R: 56.61% F: 63.04%
+2024-03-31 21:12:29 INFO 0:00:02.441000s elapsed
+
+2024-03-31 21:12:29 INFO Epoch 68 / 5000:
+2024-03-31 21:12:31 INFO lr: 4.9320e-05 - loss: 0.0004 - UP: 99.40% UR: 99.40% UF: 99.40% P: 99.37% R: 99.37% F: 99.37%
+2024-03-31 21:12:31 INFO dev:  loss: nan - UP: 74.77% UR: 54.00% UF: 62.71% P: 69.85% R: 50.44% F: 58.58%
+2024-03-31 21:12:32 INFO test: loss: nan - UP: 74.62% UR: 59.35% UF: 66.12% P: 71.35% R: 56.75% F: 63.22%
+2024-03-31 21:12:32 INFO 0:00:02.433484s elapsed
+
+2024-03-31 21:12:32 INFO Epoch 69 / 5000:
+2024-03-31 21:12:33 INFO lr: 4.9310e-05 - loss: 0.0001 - UP: 99.84% UR: 99.37% UF: 99.61% P: 99.78% R: 99.31% F: 99.54%
+2024-03-31 21:12:34 INFO dev:  loss: nan - UP: 73.10% UR: 55.56% UF: 63.13% P: 69.30% R: 52.67% F: 59.85%
+2024-03-31 21:12:34 INFO test: loss: nan - UP: 71.84% UR: 61.18% UF: 66.08% P: 68.54% R: 58.37% F: 63.05%
+2024-03-31 21:12:34 INFO 0:00:02.426141s elapsed
+
+2024-03-31 21:12:34 INFO Epoch 70 / 5000:
+2024-03-31 21:12:36 INFO lr: 4.9300e-05 - loss: 0.0004 - UP: 99.22% UR: 99.37% UF: 99.30% P: 99.22% R: 99.37% F: 99.30%
+2024-03-31 21:12:36 INFO dev:  loss: nan - UP: 72.86% UR: 54.89% UF: 62.61% P: 68.14% R: 51.33% F: 58.56%
+2024-03-31 21:12:36 INFO test: loss: nan - UP: 73.62% UR: 60.83% UF: 66.62% P: 70.21% R: 58.02% F: 63.53%
+2024-03-31 21:12:36 INFO 0:00:02.472577s elapsed
+
+2024-03-31 21:12:36 INFO Epoch 71 / 5000:
+2024-03-31 21:12:38 INFO lr: 4.9290e-05 - loss: 0.0017 - UP: 99.62% UR: 99.25% UF: 99.43% P: 99.34% R: 98.97% F: 99.15%
+2024-03-31 21:12:39 INFO dev:  loss: nan - UP: 72.13% UR: 55.78% UF: 62.91% P: 67.53% R: 52.22% F: 58.90%
+2024-03-31 21:12:39 INFO test: loss: nan - UP: 72.65% UR: 60.90% UF: 66.26% P: 69.21% R: 58.02% F: 63.12%
+2024-03-31 21:12:39 INFO 0:00:02.426462s elapsed
+
+2024-03-31 21:12:39 INFO Epoch 72 / 5000:
+2024-03-31 21:12:41 INFO lr: 4.9280e-05 - loss: 0.0016 - UP: 99.59% UR: 99.50% UF: 99.55% P: 99.44% R: 99.34% F: 99.39%
+2024-03-31 21:12:41 INFO dev:  loss: nan - UP: 70.08% UR: 57.78% UF: 63.34% P: 66.04% R: 54.44% F: 59.68%
+2024-03-31 21:12:41 INFO test: loss: nan - UP: 69.61% UR: 63.29% UF: 66.30% P: 66.90% R: 60.83% F: 63.72%
+2024-03-31 21:12:41 INFO 0:00:02.458943s elapsed
+
+2024-03-31 21:12:41 INFO Epoch 73 / 5000:
+2024-03-31 21:12:43 INFO lr: 4.9270e-05 - loss: 0.0003 - UP: 99.65% UR: 99.28% UF: 99.47% P: 99.43% R: 99.06% F: 99.25%
+2024-03-31 21:12:43 INFO dev:  loss: nan - UP: 72.56% UR: 52.89% UF: 61.18% P: 69.21% R: 50.44% F: 58.35%
+2024-03-31 21:12:44 INFO test: loss: nan - UP: 72.88% UR: 59.92% UF: 65.77% P: 69.80% R: 57.38% F: 62.99%
+2024-03-31 21:12:44 INFO 0:00:02.426434s elapsed
+
+2024-03-31 21:12:44 INFO Epoch 74 / 5000:
+2024-03-31 21:12:46 INFO lr: 4.9260e-05 - loss: 0.0001 - UP: 99.72% UR: 99.25% UF: 99.48% P: 99.62% R: 99.15% F: 99.39%
+2024-03-31 21:12:46 INFO dev:  loss: nan - UP: 72.53% UR: 52.22% UF: 60.72% P: 66.67% R: 48.00% F: 55.81%
+2024-03-31 21:12:46 INFO test: loss: nan - UP: 73.48% UR: 60.41% UF: 66.31% P: 70.06% R: 57.59% F: 63.22%
+2024-03-31 21:12:46 INFO 0:00:02.436173s elapsed
+
+2024-03-31 21:12:46 INFO Epoch 75 / 5000:
+2024-03-31 21:12:48 INFO lr: 4.9250e-05 - loss: 0.0001 - UP: 98.90% UR: 99.00% UF: 98.95% P: 98.81% R: 98.90% F: 98.86%
+2024-03-31 21:12:48 INFO dev:  loss: nan - UP: 73.60% UR: 52.67% UF: 61.40% P: 68.01% R: 48.67% F: 56.74%
+2024-03-31 21:12:49 INFO test: loss: nan - UP: 72.69% UR: 56.89% UF: 63.83% P: 69.18% R: 54.15% F: 60.75%
+2024-03-31 21:12:49 INFO 0:00:02.465024s elapsed
+
+2024-03-31 21:12:49 INFO Epoch 76 / 5000:
+2024-03-31 21:12:50 INFO lr: 4.9240e-05 - loss: 0.0002 - UP: 99.75% UR: 98.93% UF: 99.34% P: 99.65% R: 98.84% F: 99.24%
+2024-03-31 21:12:51 INFO dev:  loss: nan - UP: 72.06% UR: 54.44% UF: 62.03% P: 66.76% R: 50.44% F: 57.47%
+2024-03-31 21:12:51 INFO test: loss: nan - UP: 72.63% UR: 60.27% UF: 65.87% P: 69.24% R: 57.45% F: 62.80%
+2024-03-31 21:12:51 INFO 0:00:02.328218s elapsed
+
+2024-03-31 21:12:51 INFO Epoch 77 / 5000:
+2024-03-31 21:12:53 INFO lr: 4.9230e-05 - loss: 0.0007 - UP: 99.02% UR: 98.15% UF: 98.58% P: 98.96% R: 98.09% F: 98.52%
+2024-03-31 21:12:53 INFO dev:  loss: nan - UP: 72.93% UR: 50.89% UF: 59.95% P: 67.20% R: 46.89% F: 55.24%
+2024-03-31 21:12:53 INFO test: loss: nan - UP: 72.27% UR: 58.65% UF: 64.75% P: 69.15% R: 56.12% F: 61.96%
+2024-03-31 21:12:53 INFO 0:00:02.290218s elapsed
+
+2024-03-31 21:12:53 INFO Epoch 78 / 5000:
+2024-03-31 21:12:55 INFO lr: 4.9220e-05 - loss: 0.0021 - UP: 99.24% UR: 98.40% UF: 98.82% P: 99.21% R: 98.37% F: 98.79%
+2024-03-31 21:12:55 INFO dev:  loss: nan - UP: 64.65% UR: 64.22% UF: 64.44% P: 58.17% R: 57.78% F: 57.97%
+2024-03-31 21:12:56 INFO test: loss: nan - UP: 65.76% UR: 64.56% UF: 65.15% P: 62.39% R: 61.25% F: 61.82%
+2024-03-31 21:12:56 INFO 0:00:02.453593s elapsed
+
+2024-03-31 21:12:56 INFO Epoch 79 / 5000:
+2024-03-31 21:12:58 INFO lr: 4.9210e-05 - loss: 0.0138 - UP: 98.49% UR: 98.12% UF: 98.30% P: 98.43% R: 98.06% F: 98.24%
+2024-03-31 21:12:58 INFO dev:  loss: nan - UP: 69.57% UR: 56.89% UF: 62.59% P: 64.67% R: 52.89% F: 58.19%
+2024-03-31 21:12:58 INFO test: loss: nan - UP: 70.86% UR: 60.20% UF: 65.10% P: 68.13% R: 57.88% F: 62.59%
+2024-03-31 21:12:58 INFO 0:00:02.477066s elapsed
+
+2024-03-31 21:12:58 INFO Epoch 80 / 5000:
+2024-03-31 21:13:00 INFO lr: 4.9200e-05 - loss: 0.0065 - UP: 97.62% UR: 96.30% UF: 96.95% P: 97.49% R: 96.18% F: 96.83%
+2024-03-31 21:13:00 INFO dev:  loss: nan - UP: 67.78% UR: 58.44% UF: 62.77% P: 63.14% R: 54.44% F: 58.47%
+2024-03-31 21:13:01 INFO test: loss: nan - UP: 68.75% UR: 62.52% UF: 65.49% P: 65.35% R: 59.42% F: 62.25%
+2024-03-31 21:13:01 INFO 0:00:02.430727s elapsed
+
+2024-03-31 21:13:01 INFO Epoch 81 / 5000:
+2024-03-31 21:13:03 INFO lr: 4.9190e-05 - loss: 0.0014 - UP: 98.31% UR: 96.71% UF: 97.50% P: 98.25% R: 96.65% F: 97.44%
+2024-03-31 21:13:03 INFO dev:  loss: nan - UP: 70.28% UR: 50.44% UF: 58.73% P: 65.02% R: 46.67% F: 54.33%
+2024-03-31 21:13:03 INFO test: loss: nan - UP: 72.36% UR: 57.45% UF: 64.05% P: 68.56% R: 54.43% F: 60.68%
+2024-03-31 21:13:03 INFO 0:00:02.444049s elapsed
+
+2024-03-31 21:13:03 INFO Epoch 82 / 5000:
+2024-03-31 21:13:05 INFO lr: 4.9180e-05 - loss: 0.0059 - UP: 96.45% UR: 94.61% UF: 95.52% P: 96.20% R: 94.36% F: 95.27%
+2024-03-31 21:13:05 INFO dev:  loss: nan - UP: 65.18% UR: 61.56% UF: 63.31% P: 60.71% R: 57.33% F: 58.97%
+2024-03-31 21:13:06 INFO test: loss: nan - UP: 62.51% UR: 64.14% UF: 63.31% P: 58.94% R: 60.48% F: 59.70%
+2024-03-31 21:13:06 INFO 0:00:02.485253s elapsed
+
+2024-03-31 21:13:06 INFO Epoch 83 / 5000:
+2024-03-31 21:13:07 INFO lr: 4.9170e-05 - loss: 0.0022 - UP: 95.58% UR: 94.29% UF: 94.93% P: 95.42% R: 94.14% F: 94.78%
+2024-03-31 21:13:08 INFO dev:  loss: nan - UP: 61.30% UR: 56.67% UF: 58.89% P: 58.17% R: 53.78% F: 55.89%
+2024-03-31 21:13:08 INFO test: loss: nan - UP: 61.40% UR: 64.77% UF: 63.04% P: 58.20% R: 61.39% F: 59.75%
+2024-03-31 21:13:08 INFO 0:00:02.481599s elapsed
+
+2024-03-31 21:13:11 INFO Epoch 53 saved
+2024-03-31 21:13:11 INFO dev:  UP: 72.58% UR: 58.22% UF: 64.61% P: 68.14% R: 54.67% F: 60.67%
+2024-03-31 21:13:11 INFO test: UP: 69.37% UR: 61.46% UF: 65.18% P: 66.03% R: 58.51% F: 62.04%
+2024-03-31 21:13:11 INFO 0:03:17.699399s elapsed, 0:00:02.381920s/epoch

models/multibooked_eu/sdp_byGenAI_desc/60/model_vi_multibooked_eu_xlm_10

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9a6ec2b5f2ba7fa57553e76cbc65bb4554db325d5296732bdc7e09d578918b35
+size 1177848336

models/multibooked_eu/sdp_byGenAI_desc/60/model_vi_multibooked_eu_xlm_10.train.log

@@ -0,0 +1,427 @@
+2024-03-31 21:22:34 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_byGenAI_desc/60/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_byGenAI_desc/60/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byGenAI_desc/60/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             
+---------------------+-------------------------------
+
+2024-03-31 21:22:34 INFO Building the fields
+2024-03-31 21:22:35 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-03-31 21:22:35 INFO Building the model
+2024-03-31 21:22:37 INFO VISemanticDependencyModel(
+  (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
+  (encoder_dropout): Dropout(p=0.33, inplace=False)
+  (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
+  (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
+  (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
+  (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
+  (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
+  (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
+  (criterion): CrossEntropyLoss()
+  (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
+  (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
+  (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
+  (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (inference): SemanticDependencyMFVI(max_iter=3)
+)
+
+2024-03-31 21:22:37 INFO Loading the data
+2024-03-31 21:22:38 INFO 
+train: Dataset(n_sentences=636, n_batches=32, n_buckets=32)
+dev:   Dataset(n_sentences=90, n_batches=28, n_buckets=28)
+test:  Dataset(n_sentences=305, n_batches=32, n_buckets=32)
+
+2024-03-31 21:22:38 INFO Epoch 1 / 5000:
+2024-03-31 21:22:41 INFO lr: 4.9990e-05 - loss: 0.1790 - UP:  2.51% UR:  5.39% UF:  3.43% P:  1.52% R:  3.26% F:  2.07%
+2024-03-31 21:22:41 INFO dev:  loss: nan - UP: 40.48% UR:  3.78% UF:  6.91% P: 33.33% R:  3.11% F:  5.69%
+2024-03-31 21:22:41 INFO test: loss: nan - UP: 54.70% UR:  4.50% UF:  8.32% P: 47.86% R:  3.94% F:  7.28%
+2024-03-31 21:22:46 INFO 0:00:03.517706s elapsed (saved)
+
+2024-03-31 21:22:46 INFO Epoch 2 / 5000:
+2024-03-31 21:22:48 INFO lr: 4.9980e-05 - loss: 0.1699 - UP: 44.08% UR:  7.12% UF: 12.25% P: 39.81% R:  6.43% F: 11.07%
+2024-03-31 21:22:49 INFO dev:  loss: nan - UP: 90.24% UR:  8.22% UF: 15.07% P: 85.37% R:  7.78% F: 14.26%
+2024-03-31 21:22:49 INFO test: loss: nan - UP: 85.82% UR:  8.51% UF: 15.48% P: 79.43% R:  7.88% F: 14.33%
+2024-03-31 21:22:56 INFO 0:00:02.958132s elapsed (saved)
+
+2024-03-31 21:22:56 INFO Epoch 3 / 5000:
+2024-03-31 21:22:59 INFO lr: 4.9970e-05 - loss: 0.2640 - UP: 59.94% UR: 17.59% UF: 27.19% P: 55.56% R: 16.30% F: 25.21%
+2024-03-31 21:22:59 INFO dev:  loss: nan - UP: 75.68% UR: 18.67% UF: 29.95% P: 70.27% R: 17.33% F: 27.81%
+2024-03-31 21:22:59 INFO test: loss: nan - UP: 74.06% UR: 20.89% UF: 32.58% P: 68.83% R: 19.41% F: 30.28%
+2024-03-31 21:23:06 INFO 0:00:02.968838s elapsed (saved)
+
+2024-03-31 21:23:06 INFO Epoch 4 / 5000:
+2024-03-31 21:23:08 INFO lr: 4.9960e-05 - loss: 0.1067 - UP: 70.33% UR: 32.10% UF: 44.08% P: 66.48% R: 30.34% F: 41.67%
+2024-03-31 21:23:09 INFO dev:  loss: nan - UP: 59.70% UR: 34.89% UF: 44.04% P: 53.23% R: 31.11% F: 39.27%
+2024-03-31 21:23:09 INFO test: loss: nan - UP: 66.30% UR: 38.61% UF: 48.80% P: 62.80% R: 36.57% F: 46.22%
+2024-03-31 21:23:16 INFO 0:00:02.960109s elapsed (saved)
+
+2024-03-31 21:23:16 INFO Epoch 5 / 5000:
+2024-03-31 21:23:18 INFO lr: 4.9950e-05 - loss: 0.0440 - UP: 72.04% UR: 40.78% UF: 52.08% P: 68.88% R: 39.00% F: 49.80%
+2024-03-31 21:23:18 INFO dev:  loss: nan - UP: 69.16% UR: 34.89% UF: 46.38% P: 61.67% R: 31.11% F: 41.36%
+2024-03-31 21:23:19 INFO test: loss: nan - UP: 69.11% UR: 37.13% UF: 48.31% P: 65.05% R: 34.95% F: 45.47%
+2024-03-31 21:23:25 INFO 0:00:02.959861s elapsed (saved)
+
+2024-03-31 21:23:25 INFO Epoch 6 / 5000:
+2024-03-31 21:23:28 INFO lr: 4.9940e-05 - loss: 0.1258 - UP: 75.86% UR: 43.73% UF: 55.48% P: 73.08% R: 42.13% F: 53.45%
+2024-03-31 21:23:28 INFO dev:  loss: nan - UP: 73.20% UR: 31.56% UF: 44.10% P: 66.49% R: 28.67% F: 40.06%
+2024-03-31 21:23:28 INFO test: loss: nan - UP: 73.12% UR: 35.58% UF: 47.87% P: 68.64% R: 33.40% F: 44.94%
+2024-03-31 21:23:28 INFO 0:00:02.927256s elapsed
+
+2024-03-31 21:23:28 INFO Epoch 7 / 5000:
+2024-03-31 21:23:31 INFO lr: 4.9930e-05 - loss: 0.0943 - UP: 76.80% UR: 49.81% UF: 60.43% P: 72.21% R: 46.83% F: 56.82%
+2024-03-31 21:23:31 INFO dev:  loss: nan - UP: 76.80% UR: 30.89% UF: 44.06% P: 72.38% R: 29.11% F: 41.52%
+2024-03-31 21:23:31 INFO test: loss: nan - UP: 80.34% UR: 33.61% UF: 47.40% P: 75.80% R: 31.72% F: 44.72%
+2024-03-31 21:23:38 INFO 0:00:02.882477s elapsed (saved)
+
+2024-03-31 21:23:38 INFO Epoch 8 / 5000:
+2024-03-31 21:23:41 INFO lr: 4.9920e-05 - loss: 0.0345 - UP: 77.92% UR: 48.46% UF: 59.76% P: 73.69% R: 45.83% F: 56.51%
+2024-03-31 21:23:41 INFO dev:  loss: nan - UP: 60.13% UR: 40.22% UF: 48.20% P: 54.49% R: 36.44% F: 43.68%
+2024-03-31 21:23:41 INFO test: loss: nan - UP: 64.40% UR: 45.29% UF: 53.18% P: 59.30% R: 41.70% F: 48.97%
+2024-03-31 21:23:48 INFO 0:00:02.992321s elapsed (saved)
+
+2024-03-31 21:23:48 INFO Epoch 9 / 5000:
+2024-03-31 21:23:50 INFO lr: 4.9910e-05 - loss: 0.0516 - UP: 79.55% UR: 57.18% UF: 66.53% P: 76.36% R: 54.89% F: 63.87%
+2024-03-31 21:23:50 INFO dev:  loss: nan - UP: 57.57% UR: 43.11% UF: 49.30% P: 54.30% R: 40.67% F: 46.51%
+2024-03-31 21:23:51 INFO test: loss: nan - UP: 63.15% UR: 48.45% UF: 54.83% P: 59.49% R: 45.64% F: 51.65%
+2024-03-31 21:23:58 INFO 0:00:02.924671s elapsed (saved)
+
+2024-03-31 21:23:58 INFO Epoch 10 / 5000:
+2024-03-31 21:24:00 INFO lr: 4.9900e-05 - loss: 0.0110 - UP: 79.77% UR: 61.32% UF: 69.34% P: 78.47% R: 60.31% F: 68.20%
+2024-03-31 21:24:00 INFO dev:  loss: nan - UP: 67.39% UR: 41.33% UF: 51.24% P: 64.13% R: 39.33% F: 48.76%
+2024-03-31 21:24:01 INFO test: loss: nan - UP: 70.63% UR: 44.66% UF: 54.72% P: 67.19% R: 42.48% F: 52.05%
+2024-03-31 21:24:09 INFO 0:00:03.003353s elapsed (saved)
+
+2024-03-31 21:24:09 INFO Epoch 11 / 5000:
+2024-03-31 21:24:11 INFO lr: 4.9890e-05 - loss: 0.0109 - UP: 85.41% UR: 64.95% UF: 73.79% P: 84.25% R: 64.08% F: 72.79%
+2024-03-31 21:24:11 INFO dev:  loss: nan - UP: 68.40% UR: 40.89% UF: 51.18% P: 63.57% R: 38.00% F: 47.57%
+2024-03-31 21:24:12 INFO test: loss: nan - UP: 72.74% UR: 46.34% UF: 56.62% P: 68.10% R: 43.39% F: 53.01%
+2024-03-31 21:24:12 INFO 0:00:02.998330s elapsed
+
+2024-03-31 21:24:12 INFO Epoch 12 / 5000:
+2024-03-31 21:24:14 INFO lr: 4.9880e-05 - loss: 0.0237 - UP: 85.22% UR: 67.81% UF: 75.52% P: 84.28% R: 67.05% F: 74.69%
+2024-03-31 21:24:14 INFO dev:  loss: nan - UP: 59.82% UR: 44.67% UF: 51.15% P: 56.25% R: 42.00% F: 48.09%
+2024-03-31 21:24:14 INFO test: loss: nan - UP: 64.57% UR: 54.22% UF: 58.94% P: 60.30% R: 50.63% F: 55.05%
+2024-03-31 21:24:14 INFO 0:00:02.827759s elapsed
+
+2024-03-31 21:24:14 INFO Epoch 13 / 5000:
+2024-03-31 21:24:17 INFO lr: 4.9870e-05 - loss: 0.0214 - UP: 83.84% UR: 73.67% UF: 78.42% P: 82.52% R: 72.51% F: 77.19%
+2024-03-31 21:24:17 INFO dev:  loss: nan - UP: 57.60% UR: 48.00% UF: 52.36% P: 52.27% R: 43.56% F: 47.52%
