Upload folder using huggingface_hub

.gitattributes

@@ -3645,3 +3645,5 @@ models/multibooked_eu/sdp_bySentiment_targ_desc/80/model_vi_multibooked_eu_xlm_6
 models/multibooked_eu/sdp_bySentiment_targ_desc/80/model_vi_multibooked_eu_xlm_9 filter=lfs diff=lfs merge=lfs -text
 models/multibooked_eu/sdp_random/20/model_vi_multibooked_eu_xlm_10 filter=lfs diff=lfs merge=lfs -text
 models/multibooked_eu/sdp_random/20/model_vi_multibooked_eu_xlm_9 filter=lfs diff=lfs merge=lfs -text
+models/multibooked_eu/sdp_random/40/model_vi_multibooked_eu_xlm_10 filter=lfs diff=lfs merge=lfs -text
+models/multibooked_eu/sdp_random/40/model_vi_multibooked_eu_xlm_9 filter=lfs diff=lfs merge=lfs -text

models/multibooked_eu/sdp_random/40/model_vi_multibooked_eu_berteus_6

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:50b675dbc5e78b7ac7adc7f55c09f497527af54ed99faf1b7cae0ea8d4f9aa81
+oid sha256:9ed9355d0df07902f19c94284128694fb175647377657308c1876b6110aeccb2
 size 558566701

models/multibooked_eu/sdp_random/40/model_vi_multibooked_eu_berteus_6.train.log

@@ -1,4 +1,4 @@
-2024-01-07 10:15:21 INFO 
+2024-04-01 19:18:42 INFO 
 ---------------------+-------------------------------
 Param                |             Value             
 ---------------------+-------------------------------
@@ -14,7 +14,7 @@ warmup               |              0.0
 update_steps         |               1               
 mode                 |             train             
 path                 | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_random/40/model_vi_multibooked_eu_berteus_6
-device               |               1               
+device               |               0               
 seed                 |               1               
 threads              |               16              
 local_rank           |               -1              
@@ -35,13 +35,13 @@ bert                 |   ixa-ehu/berteus-base-cased
 inference            |              mfvi             
 ---------------------+-------------------------------
 
-2024-01-07 10:15:22 INFO Building the fields
-2024-01-07 10:15:22 INFO CoNLL(
+2024-04-01 19:18:42 INFO Building the fields
+2024-04-01 19:18:43 INFO CoNLL(
  (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
  (labels): ChartField()
 )
-2024-01-07 10:15:22 INFO Building the model
-2024-01-07 10:15:24 INFO VISemanticDependencyModel(
+2024-04-01 19:18:43 INFO Building the model
+2024-04-01 19:18:44 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)
@@ -60,295 +60,295 @@ inference            |              mfvi
   (inference): SemanticDependencyMFVI(max_iter=3)
 )
 
-2024-01-07 10:15:24 INFO Loading the data
-2024-01-07 10:15:24 INFO 
+2024-04-01 19:18:44 INFO Loading the data
+2024-04-01 19:18:45 INFO 
 train: Dataset(n_sentences=424, n_batches=32, n_buckets=32)
 dev:   Dataset(n_sentences=59, n_batches=25, n_buckets=25)
 test:  Dataset(n_sentences=305, n_batches=32, n_buckets=32)
 