+2024-03-31 21:24:17 INFO test: loss: nan - UP: 60.39% UR: 58.65% UF: 59.51% P: 56.19% R: 54.57% F: 55.37%
+2024-03-31 21:24:17 INFO 0:00:02.980329s elapsed
+
+2024-03-31 21:24:17 INFO Epoch 14 / 5000:
+2024-03-31 21:24:20 INFO lr: 4.9860e-05 - loss: 0.0261 - UP: 86.85% UR: 75.36% UF: 80.70% P: 86.20% R: 74.80% F: 80.09%
+2024-03-31 21:24:20 INFO dev:  loss: nan - UP: 62.94% UR: 43.78% UF: 51.64% P: 59.11% R: 41.11% F: 48.49%
+2024-03-31 21:24:20 INFO test: loss: nan - UP: 70.06% UR: 50.84% UF: 58.92% P: 66.09% R: 47.96% F: 55.58%
+2024-03-31 21:24:20 INFO 0:00:02.879912s elapsed
+
+2024-03-31 21:24:20 INFO Epoch 15 / 5000:
+2024-03-31 21:24:23 INFO lr: 4.9850e-05 - loss: 0.0163 - UP: 90.57% UR: 76.49% UF: 82.94% P: 89.72% R: 75.77% F: 82.15%
+2024-03-31 21:24:23 INFO dev:  loss: nan - UP: 62.46% UR: 47.33% UF: 53.86% P: 56.60% R: 42.89% F: 48.80%
+2024-03-31 21:24:23 INFO test: loss: nan - UP: 68.75% UR: 54.92% UF: 61.06% P: 64.26% R: 51.34% F: 57.08%
+2024-03-31 21:24:31 INFO 0:00:02.840914s elapsed (saved)
+
+2024-03-31 21:24:31 INFO Epoch 16 / 5000:
+2024-03-31 21:24:33 INFO lr: 4.9840e-05 - loss: 0.0235 - UP: 85.03% UR: 77.43% UF: 81.05% P: 83.72% R: 76.24% F: 79.80%
+2024-03-31 21:24:33 INFO dev:  loss: nan - UP: 62.67% UR: 51.11% UF: 56.30% P: 56.68% R: 46.22% F: 50.92%
+2024-03-31 21:24:34 INFO test: loss: nan - UP: 63.89% UR: 57.10% UF: 60.30% P: 59.09% R: 52.81% F: 55.77%
+2024-03-31 21:24:41 INFO 0:00:02.910490s elapsed (saved)
+
+2024-03-31 21:24:41 INFO Epoch 17 / 5000:
+2024-03-31 21:24:44 INFO lr: 4.9830e-05 - loss: 0.0183 - UP: 89.75% UR: 79.91% UF: 84.54% P: 89.01% R: 79.25% F: 83.85%
+2024-03-31 21:24:44 INFO dev:  loss: nan - UP: 65.94% UR: 46.89% UF: 54.81% P: 60.94% R: 43.33% F: 50.65%
+2024-03-31 21:24:44 INFO test: loss: nan - UP: 73.24% UR: 52.53% UF: 61.18% P: 68.63% R: 49.23% F: 57.33%
+2024-03-31 21:24:44 INFO 0:00:02.996517s elapsed
+
+2024-03-31 21:24:44 INFO Epoch 18 / 5000:
+2024-03-31 21:24:47 INFO lr: 4.9820e-05 - loss: 0.0233 - UP: 91.48% UR: 82.48% UF: 86.75% P: 90.79% R: 81.85% F: 86.09%
+2024-03-31 21:24:47 INFO dev:  loss: nan - UP: 69.07% UR: 44.67% UF: 54.25% P: 65.64% R: 42.44% F: 51.55%
+2024-03-31 21:24:47 INFO test: loss: nan - UP: 72.11% UR: 51.27% UF: 59.93% P: 67.56% R: 48.03% F: 56.14%
+2024-03-31 21:24:54 INFO 0:00:02.981068s elapsed (saved)
+
+2024-03-31 21:24:54 INFO Epoch 19 / 5000:
+2024-03-31 21:24:56 INFO lr: 4.9810e-05 - loss: 0.0177 - UP: 90.25% UR: 84.42% UF: 87.24% P: 89.75% R: 83.95% F: 86.75%
+2024-03-31 21:24:57 INFO dev:  loss: nan - UP: 70.26% UR: 42.00% UF: 52.57% P: 66.17% R: 39.56% F: 49.51%
+2024-03-31 21:24:57 INFO test: loss: nan - UP: 73.25% UR: 50.07% UF: 59.48% P: 68.62% R: 46.91% F: 55.72%
+2024-03-31 21:24:57 INFO 0:00:02.961663s elapsed
+
+2024-03-31 21:24:57 INFO Epoch 20 / 5000:
+2024-03-31 21:24:59 INFO lr: 4.9800e-05 - loss: 0.0340 - UP: 92.94% UR: 85.83% UF: 89.24% P: 92.12% R: 85.08% F: 88.46%
+2024-03-31 21:24:59 INFO dev:  loss: nan - UP: 64.73% UR: 39.56% UF: 49.10% P: 60.73% R: 37.11% F: 46.07%
+2024-03-31 21:25:00 INFO test: loss: nan - UP: 71.36% UR: 51.69% UF: 59.95% P: 65.24% R: 47.26% F: 54.81%
+2024-03-31 21:25:00 INFO 0:00:02.897427s elapsed
+
+2024-03-31 21:25:00 INFO Epoch 21 / 5000:
+2024-03-31 21:25:02 INFO lr: 4.9790e-05 - loss: 0.0276 - UP: 89.56% UR: 82.32% UF: 85.79% P: 88.68% R: 81.50% F: 84.94%
+2024-03-31 21:25:02 INFO dev:  loss: nan - UP: 63.61% UR: 47.78% UF: 54.57% P: 58.28% R: 43.78% F: 50.00%
+2024-03-31 21:25:03 INFO test: loss: nan - UP: 69.17% UR: 57.74% UF: 62.94% P: 64.62% R: 53.94% F: 58.80%
+2024-03-31 21:25:03 INFO 0:00:02.930519s elapsed
+
+2024-03-31 21:25:03 INFO Epoch 22 / 5000:
+2024-03-31 21:25:05 INFO lr: 4.9780e-05 - loss: 0.0067 - UP: 91.84% UR: 83.92% UF: 87.70% P: 91.01% R: 83.17% F: 86.91%
+2024-03-31 21:25:05 INFO dev:  loss: nan - UP: 60.61% UR: 61.56% UF: 61.08% P: 55.36% R: 56.22% F: 55.79%
+2024-03-31 21:25:06 INFO test: loss: nan - UP: 59.60% UR: 65.05% UF: 62.21% P: 55.48% R: 60.55% F: 57.90%
+2024-03-31 21:25:12 INFO 0:00:02.902097s elapsed (saved)
+
+2024-03-31 21:25:12 INFO Epoch 23 / 5000:
+2024-03-31 21:25:15 INFO lr: 4.9770e-05 - loss: 0.0054 - UP: 91.28% UR: 85.27% UF: 88.17% P: 90.07% R: 84.14% F: 87.00%
+2024-03-31 21:25:15 INFO dev:  loss: nan - UP: 59.72% UR: 56.67% UF: 58.15% P: 54.57% R: 51.78% F: 53.14%
+2024-03-31 21:25:15 INFO test: loss: nan - UP: 61.17% UR: 63.15% UF: 62.15% P: 56.47% R: 58.30% F: 57.37%
+2024-03-31 21:25:15 INFO 0:00:02.974465s elapsed
+
+2024-03-31 21:25:15 INFO Epoch 24 / 5000:
+2024-03-31 21:25:18 INFO lr: 4.9760e-05 - loss: 0.0029 - UP: 92.28% UR: 86.18% UF: 89.12% P: 91.44% R: 85.39% F: 88.31%
+2024-03-31 21:25:18 INFO dev:  loss: nan - UP: 65.52% UR: 46.44% UF: 54.36% P: 61.13% R: 43.33% F: 50.72%
+2024-03-31 21:25:18 INFO test: loss: nan - UP: 72.45% UR: 55.84% UF: 63.07% P: 67.79% R: 52.25% F: 59.02%
+2024-03-31 21:25:18 INFO 0:00:02.927974s elapsed
+
+2024-03-31 21:25:18 INFO Epoch 25 / 5000:
+2024-03-31 21:25:21 INFO lr: 4.9750e-05 - loss: 0.0046 - UP: 92.81% UR: 89.47% UF: 91.11% P: 92.29% R: 88.97% F: 90.60%
+2024-03-31 21:25:21 INFO dev:  loss: nan - UP: 65.08% UR: 51.78% UF: 57.67% P: 60.89% R: 48.44% F: 53.96%
+2024-03-31 21:25:21 INFO test: loss: nan - UP: 68.39% UR: 59.49% UF: 63.63% P: 63.54% R: 55.27% F: 59.12%
+2024-03-31 21:25:21 INFO 0:00:02.904939s elapsed
+
+2024-03-31 21:25:21 INFO Epoch 26 / 5000:
+2024-03-31 21:25:24 INFO lr: 4.9740e-05 - loss: 0.0181 - UP: 94.96% UR: 89.72% UF: 92.26% P: 94.43% R: 89.22% F: 91.75%
+2024-03-31 21:25:24 INFO dev:  loss: nan - UP: 61.11% UR: 58.67% UF: 59.86% P: 56.94% R: 54.67% F: 55.78%
+2024-03-31 21:25:24 INFO test: loss: nan - UP: 61.51% UR: 63.71% UF: 62.59% P: 56.89% R: 58.93% F: 57.89%
+2024-03-31 21:25:24 INFO 0:00:02.921889s elapsed
+
+2024-03-31 21:25:24 INFO Epoch 27 / 5000:
+2024-03-31 21:25:27 INFO lr: 4.9730e-05 - loss: 0.0175 - UP: 94.32% UR: 90.03% UF: 92.13% P: 93.86% R: 89.59% F: 91.68%
+2024-03-31 21:25:27 INFO dev:  loss: nan - UP: 68.84% UR: 51.56% UF: 58.96% P: 64.39% R: 48.22% F: 55.15%
+2024-03-31 21:25:27 INFO test: loss: nan - UP: 69.60% UR: 57.31% UF: 62.86% P: 64.90% R: 53.45% F: 58.62%
+2024-03-31 21:25:27 INFO 0:00:02.920179s elapsed
+
+2024-03-31 21:25:27 INFO Epoch 28 / 5000:
+2024-03-31 21:25:29 INFO lr: 4.9720e-05 - loss: 0.0062 - UP: 95.29% UR: 91.91% UF: 93.57% P: 94.61% R: 91.25% F: 92.90%
+2024-03-31 21:25:30 INFO dev:  loss: nan - UP: 68.48% UR: 53.11% UF: 59.82% P: 63.04% R: 48.89% F: 55.07%
+2024-03-31 21:25:30 INFO test: loss: nan - UP: 69.57% UR: 57.88% UF: 63.19% P: 63.48% R: 52.81% F: 57.66%
+2024-03-31 21:25:30 INFO 0:00:02.891732s elapsed
+
+2024-03-31 21:25:30 INFO Epoch 29 / 5000:
+2024-03-31 21:25:32 INFO lr: 4.9710e-05 - loss: 0.0012 - UP: 96.44% UR: 92.57% UF: 94.47% P: 96.05% R: 92.19% F: 94.08%
+2024-03-31 21:25:33 INFO dev:  loss: nan - UP: 68.35% UR: 57.11% UF: 62.23% P: 64.89% R: 54.22% F: 59.08%
+2024-03-31 21:25:33 INFO test: loss: nan - UP: 66.74% UR: 61.39% UF: 63.96% P: 61.93% R: 56.96% F: 59.34%
+2024-03-31 21:25:39 INFO 0:00:02.921408s elapsed (saved)
+
+2024-03-31 21:25:39 INFO Epoch 30 / 5000:
+2024-03-31 21:25:42 INFO lr: 4.9700e-05 - loss: 0.0210 - UP: 96.44% UR: 91.72% UF: 94.02% P: 96.18% R: 91.47% F: 93.77%
+2024-03-31 21:25:42 INFO dev:  loss: nan - UP: 67.97% UR: 58.00% UF: 62.59% P: 63.80% R: 54.44% F: 58.75%
+2024-03-31 21:25:42 INFO test: loss: nan - UP: 67.33% UR: 61.88% UF: 64.49% P: 62.13% R: 57.10% F: 59.51%
+2024-03-31 21:25:42 INFO 0:00:02.928968s elapsed
+
+2024-03-31 21:25:42 INFO Epoch 31 / 5000:
+2024-03-31 21:25:45 INFO lr: 4.9690e-05 - loss: 0.0273 - UP: 95.35% UR: 93.89% UF: 94.61% P: 95.19% R: 93.73% F: 94.46%
+2024-03-31 21:25:45 INFO dev:  loss: nan - UP: 66.58% UR: 55.78% UF: 60.70% P: 62.33% R: 52.22% F: 56.83%
+2024-03-31 21:25:45 INFO test: loss: nan - UP: 69.98% UR: 61.46% UF: 65.44% P: 64.61% R: 56.75% F: 60.43%
+2024-03-31 21:25:45 INFO 0:00:02.911874s elapsed
+
+2024-03-31 21:25:45 INFO Epoch 32 / 5000:
+2024-03-31 21:25:48 INFO lr: 4.9680e-05 - loss: 0.0102 - UP: 95.96% UR: 90.94% UF: 93.38% P: 95.50% R: 90.50% F: 92.93%
+2024-03-31 21:25:48 INFO dev:  loss: nan - UP: 69.47% UR: 49.56% UF: 57.85% P: 65.42% R: 46.67% F: 54.47%
+2024-03-31 21:25:48 INFO test: loss: nan - UP: 71.06% UR: 53.52% UF: 61.05% P: 65.92% R: 49.65% F: 56.64%
+2024-03-31 21:25:48 INFO 0:00:02.911543s elapsed
+
+2024-03-31 21:25:48 INFO Epoch 33 / 5000:
+2024-03-31 21:25:50 INFO lr: 4.9670e-05 - loss: 0.0059 - UP: 95.74% UR: 93.70% UF: 94.71% P: 95.39% R: 93.35% F: 94.36%
+2024-03-31 21:25:51 INFO dev:  loss: nan - UP: 66.48% UR: 52.89% UF: 58.91% P: 61.73% R: 49.11% F: 54.70%
+2024-03-31 21:25:51 INFO test: loss: nan - UP: 67.76% UR: 58.37% UF: 62.71% P: 62.20% R: 53.59% F: 57.57%
+2024-03-31 21:25:51 INFO 0:00:02.917189s elapsed
+
+2024-03-31 21:25:51 INFO Epoch 34 / 5000:
+2024-03-31 21:25:53 INFO lr: 4.9660e-05 - loss: 0.0047 - UP: 96.64% UR: 92.92% UF: 94.74% P: 96.32% R: 92.60% F: 94.42%
+2024-03-31 21:25:54 INFO dev:  loss: nan - UP: 70.97% UR: 53.78% UF: 61.19% P: 65.69% R: 49.78% F: 56.64%
+2024-03-31 21:25:54 INFO test: loss: nan - UP: 69.64% UR: 58.23% UF: 63.42% P: 64.00% R: 53.52% F: 58.29%
+2024-03-31 21:25:54 INFO 0:00:02.918006s elapsed
+
+2024-03-31 21:25:54 INFO Epoch 35 / 5000:
+2024-03-31 21:25:56 INFO lr: 4.9650e-05 - loss: 0.0124 - UP: 96.78% UR: 93.20% UF: 94.95% P: 96.29% R: 92.73% F: 94.47%
+2024-03-31 21:25:57 INFO dev:  loss: nan - UP: 62.10% UR: 56.44% UF: 59.14% P: 58.19% R: 52.89% F: 55.41%
+2024-03-31 21:25:57 INFO test: loss: nan - UP: 66.13% UR: 64.14% UF: 65.12% P: 60.48% R: 58.65% F: 59.55%
+2024-03-31 21:25:57 INFO 0:00:02.908068s elapsed
+
+2024-03-31 21:25:57 INFO Epoch 36 / 5000:
+2024-03-31 21:25:59 INFO lr: 4.9640e-05 - loss: 0.0064 - UP: 96.21% UR: 94.61% UF: 95.40% P: 95.79% R: 94.20% F: 94.99%
+2024-03-31 21:25:59 INFO dev:  loss: nan - UP: 69.35% UR: 51.78% UF: 59.29% P: 64.29% R: 48.00% F: 54.96%
+2024-03-31 21:26:00 INFO test: loss: nan - UP: 71.25% UR: 59.42% UF: 64.80% P: 64.76% R: 54.01% F: 58.90%
+2024-03-31 21:26:00 INFO 0:00:02.936089s elapsed
+
+2024-03-31 21:26:00 INFO Epoch 37 / 5000:
+2024-03-31 21:26:02 INFO lr: 4.9630e-05 - loss: 0.0013 - UP: 96.45% UR: 93.64% UF: 95.02% P: 96.13% R: 93.32% F: 94.70%
+2024-03-31 21:26:02 INFO dev:  loss: nan - UP: 63.98% UR: 49.33% UF: 55.71% P: 60.52% R: 46.67% F: 52.70%
+2024-03-31 21:26:03 INFO test: loss: nan - UP: 69.17% UR: 57.59% UF: 62.85% P: 63.60% R: 52.95% F: 57.79%
+2024-03-31 21:26:03 INFO 0:00:02.876197s elapsed
+
+2024-03-31 21:26:03 INFO Epoch 38 / 5000:
+2024-03-31 21:26:05 INFO lr: 4.9620e-05 - loss: 0.0072 - UP: 97.95% UR: 94.29% UF: 96.09% P: 97.66% R: 94.01% F: 95.80%
+2024-03-31 21:26:05 INFO dev:  loss: nan - UP: 64.30% UR: 54.44% UF: 58.97% P: 59.58% R: 50.44% F: 54.63%
+2024-03-31 21:26:06 INFO test: loss: nan - UP: 70.52% UR: 63.43% UF: 66.79% P: 65.13% R: 58.58% F: 61.68%
+2024-03-31 21:26:06 INFO 0:00:02.904522s elapsed
+
+2024-03-31 21:26:06 INFO Epoch 39 / 5000:
+2024-03-31 21:26:08 INFO lr: 4.9610e-05 - loss: 0.0152 - UP: 98.10% UR: 96.90% UF: 97.49% P: 97.97% R: 96.77% F: 97.37%
+2024-03-31 21:26:08 INFO dev:  loss: nan - UP: 63.66% UR: 51.78% UF: 57.11% P: 60.11% R: 48.89% F: 53.92%
+2024-03-31 21:26:08 INFO test: loss: nan - UP: 70.09% UR: 61.46% UF: 65.49% P: 64.07% R: 56.19% F: 59.87%
+2024-03-31 21:26:08 INFO 0:00:02.899751s elapsed
+
+2024-03-31 21:26:08 INFO Epoch 40 / 5000:
+2024-03-31 21:26:11 INFO lr: 4.9600e-05 - loss: 0.0036 - UP: 97.56% UR: 96.68% UF: 97.12% P: 97.22% R: 96.33% F: 96.77%
+2024-03-31 21:26:11 INFO dev:  loss: nan - UP: 67.24% UR: 43.33% UF: 52.70% P: 62.76% R: 40.44% F: 49.19%
+2024-03-31 21:26:11 INFO test: loss: nan - UP: 77.68% UR: 54.08% UF: 63.76% P: 72.22% R: 50.28% F: 59.29%
+2024-03-31 21:26:11 INFO 0:00:02.900181s elapsed
+
+2024-03-31 21:26:11 INFO Epoch 41 / 5000:
+2024-03-31 21:26:14 INFO lr: 4.9590e-05 - loss: 0.0019 - UP: 97.03% UR: 94.26% UF: 95.63% P: 96.87% R: 94.11% F: 95.47%
+2024-03-31 21:26:14 INFO dev:  loss: nan - UP: 66.67% UR: 54.22% UF: 59.80% P: 62.57% R: 50.89% F: 56.13%
+2024-03-31 21:26:14 INFO test: loss: nan - UP: 70.11% UR: 60.69% UF: 65.06% P: 64.99% R: 56.26% F: 60.31%
+2024-03-31 21:26:14 INFO 0:00:02.918074s elapsed
+
+2024-03-31 21:26:14 INFO Epoch 42 / 5000:
+2024-03-31 21:26:17 INFO lr: 4.9580e-05 - loss: 0.0006 - UP: 97.99% UR: 96.05% UF: 97.01% P: 97.92% R: 95.99% F: 96.94%
+2024-03-31 21:26:17 INFO dev:  loss: nan - UP: 64.25% UR: 51.11% UF: 56.93% P: 61.17% R: 48.67% F: 54.21%
+2024-03-31 21:26:17 INFO test: loss: nan - UP: 70.35% UR: 60.06% UF: 64.80% P: 65.49% R: 55.91% F: 60.32%
+2024-03-31 21:26:17 INFO 0:00:02.872752s elapsed
+
+2024-03-31 21:26:17 INFO Epoch 43 / 5000:
+2024-03-31 21:26:19 INFO lr: 4.9570e-05 - loss: 0.0069 - UP: 98.37% UR: 94.73% UF: 96.52% P: 98.24% R: 94.61% F: 96.39%
+2024-03-31 21:26:20 INFO dev:  loss: nan - UP: 63.21% UR: 62.22% UF: 62.71% P: 57.79% R: 56.89% F: 57.33%
+2024-03-31 21:26:20 INFO test: loss: nan - UP: 63.14% UR: 67.23% UF: 65.12% P: 58.78% R: 62.59% F: 60.63%
+2024-03-31 21:26:20 INFO 0:00:02.923482s elapsed
+
+2024-03-31 21:26:20 INFO Epoch 44 / 5000:
+2024-03-31 21:26:22 INFO lr: 4.9560e-05 - loss: 0.0055 - UP: 96.58% UR: 95.52% UF: 96.04% P: 96.32% R: 95.27% F: 95.79%
+2024-03-31 21:26:23 INFO dev:  loss: nan - UP: 67.39% UR: 48.22% UF: 56.22% P: 65.22% R: 46.67% F: 54.40%
+2024-03-31 21:26:23 INFO test: loss: nan - UP: 73.87% UR: 56.47% UF: 64.01% P: 69.83% R: 53.38% F: 60.50%
+2024-03-31 21:26:23 INFO 0:00:02.903448s elapsed
+
+2024-03-31 21:26:23 INFO Epoch 45 / 5000:
+2024-03-31 21:26:25 INFO lr: 4.9550e-05 - loss: 0.0025 - UP: 94.15% UR: 90.38% UF: 92.23% P: 93.83% R: 90.06% F: 91.91%
+2024-03-31 21:26:26 INFO dev:  loss: nan - UP: 68.17% UR: 43.78% UF: 53.32% P: 62.63% R: 40.22% F: 48.99%
+2024-03-31 21:26:26 INFO test: loss: nan - UP: 74.35% UR: 54.22% UF: 62.71% P: 69.33% R: 50.56% F: 58.48%
+2024-03-31 21:26:26 INFO 0:00:02.870323s elapsed
+
+2024-03-31 21:26:26 INFO Epoch 46 / 5000:
+2024-03-31 21:26:28 INFO lr: 4.9540e-05 - loss: 0.0163 - UP: 96.68% UR: 93.95% UF: 95.29% P: 95.90% R: 93.20% F: 94.53%
+2024-03-31 21:26:28 INFO dev:  loss: nan - UP: 60.70% UR: 49.78% UF: 54.70% P: 56.37% R: 46.22% F: 50.79%
+2024-03-31 21:26:29 INFO test: loss: nan - UP: 69.96% UR: 60.27% UF: 64.75% P: 64.65% R: 55.70% F: 59.84%
+2024-03-31 21:26:29 INFO 0:00:02.875567s elapsed
+
+2024-03-31 21:26:29 INFO Epoch 47 / 5000:
+2024-03-31 21:26:31 INFO lr: 4.9530e-05 - loss: 0.0006 - UP: 97.15% UR: 93.98% UF: 95.54% P: 96.40% R: 93.26% F: 94.81%
+2024-03-31 21:26:31 INFO dev:  loss: nan - UP: 64.69% UR: 48.44% UF: 55.40% P: 59.64% R: 44.67% F: 51.08%