-2024-01-07 10:15:24 INFO Epoch 1 / 5000:
-2024-01-07 10:15:27 INFO lr: 4.9990e-05 - loss: 0.1969 - UP:  4.11% UR:  8.32% UF:  5.50% P:  2.80% R:  5.68% F:  3.75%
-2024-01-07 10:15:27 INFO dev:  loss: nan - UP: 54.74% UR: 25.08% UF: 34.40% P: 54.01% R: 24.75% F: 33.94%
-2024-01-07 10:15:27 INFO test: loss: nan - UP: 62.34% UR: 24.33% UF: 35.00% P: 57.48% R: 22.43% F: 32.27%
-2024-01-07 10:15:29 INFO 0:00:03.079293s elapsed (saved)
-
-2024-01-07 10:15:29 INFO Epoch 2 / 5000:
-2024-01-07 10:15:31 INFO lr: 4.9980e-05 - loss: 0.1383 - UP: 60.78% UR: 23.95% UF: 34.37% P: 55.98% R: 22.06% F: 31.65%
-2024-01-07 10:15:31 INFO dev:  loss: nan - UP: 74.77% UR: 27.76% UF: 40.49% P: 72.97% R: 27.09% F: 39.51%
-2024-01-07 10:15:31 INFO test: loss: nan - UP: 75.84% UR: 28.48% UF: 41.41% P: 70.60% R: 26.51% F: 38.55%
-2024-01-07 10:15:34 INFO 0:00:02.443916s elapsed (saved)
-
-2024-01-07 10:15:34 INFO Epoch 3 / 5000:
-2024-01-07 10:15:36 INFO lr: 4.9970e-05 - loss: 0.0887 - UP: 64.55% UR: 36.64% UF: 46.74% P: 62.14% R: 35.27% F: 45.00%
-2024-01-07 10:15:36 INFO dev:  loss: nan - UP: 81.72% UR: 25.42% UF: 38.78% P: 79.57% R: 24.75% F: 37.76%
-2024-01-07 10:15:36 INFO test: loss: nan - UP: 81.99% UR: 30.73% UF: 44.71% P: 79.17% R: 29.68% F: 43.17%
-2024-01-07 10:15:36 INFO 0:00:02.483535s elapsed
-
-2024-01-07 10:15:36 INFO Epoch 4 / 5000:
-2024-01-07 10:15:38 INFO lr: 4.9960e-05 - loss: 0.0572 - UP: 76.15% UR: 45.00% UF: 56.57% P: 74.44% R: 43.99% F: 55.30%
-2024-01-07 10:15:38 INFO dev:  loss: nan - UP: 70.27% UR: 34.78% UF: 46.53% P: 67.57% R: 33.44% F: 44.74%
-2024-01-07 10:15:39 INFO test: loss: nan - UP: 74.28% UR: 38.19% UF: 50.44% P: 70.31% R: 36.15% F: 47.75%
-2024-01-07 10:15:41 INFO 0:00:02.416465s elapsed (saved)
-
-2024-01-07 10:15:41 INFO Epoch 5 / 5000:
-2024-01-07 10:15:43 INFO lr: 4.9950e-05 - loss: 0.0831 - UP: 75.25% UR: 52.36% UF: 61.75% P: 73.92% R: 51.43% F: 60.66%
-2024-01-07 10:15:43 INFO dev:  loss: nan - UP: 65.59% UR: 40.80% UF: 50.31% P: 61.83% R: 38.46% F: 47.42%
-2024-01-07 10:15:44 INFO test: loss: nan - UP: 71.35% UR: 43.60% UF: 54.12% P: 68.24% R: 41.70% F: 51.77%
-2024-01-07 10:15:46 INFO 0:00:02.482241s elapsed (saved)
-
-2024-01-07 10:15:46 INFO Epoch 6 / 5000:
-2024-01-07 10:15:48 INFO lr: 4.9940e-05 - loss: 0.0324 - UP: 82.21% UR: 56.58% UF: 67.03% P: 81.13% R: 55.83% F: 66.15%
-2024-01-07 10:15:48 INFO dev:  loss: nan - UP: 70.16% UR: 44.82% UF: 54.69% P: 64.40% R: 41.14% F: 50.20%
-2024-01-07 10:15:49 INFO test: loss: nan - UP: 72.51% UR: 47.68% UF: 57.53% P: 69.41% R: 45.64% F: 55.07%
-2024-01-07 10:15:51 INFO 0:00:02.520193s elapsed (saved)
-
-2024-01-07 10:15:51 INFO Epoch 7 / 5000:
-2024-01-07 10:15:53 INFO lr: 4.9930e-05 - loss: 0.0102 - UP: 84.13% UR: 63.72% UF: 72.51% P: 83.43% R: 63.19% F: 71.91%
-2024-01-07 10:15:53 INFO dev:  loss: nan - UP: 70.00% UR: 39.80% UF: 50.75% P: 65.29% R: 37.12% F: 47.33%
-2024-01-07 10:15:54 INFO test: loss: nan - UP: 76.40% UR: 44.16% UF: 55.97% P: 72.51% R: 41.91% F: 53.12%
-2024-01-07 10:15:54 INFO 0:00:02.397688s elapsed
-
-2024-01-07 10:15:54 INFO Epoch 8 / 5000:
-2024-01-07 10:15:56 INFO lr: 4.9920e-05 - loss: 0.0192 - UP: 85.17% UR: 70.28% UF: 77.01% P: 84.36% R: 69.62% F: 76.28%
-2024-01-07 10:15:56 INFO dev:  loss: nan - UP: 82.35% UR: 37.46% UF: 51.49% P: 77.94% R: 35.45% F: 48.74%
-2024-01-07 10:15:56 INFO test: loss: nan - UP: 81.20% UR: 40.08% UF: 53.67% P: 77.64% R: 38.33% F: 51.32%
-2024-01-07 10:15:56 INFO 0:00:02.406666s elapsed
-
-2024-01-07 10:15:56 INFO Epoch 9 / 5000:
-2024-01-07 10:15:58 INFO lr: 4.9910e-05 - loss: 0.0900 - UP: 87.71% UR: 75.43% UF: 81.11% P: 87.35% R: 75.12% F: 80.78%
-2024-01-07 10:15:58 INFO dev:  loss: nan - UP: 81.21% UR: 40.47% UF: 54.02% P: 76.51% R: 38.13% F: 50.89%
-2024-01-07 10:15:59 INFO test: loss: nan - UP: 80.84% UR: 43.32% UF: 56.41% P: 77.03% R: 41.28% F: 53.75%
-2024-01-07 10:16:01 INFO 0:00:02.481796s elapsed (saved)
-
-2024-01-07 10:16:01 INFO Epoch 10 / 5000:
-2024-01-07 10:16:03 INFO lr: 4.9900e-05 - loss: 0.0437 - UP: 90.68% UR: 78.82% UF: 84.33% P: 89.97% R: 78.20% F: 83.67%
-2024-01-07 10:16:03 INFO dev:  loss: nan - UP: 69.19% UR: 48.83% UF: 57.25% P: 64.45% R: 45.48% F: 53.33%
-2024-01-07 10:16:04 INFO test: loss: nan - UP: 72.82% UR: 52.74% UF: 61.17% P: 68.83% R: 49.86% F: 57.83%
-2024-01-07 10:16:06 INFO 0:00:02.547882s elapsed (saved)
-
-2024-01-07 10:16:06 INFO Epoch 11 / 5000:
-2024-01-07 10:16:08 INFO lr: 4.9890e-05 - loss: 0.0222 - UP: 90.26% UR: 79.17% UF: 84.35% P: 89.86% R: 78.82% F: 83.98%
-2024-01-07 10:16:09 INFO dev:  loss: nan - UP: 76.09% UR: 46.82% UF: 57.97% P: 71.74% R: 44.15% F: 54.66%
-2024-01-07 10:16:09 INFO test: loss: nan - UP: 78.98% UR: 47.05% UF: 58.97% P: 74.97% R: 44.66% F: 55.97%
-2024-01-07 10:16:12 INFO 0:00:02.373534s elapsed (saved)
-
-2024-01-07 10:16:12 INFO Epoch 12 / 5000:
-2024-01-07 10:16:14 INFO lr: 4.9880e-05 - loss: 0.0155 - UP: 93.01% UR: 83.80% UF: 88.16% P: 92.72% R: 83.53% F: 87.89%
-2024-01-07 10:16:14 INFO dev:  loss: nan - UP: 68.84% UR: 49.50% UF: 57.59% P: 63.26% R: 45.48% F: 52.92%
-2024-01-07 10:16:14 INFO test: loss: nan - UP: 72.60% UR: 54.22% UF: 62.08% P: 68.17% R: 50.91% F: 58.29%
-2024-01-07 10:16:14 INFO 0:00:02.410709s elapsed
-
-2024-01-07 10:16:14 INFO Epoch 13 / 5000:
-2024-01-07 10:16:16 INFO lr: 4.9870e-05 - loss: 0.0053 - UP: 92.87% UR: 85.47% UF: 89.02% P: 92.30% R: 84.94% F: 88.47%
-2024-01-07 10:16:16 INFO dev:  loss: nan - UP: 69.53% UR: 54.18% UF: 60.90% P: 66.09% R: 51.51% F: 57.89%
-2024-01-07 10:16:17 INFO test: loss: nan - UP: 71.42% UR: 57.81% UF: 63.89% P: 67.51% R: 54.64% F: 60.40%
-2024-01-07 10:16:19 INFO 0:00:02.326233s elapsed (saved)
-
-2024-01-07 10:16:19 INFO Epoch 14 / 5000:
-2024-01-07 10:16:21 INFO lr: 4.9860e-05 - loss: 0.0224 - UP: 92.02% UR: 86.88% UF: 89.38% P: 90.39% R: 85.34% F: 87.79%
-2024-01-07 10:16:21 INFO dev:  loss: nan - UP: 70.48% UR: 49.50% UF: 58.15% P: 64.29% R: 45.15% F: 53.05%
-2024-01-07 10:16:21 INFO test: loss: nan - UP: 74.60% UR: 52.04% UF: 61.31% P: 70.16% R: 48.95% F: 57.66%
-2024-01-07 10:16:21 INFO 0:00:02.380971s elapsed
-
-2024-01-07 10:16:21 INFO Epoch 15 / 5000:
-2024-01-07 10:16:23 INFO lr: 4.9850e-05 - loss: 0.0134 - UP: 92.23% UR: 85.20% UF: 88.58% P: 91.04% R: 84.10% F: 87.43%
-2024-01-07 10:16:23 INFO dev:  loss: nan - UP: 66.67% UR: 48.83% UF: 56.37% P: 63.01% R: 46.15% F: 53.28%
-2024-01-07 10:16:24 INFO test: loss: nan - UP: 69.47% UR: 53.45% UF: 60.41% P: 65.72% R: 50.56% F: 57.15%
-2024-01-07 10:16:24 INFO 0:00:02.269395s elapsed
-
-2024-01-07 10:16:24 INFO Epoch 16 / 5000:
-2024-01-07 10:16:25 INFO lr: 4.9840e-05 - loss: 0.0083 - UP: 93.32% UR: 87.36% UF: 90.24% P: 93.04% R: 87.10% F: 89.97%
-2024-01-07 10:16:26 INFO dev:  loss: nan - UP: 73.89% UR: 50.17% UF: 59.76% P: 69.46% R: 47.16% F: 56.18%
-2024-01-07 10:16:26 INFO test: loss: nan - UP: 73.68% UR: 50.98% UF: 60.27% P: 70.12% R: 48.52% F: 57.36%
-2024-01-07 10:16:26 INFO 0:00:02.287046s elapsed
-
-2024-01-07 10:16:26 INFO Epoch 17 / 5000:
-2024-01-07 10:16:28 INFO lr: 4.9830e-05 - loss: 0.0069 - UP: 94.72% UR: 88.55% UF: 91.53% P: 94.63% R: 88.46% F: 91.44%
-2024-01-07 10:16:28 INFO dev:  loss: nan - UP: 69.92% UR: 55.18% UF: 61.68% P: 66.95% R: 52.84% F: 59.07%
-2024-01-07 10:16:28 INFO test: loss: nan - UP: 67.70% UR: 58.37% UF: 62.69% P: 63.54% R: 54.78% F: 58.84%
-2024-01-07 10:16:30 INFO 0:00:02.266499s elapsed (saved)
-
-2024-01-07 10:16:30 INFO Epoch 18 / 5000:
-2024-01-07 10:16:32 INFO lr: 4.9820e-05 - loss: 0.0053 - UP: 94.75% UR: 90.53% UF: 92.59% P: 94.61% R: 90.40% F: 92.46%
-2024-01-07 10:16:32 INFO dev:  loss: nan - UP: 70.09% UR: 52.51% UF: 60.04% P: 66.52% R: 49.83% F: 56.98%
-2024-01-07 10:16:33 INFO test: loss: nan - UP: 71.03% UR: 54.99% UF: 61.99% P: 67.48% R: 52.25% F: 58.90%
-2024-01-07 10:16:33 INFO 0:00:02.293470s elapsed
-
-2024-01-07 10:16:33 INFO Epoch 19 / 5000:
-2024-01-07 10:16:34 INFO lr: 4.9810e-05 - loss: 0.0287 - UP: 96.17% UR: 93.00% UF: 94.56% P: 96.08% R: 92.91% F: 94.47%
-2024-01-07 10:16:35 INFO dev:  loss: nan - UP: 78.44% UR: 43.81% UF: 56.22% P: 74.25% R: 41.47% F: 53.22%
-2024-01-07 10:16:35 INFO test: loss: nan - UP: 77.79% UR: 48.03% UF: 59.39% P: 74.49% R: 45.99% F: 56.87%
-2024-01-07 10:16:35 INFO 0:00:02.307802s elapsed
-
-2024-01-07 10:16:35 INFO Epoch 20 / 5000:
-2024-01-07 10:16:37 INFO lr: 4.9800e-05 - loss: 0.0022 - UP: 94.54% UR: 90.05% UF: 92.24% P: 94.31% R: 89.83% F: 92.02%
-2024-01-07 10:16:37 INFO dev:  loss: nan - UP: 68.72% UR: 48.49% UF: 56.86% P: 63.98% R: 45.15% F: 52.94%
-2024-01-07 10:16:37 INFO test: loss: nan - UP: 68.91% UR: 56.26% UF: 61.94% P: 65.29% R: 53.31% F: 58.69%
-2024-01-07 10:16:37 INFO 0:00:02.455402s elapsed
-
-2024-01-07 10:16:37 INFO Epoch 21 / 5000:
-2024-01-07 10:16:39 INFO lr: 4.9790e-05 - loss: 0.0085 - UP: 96.19% UR: 92.21% UF: 94.15% P: 96.00% R: 92.03% F: 93.97%
-2024-01-07 10:16:39 INFO dev:  loss: nan - UP: 68.91% UR: 54.85% UF: 61.08% P: 66.39% R: 52.84% F: 58.85%
-2024-01-07 10:16:40 INFO test: loss: nan - UP: 66.88% UR: 58.93% UF: 62.65% P: 62.57% R: 55.13% F: 58.62%
-2024-01-07 10:16:40 INFO 0:00:02.433668s elapsed
-
-2024-01-07 10:16:40 INFO Epoch 22 / 5000:
-2024-01-07 10:16:41 INFO lr: 4.9780e-05 - loss: 0.0015 - UP: 94.94% UR: 94.10% UF: 94.52% P: 94.85% R: 94.01% F: 94.43%
-2024-01-07 10:16:42 INFO dev:  loss: nan - UP: 65.88% UR: 56.19% UF: 60.65% P: 62.35% R: 53.18% F: 57.40%
-2024-01-07 10:16:42 INFO test: loss: nan - UP: 67.66% UR: 60.62% UF: 63.95% P: 63.50% R: 56.89% F: 60.01%
-2024-01-07 10:16:42 INFO 0:00:02.297848s elapsed
-
-2024-01-07 10:16:42 INFO Epoch 23 / 5000:
-2024-01-07 10:16:44 INFO lr: 4.9770e-05 - loss: 0.0195 - UP: 97.86% UR: 94.54% UF: 96.17% P: 97.63% R: 94.32% F: 95.95%
-2024-01-07 10:16:44 INFO dev:  loss: nan - UP: 66.95% UR: 53.51% UF: 59.48% P: 62.76% R: 50.17% F: 55.76%
-2024-01-07 10:16:44 INFO test: loss: nan - UP: 70.05% UR: 58.72% UF: 63.89% P: 66.36% R: 55.63% F: 60.52%
-2024-01-07 10:16:44 INFO 0:00:02.348709s elapsed
-
-2024-01-07 10:16:44 INFO Epoch 24 / 5000:
-2024-01-07 10:16:46 INFO lr: 4.9760e-05 - loss: 0.0282 - UP: 96.37% UR: 93.57% UF: 94.95% P: 96.33% R: 93.53% F: 94.91%
-2024-01-07 10:16:46 INFO dev:  loss: nan - UP: 73.37% UR: 48.83% UF: 58.63% P: 70.35% R: 46.82% F: 56.22%
-2024-01-07 10:16:47 INFO test: loss: nan - UP: 75.82% UR: 53.38% UF: 62.65% P: 72.93% R: 51.34% F: 60.26%
-2024-01-07 10:16:47 INFO 0:00:02.290762s elapsed
-
-2024-01-07 10:16:47 INFO Epoch 25 / 5000:
-2024-01-07 10:16:48 INFO lr: 4.9750e-05 - loss: 0.0072 - UP: 96.77% UR: 92.34% UF: 94.50% P: 96.54% R: 92.12% F: 94.28%
-2024-01-07 10:16:49 INFO dev:  loss: nan - UP: 68.44% UR: 55.85% UF: 61.51% P: 64.75% R: 52.84% F: 58.20%
-2024-01-07 10:16:49 INFO test: loss: nan - UP: 69.30% UR: 58.58% UF: 63.49% P: 64.98% R: 54.92% F: 59.53%
-2024-01-07 10:16:49 INFO 0:00:02.317383s elapsed
-
-2024-01-07 10:16:49 INFO Epoch 26 / 5000:
-2024-01-07 10:16:51 INFO lr: 4.9740e-05 - loss: 0.0413 - UP: 97.20% UR: 94.89% UF: 96.03% P: 96.84% R: 94.54% F: 95.68%
-2024-01-07 10:16:51 INFO dev:  loss: nan - UP: 68.44% UR: 55.85% UF: 61.51% P: 63.93% R: 52.17% F: 57.46%
-2024-01-07 10:16:51 INFO test: loss: nan - UP: 68.64% UR: 58.79% UF: 63.33% P: 64.37% R: 55.13% F: 59.39%
-2024-01-07 10:16:51 INFO 0:00:02.377485s elapsed
-
-2024-01-07 10:16:51 INFO Epoch 27 / 5000:
-2024-01-07 10:16:53 INFO lr: 4.9730e-05 - loss: 0.0278 - UP: 95.60% UR: 92.91% UF: 94.24% P: 95.06% R: 92.38% F: 93.70%
-2024-01-07 10:16:53 INFO dev:  loss: nan - UP: 70.69% UR: 54.85% UF: 61.77% P: 65.95% R: 51.17% F: 57.63%
-2024-01-07 10:16:54 INFO test: loss: nan - UP: 67.15% UR: 58.23% UF: 62.37% P: 62.29% R: 54.01% F: 57.85%
-2024-01-07 10:16:54 INFO 0:00:02.315518s elapsed
-
-2024-01-07 10:16:54 INFO Epoch 28 / 5000:
-2024-01-07 10:16:55 INFO lr: 4.9720e-05 - loss: 0.0020 - UP: 96.43% UR: 92.82% UF: 94.59% P: 96.02% R: 92.43% F: 94.19%
-2024-01-07 10:16:56 INFO dev:  loss: nan - UP: 66.80% UR: 56.52% UF: 61.23% P: 62.45% R: 52.84% F: 57.25%
-2024-01-07 10:16:56 INFO test: loss: nan - UP: 69.07% UR: 59.99% UF: 64.21% P: 64.86% R: 56.33% F: 60.29%
-2024-01-07 10:16:56 INFO 0:00:02.237805s elapsed
-
-2024-01-07 10:16:56 INFO Epoch 29 / 5000:
-2024-01-07 10:16:58 INFO lr: 4.9710e-05 - loss: 0.0106 - UP: 96.29% UR: 92.51% UF: 94.36% P: 96.20% R: 92.43% F: 94.27%
-2024-01-07 10:16:58 INFO dev:  loss: nan - UP: 69.44% UR: 50.17% UF: 58.25% P: 67.13% R: 48.49% F: 56.31%
-2024-01-07 10:16:58 INFO test: loss: nan - UP: 73.11% UR: 52.95% UF: 61.42% P: 68.16% R: 49.37% F: 57.26%
-2024-01-07 10:16:58 INFO 0:00:02.301161s elapsed
-
-2024-01-07 10:16:58 INFO Epoch 30 / 5000:
-2024-01-07 10:17:00 INFO lr: 4.9700e-05 - loss: 0.0462 - UP: 96.29% UR: 93.70% UF: 94.98% P: 95.48% R: 92.91% F: 94.18%
-2024-01-07 10:17:00 INFO dev:  loss: nan - UP: 66.14% UR: 56.19% UF: 60.76% P: 59.45% R: 50.50% F: 54.61%
-2024-01-07 10:17:01 INFO test: loss: nan - UP: 66.74% UR: 61.39% UF: 63.96% P: 63.61% R: 58.51% F: 60.95%
-2024-01-07 10:17:01 INFO 0:00:02.340156s elapsed
-
-2024-01-07 10:17:01 INFO Epoch 31 / 5000:
-2024-01-07 10:17:02 INFO lr: 4.9690e-05 - loss: 0.0054 - UP: 97.42% UR: 94.63% UF: 96.00% P: 97.28% R: 94.50% F: 95.87%
-2024-01-07 10:17:03 INFO dev:  loss: nan - UP: 72.73% UR: 53.51% UF: 61.66% P: 65.00% R: 47.83% F: 55.11%
-2024-01-07 10:17:03 INFO test: loss: nan - UP: 74.17% UR: 56.33% UF: 64.03% P: 70.00% R: 53.16% F: 60.43%
-2024-01-07 10:17:03 INFO 0:00:02.327656s elapsed
-
-2024-01-07 10:17:03 INFO Epoch 32 / 5000:
-2024-01-07 10:17:05 INFO lr: 4.9680e-05 - loss: 0.0094 - UP: 97.62% UR: 95.90% UF: 96.76% P: 97.45% R: 95.73% F: 96.58%
-2024-01-07 10:17:05 INFO dev:  loss: nan - UP: 75.62% UR: 50.84% UF: 60.80% P: 69.65% R: 46.82% F: 56.00%
-2024-01-07 10:17:05 INFO test: loss: nan - UP: 75.62% UR: 53.87% UF: 62.92% P: 72.06% R: 51.34% F: 59.96%
-2024-01-07 10:17:05 INFO 0:00:02.531259s elapsed
-
-2024-01-07 10:17:05 INFO Epoch 33 / 5000:
-2024-01-07 10:17:07 INFO lr: 4.9670e-05 - loss: 0.0096 - UP: 97.57% UR: 95.51% UF: 96.53% P: 97.48% R: 95.42% F: 96.44%
-2024-01-07 10:17:08 INFO dev:  loss: nan - UP: 70.26% UR: 54.52% UF: 61.39% P: 63.79% R: 49.50% F: 55.74%
-2024-01-07 10:17:08 INFO test: loss: nan - UP: 69.37% UR: 58.44% UF: 63.44% P: 65.94% R: 55.56% F: 60.31%
-2024-01-07 10:17:08 INFO 0:00:02.426617s elapsed
-
-2024-01-07 10:17:08 INFO Epoch 34 / 5000:
-2024-01-07 10:17:10 INFO lr: 4.9660e-05 - loss: 0.0031 - UP: 98.06% UR: 95.90% UF: 96.97% P: 97.93% R: 95.77% F: 96.84%
-2024-01-07 10:17:10 INFO dev:  loss: nan - UP: 74.65% UR: 53.18% UF: 62.11% P: 70.89% R: 50.50% F: 58.98%
-2024-01-07 10:17:10 INFO test: loss: nan - UP: 76.15% UR: 53.66% UF: 62.95% P: 71.76% R: 50.56% F: 59.32%
-2024-01-07 10:17:10 INFO 0:00:02.468293s elapsed
-
-2024-01-07 10:17:10 INFO Epoch 35 / 5000:
-2024-01-07 10:17:12 INFO lr: 4.9650e-05 - loss: 0.0159 - UP: 96.87% UR: 96.87% UF: 96.87% P: 96.87% R: 96.87% F: 96.87%
-2024-01-07 10:17:12 INFO dev:  loss: nan - UP: 71.30% UR: 53.18% UF: 60.92% P: 65.92% R: 49.16% F: 56.32%
-2024-01-07 10:17:13 INFO test: loss: nan - UP: 74.49% UR: 56.05% UF: 63.96% P: 70.09% R: 52.74% F: 60.19%
-2024-01-07 10:17:13 INFO 0:00:02.448697s elapsed
-
-2024-01-07 10:17:13 INFO Epoch 36 / 5000:
-2024-01-07 10:17:15 INFO lr: 4.9640e-05 - loss: 0.0007 - UP: 98.57% UR: 97.05% UF: 97.80% P: 98.48% R: 96.96% F: 97.71%
-2024-01-07 10:17:15 INFO dev:  loss: nan - UP: 68.03% UR: 55.52% UF: 61.14% P: 63.93% R: 52.17% F: 57.46%
-2024-01-07 10:17:15 INFO test: loss: nan - UP: 69.61% UR: 60.41% UF: 64.68% P: 65.80% R: 57.10% F: 61.14%
-2024-01-07 10:17:15 INFO 0:00:02.302640s elapsed
-
-2024-01-07 10:17:15 INFO Epoch 37 / 5000:
-2024-01-07 10:17:17 INFO lr: 4.9630e-05 - loss: 0.0026 - UP: 98.40% UR: 97.49% UF: 97.94% P: 98.31% R: 97.40% F: 97.85%
-2024-01-07 10:17:17 INFO dev:  loss: nan - UP: 79.90% UR: 51.84% UF: 62.88% P: 73.71% R: 47.83% F: 58.01%
-2024-01-07 10:17:17 INFO test: loss: nan - UP: 77.50% UR: 51.83% UF: 62.12% P: 74.13% R: 49.58% F: 59.42%
-2024-01-07 10:17:17 INFO 0:00:02.319530s elapsed
-
-2024-01-07 10:17:17 INFO Epoch 38 / 5000:
-2024-01-07 10:17:19 INFO lr: 4.9620e-05 - loss: 0.0016 - UP: 98.12% UR: 94.23% UF: 96.14% P: 98.07% R: 94.19% F: 96.09%
-2024-01-07 10:17:19 INFO dev:  loss: nan - UP: 66.02% UR: 56.52% UF: 60.90% P: 60.55% R: 51.84% F: 55.86%
-2024-01-07 10:17:20 INFO test: loss: nan - UP: 64.17% UR: 61.95% UF: 63.04% P: 61.40% R: 59.28% F: 60.32%
-2024-01-07 10:17:20 INFO 0:00:02.320430s elapsed
-
-2024-01-07 10:17:20 INFO Epoch 39 / 5000:
-2024-01-07 10:17:21 INFO lr: 4.9610e-05 - loss: 0.0003 - UP: 95.56% UR: 97.53% UF: 96.54% P: 95.51% R: 97.49% F: 96.49%
-2024-01-07 10:17:22 INFO dev:  loss: nan - UP: 70.74% UR: 54.18% UF: 61.36% P: 65.50% R: 50.17% F: 56.82%
-2024-01-07 10:17:22 INFO test: loss: nan - UP: 71.67% UR: 56.75% UF: 63.34% P: 67.50% R: 53.45% F: 59.65%
-2024-01-07 10:17:22 INFO 0:00:02.224703s elapsed
-
-2024-01-07 10:17:22 INFO Epoch 40 / 5000:
-2024-01-07 10:17:24 INFO lr: 4.9600e-05 - loss: 0.0024 - UP: 98.83% UR: 96.30% UF: 97.55% P: 98.73% R: 96.21% F: 97.46%
-2024-01-07 10:17:24 INFO dev:  loss: nan - UP: 64.73% UR: 59.53% UF: 62.02% P: 59.64% R: 54.85% F: 57.14%
-2024-01-07 10:17:24 INFO test: loss: nan - UP: 66.86% UR: 64.14% UF: 65.47% P: 63.49% R: 60.90% F: 62.17%
-2024-01-07 10:17:24 INFO 0:00:02.272039s elapsed
-
-2024-01-07 10:17:24 INFO Epoch 41 / 5000:
-2024-01-07 10:17:26 INFO lr: 4.9590e-05 - loss: 0.0011 - UP: 98.21% UR: 98.94% UF: 98.57% P: 98.12% R: 98.86% F: 98.49%
-2024-01-07 10:17:26 INFO dev:  loss: nan - UP: 73.15% UR: 52.84% UF: 61.36% P: 68.52% R: 49.50% F: 57.48%
-2024-01-07 10:17:27 INFO test: loss: nan - UP: 74.86% UR: 56.33% UF: 64.29% P: 71.03% R: 53.45% F: 61.00%
-2024-01-07 10:17:27 INFO 0:00:02.329145s elapsed
-
-2024-01-07 10:17:27 INFO Epoch 42 / 5000:
-2024-01-07 10:17:28 INFO lr: 4.9580e-05 - loss: 0.0029 - UP: 98.62% UR: 97.75% UF: 98.19% P: 98.45% R: 97.58% F: 98.01%
-2024-01-07 10:17:29 INFO dev:  loss: nan - UP: 69.62% UR: 55.18% UF: 61.57% P: 63.71% R: 50.50% F: 56.34%
-2024-01-07 10:17:29 INFO test: loss: nan - UP: 70.40% UR: 58.37% UF: 63.82% P: 66.50% R: 55.13% F: 60.28%
-2024-01-07 10:17:29 INFO 0:00:02.379462s elapsed
-
-2024-01-07 10:17:29 INFO Epoch 43 / 5000:
-2024-01-07 10:17:31 INFO lr: 4.9570e-05 - loss: 0.0002 - UP: 99.33% UR: 98.15% UF: 98.74% P: 99.29% R: 98.11% F: 98.69%
-2024-01-07 10:17:31 INFO dev:  loss: nan - UP: 73.30% UR: 54.18% UF: 62.31% P: 67.42% R: 49.83% F: 57.31%
-2024-01-07 10:17:31 INFO test: loss: nan - UP: 73.95% UR: 55.49% UF: 63.40% P: 69.54% R: 52.18% F: 59.62%
-2024-01-07 10:17:31 INFO 0:00:02.381396s elapsed
-
-2024-01-07 10:17:31 INFO Epoch 44 / 5000:
-2024-01-07 10:17:33 INFO lr: 4.9560e-05 - loss: 0.0016 - UP: 98.80% UR: 97.53% UF: 98.16% P: 98.75% R: 97.49% F: 98.12%
-2024-01-07 10:17:33 INFO dev:  loss: nan - UP: 74.34% UR: 56.19% UF: 64.00% P: 68.58% R: 51.84% F: 59.05%
-2024-01-07 10:17:34 INFO test: loss: nan - UP: 72.17% UR: 59.63% UF: 65.31% P: 68.17% R: 56.33% F: 61.69%
-2024-01-07 10:17:34 INFO 0:00:02.251526s elapsed
-
-2024-01-07 10:17:34 INFO Epoch 45 / 5000:
-2024-01-07 10:17:35 INFO lr: 4.9550e-05 - loss: 0.0004 - UP: 99.16% UR: 98.19% UF: 98.67% P: 99.16% R: 98.19% F: 98.67%
-2024-01-07 10:17:36 INFO dev:  loss: nan - UP: 69.33% UR: 55.18% UF: 61.45% P: 63.87% R: 50.84% F: 56.61%
-2024-01-07 10:17:36 INFO test: loss: nan - UP: 72.92% UR: 58.51% UF: 64.92% P: 68.71% R: 55.13% F: 61.18%
-2024-01-07 10:17:36 INFO 0:00:02.269919s elapsed
-
-2024-01-07 10:17:36 INFO Epoch 46 / 5000:
-2024-01-07 10:17:38 INFO lr: 4.9540e-05 - loss: 0.0015 - UP: 98.37% UR: 98.33% UF: 98.35% P: 98.33% R: 98.28% F: 98.30%
-2024-01-07 10:17:38 INFO dev:  loss: nan - UP: 69.14% UR: 56.19% UF: 61.99% P: 62.96% R: 51.17% F: 56.46%
-2024-01-07 10:17:38 INFO test: loss: nan - UP: 71.21% UR: 59.49% UF: 64.83% P: 67.00% R: 55.98% F: 61.00%
-2024-01-07 10:17:38 INFO 0:00:02.235206s elapsed
-
-2024-01-07 10:17:38 INFO Epoch 47 / 5000:
-2024-01-07 10:17:40 INFO lr: 4.9530e-05 - loss: 0.0010 - UP: 99.38% UR: 98.46% UF: 98.92% P: 99.33% R: 98.41% F: 98.87%
-2024-01-07 10:17:40 INFO dev:  loss: nan - UP: 68.91% UR: 54.85% UF: 61.08% P: 62.61% R: 49.83% F: 55.49%
-2024-01-07 10:17:40 INFO test: loss: nan - UP: 71.08% UR: 59.28% UF: 64.65% P: 66.69% R: 55.63% F: 60.66%
-2024-01-07 10:17:40 INFO 0:00:02.267464s elapsed
-
-2024-01-07 10:17:43 INFO Epoch 17 saved
-2024-01-07 10:17:43 INFO dev:  UP: 69.92% UR: 55.18% UF: 61.68% P: 66.95% R: 52.84% F: 59.07%
-2024-01-07 10:17:43 INFO test: UP: 67.70% UR: 58.37% UF: 62.69% P: 63.54% R: 54.78% F: 58.84%
-2024-01-07 10:17:43 INFO 0:01:51.647213s elapsed, 0:00:02.375473s/epoch