+2024-03-31 21:26:32 INFO test: loss: nan - UP: 70.10% UR: 57.88% UF: 63.41% P: 65.50% R: 54.08% F: 59.24%
+2024-03-31 21:26:32 INFO 0:00:02.857439s elapsed
+
+2024-03-31 21:26:32 INFO Epoch 48 / 5000:
+2024-03-31 21:26:34 INFO lr: 4.9520e-05 - loss: 0.0005 - UP: 96.96% UR: 94.89% UF: 95.91% P: 96.64% R: 94.58% F: 95.60%
+2024-03-31 21:26:34 INFO dev:  loss: nan - UP: 64.41% UR: 50.67% UF: 56.72% P: 59.60% R: 46.89% F: 52.49%
+2024-03-31 21:26:34 INFO test: loss: nan - UP: 71.42% UR: 60.27% UF: 65.37% P: 65.75% R: 55.49% F: 60.18%
+2024-03-31 21:26:34 INFO 0:00:02.909975s elapsed
+
+2024-03-31 21:26:34 INFO Epoch 49 / 5000:
+2024-03-31 21:26:37 INFO lr: 4.9510e-05 - loss: 0.0019 - UP: 98.34% UR: 96.65% UF: 97.49% P: 98.21% R: 96.52% F: 97.36%
+2024-03-31 21:26:37 INFO dev:  loss: nan - UP: 65.04% UR: 56.22% UF: 60.31% P: 60.15% R: 52.00% F: 55.78%
+2024-03-31 21:26:37 INFO test: loss: nan - UP: 69.68% UR: 62.87% UF: 66.10% P: 64.54% R: 58.23% F: 61.22%
+2024-03-31 21:26:37 INFO 0:00:02.887587s elapsed
+
+2024-03-31 21:26:37 INFO Epoch 50 / 5000:
+2024-03-31 21:26:40 INFO lr: 4.9500e-05 - loss: 0.0009 - UP: 97.74% UR: 97.62% UF: 97.68% P: 97.61% R: 97.49% F: 97.55%
+2024-03-31 21:26:40 INFO dev:  loss: nan - UP: 65.05% UR: 56.67% UF: 60.57% P: 60.71% R: 52.89% F: 56.53%
+2024-03-31 21:26:40 INFO test: loss: nan - UP: 68.36% UR: 63.50% UF: 65.84% P: 63.36% R: 58.86% F: 61.03%
+2024-03-31 21:26:40 INFO 0:00:02.922350s elapsed
+
+2024-03-31 21:26:40 INFO Epoch 51 / 5000:
+2024-03-31 21:26:43 INFO lr: 4.9490e-05 - loss: 0.0017 - UP: 98.64% UR: 97.74% UF: 98.19% P: 98.58% R: 97.68% F: 98.13%
+2024-03-31 21:26:43 INFO dev:  loss: nan - UP: 66.31% UR: 55.56% UF: 60.46% P: 62.60% R: 52.44% F: 57.07%
+2024-03-31 21:26:43 INFO test: loss: nan - UP: 70.39% UR: 62.03% UF: 65.94% P: 65.76% R: 57.95% F: 61.61%
+2024-03-31 21:26:43 INFO 0:00:02.878221s elapsed
+
+2024-03-31 21:26:43 INFO Epoch 52 / 5000:
+2024-03-31 21:26:45 INFO lr: 4.9480e-05 - loss: 0.0510 - UP: 98.58% UR: 97.68% UF: 98.13% P: 97.85% R: 96.96% F: 97.40%
+2024-03-31 21:26:46 INFO dev:  loss: nan - UP: 64.72% UR: 56.67% UF: 60.43% P: 59.14% R: 51.78% F: 55.21%
+2024-03-31 21:26:46 INFO test: loss: nan - UP: 69.95% UR: 63.99% UF: 66.84% P: 62.95% R: 57.59% F: 60.15%
+2024-03-31 21:26:46 INFO 0:00:02.862571s elapsed
+
+2024-03-31 21:26:46 INFO Epoch 53 / 5000:
+2024-03-31 21:26:48 INFO lr: 4.9470e-05 - loss: 0.0020 - UP: 98.23% UR: 97.55% UF: 97.89% P: 97.63% R: 96.96% F: 97.29%
+2024-03-31 21:26:49 INFO dev:  loss: nan - UP: 65.32% UR: 57.33% UF: 61.07% P: 61.52% R: 54.00% F: 57.51%
+2024-03-31 21:26:49 INFO test: loss: nan - UP: 66.69% UR: 64.63% UF: 65.64% P: 60.74% R: 58.86% F: 59.79%
+2024-03-31 21:26:49 INFO 0:00:02.883643s elapsed
+
+2024-03-31 21:26:49 INFO Epoch 54 / 5000:
+2024-03-31 21:26:51 INFO lr: 4.9460e-05 - loss: 0.0021 - UP: 98.01% UR: 97.49% UF: 97.75% P: 97.73% R: 97.21% F: 97.47%
+2024-03-31 21:26:51 INFO dev:  loss: nan - UP: 70.25% UR: 50.89% UF: 59.02% P: 64.42% R: 46.67% F: 54.12%
+2024-03-31 21:26:52 INFO test: loss: nan - UP: 73.67% UR: 57.45% UF: 64.56% P: 67.45% R: 52.60% F: 59.11%
+2024-03-31 21:26:52 INFO 0:00:02.871282s elapsed
+
+2024-03-31 21:26:52 INFO Epoch 55 / 5000:
+2024-03-31 21:26:54 INFO lr: 4.9450e-05 - loss: 0.0060 - UP: 97.91% UR: 96.99% UF: 97.45% P: 97.72% R: 96.80% F: 97.26%
+2024-03-31 21:26:54 INFO dev:  loss: nan - UP: 67.52% UR: 58.67% UF: 62.78% P: 62.15% R: 54.00% F: 57.79%
+2024-03-31 21:26:55 INFO test: loss: nan - UP: 65.64% UR: 64.49% UF: 65.06% P: 60.99% R: 59.92% F: 60.45%
+2024-03-31 21:26:55 INFO 0:00:02.886211s elapsed
+
+2024-03-31 21:26:55 INFO Epoch 56 / 5000:
+2024-03-31 21:26:57 INFO lr: 4.9440e-05 - loss: 0.0129 - UP: 98.35% UR: 97.24% UF: 97.79% P: 98.22% R: 97.12% F: 97.67%
+2024-03-31 21:26:57 INFO dev:  loss: nan - UP: 67.19% UR: 56.89% UF: 61.61% P: 61.94% R: 52.44% F: 56.80%
+2024-03-31 21:26:58 INFO test: loss: nan - UP: 68.61% UR: 63.01% UF: 65.69% P: 63.71% R: 58.51% F: 61.00%
+2024-03-31 21:26:58 INFO 0:00:02.880170s elapsed
+
+2024-03-31 21:26:58 INFO Epoch 57 / 5000:
+2024-03-31 21:27:00 INFO lr: 4.9430e-05 - loss: 0.0017 - UP: 98.21% UR: 98.03% UF: 98.12% P: 98.18% R: 97.99% F: 98.09%
+2024-03-31 21:27:00 INFO dev:  loss: nan - UP: 66.17% UR: 59.56% UF: 62.69% P: 61.98% R: 55.78% F: 58.71%
+2024-03-31 21:27:00 INFO test: loss: nan - UP: 66.81% UR: 63.85% UF: 65.30% P: 61.74% R: 59.00% F: 60.34%
+2024-03-31 21:27:00 INFO 0:00:02.877375s elapsed
+
+2024-03-31 21:27:00 INFO Epoch 58 / 5000:
+2024-03-31 21:27:03 INFO lr: 4.9420e-05 - loss: 0.0001 - UP: 98.39% UR: 97.43% UF: 97.91% P: 98.23% R: 97.27% F: 97.75%
+2024-03-31 21:27:03 INFO dev:  loss: nan - UP: 66.58% UR: 58.89% UF: 62.50% P: 61.31% R: 54.22% F: 57.55%
+2024-03-31 21:27:03 INFO test: loss: nan - UP: 67.85% UR: 63.36% UF: 65.53% P: 62.58% R: 58.44% F: 60.44%
+2024-03-31 21:27:03 INFO 0:00:02.920027s elapsed
+
+2024-03-31 21:27:03 INFO Epoch 59 / 5000:
+2024-03-31 21:27:06 INFO lr: 4.9410e-05 - loss: 0.0158 - UP: 98.50% UR: 96.61% UF: 97.55% P: 98.40% R: 96.52% F: 97.45%
+2024-03-31 21:27:06 INFO dev:  loss: nan - UP: 65.76% UR: 58.89% UF: 62.13% P: 60.05% R: 53.78% F: 56.74%
+2024-03-31 21:27:06 INFO test: loss: nan - UP: 66.77% UR: 62.73% UF: 64.68% P: 61.83% R: 58.09% F: 59.90%
+2024-03-31 21:27:06 INFO 0:00:02.893509s elapsed
+
+2024-03-31 21:27:14 INFO Epoch 29 saved
+2024-03-31 21:27:14 INFO dev:  UP: 68.35% UR: 57.11% UF: 62.23% P: 64.89% R: 54.22% F: 59.08%
+2024-03-31 21:27:14 INFO test: UP: 66.74% UR: 61.39% UF: 63.96% P: 61.93% R: 56.96% F: 59.34%
+2024-03-31 21:27:14 INFO 0:02:52.570729s elapsed, 0:00:02.924928s/epoch

models/multibooked_eu/sdp_byGenAI_desc/60/model_vi_multibooked_eu_xlm_6

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models/multibooked_eu/sdp_byGenAI_desc/60/model_vi_multibooked_eu_xlm_6.train.log

@@ -1,4 +1,4 @@
-2024-01-06 12:19:49 INFO 
+2024-03-31 21:13:13 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_byGenAI_desc/60/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             
 ---------------------+-------------------------------
 
-2024-01-06 12:19:49 INFO Building the fields
-2024-01-06 12:19:51 INFO CoNLL(
+2024-03-31 21:13:13 INFO Building the fields
+2024-03-31 21:13:14 INFO CoNLL(
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
  (labels): ChartField()
 )
-2024-01-06 12:19:51 INFO Building the model
-2024-01-06 12:19:54 INFO VISemanticDependencyModel(
+2024-03-31 21:13:14 INFO Building the model
+2024-03-31 21:13:17 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)
@@ -60,367 +60,367 @@ inference            |              mfvi
   (inference): SemanticDependencyMFVI(max_iter=3)
 )
 
-2024-01-06 12:19:54 INFO Loading the data
-2024-01-06 12:19:54 INFO 
+2024-03-31 21:13:17 INFO Loading the data
+2024-03-31 21:13:17 INFO 
 train: Dataset(n_sentences=636, n_batches=32, n_buckets=32)
 dev:   Dataset(n_sentences=90, n_batches=28, n_buckets=28)
 test:  Dataset(n_sentences=305, n_batches=32, n_buckets=32)
 
-2024-01-06 12:19:54 INFO Epoch 1 / 5000:
-2024-01-06 12:19:57 INFO lr: 4.9990e-05 - loss: 0.1790 - UP:  2.51% UR:  5.39% UF:  3.43% P:  1.52% R:  3.26% F:  2.07%
-2024-01-06 12:19:57 INFO dev:  loss: nan - UP: 40.48% UR:  3.78% UF:  6.91% P: 33.33% R:  3.11% F:  5.69%
-2024-01-06 12:19:58 INFO test: loss: nan - UP: 54.70% UR:  4.50% UF:  8.32% P: 47.86% R:  3.94% F:  7.28%
-2024-01-06 12:20:02 INFO 0:00:03.612770s elapsed (saved)
-
-2024-01-06 12:20:02 INFO Epoch 2 / 5000:
-2024-01-06 12:20:05 INFO lr: 4.9980e-05 - loss: 0.1699 - UP: 44.08% UR:  7.12% UF: 12.25% P: 39.81% R:  6.43% F: 11.07%
-2024-01-06 12:20:05 INFO dev:  loss: nan - UP: 90.24% UR:  8.22% UF: 15.07% P: 85.37% R:  7.78% F: 14.26%
-2024-01-06 12:20:05 INFO test: loss: nan - UP: 85.82% UR:  8.51% UF: 15.48% P: 79.43% R:  7.88% F: 14.33%
-2024-01-06 12:20:11 INFO 0:00:02.928444s elapsed (saved)
-
-2024-01-06 12:20:11 INFO Epoch 3 / 5000:
-2024-01-06 12:20:14 INFO lr: 4.9970e-05 - loss: 0.2640 - UP: 59.94% UR: 17.59% UF: 27.19% P: 55.56% R: 16.30% F: 25.21%
-2024-01-06 12:20:14 INFO dev:  loss: nan - UP: 75.68% UR: 18.67% UF: 29.95% P: 70.27% R: 17.33% F: 27.81%
-2024-01-06 12:20:14 INFO test: loss: nan - UP: 74.06% UR: 20.89% UF: 32.58% P: 68.83% R: 19.41% F: 30.28%
-2024-01-06 12:20:20 INFO 0:00:02.947550s elapsed (saved)
-
-2024-01-06 12:20:20 INFO Epoch 4 / 5000:
-2024-01-06 12:20:23 INFO lr: 4.9960e-05 - loss: 0.1067 - UP: 70.33% UR: 32.10% UF: 44.08% P: 66.48% R: 30.34% F: 41.67%
-2024-01-06 12:20:23 INFO dev:  loss: nan - UP: 59.70% UR: 34.89% UF: 44.04% P: 53.23% R: 31.11% F: 39.27%
-2024-01-06 12:20:23 INFO test: loss: nan - UP: 66.30% UR: 38.61% UF: 48.80% P: 62.80% R: 36.57% F: 46.22%
-2024-01-06 12:20:29 INFO 0:00:02.965496s elapsed (saved)
-
-2024-01-06 12:20:29 INFO Epoch 5 / 5000:
-2024-01-06 12:20:31 INFO lr: 4.9950e-05 - loss: 0.0440 - UP: 72.04% UR: 40.78% UF: 52.08% P: 68.88% R: 39.00% F: 49.80%
-2024-01-06 12:20:32 INFO dev:  loss: nan - UP: 69.16% UR: 34.89% UF: 46.38% P: 61.67% R: 31.11% F: 41.36%
-2024-01-06 12:20:32 INFO test: loss: nan - UP: 69.11% UR: 37.13% UF: 48.31% P: 65.05% R: 34.95% F: 45.47%
-2024-01-06 12:20:38 INFO 0:00:02.980732s elapsed (saved)
-
-2024-01-06 12:20:38 INFO Epoch 6 / 5000:
-2024-01-06 12:20:40 INFO lr: 4.9940e-05 - loss: 0.1258 - UP: 75.86% UR: 43.73% UF: 55.48% P: 73.08% R: 42.13% F: 53.45%
-2024-01-06 12:20:41 INFO dev:  loss: nan - UP: 73.20% UR: 31.56% UF: 44.10% P: 66.49% R: 28.67% F: 40.06%
-2024-01-06 12:20:41 INFO test: loss: nan - UP: 73.12% UR: 35.58% UF: 47.87% P: 68.64% R: 33.40% F: 44.94%
-2024-01-06 12:20:41 INFO 0:00:03.004558s elapsed
-
-2024-01-06 12:20:41 INFO Epoch 7 / 5000:
-2024-01-06 12:20:43 INFO lr: 4.9930e-05 - loss: 0.0943 - UP: 76.80% UR: 49.81% UF: 60.43% P: 72.21% R: 46.83% F: 56.82%
-2024-01-06 12:20:44 INFO dev:  loss: nan - UP: 76.80% UR: 30.89% UF: 44.06% P: 72.38% R: 29.11% F: 41.52%
-2024-01-06 12:20:44 INFO test: loss: nan - UP: 80.34% UR: 33.61% UF: 47.40% P: 75.80% R: 31.72% F: 44.72%
-2024-01-06 12:20:50 INFO 0:00:03.011762s elapsed (saved)
-
-2024-01-06 12:20:50 INFO Epoch 8 / 5000:
-2024-01-06 12:20:52 INFO lr: 4.9920e-05 - loss: 0.0345 - UP: 77.92% UR: 48.46% UF: 59.76% P: 73.69% R: 45.83% F: 56.51%
-2024-01-06 12:20:53 INFO dev:  loss: nan - UP: 60.13% UR: 40.22% UF: 48.20% P: 54.49% R: 36.44% F: 43.68%
-2024-01-06 12:20:53 INFO test: loss: nan - UP: 64.40% UR: 45.29% UF: 53.18% P: 59.30% R: 41.70% F: 48.97%
-2024-01-06 12:20:59 INFO 0:00:02.953153s elapsed (saved)
-
-2024-01-06 12:20:59 INFO Epoch 9 / 5000:
-2024-01-06 12:21:01 INFO lr: 4.9910e-05 - loss: 0.0516 - UP: 79.55% UR: 57.18% UF: 66.53% P: 76.36% R: 54.89% F: 63.87%
-2024-01-06 12:21:02 INFO dev:  loss: nan - UP: 57.57% UR: 43.11% UF: 49.30% P: 54.30% R: 40.67% F: 46.51%
-2024-01-06 12:21:02 INFO test: loss: nan - UP: 63.15% UR: 48.45% UF: 54.83% P: 59.49% R: 45.64% F: 51.65%
-2024-01-06 12:21:07 INFO 0:00:03.008728s elapsed (saved)
-
-2024-01-06 12:21:07 INFO Epoch 10 / 5000:
-2024-01-06 12:21:10 INFO lr: 4.9900e-05 - loss: 0.0110 - UP: 79.77% UR: 61.32% UF: 69.34% P: 78.47% R: 60.31% F: 68.20%
-2024-01-06 12:21:10 INFO dev:  loss: nan - UP: 67.39% UR: 41.33% UF: 51.24% P: 64.13% R: 39.33% F: 48.76%
-2024-01-06 12:21:10 INFO test: loss: nan - UP: 70.63% UR: 44.66% UF: 54.72% P: 67.19% R: 42.48% F: 52.05%
-2024-01-06 12:21:16 INFO 0:00:03.007656s elapsed (saved)
-
-2024-01-06 12:21:16 INFO Epoch 11 / 5000:
-2024-01-06 12:21:18 INFO lr: 4.9890e-05 - loss: 0.0109 - UP: 85.41% UR: 64.95% UF: 73.79% P: 84.25% R: 64.08% F: 72.79%
-2024-01-06 12:21:19 INFO dev:  loss: nan - UP: 68.40% UR: 40.89% UF: 51.18% P: 63.57% R: 38.00% F: 47.57%
-2024-01-06 12:21:19 INFO test: loss: nan - UP: 72.74% UR: 46.34% UF: 56.62% P: 68.10% R: 43.39% F: 53.01%
-2024-01-06 12:21:19 INFO 0:00:03.018287s elapsed
-
-2024-01-06 12:21:19 INFO Epoch 12 / 5000:
-2024-01-06 12:21:21 INFO lr: 4.9880e-05 - loss: 0.0237 - UP: 85.22% UR: 67.81% UF: 75.52% P: 84.28% R: 67.05% F: 74.69%
-2024-01-06 12:21:22 INFO dev:  loss: nan - UP: 59.82% UR: 44.67% UF: 51.15% P: 56.25% R: 42.00% F: 48.09%
-2024-01-06 12:21:22 INFO test: loss: nan - UP: 64.57% UR: 54.22% UF: 58.94% P: 60.30% R: 50.63% F: 55.05%
-2024-01-06 12:21:22 INFO 0:00:02.926482s elapsed
-
-2024-01-06 12:21:22 INFO Epoch 13 / 5000:
-2024-01-06 12:21:24 INFO lr: 4.9870e-05 - loss: 0.0214 - UP: 83.84% UR: 73.67% UF: 78.42% P: 82.52% R: 72.51% F: 77.19%
-2024-01-06 12:21:25 INFO dev:  loss: nan - UP: 57.60% UR: 48.00% UF: 52.36% P: 52.27% R: 43.56% F: 47.52%
-2024-01-06 12:21:25 INFO test: loss: nan - UP: 60.39% UR: 58.65% UF: 59.51% P: 56.19% R: 54.57% F: 55.37%
-2024-01-06 12:21:25 INFO 0:00:02.968940s elapsed
-
-2024-01-06 12:21:25 INFO Epoch 14 / 5000:
-2024-01-06 12:21:27 INFO lr: 4.9860e-05 - loss: 0.0261 - UP: 86.85% UR: 75.36% UF: 80.70% P: 86.20% R: 74.80% F: 80.09%
-2024-01-06 12:21:28 INFO dev:  loss: nan - UP: 62.94% UR: 43.78% UF: 51.64% P: 59.11% R: 41.11% F: 48.49%
-2024-01-06 12:21:28 INFO test: loss: nan - UP: 70.06% UR: 50.84% UF: 58.92% P: 66.09% R: 47.96% F: 55.58%
-2024-01-06 12:21:28 INFO 0:00:02.916815s elapsed
-
-2024-01-06 12:21:28 INFO Epoch 15 / 5000:
-2024-01-06 12:21:30 INFO lr: 4.9850e-05 - loss: 0.0163 - UP: 90.57% UR: 76.49% UF: 82.94% P: 89.72% R: 75.77% F: 82.15%
-2024-01-06 12:21:30 INFO dev:  loss: nan - UP: 62.46% UR: 47.33% UF: 53.86% P: 56.60% R: 42.89% F: 48.80%
-2024-01-06 12:21:31 INFO test: loss: nan - UP: 68.75% UR: 54.92% UF: 61.06% P: 64.26% R: 51.34% F: 57.08%
-2024-01-06 12:21:37 INFO 0:00:02.911022s elapsed (saved)
-
-2024-01-06 12:21:37 INFO Epoch 16 / 5000:
-2024-01-06 12:21:39 INFO lr: 4.9840e-05 - loss: 0.0235 - UP: 85.03% UR: 77.43% UF: 81.05% P: 83.72% R: 76.24% F: 79.80%
-2024-01-06 12:21:39 INFO dev:  loss: nan - UP: 62.67% UR: 51.11% UF: 56.30% P: 56.68% R: 46.22% F: 50.92%
-2024-01-06 12:21:40 INFO test: loss: nan - UP: 63.89% UR: 57.10% UF: 60.30% P: 59.09% R: 52.81% F: 55.77%
-2024-01-06 12:21:45 INFO 0:00:03.013833s elapsed (saved)
-
-2024-01-06 12:21:45 INFO Epoch 17 / 5000:
-2024-01-06 12:21:47 INFO lr: 4.9830e-05 - loss: 0.0183 - UP: 89.75% UR: 79.91% UF: 84.54% P: 89.01% R: 79.25% F: 83.85%
-2024-01-06 12:21:48 INFO dev:  loss: nan - UP: 65.94% UR: 46.89% UF: 54.81% P: 60.94% R: 43.33% F: 50.65%
-2024-01-06 12:21:48 INFO test: loss: nan - UP: 73.24% UR: 52.53% UF: 61.18% P: 68.63% R: 49.23% F: 57.33%
-2024-01-06 12:21:48 INFO 0:00:03.006919s elapsed
-
-2024-01-06 12:21:48 INFO Epoch 18 / 5000:
-2024-01-06 12:21:50 INFO lr: 4.9820e-05 - loss: 0.0233 - UP: 91.48% UR: 82.48% UF: 86.75% P: 90.79% R: 81.85% F: 86.09%
-2024-01-06 12:21:51 INFO dev:  loss: nan - UP: 69.07% UR: 44.67% UF: 54.25% P: 65.64% R: 42.44% F: 51.55%
-2024-01-06 12:21:51 INFO test: loss: nan - UP: 72.11% UR: 51.27% UF: 59.93% P: 67.56% R: 48.03% F: 56.14%
-2024-01-06 12:21:57 INFO 0:00:02.939035s elapsed (saved)
-
-2024-01-06 12:21:57 INFO Epoch 19 / 5000:
-2024-01-06 12:22:00 INFO lr: 4.9810e-05 - loss: 0.0177 - UP: 90.25% UR: 84.42% UF: 87.24% P: 89.75% R: 83.95% F: 86.75%
-2024-01-06 12:22:00 INFO dev:  loss: nan - UP: 70.26% UR: 42.00% UF: 52.57% P: 66.17% R: 39.56% F: 49.51%
-2024-01-06 12:22:00 INFO test: loss: nan - UP: 73.25% UR: 50.07% UF: 59.48% P: 68.62% R: 46.91% F: 55.72%
-2024-01-06 12:22:00 INFO 0:00:03.019339s elapsed
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-2024-01-06 12:22:00 INFO Epoch 20 / 5000:
-2024-01-06 12:22:03 INFO lr: 4.9800e-05 - loss: 0.0340 - UP: 92.94% UR: 85.83% UF: 89.24% P: 92.12% R: 85.08% F: 88.46%
-2024-01-06 12:22:03 INFO dev:  loss: nan - UP: 64.73% UR: 39.56% UF: 49.10% P: 60.73% R: 37.11% F: 46.07%
-2024-01-06 12:22:03 INFO test: loss: nan - UP: 71.36% UR: 51.69% UF: 59.95% P: 65.24% R: 47.26% F: 54.81%
-2024-01-06 12:22:03 INFO 0:00:02.995567s elapsed
-
-2024-01-06 12:22:03 INFO Epoch 21 / 5000:
-2024-01-06 12:22:06 INFO lr: 4.9790e-05 - loss: 0.0276 - UP: 89.56% UR: 82.32% UF: 85.79% P: 88.68% R: 81.50% F: 84.94%
-2024-01-06 12:22:06 INFO dev:  loss: nan - UP: 63.61% UR: 47.78% UF: 54.57% P: 58.28% R: 43.78% F: 50.00%
-2024-01-06 12:22:06 INFO test: loss: nan - UP: 69.17% UR: 57.74% UF: 62.94% P: 64.62% R: 53.94% F: 58.80%
-2024-01-06 12:22:06 INFO 0:00:02.967341s elapsed
-
-2024-01-06 12:22:06 INFO Epoch 22 / 5000:
-2024-01-06 12:22:09 INFO lr: 4.9780e-05 - loss: 0.0067 - UP: 91.84% UR: 83.92% UF: 87.70% P: 91.01% R: 83.17% F: 86.91%
-2024-01-06 12:22:09 INFO dev:  loss: nan - UP: 60.61% UR: 61.56% UF: 61.08% P: 55.36% R: 56.22% F: 55.79%
-2024-01-06 12:22:09 INFO test: loss: nan - UP: 59.60% UR: 65.05% UF: 62.21% P: 55.48% R: 60.55% F: 57.90%
-2024-01-06 12:22:15 INFO 0:00:02.983619s elapsed (saved)
-
-2024-01-06 12:22:15 INFO Epoch 23 / 5000:
-2024-01-06 12:22:17 INFO lr: 4.9770e-05 - loss: 0.0054 - UP: 91.28% UR: 85.27% UF: 88.17% P: 90.07% R: 84.14% F: 87.00%
-2024-01-06 12:22:18 INFO dev:  loss: nan - UP: 59.72% UR: 56.67% UF: 58.15% P: 54.57% R: 51.78% F: 53.14%
-2024-01-06 12:22:18 INFO test: loss: nan - UP: 61.17% UR: 63.15% UF: 62.15% P: 56.47% R: 58.30% F: 57.37%
-2024-01-06 12:22:18 INFO 0:00:02.983239s elapsed
-
-2024-01-06 12:22:18 INFO Epoch 24 / 5000:
-2024-01-06 12:22:20 INFO lr: 4.9760e-05 - loss: 0.0029 - UP: 92.28% UR: 86.18% UF: 89.12% P: 91.44% R: 85.39% F: 88.31%
-2024-01-06 12:22:21 INFO dev:  loss: nan - UP: 65.52% UR: 46.44% UF: 54.36% P: 61.13% R: 43.33% F: 50.72%
-2024-01-06 12:22:21 INFO test: loss: nan - UP: 72.45% UR: 55.84% UF: 63.07% P: 67.79% R: 52.25% F: 59.02%
-2024-01-06 12:22:21 INFO 0:00:02.957803s elapsed
-
-2024-01-06 12:22:21 INFO Epoch 25 / 5000:
-2024-01-06 12:22:23 INFO lr: 4.9750e-05 - loss: 0.0046 - UP: 92.81% UR: 89.47% UF: 91.11% P: 92.29% R: 88.97% F: 90.60%
-2024-01-06 12:22:24 INFO dev:  loss: nan - UP: 65.08% UR: 51.78% UF: 57.67% P: 60.89% R: 48.44% F: 53.96%
-2024-01-06 12:22:24 INFO test: loss: nan - UP: 68.39% UR: 59.49% UF: 63.63% P: 63.54% R: 55.27% F: 59.12%
-2024-01-06 12:22:24 INFO 0:00:03.001124s elapsed
-
-2024-01-06 12:22:24 INFO Epoch 26 / 5000:
-2024-01-06 12:22:26 INFO lr: 4.9740e-05 - loss: 0.0181 - UP: 94.96% UR: 89.72% UF: 92.26% P: 94.43% R: 89.22% F: 91.75%
-2024-01-06 12:22:27 INFO dev:  loss: nan - UP: 61.11% UR: 58.67% UF: 59.86% P: 56.94% R: 54.67% F: 55.78%
-2024-01-06 12:22:27 INFO test: loss: nan - UP: 61.51% UR: 63.71% UF: 62.59% P: 56.89% R: 58.93% F: 57.89%
-2024-01-06 12:22:27 INFO 0:00:03.042593s elapsed
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-2024-01-06 12:22:27 INFO Epoch 27 / 5000:
-2024-01-06 12:22:29 INFO lr: 4.9730e-05 - loss: 0.0175 - UP: 94.32% UR: 90.03% UF: 92.13% P: 93.86% R: 89.59% F: 91.68%
-2024-01-06 12:22:30 INFO dev:  loss: nan - UP: 68.84% UR: 51.56% UF: 58.96% P: 64.39% R: 48.22% F: 55.15%
-2024-01-06 12:22:30 INFO test: loss: nan - UP: 69.60% UR: 57.31% UF: 62.86% P: 64.90% R: 53.45% F: 58.62%
-2024-01-06 12:22:30 INFO 0:00:03.030340s elapsed
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-2024-01-06 12:22:30 INFO Epoch 28 / 5000:
-2024-01-06 12:22:32 INFO lr: 4.9720e-05 - loss: 0.0062 - UP: 95.29% UR: 91.91% UF: 93.57% P: 94.61% R: 91.25% F: 92.90%
-2024-01-06 12:22:33 INFO dev:  loss: nan - UP: 68.48% UR: 53.11% UF: 59.82% P: 63.04% R: 48.89% F: 55.07%
-2024-01-06 12:22:33 INFO test: loss: nan - UP: 69.57% UR: 57.88% UF: 63.19% P: 63.48% R: 52.81% F: 57.66%
-2024-01-06 12:22:33 INFO 0:00:03.008625s elapsed
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-2024-01-06 12:22:33 INFO Epoch 29 / 5000:
-2024-01-06 12:22:35 INFO lr: 4.9710e-05 - loss: 0.0012 - UP: 96.44% UR: 92.57% UF: 94.47% P: 96.05% R: 92.19% F: 94.08%
-2024-01-06 12:22:36 INFO dev:  loss: nan - UP: 68.35% UR: 57.11% UF: 62.23% P: 64.89% R: 54.22% F: 59.08%
-2024-01-06 12:22:36 INFO test: loss: nan - UP: 66.74% UR: 61.39% UF: 63.96% P: 61.93% R: 56.96% F: 59.34%
-2024-01-06 12:22:42 INFO 0:00:02.987447s elapsed (saved)
-
-2024-01-06 12:22:42 INFO Epoch 30 / 5000:
-2024-01-06 12:22:44 INFO lr: 4.9700e-05 - loss: 0.0210 - UP: 96.44% UR: 91.72% UF: 94.02% P: 96.18% R: 91.47% F: 93.77%
-2024-01-06 12:22:45 INFO dev:  loss: nan - UP: 67.97% UR: 58.00% UF: 62.59% P: 63.80% R: 54.44% F: 58.75%
-2024-01-06 12:22:45 INFO test: loss: nan - UP: 67.33% UR: 61.88% UF: 64.49% P: 62.13% R: 57.10% F: 59.51%
-2024-01-06 12:22:45 INFO 0:00:03.005100s elapsed
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-2024-01-06 12:22:45 INFO Epoch 31 / 5000:
-2024-01-06 12:22:47 INFO lr: 4.9690e-05 - loss: 0.0273 - UP: 95.35% UR: 93.89% UF: 94.61% P: 95.19% R: 93.73% F: 94.46%
-2024-01-06 12:22:48 INFO dev:  loss: nan - UP: 66.58% UR: 55.78% UF: 60.70% P: 62.33% R: 52.22% F: 56.83%
-2024-01-06 12:22:48 INFO test: loss: nan - UP: 69.98% UR: 61.46% UF: 65.44% P: 64.61% R: 56.75% F: 60.43%
-2024-01-06 12:22:48 INFO 0:00:02.981962s elapsed
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-2024-01-06 12:22:48 INFO Epoch 32 / 5000:
-2024-01-06 12:22:50 INFO lr: 4.9680e-05 - loss: 0.0102 - UP: 95.96% UR: 90.94% UF: 93.38% P: 95.50% R: 90.50% F: 92.93%
-2024-01-06 12:22:51 INFO dev:  loss: nan - UP: 69.47% UR: 49.56% UF: 57.85% P: 65.42% R: 46.67% F: 54.47%
-2024-01-06 12:22:51 INFO test: loss: nan - UP: 71.06% UR: 53.52% UF: 61.05% P: 65.92% R: 49.65% F: 56.64%
-2024-01-06 12:22:51 INFO 0:00:03.030365s elapsed
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-2024-01-06 12:22:51 INFO Epoch 33 / 5000:
-2024-01-06 12:22:53 INFO lr: 4.9670e-05 - loss: 0.0059 - UP: 95.74% UR: 93.70% UF: 94.71% P: 95.39% R: 93.35% F: 94.36%
-2024-01-06 12:22:54 INFO dev:  loss: nan - UP: 66.48% UR: 52.89% UF: 58.91% P: 61.73% R: 49.11% F: 54.70%
-2024-01-06 12:22:54 INFO test: loss: nan - UP: 67.76% UR: 58.37% UF: 62.71% P: 62.20% R: 53.59% F: 57.57%
-2024-01-06 12:22:54 INFO 0:00:02.975664s elapsed
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-2024-01-06 12:22:54 INFO Epoch 34 / 5000:
-2024-01-06 12:22:56 INFO lr: 4.9660e-05 - loss: 0.0047 - UP: 96.64% UR: 92.92% UF: 94.74% P: 96.32% R: 92.60% F: 94.42%
-2024-01-06 12:22:57 INFO dev:  loss: nan - UP: 70.97% UR: 53.78% UF: 61.19% P: 65.69% R: 49.78% F: 56.64%
-2024-01-06 12:22:57 INFO test: loss: nan - UP: 69.64% UR: 58.23% UF: 63.42% P: 64.00% R: 53.52% F: 58.29%
-2024-01-06 12:22:57 INFO 0:00:02.967251s elapsed
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-2024-01-06 12:22:57 INFO Epoch 35 / 5000:
-2024-01-06 12:22:59 INFO lr: 4.9650e-05 - loss: 0.0124 - UP: 96.78% UR: 93.20% UF: 94.95% P: 96.29% R: 92.73% F: 94.47%
-2024-01-06 12:23:00 INFO dev:  loss: nan - UP: 62.10% UR: 56.44% UF: 59.14% P: 58.19% R: 52.89% F: 55.41%
-2024-01-06 12:23:00 INFO test: loss: nan - UP: 66.13% UR: 64.14% UF: 65.12% P: 60.48% R: 58.65% F: 59.55%
-2024-01-06 12:23:00 INFO 0:00:02.990722s elapsed
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-2024-01-06 12:23:00 INFO Epoch 36 / 5000:
-2024-01-06 12:23:02 INFO lr: 4.9640e-05 - loss: 0.0064 - UP: 96.21% UR: 94.61% UF: 95.40% P: 95.79% R: 94.20% F: 94.99%
-2024-01-06 12:23:03 INFO dev:  loss: nan - UP: 69.35% UR: 51.78% UF: 59.29% P: 64.29% R: 48.00% F: 54.96%
-2024-01-06 12:23:03 INFO test: loss: nan - UP: 71.25% UR: 59.42% UF: 64.80% P: 64.76% R: 54.01% F: 58.90%
-2024-01-06 12:23:03 INFO 0:00:03.038735s elapsed
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-2024-01-06 12:23:03 INFO Epoch 37 / 5000:
-2024-01-06 12:23:05 INFO lr: 4.9630e-05 - loss: 0.0013 - UP: 96.45% UR: 93.64% UF: 95.02% P: 96.13% R: 93.32% F: 94.70%
-2024-01-06 12:23:06 INFO dev:  loss: nan - UP: 63.98% UR: 49.33% UF: 55.71% P: 60.52% R: 46.67% F: 52.70%
-2024-01-06 12:23:06 INFO test: loss: nan - UP: 69.17% UR: 57.59% UF: 62.85% P: 63.60% R: 52.95% F: 57.79%
-2024-01-06 12:23:06 INFO 0:00:03.032146s elapsed
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-2024-01-06 12:23:06 INFO Epoch 38 / 5000:
-2024-01-06 12:23:08 INFO lr: 4.9620e-05 - loss: 0.0072 - UP: 97.95% UR: 94.29% UF: 96.09% P: 97.66% R: 94.01% F: 95.80%
-2024-01-06 12:23:09 INFO dev:  loss: nan - UP: 64.30% UR: 54.44% UF: 58.97% P: 59.58% R: 50.44% F: 54.63%
-2024-01-06 12:23:09 INFO test: loss: nan - UP: 70.52% UR: 63.43% UF: 66.79% P: 65.13% R: 58.58% F: 61.68%
-2024-01-06 12:23:09 INFO 0:00:02.979773s elapsed
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-2024-01-06 12:23:09 INFO Epoch 39 / 5000:
-2024-01-06 12:23:11 INFO lr: 4.9610e-05 - loss: 0.0152 - UP: 98.10% UR: 96.90% UF: 97.49% P: 97.97% R: 96.77% F: 97.37%
-2024-01-06 12:23:12 INFO dev:  loss: nan - UP: 63.66% UR: 51.78% UF: 57.11% P: 60.11% R: 48.89% F: 53.92%
-2024-01-06 12:23:12 INFO test: loss: nan - UP: 70.09% UR: 61.46% UF: 65.49% P: 64.07% R: 56.19% F: 59.87%
-2024-01-06 12:23:12 INFO 0:00:02.920590s elapsed
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-2024-01-06 12:23:12 INFO Epoch 40 / 5000:
-2024-01-06 12:23:14 INFO lr: 4.9600e-05 - loss: 0.0036 - UP: 97.56% UR: 96.68% UF: 97.12% P: 97.22% R: 96.33% F: 96.77%
-2024-01-06 12:23:15 INFO dev:  loss: nan - UP: 67.24% UR: 43.33% UF: 52.70% P: 62.76% R: 40.44% F: 49.19%
-2024-01-06 12:23:15 INFO test: loss: nan - UP: 77.68% UR: 54.08% UF: 63.76% P: 72.22% R: 50.28% F: 59.29%
-2024-01-06 12:23:15 INFO 0:00:02.960735s elapsed
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-2024-01-06 12:23:15 INFO Epoch 41 / 5000:
-2024-01-06 12:23:17 INFO lr: 4.9590e-05 - loss: 0.0019 - UP: 97.03% UR: 94.26% UF: 95.63% P: 96.87% R: 94.11% F: 95.47%
-2024-01-06 12:23:18 INFO dev:  loss: nan - UP: 66.67% UR: 54.22% UF: 59.80% P: 62.57% R: 50.89% F: 56.13%
-2024-01-06 12:23:18 INFO test: loss: nan - UP: 70.11% UR: 60.69% UF: 65.06% P: 64.99% R: 56.26% F: 60.31%
-2024-01-06 12:23:18 INFO 0:00:02.990374s elapsed
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-2024-01-06 12:23:18 INFO Epoch 42 / 5000:
-2024-01-06 12:23:20 INFO lr: 4.9580e-05 - loss: 0.0006 - UP: 97.99% UR: 96.05% UF: 97.01% P: 97.92% R: 95.99% F: 96.94%
-2024-01-06 12:23:21 INFO dev:  loss: nan - UP: 64.25% UR: 51.11% UF: 56.93% P: 61.17% R: 48.67% F: 54.21%
-2024-01-06 12:23:21 INFO test: loss: nan - UP: 70.35% UR: 60.06% UF: 64.80% P: 65.49% R: 55.91% F: 60.32%
-2024-01-06 12:23:21 INFO 0:00:03.059785s elapsed
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-2024-01-06 12:23:21 INFO Epoch 43 / 5000:
-2024-01-06 12:23:23 INFO lr: 4.9570e-05 - loss: 0.0069 - UP: 98.37% UR: 94.73% UF: 96.52% P: 98.24% R: 94.61% F: 96.39%
-2024-01-06 12:23:24 INFO dev:  loss: nan - UP: 63.21% UR: 62.22% UF: 62.71% P: 57.79% R: 56.89% F: 57.33%
-2024-01-06 12:23:24 INFO test: loss: nan - UP: 63.14% UR: 67.23% UF: 65.12% P: 58.78% R: 62.59% F: 60.63%
-2024-01-06 12:23:24 INFO 0:00:03.021965s elapsed
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-2024-01-06 12:23:24 INFO Epoch 44 / 5000:
-2024-01-06 12:23:26 INFO lr: 4.9560e-05 - loss: 0.0055 - UP: 96.58% UR: 95.52% UF: 96.04% P: 96.32% R: 95.27% F: 95.79%
-2024-01-06 12:23:27 INFO dev:  loss: nan - UP: 67.39% UR: 48.22% UF: 56.22% P: 65.22% R: 46.67% F: 54.40%
-2024-01-06 12:23:27 INFO test: loss: nan - UP: 73.87% UR: 56.47% UF: 64.01% P: 69.83% R: 53.38% F: 60.50%
-2024-01-06 12:23:27 INFO 0:00:03.057468s elapsed
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-2024-01-06 12:23:27 INFO Epoch 45 / 5000:
-2024-01-06 12:23:29 INFO lr: 4.9550e-05 - loss: 0.0025 - UP: 94.15% UR: 90.38% UF: 92.23% P: 93.83% R: 90.06% F: 91.91%
-2024-01-06 12:23:30 INFO dev:  loss: nan - UP: 68.17% UR: 43.78% UF: 53.32% P: 62.63% R: 40.22% F: 48.99%
-2024-01-06 12:23:30 INFO test: loss: nan - UP: 74.35% UR: 54.22% UF: 62.71% P: 69.33% R: 50.56% F: 58.48%
-2024-01-06 12:23:30 INFO 0:00:02.999214s elapsed
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-2024-01-06 12:23:30 INFO Epoch 46 / 5000:
-2024-01-06 12:23:32 INFO lr: 4.9540e-05 - loss: 0.0163 - UP: 96.68% UR: 93.95% UF: 95.29% P: 95.90% R: 93.20% F: 94.53%
-2024-01-06 12:23:33 INFO dev:  loss: nan - UP: 60.70% UR: 49.78% UF: 54.70% P: 56.37% R: 46.22% F: 50.79%
-2024-01-06 12:23:33 INFO test: loss: nan - UP: 69.96% UR: 60.27% UF: 64.75% P: 64.65% R: 55.70% F: 59.84%
-2024-01-06 12:23:33 INFO 0:00:03.037159s elapsed
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-2024-01-06 12:23:33 INFO Epoch 47 / 5000:
-2024-01-06 12:23:35 INFO lr: 4.9530e-05 - loss: 0.0006 - UP: 97.15% UR: 93.98% UF: 95.54% P: 96.40% R: 93.26% F: 94.81%
-2024-01-06 12:23:36 INFO dev:  loss: nan - UP: 64.69% UR: 48.44% UF: 55.40% P: 59.64% R: 44.67% F: 51.08%
-2024-01-06 12:23:36 INFO test: loss: nan - UP: 70.10% UR: 57.88% UF: 63.41% P: 65.50% R: 54.08% F: 59.24%
-2024-01-06 12:23:36 INFO 0:00:03.020875s elapsed
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-2024-01-06 12:23:36 INFO Epoch 48 / 5000:
-2024-01-06 12:23:38 INFO lr: 4.9520e-05 - loss: 0.0005 - UP: 96.96% UR: 94.89% UF: 95.91% P: 96.64% R: 94.58% F: 95.60%
-2024-01-06 12:23:39 INFO dev:  loss: nan - UP: 64.41% UR: 50.67% UF: 56.72% P: 59.60% R: 46.89% F: 52.49%
-2024-01-06 12:23:39 INFO test: loss: nan - UP: 71.42% UR: 60.27% UF: 65.37% P: 65.75% R: 55.49% F: 60.18%
-2024-01-06 12:23:39 INFO 0:00:03.004754s elapsed
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-2024-01-06 12:23:39 INFO Epoch 49 / 5000:
-2024-01-06 12:23:41 INFO lr: 4.9510e-05 - loss: 0.0019 - UP: 98.34% UR: 96.65% UF: 97.49% P: 98.21% R: 96.52% F: 97.36%
-2024-01-06 12:23:42 INFO dev:  loss: nan - UP: 65.04% UR: 56.22% UF: 60.31% P: 60.15% R: 52.00% F: 55.78%
-2024-01-06 12:23:42 INFO test: loss: nan - UP: 69.68% UR: 62.87% UF: 66.10% P: 64.54% R: 58.23% F: 61.22%