+2024-04-01 19:18:45 INFO Epoch 1 / 5000:
+2024-04-01 19:18:47 INFO lr: 4.9990e-05 - loss: 0.1969 - UP:  4.11% UR:  8.32% UF:  5.50% P:  2.80% R:  5.68% F:  3.75%
+2024-04-01 19:18:47 INFO dev:  loss: nan - UP: 54.74% UR: 25.08% UF: 34.40% P: 54.01% R: 24.75% F: 33.94%
+2024-04-01 19:18:48 INFO test: loss: nan - UP: 62.34% UR: 24.33% UF: 35.00% P: 57.48% R: 22.43% F: 32.27%
+2024-04-01 19:18:50 INFO 0:00:03.041074s elapsed (saved)
+
+2024-04-01 19:18:50 INFO Epoch 2 / 5000:
+2024-04-01 19:18:51 INFO lr: 4.9980e-05 - loss: 0.1383 - UP: 60.78% UR: 23.95% UF: 34.37% P: 55.98% R: 22.06% F: 31.65%
+2024-04-01 19:18:52 INFO dev:  loss: nan - UP: 74.77% UR: 27.76% UF: 40.49% P: 72.97% R: 27.09% F: 39.51%
+2024-04-01 19:18:52 INFO test: loss: nan - UP: 75.84% UR: 28.48% UF: 41.41% P: 70.60% R: 26.51% F: 38.55%
+2024-04-01 19:18:55 INFO 0:00:02.402040s elapsed (saved)
+
+2024-04-01 19:18:55 INFO Epoch 3 / 5000:
+2024-04-01 19:18:57 INFO lr: 4.9970e-05 - loss: 0.0887 - UP: 64.55% UR: 36.64% UF: 46.74% P: 62.14% R: 35.27% F: 45.00%
+2024-04-01 19:18:57 INFO dev:  loss: nan - UP: 81.72% UR: 25.42% UF: 38.78% P: 79.57% R: 24.75% F: 37.76%
+2024-04-01 19:18:57 INFO test: loss: nan - UP: 81.99% UR: 30.73% UF: 44.71% P: 79.17% R: 29.68% F: 43.17%
+2024-04-01 19:18:57 INFO 0:00:02.431678s elapsed
+
+2024-04-01 19:18:57 INFO Epoch 4 / 5000:
+2024-04-01 19:18:59 INFO lr: 4.9960e-05 - loss: 0.0572 - UP: 76.15% UR: 45.00% UF: 56.57% P: 74.44% R: 43.99% F: 55.30%
+2024-04-01 19:18:59 INFO dev:  loss: nan - UP: 70.27% UR: 34.78% UF: 46.53% P: 67.57% R: 33.44% F: 44.74%
+2024-04-01 19:19:00 INFO test: loss: nan - UP: 74.28% UR: 38.19% UF: 50.44% P: 70.31% R: 36.15% F: 47.75%
+2024-04-01 19:19:03 INFO 0:00:02.427530s elapsed (saved)
+
+2024-04-01 19:19:03 INFO Epoch 5 / 5000:
+2024-04-01 19:19:05 INFO lr: 4.9950e-05 - loss: 0.0831 - UP: 75.25% UR: 52.36% UF: 61.75% P: 73.92% R: 51.43% F: 60.66%
+2024-04-01 19:19:05 INFO dev:  loss: nan - UP: 65.59% UR: 40.80% UF: 50.31% P: 61.83% R: 38.46% F: 47.42%
+2024-04-01 19:19:05 INFO test: loss: nan - UP: 71.35% UR: 43.60% UF: 54.12% P: 68.24% R: 41.70% F: 51.77%
+2024-04-01 19:19:08 INFO 0:00:02.415209s elapsed (saved)
+
+2024-04-01 19:19:08 INFO Epoch 6 / 5000:
+2024-04-01 19:19:10 INFO lr: 4.9940e-05 - loss: 0.0324 - UP: 82.21% UR: 56.58% UF: 67.03% P: 81.13% R: 55.83% F: 66.15%
+2024-04-01 19:19:10 INFO dev:  loss: nan - UP: 70.16% UR: 44.82% UF: 54.69% P: 64.40% R: 41.14% F: 50.20%
+2024-04-01 19:19:10 INFO test: loss: nan - UP: 72.51% UR: 47.68% UF: 57.53% P: 69.41% R: 45.64% F: 55.07%
+2024-04-01 19:19:13 INFO 0:00:02.420186s elapsed (saved)
+
+2024-04-01 19:19:13 INFO Epoch 7 / 5000:
+2024-04-01 19:19:15 INFO lr: 4.9930e-05 - loss: 0.0102 - UP: 84.13% UR: 63.72% UF: 72.51% P: 83.43% R: 63.19% F: 71.91%
+2024-04-01 19:19:15 INFO dev:  loss: nan - UP: 70.00% UR: 39.80% UF: 50.75% P: 65.29% R: 37.12% F: 47.33%
+2024-04-01 19:19:15 INFO test: loss: nan - UP: 76.40% UR: 44.16% UF: 55.97% P: 72.51% R: 41.91% F: 53.12%
+2024-04-01 19:19:15 INFO 0:00:02.232300s elapsed
+
+2024-04-01 19:19:15 INFO Epoch 8 / 5000:
+2024-04-01 19:19:17 INFO lr: 4.9920e-05 - loss: 0.0192 - UP: 85.17% UR: 70.28% UF: 77.01% P: 84.36% R: 69.62% F: 76.28%
+2024-04-01 19:19:17 INFO dev:  loss: nan - UP: 82.35% UR: 37.46% UF: 51.49% P: 77.94% R: 35.45% F: 48.74%
+2024-04-01 19:19:18 INFO test: loss: nan - UP: 81.20% UR: 40.08% UF: 53.67% P: 77.64% R: 38.33% F: 51.32%
+2024-04-01 19:19:18 INFO 0:00:02.257312s elapsed
+
+2024-04-01 19:19:18 INFO Epoch 9 / 5000:
+2024-04-01 19:19:19 INFO lr: 4.9910e-05 - loss: 0.0900 - UP: 87.71% UR: 75.43% UF: 81.11% P: 87.35% R: 75.12% F: 80.78%
+2024-04-01 19:19:20 INFO dev:  loss: nan - UP: 81.21% UR: 40.47% UF: 54.02% P: 76.51% R: 38.13% F: 50.89%
+2024-04-01 19:19:20 INFO test: loss: nan - UP: 80.84% UR: 43.32% UF: 56.41% P: 77.03% R: 41.28% F: 53.75%
+2024-04-01 19:19:23 INFO 0:00:02.255011s elapsed (saved)
+
+2024-04-01 19:19:23 INFO Epoch 10 / 5000:
+2024-04-01 19:19:24 INFO lr: 4.9900e-05 - loss: 0.0437 - UP: 90.68% UR: 78.82% UF: 84.33% P: 89.97% R: 78.20% F: 83.67%
+2024-04-01 19:19:24 INFO dev:  loss: nan - UP: 69.19% UR: 48.83% UF: 57.25% P: 64.45% R: 45.48% F: 53.33%
+2024-04-01 19:19:25 INFO test: loss: nan - UP: 72.82% UR: 52.74% UF: 61.17% P: 68.83% R: 49.86% F: 57.83%
+2024-04-01 19:19:28 INFO 0:00:02.277063s elapsed (saved)
+
+2024-04-01 19:19:28 INFO Epoch 11 / 5000:
+2024-04-01 19:19:29 INFO lr: 4.9890e-05 - loss: 0.0222 - UP: 90.26% UR: 79.17% UF: 84.35% P: 89.86% R: 78.82% F: 83.98%
+2024-04-01 19:19:30 INFO dev:  loss: nan - UP: 76.09% UR: 46.82% UF: 57.97% P: 71.74% R: 44.15% F: 54.66%
+2024-04-01 19:19:30 INFO test: loss: nan - UP: 78.98% UR: 47.05% UF: 58.97% P: 74.97% R: 44.66% F: 55.97%
+2024-04-01 19:19:33 INFO 0:00:02.268267s elapsed (saved)
+
+2024-04-01 19:19:33 INFO Epoch 12 / 5000:
+2024-04-01 19:19:34 INFO lr: 4.9880e-05 - loss: 0.0155 - UP: 93.01% UR: 83.80% UF: 88.16% P: 92.72% R: 83.53% F: 87.89%
+2024-04-01 19:19:35 INFO dev:  loss: nan - UP: 68.84% UR: 49.50% UF: 57.59% P: 63.26% R: 45.48% F: 52.92%
+2024-04-01 19:19:35 INFO test: loss: nan - UP: 72.60% UR: 54.22% UF: 62.08% P: 68.17% R: 50.91% F: 58.29%
+2024-04-01 19:19:35 INFO 0:00:02.299773s elapsed
+
+2024-04-01 19:19:35 INFO Epoch 13 / 5000:
+2024-04-01 19:19:37 INFO lr: 4.9870e-05 - loss: 0.0053 - UP: 92.87% UR: 85.47% UF: 89.02% P: 92.30% R: 84.94% F: 88.47%
+2024-04-01 19:19:37 INFO dev:  loss: nan - UP: 69.53% UR: 54.18% UF: 60.90% P: 66.09% R: 51.51% F: 57.89%
+2024-04-01 19:19:37 INFO test: loss: nan - UP: 71.42% UR: 57.81% UF: 63.89% P: 67.51% R: 54.64% F: 60.40%
+2024-04-01 19:19:40 INFO 0:00:02.251891s elapsed (saved)
+
+2024-04-01 19:19:40 INFO Epoch 14 / 5000:
+2024-04-01 19:19:42 INFO lr: 4.9860e-05 - loss: 0.0224 - UP: 92.02% UR: 86.88% UF: 89.38% P: 90.39% R: 85.34% F: 87.79%
+2024-04-01 19:19:42 INFO dev:  loss: nan - UP: 70.48% UR: 49.50% UF: 58.15% P: 64.29% R: 45.15% F: 53.05%
+2024-04-01 19:19:42 INFO test: loss: nan - UP: 74.60% UR: 52.04% UF: 61.31% P: 70.16% R: 48.95% F: 57.66%
+2024-04-01 19:19:42 INFO 0:00:02.260364s elapsed
+
+2024-04-01 19:19:42 INFO Epoch 15 / 5000:
+2024-04-01 19:19:44 INFO lr: 4.9850e-05 - loss: 0.0134 - UP: 92.23% UR: 85.20% UF: 88.58% P: 91.04% R: 84.10% F: 87.43%
+2024-04-01 19:19:44 INFO dev:  loss: nan - UP: 66.67% UR: 48.83% UF: 56.37% P: 63.01% R: 46.15% F: 53.28%
+2024-04-01 19:19:45 INFO test: loss: nan - UP: 69.47% UR: 53.45% UF: 60.41% P: 65.72% R: 50.56% F: 57.15%
+2024-04-01 19:19:45 INFO 0:00:02.207359s elapsed
+
+2024-04-01 19:19:45 INFO Epoch 16 / 5000:
+2024-04-01 19:19:46 INFO lr: 4.9840e-05 - loss: 0.0083 - UP: 93.32% UR: 87.36% UF: 90.24% P: 93.04% R: 87.10% F: 89.97%
+2024-04-01 19:19:46 INFO dev:  loss: nan - UP: 73.89% UR: 50.17% UF: 59.76% P: 69.46% R: 47.16% F: 56.18%
+2024-04-01 19:19:47 INFO test: loss: nan - UP: 73.68% UR: 50.98% UF: 60.27% P: 70.12% R: 48.52% F: 57.36%
+2024-04-01 19:19:47 INFO 0:00:02.232440s elapsed
+
+2024-04-01 19:19:47 INFO Epoch 17 / 5000:
+2024-04-01 19:19:48 INFO lr: 4.9830e-05 - loss: 0.0069 - UP: 94.72% UR: 88.55% UF: 91.53% P: 94.63% R: 88.46% F: 91.44%
+2024-04-01 19:19:49 INFO dev:  loss: nan - UP: 69.92% UR: 55.18% UF: 61.68% P: 66.95% R: 52.84% F: 59.07%
+2024-04-01 19:19:49 INFO test: loss: nan - UP: 67.70% UR: 58.37% UF: 62.69% P: 63.54% R: 54.78% F: 58.84%
+2024-04-01 19:19:52 INFO 0:00:02.247431s elapsed (saved)
+
+2024-04-01 19:19:52 INFO Epoch 18 / 5000:
+2024-04-01 19:19:54 INFO lr: 4.9820e-05 - loss: 0.0053 - UP: 94.75% UR: 90.53% UF: 92.59% P: 94.61% R: 90.40% F: 92.46%
+2024-04-01 19:19:54 INFO dev:  loss: nan - UP: 70.09% UR: 52.51% UF: 60.04% P: 66.52% R: 49.83% F: 56.98%
+2024-04-01 19:19:54 INFO test: loss: nan - UP: 71.03% UR: 54.99% UF: 61.99% P: 67.48% R: 52.25% F: 58.90%
+2024-04-01 19:19:54 INFO 0:00:02.434889s elapsed
+
+2024-04-01 19:19:54 INFO Epoch 19 / 5000:
+2024-04-01 19:19:56 INFO lr: 4.9810e-05 - loss: 0.0287 - UP: 96.17% UR: 93.00% UF: 94.56% P: 96.08% R: 92.91% F: 94.47%
+2024-04-01 19:19:56 INFO dev:  loss: nan - UP: 78.44% UR: 43.81% UF: 56.22% P: 74.25% R: 41.47% F: 53.22%
+2024-04-01 19:19:57 INFO test: loss: nan - UP: 77.79% UR: 48.03% UF: 59.39% P: 74.49% R: 45.99% F: 56.87%
+2024-04-01 19:19:57 INFO 0:00:02.226287s elapsed
+
+2024-04-01 19:19:57 INFO Epoch 20 / 5000:
+2024-04-01 19:19:58 INFO lr: 4.9800e-05 - loss: 0.0022 - UP: 94.54% UR: 90.05% UF: 92.24% P: 94.31% R: 89.83% F: 92.02%
+2024-04-01 19:19:59 INFO dev:  loss: nan - UP: 68.72% UR: 48.49% UF: 56.86% P: 63.98% R: 45.15% F: 52.94%
+2024-04-01 19:19:59 INFO test: loss: nan - UP: 68.91% UR: 56.26% UF: 61.94% P: 65.29% R: 53.31% F: 58.69%
+2024-04-01 19:19:59 INFO 0:00:02.247834s elapsed
+
+2024-04-01 19:19:59 INFO Epoch 21 / 5000:
+2024-04-01 19:20:01 INFO lr: 4.9790e-05 - loss: 0.0085 - UP: 96.19% UR: 92.21% UF: 94.15% P: 96.00% R: 92.03% F: 93.97%
+2024-04-01 19:20:01 INFO dev:  loss: nan - UP: 68.91% UR: 54.85% UF: 61.08% P: 66.39% R: 52.84% F: 58.85%
+2024-04-01 19:20:01 INFO test: loss: nan - UP: 66.88% UR: 58.93% UF: 62.65% P: 62.57% R: 55.13% F: 58.62%
+2024-04-01 19:20:01 INFO 0:00:02.269289s elapsed
+
+2024-04-01 19:20:01 INFO Epoch 22 / 5000:
+2024-04-01 19:20:03 INFO lr: 4.9780e-05 - loss: 0.0015 - UP: 94.94% UR: 94.10% UF: 94.52% P: 94.85% R: 94.01% F: 94.43%
+2024-04-01 19:20:03 INFO dev:  loss: nan - UP: 65.88% UR: 56.19% UF: 60.65% P: 62.35% R: 53.18% F: 57.40%
+2024-04-01 19:20:03 INFO test: loss: nan - UP: 67.66% UR: 60.62% UF: 63.95% P: 63.50% R: 56.89% F: 60.01%
+2024-04-01 19:20:03 INFO 0:00:02.230416s elapsed
+
+2024-04-01 19:20:03 INFO Epoch 23 / 5000:
+2024-04-01 19:20:05 INFO lr: 4.9770e-05 - loss: 0.0195 - UP: 97.86% UR: 94.54% UF: 96.17% P: 97.63% R: 94.32% F: 95.95%
+2024-04-01 19:20:05 INFO dev:  loss: nan - UP: 66.95% UR: 53.51% UF: 59.48% P: 62.76% R: 50.17% F: 55.76%
+2024-04-01 19:20:06 INFO test: loss: nan - UP: 70.05% UR: 58.72% UF: 63.89% P: 66.36% R: 55.63% F: 60.52%
+2024-04-01 19:20:06 INFO 0:00:02.231971s elapsed
+
+2024-04-01 19:20:06 INFO Epoch 24 / 5000:
+2024-04-01 19:20:07 INFO lr: 4.9760e-05 - loss: 0.0282 - UP: 96.37% UR: 93.57% UF: 94.95% P: 96.33% R: 93.53% F: 94.91%
+2024-04-01 19:20:08 INFO dev:  loss: nan - UP: 73.37% UR: 48.83% UF: 58.63% P: 70.35% R: 46.82% F: 56.22%
+2024-04-01 19:20:08 INFO test: loss: nan - UP: 75.82% UR: 53.38% UF: 62.65% P: 72.93% R: 51.34% F: 60.26%
+2024-04-01 19:20:08 INFO 0:00:02.319932s elapsed
+
+2024-04-01 19:20:08 INFO Epoch 25 / 5000:
+2024-04-01 19:20:10 INFO lr: 4.9750e-05 - loss: 0.0072 - UP: 96.77% UR: 92.34% UF: 94.50% P: 96.54% R: 92.12% F: 94.28%
+2024-04-01 19:20:10 INFO dev:  loss: nan - UP: 68.44% UR: 55.85% UF: 61.51% P: 64.75% R: 52.84% F: 58.20%
+2024-04-01 19:20:10 INFO test: loss: nan - UP: 69.30% UR: 58.58% UF: 63.49% P: 64.98% R: 54.92% F: 59.53%
+2024-04-01 19:20:10 INFO 0:00:02.320434s elapsed
+
+2024-04-01 19:20:10 INFO Epoch 26 / 5000:
+2024-04-01 19:20:12 INFO lr: 4.9740e-05 - loss: 0.0413 - UP: 97.20% UR: 94.89% UF: 96.03% P: 96.84% R: 94.54% F: 95.68%
+2024-04-01 19:20:12 INFO dev:  loss: nan - UP: 68.44% UR: 55.85% UF: 61.51% P: 63.93% R: 52.17% F: 57.46%
+2024-04-01 19:20:13 INFO test: loss: nan - UP: 68.64% UR: 58.79% UF: 63.33% P: 64.37% R: 55.13% F: 59.39%
+2024-04-01 19:20:13 INFO 0:00:02.266032s elapsed
+
+2024-04-01 19:20:13 INFO Epoch 27 / 5000:
+2024-04-01 19:20:14 INFO lr: 4.9730e-05 - loss: 0.0278 - UP: 95.60% UR: 92.91% UF: 94.24% P: 95.06% R: 92.38% F: 93.70%
+2024-04-01 19:20:14 INFO dev:  loss: nan - UP: 70.69% UR: 54.85% UF: 61.77% P: 65.95% R: 51.17% F: 57.63%
+2024-04-01 19:20:15 INFO test: loss: nan - UP: 67.15% UR: 58.23% UF: 62.37% P: 62.29% R: 54.01% F: 57.85%
+2024-04-01 19:20:15 INFO 0:00:02.225524s elapsed
+
+2024-04-01 19:20:15 INFO Epoch 28 / 5000:
+2024-04-01 19:20:16 INFO lr: 4.9720e-05 - loss: 0.0020 - UP: 96.43% UR: 92.82% UF: 94.59% P: 96.02% R: 92.43% F: 94.19%
+2024-04-01 19:20:17 INFO dev:  loss: nan - UP: 66.80% UR: 56.52% UF: 61.23% P: 62.45% R: 52.84% F: 57.25%
+2024-04-01 19:20:17 INFO test: loss: nan - UP: 69.07% UR: 59.99% UF: 64.21% P: 64.86% R: 56.33% F: 60.29%
+2024-04-01 19:20:17 INFO 0:00:02.256705s elapsed
+
+2024-04-01 19:20:17 INFO Epoch 29 / 5000:
+2024-04-01 19:20:19 INFO lr: 4.9710e-05 - loss: 0.0106 - UP: 96.29% UR: 92.51% UF: 94.36% P: 96.20% R: 92.43% F: 94.27%
+2024-04-01 19:20:19 INFO dev:  loss: nan - UP: 69.44% UR: 50.17% UF: 58.25% P: 67.13% R: 48.49% F: 56.31%
+2024-04-01 19:20:19 INFO test: loss: nan - UP: 73.11% UR: 52.95% UF: 61.42% P: 68.16% R: 49.37% F: 57.26%
+2024-04-01 19:20:19 INFO 0:00:02.196463s elapsed
+
+2024-04-01 19:20:19 INFO Epoch 30 / 5000:
+2024-04-01 19:20:21 INFO lr: 4.9700e-05 - loss: 0.0462 - UP: 96.29% UR: 93.70% UF: 94.98% P: 95.48% R: 92.91% F: 94.18%
+2024-04-01 19:20:21 INFO dev:  loss: nan - UP: 66.14% UR: 56.19% UF: 60.76% P: 59.45% R: 50.50% F: 54.61%
+2024-04-01 19:20:21 INFO test: loss: nan - UP: 66.74% UR: 61.39% UF: 63.96% P: 63.61% R: 58.51% F: 60.95%
+2024-04-01 19:20:21 INFO 0:00:02.247963s elapsed
+
+2024-04-01 19:20:21 INFO Epoch 31 / 5000:
+2024-04-01 19:20:23 INFO lr: 4.9690e-05 - loss: 0.0054 - UP: 97.42% UR: 94.63% UF: 96.00% P: 97.28% R: 94.50% F: 95.87%
+2024-04-01 19:20:23 INFO dev:  loss: nan - UP: 72.73% UR: 53.51% UF: 61.66% P: 65.00% R: 47.83% F: 55.11%
+2024-04-01 19:20:24 INFO test: loss: nan - UP: 74.17% UR: 56.33% UF: 64.03% P: 70.00% R: 53.16% F: 60.43%
+2024-04-01 19:20:24 INFO 0:00:02.285697s elapsed
+
+2024-04-01 19:20:24 INFO Epoch 32 / 5000:
+2024-04-01 19:20:25 INFO lr: 4.9680e-05 - loss: 0.0094 - UP: 97.62% UR: 95.90% UF: 96.76% P: 97.45% R: 95.73% F: 96.58%
+2024-04-01 19:20:26 INFO dev:  loss: nan - UP: 75.62% UR: 50.84% UF: 60.80% P: 69.65% R: 46.82% F: 56.00%
+2024-04-01 19:20:26 INFO test: loss: nan - UP: 75.62% UR: 53.87% UF: 62.92% P: 72.06% R: 51.34% F: 59.96%
+2024-04-01 19:20:26 INFO 0:00:02.287264s elapsed
+
+2024-04-01 19:20:26 INFO Epoch 33 / 5000:
+2024-04-01 19:20:28 INFO lr: 4.9670e-05 - loss: 0.0096 - UP: 97.57% UR: 95.51% UF: 96.53% P: 97.48% R: 95.42% F: 96.44%
+2024-04-01 19:20:28 INFO dev:  loss: nan - UP: 70.26% UR: 54.52% UF: 61.39% P: 63.79% R: 49.50% F: 55.74%
+2024-04-01 19:20:28 INFO test: loss: nan - UP: 69.37% UR: 58.44% UF: 63.44% P: 65.94% R: 55.56% F: 60.31%
+2024-04-01 19:20:28 INFO 0:00:02.257828s elapsed
+
+2024-04-01 19:20:28 INFO Epoch 34 / 5000:
+2024-04-01 19:20:30 INFO lr: 4.9660e-05 - loss: 0.0031 - UP: 98.06% UR: 95.90% UF: 96.97% P: 97.93% R: 95.77% F: 96.84%
+2024-04-01 19:20:30 INFO dev:  loss: nan - UP: 74.65% UR: 53.18% UF: 62.11% P: 70.89% R: 50.50% F: 58.98%
+2024-04-01 19:20:31 INFO test: loss: nan - UP: 76.15% UR: 53.66% UF: 62.95% P: 71.76% R: 50.56% F: 59.32%
+2024-04-01 19:20:31 INFO 0:00:02.240926s elapsed
+
+2024-04-01 19:20:31 INFO Epoch 35 / 5000:
+2024-04-01 19:20:32 INFO lr: 4.9650e-05 - loss: 0.0159 - UP: 96.87% UR: 96.87% UF: 96.87% P: 96.87% R: 96.87% F: 96.87%
+2024-04-01 19:20:32 INFO dev:  loss: nan - UP: 71.30% UR: 53.18% UF: 60.92% P: 65.92% R: 49.16% F: 56.32%
+2024-04-01 19:20:33 INFO test: loss: nan - UP: 74.49% UR: 56.05% UF: 63.96% P: 70.09% R: 52.74% F: 60.19%
+2024-04-01 19:20:33 INFO 0:00:02.193625s elapsed
+
+2024-04-01 19:20:33 INFO Epoch 36 / 5000:
+2024-04-01 19:20:34 INFO lr: 4.9640e-05 - loss: 0.0007 - UP: 98.57% UR: 97.05% UF: 97.80% P: 98.48% R: 96.96% F: 97.71%
+2024-04-01 19:20:35 INFO dev:  loss: nan - UP: 68.03% UR: 55.52% UF: 61.14% P: 63.93% R: 52.17% F: 57.46%
+2024-04-01 19:20:35 INFO test: loss: nan - UP: 69.61% UR: 60.41% UF: 64.68% P: 65.80% R: 57.10% F: 61.14%
+2024-04-01 19:20:35 INFO 0:00:02.270280s elapsed
+
+2024-04-01 19:20:35 INFO Epoch 37 / 5000:
+2024-04-01 19:20:37 INFO lr: 4.9630e-05 - loss: 0.0026 - UP: 98.40% UR: 97.49% UF: 97.94% P: 98.31% R: 97.40% F: 97.85%
+2024-04-01 19:20:37 INFO dev:  loss: nan - UP: 79.90% UR: 51.84% UF: 62.88% P: 73.71% R: 47.83% F: 58.01%
+2024-04-01 19:20:37 INFO test: loss: nan - UP: 77.50% UR: 51.83% UF: 62.12% P: 74.13% R: 49.58% F: 59.42%
+2024-04-01 19:20:37 INFO 0:00:02.234120s elapsed
+
+2024-04-01 19:20:37 INFO Epoch 38 / 5000:
+2024-04-01 19:20:39 INFO lr: 4.9620e-05 - loss: 0.0016 - UP: 98.12% UR: 94.23% UF: 96.14% P: 98.07% R: 94.19% F: 96.09%
+2024-04-01 19:20:39 INFO dev:  loss: nan - UP: 66.02% UR: 56.52% UF: 60.90% P: 60.55% R: 51.84% F: 55.86%
+2024-04-01 19:20:39 INFO test: loss: nan - UP: 64.17% UR: 61.95% UF: 63.04% P: 61.40% R: 59.28% F: 60.32%
+2024-04-01 19:20:39 INFO 0:00:02.188474s elapsed
+
+2024-04-01 19:20:39 INFO Epoch 39 / 5000:
+2024-04-01 19:20:41 INFO lr: 4.9610e-05 - loss: 0.0003 - UP: 95.56% UR: 97.53% UF: 96.54% P: 95.51% R: 97.49% F: 96.49%
+2024-04-01 19:20:41 INFO dev:  loss: nan - UP: 70.74% UR: 54.18% UF: 61.36% P: 65.50% R: 50.17% F: 56.82%
+2024-04-01 19:20:42 INFO test: loss: nan - UP: 71.67% UR: 56.75% UF: 63.34% P: 67.50% R: 53.45% F: 59.65%
+2024-04-01 19:20:42 INFO 0:00:02.278600s elapsed
+
+2024-04-01 19:20:42 INFO Epoch 40 / 5000:
+2024-04-01 19:20:43 INFO lr: 4.9600e-05 - loss: 0.0024 - UP: 98.83% UR: 96.30% UF: 97.55% P: 98.73% R: 96.21% F: 97.46%
+2024-04-01 19:20:44 INFO dev:  loss: nan - UP: 64.73% UR: 59.53% UF: 62.02% P: 59.64% R: 54.85% F: 57.14%
+2024-04-01 19:20:44 INFO test: loss: nan - UP: 66.86% UR: 64.14% UF: 65.47% P: 63.49% R: 60.90% F: 62.17%
+2024-04-01 19:20:44 INFO 0:00:02.205416s elapsed
+
+2024-04-01 19:20:44 INFO Epoch 41 / 5000:
+2024-04-01 19:20:46 INFO lr: 4.9590e-05 - loss: 0.0011 - UP: 98.21% UR: 98.94% UF: 98.57% P: 98.12% R: 98.86% F: 98.49%
+2024-04-01 19:20:46 INFO dev:  loss: nan - UP: 73.15% UR: 52.84% UF: 61.36% P: 68.52% R: 49.50% F: 57.48%
+2024-04-01 19:20:46 INFO test: loss: nan - UP: 74.86% UR: 56.33% UF: 64.29% P: 71.03% R: 53.45% F: 61.00%
+2024-04-01 19:20:46 INFO 0:00:02.259170s elapsed
+
+2024-04-01 19:20:46 INFO Epoch 42 / 5000:
+2024-04-01 19:20:48 INFO lr: 4.9580e-05 - loss: 0.0029 - UP: 98.62% UR: 97.75% UF: 98.19% P: 98.45% R: 97.58% F: 98.01%
+2024-04-01 19:20:48 INFO dev:  loss: nan - UP: 69.62% UR: 55.18% UF: 61.57% P: 63.71% R: 50.50% F: 56.34%
+2024-04-01 19:20:48 INFO test: loss: nan - UP: 70.40% UR: 58.37% UF: 63.82% P: 66.50% R: 55.13% F: 60.28%
+2024-04-01 19:20:48 INFO 0:00:02.238420s elapsed
+
+2024-04-01 19:20:48 INFO Epoch 43 / 5000:
+2024-04-01 19:20:50 INFO lr: 4.9570e-05 - loss: 0.0002 - UP: 99.33% UR: 98.15% UF: 98.74% P: 99.29% R: 98.11% F: 98.69%
+2024-04-01 19:20:50 INFO dev:  loss: nan - UP: 73.30% UR: 54.18% UF: 62.31% P: 67.42% R: 49.83% F: 57.31%
+2024-04-01 19:20:51 INFO test: loss: nan - UP: 73.95% UR: 55.49% UF: 63.40% P: 69.54% R: 52.18% F: 59.62%
+2024-04-01 19:20:51 INFO 0:00:02.245428s elapsed
+
+2024-04-01 19:20:51 INFO Epoch 44 / 5000:
+2024-04-01 19:20:52 INFO lr: 4.9560e-05 - loss: 0.0016 - UP: 98.80% UR: 97.53% UF: 98.16% P: 98.75% R: 97.49% F: 98.12%
+2024-04-01 19:20:53 INFO dev:  loss: nan - UP: 74.34% UR: 56.19% UF: 64.00% P: 68.58% R: 51.84% F: 59.05%
+2024-04-01 19:20:53 INFO test: loss: nan - UP: 72.17% UR: 59.63% UF: 65.31% P: 68.17% R: 56.33% F: 61.69%
+2024-04-01 19:20:53 INFO 0:00:02.262953s elapsed
+
+2024-04-01 19:20:53 INFO Epoch 45 / 5000:
+2024-04-01 19:20:55 INFO lr: 4.9550e-05 - loss: 0.0004 - UP: 99.16% UR: 98.19% UF: 98.67% P: 99.16% R: 98.19% F: 98.67%
+2024-04-01 19:20:55 INFO dev:  loss: nan - UP: 69.33% UR: 55.18% UF: 61.45% P: 63.87% R: 50.84% F: 56.61%
+2024-04-01 19:20:55 INFO test: loss: nan - UP: 72.92% UR: 58.51% UF: 64.92% P: 68.71% R: 55.13% F: 61.18%
+2024-04-01 19:20:55 INFO 0:00:02.224788s elapsed
+
+2024-04-01 19:20:55 INFO Epoch 46 / 5000:
+2024-04-01 19:20:57 INFO lr: 4.9540e-05 - loss: 0.0015 - UP: 98.37% UR: 98.33% UF: 98.35% P: 98.33% R: 98.28% F: 98.30%
+2024-04-01 19:20:57 INFO dev:  loss: nan - UP: 69.14% UR: 56.19% UF: 61.99% P: 62.96% R: 51.17% F: 56.46%
+2024-04-01 19:20:57 INFO test: loss: nan - UP: 71.21% UR: 59.49% UF: 64.83% P: 67.00% R: 55.98% F: 61.00%
+2024-04-01 19:20:57 INFO 0:00:02.244228s elapsed
+
+2024-04-01 19:20:57 INFO Epoch 47 / 5000:
+2024-04-01 19:20:59 INFO lr: 4.9530e-05 - loss: 0.0010 - UP: 99.38% UR: 98.46% UF: 98.92% P: 99.33% R: 98.41% F: 98.87%
+2024-04-01 19:20:59 INFO dev:  loss: nan - UP: 68.91% UR: 54.85% UF: 61.08% P: 62.61% R: 49.83% F: 55.49%
+2024-04-01 19:21:00 INFO test: loss: nan - UP: 71.08% UR: 59.28% UF: 64.65% P: 66.69% R: 55.63% F: 60.66%
+2024-04-01 19:21:00 INFO 0:00:02.257879s elapsed
+
+2024-04-01 19:21:03 INFO Epoch 17 saved
+2024-04-01 19:21:03 INFO dev:  UP: 69.92% UR: 55.18% UF: 61.68% P: 66.95% R: 52.84% F: 59.07%
+2024-04-01 19:21:03 INFO test: UP: 67.70% UR: 58.37% UF: 62.69% P: 63.54% R: 54.78% F: 58.84%
+2024-04-01 19:21:03 INFO 0:01:47.575763s elapsed, 0:00:02.288846s/epoch