-2024-01-06 12:23:42 INFO 0:00:03.027611s elapsed
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-2024-01-06 12:23:42 INFO Epoch 50 / 5000:
-2024-01-06 12:23:45 INFO lr: 4.9500e-05 - loss: 0.0009 - UP: 97.74% UR: 97.62% UF: 97.68% P: 97.61% R: 97.49% F: 97.55%
-2024-01-06 12:23:45 INFO dev:  loss: nan - UP: 65.05% UR: 56.67% UF: 60.57% P: 60.71% R: 52.89% F: 56.53%
-2024-01-06 12:23:45 INFO test: loss: nan - UP: 68.36% UR: 63.50% UF: 65.84% P: 63.36% R: 58.86% F: 61.03%
-2024-01-06 12:23:45 INFO 0:00:03.051479s elapsed
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-2024-01-06 12:23:45 INFO Epoch 51 / 5000:
-2024-01-06 12:23:48 INFO lr: 4.9490e-05 - loss: 0.0017 - UP: 98.64% UR: 97.74% UF: 98.19% P: 98.58% R: 97.68% F: 98.13%
-2024-01-06 12:23:48 INFO dev:  loss: nan - UP: 66.31% UR: 55.56% UF: 60.46% P: 62.60% R: 52.44% F: 57.07%
-2024-01-06 12:23:48 INFO test: loss: nan - UP: 70.39% UR: 62.03% UF: 65.94% P: 65.76% R: 57.95% F: 61.61%
-2024-01-06 12:23:48 INFO 0:00:03.034417s elapsed
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-2024-01-06 12:23:48 INFO Epoch 52 / 5000:
-2024-01-06 12:23:51 INFO lr: 4.9480e-05 - loss: 0.0510 - UP: 98.58% UR: 97.68% UF: 98.13% P: 97.85% R: 96.96% F: 97.40%
-2024-01-06 12:23:51 INFO dev:  loss: nan - UP: 64.72% UR: 56.67% UF: 60.43% P: 59.14% R: 51.78% F: 55.21%
-2024-01-06 12:23:51 INFO test: loss: nan - UP: 69.95% UR: 63.99% UF: 66.84% P: 62.95% R: 57.59% F: 60.15%
-2024-01-06 12:23:51 INFO 0:00:03.035788s elapsed
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-2024-01-06 12:23:51 INFO Epoch 53 / 5000:
-2024-01-06 12:23:54 INFO lr: 4.9470e-05 - loss: 0.0020 - UP: 98.23% UR: 97.55% UF: 97.89% P: 97.63% R: 96.96% F: 97.29%
-2024-01-06 12:23:54 INFO dev:  loss: nan - UP: 65.32% UR: 57.33% UF: 61.07% P: 61.52% R: 54.00% F: 57.51%
-2024-01-06 12:23:54 INFO test: loss: nan - UP: 66.69% UR: 64.63% UF: 65.64% P: 60.74% R: 58.86% F: 59.79%
-2024-01-06 12:23:54 INFO 0:00:03.036686s elapsed
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-2024-01-06 12:23:54 INFO Epoch 54 / 5000:
-2024-01-06 12:23:57 INFO lr: 4.9460e-05 - loss: 0.0021 - UP: 98.01% UR: 97.49% UF: 97.75% P: 97.73% R: 97.21% F: 97.47%
-2024-01-06 12:23:57 INFO dev:  loss: nan - UP: 70.25% UR: 50.89% UF: 59.02% P: 64.42% R: 46.67% F: 54.12%
-2024-01-06 12:23:57 INFO test: loss: nan - UP: 73.67% UR: 57.45% UF: 64.56% P: 67.45% R: 52.60% F: 59.11%
-2024-01-06 12:23:57 INFO 0:00:03.029002s elapsed
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-2024-01-06 12:23:57 INFO Epoch 55 / 5000:
-2024-01-06 12:24:00 INFO lr: 4.9450e-05 - loss: 0.0060 - UP: 97.91% UR: 96.99% UF: 97.45% P: 97.72% R: 96.80% F: 97.26%
-2024-01-06 12:24:00 INFO dev:  loss: nan - UP: 67.52% UR: 58.67% UF: 62.78% P: 62.15% R: 54.00% F: 57.79%
-2024-01-06 12:24:00 INFO test: loss: nan - UP: 65.64% UR: 64.49% UF: 65.06% P: 60.99% R: 59.92% F: 60.45%
-2024-01-06 12:24:00 INFO 0:00:03.032879s elapsed
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-2024-01-06 12:24:00 INFO Epoch 56 / 5000:
-2024-01-06 12:24:03 INFO lr: 4.9440e-05 - loss: 0.0129 - UP: 98.35% UR: 97.24% UF: 97.79% P: 98.22% R: 97.12% F: 97.67%
-2024-01-06 12:24:03 INFO dev:  loss: nan - UP: 67.19% UR: 56.89% UF: 61.61% P: 61.94% R: 52.44% F: 56.80%
-2024-01-06 12:24:03 INFO test: loss: nan - UP: 68.61% UR: 63.01% UF: 65.69% P: 63.71% R: 58.51% F: 61.00%
-2024-01-06 12:24:03 INFO 0:00:03.059983s elapsed
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-2024-01-06 12:24:03 INFO Epoch 57 / 5000:
-2024-01-06 12:24:06 INFO lr: 4.9430e-05 - loss: 0.0017 - UP: 98.21% UR: 98.03% UF: 98.12% P: 98.18% R: 97.99% F: 98.09%
-2024-01-06 12:24:06 INFO dev:  loss: nan - UP: 66.17% UR: 59.56% UF: 62.69% P: 61.98% R: 55.78% F: 58.71%
-2024-01-06 12:24:06 INFO test: loss: nan - UP: 66.81% UR: 63.85% UF: 65.30% P: 61.74% R: 59.00% F: 60.34%
-2024-01-06 12:24:06 INFO 0:00:03.044723s elapsed
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-2024-01-06 12:24:06 INFO Epoch 58 / 5000:
-2024-01-06 12:24:09 INFO lr: 4.9420e-05 - loss: 0.0001 - UP: 98.39% UR: 97.43% UF: 97.91% P: 98.23% R: 97.27% F: 97.75%
-2024-01-06 12:24:09 INFO dev:  loss: nan - UP: 66.58% UR: 58.89% UF: 62.50% P: 61.31% R: 54.22% F: 57.55%
-2024-01-06 12:24:09 INFO test: loss: nan - UP: 67.85% UR: 63.36% UF: 65.53% P: 62.58% R: 58.44% F: 60.44%
-2024-01-06 12:24:09 INFO 0:00:02.916123s elapsed
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-2024-01-06 12:24:09 INFO Epoch 59 / 5000:
-2024-01-06 12:24:12 INFO lr: 4.9410e-05 - loss: 0.0158 - UP: 98.50% UR: 96.61% UF: 97.55% P: 98.40% R: 96.52% F: 97.45%
-2024-01-06 12:24:12 INFO dev:  loss: nan - UP: 65.76% UR: 58.89% UF: 62.13% P: 60.05% R: 53.78% F: 56.74%
-2024-01-06 12:24:12 INFO test: loss: nan - UP: 66.77% UR: 62.73% UF: 64.68% P: 61.83% R: 58.09% F: 59.90%
-2024-01-06 12:24:12 INFO 0:00:02.990858s elapsed
-
-2024-01-06 12:24:21 INFO Epoch 29 saved
-2024-01-06 12:24:21 INFO dev:  UP: 68.35% UR: 57.11% UF: 62.23% P: 64.89% R: 54.22% F: 59.08%
-2024-01-06 12:24:21 INFO test: UP: 66.74% UR: 61.39% UF: 63.96% P: 61.93% R: 56.96% F: 59.34%
-2024-01-06 12:24:21 INFO 0:02:57.433405s elapsed, 0:00:03.007346s/epoch
+2024-03-31 21:13:17 INFO Epoch 1 / 5000:
+2024-03-31 21:13:20 INFO lr: 4.9990e-05 - loss: 0.1790 - UP:  2.51% UR:  5.39% UF:  3.43% P:  1.52% R:  3.26% F:  2.07%
+2024-03-31 21:13:21 INFO dev:  loss: nan - UP: 40.48% UR:  3.78% UF:  6.91% P: 33.33% R:  3.11% F:  5.69%
+2024-03-31 21:13:21 INFO test: loss: nan - UP: 54.70% UR:  4.50% UF:  8.32% P: 47.86% R:  3.94% F:  7.28%
+2024-03-31 21:13:26 INFO 0:00:03.623610s elapsed (saved)
+
+2024-03-31 21:13:26 INFO Epoch 2 / 5000:
+2024-03-31 21:13:28 INFO lr: 4.9980e-05 - loss: 0.1699 - UP: 44.08% UR:  7.12% UF: 12.25% P: 39.81% R:  6.43% F: 11.07%
+2024-03-31 21:13:28 INFO dev:  loss: nan - UP: 90.24% UR:  8.22% UF: 15.07% P: 85.37% R:  7.78% F: 14.26%
+2024-03-31 21:13:29 INFO test: loss: nan - UP: 85.82% UR:  8.51% UF: 15.48% P: 79.43% R:  7.88% F: 14.33%
+2024-03-31 21:13:36 INFO 0:00:02.989993s elapsed (saved)
+
+2024-03-31 21:13:36 INFO Epoch 3 / 5000:
+2024-03-31 21:13:38 INFO lr: 4.9970e-05 - loss: 0.2640 - UP: 59.94% UR: 17.59% UF: 27.19% P: 55.56% R: 16.30% F: 25.21%
+2024-03-31 21:13:38 INFO dev:  loss: nan - UP: 75.68% UR: 18.67% UF: 29.95% P: 70.27% R: 17.33% F: 27.81%
+2024-03-31 21:13:39 INFO test: loss: nan - UP: 74.06% UR: 20.89% UF: 32.58% P: 68.83% R: 19.41% F: 30.28%
+2024-03-31 21:13:46 INFO 0:00:02.953013s elapsed (saved)
+
+2024-03-31 21:13:46 INFO Epoch 4 / 5000:
+2024-03-31 21:13:48 INFO lr: 4.9960e-05 - loss: 0.1067 - UP: 70.33% UR: 32.10% UF: 44.08% P: 66.48% R: 30.34% F: 41.67%
+2024-03-31 21:13:48 INFO dev:  loss: nan - UP: 59.70% UR: 34.89% UF: 44.04% P: 53.23% R: 31.11% F: 39.27%
+2024-03-31 21:13:48 INFO test: loss: nan - UP: 66.30% UR: 38.61% UF: 48.80% P: 62.80% R: 36.57% F: 46.22%
+2024-03-31 21:13:55 INFO 0:00:02.990514s elapsed (saved)
+
+2024-03-31 21:13:55 INFO Epoch 5 / 5000:
+2024-03-31 21:13:58 INFO lr: 4.9950e-05 - loss: 0.0440 - UP: 72.04% UR: 40.78% UF: 52.08% P: 68.88% R: 39.00% F: 49.80%
+2024-03-31 21:13:58 INFO dev:  loss: nan - UP: 69.16% UR: 34.89% UF: 46.38% P: 61.67% R: 31.11% F: 41.36%
+2024-03-31 21:13:58 INFO test: loss: nan - UP: 69.11% UR: 37.13% UF: 48.31% P: 65.05% R: 34.95% F: 45.47%
+2024-03-31 21:14:05 INFO 0:00:02.996026s elapsed (saved)
+
+2024-03-31 21:14:05 INFO Epoch 6 / 5000:
+2024-03-31 21:14:08 INFO lr: 4.9940e-05 - loss: 0.1258 - UP: 75.86% UR: 43.73% UF: 55.48% P: 73.08% R: 42.13% F: 53.45%
+2024-03-31 21:14:08 INFO dev:  loss: nan - UP: 73.20% UR: 31.56% UF: 44.10% P: 66.49% R: 28.67% F: 40.06%
+2024-03-31 21:14:08 INFO test: loss: nan - UP: 73.12% UR: 35.58% UF: 47.87% P: 68.64% R: 33.40% F: 44.94%
+2024-03-31 21:14:08 INFO 0:00:02.971293s elapsed
+
+2024-03-31 21:14:08 INFO Epoch 7 / 5000:
+2024-03-31 21:14:11 INFO lr: 4.9930e-05 - loss: 0.0943 - UP: 76.80% UR: 49.81% UF: 60.43% P: 72.21% R: 46.83% F: 56.82%
+2024-03-31 21:14:11 INFO dev:  loss: nan - UP: 76.80% UR: 30.89% UF: 44.06% P: 72.38% R: 29.11% F: 41.52%
+2024-03-31 21:14:11 INFO test: loss: nan - UP: 80.34% UR: 33.61% UF: 47.40% P: 75.80% R: 31.72% F: 44.72%
+2024-03-31 21:14:18 INFO 0:00:02.985183s elapsed (saved)
+
+2024-03-31 21:14:18 INFO Epoch 8 / 5000:
+2024-03-31 21:14:20 INFO lr: 4.9920e-05 - loss: 0.0345 - UP: 77.92% UR: 48.46% UF: 59.76% P: 73.69% R: 45.83% F: 56.51%
+2024-03-31 21:14:21 INFO dev:  loss: nan - UP: 60.13% UR: 40.22% UF: 48.20% P: 54.49% R: 36.44% F: 43.68%
+2024-03-31 21:14:21 INFO test: loss: nan - UP: 64.40% UR: 45.29% UF: 53.18% P: 59.30% R: 41.70% F: 48.97%
+2024-03-31 21:14:28 INFO 0:00:03.014110s elapsed (saved)
+
+2024-03-31 21:14:28 INFO Epoch 9 / 5000:
+2024-03-31 21:14:30 INFO lr: 4.9910e-05 - loss: 0.0516 - UP: 79.55% UR: 57.18% UF: 66.53% P: 76.36% R: 54.89% F: 63.87%
+2024-03-31 21:14:30 INFO dev:  loss: nan - UP: 57.57% UR: 43.11% UF: 49.30% P: 54.30% R: 40.67% F: 46.51%
+2024-03-31 21:14:31 INFO test: loss: nan - UP: 63.15% UR: 48.45% UF: 54.83% P: 59.49% R: 45.64% F: 51.65%
+2024-03-31 21:14:37 INFO 0:00:02.878256s elapsed (saved)
+
+2024-03-31 21:14:37 INFO Epoch 10 / 5000:
+2024-03-31 21:14:40 INFO lr: 4.9900e-05 - loss: 0.0110 - UP: 79.77% UR: 61.32% UF: 69.34% P: 78.47% R: 60.31% F: 68.20%
+2024-03-31 21:14:40 INFO dev:  loss: nan - UP: 67.39% UR: 41.33% UF: 51.24% P: 64.13% R: 39.33% F: 48.76%
+2024-03-31 21:14:40 INFO test: loss: nan - UP: 70.63% UR: 44.66% UF: 54.72% P: 67.19% R: 42.48% F: 52.05%
+2024-03-31 21:14:47 INFO 0:00:02.963412s elapsed (saved)
+
+2024-03-31 21:14:47 INFO Epoch 11 / 5000:
+2024-03-31 21:14:50 INFO lr: 4.9890e-05 - loss: 0.0109 - UP: 85.41% UR: 64.95% UF: 73.79% P: 84.25% R: 64.08% F: 72.79%
+2024-03-31 21:14:50 INFO dev:  loss: nan - UP: 68.40% UR: 40.89% UF: 51.18% P: 63.57% R: 38.00% F: 47.57%
+2024-03-31 21:14:50 INFO test: loss: nan - UP: 72.74% UR: 46.34% UF: 56.62% P: 68.10% R: 43.39% F: 53.01%
+2024-03-31 21:14:50 INFO 0:00:02.933697s elapsed
+
+2024-03-31 21:14:50 INFO Epoch 12 / 5000:
+2024-03-31 21:14:52 INFO lr: 4.9880e-05 - loss: 0.0237 - UP: 85.22% UR: 67.81% UF: 75.52% P: 84.28% R: 67.05% F: 74.69%
+2024-03-31 21:14:53 INFO dev:  loss: nan - UP: 59.82% UR: 44.67% UF: 51.15% P: 56.25% R: 42.00% F: 48.09%
+2024-03-31 21:14:53 INFO test: loss: nan - UP: 64.57% UR: 54.22% UF: 58.94% P: 60.30% R: 50.63% F: 55.05%
+2024-03-31 21:14:53 INFO 0:00:02.939385s elapsed
+
+2024-03-31 21:14:53 INFO Epoch 13 / 5000:
+2024-03-31 21:14:55 INFO lr: 4.9870e-05 - loss: 0.0214 - UP: 83.84% UR: 73.67% UF: 78.42% P: 82.52% R: 72.51% F: 77.19%
+2024-03-31 21:14:56 INFO dev:  loss: nan - UP: 57.60% UR: 48.00% UF: 52.36% P: 52.27% R: 43.56% F: 47.52%
+2024-03-31 21:14:56 INFO test: loss: nan - UP: 60.39% UR: 58.65% UF: 59.51% P: 56.19% R: 54.57% F: 55.37%
+2024-03-31 21:14:56 INFO 0:00:02.917005s elapsed
+
+2024-03-31 21:14:56 INFO Epoch 14 / 5000:
+2024-03-31 21:14:58 INFO lr: 4.9860e-05 - loss: 0.0261 - UP: 86.85% UR: 75.36% UF: 80.70% P: 86.20% R: 74.80% F: 80.09%
+2024-03-31 21:14:59 INFO dev:  loss: nan - UP: 62.94% UR: 43.78% UF: 51.64% P: 59.11% R: 41.11% F: 48.49%
+2024-03-31 21:14:59 INFO test: loss: nan - UP: 70.06% UR: 50.84% UF: 58.92% P: 66.09% R: 47.96% F: 55.58%
+2024-03-31 21:14:59 INFO 0:00:02.892823s elapsed
+
+2024-03-31 21:14:59 INFO Epoch 15 / 5000:
+2024-03-31 21:15:01 INFO lr: 4.9850e-05 - loss: 0.0163 - UP: 90.57% UR: 76.49% UF: 82.94% P: 89.72% R: 75.77% F: 82.15%
+2024-03-31 21:15:01 INFO dev:  loss: nan - UP: 62.46% UR: 47.33% UF: 53.86% P: 56.60% R: 42.89% F: 48.80%
+2024-03-31 21:15:02 INFO test: loss: nan - UP: 68.75% UR: 54.92% UF: 61.06% P: 64.26% R: 51.34% F: 57.08%
+2024-03-31 21:15:09 INFO 0:00:02.924819s elapsed (saved)
+
+2024-03-31 21:15:09 INFO Epoch 16 / 5000:
+2024-03-31 21:15:11 INFO lr: 4.9840e-05 - loss: 0.0235 - UP: 85.03% UR: 77.43% UF: 81.05% P: 83.72% R: 76.24% F: 79.80%
+2024-03-31 21:15:11 INFO dev:  loss: nan - UP: 62.67% UR: 51.11% UF: 56.30% P: 56.68% R: 46.22% F: 50.92%
+2024-03-31 21:15:11 INFO test: loss: nan - UP: 63.89% UR: 57.10% UF: 60.30% P: 59.09% R: 52.81% F: 55.77%
+2024-03-31 21:15:17 INFO 0:00:02.984116s elapsed (saved)
+
+2024-03-31 21:15:17 INFO Epoch 17 / 5000:
+2024-03-31 21:15:20 INFO lr: 4.9830e-05 - loss: 0.0183 - UP: 89.75% UR: 79.91% UF: 84.54% P: 89.01% R: 79.25% F: 83.85%
+2024-03-31 21:15:20 INFO dev:  loss: nan - UP: 65.94% UR: 46.89% UF: 54.81% P: 60.94% R: 43.33% F: 50.65%
+2024-03-31 21:15:20 INFO test: loss: nan - UP: 73.24% UR: 52.53% UF: 61.18% P: 68.63% R: 49.23% F: 57.33%
+2024-03-31 21:15:20 INFO 0:00:02.889296s elapsed
+
+2024-03-31 21:15:20 INFO Epoch 18 / 5000:
+2024-03-31 21:15:23 INFO lr: 4.9820e-05 - loss: 0.0233 - UP: 91.48% UR: 82.48% UF: 86.75% P: 90.79% R: 81.85% F: 86.09%
+2024-03-31 21:15:23 INFO dev:  loss: nan - UP: 69.07% UR: 44.67% UF: 54.25% P: 65.64% R: 42.44% F: 51.55%
+2024-03-31 21:15:23 INFO test: loss: nan - UP: 72.11% UR: 51.27% UF: 59.93% P: 67.56% R: 48.03% F: 56.14%
+2024-03-31 21:15:30 INFO 0:00:02.848859s elapsed (saved)
+
+2024-03-31 21:15:30 INFO Epoch 19 / 5000:
+2024-03-31 21:15:32 INFO lr: 4.9810e-05 - loss: 0.0177 - UP: 90.25% UR: 84.42% UF: 87.24% P: 89.75% R: 83.95% F: 86.75%
+2024-03-31 21:15:32 INFO dev:  loss: nan - UP: 70.26% UR: 42.00% UF: 52.57% P: 66.17% R: 39.56% F: 49.51%
+2024-03-31 21:15:33 INFO test: loss: nan - UP: 73.25% UR: 50.07% UF: 59.48% P: 68.62% R: 46.91% F: 55.72%
+2024-03-31 21:15:33 INFO 0:00:02.880803s elapsed
+
+2024-03-31 21:15:33 INFO Epoch 20 / 5000:
+2024-03-31 21:15:35 INFO lr: 4.9800e-05 - loss: 0.0340 - UP: 92.94% UR: 85.83% UF: 89.24% P: 92.12% R: 85.08% F: 88.46%
+2024-03-31 21:15:35 INFO dev:  loss: nan - UP: 64.73% UR: 39.56% UF: 49.10% P: 60.73% R: 37.11% F: 46.07%
+2024-03-31 21:15:36 INFO test: loss: nan - UP: 71.36% UR: 51.69% UF: 59.95% P: 65.24% R: 47.26% F: 54.81%
+2024-03-31 21:15:36 INFO 0:00:02.901109s elapsed
+
+2024-03-31 21:15:36 INFO Epoch 21 / 5000:
+2024-03-31 21:15:38 INFO lr: 4.9790e-05 - loss: 0.0276 - UP: 89.56% UR: 82.32% UF: 85.79% P: 88.68% R: 81.50% F: 84.94%
+2024-03-31 21:15:38 INFO dev:  loss: nan - UP: 63.61% UR: 47.78% UF: 54.57% P: 58.28% R: 43.78% F: 50.00%
+2024-03-31 21:15:39 INFO test: loss: nan - UP: 69.17% UR: 57.74% UF: 62.94% P: 64.62% R: 53.94% F: 58.80%
+2024-03-31 21:15:39 INFO 0:00:02.904861s elapsed
+
+2024-03-31 21:15:39 INFO Epoch 22 / 5000:
+2024-03-31 21:15:41 INFO lr: 4.9780e-05 - loss: 0.0067 - UP: 91.84% UR: 83.92% UF: 87.70% P: 91.01% R: 83.17% F: 86.91%
+2024-03-31 21:15:41 INFO dev:  loss: nan - UP: 60.61% UR: 61.56% UF: 61.08% P: 55.36% R: 56.22% F: 55.79%
+2024-03-31 21:15:41 INFO test: loss: nan - UP: 59.60% UR: 65.05% UF: 62.21% P: 55.48% R: 60.55% F: 57.90%
+2024-03-31 21:15:48 INFO 0:00:02.853433s elapsed (saved)
+
+2024-03-31 21:15:48 INFO Epoch 23 / 5000:
+2024-03-31 21:15:51 INFO lr: 4.9770e-05 - loss: 0.0054 - UP: 91.28% UR: 85.27% UF: 88.17% P: 90.07% R: 84.14% F: 87.00%
+2024-03-31 21:15:51 INFO dev:  loss: nan - UP: 59.72% UR: 56.67% UF: 58.15% P: 54.57% R: 51.78% F: 53.14%
+2024-03-31 21:15:51 INFO test: loss: nan - UP: 61.17% UR: 63.15% UF: 62.15% P: 56.47% R: 58.30% F: 57.37%
+2024-03-31 21:15:51 INFO 0:00:03.008689s elapsed
+
+2024-03-31 21:15:51 INFO Epoch 24 / 5000:
+2024-03-31 21:15:54 INFO lr: 4.9760e-05 - loss: 0.0029 - UP: 92.28% UR: 86.18% UF: 89.12% P: 91.44% R: 85.39% F: 88.31%
+2024-03-31 21:15:54 INFO dev:  loss: nan - UP: 65.52% UR: 46.44% UF: 54.36% P: 61.13% R: 43.33% F: 50.72%
+2024-03-31 21:15:54 INFO test: loss: nan - UP: 72.45% UR: 55.84% UF: 63.07% P: 67.79% R: 52.25% F: 59.02%
+2024-03-31 21:15:54 INFO 0:00:02.843645s elapsed
+
+2024-03-31 21:15:54 INFO Epoch 25 / 5000:
+2024-03-31 21:15:56 INFO lr: 4.9750e-05 - loss: 0.0046 - UP: 92.81% UR: 89.47% UF: 91.11% P: 92.29% R: 88.97% F: 90.60%
+2024-03-31 21:15:57 INFO dev:  loss: nan - UP: 65.08% UR: 51.78% UF: 57.67% P: 60.89% R: 48.44% F: 53.96%
+2024-03-31 21:15:57 INFO test: loss: nan - UP: 68.39% UR: 59.49% UF: 63.63% P: 63.54% R: 55.27% F: 59.12%
+2024-03-31 21:15:57 INFO 0:00:02.859907s elapsed
+
+2024-03-31 21:15:57 INFO Epoch 26 / 5000:
+2024-03-31 21:15:59 INFO lr: 4.9740e-05 - loss: 0.0181 - UP: 94.96% UR: 89.72% UF: 92.26% P: 94.43% R: 89.22% F: 91.75%
+2024-03-31 21:16:00 INFO dev:  loss: nan - UP: 61.11% UR: 58.67% UF: 59.86% P: 56.94% R: 54.67% F: 55.78%
+2024-03-31 21:16:00 INFO test: loss: nan - UP: 61.51% UR: 63.71% UF: 62.59% P: 56.89% R: 58.93% F: 57.89%
+2024-03-31 21:16:00 INFO 0:00:02.879899s elapsed
+
+2024-03-31 21:16:00 INFO Epoch 27 / 5000:
+2024-03-31 21:16:02 INFO lr: 4.9730e-05 - loss: 0.0175 - UP: 94.32% UR: 90.03% UF: 92.13% P: 93.86% R: 89.59% F: 91.68%
+2024-03-31 21:16:02 INFO dev:  loss: nan - UP: 68.84% UR: 51.56% UF: 58.96% P: 64.39% R: 48.22% F: 55.15%
+2024-03-31 21:16:03 INFO test: loss: nan - UP: 69.60% UR: 57.31% UF: 62.86% P: 64.90% R: 53.45% F: 58.62%
+2024-03-31 21:16:03 INFO 0:00:02.856575s elapsed
+
+2024-03-31 21:16:03 INFO Epoch 28 / 5000:
+2024-03-31 21:16:05 INFO lr: 4.9720e-05 - loss: 0.0062 - UP: 95.29% UR: 91.91% UF: 93.57% P: 94.61% R: 91.25% F: 92.90%
+2024-03-31 21:16:05 INFO dev:  loss: nan - UP: 68.48% UR: 53.11% UF: 59.82% P: 63.04% R: 48.89% F: 55.07%
+2024-03-31 21:16:06 INFO test: loss: nan - UP: 69.57% UR: 57.88% UF: 63.19% P: 63.48% R: 52.81% F: 57.66%
+2024-03-31 21:16:06 INFO 0:00:02.859318s elapsed
+
+2024-03-31 21:16:06 INFO Epoch 29 / 5000:
+2024-03-31 21:16:08 INFO lr: 4.9710e-05 - loss: 0.0012 - UP: 96.44% UR: 92.57% UF: 94.47% P: 96.05% R: 92.19% F: 94.08%
+2024-03-31 21:16:08 INFO dev:  loss: nan - UP: 68.35% UR: 57.11% UF: 62.23% P: 64.89% R: 54.22% F: 59.08%
+2024-03-31 21:16:08 INFO test: loss: nan - UP: 66.74% UR: 61.39% UF: 63.96% P: 61.93% R: 56.96% F: 59.34%
+2024-03-31 21:16:15 INFO 0:00:02.872294s elapsed (saved)
+
+2024-03-31 21:16:15 INFO Epoch 30 / 5000:
+2024-03-31 21:16:18 INFO lr: 4.9700e-05 - loss: 0.0210 - UP: 96.44% UR: 91.72% UF: 94.02% P: 96.18% R: 91.47% F: 93.77%
+2024-03-31 21:16:18 INFO dev:  loss: nan - UP: 67.97% UR: 58.00% UF: 62.59% P: 63.80% R: 54.44% F: 58.75%
+2024-03-31 21:16:18 INFO test: loss: nan - UP: 67.33% UR: 61.88% UF: 64.49% P: 62.13% R: 57.10% F: 59.51%
+2024-03-31 21:16:18 INFO 0:00:02.836043s elapsed
+
+2024-03-31 21:16:18 INFO Epoch 31 / 5000:
+2024-03-31 21:16:21 INFO lr: 4.9690e-05 - loss: 0.0273 - UP: 95.35% UR: 93.89% UF: 94.61% P: 95.19% R: 93.73% F: 94.46%
+2024-03-31 21:16:21 INFO dev:  loss: nan - UP: 66.58% UR: 55.78% UF: 60.70% P: 62.33% R: 52.22% F: 56.83%
+2024-03-31 21:16:21 INFO test: loss: nan - UP: 69.98% UR: 61.46% UF: 65.44% P: 64.61% R: 56.75% F: 60.43%
+2024-03-31 21:16:21 INFO 0:00:02.902202s elapsed
+
+2024-03-31 21:16:21 INFO Epoch 32 / 5000:
+2024-03-31 21:16:23 INFO lr: 4.9680e-05 - loss: 0.0102 - UP: 95.96% UR: 90.94% UF: 93.38% P: 95.50% R: 90.50% F: 92.93%
+2024-03-31 21:16:24 INFO dev:  loss: nan - UP: 69.47% UR: 49.56% UF: 57.85% P: 65.42% R: 46.67% F: 54.47%
+2024-03-31 21:16:24 INFO test: loss: nan - UP: 71.06% UR: 53.52% UF: 61.05% P: 65.92% R: 49.65% F: 56.64%
+2024-03-31 21:16:24 INFO 0:00:02.908644s elapsed
+
+2024-03-31 21:16:24 INFO Epoch 33 / 5000:
+2024-03-31 21:16:26 INFO lr: 4.9670e-05 - loss: 0.0059 - UP: 95.74% UR: 93.70% UF: 94.71% P: 95.39% R: 93.35% F: 94.36%
+2024-03-31 21:16:27 INFO dev:  loss: nan - UP: 66.48% UR: 52.89% UF: 58.91% P: 61.73% R: 49.11% F: 54.70%
+2024-03-31 21:16:27 INFO test: loss: nan - UP: 67.76% UR: 58.37% UF: 62.71% P: 62.20% R: 53.59% F: 57.57%
+2024-03-31 21:16:27 INFO 0:00:02.832765s elapsed
+
+2024-03-31 21:16:27 INFO Epoch 34 / 5000:
+2024-03-31 21:16:29 INFO lr: 4.9660e-05 - loss: 0.0047 - UP: 96.64% UR: 92.92% UF: 94.74% P: 96.32% R: 92.60% F: 94.42%
+2024-03-31 21:16:29 INFO dev:  loss: nan - UP: 70.97% UR: 53.78% UF: 61.19% P: 65.69% R: 49.78% F: 56.64%
+2024-03-31 21:16:30 INFO test: loss: nan - UP: 69.64% UR: 58.23% UF: 63.42% P: 64.00% R: 53.52% F: 58.29%
+2024-03-31 21:16:30 INFO 0:00:02.872949s elapsed
+
+2024-03-31 21:16:30 INFO Epoch 35 / 5000:
+2024-03-31 21:16:32 INFO lr: 4.9650e-05 - loss: 0.0124 - UP: 96.78% UR: 93.20% UF: 94.95% P: 96.29% R: 92.73% F: 94.47%
+2024-03-31 21:16:32 INFO dev:  loss: nan - UP: 62.10% UR: 56.44% UF: 59.14% P: 58.19% R: 52.89% F: 55.41%
+2024-03-31 21:16:33 INFO test: loss: nan - UP: 66.13% UR: 64.14% UF: 65.12% P: 60.48% R: 58.65% F: 59.55%
+2024-03-31 21:16:33 INFO 0:00:02.861849s elapsed
+
+2024-03-31 21:16:33 INFO Epoch 36 / 5000:
+2024-03-31 21:16:35 INFO lr: 4.9640e-05 - loss: 0.0064 - UP: 96.21% UR: 94.61% UF: 95.40% P: 95.79% R: 94.20% F: 94.99%
+2024-03-31 21:16:35 INFO dev:  loss: nan - UP: 69.35% UR: 51.78% UF: 59.29% P: 64.29% R: 48.00% F: 54.96%
+2024-03-31 21:16:35 INFO test: loss: nan - UP: 71.25% UR: 59.42% UF: 64.80% P: 64.76% R: 54.01% F: 58.90%
+2024-03-31 21:16:35 INFO 0:00:02.884237s elapsed
+
+2024-03-31 21:16:35 INFO Epoch 37 / 5000:
+2024-03-31 21:16:38 INFO lr: 4.9630e-05 - loss: 0.0013 - UP: 96.45% UR: 93.64% UF: 95.02% P: 96.13% R: 93.32% F: 94.70%
+2024-03-31 21:16:38 INFO dev:  loss: nan - UP: 63.98% UR: 49.33% UF: 55.71% P: 60.52% R: 46.67% F: 52.70%
+2024-03-31 21:16:38 INFO test: loss: nan - UP: 69.17% UR: 57.59% UF: 62.85% P: 63.60% R: 52.95% F: 57.79%
+2024-03-31 21:16:38 INFO 0:00:02.867007s elapsed
+
+2024-03-31 21:16:38 INFO Epoch 38 / 5000:
+2024-03-31 21:16:41 INFO lr: 4.9620e-05 - loss: 0.0072 - UP: 97.95% UR: 94.29% UF: 96.09% P: 97.66% R: 94.01% F: 95.80%
+2024-03-31 21:16:41 INFO dev:  loss: nan - UP: 64.30% UR: 54.44% UF: 58.97% P: 59.58% R: 50.44% F: 54.63%
+2024-03-31 21:16:41 INFO test: loss: nan - UP: 70.52% UR: 63.43% UF: 66.79% P: 65.13% R: 58.58% F: 61.68%
+2024-03-31 21:16:41 INFO 0:00:02.880336s elapsed
+
+2024-03-31 21:16:41 INFO Epoch 39 / 5000:
+2024-03-31 21:16:43 INFO lr: 4.9610e-05 - loss: 0.0152 - UP: 98.10% UR: 96.90% UF: 97.49% P: 97.97% R: 96.77% F: 97.37%
+2024-03-31 21:16:44 INFO dev:  loss: nan - UP: 63.66% UR: 51.78% UF: 57.11% P: 60.11% R: 48.89% F: 53.92%
+2024-03-31 21:16:44 INFO test: loss: nan - UP: 70.09% UR: 61.46% UF: 65.49% P: 64.07% R: 56.19% F: 59.87%
+2024-03-31 21:16:44 INFO 0:00:02.860628s elapsed
+
+2024-03-31 21:16:44 INFO Epoch 40 / 5000:
+2024-03-31 21:16:46 INFO lr: 4.9600e-05 - loss: 0.0036 - UP: 97.56% UR: 96.68% UF: 97.12% P: 97.22% R: 96.33% F: 96.77%
+2024-03-31 21:16:47 INFO dev:  loss: nan - UP: 67.24% UR: 43.33% UF: 52.70% P: 62.76% R: 40.44% F: 49.19%
+2024-03-31 21:16:47 INFO test: loss: nan - UP: 77.68% UR: 54.08% UF: 63.76% P: 72.22% R: 50.28% F: 59.29%
+2024-03-31 21:16:47 INFO 0:00:02.861824s elapsed
+
+2024-03-31 21:16:47 INFO Epoch 41 / 5000:
+2024-03-31 21:16:49 INFO lr: 4.9590e-05 - loss: 0.0019 - UP: 97.03% UR: 94.26% UF: 95.63% P: 96.87% R: 94.11% F: 95.47%
+2024-03-31 21:16:50 INFO dev:  loss: nan - UP: 66.67% UR: 54.22% UF: 59.80% P: 62.57% R: 50.89% F: 56.13%
+2024-03-31 21:16:50 INFO test: loss: nan - UP: 70.11% UR: 60.69% UF: 65.06% P: 64.99% R: 56.26% F: 60.31%
+2024-03-31 21:16:50 INFO 0:00:02.885730s elapsed
+
+2024-03-31 21:16:50 INFO Epoch 42 / 5000:
+2024-03-31 21:16:52 INFO lr: 4.9580e-05 - loss: 0.0006 - UP: 97.99% UR: 96.05% UF: 97.01% P: 97.92% R: 95.99% F: 96.94%
+2024-03-31 21:16:52 INFO dev:  loss: nan - UP: 64.25% UR: 51.11% UF: 56.93% P: 61.17% R: 48.67% F: 54.21%
+2024-03-31 21:16:53 INFO test: loss: nan - UP: 70.35% UR: 60.06% UF: 64.80% P: 65.49% R: 55.91% F: 60.32%
+2024-03-31 21:16:53 INFO 0:00:02.897354s elapsed
+
+2024-03-31 21:16:53 INFO Epoch 43 / 5000:
+2024-03-31 21:16:55 INFO lr: 4.9570e-05 - loss: 0.0069 - UP: 98.37% UR: 94.73% UF: 96.52% P: 98.24% R: 94.61% F: 96.39%
+2024-03-31 21:16:55 INFO dev:  loss: nan - UP: 63.21% UR: 62.22% UF: 62.71% P: 57.79% R: 56.89% F: 57.33%
+2024-03-31 21:16:56 INFO test: loss: nan - UP: 63.14% UR: 67.23% UF: 65.12% P: 58.78% R: 62.59% F: 60.63%
+2024-03-31 21:16:56 INFO 0:00:02.978099s elapsed
+
+2024-03-31 21:16:56 INFO Epoch 44 / 5000:
+2024-03-31 21:16:58 INFO lr: 4.9560e-05 - loss: 0.0055 - UP: 96.58% UR: 95.52% UF: 96.04% P: 96.32% R: 95.27% F: 95.79%
+2024-03-31 21:16:58 INFO dev:  loss: nan - UP: 67.39% UR: 48.22% UF: 56.22% P: 65.22% R: 46.67% F: 54.40%
+2024-03-31 21:16:59 INFO test: loss: nan - UP: 73.87% UR: 56.47% UF: 64.01% P: 69.83% R: 53.38% F: 60.50%
+2024-03-31 21:16:59 INFO 0:00:02.992154s elapsed
+
+2024-03-31 21:16:59 INFO Epoch 45 / 5000:
+2024-03-31 21:17:01 INFO lr: 4.9550e-05 - loss: 0.0025 - UP: 94.15% UR: 90.38% UF: 92.23% P: 93.83% R: 90.06% F: 91.91%
+2024-03-31 21:17:01 INFO dev:  loss: nan - UP: 68.17% UR: 43.78% UF: 53.32% P: 62.63% R: 40.22% F: 48.99%
+2024-03-31 21:17:02 INFO test: loss: nan - UP: 74.35% UR: 54.22% UF: 62.71% P: 69.33% R: 50.56% F: 58.48%
+2024-03-31 21:17:02 INFO 0:00:03.025923s elapsed
+
+2024-03-31 21:17:02 INFO Epoch 46 / 5000:
+2024-03-31 21:17:04 INFO lr: 4.9540e-05 - loss: 0.0163 - UP: 96.68% UR: 93.95% UF: 95.29% P: 95.90% R: 93.20% F: 94.53%
+2024-03-31 21:17:04 INFO dev:  loss: nan - UP: 60.70% UR: 49.78% UF: 54.70% P: 56.37% R: 46.22% F: 50.79%
+2024-03-31 21:17:05 INFO test: loss: nan - UP: 69.96% UR: 60.27% UF: 64.75% P: 64.65% R: 55.70% F: 59.84%
+2024-03-31 21:17:05 INFO 0:00:02.978398s elapsed
+
+2024-03-31 21:17:05 INFO Epoch 47 / 5000:
+2024-03-31 21:17:07 INFO lr: 4.9530e-05 - loss: 0.0006 - UP: 97.15% UR: 93.98% UF: 95.54% P: 96.40% R: 93.26% F: 94.81%
+2024-03-31 21:17:07 INFO dev:  loss: nan - UP: 64.69% UR: 48.44% UF: 55.40% P: 59.64% R: 44.67% F: 51.08%
+2024-03-31 21:17:08 INFO test: loss: nan - UP: 70.10% UR: 57.88% UF: 63.41% P: 65.50% R: 54.08% F: 59.24%
+2024-03-31 21:17:08 INFO 0:00:02.986598s elapsed
+
+2024-03-31 21:17:08 INFO Epoch 48 / 5000:
+2024-03-31 21:17:10 INFO lr: 4.9520e-05 - loss: 0.0005 - UP: 96.96% UR: 94.89% UF: 95.91% P: 96.64% R: 94.58% F: 95.60%
+2024-03-31 21:17:10 INFO dev:  loss: nan - UP: 64.41% UR: 50.67% UF: 56.72% P: 59.60% R: 46.89% F: 52.49%
+2024-03-31 21:17:11 INFO test: loss: nan - UP: 71.42% UR: 60.27% UF: 65.37% P: 65.75% R: 55.49% F: 60.18%
+2024-03-31 21:17:11 INFO 0:00:02.981009s elapsed
+
+2024-03-31 21:17:11 INFO Epoch 49 / 5000:
+2024-03-31 21:17:13 INFO lr: 4.9510e-05 - loss: 0.0019 - UP: 98.34% UR: 96.65% UF: 97.49% P: 98.21% R: 96.52% F: 97.36%
+2024-03-31 21:17:13 INFO dev:  loss: nan - UP: 65.04% UR: 56.22% UF: 60.31% P: 60.15% R: 52.00% F: 55.78%
+2024-03-31 21:17:14 INFO test: loss: nan - UP: 69.68% UR: 62.87% UF: 66.10% P: 64.54% R: 58.23% F: 61.22%
+2024-03-31 21:17:14 INFO 0:00:02.975764s elapsed
+
+2024-03-31 21:17:14 INFO Epoch 50 / 5000:
+2024-03-31 21:17:16 INFO lr: 4.9500e-05 - loss: 0.0009 - UP: 97.74% UR: 97.62% UF: 97.68% P: 97.61% R: 97.49% F: 97.55%
+2024-03-31 21:17:16 INFO dev:  loss: nan - UP: 65.05% UR: 56.67% UF: 60.57% P: 60.71% R: 52.89% F: 56.53%
+2024-03-31 21:17:17 INFO test: loss: nan - UP: 68.36% UR: 63.50% UF: 65.84% P: 63.36% R: 58.86% F: 61.03%
+2024-03-31 21:17:17 INFO 0:00:02.996888s elapsed
+
+2024-03-31 21:17:17 INFO Epoch 51 / 5000:
+2024-03-31 21:17:19 INFO lr: 4.9490e-05 - loss: 0.0017 - UP: 98.64% UR: 97.74% UF: 98.19% P: 98.58% R: 97.68% F: 98.13%
+2024-03-31 21:17:19 INFO dev:  loss: nan - UP: 66.31% UR: 55.56% UF: 60.46% P: 62.60% R: 52.44% F: 57.07%
+2024-03-31 21:17:20 INFO test: loss: nan - UP: 70.39% UR: 62.03% UF: 65.94% P: 65.76% R: 57.95% F: 61.61%
+2024-03-31 21:17:20 INFO 0:00:02.987853s elapsed
+
+2024-03-31 21:17:20 INFO Epoch 52 / 5000:
+2024-03-31 21:17:22 INFO lr: 4.9480e-05 - loss: 0.0510 - UP: 98.58% UR: 97.68% UF: 98.13% P: 97.85% R: 96.96% F: 97.40%
+2024-03-31 21:17:22 INFO dev:  loss: nan - UP: 64.72% UR: 56.67% UF: 60.43% P: 59.14% R: 51.78% F: 55.21%
+2024-03-31 21:17:23 INFO test: loss: nan - UP: 69.95% UR: 63.99% UF: 66.84% P: 62.95% R: 57.59% F: 60.15%
+2024-03-31 21:17:23 INFO 0:00:02.982793s elapsed
+
+2024-03-31 21:17:23 INFO Epoch 53 / 5000:
+2024-03-31 21:17:25 INFO lr: 4.9470e-05 - loss: 0.0020 - UP: 98.23% UR: 97.55% UF: 97.89% P: 97.63% R: 96.96% F: 97.29%
+2024-03-31 21:17:25 INFO dev:  loss: nan - UP: 65.32% UR: 57.33% UF: 61.07% P: 61.52% R: 54.00% F: 57.51%
+2024-03-31 21:17:26 INFO test: loss: nan - UP: 66.69% UR: 64.63% UF: 65.64% P: 60.74% R: 58.86% F: 59.79%
+2024-03-31 21:17:26 INFO 0:00:03.002891s elapsed
+
+2024-03-31 21:17:26 INFO Epoch 54 / 5000:
+2024-03-31 21:17:28 INFO lr: 4.9460e-05 - loss: 0.0021 - UP: 98.01% UR: 97.49% UF: 97.75% P: 97.73% R: 97.21% F: 97.47%
+2024-03-31 21:17:28 INFO dev:  loss: nan - UP: 70.25% UR: 50.89% UF: 59.02% P: 64.42% R: 46.67% F: 54.12%
+2024-03-31 21:17:29 INFO test: loss: nan - UP: 73.67% UR: 57.45% UF: 64.56% P: 67.45% R: 52.60% F: 59.11%
+2024-03-31 21:17:29 INFO 0:00:02.981210s elapsed
+
+2024-03-31 21:17:29 INFO Epoch 55 / 5000:
+2024-03-31 21:17:31 INFO lr: 4.9450e-05 - loss: 0.0060 - UP: 97.91% UR: 96.99% UF: 97.45% P: 97.72% R: 96.80% F: 97.26%
+2024-03-31 21:17:31 INFO dev:  loss: nan - UP: 67.52% UR: 58.67% UF: 62.78% P: 62.15% R: 54.00% F: 57.79%
+2024-03-31 21:17:32 INFO test: loss: nan - UP: 65.64% UR: 64.49% UF: 65.06% P: 60.99% R: 59.92% F: 60.45%
+2024-03-31 21:17:32 INFO 0:00:02.987219s elapsed
+
+2024-03-31 21:17:32 INFO Epoch 56 / 5000:
+2024-03-31 21:17:34 INFO lr: 4.9440e-05 - loss: 0.0129 - UP: 98.35% UR: 97.24% UF: 97.79% P: 98.22% R: 97.12% F: 97.67%
+2024-03-31 21:17:34 INFO dev:  loss: nan - UP: 67.19% UR: 56.89% UF: 61.61% P: 61.94% R: 52.44% F: 56.80%
+2024-03-31 21:17:35 INFO test: loss: nan - UP: 68.61% UR: 63.01% UF: 65.69% P: 63.71% R: 58.51% F: 61.00%