models/multibooked_eu/sdp_random/40/model_vi_multibooked_eu_xlm_10

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ba3e3d6cc95e9f56e6ab88896e87d6f890c4a75fea4b01a764a3f2d535c7a523
+size 1177848336

models/multibooked_eu/sdp_random/40/model_vi_multibooked_eu_xlm_10.train.log

@@ -0,0 +1,553 @@
+2024-04-01 19:32:14 INFO 
+---------------------+-------------------------------
+Param                |             Value             
+---------------------+-------------------------------
+lr                   |             5e-05             
+mu                   |              0.9              
+nu                   |             0.999             
+eps                  |             1e-06             
+weight_decay         |              0.0              
+lr_rate              |               1               
+patience             |               30              
+update-steps         |               1               
+warmup               |              0.0              
+batch_size           |              1500             
+update_steps         |               1               
+mode                 |             train             
+path                 | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_random/40/model_vi_multibooked_eu_xlm_10
+device               |               0               
+seed                 |               1               
+threads              |               16              
+local_rank           |               -1              
+feat                 |              None             
+build                |              True             
+checkpoint           |             False             
+encoder              |              bert             
+max_len              |              None             
+buckets              |               32              
+train                | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_random/40/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_random/40/dev.conllu
+test                 | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp/test.conllu
+embed                |     data/glove.6B.100d.txt    
+unk                  |              unk              
+n_embed              |              100              
+n_embed_proj         |              125              
+bert                 |        xlm-roberta-base       
+inference            |              mfvi             
+---------------------+-------------------------------
+
+2024-04-01 19:32:14 INFO Building the fields
+2024-04-01 19:32:16 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-04-01 19:32:16 INFO Building the model
+2024-04-01 19:32:18 INFO VISemanticDependencyModel(
+  (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
+  (encoder_dropout): Dropout(p=0.33, inplace=False)
+  (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
+  (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
+  (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
+  (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
+  (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
+  (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
+  (criterion): CrossEntropyLoss()
+  (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
+  (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
+  (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
+  (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (inference): SemanticDependencyMFVI(max_iter=3)
+)
+
+2024-04-01 19:32:18 INFO Loading the data
+2024-04-01 19:32:18 INFO 
+train: Dataset(n_sentences=424, n_batches=32, n_buckets=32)
+dev:   Dataset(n_sentences=59, n_batches=25, n_buckets=25)
+test:  Dataset(n_sentences=305, n_batches=32, n_buckets=32)
+
+2024-04-01 19:32:18 INFO Epoch 1 / 5000:
+2024-04-01 19:32:21 INFO lr: 4.9990e-05 - loss: 0.1335 - UP:  2.67% UR:  5.15% UF:  3.52% P:  1.35% R:  2.60% F:  1.77%
+2024-04-01 19:32:21 INFO dev:  loss: nan - UP: 80.00% UR:  1.34% UF:  2.63% P: 60.00% R:  1.00% F:  1.97%
+2024-04-01 19:32:22 INFO test: loss: nan - UP: 16.67% UR:  0.07% UF:  0.14% P: 16.67% R:  0.07% F:  0.14%
+2024-04-01 19:32:26 INFO 0:00:03.568637s elapsed (saved)
+
+2024-04-01 19:32:26 INFO Epoch 2 / 5000:
+2024-04-01 19:32:29 INFO lr: 4.9980e-05 - loss: 0.1897 - UP: 47.74% UR:  7.44% UF: 12.88% P: 42.37% R:  6.61% F: 11.43%
+2024-04-01 19:32:29 INFO dev:  loss: nan - UP: 79.49% UR: 10.37% UF: 18.34% P: 76.92% R: 10.03% F: 17.75%
+2024-04-01 19:32:29 INFO test: loss: nan - UP: 79.07% UR: 11.95% UF: 20.77% P: 74.42% R: 11.25% F: 19.55%
+2024-04-01 19:32:36 INFO 0:00:02.761426s elapsed (saved)
+
+2024-04-01 19:32:36 INFO Epoch 3 / 5000:
+2024-04-01 19:32:38 INFO lr: 4.9970e-05 - loss: 0.1345 - UP: 67.80% UR: 18.36% UF: 28.90% P: 59.51% R: 16.12% F: 25.36%
+2024-04-01 19:32:39 INFO dev:  loss: nan - UP: 69.41% UR: 19.73% UF: 30.73% P: 58.82% R: 16.72% F: 26.04%
+2024-04-01 19:32:39 INFO test: loss: nan - UP: 71.21% UR: 19.48% UF: 30.59% P: 66.07% R: 18.07% F: 28.38%
+2024-04-01 19:32:46 INFO 0:00:02.823962s elapsed (saved)
+
+2024-04-01 19:32:46 INFO Epoch 4 / 5000:
+2024-04-01 19:32:48 INFO lr: 4.9960e-05 - loss: 0.0915 - UP: 66.44% UR: 29.99% UF: 41.32% P: 58.54% R: 26.42% F: 36.41%
+2024-04-01 19:32:48 INFO dev:  loss: nan - UP: 72.41% UR: 28.09% UF: 40.48% P: 60.34% R: 23.41% F: 33.73%
+2024-04-01 19:32:48 INFO test: loss: nan - UP: 71.40% UR: 26.86% UF: 39.04% P: 65.23% R: 24.54% F: 35.67%
+2024-04-01 19:32:57 INFO 0:00:02.869205s elapsed (saved)
+
+2024-04-01 19:32:57 INFO Epoch 5 / 5000:
+2024-04-01 19:32:59 INFO lr: 4.9950e-05 - loss: 0.1613 - UP: 69.17% UR: 34.48% UF: 46.02% P: 62.99% R: 31.40% F: 41.90%
+2024-04-01 19:32:59 INFO dev:  loss: nan - UP: 72.55% UR: 24.75% UF: 36.91% P: 66.67% R: 22.74% F: 33.92%
+2024-04-01 19:33:00 INFO test: loss: nan - UP: 79.35% UR: 27.29% UF: 40.61% P: 73.42% R: 25.25% F: 37.57%
+2024-04-01 19:33:07 INFO 0:00:02.811272s elapsed (saved)
+
+2024-04-01 19:33:07 INFO Epoch 6 / 5000:
+2024-04-01 19:33:09 INFO lr: 4.9940e-05 - loss: 0.0597 - UP: 72.10% UR: 43.59% UF: 54.34% P: 67.15% R: 40.60% F: 50.60%
+2024-04-01 19:33:09 INFO dev:  loss: nan - UP: 67.88% UR: 37.46% UF: 48.28% P: 63.03% R: 34.78% F: 44.83%
+2024-04-01 19:33:09 INFO test: loss: nan - UP: 72.03% UR: 40.01% UF: 51.45% P: 67.59% R: 37.55% F: 48.28%
+2024-04-01 19:33:17 INFO 0:00:02.810734s elapsed (saved)
+
+2024-04-01 19:33:17 INFO Epoch 7 / 5000:
+2024-04-01 19:33:19 INFO lr: 4.9930e-05 - loss: 0.0106 - UP: 74.38% UR: 45.13% UF: 56.18% P: 70.17% R: 42.58% F: 53.00%
+2024-04-01 19:33:19 INFO dev:  loss: nan - UP: 72.84% UR: 39.46% UF: 51.19% P: 62.96% R: 34.11% F: 44.25%
+2024-04-01 19:33:19 INFO test: loss: nan - UP: 72.13% UR: 37.13% UF: 49.03% P: 66.53% R: 34.25% F: 45.22%
+2024-04-01 19:33:19 INFO 0:00:02.848624s elapsed
+
+2024-04-01 19:33:19 INFO Epoch 8 / 5000:
+2024-04-01 19:33:22 INFO lr: 4.9920e-05 - loss: 0.0901 - UP: 77.68% UR: 54.25% UF: 63.88% P: 74.72% R: 52.18% F: 61.45%
+2024-04-01 19:33:22 INFO dev:  loss: nan - UP: 79.29% UR: 37.12% UF: 50.57% P: 67.14% R: 31.44% F: 42.82%
+2024-04-01 19:33:22 INFO test: loss: nan - UP: 76.79% UR: 36.99% UF: 49.93% P: 71.39% R: 34.39% F: 46.42%
+2024-04-01 19:33:22 INFO 0:00:02.785823s elapsed
+
+2024-04-01 19:33:22 INFO Epoch 9 / 5000:
+2024-04-01 19:33:25 INFO lr: 4.9910e-05 - loss: 0.0419 - UP: 82.37% UR: 58.04% UF: 68.10% P: 80.25% R: 56.54% F: 66.34%
+2024-04-01 19:33:25 INFO dev:  loss: nan - UP: 70.71% UR: 46.82% UF: 56.34% P: 63.13% R: 41.81% F: 50.30%
+2024-04-01 19:33:25 INFO test: loss: nan - UP: 65.74% UR: 44.80% UF: 53.28% P: 60.68% R: 41.35% F: 49.18%
+2024-04-01 19:33:32 INFO 0:00:02.801929s elapsed (saved)
+
+2024-04-01 19:33:32 INFO Epoch 10 / 5000:
+2024-04-01 19:33:34 INFO lr: 4.9900e-05 - loss: 0.0698 - UP: 80.17% UR: 60.72% UF: 69.11% P: 78.14% R: 59.18% F: 67.35%
+2024-04-01 19:33:35 INFO dev:  loss: nan - UP: 66.67% UR: 50.84% UF: 57.69% P: 59.65% R: 45.48% F: 51.61%
+2024-04-01 19:33:35 INFO test: loss: nan - UP: 65.20% UR: 47.82% UF: 55.17% P: 60.02% R: 44.02% F: 50.79%
+2024-04-01 19:33:42 INFO 0:00:02.818267s elapsed (saved)
+
+2024-04-01 19:33:42 INFO Epoch 11 / 5000:
+2024-04-01 19:33:44 INFO lr: 4.9890e-05 - loss: 0.0769 - UP: 82.87% UR: 64.99% UF: 72.85% P: 81.47% R: 63.89% F: 71.62%
+2024-04-01 19:33:44 INFO dev:  loss: nan - UP: 70.26% UR: 45.82% UF: 55.47% P: 63.59% R: 41.47% F: 50.20%
+2024-04-01 19:33:45 INFO test: loss: nan - UP: 70.91% UR: 43.88% UF: 54.21% P: 66.36% R: 41.07% F: 50.74%
+2024-04-01 19:33:45 INFO 0:00:02.877976s elapsed
+
+2024-04-01 19:33:45 INFO Epoch 12 / 5000:
+2024-04-01 19:33:47 INFO lr: 4.9880e-05 - loss: 0.0684 - UP: 85.01% UR: 68.91% UF: 76.12% P: 83.92% R: 68.03% F: 75.15%
+2024-04-01 19:33:47 INFO dev:  loss: nan - UP: 73.06% UR: 47.16% UF: 57.32% P: 63.21% R: 40.80% F: 49.59%
+2024-04-01 19:33:48 INFO test: loss: nan - UP: 73.10% UR: 46.62% UF: 56.93% P: 68.03% R: 43.39% F: 52.98%
+2024-04-01 19:33:48 INFO 0:00:02.858635s elapsed
+
+2024-04-01 19:33:48 INFO Epoch 13 / 5000:
+2024-04-01 19:33:50 INFO lr: 4.9870e-05 - loss: 0.0574 - UP: 86.10% UR: 70.89% UF: 77.76% P: 84.33% R: 69.44% F: 76.17%
+2024-04-01 19:33:50 INFO dev:  loss: nan - UP: 67.10% UR: 51.84% UF: 58.49% P: 61.90% R: 47.83% F: 53.96%
+2024-04-01 19:33:50 INFO test: loss: nan - UP: 68.05% UR: 51.83% UF: 58.84% P: 62.33% R: 47.47% F: 53.89%
+2024-04-01 19:33:57 INFO 0:00:02.834575s elapsed (saved)
+
+2024-04-01 19:33:57 INFO Epoch 14 / 5000:
+2024-04-01 19:33:59 INFO lr: 4.9860e-05 - loss: 0.0417 - UP: 88.67% UR: 76.88% UF: 82.36% P: 85.68% R: 74.28% F: 79.58%
+2024-04-01 19:33:59 INFO dev:  loss: nan - UP: 61.15% UR: 53.18% UF: 56.89% P: 55.38% R: 48.16% F: 51.52%
+2024-04-01 19:34:00 INFO test: loss: nan - UP: 65.56% UR: 54.36% UF: 59.44% P: 58.52% R: 48.52% F: 53.06%
+2024-04-01 19:34:00 INFO 0:00:02.844764s elapsed
+
+2024-04-01 19:34:00 INFO Epoch 15 / 5000:
+2024-04-01 19:34:02 INFO lr: 4.9850e-05 - loss: 0.0273 - UP: 88.61% UR: 77.10% UF: 82.46% P: 85.83% R: 74.68% F: 79.87%
+2024-04-01 19:34:02 INFO dev:  loss: nan - UP: 62.45% UR: 47.83% UF: 54.17% P: 57.64% R: 44.15% F: 50.00%
+2024-04-01 19:34:03 INFO test: loss: nan - UP: 67.27% UR: 51.90% UF: 58.59% P: 62.08% R: 47.89% F: 54.07%
+2024-04-01 19:34:03 INFO 0:00:02.792511s elapsed
+
+2024-04-01 19:34:03 INFO Epoch 16 / 5000:
+2024-04-01 19:34:05 INFO lr: 4.9840e-05 - loss: 0.0252 - UP: 90.00% UR: 79.26% UF: 84.29% P: 89.00% R: 78.38% F: 83.35%
+2024-04-01 19:34:05 INFO dev:  loss: nan - UP: 63.41% UR: 52.17% UF: 57.25% P: 59.35% R: 48.83% F: 53.58%
+2024-04-01 19:34:05 INFO test: loss: nan - UP: 66.78% UR: 53.73% UF: 59.55% P: 60.49% R: 48.66% F: 53.94%
+2024-04-01 19:34:05 INFO 0:00:02.795832s elapsed
+
+2024-04-01 19:34:05 INFO Epoch 17 / 5000:
+2024-04-01 19:34:08 INFO lr: 4.9830e-05 - loss: 0.0253 - UP: 88.11% UR: 78.29% UF: 82.91% P: 87.66% R: 77.90% F: 82.49%
+2024-04-01 19:34:08 INFO dev:  loss: nan - UP: 64.23% UR: 52.84% UF: 57.98% P: 57.72% R: 47.49% F: 52.11%
+2024-04-01 19:34:08 INFO test: loss: nan - UP: 65.00% UR: 54.99% UF: 59.58% P: 57.86% R: 48.95% F: 53.03%
+2024-04-01 19:34:08 INFO 0:00:02.850910s elapsed
+
+2024-04-01 19:34:08 INFO Epoch 18 / 5000:
+2024-04-01 19:34:10 INFO lr: 4.9820e-05 - loss: 0.0620 - UP: 92.21% UR: 83.97% UF: 87.90% P: 91.73% R: 83.53% F: 87.44%
+2024-04-01 19:34:11 INFO dev:  loss: nan - UP: 60.73% UR: 55.85% UF: 58.19% P: 56.00% R: 51.51% F: 53.66%
+2024-04-01 19:34:11 INFO test: loss: nan - UP: 64.45% UR: 59.92% UF: 62.10% P: 58.47% R: 54.36% F: 56.34%
+2024-04-01 19:34:11 INFO 0:00:02.779296s elapsed
+
+2024-04-01 19:34:11 INFO Epoch 19 / 5000:
+2024-04-01 19:34:13 INFO lr: 4.9810e-05 - loss: 0.0232 - UP: 92.90% UR: 86.39% UF: 89.53% P: 92.38% R: 85.91% F: 89.03%
+2024-04-01 19:34:13 INFO dev:  loss: nan - UP: 79.76% UR: 44.82% UF: 57.39% P: 74.40% R: 41.81% F: 53.53%
+2024-04-01 19:34:14 INFO test: loss: nan - UP: 72.79% UR: 43.46% UF: 54.43% P: 66.78% R: 39.87% F: 49.93%
+2024-04-01 19:34:14 INFO 0:00:02.757016s elapsed
+
+2024-04-01 19:34:14 INFO Epoch 20 / 5000:
+2024-04-01 19:34:16 INFO lr: 4.9800e-05 - loss: 0.0061 - UP: 89.05% UR: 81.99% UF: 85.37% P: 88.19% R: 81.20% F: 84.55%
+2024-04-01 19:34:16 INFO dev:  loss: nan - UP: 67.48% UR: 46.49% UF: 55.05% P: 58.74% R: 40.47% F: 47.92%
+2024-04-01 19:34:17 INFO test: loss: nan - UP: 68.23% UR: 53.16% UF: 59.76% P: 61.64% R: 48.03% F: 53.99%
+2024-04-01 19:34:17 INFO 0:00:02.773869s elapsed
+
+2024-04-01 19:34:17 INFO Epoch 21 / 5000:
+2024-04-01 19:34:19 INFO lr: 4.9790e-05 - loss: 0.0147 - UP: 93.96% UR: 85.65% UF: 89.61% P: 93.48% R: 85.20% F: 89.15%
+2024-04-01 19:34:19 INFO dev:  loss: nan - UP: 65.40% UR: 51.84% UF: 57.84% P: 62.03% R: 49.16% F: 54.85%
+2024-04-01 19:34:19 INFO test: loss: nan - UP: 65.54% UR: 53.09% UF: 58.66% P: 59.11% R: 47.89% F: 52.91%
+2024-04-01 19:34:26 INFO 0:00:02.766878s elapsed (saved)
+
+2024-04-01 19:34:26 INFO Epoch 22 / 5000:
+2024-04-01 19:34:28 INFO lr: 4.9780e-05 - loss: 0.0214 - UP: 93.55% UR: 88.82% UF: 91.12% P: 93.41% R: 88.68% F: 90.99%
+2024-04-01 19:34:29 INFO dev:  loss: nan - UP: 64.84% UR: 55.52% UF: 59.82% P: 60.94% R: 52.17% F: 56.22%
+2024-04-01 19:34:29 INFO test: loss: nan - UP: 65.42% UR: 55.20% UF: 59.88% P: 58.92% R: 49.72% F: 53.93%
+2024-04-01 19:34:36 INFO 0:00:02.796357s elapsed (saved)
+
+2024-04-01 19:34:36 INFO Epoch 23 / 5000:
+2024-04-01 19:34:38 INFO lr: 4.9770e-05 - loss: 0.0217 - UP: 93.61% UR: 88.42% UF: 90.94% P: 93.43% R: 88.24% F: 90.76%
+2024-04-01 19:34:38 INFO dev:  loss: nan - UP: 60.21% UR: 57.19% UF: 58.66% P: 55.28% R: 52.51% F: 53.86%
+2024-04-01 19:34:38 INFO test: loss: nan - UP: 64.46% UR: 60.20% UF: 62.25% P: 57.15% R: 53.38% F: 55.20%
+2024-04-01 19:34:38 INFO 0:00:02.892624s elapsed
+
+2024-04-01 19:34:38 INFO Epoch 24 / 5000:
+2024-04-01 19:34:41 INFO lr: 4.9760e-05 - loss: 0.0358 - UP: 95.53% UR: 91.28% UF: 93.36% P: 95.07% R: 90.84% F: 92.91%
+2024-04-01 19:34:41 INFO dev:  loss: nan - UP: 65.35% UR: 49.83% UF: 56.55% P: 59.21% R: 45.15% F: 51.23%
+2024-04-01 19:34:41 INFO test: loss: nan - UP: 68.97% UR: 53.45% UF: 60.22% P: 61.43% R: 47.61% F: 53.65%
+2024-04-01 19:34:41 INFO 0:00:02.867276s elapsed
+
+2024-04-01 19:34:41 INFO Epoch 25 / 5000:
+2024-04-01 19:34:44 INFO lr: 4.9750e-05 - loss: 0.0082 - UP: 94.85% UR: 89.21% UF: 91.94% P: 94.19% R: 88.60% F: 91.31%
+2024-04-01 19:34:44 INFO dev:  loss: nan - UP: 61.97% UR: 58.86% UF: 60.38% P: 55.99% R: 53.18% F: 54.55%
+2024-04-01 19:34:44 INFO test: loss: nan - UP: 61.41% UR: 58.65% UF: 60.00% P: 54.86% R: 52.39% F: 53.60%
+2024-04-01 19:34:44 INFO 0:00:02.836001s elapsed
+
+2024-04-01 19:34:44 INFO Epoch 26 / 5000:
+2024-04-01 19:34:46 INFO lr: 4.9740e-05 - loss: 0.0333 - UP: 93.89% UR: 89.34% UF: 91.56% P: 93.20% R: 88.68% F: 90.88%
+2024-04-01 19:34:47 INFO dev:  loss: nan - UP: 64.16% UR: 48.49% UF: 55.24% P: 58.41% R: 44.15% F: 50.29%
+2024-04-01 19:34:47 INFO test: loss: nan - UP: 66.04% UR: 52.11% UF: 58.25% P: 59.45% R: 46.91% F: 52.44%
+2024-04-01 19:34:47 INFO 0:00:02.872675s elapsed
+
+2024-04-01 19:34:47 INFO Epoch 27 / 5000:
+2024-04-01 19:34:49 INFO lr: 4.9730e-05 - loss: 0.0257 - UP: 93.23% UR: 88.60% UF: 90.86% P: 92.72% R: 88.11% F: 90.36%
+2024-04-01 19:34:49 INFO dev:  loss: nan - UP: 65.71% UR: 53.85% UF: 59.19% P: 59.59% R: 48.83% F: 53.68%
+2024-04-01 19:34:50 INFO test: loss: nan - UP: 65.41% UR: 56.12% UF: 60.41% P: 58.20% R: 49.93% F: 53.75%
+2024-04-01 19:34:50 INFO 0:00:02.796484s elapsed
+
+2024-04-01 19:34:50 INFO Epoch 28 / 5000:
+2024-04-01 19:34:52 INFO lr: 4.9720e-05 - loss: 0.0032 - UP: 94.44% UR: 90.58% UF: 92.47% P: 94.21% R: 90.36% F: 92.25%
+2024-04-01 19:34:52 INFO dev:  loss: nan - UP: 66.08% UR: 50.17% UF: 57.03% P: 60.35% R: 45.82% F: 52.09%
+2024-04-01 19:34:53 INFO test: loss: nan - UP: 67.57% UR: 52.74% UF: 59.24% P: 61.08% R: 47.68% F: 53.55%
+2024-04-01 19:34:53 INFO 0:00:02.870634s elapsed
+
+2024-04-01 19:34:53 INFO Epoch 29 / 5000:
+2024-04-01 19:34:55 INFO lr: 4.9710e-05 - loss: 0.0211 - UP: 94.39% UR: 90.36% UF: 92.33% P: 93.93% R: 89.92% F: 91.88%
+2024-04-01 19:34:55 INFO dev:  loss: nan - UP: 62.74% UR: 55.18% UF: 58.72% P: 57.79% R: 50.84% F: 54.09%
+2024-04-01 19:34:55 INFO test: loss: nan - UP: 66.03% UR: 56.19% UF: 60.71% P: 59.50% R: 50.63% F: 54.71%
+2024-04-01 19:34:55 INFO 0:00:02.766539s elapsed
+
+2024-04-01 19:34:55 INFO Epoch 30 / 5000:
+2024-04-01 19:34:58 INFO lr: 4.9700e-05 - loss: 0.0144 - UP: 94.58% UR: 92.25% UF: 93.40% P: 93.72% R: 91.41% F: 92.55%
+2024-04-01 19:34:58 INFO dev:  loss: nan - UP: 64.91% UR: 49.50% UF: 56.17% P: 60.96% R: 46.49% F: 52.75%
+2024-04-01 19:34:58 INFO test: loss: nan - UP: 70.06% UR: 55.13% UF: 61.71% P: 64.16% R: 50.49% F: 56.51%
+2024-04-01 19:34:58 INFO 0:00:02.776374s elapsed
+
+2024-04-01 19:34:58 INFO Epoch 31 / 5000:
+2024-04-01 19:35:01 INFO lr: 4.9690e-05 - loss: 0.0069 - UP: 96.58% UR: 94.45% UF: 95.50% P: 96.40% R: 94.28% F: 95.33%
+2024-04-01 19:35:01 INFO dev:  loss: nan - UP: 65.11% UR: 51.17% UF: 57.30% P: 60.00% R: 47.16% F: 52.81%
+2024-04-01 19:35:01 INFO test: loss: nan - UP: 68.60% UR: 55.77% UF: 61.52% P: 61.33% R: 49.86% F: 55.00%
+2024-04-01 19:35:01 INFO 0:00:02.855840s elapsed
+
+2024-04-01 19:35:01 INFO Epoch 32 / 5000:
+2024-04-01 19:35:03 INFO lr: 4.9680e-05 - loss: 0.0039 - UP: 97.05% UR: 94.28% UF: 95.64% P: 96.87% R: 94.10% F: 95.47%
+2024-04-01 19:35:04 INFO dev:  loss: nan - UP: 68.38% UR: 53.51% UF: 60.04% P: 63.25% R: 49.50% F: 55.53%
+2024-04-01 19:35:04 INFO test: loss: nan - UP: 71.16% UR: 55.70% UF: 62.49% P: 64.42% R: 50.42% F: 56.57%
+2024-04-01 19:35:04 INFO 0:00:02.859060s elapsed
+
+2024-04-01 19:35:04 INFO Epoch 33 / 5000:
+2024-04-01 19:35:06 INFO lr: 4.9670e-05 - loss: 0.0151 - UP: 95.25% UR: 93.66% UF: 94.45% P: 95.12% R: 93.53% F: 94.32%
+2024-04-01 19:35:06 INFO dev:  loss: nan - UP: 67.90% UR: 55.18% UF: 60.89% P: 62.14% R: 50.50% F: 55.72%
+2024-04-01 19:35:07 INFO test: loss: nan - UP: 66.02% UR: 57.24% UF: 61.32% P: 60.02% R: 52.04% F: 55.74%
+2024-04-01 19:35:07 INFO 0:00:02.765125s elapsed
+
+2024-04-01 19:35:07 INFO Epoch 34 / 5000:
+2024-04-01 19:35:09 INFO lr: 4.9660e-05 - loss: 0.0030 - UP: 97.18% UR: 93.92% UF: 95.52% P: 96.95% R: 93.70% F: 95.30%
+2024-04-01 19:35:09 INFO dev:  loss: nan - UP: 65.65% UR: 57.53% UF: 61.32% P: 60.69% R: 53.18% F: 56.68%
+2024-04-01 19:35:09 INFO test: loss: nan - UP: 66.40% UR: 57.38% UF: 61.56% P: 60.94% R: 52.67% F: 56.51%
+2024-04-01 19:35:16 INFO 0:00:02.770707s elapsed (saved)
+
+2024-04-01 19:35:16 INFO Epoch 35 / 5000:
+2024-04-01 19:35:18 INFO lr: 4.9650e-05 - loss: 0.0150 - UP: 93.45% UR: 91.77% UF: 92.60% P: 93.14% R: 91.46% F: 92.29%
+2024-04-01 19:35:19 INFO dev:  loss: nan - UP: 61.23% UR: 56.52% UF: 58.78% P: 55.07% R: 50.84% F: 52.87%
+2024-04-01 19:35:19 INFO test: loss: nan - UP: 63.13% UR: 61.53% UF: 62.32% P: 57.36% R: 55.91% F: 56.62%
+2024-04-01 19:35:19 INFO 0:00:02.837688s elapsed
+
+2024-04-01 19:35:19 INFO Epoch 36 / 5000:
+2024-04-01 19:35:21 INFO lr: 4.9640e-05 - loss: 0.1155 - UP: 92.39% UR: 90.40% UF: 91.39% P: 92.12% R: 90.14% F: 91.12%
+2024-04-01 19:35:21 INFO dev:  loss: nan - UP: 62.13% UR: 48.83% UF: 54.68% P: 57.02% R: 44.82% F: 50.19%
+2024-04-01 19:35:22 INFO test: loss: nan - UP: 66.29% UR: 48.95% UF: 56.31% P: 60.29% R: 44.51% F: 51.21%
+2024-04-01 19:35:22 INFO 0:00:02.803428s elapsed
+
+2024-04-01 19:35:22 INFO Epoch 37 / 5000:
+2024-04-01 19:35:24 INFO lr: 4.9630e-05 - loss: 0.0175 - UP: 87.95% UR: 79.35% UF: 83.43% P: 86.92% R: 78.42% F: 82.45%
+2024-04-01 19:35:24 INFO dev:  loss: nan - UP: 70.05% UR: 46.15% UF: 55.65% P: 61.93% R: 40.80% F: 49.19%
+2024-04-01 19:35:24 INFO test: loss: nan - UP: 72.07% UR: 49.37% UF: 58.60% P: 66.74% R: 45.71% F: 54.26%
+2024-04-01 19:35:24 INFO 0:00:02.746319s elapsed
+
+2024-04-01 19:35:24 INFO Epoch 38 / 5000:
+2024-04-01 19:35:27 INFO lr: 4.9620e-05 - loss: 0.0010 - UP: 93.99% UR: 90.14% UF: 92.02% P: 93.85% R: 90.00% F: 91.89%
+2024-04-01 19:35:27 INFO dev:  loss: nan - UP: 65.53% UR: 51.51% UF: 57.68% P: 60.85% R: 47.83% F: 53.56%
+2024-04-01 19:35:27 INFO test: loss: nan - UP: 65.15% UR: 56.54% UF: 60.54% P: 59.08% R: 51.27% F: 54.89%
+2024-04-01 19:35:27 INFO 0:00:02.791402s elapsed
+
+2024-04-01 19:35:27 INFO Epoch 39 / 5000:
+2024-04-01 19:35:29 INFO lr: 4.9610e-05 - loss: 0.0368 - UP: 95.05% UR: 92.12% UF: 93.56% P: 94.59% R: 91.68% F: 93.11%
+2024-04-01 19:35:30 INFO dev:  loss: nan - UP: 59.25% UR: 52.51% UF: 55.67% P: 55.47% R: 49.16% F: 52.13%
+2024-04-01 19:35:30 INFO test: loss: nan - UP: 62.38% UR: 57.24% UF: 59.70% P: 55.79% R: 51.20% F: 53.39%
+2024-04-01 19:35:30 INFO 0:00:02.739870s elapsed
+
+2024-04-01 19:35:30 INFO Epoch 40 / 5000:
+2024-04-01 19:35:32 INFO lr: 4.9600e-05 - loss: 0.0332 - UP: 95.09% UR: 90.49% UF: 92.73% P: 92.36% R: 87.89% F: 90.07%
+2024-04-01 19:35:32 INFO dev:  loss: nan - UP: 63.59% UR: 46.15% UF: 53.49% P: 60.37% R: 43.81% F: 50.78%
+2024-04-01 19:35:33 INFO test: loss: nan - UP: 66.51% UR: 51.27% UF: 57.90% P: 60.04% R: 46.27% F: 52.26%
+2024-04-01 19:35:33 INFO 0:00:02.742533s elapsed
+
+2024-04-01 19:35:33 INFO Epoch 41 / 5000:
+2024-04-01 19:35:35 INFO lr: 4.9590e-05 - loss: 0.0214 - UP: 94.18% UR: 89.12% UF: 91.58% P: 93.53% R: 88.51% F: 90.95%
+2024-04-01 19:35:35 INFO dev:  loss: nan - UP: 56.52% UR: 47.83% UF: 51.81% P: 52.96% R: 44.82% F: 48.55%
+2024-04-01 19:35:35 INFO test: loss: nan - UP: 59.70% UR: 56.05% UF: 57.82% P: 53.71% R: 50.42% F: 52.01%
+2024-04-01 19:35:35 INFO 0:00:02.721866s elapsed
+
+2024-04-01 19:35:35 INFO Epoch 42 / 5000:
+2024-04-01 19:35:38 INFO lr: 4.9580e-05 - loss: 0.0065 - UP: 96.11% UR: 93.53% UF: 94.80% P: 95.79% R: 93.22% F: 94.49%
+2024-04-01 19:35:38 INFO dev:  loss: nan - UP: 61.11% UR: 55.18% UF: 58.00% P: 58.15% R: 52.51% F: 55.18%
+2024-04-01 19:35:38 INFO test: loss: nan - UP: 65.09% UR: 60.97% UF: 62.96% P: 58.93% R: 55.20% F: 57.01%
+2024-04-01 19:35:38 INFO 0:00:02.768155s elapsed
+
+2024-04-01 19:35:38 INFO Epoch 43 / 5000:
+2024-04-01 19:35:40 INFO lr: 4.9570e-05 - loss: 0.0014 - UP: 97.05% UR: 95.55% UF: 96.29% P: 96.11% R: 94.63% F: 95.36%
+2024-04-01 19:35:41 INFO dev:  loss: nan - UP: 64.78% UR: 53.51% UF: 58.61% P: 59.92% R: 49.50% F: 54.21%
+2024-04-01 19:35:41 INFO test: loss: nan - UP: 65.83% UR: 57.03% UF: 61.12% P: 60.06% R: 52.04% F: 55.76%
+2024-04-01 19:35:41 INFO 0:00:02.797262s elapsed
+
+2024-04-01 19:35:41 INFO Epoch 44 / 5000:
+2024-04-01 19:35:43 INFO lr: 4.9560e-05 - loss: 0.0066 - UP: 94.74% UR: 92.87% UF: 93.80% P: 93.80% R: 91.94% F: 92.86%
+2024-04-01 19:35:43 INFO dev:  loss: nan - UP: 60.71% UR: 56.86% UF: 58.72% P: 56.79% R: 53.18% F: 54.92%
+2024-04-01 19:35:44 INFO test: loss: nan - UP: 63.68% UR: 61.39% UF: 62.51% P: 57.55% R: 55.49% F: 56.50%
+2024-04-01 19:35:44 INFO 0:00:02.761507s elapsed
+
+2024-04-01 19:35:44 INFO Epoch 45 / 5000:
+2024-04-01 19:35:46 INFO lr: 4.9550e-05 - loss: 0.0133 - UP: 94.85% UR: 92.47% UF: 93.65% P: 94.40% R: 92.03% F: 93.20%
+2024-04-01 19:35:46 INFO dev:  loss: nan - UP: 63.32% UR: 48.49% UF: 54.92% P: 59.39% R: 45.48% F: 51.52%
+2024-04-01 19:35:47 INFO test: loss: nan - UP: 64.02% UR: 51.69% UF: 57.20% P: 57.14% R: 46.13% F: 51.05%
+2024-04-01 19:35:47 INFO 0:00:02.745648s elapsed
+
+2024-04-01 19:35:47 INFO Epoch 46 / 5000:
+2024-04-01 19:35:49 INFO lr: 4.9540e-05 - loss: 0.0008 - UP: 96.78% UR: 92.51% UF: 94.60% P: 95.99% R: 91.77% F: 93.83%
+2024-04-01 19:35:49 INFO dev:  loss: nan - UP: 58.04% UR: 61.54% UF: 59.74% P: 54.89% R: 58.19% F: 56.49%
+2024-04-01 19:35:49 INFO test: loss: nan - UP: 59.13% UR: 65.61% UF: 62.20% P: 52.41% R: 58.16% F: 55.13%
+2024-04-01 19:35:49 INFO 0:00:02.751838s elapsed
+
+2024-04-01 19:35:49 INFO Epoch 47 / 5000:
+2024-04-01 19:35:51 INFO lr: 4.9530e-05 - loss: 0.0089 - UP: 97.34% UR: 95.11% UF: 96.21% P: 96.98% R: 94.76% F: 95.86%
+2024-04-01 19:35:52 INFO dev:  loss: nan - UP: 68.64% UR: 50.50% UF: 58.19% P: 65.45% R: 48.16% F: 55.49%
+2024-04-01 19:35:52 INFO test: loss: nan - UP: 70.52% UR: 54.50% UF: 61.48% P: 64.51% R: 49.86% F: 56.25%
+2024-04-01 19:35:52 INFO 0:00:02.747079s elapsed
+
+2024-04-01 19:35:52 INFO Epoch 48 / 5000:
+2024-04-01 19:35:54 INFO lr: 4.9520e-05 - loss: 0.0066 - UP: 96.54% UR: 95.86% UF: 96.20% P: 95.96% R: 95.29% F: 95.63%
+2024-04-01 19:35:54 INFO dev:  loss: nan - UP: 70.59% UR: 56.19% UF: 62.57% P: 64.71% R: 51.51% F: 57.36%
+2024-04-01 19:35:55 INFO test: loss: nan - UP: 69.73% UR: 55.41% UF: 61.76% P: 64.42% R: 51.20% F: 57.05%
+2024-04-01 19:36:02 INFO 0:00:02.755284s elapsed (saved)
+
+2024-04-01 19:36:02 INFO Epoch 49 / 5000:
+2024-04-01 19:36:04 INFO lr: 4.9510e-05 - loss: 0.0013 - UP: 97.69% UR: 96.74% UF: 97.21% P: 97.33% R: 96.39% F: 96.86%
+2024-04-01 19:36:04 INFO dev:  loss: nan - UP: 64.89% UR: 56.86% UF: 60.61% P: 60.69% R: 53.18% F: 56.68%
+2024-04-01 19:36:04 INFO test: loss: nan - UP: 67.04% UR: 58.65% UF: 62.57% P: 60.05% R: 52.53% F: 56.04%
+2024-04-01 19:36:04 INFO 0:00:02.817349s elapsed
+
+2024-04-01 19:36:04 INFO Epoch 50 / 5000:
+2024-04-01 19:36:07 INFO lr: 4.9500e-05 - loss: 0.0038 - UP: 98.62% UR: 97.53% UF: 98.07% P: 98.40% R: 97.31% F: 97.85%
+2024-04-01 19:36:07 INFO dev:  loss: nan - UP: 63.35% UR: 59.53% UF: 61.38% P: 60.50% R: 56.86% F: 58.62%
+2024-04-01 19:36:07 INFO test: loss: nan - UP: 63.84% UR: 60.97% UF: 62.37% P: 57.51% R: 54.92% F: 56.19%
+2024-04-01 19:36:14 INFO 0:00:02.782326s elapsed (saved)
+
+2024-04-01 19:36:14 INFO Epoch 51 / 5000:
+2024-04-01 19:36:16 INFO lr: 4.9490e-05 - loss: 0.0015 - UP: 98.80% UR: 97.53% UF: 98.16% P: 98.75% R: 97.49% F: 98.12%
+2024-04-01 19:36:16 INFO dev:  loss: nan - UP: 64.93% UR: 58.19% UF: 61.38% P: 61.57% R: 55.18% F: 58.20%
+2024-04-01 19:36:16 INFO test: loss: nan - UP: 66.87% UR: 61.04% UF: 63.82% P: 61.02% R: 55.70% F: 58.24%
+2024-04-01 19:36:16 INFO 0:00:02.803774s elapsed
+
+2024-04-01 19:36:16 INFO Epoch 52 / 5000:
+2024-04-01 19:36:19 INFO lr: 4.9480e-05 - loss: 0.0016 - UP: 98.85% UR: 98.15% UF: 98.50% P: 98.71% R: 98.02% F: 98.37%
+2024-04-01 19:36:19 INFO dev:  loss: nan - UP: 66.12% UR: 54.18% UF: 59.56% P: 60.82% R: 49.83% F: 54.78%
+2024-04-01 19:36:19 INFO test: loss: nan - UP: 71.10% UR: 56.75% UF: 63.12% P: 66.08% R: 52.74% F: 58.66%
+2024-04-01 19:36:19 INFO 0:00:02.791949s elapsed
+
+2024-04-01 19:36:19 INFO Epoch 53 / 5000:
+2024-04-01 19:36:21 INFO lr: 4.9470e-05 - loss: 0.0148 - UP: 97.78% UR: 97.18% UF: 97.48% P: 97.61% R: 97.01% F: 97.31%
+2024-04-01 19:36:22 INFO dev:  loss: nan - UP: 64.45% UR: 55.18% UF: 59.46% P: 61.72% R: 52.84% F: 56.94%
+2024-04-01 19:36:22 INFO test: loss: nan - UP: 67.35% UR: 58.02% UF: 62.33% P: 62.29% R: 53.66% F: 57.65%
+2024-04-01 19:36:22 INFO 0:00:02.796551s elapsed
+
+2024-04-01 19:36:22 INFO Epoch 54 / 5000:
+2024-04-01 19:36:24 INFO lr: 4.9460e-05 - loss: 0.0108 - UP: 97.74% UR: 97.18% UF: 97.46% P: 97.56% R: 97.01% F: 97.28%
+2024-04-01 19:36:24 INFO dev:  loss: nan - UP: 69.87% UR: 53.51% UF: 60.61% P: 67.25% R: 51.51% F: 58.33%
+2024-04-01 19:36:25 INFO test: loss: nan - UP: 73.05% UR: 51.48% UF: 60.40% P: 67.96% R: 47.89% F: 56.19%
+2024-04-01 19:36:25 INFO 0:00:02.736179s elapsed
+
+2024-04-01 19:36:25 INFO Epoch 55 / 5000:
+2024-04-01 19:36:27 INFO lr: 4.9450e-05 - loss: 0.0101 - UP: 98.12% UR: 96.39% UF: 97.25% P: 97.94% R: 96.21% F: 97.07%
+2024-04-01 19:36:27 INFO dev:  loss: nan - UP: 60.42% UR: 57.19% UF: 58.76% P: 56.54% R: 53.51% F: 54.98%
+2024-04-01 19:36:28 INFO test: loss: nan - UP: 63.35% UR: 62.73% UF: 63.04% P: 56.89% R: 56.33% F: 56.61%
+2024-04-01 19:36:28 INFO 0:00:02.766473s elapsed
+
+2024-04-01 19:36:28 INFO Epoch 56 / 5000:
+2024-04-01 19:36:30 INFO lr: 4.9440e-05 - loss: 0.0018 - UP: 98.45% UR: 97.93% UF: 98.19% P: 98.27% R: 97.75% F: 98.01%
+2024-04-01 19:36:30 INFO dev:  loss: nan - UP: 64.82% UR: 54.85% UF: 59.42% P: 61.26% R: 51.84% F: 56.16%
+2024-04-01 19:36:30 INFO test: loss: nan - UP: 66.19% UR: 59.07% UF: 62.43% P: 59.26% R: 52.88% F: 55.89%
+2024-04-01 19:36:30 INFO 0:00:02.763955s elapsed
+
+2024-04-01 19:36:30 INFO Epoch 57 / 5000:
+2024-04-01 19:36:33 INFO lr: 4.9430e-05 - loss: 0.0010 - UP: 97.98% UR: 98.02% UF: 98.00% P: 97.76% R: 97.80% F: 97.78%
+2024-04-01 19:36:33 INFO dev:  loss: nan - UP: 66.80% UR: 53.85% UF: 59.63% P: 60.17% R: 48.49% F: 53.70%
+2024-04-01 19:36:33 INFO test: loss: nan - UP: 69.52% UR: 56.61% UF: 62.40% P: 63.39% R: 51.62% F: 56.90%
+2024-04-01 19:36:33 INFO 0:00:02.805172s elapsed
+
+2024-04-01 19:36:33 INFO Epoch 58 / 5000:
+2024-04-01 19:36:35 INFO lr: 4.9420e-05 - loss: 0.0228 - UP: 98.31% UR: 97.36% UF: 97.83% P: 97.91% R: 96.96% F: 97.43%
+2024-04-01 19:36:36 INFO dev:  loss: nan - UP: 71.03% UR: 50.84% UF: 59.26% P: 65.89% R: 47.16% F: 54.97%
+2024-04-01 19:36:36 INFO test: loss: nan - UP: 71.34% UR: 49.72% UF: 58.60% P: 66.40% R: 46.27% F: 54.54%
+2024-04-01 19:36:36 INFO 0:00:02.789253s elapsed
+
+2024-04-01 19:36:36 INFO Epoch 59 / 5000:
+2024-04-01 19:36:38 INFO lr: 4.9410e-05 - loss: 0.0018 - UP: 97.04% UR: 95.20% UF: 96.11% P: 96.95% R: 95.11% F: 96.02%
+2024-04-01 19:36:38 INFO dev:  loss: nan - UP: 60.47% UR: 60.87% UF: 60.67% P: 55.81% R: 56.19% F: 56.00%
+2024-04-01 19:36:39 INFO test: loss: nan - UP: 61.91% UR: 61.04% UF: 61.47% P: 55.85% R: 55.06% F: 55.45%
+2024-04-01 19:36:39 INFO 0:00:02.781276s elapsed
+
+2024-04-01 19:36:39 INFO Epoch 60 / 5000:
+2024-04-01 19:36:41 INFO lr: 4.9400e-05 - loss: 0.0597 - UP: 96.65% UR: 93.92% UF: 95.27% P: 96.47% R: 93.75% F: 95.09%
+2024-04-01 19:36:41 INFO dev:  loss: nan - UP: 65.77% UR: 57.19% UF: 61.18% P: 60.77% R: 52.84% F: 56.53%
+2024-04-01 19:36:41 INFO test: loss: nan - UP: 64.82% UR: 59.35% UF: 61.97% P: 59.91% R: 54.85% F: 57.27%
+2024-04-01 19:36:41 INFO 0:00:02.738697s elapsed
+
+2024-04-01 19:36:41 INFO Epoch 61 / 5000:
+2024-04-01 19:36:44 INFO lr: 4.9390e-05 - loss: 0.0182 - UP: 97.77% UR: 94.67% UF: 96.20% P: 97.41% R: 94.32% F: 95.84%
+2024-04-01 19:36:44 INFO dev:  loss: nan - UP: 61.72% UR: 59.87% UF: 60.78% P: 57.59% R: 55.85% F: 56.71%
+2024-04-01 19:36:44 INFO test: loss: nan - UP: 65.58% UR: 59.21% UF: 62.23% P: 59.42% R: 53.66% F: 56.39%
+2024-04-01 19:36:44 INFO 0:00:02.775215s elapsed
+
+2024-04-01 19:36:44 INFO Epoch 62 / 5000:
+2024-04-01 19:36:46 INFO lr: 4.9380e-05 - loss: 0.0010 - UP: 94.24% UR: 95.82% UF: 95.02% P: 94.11% R: 95.68% F: 94.89%
+2024-04-01 19:36:47 INFO dev:  loss: nan - UP: 64.29% UR: 57.19% UF: 60.53% P: 59.77% R: 53.18% F: 56.28%
+2024-04-01 19:36:47 INFO test: loss: nan - UP: 67.58% UR: 57.03% UF: 61.86% P: 61.17% R: 51.62% F: 55.99%
+2024-04-01 19:36:47 INFO 0:00:02.734165s elapsed
+
+2024-04-01 19:36:47 INFO Epoch 63 / 5000:
+2024-04-01 19:36:49 INFO lr: 4.9370e-05 - loss: 0.0003 - UP: 98.13% UR: 96.87% UF: 97.50% P: 98.08% R: 96.83% F: 97.45%
+2024-04-01 19:36:49 INFO dev:  loss: nan - UP: 66.67% UR: 57.53% UF: 61.76% P: 62.40% R: 53.85% F: 57.81%
+2024-04-01 19:36:50 INFO test: loss: nan - UP: 70.66% UR: 56.05% UF: 62.51% P: 63.92% R: 50.70% F: 56.55%
+2024-04-01 19:36:50 INFO 0:00:02.779537s elapsed
+
+2024-04-01 19:36:50 INFO Epoch 64 / 5000:
+2024-04-01 19:36:52 INFO lr: 4.9360e-05 - loss: 0.0023 - UP: 98.16% UR: 96.30% UF: 97.22% P: 98.07% R: 96.21% F: 97.13%
+2024-04-01 19:36:52 INFO dev:  loss: nan - UP: 61.21% UR: 57.53% UF: 59.31% P: 57.30% R: 53.85% F: 55.52%
+2024-04-01 19:36:52 INFO test: loss: nan - UP: 64.80% UR: 61.74% UF: 63.23% P: 57.79% R: 55.06% F: 56.39%
+2024-04-01 19:36:52 INFO 0:00:02.708877s elapsed
+
+2024-04-01 19:36:52 INFO Epoch 65 / 5000:
+2024-04-01 19:36:55 INFO lr: 4.9350e-05 - loss: 0.0155 - UP: 98.35% UR: 97.36% UF: 97.85% P: 98.18% R: 97.18% F: 97.68%
+2024-04-01 19:36:55 INFO dev:  loss: nan - UP: 61.62% UR: 58.53% UF: 60.03% P: 57.75% R: 54.85% F: 56.26%
+2024-04-01 19:36:55 INFO test: loss: nan - UP: 63.18% UR: 60.69% UF: 61.91% P: 56.22% R: 54.01% F: 55.09%
+2024-04-01 19:36:55 INFO 0:00:02.754982s elapsed
+
+2024-04-01 19:36:55 INFO Epoch 66 / 5000:
+2024-04-01 19:36:57 INFO lr: 4.9340e-05 - loss: 0.0034 - UP: 98.17% UR: 97.01% UF: 97.59% P: 97.86% R: 96.70% F: 97.28%
+2024-04-01 19:36:58 INFO dev:  loss: nan - UP: 59.41% UR: 60.20% UF: 59.80% P: 53.47% R: 54.18% F: 53.82%
+2024-04-01 19:36:58 INFO test: loss: nan - UP: 63.17% UR: 65.12% UF: 64.13% P: 57.64% R: 59.42% F: 58.52%
+2024-04-01 19:36:58 INFO 0:00:02.763005s elapsed
+
+2024-04-01 19:36:58 INFO Epoch 67 / 5000:
+2024-04-01 19:37:00 INFO lr: 4.9330e-05 - loss: 0.0015 - UP: 96.83% UR: 94.19% UF: 95.49% P: 96.65% R: 94.01% F: 95.31%
+2024-04-01 19:37:00 INFO dev:  loss: nan - UP: 60.34% UR: 59.53% UF: 59.93% P: 56.27% R: 55.52% F: 55.89%
+2024-04-01 19:37:01 INFO test: loss: nan - UP: 63.55% UR: 63.99% UF: 63.77% P: 57.61% R: 58.02% F: 57.81%
+2024-04-01 19:37:01 INFO 0:00:02.836275s elapsed
+
+2024-04-01 19:37:01 INFO Epoch 68 / 5000:
+2024-04-01 19:37:03 INFO lr: 4.9320e-05 - loss: 0.0459 - UP: 97.51% UR: 96.48% UF: 96.99% P: 97.29% R: 96.26% F: 96.77%
+2024-04-01 19:37:03 INFO dev:  loss: nan - UP: 64.66% UR: 53.85% UF: 58.76% P: 60.64% R: 50.50% F: 55.11%
+2024-04-01 19:37:04 INFO test: loss: nan - UP: 70.31% UR: 55.63% UF: 62.11% P: 64.18% R: 50.77% F: 56.69%
+2024-04-01 19:37:04 INFO 0:00:02.847072s elapsed
+
+2024-04-01 19:37:04 INFO Epoch 69 / 5000:
+2024-04-01 19:37:06 INFO lr: 4.9310e-05 - loss: 0.0285 - UP: 97.29% UR: 96.52% UF: 96.91% P: 97.16% R: 96.39% F: 96.77%
+2024-04-01 19:37:06 INFO dev:  loss: nan - UP: 65.08% UR: 54.85% UF: 59.53% P: 59.92% R: 50.50% F: 54.81%
+2024-04-01 19:37:06 INFO test: loss: nan - UP: 67.59% UR: 56.47% UF: 61.53% P: 61.95% R: 51.76% F: 56.40%
+2024-04-01 19:37:06 INFO 0:00:02.776004s elapsed
+
+2024-04-01 19:37:06 INFO Epoch 70 / 5000:
+2024-04-01 19:37:09 INFO lr: 4.9300e-05 - loss: 0.0058 - UP: 97.88% UR: 95.64% UF: 96.75% P: 97.66% R: 95.42% F: 96.53%
+2024-04-01 19:37:09 INFO dev:  loss: nan - UP: 61.27% UR: 58.19% UF: 59.69% P: 55.28% R: 52.51% F: 53.86%
+2024-04-01 19:37:09 INFO test: loss: nan - UP: 63.99% UR: 60.62% UF: 62.26% P: 57.91% R: 54.85% F: 56.34%
+2024-04-01 19:37:09 INFO 0:00:02.746535s elapsed
+
+2024-04-01 19:37:09 INFO Epoch 71 / 5000:
+2024-04-01 19:37:11 INFO lr: 4.9290e-05 - loss: 0.0123 - UP: 95.50% UR: 92.51% UF: 93.98% P: 95.41% R: 92.43% F: 93.89%
+2024-04-01 19:37:12 INFO dev:  loss: nan - UP: 64.37% UR: 56.19% UF: 60.00% P: 60.54% R: 52.84% F: 56.43%
+2024-04-01 19:37:12 INFO test: loss: nan - UP: 65.73% UR: 57.31% UF: 61.23% P: 59.84% R: 52.18% F: 55.75%
+2024-04-01 19:37:12 INFO 0:00:02.782962s elapsed
+
+2024-04-01 19:37:12 INFO Epoch 72 / 5000:
+2024-04-01 19:37:14 INFO lr: 4.9280e-05 - loss: 0.0019 - UP: 97.59% UR: 94.50% UF: 96.02% P: 97.41% R: 94.32% F: 95.84%
+2024-04-01 19:37:14 INFO dev:  loss: nan - UP: 56.03% UR: 57.53% UF: 56.77% P: 50.49% R: 51.84% F: 51.16%
+2024-04-01 19:37:15 INFO test: loss: nan - UP: 63.64% UR: 60.20% UF: 61.87% P: 56.65% R: 53.59% F: 55.08%
+2024-04-01 19:37:15 INFO 0:00:02.772748s elapsed
+
+2024-04-01 19:37:15 INFO Epoch 73 / 5000:
+2024-04-01 19:37:17 INFO lr: 4.9270e-05 - loss: 0.0265 - UP: 97.50% UR: 96.08% UF: 96.78% P: 97.32% R: 95.90% F: 96.61%
+2024-04-01 19:37:17 INFO dev:  loss: nan - UP: 61.40% UR: 55.85% UF: 58.49% P: 55.51% R: 50.50% F: 52.89%
+2024-04-01 19:37:17 INFO test: loss: nan - UP: 67.83% UR: 58.72% UF: 62.95% P: 61.25% R: 53.02% F: 56.84%
+2024-04-01 19:37:17 INFO 0:00:02.755715s elapsed
+
+2024-04-01 19:37:17 INFO Epoch 74 / 5000:
+2024-04-01 19:37:20 INFO lr: 4.9260e-05 - loss: 0.0094 - UP: 97.53% UR: 95.64% UF: 96.58% P: 97.49% R: 95.60% F: 96.53%
+2024-04-01 19:37:20 INFO dev:  loss: nan - UP: 63.31% UR: 58.86% UF: 61.01% P: 57.19% R: 53.18% F: 55.11%
+2024-04-01 19:37:20 INFO test: loss: nan - UP: 64.55% UR: 59.28% UF: 61.80% P: 58.42% R: 53.66% F: 55.94%
+2024-04-01 19:37:20 INFO 0:00:02.709540s elapsed
+
+2024-04-01 19:37:20 INFO Epoch 75 / 5000:
+2024-04-01 19:37:22 INFO lr: 4.9250e-05 - loss: 0.0138 - UP: 97.41% UR: 95.95% UF: 96.67% P: 97.18% R: 95.73% F: 96.45%
+2024-04-01 19:37:23 INFO dev:  loss: nan - UP: 61.05% UR: 54.52% UF: 57.60% P: 53.93% R: 48.16% F: 50.88%
+2024-04-01 19:37:23 INFO test: loss: nan - UP: 66.11% UR: 58.16% UF: 61.88% P: 60.59% R: 53.31% F: 56.72%
+2024-04-01 19:37:23 INFO 0:00:02.760830s elapsed
+
+2024-04-01 19:37:23 INFO Epoch 76 / 5000:
+2024-04-01 19:37:25 INFO lr: 4.9240e-05 - loss: 0.0003 - UP: 98.43% UR: 96.74% UF: 97.58% P: 98.34% R: 96.65% F: 97.49%
+2024-04-01 19:37:25 INFO dev:  loss: nan - UP: 65.30% UR: 58.53% UF: 61.73% P: 58.96% R: 52.84% F: 55.73%
+2024-04-01 19:37:26 INFO test: loss: nan - UP: 66.56% UR: 57.38% UF: 61.63% P: 61.17% R: 52.74% F: 56.65%
+2024-04-01 19:37:26 INFO 0:00:02.775012s elapsed
+
+2024-04-01 19:37:26 INFO Epoch 77 / 5000:
+2024-04-01 19:37:28 INFO lr: 4.9230e-05 - loss: 0.0014 - UP: 97.91% UR: 96.92% UF: 97.41% P: 97.86% R: 96.87% F: 97.37%
+2024-04-01 19:37:28 INFO dev:  loss: nan - UP: 66.54% UR: 58.53% UF: 62.28% P: 60.08% R: 52.84% F: 56.23%
+2024-04-01 19:37:28 INFO test: loss: nan - UP: 67.59% UR: 58.51% UF: 62.72% P: 61.74% R: 53.45% F: 57.29%
+2024-04-01 19:37:28 INFO 0:00:02.748851s elapsed
+
+2024-04-01 19:37:28 INFO Epoch 78 / 5000:
+2024-04-01 19:37:31 INFO lr: 4.9220e-05 - loss: 0.0027 - UP: 98.36% UR: 97.67% UF: 98.01% P: 98.31% R: 97.62% F: 97.97%
+2024-04-01 19:37:31 INFO dev:  loss: nan - UP: 61.30% UR: 59.87% UF: 60.58% P: 55.82% R: 54.52% F: 55.16%
+2024-04-01 19:37:31 INFO test: loss: nan - UP: 62.87% UR: 62.87% UF: 62.87% P: 56.68% R: 56.68% F: 56.68%
+2024-04-01 19:37:31 INFO 0:00:02.758430s elapsed
+
+2024-04-01 19:37:31 INFO Epoch 79 / 5000:
+2024-04-01 19:37:33 INFO lr: 4.9210e-05 - loss: 0.0087 - UP: 98.84% UR: 97.71% UF: 98.27% P: 98.84% R: 97.71% F: 98.27%
+2024-04-01 19:37:34 INFO dev:  loss: nan - UP: 60.42% UR: 57.19% UF: 58.76% P: 55.12% R: 52.17% F: 53.61%
+2024-04-01 19:37:34 INFO test: loss: nan - UP: 66.08% UR: 60.41% UF: 63.12% P: 60.15% R: 54.99% F: 57.46%
+2024-04-01 19:37:34 INFO 0:00:02.777264s elapsed
+
+2024-04-01 19:37:34 INFO Epoch 80 / 5000:
+2024-04-01 19:37:36 INFO lr: 4.9200e-05 - loss: 0.0015 - UP: 99.16% UR: 98.46% UF: 98.81% P: 99.11% R: 98.41% F: 98.76%
+2024-04-01 19:37:36 INFO dev:  loss: nan - UP: 59.67% UR: 60.87% UF: 60.26% P: 54.75% R: 55.85% F: 55.30%
+2024-04-01 19:37:37 INFO test: loss: nan - UP: 63.69% UR: 64.63% UF: 64.15% P: 56.76% R: 57.59% F: 57.17%
+2024-04-01 19:37:37 INFO 0:00:02.759435s elapsed
+
+2024-04-01 19:37:44 INFO Epoch 50 saved
+2024-04-01 19:37:44 INFO dev:  UP: 63.35% UR: 59.53% UF: 61.38% P: 60.50% R: 56.86% F: 58.62%
+2024-04-01 19:37:44 INFO test: UP: 63.84% UR: 60.97% UF: 62.37% P: 57.51% R: 54.92% F: 56.19%
+2024-04-01 19:37:44 INFO 0:03:43.963124s elapsed, 0:00:02.799539s/epoch