+2024-03-31 21:17:35 INFO 0:00:02.995705s elapsed
+
+2024-03-31 21:17:35 INFO Epoch 57 / 5000:
+2024-03-31 21:17:37 INFO lr: 4.9430e-05 - loss: 0.0017 - UP: 98.21% UR: 98.03% UF: 98.12% P: 98.18% R: 97.99% F: 98.09%
+2024-03-31 21:17:37 INFO dev:  loss: nan - UP: 66.17% UR: 59.56% UF: 62.69% P: 61.98% R: 55.78% F: 58.71%
+2024-03-31 21:17:38 INFO test: loss: nan - UP: 66.81% UR: 63.85% UF: 65.30% P: 61.74% R: 59.00% F: 60.34%
+2024-03-31 21:17:38 INFO 0:00:02.983721s elapsed
+
+2024-03-31 21:17:38 INFO Epoch 58 / 5000:
+2024-03-31 21:17:40 INFO lr: 4.9420e-05 - loss: 0.0001 - UP: 98.39% UR: 97.43% UF: 97.91% P: 98.23% R: 97.27% F: 97.75%
+2024-03-31 21:17:40 INFO dev:  loss: nan - UP: 66.58% UR: 58.89% UF: 62.50% P: 61.31% R: 54.22% F: 57.55%
+2024-03-31 21:17:41 INFO test: loss: nan - UP: 67.85% UR: 63.36% UF: 65.53% P: 62.58% R: 58.44% F: 60.44%
+2024-03-31 21:17:41 INFO 0:00:02.979743s elapsed
+
+2024-03-31 21:17:41 INFO Epoch 59 / 5000:
+2024-03-31 21:17:43 INFO lr: 4.9410e-05 - loss: 0.0158 - UP: 98.50% UR: 96.61% UF: 97.55% P: 98.40% R: 96.52% F: 97.45%
+2024-03-31 21:17:43 INFO dev:  loss: nan - UP: 65.76% UR: 58.89% UF: 62.13% P: 60.05% R: 53.78% F: 56.74%
+2024-03-31 21:17:44 INFO test: loss: nan - UP: 66.77% UR: 62.73% UF: 64.68% P: 61.83% R: 58.09% F: 59.90%
+2024-03-31 21:17:44 INFO 0:00:02.998441s elapsed
+
+2024-03-31 21:17:51 INFO Epoch 29 saved
+2024-03-31 21:17:51 INFO dev:  UP: 68.35% UR: 57.11% UF: 62.23% P: 64.89% R: 54.22% F: 59.08%
+2024-03-31 21:17:51 INFO test: UP: 66.74% UR: 61.39% UF: 63.96% P: 61.93% R: 56.96% F: 59.34%
+2024-03-31 21:17:51 INFO 0:02:53.581920s elapsed, 0:00:02.942066s/epoch

models/multibooked_eu/sdp_byGenAI_desc/60/model_vi_multibooked_eu_xlm_9

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:39db73a582e2b36ad3ff23e027e17e5b2e895a603953947bca45a10c8b114c01
+size 1177848113

models/multibooked_eu/sdp_byGenAI_desc/60/model_vi_multibooked_eu_xlm_9.train.log

@@ -0,0 +1,427 @@
+2024-03-31 21:17:54 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_byGenAI_desc/60/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_byGenAI_desc/60/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byGenAI_desc/60/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             
+---------------------+-------------------------------
+
+2024-03-31 21:17:54 INFO Building the fields
+2024-03-31 21:17:55 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-03-31 21:17:55 INFO Building the model
+2024-03-31 21:17:58 INFO VISemanticDependencyModel(
+  (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
+  (encoder_dropout): Dropout(p=0.33, inplace=False)
+  (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
+  (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
+  (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
+  (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
+  (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
+  (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
+  (criterion): CrossEntropyLoss()
+  (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
+  (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
+  (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
+  (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (inference): SemanticDependencyMFVI(max_iter=3)
+)
+
+2024-03-31 21:17:58 INFO Loading the data
+2024-03-31 21:17:58 INFO 
+train: Dataset(n_sentences=636, n_batches=32, n_buckets=32)
+dev:   Dataset(n_sentences=90, n_batches=28, n_buckets=28)
+test:  Dataset(n_sentences=305, n_batches=32, n_buckets=32)
+
+2024-03-31 21:17:58 INFO Epoch 1 / 5000:
+2024-03-31 21:18:01 INFO lr: 4.9990e-05 - loss: 0.1790 - UP:  2.51% UR:  5.39% UF:  3.43% P:  1.52% R:  3.26% F:  2.07%
+2024-03-31 21:18:01 INFO dev:  loss: nan - UP: 40.48% UR:  3.78% UF:  6.91% P: 33.33% R:  3.11% F:  5.69%
+2024-03-31 21:18:02 INFO test: loss: nan - UP: 54.70% UR:  4.50% UF:  8.32% P: 47.86% R:  3.94% F:  7.28%
+2024-03-31 21:18:06 INFO 0:00:03.578503s elapsed (saved)
+
+2024-03-31 21:18:06 INFO Epoch 2 / 5000:
+2024-03-31 21:18:09 INFO lr: 4.9980e-05 - loss: 0.1699 - UP: 44.08% UR:  7.12% UF: 12.25% P: 39.81% R:  6.43% F: 11.07%
+2024-03-31 21:18:09 INFO dev:  loss: nan - UP: 90.24% UR:  8.22% UF: 15.07% P: 85.37% R:  7.78% F: 14.26%
+2024-03-31 21:18:09 INFO test: loss: nan - UP: 85.82% UR:  8.51% UF: 15.48% P: 79.43% R:  7.88% F: 14.33%
+2024-03-31 21:18:16 INFO 0:00:02.955413s elapsed (saved)
+
+2024-03-31 21:18:16 INFO Epoch 3 / 5000:
+2024-03-31 21:18:18 INFO lr: 4.9970e-05 - loss: 0.2640 - UP: 59.94% UR: 17.59% UF: 27.19% P: 55.56% R: 16.30% F: 25.21%
+2024-03-31 21:18:19 INFO dev:  loss: nan - UP: 75.68% UR: 18.67% UF: 29.95% P: 70.27% R: 17.33% F: 27.81%
+2024-03-31 21:18:19 INFO test: loss: nan - UP: 74.06% UR: 20.89% UF: 32.58% P: 68.83% R: 19.41% F: 30.28%
+2024-03-31 21:18:26 INFO 0:00:02.903902s elapsed (saved)
+
+2024-03-31 21:18:26 INFO Epoch 4 / 5000:
+2024-03-31 21:18:28 INFO lr: 4.9960e-05 - loss: 0.1067 - UP: 70.33% UR: 32.10% UF: 44.08% P: 66.48% R: 30.34% F: 41.67%
+2024-03-31 21:18:28 INFO dev:  loss: nan - UP: 59.70% UR: 34.89% UF: 44.04% P: 53.23% R: 31.11% F: 39.27%
+2024-03-31 21:18:29 INFO test: loss: nan - UP: 66.30% UR: 38.61% UF: 48.80% P: 62.80% R: 36.57% F: 46.22%
+2024-03-31 21:18:36 INFO 0:00:02.981868s elapsed (saved)
+
+2024-03-31 21:18:36 INFO Epoch 5 / 5000:
+2024-03-31 21:18:38 INFO lr: 4.9950e-05 - loss: 0.0440 - UP: 72.04% UR: 40.78% UF: 52.08% P: 68.88% R: 39.00% F: 49.80%
+2024-03-31 21:18:38 INFO dev:  loss: nan - UP: 69.16% UR: 34.89% UF: 46.38% P: 61.67% R: 31.11% F: 41.36%
+2024-03-31 21:18:38 INFO test: loss: nan - UP: 69.11% UR: 37.13% UF: 48.31% P: 65.05% R: 34.95% F: 45.47%
+2024-03-31 21:18:46 INFO 0:00:02.858045s elapsed (saved)
+
+2024-03-31 21:18:46 INFO Epoch 6 / 5000:
+2024-03-31 21:18:48 INFO lr: 4.9940e-05 - loss: 0.1258 - UP: 75.86% UR: 43.73% UF: 55.48% P: 73.08% R: 42.13% F: 53.45%
+2024-03-31 21:18:48 INFO dev:  loss: nan - UP: 73.20% UR: 31.56% UF: 44.10% P: 66.49% R: 28.67% F: 40.06%
+2024-03-31 21:18:49 INFO test: loss: nan - UP: 73.12% UR: 35.58% UF: 47.87% P: 68.64% R: 33.40% F: 44.94%
+2024-03-31 21:18:49 INFO 0:00:03.021142s elapsed
+
+2024-03-31 21:18:49 INFO Epoch 7 / 5000:
+2024-03-31 21:18:51 INFO lr: 4.9930e-05 - loss: 0.0943 - UP: 76.80% UR: 49.81% UF: 60.43% P: 72.21% R: 46.83% F: 56.82%
+2024-03-31 21:18:51 INFO dev:  loss: nan - UP: 76.80% UR: 30.89% UF: 44.06% P: 72.38% R: 29.11% F: 41.52%
+2024-03-31 21:18:52 INFO test: loss: nan - UP: 80.34% UR: 33.61% UF: 47.40% P: 75.80% R: 31.72% F: 44.72%
+2024-03-31 21:18:58 INFO 0:00:02.908201s elapsed (saved)
+
+2024-03-31 21:18:58 INFO Epoch 8 / 5000:
+2024-03-31 21:19:00 INFO lr: 4.9920e-05 - loss: 0.0345 - UP: 77.92% UR: 48.46% UF: 59.76% P: 73.69% R: 45.83% F: 56.51%
+2024-03-31 21:19:01 INFO dev:  loss: nan - UP: 60.13% UR: 40.22% UF: 48.20% P: 54.49% R: 36.44% F: 43.68%
+2024-03-31 21:19:01 INFO test: loss: nan - UP: 64.40% UR: 45.29% UF: 53.18% P: 59.30% R: 41.70% F: 48.97%
+2024-03-31 21:19:08 INFO 0:00:02.977814s elapsed (saved)
+
+2024-03-31 21:19:08 INFO Epoch 9 / 5000:
+2024-03-31 21:19:10 INFO lr: 4.9910e-05 - loss: 0.0516 - UP: 79.55% UR: 57.18% UF: 66.53% P: 76.36% R: 54.89% F: 63.87%
+2024-03-31 21:19:11 INFO dev:  loss: nan - UP: 57.57% UR: 43.11% UF: 49.30% P: 54.30% R: 40.67% F: 46.51%
+2024-03-31 21:19:11 INFO test: loss: nan - UP: 63.15% UR: 48.45% UF: 54.83% P: 59.49% R: 45.64% F: 51.65%
+2024-03-31 21:19:18 INFO 0:00:02.943464s elapsed (saved)
+
+2024-03-31 21:19:18 INFO Epoch 10 / 5000:
+2024-03-31 21:19:20 INFO lr: 4.9900e-05 - loss: 0.0110 - UP: 79.77% UR: 61.32% UF: 69.34% P: 78.47% R: 60.31% F: 68.20%
+2024-03-31 21:19:20 INFO dev:  loss: nan - UP: 67.39% UR: 41.33% UF: 51.24% P: 64.13% R: 39.33% F: 48.76%
+2024-03-31 21:19:21 INFO test: loss: nan - UP: 70.63% UR: 44.66% UF: 54.72% P: 67.19% R: 42.48% F: 52.05%
+2024-03-31 21:19:28 INFO 0:00:02.980551s elapsed (saved)
+
+2024-03-31 21:19:28 INFO Epoch 11 / 5000:
+2024-03-31 21:19:30 INFO lr: 4.9890e-05 - loss: 0.0109 - UP: 85.41% UR: 64.95% UF: 73.79% P: 84.25% R: 64.08% F: 72.79%
+2024-03-31 21:19:30 INFO dev:  loss: nan - UP: 68.40% UR: 40.89% UF: 51.18% P: 63.57% R: 38.00% F: 47.57%
+2024-03-31 21:19:31 INFO test: loss: nan - UP: 72.74% UR: 46.34% UF: 56.62% P: 68.10% R: 43.39% F: 53.01%
+2024-03-31 21:19:31 INFO 0:00:02.950981s elapsed
+
+2024-03-31 21:19:31 INFO Epoch 12 / 5000:
+2024-03-31 21:19:33 INFO lr: 4.9880e-05 - loss: 0.0237 - UP: 85.22% UR: 67.81% UF: 75.52% P: 84.28% R: 67.05% F: 74.69%
+2024-03-31 21:19:33 INFO dev:  loss: nan - UP: 59.82% UR: 44.67% UF: 51.15% P: 56.25% R: 42.00% F: 48.09%
+2024-03-31 21:19:33 INFO test: loss: nan - UP: 64.57% UR: 54.22% UF: 58.94% P: 60.30% R: 50.63% F: 55.05%
+2024-03-31 21:19:33 INFO 0:00:02.932697s elapsed
+
+2024-03-31 21:19:33 INFO Epoch 13 / 5000:
+2024-03-31 21:19:36 INFO lr: 4.9870e-05 - loss: 0.0214 - UP: 83.84% UR: 73.67% UF: 78.42% P: 82.52% R: 72.51% F: 77.19%
+2024-03-31 21:19:36 INFO dev:  loss: nan - UP: 57.60% UR: 48.00% UF: 52.36% P: 52.27% R: 43.56% F: 47.52%
+2024-03-31 21:19:36 INFO test: loss: nan - UP: 60.39% UR: 58.65% UF: 59.51% P: 56.19% R: 54.57% F: 55.37%
+2024-03-31 21:19:36 INFO 0:00:02.943859s elapsed
+
+2024-03-31 21:19:36 INFO Epoch 14 / 5000:
+2024-03-31 21:19:39 INFO lr: 4.9860e-05 - loss: 0.0261 - UP: 86.85% UR: 75.36% UF: 80.70% P: 86.20% R: 74.80% F: 80.09%
+2024-03-31 21:19:39 INFO dev:  loss: nan - UP: 62.94% UR: 43.78% UF: 51.64% P: 59.11% R: 41.11% F: 48.49%
+2024-03-31 21:19:39 INFO test: loss: nan - UP: 70.06% UR: 50.84% UF: 58.92% P: 66.09% R: 47.96% F: 55.58%
+2024-03-31 21:19:39 INFO 0:00:02.932853s elapsed
+
+2024-03-31 21:19:39 INFO Epoch 15 / 5000:
+2024-03-31 21:19:42 INFO lr: 4.9850e-05 - loss: 0.0163 - UP: 90.57% UR: 76.49% UF: 82.94% P: 89.72% R: 75.77% F: 82.15%
+2024-03-31 21:19:42 INFO dev:  loss: nan - UP: 62.46% UR: 47.33% UF: 53.86% P: 56.60% R: 42.89% F: 48.80%
+2024-03-31 21:19:42 INFO test: loss: nan - UP: 68.75% UR: 54.92% UF: 61.06% P: 64.26% R: 51.34% F: 57.08%
+2024-03-31 21:19:49 INFO 0:00:02.960190s elapsed (saved)
+
+2024-03-31 21:19:49 INFO Epoch 16 / 5000:
+2024-03-31 21:19:51 INFO lr: 4.9840e-05 - loss: 0.0235 - UP: 85.03% UR: 77.43% UF: 81.05% P: 83.72% R: 76.24% F: 79.80%
+2024-03-31 21:19:52 INFO dev:  loss: nan - UP: 62.67% UR: 51.11% UF: 56.30% P: 56.68% R: 46.22% F: 50.92%
+2024-03-31 21:19:52 INFO test: loss: nan - UP: 63.89% UR: 57.10% UF: 60.30% P: 59.09% R: 52.81% F: 55.77%
+2024-03-31 21:19:59 INFO 0:00:02.923455s elapsed (saved)
+
+2024-03-31 21:19:59 INFO Epoch 17 / 5000:
+2024-03-31 21:20:01 INFO lr: 4.9830e-05 - loss: 0.0183 - UP: 89.75% UR: 79.91% UF: 84.54% P: 89.01% R: 79.25% F: 83.85%
+2024-03-31 21:20:01 INFO dev:  loss: nan - UP: 65.94% UR: 46.89% UF: 54.81% P: 60.94% R: 43.33% F: 50.65%
+2024-03-31 21:20:02 INFO test: loss: nan - UP: 73.24% UR: 52.53% UF: 61.18% P: 68.63% R: 49.23% F: 57.33%
+2024-03-31 21:20:02 INFO 0:00:02.986743s elapsed
+
+2024-03-31 21:20:02 INFO Epoch 18 / 5000:
+2024-03-31 21:20:04 INFO lr: 4.9820e-05 - loss: 0.0233 - UP: 91.48% UR: 82.48% UF: 86.75% P: 90.79% R: 81.85% F: 86.09%
+2024-03-31 21:20:04 INFO dev:  loss: nan - UP: 69.07% UR: 44.67% UF: 54.25% P: 65.64% R: 42.44% F: 51.55%
+2024-03-31 21:20:04 INFO test: loss: nan - UP: 72.11% UR: 51.27% UF: 59.93% P: 67.56% R: 48.03% F: 56.14%
+2024-03-31 21:20:11 INFO 0:00:02.921831s elapsed (saved)
+
+2024-03-31 21:20:11 INFO Epoch 19 / 5000:
+2024-03-31 21:20:14 INFO lr: 4.9810e-05 - loss: 0.0177 - UP: 90.25% UR: 84.42% UF: 87.24% P: 89.75% R: 83.95% F: 86.75%
+2024-03-31 21:20:14 INFO dev:  loss: nan - UP: 70.26% UR: 42.00% UF: 52.57% P: 66.17% R: 39.56% F: 49.51%
+2024-03-31 21:20:14 INFO test: loss: nan - UP: 73.25% UR: 50.07% UF: 59.48% P: 68.62% R: 46.91% F: 55.72%
+2024-03-31 21:20:14 INFO 0:00:02.983885s elapsed
+
+2024-03-31 21:20:14 INFO Epoch 20 / 5000:
+2024-03-31 21:20:17 INFO lr: 4.9800e-05 - loss: 0.0340 - UP: 92.94% UR: 85.83% UF: 89.24% P: 92.12% R: 85.08% F: 88.46%
+2024-03-31 21:20:17 INFO dev:  loss: nan - UP: 64.73% UR: 39.56% UF: 49.10% P: 60.73% R: 37.11% F: 46.07%
+2024-03-31 21:20:17 INFO test: loss: nan - UP: 71.36% UR: 51.69% UF: 59.95% P: 65.24% R: 47.26% F: 54.81%
+2024-03-31 21:20:17 INFO 0:00:02.981086s elapsed
+
+2024-03-31 21:20:17 INFO Epoch 21 / 5000:
+2024-03-31 21:20:19 INFO lr: 4.9790e-05 - loss: 0.0276 - UP: 89.56% UR: 82.32% UF: 85.79% P: 88.68% R: 81.50% F: 84.94%
+2024-03-31 21:20:20 INFO dev:  loss: nan - UP: 63.61% UR: 47.78% UF: 54.57% P: 58.28% R: 43.78% F: 50.00%
+2024-03-31 21:20:20 INFO test: loss: nan - UP: 69.17% UR: 57.74% UF: 62.94% P: 64.62% R: 53.94% F: 58.80%
+2024-03-31 21:20:20 INFO 0:00:02.917869s elapsed
+
+2024-03-31 21:20:20 INFO Epoch 22 / 5000:
+2024-03-31 21:20:22 INFO lr: 4.9780e-05 - loss: 0.0067 - UP: 91.84% UR: 83.92% UF: 87.70% P: 91.01% R: 83.17% F: 86.91%
+2024-03-31 21:20:23 INFO dev:  loss: nan - UP: 60.61% UR: 61.56% UF: 61.08% P: 55.36% R: 56.22% F: 55.79%
+2024-03-31 21:20:23 INFO test: loss: nan - UP: 59.60% UR: 65.05% UF: 62.21% P: 55.48% R: 60.55% F: 57.90%
+2024-03-31 21:20:30 INFO 0:00:02.898987s elapsed (saved)
+
+2024-03-31 21:20:30 INFO Epoch 23 / 5000:
+2024-03-31 21:20:32 INFO lr: 4.9770e-05 - loss: 0.0054 - UP: 91.28% UR: 85.27% UF: 88.17% P: 90.07% R: 84.14% F: 87.00%
+2024-03-31 21:20:32 INFO dev:  loss: nan - UP: 59.72% UR: 56.67% UF: 58.15% P: 54.57% R: 51.78% F: 53.14%
+2024-03-31 21:20:33 INFO test: loss: nan - UP: 61.17% UR: 63.15% UF: 62.15% P: 56.47% R: 58.30% F: 57.37%
+2024-03-31 21:20:33 INFO 0:00:02.978141s elapsed
+
+2024-03-31 21:20:33 INFO Epoch 24 / 5000:
+2024-03-31 21:20:35 INFO lr: 4.9760e-05 - loss: 0.0029 - UP: 92.28% UR: 86.18% UF: 89.12% P: 91.44% R: 85.39% F: 88.31%
+2024-03-31 21:20:35 INFO dev:  loss: nan - UP: 65.52% UR: 46.44% UF: 54.36% P: 61.13% R: 43.33% F: 50.72%
+2024-03-31 21:20:36 INFO test: loss: nan - UP: 72.45% UR: 55.84% UF: 63.07% P: 67.79% R: 52.25% F: 59.02%
+2024-03-31 21:20:36 INFO 0:00:02.971239s elapsed
+
+2024-03-31 21:20:36 INFO Epoch 25 / 5000:
+2024-03-31 21:20:38 INFO lr: 4.9750e-05 - loss: 0.0046 - UP: 92.81% UR: 89.47% UF: 91.11% P: 92.29% R: 88.97% F: 90.60%
+2024-03-31 21:20:38 INFO dev:  loss: nan - UP: 65.08% UR: 51.78% UF: 57.67% P: 60.89% R: 48.44% F: 53.96%
+2024-03-31 21:20:38 INFO test: loss: nan - UP: 68.39% UR: 59.49% UF: 63.63% P: 63.54% R: 55.27% F: 59.12%
+2024-03-31 21:20:38 INFO 0:00:02.952506s elapsed
+
+2024-03-31 21:20:38 INFO Epoch 26 / 5000:
+2024-03-31 21:20:41 INFO lr: 4.9740e-05 - loss: 0.0181 - UP: 94.96% UR: 89.72% UF: 92.26% P: 94.43% R: 89.22% F: 91.75%
+2024-03-31 21:20:41 INFO dev:  loss: nan - UP: 61.11% UR: 58.67% UF: 59.86% P: 56.94% R: 54.67% F: 55.78%