models/multibooked_eu/sdp_random/40/model_vi_multibooked_eu_xlm_6

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3cc198c77eaf40b88d9786c6ba90c4ed6ef42884ae30ac3624e25d5790a8eea2
-size 1177852549
+oid sha256:5ace3c42a2cd9f249821205a10392644155a2c5aab849836420a470ed0e1de41
+size 1177848113

models/multibooked_eu/sdp_random/40/model_vi_multibooked_eu_xlm_6.train.log

@@ -1,4 +1,4 @@
-2024-01-07 10:30:25 INFO 
+2024-04-01 19:21:05 INFO 
 ---------------------+-------------------------------
 Param                |             Value             
 ---------------------+-------------------------------
@@ -14,7 +14,7 @@ warmup               |              0.0
 update_steps         |               1               
 mode                 |             train             
 path                 | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_random/40/model_vi_multibooked_eu_xlm_6
-device               |               1               
+device               |               0               
 seed                 |               1               
 threads              |               16              
 local_rank           |               -1              
@@ -35,13 +35,13 @@ bert                 |        xlm-roberta-base
 inference            |              mfvi             
 ---------------------+-------------------------------
 
-2024-01-07 10:30:25 INFO Building the fields
-2024-01-07 10:30:27 INFO CoNLL(
+2024-04-01 19:21:05 INFO Building the fields
+2024-04-01 19:21:06 INFO CoNLL(
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
  (labels): ChartField()
 )
-2024-01-07 10:30:27 INFO Building the model
-2024-01-07 10:30:30 INFO VISemanticDependencyModel(
+2024-04-01 19:21:06 INFO Building the model
+2024-04-01 19:21:08 INFO VISemanticDependencyModel(
   (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
   (encoder_dropout): Dropout(p=0.33, inplace=False)
   (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
@@ -60,13 +60,493 @@ inference            |              mfvi
   (inference): SemanticDependencyMFVI(max_iter=3)
 )
 
-2024-01-07 10:30:30 INFO Loading the data
-2024-01-07 10:30:30 INFO 
+2024-04-01 19:21:08 INFO Loading the data
+2024-04-01 19:21:09 INFO 
 train: Dataset(n_sentences=424, n_batches=32, n_buckets=32)
 dev:   Dataset(n_sentences=59, n_batches=25, n_buckets=25)
 test:  Dataset(n_sentences=305, n_batches=32, n_buckets=32)
 
-2024-01-07 10:30:30 INFO Epoch 1 / 5000:
-2024-01-07 10:30:33 INFO lr: 4.9990e-05 - loss: 0.1335 - UP:  2.67% UR:  5.15% UF:  3.52% P:  1.35% R:  2.60% F:  1.77%
-2024-01-07 10:30:33 INFO dev:  loss: nan - UP: 80.00% UR:  1.34% UF:  2.63% P: 60.00% R:  1.00% F:  1.97%
-2024-01-07 10:30:33 INFO test: loss: nan - UP: 16.67% UR:  0.07% UF:  0.14% P: 16.67% R:  0.07% F:  0.14%
+2024-04-01 19:21:09 INFO Epoch 1 / 5000:
+2024-04-01 19:21:12 INFO lr: 4.9990e-05 - loss: 0.1335 - UP:  2.67% UR:  5.15% UF:  3.52% P:  1.35% R:  2.60% F:  1.77%
+2024-04-01 19:21:12 INFO dev:  loss: nan - UP: 80.00% UR:  1.34% UF:  2.63% P: 60.00% R:  1.00% F:  1.97%
+2024-04-01 19:21:12 INFO test: loss: nan - UP: 16.67% UR:  0.07% UF:  0.14% P: 16.67% R:  0.07% F:  0.14%
+2024-04-01 19:21:17 INFO 0:00:03.403458s elapsed (saved)
+
+2024-04-01 19:21:17 INFO Epoch 2 / 5000:
+2024-04-01 19:21:19 INFO lr: 4.9980e-05 - loss: 0.1897 - UP: 47.74% UR:  7.44% UF: 12.88% P: 42.37% R:  6.61% F: 11.43%
+2024-04-01 19:21:19 INFO dev:  loss: nan - UP: 79.49% UR: 10.37% UF: 18.34% P: 76.92% R: 10.03% F: 17.75%
+2024-04-01 19:21:20 INFO test: loss: nan - UP: 79.07% UR: 11.95% UF: 20.77% P: 74.42% R: 11.25% F: 19.55%
+2024-04-01 19:21:26 INFO 0:00:02.805444s elapsed (saved)
+
+2024-04-01 19:21:26 INFO Epoch 3 / 5000:
+2024-04-01 19:21:29 INFO lr: 4.9970e-05 - loss: 0.1345 - UP: 67.80% UR: 18.36% UF: 28.90% P: 59.51% R: 16.12% F: 25.36%
+2024-04-01 19:21:29 INFO dev:  loss: nan - UP: 69.41% UR: 19.73% UF: 30.73% P: 58.82% R: 16.72% F: 26.04%
+2024-04-01 19:21:29 INFO test: loss: nan - UP: 71.21% UR: 19.48% UF: 30.59% P: 66.07% R: 18.07% F: 28.38%
+2024-04-01 19:21:36 INFO 0:00:02.813744s elapsed (saved)
+
+2024-04-01 19:21:36 INFO Epoch 4 / 5000:
+2024-04-01 19:21:38 INFO lr: 4.9960e-05 - loss: 0.0915 - UP: 66.44% UR: 29.99% UF: 41.32% P: 58.54% R: 26.42% F: 36.41%
+2024-04-01 19:21:38 INFO dev:  loss: nan - UP: 72.41% UR: 28.09% UF: 40.48% P: 60.34% R: 23.41% F: 33.73%
+2024-04-01 19:21:39 INFO test: loss: nan - UP: 71.40% UR: 26.86% UF: 39.04% P: 65.23% R: 24.54% F: 35.67%
+2024-04-01 19:21:46 INFO 0:00:02.797669s elapsed (saved)
+
+2024-04-01 19:21:46 INFO Epoch 5 / 5000:
+2024-04-01 19:21:48 INFO lr: 4.9950e-05 - loss: 0.1613 - UP: 69.17% UR: 34.48% UF: 46.02% P: 62.99% R: 31.40% F: 41.90%
+2024-04-01 19:21:48 INFO dev:  loss: nan - UP: 72.55% UR: 24.75% UF: 36.91% P: 66.67% R: 22.74% F: 33.92%
+2024-04-01 19:21:48 INFO test: loss: nan - UP: 79.35% UR: 27.29% UF: 40.61% P: 73.42% R: 25.25% F: 37.57%
+2024-04-01 19:21:55 INFO 0:00:02.791410s elapsed (saved)
+
+2024-04-01 19:21:55 INFO Epoch 6 / 5000:
+2024-04-01 19:21:57 INFO lr: 4.9940e-05 - loss: 0.0597 - UP: 72.10% UR: 43.59% UF: 54.34% P: 67.15% R: 40.60% F: 50.60%
+2024-04-01 19:21:58 INFO dev:  loss: nan - UP: 67.88% UR: 37.46% UF: 48.28% P: 63.03% R: 34.78% F: 44.83%
+2024-04-01 19:21:58 INFO test: loss: nan - UP: 72.03% UR: 40.01% UF: 51.45% P: 67.59% R: 37.55% F: 48.28%
+2024-04-01 19:22:05 INFO 0:00:02.873699s elapsed (saved)
+
+2024-04-01 19:22:05 INFO Epoch 7 / 5000:
+2024-04-01 19:22:07 INFO lr: 4.9930e-05 - loss: 0.0106 - UP: 74.38% UR: 45.13% UF: 56.18% P: 70.17% R: 42.58% F: 53.00%
+2024-04-01 19:22:07 INFO dev:  loss: nan - UP: 72.84% UR: 39.46% UF: 51.19% P: 62.96% R: 34.11% F: 44.25%
+2024-04-01 19:22:08 INFO test: loss: nan - UP: 72.13% UR: 37.13% UF: 49.03% P: 66.53% R: 34.25% F: 45.22%
+2024-04-01 19:22:08 INFO 0:00:02.865668s elapsed
+
+2024-04-01 19:22:08 INFO Epoch 8 / 5000:
+2024-04-01 19:22:10 INFO lr: 4.9920e-05 - loss: 0.0901 - UP: 77.68% UR: 54.25% UF: 63.88% P: 74.72% R: 52.18% F: 61.45%
+2024-04-01 19:22:10 INFO dev:  loss: nan - UP: 79.29% UR: 37.12% UF: 50.57% P: 67.14% R: 31.44% F: 42.82%
+2024-04-01 19:22:10 INFO test: loss: nan - UP: 76.79% UR: 36.99% UF: 49.93% P: 71.39% R: 34.39% F: 46.42%
+2024-04-01 19:22:10 INFO 0:00:02.770734s elapsed
+
+2024-04-01 19:22:10 INFO Epoch 9 / 5000:
+2024-04-01 19:22:13 INFO lr: 4.9910e-05 - loss: 0.0419 - UP: 82.37% UR: 58.04% UF: 68.10% P: 80.25% R: 56.54% F: 66.34%
+2024-04-01 19:22:13 INFO dev:  loss: nan - UP: 70.71% UR: 46.82% UF: 56.34% P: 63.13% R: 41.81% F: 50.30%
+2024-04-01 19:22:13 INFO test: loss: nan - UP: 65.74% UR: 44.80% UF: 53.28% P: 60.68% R: 41.35% F: 49.18%
+2024-04-01 19:22:20 INFO 0:00:02.732215s elapsed (saved)
+
+2024-04-01 19:22:20 INFO Epoch 10 / 5000:
+2024-04-01 19:22:22 INFO lr: 4.9900e-05 - loss: 0.0698 - UP: 80.17% UR: 60.72% UF: 69.11% P: 78.14% R: 59.18% F: 67.35%
+2024-04-01 19:22:22 INFO dev:  loss: nan - UP: 66.67% UR: 50.84% UF: 57.69% P: 59.65% R: 45.48% F: 51.61%
+2024-04-01 19:22:23 INFO test: loss: nan - UP: 65.20% UR: 47.82% UF: 55.17% P: 60.02% R: 44.02% F: 50.79%
+2024-04-01 19:22:29 INFO 0:00:02.784536s elapsed (saved)
+
+2024-04-01 19:22:29 INFO Epoch 11 / 5000:
+2024-04-01 19:22:32 INFO lr: 4.9890e-05 - loss: 0.0769 - UP: 82.87% UR: 64.99% UF: 72.85% P: 81.47% R: 63.89% F: 71.62%
+2024-04-01 19:22:32 INFO dev:  loss: nan - UP: 70.26% UR: 45.82% UF: 55.47% P: 63.59% R: 41.47% F: 50.20%
+2024-04-01 19:22:32 INFO test: loss: nan - UP: 70.91% UR: 43.88% UF: 54.21% P: 66.36% R: 41.07% F: 50.74%
+2024-04-01 19:22:32 INFO 0:00:02.875762s elapsed
+
+2024-04-01 19:22:32 INFO Epoch 12 / 5000:
+2024-04-01 19:22:35 INFO lr: 4.9880e-05 - loss: 0.0684 - UP: 85.01% UR: 68.91% UF: 76.12% P: 83.92% R: 68.03% F: 75.15%
+2024-04-01 19:22:35 INFO dev:  loss: nan - UP: 73.06% UR: 47.16% UF: 57.32% P: 63.21% R: 40.80% F: 49.59%
+2024-04-01 19:22:35 INFO test: loss: nan - UP: 73.10% UR: 46.62% UF: 56.93% P: 68.03% R: 43.39% F: 52.98%
+2024-04-01 19:22:35 INFO 0:00:02.809526s elapsed
+
+2024-04-01 19:22:35 INFO Epoch 13 / 5000:
+2024-04-01 19:22:37 INFO lr: 4.9870e-05 - loss: 0.0574 - UP: 86.10% UR: 70.89% UF: 77.76% P: 84.33% R: 69.44% F: 76.17%
+2024-04-01 19:22:38 INFO dev:  loss: nan - UP: 67.10% UR: 51.84% UF: 58.49% P: 61.90% R: 47.83% F: 53.96%
+2024-04-01 19:22:38 INFO test: loss: nan - UP: 68.05% UR: 51.83% UF: 58.84% P: 62.33% R: 47.47% F: 53.89%
+2024-04-01 19:22:45 INFO 0:00:02.776681s elapsed (saved)
+
+2024-04-01 19:22:45 INFO Epoch 14 / 5000:
+2024-04-01 19:22:47 INFO lr: 4.9860e-05 - loss: 0.0417 - UP: 88.67% UR: 76.88% UF: 82.36% P: 85.68% R: 74.28% F: 79.58%
+2024-04-01 19:22:48 INFO dev:  loss: nan - UP: 61.15% UR: 53.18% UF: 56.89% P: 55.38% R: 48.16% F: 51.52%
+2024-04-01 19:22:48 INFO test: loss: nan - UP: 65.56% UR: 54.36% UF: 59.44% P: 58.52% R: 48.52% F: 53.06%
+2024-04-01 19:22:48 INFO 0:00:02.852927s elapsed
+
+2024-04-01 19:22:48 INFO Epoch 15 / 5000:
+2024-04-01 19:22:50 INFO lr: 4.9850e-05 - loss: 0.0273 - UP: 88.61% UR: 77.10% UF: 82.46% P: 85.83% R: 74.68% F: 79.87%
+2024-04-01 19:22:50 INFO dev:  loss: nan - UP: 62.45% UR: 47.83% UF: 54.17% P: 57.64% R: 44.15% F: 50.00%
+2024-04-01 19:22:51 INFO test: loss: nan - UP: 67.27% UR: 51.90% UF: 58.59% P: 62.08% R: 47.89% F: 54.07%
+2024-04-01 19:22:51 INFO 0:00:02.796333s elapsed
+
+2024-04-01 19:22:51 INFO Epoch 16 / 5000:
+2024-04-01 19:22:53 INFO lr: 4.9840e-05 - loss: 0.0252 - UP: 90.00% UR: 79.26% UF: 84.29% P: 89.00% R: 78.38% F: 83.35%
+2024-04-01 19:22:53 INFO dev:  loss: nan - UP: 63.41% UR: 52.17% UF: 57.25% P: 59.35% R: 48.83% F: 53.58%
+2024-04-01 19:22:53 INFO test: loss: nan - UP: 66.78% UR: 53.73% UF: 59.55% P: 60.49% R: 48.66% F: 53.94%
+2024-04-01 19:22:53 INFO 0:00:02.777222s elapsed
+
+2024-04-01 19:22:53 INFO Epoch 17 / 5000:
+2024-04-01 19:22:56 INFO lr: 4.9830e-05 - loss: 0.0253 - UP: 88.11% UR: 78.29% UF: 82.91% P: 87.66% R: 77.90% F: 82.49%
+2024-04-01 19:22:56 INFO dev:  loss: nan - UP: 64.23% UR: 52.84% UF: 57.98% P: 57.72% R: 47.49% F: 52.11%
+2024-04-01 19:22:56 INFO test: loss: nan - UP: 65.00% UR: 54.99% UF: 59.58% P: 57.86% R: 48.95% F: 53.03%
+2024-04-01 19:22:56 INFO 0:00:02.773271s elapsed
+
+2024-04-01 19:22:56 INFO Epoch 18 / 5000:
+2024-04-01 19:22:59 INFO lr: 4.9820e-05 - loss: 0.0620 - UP: 92.21% UR: 83.97% UF: 87.90% P: 91.73% R: 83.53% F: 87.44%
+2024-04-01 19:22:59 INFO dev:  loss: nan - UP: 60.73% UR: 55.85% UF: 58.19% P: 56.00% R: 51.51% F: 53.66%
+2024-04-01 19:22:59 INFO test: loss: nan - UP: 64.45% UR: 59.92% UF: 62.10% P: 58.47% R: 54.36% F: 56.34%
+2024-04-01 19:22:59 INFO 0:00:02.847156s elapsed
+
+2024-04-01 19:22:59 INFO Epoch 19 / 5000:
+2024-04-01 19:23:01 INFO lr: 4.9810e-05 - loss: 0.0232 - UP: 92.90% UR: 86.39% UF: 89.53% P: 92.38% R: 85.91% F: 89.03%
+2024-04-01 19:23:02 INFO dev:  loss: nan - UP: 79.76% UR: 44.82% UF: 57.39% P: 74.40% R: 41.81% F: 53.53%
+2024-04-01 19:23:02 INFO test: loss: nan - UP: 72.79% UR: 43.46% UF: 54.43% P: 66.78% R: 39.87% F: 49.93%
+2024-04-01 19:23:02 INFO 0:00:02.758432s elapsed
+
+2024-04-01 19:23:02 INFO Epoch 20 / 5000:
+2024-04-01 19:23:04 INFO lr: 4.9800e-05 - loss: 0.0061 - UP: 89.05% UR: 81.99% UF: 85.37% P: 88.19% R: 81.20% F: 84.55%
+2024-04-01 19:23:04 INFO dev:  loss: nan - UP: 67.48% UR: 46.49% UF: 55.05% P: 58.74% R: 40.47% F: 47.92%
+2024-04-01 19:23:05 INFO test: loss: nan - UP: 68.23% UR: 53.16% UF: 59.76% P: 61.64% R: 48.03% F: 53.99%
+2024-04-01 19:23:05 INFO 0:00:02.787620s elapsed
+
+2024-04-01 19:23:05 INFO Epoch 21 / 5000:
+2024-04-01 19:23:07 INFO lr: 4.9790e-05 - loss: 0.0147 - UP: 93.96% UR: 85.65% UF: 89.61% P: 93.48% R: 85.20% F: 89.15%
+2024-04-01 19:23:07 INFO dev:  loss: nan - UP: 65.40% UR: 51.84% UF: 57.84% P: 62.03% R: 49.16% F: 54.85%
+2024-04-01 19:23:07 INFO test: loss: nan - UP: 65.54% UR: 53.09% UF: 58.66% P: 59.11% R: 47.89% F: 52.91%
+2024-04-01 19:23:14 INFO 0:00:02.784711s elapsed (saved)
+
+2024-04-01 19:23:14 INFO Epoch 22 / 5000:
+2024-04-01 19:23:17 INFO lr: 4.9780e-05 - loss: 0.0214 - UP: 93.55% UR: 88.82% UF: 91.12% P: 93.41% R: 88.68% F: 90.99%
+2024-04-01 19:23:17 INFO dev:  loss: nan - UP: 64.84% UR: 55.52% UF: 59.82% P: 60.94% R: 52.17% F: 56.22%
+2024-04-01 19:23:17 INFO test: loss: nan - UP: 65.42% UR: 55.20% UF: 59.88% P: 58.92% R: 49.72% F: 53.93%
+2024-04-01 19:23:24 INFO 0:00:02.853554s elapsed (saved)
+
+2024-04-01 19:23:24 INFO Epoch 23 / 5000:
+2024-04-01 19:23:26 INFO lr: 4.9770e-05 - loss: 0.0217 - UP: 93.61% UR: 88.42% UF: 90.94% P: 93.43% R: 88.24% F: 90.76%
+2024-04-01 19:23:26 INFO dev:  loss: nan - UP: 60.21% UR: 57.19% UF: 58.66% P: 55.28% R: 52.51% F: 53.86%
+2024-04-01 19:23:27 INFO test: loss: nan - UP: 64.46% UR: 60.20% UF: 62.25% P: 57.15% R: 53.38% F: 55.20%
+2024-04-01 19:23:27 INFO 0:00:02.792083s elapsed
+
+2024-04-01 19:23:27 INFO Epoch 24 / 5000:
+2024-04-01 19:23:29 INFO lr: 4.9760e-05 - loss: 0.0358 - UP: 95.53% UR: 91.28% UF: 93.36% P: 95.07% R: 90.84% F: 92.91%
+2024-04-01 19:23:29 INFO dev:  loss: nan - UP: 65.35% UR: 49.83% UF: 56.55% P: 59.21% R: 45.15% F: 51.23%
+2024-04-01 19:23:30 INFO test: loss: nan - UP: 68.97% UR: 53.45% UF: 60.22% P: 61.43% R: 47.61% F: 53.65%
+2024-04-01 19:23:30 INFO 0:00:02.821019s elapsed
+
+2024-04-01 19:23:30 INFO Epoch 25 / 5000:
+2024-04-01 19:23:32 INFO lr: 4.9750e-05 - loss: 0.0082 - UP: 94.85% UR: 89.21% UF: 91.94% P: 94.19% R: 88.60% F: 91.31%
+2024-04-01 19:23:32 INFO dev:  loss: nan - UP: 61.97% UR: 58.86% UF: 60.38% P: 55.99% R: 53.18% F: 54.55%
+2024-04-01 19:23:32 INFO test: loss: nan - UP: 61.41% UR: 58.65% UF: 60.00% P: 54.86% R: 52.39% F: 53.60%
+2024-04-01 19:23:32 INFO 0:00:02.776604s elapsed
+
+2024-04-01 19:23:32 INFO Epoch 26 / 5000:
+2024-04-01 19:23:35 INFO lr: 4.9740e-05 - loss: 0.0333 - UP: 93.89% UR: 89.34% UF: 91.56% P: 93.20% R: 88.68% F: 90.88%
+2024-04-01 19:23:35 INFO dev:  loss: nan - UP: 64.16% UR: 48.49% UF: 55.24% P: 58.41% R: 44.15% F: 50.29%
+2024-04-01 19:23:35 INFO test: loss: nan - UP: 66.04% UR: 52.11% UF: 58.25% P: 59.45% R: 46.91% F: 52.44%
+2024-04-01 19:23:35 INFO 0:00:02.729692s elapsed
+
+2024-04-01 19:23:35 INFO Epoch 27 / 5000:
+2024-04-01 19:23:37 INFO lr: 4.9730e-05 - loss: 0.0257 - UP: 93.23% UR: 88.60% UF: 90.86% P: 92.72% R: 88.11% F: 90.36%
+2024-04-01 19:23:38 INFO dev:  loss: nan - UP: 65.71% UR: 53.85% UF: 59.19% P: 59.59% R: 48.83% F: 53.68%
+2024-04-01 19:23:38 INFO test: loss: nan - UP: 65.41% UR: 56.12% UF: 60.41% P: 58.20% R: 49.93% F: 53.75%
+2024-04-01 19:23:38 INFO 0:00:02.779413s elapsed
+
+2024-04-01 19:23:38 INFO Epoch 28 / 5000:
+2024-04-01 19:23:40 INFO lr: 4.9720e-05 - loss: 0.0032 - UP: 94.44% UR: 90.58% UF: 92.47% P: 94.21% R: 90.36% F: 92.25%
+2024-04-01 19:23:40 INFO dev:  loss: nan - UP: 66.08% UR: 50.17% UF: 57.03% P: 60.35% R: 45.82% F: 52.09%
+2024-04-01 19:23:41 INFO test: loss: nan - UP: 67.57% UR: 52.74% UF: 59.24% P: 61.08% R: 47.68% F: 53.55%
+2024-04-01 19:23:41 INFO 0:00:02.798365s elapsed
+
+2024-04-01 19:23:41 INFO Epoch 29 / 5000:
+2024-04-01 19:23:43 INFO lr: 4.9710e-05 - loss: 0.0211 - UP: 94.39% UR: 90.36% UF: 92.33% P: 93.93% R: 89.92% F: 91.88%
+2024-04-01 19:23:43 INFO dev:  loss: nan - UP: 62.74% UR: 55.18% UF: 58.72% P: 57.79% R: 50.84% F: 54.09%
+2024-04-01 19:23:43 INFO test: loss: nan - UP: 66.03% UR: 56.19% UF: 60.71% P: 59.50% R: 50.63% F: 54.71%
+2024-04-01 19:23:43 INFO 0:00:02.775608s elapsed
+
+2024-04-01 19:23:43 INFO Epoch 30 / 5000:
+2024-04-01 19:23:46 INFO lr: 4.9700e-05 - loss: 0.0144 - UP: 94.58% UR: 92.25% UF: 93.40% P: 93.72% R: 91.41% F: 92.55%
+2024-04-01 19:23:46 INFO dev:  loss: nan - UP: 64.91% UR: 49.50% UF: 56.17% P: 60.96% R: 46.49% F: 52.75%
+2024-04-01 19:23:46 INFO test: loss: nan - UP: 70.06% UR: 55.13% UF: 61.71% P: 64.16% R: 50.49% F: 56.51%
+2024-04-01 19:23:46 INFO 0:00:02.764573s elapsed
+
+2024-04-01 19:23:46 INFO Epoch 31 / 5000:
+2024-04-01 19:23:48 INFO lr: 4.9690e-05 - loss: 0.0069 - UP: 96.58% UR: 94.45% UF: 95.50% P: 96.40% R: 94.28% F: 95.33%
+2024-04-01 19:23:49 INFO dev:  loss: nan - UP: 65.11% UR: 51.17% UF: 57.30% P: 60.00% R: 47.16% F: 52.81%
+2024-04-01 19:23:49 INFO test: loss: nan - UP: 68.60% UR: 55.77% UF: 61.52% P: 61.33% R: 49.86% F: 55.00%
+2024-04-01 19:23:49 INFO 0:00:02.754418s elapsed
+
+2024-04-01 19:23:49 INFO Epoch 32 / 5000:
+2024-04-01 19:23:51 INFO lr: 4.9680e-05 - loss: 0.0039 - UP: 97.05% UR: 94.28% UF: 95.64% P: 96.87% R: 94.10% F: 95.47%
+2024-04-01 19:23:51 INFO dev:  loss: nan - UP: 68.38% UR: 53.51% UF: 60.04% P: 63.25% R: 49.50% F: 55.53%
+2024-04-01 19:23:52 INFO test: loss: nan - UP: 71.16% UR: 55.70% UF: 62.49% P: 64.42% R: 50.42% F: 56.57%
+2024-04-01 19:23:52 INFO 0:00:02.775533s elapsed
+
+2024-04-01 19:23:52 INFO Epoch 33 / 5000:
+2024-04-01 19:23:54 INFO lr: 4.9670e-05 - loss: 0.0151 - UP: 95.25% UR: 93.66% UF: 94.45% P: 95.12% R: 93.53% F: 94.32%
+2024-04-01 19:23:54 INFO dev:  loss: nan - UP: 67.90% UR: 55.18% UF: 60.89% P: 62.14% R: 50.50% F: 55.72%
+2024-04-01 19:23:55 INFO test: loss: nan - UP: 66.02% UR: 57.24% UF: 61.32% P: 60.02% R: 52.04% F: 55.74%
+2024-04-01 19:23:55 INFO 0:00:02.801402s elapsed
+
+2024-04-01 19:23:55 INFO Epoch 34 / 5000:
+2024-04-01 19:23:57 INFO lr: 4.9660e-05 - loss: 0.0030 - UP: 97.18% UR: 93.92% UF: 95.52% P: 96.95% R: 93.70% F: 95.30%
+2024-04-01 19:23:57 INFO dev:  loss: nan - UP: 65.65% UR: 57.53% UF: 61.32% P: 60.69% R: 53.18% F: 56.68%
+2024-04-01 19:23:57 INFO test: loss: nan - UP: 66.40% UR: 57.38% UF: 61.56% P: 60.94% R: 52.67% F: 56.51%
+2024-04-01 19:24:04 INFO 0:00:02.768831s elapsed (saved)
+
+2024-04-01 19:24:04 INFO Epoch 35 / 5000:
+2024-04-01 19:24:06 INFO lr: 4.9650e-05 - loss: 0.0150 - UP: 93.45% UR: 91.77% UF: 92.60% P: 93.14% R: 91.46% F: 92.29%
+2024-04-01 19:24:06 INFO dev:  loss: nan - UP: 61.23% UR: 56.52% UF: 58.78% P: 55.07% R: 50.84% F: 52.87%
+2024-04-01 19:24:07 INFO test: loss: nan - UP: 63.13% UR: 61.53% UF: 62.32% P: 57.36% R: 55.91% F: 56.62%
+2024-04-01 19:24:07 INFO 0:00:02.848237s elapsed
+
+2024-04-01 19:24:07 INFO Epoch 36 / 5000:
+2024-04-01 19:24:09 INFO lr: 4.9640e-05 - loss: 0.1155 - UP: 92.39% UR: 90.40% UF: 91.39% P: 92.12% R: 90.14% F: 91.12%
+2024-04-01 19:24:09 INFO dev:  loss: nan - UP: 62.13% UR: 48.83% UF: 54.68% P: 57.02% R: 44.82% F: 50.19%
+2024-04-01 19:24:09 INFO test: loss: nan - UP: 66.29% UR: 48.95% UF: 56.31% P: 60.29% R: 44.51% F: 51.21%
+2024-04-01 19:24:09 INFO 0:00:02.766820s elapsed
+
+2024-04-01 19:24:09 INFO Epoch 37 / 5000:
+2024-04-01 19:24:12 INFO lr: 4.9630e-05 - loss: 0.0175 - UP: 87.95% UR: 79.35% UF: 83.43% P: 86.92% R: 78.42% F: 82.45%
+2024-04-01 19:24:12 INFO dev:  loss: nan - UP: 70.05% UR: 46.15% UF: 55.65% P: 61.93% R: 40.80% F: 49.19%
+2024-04-01 19:24:12 INFO test: loss: nan - UP: 72.07% UR: 49.37% UF: 58.60% P: 66.74% R: 45.71% F: 54.26%
+2024-04-01 19:24:12 INFO 0:00:02.781704s elapsed
+
+2024-04-01 19:24:12 INFO Epoch 38 / 5000:
+2024-04-01 19:24:14 INFO lr: 4.9620e-05 - loss: 0.0010 - UP: 93.99% UR: 90.14% UF: 92.02% P: 93.85% R: 90.00% F: 91.89%
+2024-04-01 19:24:15 INFO dev:  loss: nan - UP: 65.53% UR: 51.51% UF: 57.68% P: 60.85% R: 47.83% F: 53.56%
+2024-04-01 19:24:15 INFO test: loss: nan - UP: 65.15% UR: 56.54% UF: 60.54% P: 59.08% R: 51.27% F: 54.89%
+2024-04-01 19:24:15 INFO 0:00:02.779382s elapsed
+
+2024-04-01 19:24:15 INFO Epoch 39 / 5000:
+2024-04-01 19:24:17 INFO lr: 4.9610e-05 - loss: 0.0368 - UP: 95.05% UR: 92.12% UF: 93.56% P: 94.59% R: 91.68% F: 93.11%
+2024-04-01 19:24:17 INFO dev:  loss: nan - UP: 59.25% UR: 52.51% UF: 55.67% P: 55.47% R: 49.16% F: 52.13%
+2024-04-01 19:24:18 INFO test: loss: nan - UP: 62.38% UR: 57.24% UF: 59.70% P: 55.79% R: 51.20% F: 53.39%
+2024-04-01 19:24:18 INFO 0:00:02.791498s elapsed
+
+2024-04-01 19:24:18 INFO Epoch 40 / 5000:
+2024-04-01 19:24:20 INFO lr: 4.9600e-05 - loss: 0.0332 - UP: 95.09% UR: 90.49% UF: 92.73% P: 92.36% R: 87.89% F: 90.07%
+2024-04-01 19:24:20 INFO dev:  loss: nan - UP: 63.59% UR: 46.15% UF: 53.49% P: 60.37% R: 43.81% F: 50.78%
+2024-04-01 19:24:21 INFO test: loss: nan - UP: 66.51% UR: 51.27% UF: 57.90% P: 60.04% R: 46.27% F: 52.26%
+2024-04-01 19:24:21 INFO 0:00:02.808900s elapsed
+
+2024-04-01 19:24:21 INFO Epoch 41 / 5000:
+2024-04-01 19:24:23 INFO lr: 4.9590e-05 - loss: 0.0214 - UP: 94.18% UR: 89.12% UF: 91.58% P: 93.53% R: 88.51% F: 90.95%
+2024-04-01 19:24:23 INFO dev:  loss: nan - UP: 56.52% UR: 47.83% UF: 51.81% P: 52.96% R: 44.82% F: 48.55%
+2024-04-01 19:24:23 INFO test: loss: nan - UP: 59.70% UR: 56.05% UF: 57.82% P: 53.71% R: 50.42% F: 52.01%
+2024-04-01 19:24:23 INFO 0:00:02.826437s elapsed
+
+2024-04-01 19:24:23 INFO Epoch 42 / 5000:
+2024-04-01 19:24:26 INFO lr: 4.9580e-05 - loss: 0.0065 - UP: 96.11% UR: 93.53% UF: 94.80% P: 95.79% R: 93.22% F: 94.49%
+2024-04-01 19:24:26 INFO dev:  loss: nan - UP: 61.11% UR: 55.18% UF: 58.00% P: 58.15% R: 52.51% F: 55.18%
+2024-04-01 19:24:26 INFO test: loss: nan - UP: 65.09% UR: 60.97% UF: 62.96% P: 58.93% R: 55.20% F: 57.01%
+2024-04-01 19:24:26 INFO 0:00:02.793797s elapsed
+
+2024-04-01 19:24:26 INFO Epoch 43 / 5000:
+2024-04-01 19:24:28 INFO lr: 4.9570e-05 - loss: 0.0014 - UP: 97.05% UR: 95.55% UF: 96.29% P: 96.11% R: 94.63% F: 95.36%
+2024-04-01 19:24:29 INFO dev:  loss: nan - UP: 64.78% UR: 53.51% UF: 58.61% P: 59.92% R: 49.50% F: 54.21%
+2024-04-01 19:24:29 INFO test: loss: nan - UP: 65.83% UR: 57.03% UF: 61.12% P: 60.06% R: 52.04% F: 55.76%
+2024-04-01 19:24:29 INFO 0:00:02.776972s elapsed
+
+2024-04-01 19:24:29 INFO Epoch 44 / 5000:
+2024-04-01 19:24:31 INFO lr: 4.9560e-05 - loss: 0.0066 - UP: 94.74% UR: 92.87% UF: 93.80% P: 93.80% R: 91.94% F: 92.86%
+2024-04-01 19:24:32 INFO dev:  loss: nan - UP: 60.71% UR: 56.86% UF: 58.72% P: 56.79% R: 53.18% F: 54.92%
+2024-04-01 19:24:32 INFO test: loss: nan - UP: 63.68% UR: 61.39% UF: 62.51% P: 57.55% R: 55.49% F: 56.50%
+2024-04-01 19:24:32 INFO 0:00:02.806958s elapsed
+
+2024-04-01 19:24:32 INFO Epoch 45 / 5000:
+2024-04-01 19:24:34 INFO lr: 4.9550e-05 - loss: 0.0133 - UP: 94.85% UR: 92.47% UF: 93.65% P: 94.40% R: 92.03% F: 93.20%
+2024-04-01 19:24:34 INFO dev:  loss: nan - UP: 63.32% UR: 48.49% UF: 54.92% P: 59.39% R: 45.48% F: 51.52%
+2024-04-01 19:24:35 INFO test: loss: nan - UP: 64.02% UR: 51.69% UF: 57.20% P: 57.14% R: 46.13% F: 51.05%
+2024-04-01 19:24:35 INFO 0:00:02.835152s elapsed
+
+2024-04-01 19:24:35 INFO Epoch 46 / 5000:
+2024-04-01 19:24:37 INFO lr: 4.9540e-05 - loss: 0.0008 - UP: 96.78% UR: 92.51% UF: 94.60% P: 95.99% R: 91.77% F: 93.83%
+2024-04-01 19:24:37 INFO dev:  loss: nan - UP: 58.04% UR: 61.54% UF: 59.74% P: 54.89% R: 58.19% F: 56.49%
+2024-04-01 19:24:37 INFO test: loss: nan - UP: 59.13% UR: 65.61% UF: 62.20% P: 52.41% R: 58.16% F: 55.13%
+2024-04-01 19:24:37 INFO 0:00:02.805412s elapsed
+
+2024-04-01 19:24:37 INFO Epoch 47 / 5000:
+2024-04-01 19:24:40 INFO lr: 4.9530e-05 - loss: 0.0089 - UP: 97.34% UR: 95.11% UF: 96.21% P: 96.98% R: 94.76% F: 95.86%
+2024-04-01 19:24:40 INFO dev:  loss: nan - UP: 68.64% UR: 50.50% UF: 58.19% P: 65.45% R: 48.16% F: 55.49%
+2024-04-01 19:24:40 INFO test: loss: nan - UP: 70.52% UR: 54.50% UF: 61.48% P: 64.51% R: 49.86% F: 56.25%
+2024-04-01 19:24:40 INFO 0:00:02.808976s elapsed
+
+2024-04-01 19:24:40 INFO Epoch 48 / 5000:
+2024-04-01 19:24:42 INFO lr: 4.9520e-05 - loss: 0.0066 - UP: 96.54% UR: 95.86% UF: 96.20% P: 95.96% R: 95.29% F: 95.63%
+2024-04-01 19:24:43 INFO dev:  loss: nan - UP: 70.59% UR: 56.19% UF: 62.57% P: 64.71% R: 51.51% F: 57.36%
+2024-04-01 19:24:43 INFO test: loss: nan - UP: 69.73% UR: 55.41% UF: 61.76% P: 64.42% R: 51.20% F: 57.05%
+2024-04-01 19:24:50 INFO 0:00:02.762116s elapsed (saved)
+
+2024-04-01 19:24:50 INFO Epoch 49 / 5000:
+2024-04-01 19:24:52 INFO lr: 4.9510e-05 - loss: 0.0013 - UP: 97.69% UR: 96.74% UF: 97.21% P: 97.33% R: 96.39% F: 96.86%
+2024-04-01 19:24:52 INFO dev:  loss: nan - UP: 64.89% UR: 56.86% UF: 60.61% P: 60.69% R: 53.18% F: 56.68%
+2024-04-01 19:24:52 INFO test: loss: nan - UP: 67.04% UR: 58.65% UF: 62.57% P: 60.05% R: 52.53% F: 56.04%
+2024-04-01 19:24:52 INFO 0:00:02.864992s elapsed
+
+2024-04-01 19:24:52 INFO Epoch 50 / 5000:
+2024-04-01 19:24:55 INFO lr: 4.9500e-05 - loss: 0.0038 - UP: 98.62% UR: 97.53% UF: 98.07% P: 98.40% R: 97.31% F: 97.85%
+2024-04-01 19:24:55 INFO dev:  loss: nan - UP: 63.35% UR: 59.53% UF: 61.38% P: 60.50% R: 56.86% F: 58.62%
+2024-04-01 19:24:55 INFO test: loss: nan - UP: 63.84% UR: 60.97% UF: 62.37% P: 57.51% R: 54.92% F: 56.19%
+2024-04-01 19:25:02 INFO 0:00:02.810283s elapsed (saved)
+
+2024-04-01 19:25:02 INFO Epoch 51 / 5000:
+2024-04-01 19:25:04 INFO lr: 4.9490e-05 - loss: 0.0015 - UP: 98.80% UR: 97.53% UF: 98.16% P: 98.75% R: 97.49% F: 98.12%
+2024-04-01 19:25:05 INFO dev:  loss: nan - UP: 64.93% UR: 58.19% UF: 61.38% P: 61.57% R: 55.18% F: 58.20%
+2024-04-01 19:25:05 INFO test: loss: nan - UP: 66.87% UR: 61.04% UF: 63.82% P: 61.02% R: 55.70% F: 58.24%
+2024-04-01 19:25:05 INFO 0:00:02.805020s elapsed
+
+2024-04-01 19:25:05 INFO Epoch 52 / 5000:
+2024-04-01 19:25:07 INFO lr: 4.9480e-05 - loss: 0.0016 - UP: 98.85% UR: 98.15% UF: 98.50% P: 98.71% R: 98.02% F: 98.37%
+2024-04-01 19:25:07 INFO dev:  loss: nan - UP: 66.12% UR: 54.18% UF: 59.56% P: 60.82% R: 49.83% F: 54.78%
+2024-04-01 19:25:08 INFO test: loss: nan - UP: 71.10% UR: 56.75% UF: 63.12% P: 66.08% R: 52.74% F: 58.66%
+2024-04-01 19:25:08 INFO 0:00:02.806471s elapsed
+
+2024-04-01 19:25:08 INFO Epoch 53 / 5000:
+2024-04-01 19:25:10 INFO lr: 4.9470e-05 - loss: 0.0148 - UP: 97.78% UR: 97.18% UF: 97.48% P: 97.61% R: 97.01% F: 97.31%
+2024-04-01 19:25:10 INFO dev:  loss: nan - UP: 64.45% UR: 55.18% UF: 59.46% P: 61.72% R: 52.84% F: 56.94%
+2024-04-01 19:25:10 INFO test: loss: nan - UP: 67.35% UR: 58.02% UF: 62.33% P: 62.29% R: 53.66% F: 57.65%
+2024-04-01 19:25:10 INFO 0:00:02.796281s elapsed
+
+2024-04-01 19:25:10 INFO Epoch 54 / 5000:
+2024-04-01 19:25:13 INFO lr: 4.9460e-05 - loss: 0.0108 - UP: 97.74% UR: 97.18% UF: 97.46% P: 97.56% R: 97.01% F: 97.28%
+2024-04-01 19:25:13 INFO dev:  loss: nan - UP: 69.87% UR: 53.51% UF: 60.61% P: 67.25% R: 51.51% F: 58.33%
+2024-04-01 19:25:13 INFO test: loss: nan - UP: 73.05% UR: 51.48% UF: 60.40% P: 67.96% R: 47.89% F: 56.19%
+2024-04-01 19:25:13 INFO 0:00:02.845034s elapsed
+
+2024-04-01 19:25:13 INFO Epoch 55 / 5000:
+2024-04-01 19:25:16 INFO lr: 4.9450e-05 - loss: 0.0101 - UP: 98.12% UR: 96.39% UF: 97.25% P: 97.94% R: 96.21% F: 97.07%
+2024-04-01 19:25:16 INFO dev:  loss: nan - UP: 60.42% UR: 57.19% UF: 58.76% P: 56.54% R: 53.51% F: 54.98%
+2024-04-01 19:25:16 INFO test: loss: nan - UP: 63.35% UR: 62.73% UF: 63.04% P: 56.89% R: 56.33% F: 56.61%
+2024-04-01 19:25:16 INFO 0:00:02.851996s elapsed
+
+2024-04-01 19:25:16 INFO Epoch 56 / 5000:
+2024-04-01 19:25:18 INFO lr: 4.9440e-05 - loss: 0.0018 - UP: 98.45% UR: 97.93% UF: 98.19% P: 98.27% R: 97.75% F: 98.01%
+2024-04-01 19:25:19 INFO dev:  loss: nan - UP: 64.82% UR: 54.85% UF: 59.42% P: 61.26% R: 51.84% F: 56.16%
+2024-04-01 19:25:19 INFO test: loss: nan - UP: 66.19% UR: 59.07% UF: 62.43% P: 59.26% R: 52.88% F: 55.89%
+2024-04-01 19:25:19 INFO 0:00:02.844786s elapsed
+
+2024-04-01 19:25:19 INFO Epoch 57 / 5000:
+2024-04-01 19:25:21 INFO lr: 4.9430e-05 - loss: 0.0010 - UP: 97.98% UR: 98.02% UF: 98.00% P: 97.76% R: 97.80% F: 97.78%
+2024-04-01 19:25:22 INFO dev:  loss: nan - UP: 66.80% UR: 53.85% UF: 59.63% P: 60.17% R: 48.49% F: 53.70%
+2024-04-01 19:25:22 INFO test: loss: nan - UP: 69.52% UR: 56.61% UF: 62.40% P: 63.39% R: 51.62% F: 56.90%
+2024-04-01 19:25:22 INFO 0:00:02.847648s elapsed
+
+2024-04-01 19:25:22 INFO Epoch 58 / 5000:
+2024-04-01 19:25:24 INFO lr: 4.9420e-05 - loss: 0.0228 - UP: 98.31% UR: 97.36% UF: 97.83% P: 97.91% R: 96.96% F: 97.43%
+2024-04-01 19:25:24 INFO dev:  loss: nan - UP: 71.03% UR: 50.84% UF: 59.26% P: 65.89% R: 47.16% F: 54.97%
+2024-04-01 19:25:25 INFO test: loss: nan - UP: 71.34% UR: 49.72% UF: 58.60% P: 66.40% R: 46.27% F: 54.54%
+2024-04-01 19:25:25 INFO 0:00:02.854612s elapsed
+
+2024-04-01 19:25:25 INFO Epoch 59 / 5000:
+2024-04-01 19:25:27 INFO lr: 4.9410e-05 - loss: 0.0018 - UP: 97.04% UR: 95.20% UF: 96.11% P: 96.95% R: 95.11% F: 96.02%
+2024-04-01 19:25:27 INFO dev:  loss: nan - UP: 60.47% UR: 60.87% UF: 60.67% P: 55.81% R: 56.19% F: 56.00%
+2024-04-01 19:25:28 INFO test: loss: nan - UP: 61.91% UR: 61.04% UF: 61.47% P: 55.85% R: 55.06% F: 55.45%
+2024-04-01 19:25:28 INFO 0:00:02.850126s elapsed
+
+2024-04-01 19:25:28 INFO Epoch 60 / 5000:
+2024-04-01 19:25:30 INFO lr: 4.9400e-05 - loss: 0.0597 - UP: 96.65% UR: 93.92% UF: 95.27% P: 96.47% R: 93.75% F: 95.09%
+2024-04-01 19:25:30 INFO dev:  loss: nan - UP: 65.77% UR: 57.19% UF: 61.18% P: 60.77% R: 52.84% F: 56.53%
+2024-04-01 19:25:30 INFO test: loss: nan - UP: 64.82% UR: 59.35% UF: 61.97% P: 59.91% R: 54.85% F: 57.27%
+2024-04-01 19:25:30 INFO 0:00:02.835586s elapsed
+
+2024-04-01 19:25:30 INFO Epoch 61 / 5000:
+2024-04-01 19:25:33 INFO lr: 4.9390e-05 - loss: 0.0182 - UP: 97.77% UR: 94.67% UF: 96.20% P: 97.41% R: 94.32% F: 95.84%
+2024-04-01 19:25:33 INFO dev:  loss: nan - UP: 61.72% UR: 59.87% UF: 60.78% P: 57.59% R: 55.85% F: 56.71%
+2024-04-01 19:25:33 INFO test: loss: nan - UP: 65.58% UR: 59.21% UF: 62.23% P: 59.42% R: 53.66% F: 56.39%
+2024-04-01 19:25:33 INFO 0:00:02.844797s elapsed
+
+2024-04-01 19:25:33 INFO Epoch 62 / 5000:
+2024-04-01 19:25:36 INFO lr: 4.9380e-05 - loss: 0.0010 - UP: 94.24% UR: 95.82% UF: 95.02% P: 94.11% R: 95.68% F: 94.89%
+2024-04-01 19:25:36 INFO dev:  loss: nan - UP: 64.29% UR: 57.19% UF: 60.53% P: 59.77% R: 53.18% F: 56.28%
+2024-04-01 19:25:36 INFO test: loss: nan - UP: 67.58% UR: 57.03% UF: 61.86% P: 61.17% R: 51.62% F: 55.99%
+2024-04-01 19:25:36 INFO 0:00:02.842076s elapsed
+
+2024-04-01 19:25:36 INFO Epoch 63 / 5000:
+2024-04-01 19:25:38 INFO lr: 4.9370e-05 - loss: 0.0003 - UP: 98.13% UR: 96.87% UF: 97.50% P: 98.08% R: 96.83% F: 97.45%
+2024-04-01 19:25:39 INFO dev:  loss: nan - UP: 66.67% UR: 57.53% UF: 61.76% P: 62.40% R: 53.85% F: 57.81%
+2024-04-01 19:25:39 INFO test: loss: nan - UP: 70.66% UR: 56.05% UF: 62.51% P: 63.92% R: 50.70% F: 56.55%
+2024-04-01 19:25:39 INFO 0:00:02.836170s elapsed
+
+2024-04-01 19:25:39 INFO Epoch 64 / 5000:
+2024-04-01 19:25:41 INFO lr: 4.9360e-05 - loss: 0.0023 - UP: 98.16% UR: 96.30% UF: 97.22% P: 98.07% R: 96.21% F: 97.13%
+2024-04-01 19:25:41 INFO dev:  loss: nan - UP: 61.21% UR: 57.53% UF: 59.31% P: 57.30% R: 53.85% F: 55.52%
+2024-04-01 19:25:42 INFO test: loss: nan - UP: 64.80% UR: 61.74% UF: 63.23% P: 57.79% R: 55.06% F: 56.39%
+2024-04-01 19:25:42 INFO 0:00:02.849497s elapsed
+
+2024-04-01 19:25:42 INFO Epoch 65 / 5000:
+2024-04-01 19:25:44 INFO lr: 4.9350e-05 - loss: 0.0155 - UP: 98.35% UR: 97.36% UF: 97.85% P: 98.18% R: 97.18% F: 97.68%
+2024-04-01 19:25:44 INFO dev:  loss: nan - UP: 61.62% UR: 58.53% UF: 60.03% P: 57.75% R: 54.85% F: 56.26%
+2024-04-01 19:25:45 INFO test: loss: nan - UP: 63.18% UR: 60.69% UF: 61.91% P: 56.22% R: 54.01% F: 55.09%
+2024-04-01 19:25:45 INFO 0:00:02.848197s elapsed
+
+2024-04-01 19:25:45 INFO Epoch 66 / 5000:
+2024-04-01 19:25:47 INFO lr: 4.9340e-05 - loss: 0.0034 - UP: 98.17% UR: 97.01% UF: 97.59% P: 97.86% R: 96.70% F: 97.28%
+2024-04-01 19:25:47 INFO dev:  loss: nan - UP: 59.41% UR: 60.20% UF: 59.80% P: 53.47% R: 54.18% F: 53.82%
+2024-04-01 19:25:47 INFO test: loss: nan - UP: 63.17% UR: 65.12% UF: 64.13% P: 57.64% R: 59.42% F: 58.52%
+2024-04-01 19:25:47 INFO 0:00:02.851670s elapsed
+
+2024-04-01 19:25:47 INFO Epoch 67 / 5000:
+2024-04-01 19:25:50 INFO lr: 4.9330e-05 - loss: 0.0015 - UP: 96.83% UR: 94.19% UF: 95.49% P: 96.65% R: 94.01% F: 95.31%
+2024-04-01 19:25:50 INFO dev:  loss: nan - UP: 60.34% UR: 59.53% UF: 59.93% P: 56.27% R: 55.52% F: 55.89%
+2024-04-01 19:25:50 INFO test: loss: nan - UP: 63.55% UR: 63.99% UF: 63.77% P: 57.61% R: 58.02% F: 57.81%
+2024-04-01 19:25:50 INFO 0:00:02.840046s elapsed
+
+2024-04-01 19:25:50 INFO Epoch 68 / 5000:
+2024-04-01 19:25:53 INFO lr: 4.9320e-05 - loss: 0.0459 - UP: 97.51% UR: 96.48% UF: 96.99% P: 97.29% R: 96.26% F: 96.77%
+2024-04-01 19:25:53 INFO dev:  loss: nan - UP: 64.66% UR: 53.85% UF: 58.76% P: 60.64% R: 50.50% F: 55.11%
+2024-04-01 19:25:53 INFO test: loss: nan - UP: 70.31% UR: 55.63% UF: 62.11% P: 64.18% R: 50.77% F: 56.69%
+2024-04-01 19:25:53 INFO 0:00:02.856118s elapsed
+
+2024-04-01 19:25:53 INFO Epoch 69 / 5000:
+2024-04-01 19:25:55 INFO lr: 4.9310e-05 - loss: 0.0285 - UP: 97.29% UR: 96.52% UF: 96.91% P: 97.16% R: 96.39% F: 96.77%
+2024-04-01 19:25:56 INFO dev:  loss: nan - UP: 65.08% UR: 54.85% UF: 59.53% P: 59.92% R: 50.50% F: 54.81%
+2024-04-01 19:25:56 INFO test: loss: nan - UP: 67.59% UR: 56.47% UF: 61.53% P: 61.95% R: 51.76% F: 56.40%
+2024-04-01 19:25:56 INFO 0:00:02.850369s elapsed
+
+2024-04-01 19:25:56 INFO Epoch 70 / 5000:
+2024-04-01 19:25:58 INFO lr: 4.9300e-05 - loss: 0.0058 - UP: 97.88% UR: 95.64% UF: 96.75% P: 97.66% R: 95.42% F: 96.53%
+2024-04-01 19:25:59 INFO dev:  loss: nan - UP: 61.27% UR: 58.19% UF: 59.69% P: 55.28% R: 52.51% F: 53.86%
+2024-04-01 19:25:59 INFO test: loss: nan - UP: 63.99% UR: 60.62% UF: 62.26% P: 57.91% R: 54.85% F: 56.34%
+2024-04-01 19:25:59 INFO 0:00:02.838383s elapsed
+
+2024-04-01 19:25:59 INFO Epoch 71 / 5000:
+2024-04-01 19:26:01 INFO lr: 4.9290e-05 - loss: 0.0123 - UP: 95.50% UR: 92.51% UF: 93.98% P: 95.41% R: 92.43% F: 93.89%
+2024-04-01 19:26:01 INFO dev:  loss: nan - UP: 64.37% UR: 56.19% UF: 60.00% P: 60.54% R: 52.84% F: 56.43%
+2024-04-01 19:26:02 INFO test: loss: nan - UP: 65.73% UR: 57.31% UF: 61.23% P: 59.84% R: 52.18% F: 55.75%
+2024-04-01 19:26:02 INFO 0:00:02.839578s elapsed
+
+2024-04-01 19:26:02 INFO Epoch 72 / 5000:
+2024-04-01 19:26:04 INFO lr: 4.9280e-05 - loss: 0.0019 - UP: 97.59% UR: 94.50% UF: 96.02% P: 97.41% R: 94.32% F: 95.84%
+2024-04-01 19:26:04 INFO dev:  loss: nan - UP: 56.03% UR: 57.53% UF: 56.77% P: 50.49% R: 51.84% F: 51.16%
+2024-04-01 19:26:04 INFO test: loss: nan - UP: 63.64% UR: 60.20% UF: 61.87% P: 56.65% R: 53.59% F: 55.08%
+2024-04-01 19:26:04 INFO 0:00:02.805956s elapsed
+
+2024-04-01 19:26:04 INFO Epoch 73 / 5000:
+2024-04-01 19:26:07 INFO lr: 4.9270e-05 - loss: 0.0265 - UP: 97.50% UR: 96.08% UF: 96.78% P: 97.32% R: 95.90% F: 96.61%
+2024-04-01 19:26:07 INFO dev:  loss: nan - UP: 61.40% UR: 55.85% UF: 58.49% P: 55.51% R: 50.50% F: 52.89%
+2024-04-01 19:26:07 INFO test: loss: nan - UP: 67.83% UR: 58.72% UF: 62.95% P: 61.25% R: 53.02% F: 56.84%
+2024-04-01 19:26:07 INFO 0:00:02.794993s elapsed
+
+2024-04-01 19:26:07 INFO Epoch 74 / 5000:
+2024-04-01 19:26:10 INFO lr: 4.9260e-05 - loss: 0.0094 - UP: 97.53% UR: 95.64% UF: 96.58% P: 97.49% R: 95.60% F: 96.53%
+2024-04-01 19:26:10 INFO dev:  loss: nan - UP: 63.31% UR: 58.86% UF: 61.01% P: 57.19% R: 53.18% F: 55.11%
+2024-04-01 19:26:10 INFO test: loss: nan - UP: 64.55% UR: 59.28% UF: 61.80% P: 58.42% R: 53.66% F: 55.94%
+2024-04-01 19:26:10 INFO 0:00:02.784248s elapsed
+
+2024-04-01 19:26:10 INFO Epoch 75 / 5000:
+2024-04-01 19:26:12 INFO lr: 4.9250e-05 - loss: 0.0138 - UP: 97.41% UR: 95.95% UF: 96.67% P: 97.18% R: 95.73% F: 96.45%
+2024-04-01 19:26:13 INFO dev:  loss: nan - UP: 61.05% UR: 54.52% UF: 57.60% P: 53.93% R: 48.16% F: 50.88%
+2024-04-01 19:26:13 INFO test: loss: nan - UP: 66.11% UR: 58.16% UF: 61.88% P: 60.59% R: 53.31% F: 56.72%
+2024-04-01 19:26:13 INFO 0:00:02.748629s elapsed
+
+2024-04-01 19:26:13 INFO Epoch 76 / 5000:
+2024-04-01 19:26:15 INFO lr: 4.9240e-05 - loss: 0.0003 - UP: 98.43% UR: 96.74% UF: 97.58% P: 98.34% R: 96.65% F: 97.49%
+2024-04-01 19:26:15 INFO dev:  loss: nan - UP: 65.30% UR: 58.53% UF: 61.73% P: 58.96% R: 52.84% F: 55.73%
+2024-04-01 19:26:16 INFO test: loss: nan - UP: 66.56% UR: 57.38% UF: 61.63% P: 61.17% R: 52.74% F: 56.65%
+2024-04-01 19:26:16 INFO 0:00:02.752137s elapsed
+
+2024-04-01 19:26:16 INFO Epoch 77 / 5000:
+2024-04-01 19:26:18 INFO lr: 4.9230e-05 - loss: 0.0014 - UP: 97.91% UR: 96.92% UF: 97.41% P: 97.86% R: 96.87% F: 97.37%
+2024-04-01 19:26:18 INFO dev:  loss: nan - UP: 66.54% UR: 58.53% UF: 62.28% P: 60.08% R: 52.84% F: 56.23%
+2024-04-01 19:26:18 INFO test: loss: nan - UP: 67.59% UR: 58.51% UF: 62.72% P: 61.74% R: 53.45% F: 57.29%
+2024-04-01 19:26:18 INFO 0:00:02.763769s elapsed
+
+2024-04-01 19:26:18 INFO Epoch 78 / 5000:
+2024-04-01 19:26:21 INFO lr: 4.9220e-05 - loss: 0.0027 - UP: 98.36% UR: 97.67% UF: 98.01% P: 98.31% R: 97.62% F: 97.97%
+2024-04-01 19:26:21 INFO dev:  loss: nan - UP: 61.30% UR: 59.87% UF: 60.58% P: 55.82% R: 54.52% F: 55.16%
+2024-04-01 19:26:21 INFO test: loss: nan - UP: 62.87% UR: 62.87% UF: 62.87% P: 56.68% R: 56.68% F: 56.68%
+2024-04-01 19:26:21 INFO 0:00:02.766300s elapsed
+
+2024-04-01 19:26:21 INFO Epoch 79 / 5000:
+2024-04-01 19:26:23 INFO lr: 4.9210e-05 - loss: 0.0087 - UP: 98.84% UR: 97.71% UF: 98.27% P: 98.84% R: 97.71% F: 98.27%
+2024-04-01 19:26:24 INFO dev:  loss: nan - UP: 60.42% UR: 57.19% UF: 58.76% P: 55.12% R: 52.17% F: 53.61%
+2024-04-01 19:26:24 INFO test: loss: nan - UP: 66.08% UR: 60.41% UF: 63.12% P: 60.15% R: 54.99% F: 57.46%
+2024-04-01 19:26:24 INFO 0:00:02.776675s elapsed
+
+2024-04-01 19:26:24 INFO Epoch 80 / 5000:
+2024-04-01 19:26:26 INFO lr: 4.9200e-05 - loss: 0.0015 - UP: 99.16% UR: 98.46% UF: 98.81% P: 99.11% R: 98.41% F: 98.76%
+2024-04-01 19:26:26 INFO dev:  loss: nan - UP: 59.67% UR: 60.87% UF: 60.26% P: 54.75% R: 55.85% F: 55.30%
+2024-04-01 19:26:27 INFO test: loss: nan - UP: 63.69% UR: 64.63% UF: 64.15% P: 56.76% R: 57.59% F: 57.17%
+2024-04-01 19:26:27 INFO 0:00:02.766948s elapsed
+
+2024-04-01 19:26:34 INFO Epoch 50 saved
+2024-04-01 19:26:34 INFO dev:  UP: 63.35% UR: 59.53% UF: 61.38% P: 60.50% R: 56.86% F: 58.62%
+2024-04-01 19:26:34 INFO test: UP: 63.84% UR: 60.97% UF: 62.37% P: 57.51% R: 54.92% F: 56.19%
+2024-04-01 19:26:34 INFO 0:03:45.131065s elapsed, 0:00:02.814138s/epoch