+2024-03-31 21:20:41 INFO test: loss: nan - UP: 61.51% UR: 63.71% UF: 62.59% P: 56.89% R: 58.93% F: 57.89%
+2024-03-31 21:20:41 INFO 0:00:02.907770s elapsed
+
+2024-03-31 21:20:41 INFO Epoch 27 / 5000:
+2024-03-31 21:20:44 INFO lr: 4.9730e-05 - loss: 0.0175 - UP: 94.32% UR: 90.03% UF: 92.13% P: 93.86% R: 89.59% F: 91.68%
+2024-03-31 21:20:44 INFO dev:  loss: nan - UP: 68.84% UR: 51.56% UF: 58.96% P: 64.39% R: 48.22% F: 55.15%
+2024-03-31 21:20:44 INFO test: loss: nan - UP: 69.60% UR: 57.31% UF: 62.86% P: 64.90% R: 53.45% F: 58.62%
+2024-03-31 21:20:44 INFO 0:00:02.866071s elapsed
+
+2024-03-31 21:20:44 INFO Epoch 28 / 5000:
+2024-03-31 21:20:47 INFO lr: 4.9720e-05 - loss: 0.0062 - UP: 95.29% UR: 91.91% UF: 93.57% P: 94.61% R: 91.25% F: 92.90%
+2024-03-31 21:20:47 INFO dev:  loss: nan - UP: 68.48% UR: 53.11% UF: 59.82% P: 63.04% R: 48.89% F: 55.07%
+2024-03-31 21:20:47 INFO test: loss: nan - UP: 69.57% UR: 57.88% UF: 63.19% P: 63.48% R: 52.81% F: 57.66%
+2024-03-31 21:20:47 INFO 0:00:02.914849s elapsed
+
+2024-03-31 21:20:47 INFO Epoch 29 / 5000:
+2024-03-31 21:20:50 INFO lr: 4.9710e-05 - loss: 0.0012 - UP: 96.44% UR: 92.57% UF: 94.47% P: 96.05% R: 92.19% F: 94.08%
+2024-03-31 21:20:50 INFO dev:  loss: nan - UP: 68.35% UR: 57.11% UF: 62.23% P: 64.89% R: 54.22% F: 59.08%
+2024-03-31 21:20:50 INFO test: loss: nan - UP: 66.74% UR: 61.39% UF: 63.96% P: 61.93% R: 56.96% F: 59.34%
+2024-03-31 21:20:56 INFO 0:00:02.937663s elapsed (saved)
+
+2024-03-31 21:20:56 INFO Epoch 30 / 5000:
+2024-03-31 21:20:58 INFO lr: 4.9700e-05 - loss: 0.0210 - UP: 96.44% UR: 91.72% UF: 94.02% P: 96.18% R: 91.47% F: 93.77%
+2024-03-31 21:20:59 INFO dev:  loss: nan - UP: 67.97% UR: 58.00% UF: 62.59% P: 63.80% R: 54.44% F: 58.75%
+2024-03-31 21:20:59 INFO test: loss: nan - UP: 67.33% UR: 61.88% UF: 64.49% P: 62.13% R: 57.10% F: 59.51%
+2024-03-31 21:20:59 INFO 0:00:02.917557s elapsed
+
+2024-03-31 21:20:59 INFO Epoch 31 / 5000:
+2024-03-31 21:21:01 INFO lr: 4.9690e-05 - loss: 0.0273 - UP: 95.35% UR: 93.89% UF: 94.61% P: 95.19% R: 93.73% F: 94.46%
+2024-03-31 21:21:02 INFO dev:  loss: nan - UP: 66.58% UR: 55.78% UF: 60.70% P: 62.33% R: 52.22% F: 56.83%
+2024-03-31 21:21:02 INFO test: loss: nan - UP: 69.98% UR: 61.46% UF: 65.44% P: 64.61% R: 56.75% F: 60.43%
+2024-03-31 21:21:02 INFO 0:00:02.910930s elapsed
+
+2024-03-31 21:21:02 INFO Epoch 32 / 5000:
+2024-03-31 21:21:04 INFO lr: 4.9680e-05 - loss: 0.0102 - UP: 95.96% UR: 90.94% UF: 93.38% P: 95.50% R: 90.50% F: 92.93%
+2024-03-31 21:21:05 INFO dev:  loss: nan - UP: 69.47% UR: 49.56% UF: 57.85% P: 65.42% R: 46.67% F: 54.47%
+2024-03-31 21:21:05 INFO test: loss: nan - UP: 71.06% UR: 53.52% UF: 61.05% P: 65.92% R: 49.65% F: 56.64%
+2024-03-31 21:21:05 INFO 0:00:02.923244s elapsed
+
+2024-03-31 21:21:05 INFO Epoch 33 / 5000:
+2024-03-31 21:21:07 INFO lr: 4.9670e-05 - loss: 0.0059 - UP: 95.74% UR: 93.70% UF: 94.71% P: 95.39% R: 93.35% F: 94.36%
+2024-03-31 21:21:07 INFO dev:  loss: nan - UP: 66.48% UR: 52.89% UF: 58.91% P: 61.73% R: 49.11% F: 54.70%
+2024-03-31 21:21:08 INFO test: loss: nan - UP: 67.76% UR: 58.37% UF: 62.71% P: 62.20% R: 53.59% F: 57.57%
+2024-03-31 21:21:08 INFO 0:00:02.952065s elapsed
+
+2024-03-31 21:21:08 INFO Epoch 34 / 5000:
+2024-03-31 21:21:10 INFO lr: 4.9660e-05 - loss: 0.0047 - UP: 96.64% UR: 92.92% UF: 94.74% P: 96.32% R: 92.60% F: 94.42%
+2024-03-31 21:21:10 INFO dev:  loss: nan - UP: 70.97% UR: 53.78% UF: 61.19% P: 65.69% R: 49.78% F: 56.64%
+2024-03-31 21:21:11 INFO test: loss: nan - UP: 69.64% UR: 58.23% UF: 63.42% P: 64.00% R: 53.52% F: 58.29%
+2024-03-31 21:21:11 INFO 0:00:02.907705s elapsed
+
+2024-03-31 21:21:11 INFO Epoch 35 / 5000:
+2024-03-31 21:21:13 INFO lr: 4.9650e-05 - loss: 0.0124 - UP: 96.78% UR: 93.20% UF: 94.95% P: 96.29% R: 92.73% F: 94.47%
+2024-03-31 21:21:13 INFO dev:  loss: nan - UP: 62.10% UR: 56.44% UF: 59.14% P: 58.19% R: 52.89% F: 55.41%
+2024-03-31 21:21:14 INFO test: loss: nan - UP: 66.13% UR: 64.14% UF: 65.12% P: 60.48% R: 58.65% F: 59.55%
+2024-03-31 21:21:14 INFO 0:00:02.905808s elapsed
+
+2024-03-31 21:21:14 INFO Epoch 36 / 5000:
+2024-03-31 21:21:16 INFO lr: 4.9640e-05 - loss: 0.0064 - UP: 96.21% UR: 94.61% UF: 95.40% P: 95.79% R: 94.20% F: 94.99%
+2024-03-31 21:21:16 INFO dev:  loss: nan - UP: 69.35% UR: 51.78% UF: 59.29% P: 64.29% R: 48.00% F: 54.96%
+2024-03-31 21:21:16 INFO test: loss: nan - UP: 71.25% UR: 59.42% UF: 64.80% P: 64.76% R: 54.01% F: 58.90%
+2024-03-31 21:21:16 INFO 0:00:02.884955s elapsed
+
+2024-03-31 21:21:16 INFO Epoch 37 / 5000:
+2024-03-31 21:21:19 INFO lr: 4.9630e-05 - loss: 0.0013 - UP: 96.45% UR: 93.64% UF: 95.02% P: 96.13% R: 93.32% F: 94.70%
+2024-03-31 21:21:19 INFO dev:  loss: nan - UP: 63.98% UR: 49.33% UF: 55.71% P: 60.52% R: 46.67% F: 52.70%
+2024-03-31 21:21:19 INFO test: loss: nan - UP: 69.17% UR: 57.59% UF: 62.85% P: 63.60% R: 52.95% F: 57.79%
+2024-03-31 21:21:19 INFO 0:00:02.882812s elapsed
+
+2024-03-31 21:21:19 INFO Epoch 38 / 5000:
+2024-03-31 21:21:22 INFO lr: 4.9620e-05 - loss: 0.0072 - UP: 97.95% UR: 94.29% UF: 96.09% P: 97.66% R: 94.01% F: 95.80%
+2024-03-31 21:21:22 INFO dev:  loss: nan - UP: 64.30% UR: 54.44% UF: 58.97% P: 59.58% R: 50.44% F: 54.63%
+2024-03-31 21:21:22 INFO test: loss: nan - UP: 70.52% UR: 63.43% UF: 66.79% P: 65.13% R: 58.58% F: 61.68%
+2024-03-31 21:21:22 INFO 0:00:02.899566s elapsed
+
+2024-03-31 21:21:22 INFO Epoch 39 / 5000:
+2024-03-31 21:21:25 INFO lr: 4.9610e-05 - loss: 0.0152 - UP: 98.10% UR: 96.90% UF: 97.49% P: 97.97% R: 96.77% F: 97.37%
+2024-03-31 21:21:25 INFO dev:  loss: nan - UP: 63.66% UR: 51.78% UF: 57.11% P: 60.11% R: 48.89% F: 53.92%
+2024-03-31 21:21:25 INFO test: loss: nan - UP: 70.09% UR: 61.46% UF: 65.49% P: 64.07% R: 56.19% F: 59.87%
+2024-03-31 21:21:25 INFO 0:00:02.904272s elapsed
+
+2024-03-31 21:21:25 INFO Epoch 40 / 5000:
+2024-03-31 21:21:27 INFO lr: 4.9600e-05 - loss: 0.0036 - UP: 97.56% UR: 96.68% UF: 97.12% P: 97.22% R: 96.33% F: 96.77%
+2024-03-31 21:21:28 INFO dev:  loss: nan - UP: 67.24% UR: 43.33% UF: 52.70% P: 62.76% R: 40.44% F: 49.19%
+2024-03-31 21:21:28 INFO test: loss: nan - UP: 77.68% UR: 54.08% UF: 63.76% P: 72.22% R: 50.28% F: 59.29%
+2024-03-31 21:21:28 INFO 0:00:02.895999s elapsed
+
+2024-03-31 21:21:28 INFO Epoch 41 / 5000:
+2024-03-31 21:21:30 INFO lr: 4.9590e-05 - loss: 0.0019 - UP: 97.03% UR: 94.26% UF: 95.63% P: 96.87% R: 94.11% F: 95.47%
+2024-03-31 21:21:31 INFO dev:  loss: nan - UP: 66.67% UR: 54.22% UF: 59.80% P: 62.57% R: 50.89% F: 56.13%
+2024-03-31 21:21:31 INFO test: loss: nan - UP: 70.11% UR: 60.69% UF: 65.06% P: 64.99% R: 56.26% F: 60.31%
+2024-03-31 21:21:31 INFO 0:00:02.905085s elapsed
+
+2024-03-31 21:21:31 INFO Epoch 42 / 5000:
+2024-03-31 21:21:33 INFO lr: 4.9580e-05 - loss: 0.0006 - UP: 97.99% UR: 96.05% UF: 97.01% P: 97.92% R: 95.99% F: 96.94%
+2024-03-31 21:21:34 INFO dev:  loss: nan - UP: 64.25% UR: 51.11% UF: 56.93% P: 61.17% R: 48.67% F: 54.21%
+2024-03-31 21:21:34 INFO test: loss: nan - UP: 70.35% UR: 60.06% UF: 64.80% P: 65.49% R: 55.91% F: 60.32%
+2024-03-31 21:21:34 INFO 0:00:02.934945s elapsed
+
+2024-03-31 21:21:34 INFO Epoch 43 / 5000:
+2024-03-31 21:21:36 INFO lr: 4.9570e-05 - loss: 0.0069 - UP: 98.37% UR: 94.73% UF: 96.52% P: 98.24% R: 94.61% F: 96.39%
+2024-03-31 21:21:37 INFO dev:  loss: nan - UP: 63.21% UR: 62.22% UF: 62.71% P: 57.79% R: 56.89% F: 57.33%
+2024-03-31 21:21:37 INFO test: loss: nan - UP: 63.14% UR: 67.23% UF: 65.12% P: 58.78% R: 62.59% F: 60.63%
+2024-03-31 21:21:37 INFO 0:00:02.938274s elapsed
+
+2024-03-31 21:21:37 INFO Epoch 44 / 5000:
+2024-03-31 21:21:39 INFO lr: 4.9560e-05 - loss: 0.0055 - UP: 96.58% UR: 95.52% UF: 96.04% P: 96.32% R: 95.27% F: 95.79%
+2024-03-31 21:21:39 INFO dev:  loss: nan - UP: 67.39% UR: 48.22% UF: 56.22% P: 65.22% R: 46.67% F: 54.40%
+2024-03-31 21:21:40 INFO test: loss: nan - UP: 73.87% UR: 56.47% UF: 64.01% P: 69.83% R: 53.38% F: 60.50%
+2024-03-31 21:21:40 INFO 0:00:02.938256s elapsed
+
+2024-03-31 21:21:40 INFO Epoch 45 / 5000:
+2024-03-31 21:21:42 INFO lr: 4.9550e-05 - loss: 0.0025 - UP: 94.15% UR: 90.38% UF: 92.23% P: 93.83% R: 90.06% F: 91.91%
+2024-03-31 21:21:42 INFO dev:  loss: nan - UP: 68.17% UR: 43.78% UF: 53.32% P: 62.63% R: 40.22% F: 48.99%
+2024-03-31 21:21:43 INFO test: loss: nan - UP: 74.35% UR: 54.22% UF: 62.71% P: 69.33% R: 50.56% F: 58.48%
+2024-03-31 21:21:43 INFO 0:00:02.891419s elapsed
+
+2024-03-31 21:21:43 INFO Epoch 46 / 5000:
+2024-03-31 21:21:45 INFO lr: 4.9540e-05 - loss: 0.0163 - UP: 96.68% UR: 93.95% UF: 95.29% P: 95.90% R: 93.20% F: 94.53%
+2024-03-31 21:21:45 INFO dev:  loss: nan - UP: 60.70% UR: 49.78% UF: 54.70% P: 56.37% R: 46.22% F: 50.79%
+2024-03-31 21:21:46 INFO test: loss: nan - UP: 69.96% UR: 60.27% UF: 64.75% P: 64.65% R: 55.70% F: 59.84%
+2024-03-31 21:21:46 INFO 0:00:02.904653s elapsed
+
+2024-03-31 21:21:46 INFO Epoch 47 / 5000:
+2024-03-31 21:21:48 INFO lr: 4.9530e-05 - loss: 0.0006 - UP: 97.15% UR: 93.98% UF: 95.54% P: 96.40% R: 93.26% F: 94.81%
+2024-03-31 21:21:48 INFO dev:  loss: nan - UP: 64.69% UR: 48.44% UF: 55.40% P: 59.64% R: 44.67% F: 51.08%
+2024-03-31 21:21:49 INFO test: loss: nan - UP: 70.10% UR: 57.88% UF: 63.41% P: 65.50% R: 54.08% F: 59.24%
+2024-03-31 21:21:49 INFO 0:00:02.937383s elapsed
+
+2024-03-31 21:21:49 INFO Epoch 48 / 5000:
+2024-03-31 21:21:51 INFO lr: 4.9520e-05 - loss: 0.0005 - UP: 96.96% UR: 94.89% UF: 95.91% P: 96.64% R: 94.58% F: 95.60%
+2024-03-31 21:21:51 INFO dev:  loss: nan - UP: 64.41% UR: 50.67% UF: 56.72% P: 59.60% R: 46.89% F: 52.49%
+2024-03-31 21:21:51 INFO test: loss: nan - UP: 71.42% UR: 60.27% UF: 65.37% P: 65.75% R: 55.49% F: 60.18%
+2024-03-31 21:21:51 INFO 0:00:02.906798s elapsed
+
+2024-03-31 21:21:51 INFO Epoch 49 / 5000:
+2024-03-31 21:21:54 INFO lr: 4.9510e-05 - loss: 0.0019 - UP: 98.34% UR: 96.65% UF: 97.49% P: 98.21% R: 96.52% F: 97.36%
+2024-03-31 21:21:54 INFO dev:  loss: nan - UP: 65.04% UR: 56.22% UF: 60.31% P: 60.15% R: 52.00% F: 55.78%
+2024-03-31 21:21:54 INFO test: loss: nan - UP: 69.68% UR: 62.87% UF: 66.10% P: 64.54% R: 58.23% F: 61.22%
+2024-03-31 21:21:54 INFO 0:00:02.930059s elapsed
+
+2024-03-31 21:21:54 INFO Epoch 50 / 5000:
+2024-03-31 21:21:57 INFO lr: 4.9500e-05 - loss: 0.0009 - UP: 97.74% UR: 97.62% UF: 97.68% P: 97.61% R: 97.49% F: 97.55%
+2024-03-31 21:21:57 INFO dev:  loss: nan - UP: 65.05% UR: 56.67% UF: 60.57% P: 60.71% R: 52.89% F: 56.53%
+2024-03-31 21:21:57 INFO test: loss: nan - UP: 68.36% UR: 63.50% UF: 65.84% P: 63.36% R: 58.86% F: 61.03%
+2024-03-31 21:21:57 INFO 0:00:02.919202s elapsed
+
+2024-03-31 21:21:57 INFO Epoch 51 / 5000:
+2024-03-31 21:22:00 INFO lr: 4.9490e-05 - loss: 0.0017 - UP: 98.64% UR: 97.74% UF: 98.19% P: 98.58% R: 97.68% F: 98.13%
+2024-03-31 21:22:00 INFO dev:  loss: nan - UP: 66.31% UR: 55.56% UF: 60.46% P: 62.60% R: 52.44% F: 57.07%
+2024-03-31 21:22:00 INFO test: loss: nan - UP: 70.39% UR: 62.03% UF: 65.94% P: 65.76% R: 57.95% F: 61.61%
+2024-03-31 21:22:00 INFO 0:00:02.899699s elapsed
+
+2024-03-31 21:22:00 INFO Epoch 52 / 5000:
+2024-03-31 21:22:03 INFO lr: 4.9480e-05 - loss: 0.0510 - UP: 98.58% UR: 97.68% UF: 98.13% P: 97.85% R: 96.96% F: 97.40%
+2024-03-31 21:22:03 INFO dev:  loss: nan - UP: 64.72% UR: 56.67% UF: 60.43% P: 59.14% R: 51.78% F: 55.21%
+2024-03-31 21:22:03 INFO test: loss: nan - UP: 69.95% UR: 63.99% UF: 66.84% P: 62.95% R: 57.59% F: 60.15%
+2024-03-31 21:22:03 INFO 0:00:02.931847s elapsed
+
+2024-03-31 21:22:03 INFO Epoch 53 / 5000:
+2024-03-31 21:22:05 INFO lr: 4.9470e-05 - loss: 0.0020 - UP: 98.23% UR: 97.55% UF: 97.89% P: 97.63% R: 96.96% F: 97.29%
+2024-03-31 21:22:06 INFO dev:  loss: nan - UP: 65.32% UR: 57.33% UF: 61.07% P: 61.52% R: 54.00% F: 57.51%
+2024-03-31 21:22:06 INFO test: loss: nan - UP: 66.69% UR: 64.63% UF: 65.64% P: 60.74% R: 58.86% F: 59.79%
+2024-03-31 21:22:06 INFO 0:00:02.894980s elapsed
+
+2024-03-31 21:22:06 INFO Epoch 54 / 5000:
+2024-03-31 21:22:08 INFO lr: 4.9460e-05 - loss: 0.0021 - UP: 98.01% UR: 97.49% UF: 97.75% P: 97.73% R: 97.21% F: 97.47%
+2024-03-31 21:22:09 INFO dev:  loss: nan - UP: 70.25% UR: 50.89% UF: 59.02% P: 64.42% R: 46.67% F: 54.12%
+2024-03-31 21:22:09 INFO test: loss: nan - UP: 73.67% UR: 57.45% UF: 64.56% P: 67.45% R: 52.60% F: 59.11%
+2024-03-31 21:22:09 INFO 0:00:02.899850s elapsed
+
+2024-03-31 21:22:09 INFO Epoch 55 / 5000:
+2024-03-31 21:22:11 INFO lr: 4.9450e-05 - loss: 0.0060 - UP: 97.91% UR: 96.99% UF: 97.45% P: 97.72% R: 96.80% F: 97.26%
+2024-03-31 21:22:11 INFO dev:  loss: nan - UP: 67.52% UR: 58.67% UF: 62.78% P: 62.15% R: 54.00% F: 57.79%
+2024-03-31 21:22:12 INFO test: loss: nan - UP: 65.64% UR: 64.49% UF: 65.06% P: 60.99% R: 59.92% F: 60.45%
+2024-03-31 21:22:12 INFO 0:00:02.912046s elapsed
+
+2024-03-31 21:22:12 INFO Epoch 56 / 5000:
+2024-03-31 21:22:14 INFO lr: 4.9440e-05 - loss: 0.0129 - UP: 98.35% UR: 97.24% UF: 97.79% P: 98.22% R: 97.12% F: 97.67%
+2024-03-31 21:22:14 INFO dev:  loss: nan - UP: 67.19% UR: 56.89% UF: 61.61% P: 61.94% R: 52.44% F: 56.80%
+2024-03-31 21:22:15 INFO test: loss: nan - UP: 68.61% UR: 63.01% UF: 65.69% P: 63.71% R: 58.51% F: 61.00%
+2024-03-31 21:22:15 INFO 0:00:02.918688s elapsed
+
+2024-03-31 21:22:15 INFO Epoch 57 / 5000:
+2024-03-31 21:22:17 INFO lr: 4.9430e-05 - loss: 0.0017 - UP: 98.21% UR: 98.03% UF: 98.12% P: 98.18% R: 97.99% F: 98.09%
+2024-03-31 21:22:17 INFO dev:  loss: nan - UP: 66.17% UR: 59.56% UF: 62.69% P: 61.98% R: 55.78% F: 58.71%
+2024-03-31 21:22:18 INFO test: loss: nan - UP: 66.81% UR: 63.85% UF: 65.30% P: 61.74% R: 59.00% F: 60.34%
+2024-03-31 21:22:18 INFO 0:00:02.903754s elapsed
+
+2024-03-31 21:22:18 INFO Epoch 58 / 5000:
+2024-03-31 21:22:20 INFO lr: 4.9420e-05 - loss: 0.0001 - UP: 98.39% UR: 97.43% UF: 97.91% P: 98.23% R: 97.27% F: 97.75%
+2024-03-31 21:22:20 INFO dev:  loss: nan - UP: 66.58% UR: 58.89% UF: 62.50% P: 61.31% R: 54.22% F: 57.55%
+2024-03-31 21:22:21 INFO test: loss: nan - UP: 67.85% UR: 63.36% UF: 65.53% P: 62.58% R: 58.44% F: 60.44%
+2024-03-31 21:22:21 INFO 0:00:02.898515s elapsed
+
+2024-03-31 21:22:21 INFO Epoch 59 / 5000:
+2024-03-31 21:22:23 INFO lr: 4.9410e-05 - loss: 0.0158 - UP: 98.50% UR: 96.61% UF: 97.55% P: 98.40% R: 96.52% F: 97.45%
+2024-03-31 21:22:23 INFO dev:  loss: nan - UP: 65.76% UR: 58.89% UF: 62.13% P: 60.05% R: 53.78% F: 56.74%
+2024-03-31 21:22:23 INFO test: loss: nan - UP: 66.77% UR: 62.73% UF: 64.68% P: 61.83% R: 58.09% F: 59.90%
+2024-03-31 21:22:23 INFO 0:00:02.927296s elapsed
+
+2024-03-31 21:22:31 INFO Epoch 29 saved
+2024-03-31 21:22:31 INFO dev:  UP: 68.35% UR: 57.11% UF: 62.23% P: 64.89% R: 54.22% F: 59.08%
+2024-03-31 21:22:31 INFO test: UP: 66.74% UR: 61.39% UF: 63.96% P: 61.93% R: 56.96% F: 59.34%
+2024-03-31 21:22:31 INFO 0:02:53.349240s elapsed, 0:00:02.938123s/epoch