models/multibooked_eu/sdp_random/40/model_vi_multibooked_eu_xlm_9

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:40b555bb0910bd8f2e858b8507961c5b3072d6ce1df22933420725dd73e87356
+size 1177848113

models/multibooked_eu/sdp_random/40/model_vi_multibooked_eu_xlm_9.train.log

@@ -0,0 +1,553 @@
+2024-04-01 19:26:37 INFO 
+---------------------+-------------------------------
+Param                |             Value             
+---------------------+-------------------------------
+lr                   |             5e-05             
+mu                   |              0.9              
+nu                   |             0.999             
+eps                  |             1e-06             
+weight_decay         |              0.0              
+lr_rate              |               1               
+patience             |               30              
+update-steps         |               1               
+warmup               |              0.0              
+batch_size           |              3000             
+update_steps         |               1               
+mode                 |             train             
+path                 | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_random/40/model_vi_multibooked_eu_xlm_9
+device               |               0               
+seed                 |               1               
+threads              |               16              
+local_rank           |               -1              
+feat                 |              None             
+build                |              True             
+checkpoint           |             False             
+encoder              |              bert             
+max_len              |              None             
+buckets              |               32              
+train                | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_random/40/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_random/40/dev.conllu
+test                 | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp/test.conllu
+embed                |     data/glove.6B.100d.txt    
+unk                  |              unk              
+n_embed              |              100              
+n_embed_proj         |              125              
+bert                 |        xlm-roberta-base       
+inference            |              mfvi             
+---------------------+-------------------------------
+
+2024-04-01 19:26:37 INFO Building the fields
+2024-04-01 19:26:39 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-04-01 19:26:39 INFO Building the model
+2024-04-01 19:26:41 INFO VISemanticDependencyModel(
+  (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
+  (encoder_dropout): Dropout(p=0.33, inplace=False)
+  (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
+  (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
+  (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
+  (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
+  (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
+  (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
+  (criterion): CrossEntropyLoss()
+  (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
+  (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
+  (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
+  (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (inference): SemanticDependencyMFVI(max_iter=3)
+)
+
+2024-04-01 19:26:41 INFO Loading the data
+2024-04-01 19:26:41 INFO 
+train: Dataset(n_sentences=424, n_batches=32, n_buckets=32)
+dev:   Dataset(n_sentences=59, n_batches=25, n_buckets=25)
+test:  Dataset(n_sentences=305, n_batches=32, n_buckets=32)
+
+2024-04-01 19:26:41 INFO Epoch 1 / 5000:
+2024-04-01 19:26:44 INFO lr: 4.9990e-05 - loss: 0.1335 - UP:  2.67% UR:  5.15% UF:  3.52% P:  1.35% R:  2.60% F:  1.77%
+2024-04-01 19:26:44 INFO dev:  loss: nan - UP: 80.00% UR:  1.34% UF:  2.63% P: 60.00% R:  1.00% F:  1.97%
+2024-04-01 19:26:45 INFO test: loss: nan - UP: 16.67% UR:  0.07% UF:  0.14% P: 16.67% R:  0.07% F:  0.14%
+2024-04-01 19:26:49 INFO 0:00:03.500316s elapsed (saved)
+
+2024-04-01 19:26:49 INFO Epoch 2 / 5000:
+2024-04-01 19:26:52 INFO lr: 4.9980e-05 - loss: 0.1897 - UP: 47.74% UR:  7.44% UF: 12.88% P: 42.37% R:  6.61% F: 11.43%
+2024-04-01 19:26:52 INFO dev:  loss: nan - UP: 79.49% UR: 10.37% UF: 18.34% P: 76.92% R: 10.03% F: 17.75%
+2024-04-01 19:26:52 INFO test: loss: nan - UP: 79.07% UR: 11.95% UF: 20.77% P: 74.42% R: 11.25% F: 19.55%
+2024-04-01 19:26:59 INFO 0:00:02.812155s elapsed (saved)
+
+2024-04-01 19:26:59 INFO Epoch 3 / 5000:
+2024-04-01 19:27:01 INFO lr: 4.9970e-05 - loss: 0.1345 - UP: 67.80% UR: 18.36% UF: 28.90% P: 59.51% R: 16.12% F: 25.36%
+2024-04-01 19:27:02 INFO dev:  loss: nan - UP: 69.41% UR: 19.73% UF: 30.73% P: 58.82% R: 16.72% F: 26.04%
+2024-04-01 19:27:02 INFO test: loss: nan - UP: 71.21% UR: 19.48% UF: 30.59% P: 66.07% R: 18.07% F: 28.38%
+2024-04-01 19:27:09 INFO 0:00:02.765169s elapsed (saved)
+
+2024-04-01 19:27:09 INFO Epoch 4 / 5000:
+2024-04-01 19:27:11 INFO lr: 4.9960e-05 - loss: 0.0915 - UP: 66.44% UR: 29.99% UF: 41.32% P: 58.54% R: 26.42% F: 36.41%
+2024-04-01 19:27:12 INFO dev:  loss: nan - UP: 72.41% UR: 28.09% UF: 40.48% P: 60.34% R: 23.41% F: 33.73%
+2024-04-01 19:27:12 INFO test: loss: nan - UP: 71.40% UR: 26.86% UF: 39.04% P: 65.23% R: 24.54% F: 35.67%
+2024-04-01 19:27:19 INFO 0:00:02.871479s elapsed (saved)
+
+2024-04-01 19:27:19 INFO Epoch 5 / 5000:
+2024-04-01 19:27:21 INFO lr: 4.9950e-05 - loss: 0.1613 - UP: 69.17% UR: 34.48% UF: 46.02% P: 62.99% R: 31.40% F: 41.90%
+2024-04-01 19:27:21 INFO dev:  loss: nan - UP: 72.55% UR: 24.75% UF: 36.91% P: 66.67% R: 22.74% F: 33.92%
+2024-04-01 19:27:22 INFO test: loss: nan - UP: 79.35% UR: 27.29% UF: 40.61% P: 73.42% R: 25.25% F: 37.57%
+2024-04-01 19:27:29 INFO 0:00:02.825922s elapsed (saved)
+
+2024-04-01 19:27:29 INFO Epoch 6 / 5000:
+2024-04-01 19:27:31 INFO lr: 4.9940e-05 - loss: 0.0597 - UP: 72.10% UR: 43.59% UF: 54.34% P: 67.15% R: 40.60% F: 50.60%
+2024-04-01 19:27:31 INFO dev:  loss: nan - UP: 67.88% UR: 37.46% UF: 48.28% P: 63.03% R: 34.78% F: 44.83%
+2024-04-01 19:27:32 INFO test: loss: nan - UP: 72.03% UR: 40.01% UF: 51.45% P: 67.59% R: 37.55% F: 48.28%
+2024-04-01 19:27:39 INFO 0:00:02.818064s elapsed (saved)
+
+2024-04-01 19:27:39 INFO Epoch 7 / 5000:
+2024-04-01 19:27:41 INFO lr: 4.9930e-05 - loss: 0.0106 - UP: 74.38% UR: 45.13% UF: 56.18% P: 70.17% R: 42.58% F: 53.00%
+2024-04-01 19:27:41 INFO dev:  loss: nan - UP: 72.84% UR: 39.46% UF: 51.19% P: 62.96% R: 34.11% F: 44.25%
+2024-04-01 19:27:41 INFO test: loss: nan - UP: 72.13% UR: 37.13% UF: 49.03% P: 66.53% R: 34.25% F: 45.22%
+2024-04-01 19:27:41 INFO 0:00:02.848157s elapsed
+
+2024-04-01 19:27:41 INFO Epoch 8 / 5000:
+2024-04-01 19:27:44 INFO lr: 4.9920e-05 - loss: 0.0901 - UP: 77.68% UR: 54.25% UF: 63.88% P: 74.72% R: 52.18% F: 61.45%
+2024-04-01 19:27:44 INFO dev:  loss: nan - UP: 79.29% UR: 37.12% UF: 50.57% P: 67.14% R: 31.44% F: 42.82%
+2024-04-01 19:27:44 INFO test: loss: nan - UP: 76.79% UR: 36.99% UF: 49.93% P: 71.39% R: 34.39% F: 46.42%
+2024-04-01 19:27:44 INFO 0:00:02.853475s elapsed
+
+2024-04-01 19:27:44 INFO Epoch 9 / 5000:
+2024-04-01 19:27:47 INFO lr: 4.9910e-05 - loss: 0.0419 - UP: 82.37% UR: 58.04% UF: 68.10% P: 80.25% R: 56.54% F: 66.34%
+2024-04-01 19:27:47 INFO dev:  loss: nan - UP: 70.71% UR: 46.82% UF: 56.34% P: 63.13% R: 41.81% F: 50.30%
+2024-04-01 19:27:47 INFO test: loss: nan - UP: 65.74% UR: 44.80% UF: 53.28% P: 60.68% R: 41.35% F: 49.18%
+2024-04-01 19:27:54 INFO 0:00:02.842313s elapsed (saved)
+
+2024-04-01 19:27:54 INFO Epoch 10 / 5000:
+2024-04-01 19:27:56 INFO lr: 4.9900e-05 - loss: 0.0698 - UP: 80.17% UR: 60.72% UF: 69.11% P: 78.14% R: 59.18% F: 67.35%
+2024-04-01 19:27:56 INFO dev:  loss: nan - UP: 66.67% UR: 50.84% UF: 57.69% P: 59.65% R: 45.48% F: 51.61%
+2024-04-01 19:27:57 INFO test: loss: nan - UP: 65.20% UR: 47.82% UF: 55.17% P: 60.02% R: 44.02% F: 50.79%
+2024-04-01 19:28:04 INFO 0:00:02.781489s elapsed (saved)
+
+2024-04-01 19:28:04 INFO Epoch 11 / 5000:
+2024-04-01 19:28:06 INFO lr: 4.9890e-05 - loss: 0.0769 - UP: 82.87% UR: 64.99% UF: 72.85% P: 81.47% R: 63.89% F: 71.62%
+2024-04-01 19:28:06 INFO dev:  loss: nan - UP: 70.26% UR: 45.82% UF: 55.47% P: 63.59% R: 41.47% F: 50.20%
+2024-04-01 19:28:07 INFO test: loss: nan - UP: 70.91% UR: 43.88% UF: 54.21% P: 66.36% R: 41.07% F: 50.74%
+2024-04-01 19:28:07 INFO 0:00:02.833091s elapsed
+
+2024-04-01 19:28:07 INFO Epoch 12 / 5000:
+2024-04-01 19:28:09 INFO lr: 4.9880e-05 - loss: 0.0684 - UP: 85.01% UR: 68.91% UF: 76.12% P: 83.92% R: 68.03% F: 75.15%
+2024-04-01 19:28:09 INFO dev:  loss: nan - UP: 73.06% UR: 47.16% UF: 57.32% P: 63.21% R: 40.80% F: 49.59%
+2024-04-01 19:28:10 INFO test: loss: nan - UP: 73.10% UR: 46.62% UF: 56.93% P: 68.03% R: 43.39% F: 52.98%
+2024-04-01 19:28:10 INFO 0:00:02.789930s elapsed
+
+2024-04-01 19:28:10 INFO Epoch 13 / 5000:
+2024-04-01 19:28:12 INFO lr: 4.9870e-05 - loss: 0.0574 - UP: 86.10% UR: 70.89% UF: 77.76% P: 84.33% R: 69.44% F: 76.17%
+2024-04-01 19:28:12 INFO dev:  loss: nan - UP: 67.10% UR: 51.84% UF: 58.49% P: 61.90% R: 47.83% F: 53.96%
+2024-04-01 19:28:12 INFO test: loss: nan - UP: 68.05% UR: 51.83% UF: 58.84% P: 62.33% R: 47.47% F: 53.89%
+2024-04-01 19:28:20 INFO 0:00:02.779248s elapsed (saved)
+
+2024-04-01 19:28:20 INFO Epoch 14 / 5000:
+2024-04-01 19:28:22 INFO lr: 4.9860e-05 - loss: 0.0417 - UP: 88.67% UR: 76.88% UF: 82.36% P: 85.68% R: 74.28% F: 79.58%
+2024-04-01 19:28:22 INFO dev:  loss: nan - UP: 61.15% UR: 53.18% UF: 56.89% P: 55.38% R: 48.16% F: 51.52%
+2024-04-01 19:28:22 INFO test: loss: nan - UP: 65.56% UR: 54.36% UF: 59.44% P: 58.52% R: 48.52% F: 53.06%
+2024-04-01 19:28:22 INFO 0:00:02.775203s elapsed
+
+2024-04-01 19:28:22 INFO Epoch 15 / 5000:
+2024-04-01 19:28:25 INFO lr: 4.9850e-05 - loss: 0.0273 - UP: 88.61% UR: 77.10% UF: 82.46% P: 85.83% R: 74.68% F: 79.87%
+2024-04-01 19:28:25 INFO dev:  loss: nan - UP: 62.45% UR: 47.83% UF: 54.17% P: 57.64% R: 44.15% F: 50.00%
+2024-04-01 19:28:25 INFO test: loss: nan - UP: 67.27% UR: 51.90% UF: 58.59% P: 62.08% R: 47.89% F: 54.07%
+2024-04-01 19:28:25 INFO 0:00:02.797628s elapsed
+
+2024-04-01 19:28:25 INFO Epoch 16 / 5000:
+2024-04-01 19:28:27 INFO lr: 4.9840e-05 - loss: 0.0252 - UP: 90.00% UR: 79.26% UF: 84.29% P: 89.00% R: 78.38% F: 83.35%
+2024-04-01 19:28:28 INFO dev:  loss: nan - UP: 63.41% UR: 52.17% UF: 57.25% P: 59.35% R: 48.83% F: 53.58%
+2024-04-01 19:28:28 INFO test: loss: nan - UP: 66.78% UR: 53.73% UF: 59.55% P: 60.49% R: 48.66% F: 53.94%
+2024-04-01 19:28:28 INFO 0:00:02.762093s elapsed
+
+2024-04-01 19:28:28 INFO Epoch 17 / 5000:
+2024-04-01 19:28:30 INFO lr: 4.9830e-05 - loss: 0.0253 - UP: 88.11% UR: 78.29% UF: 82.91% P: 87.66% R: 77.90% F: 82.49%
+2024-04-01 19:28:30 INFO dev:  loss: nan - UP: 64.23% UR: 52.84% UF: 57.98% P: 57.72% R: 47.49% F: 52.11%
+2024-04-01 19:28:31 INFO test: loss: nan - UP: 65.00% UR: 54.99% UF: 59.58% P: 57.86% R: 48.95% F: 53.03%
+2024-04-01 19:28:31 INFO 0:00:02.770351s elapsed
+
+2024-04-01 19:28:31 INFO Epoch 18 / 5000:
+2024-04-01 19:28:33 INFO lr: 4.9820e-05 - loss: 0.0620 - UP: 92.21% UR: 83.97% UF: 87.90% P: 91.73% R: 83.53% F: 87.44%
+2024-04-01 19:28:33 INFO dev:  loss: nan - UP: 60.73% UR: 55.85% UF: 58.19% P: 56.00% R: 51.51% F: 53.66%
+2024-04-01 19:28:33 INFO test: loss: nan - UP: 64.45% UR: 59.92% UF: 62.10% P: 58.47% R: 54.36% F: 56.34%
+2024-04-01 19:28:33 INFO 0:00:02.793604s elapsed
+
+2024-04-01 19:28:33 INFO Epoch 19 / 5000:
+2024-04-01 19:28:36 INFO lr: 4.9810e-05 - loss: 0.0232 - UP: 92.90% UR: 86.39% UF: 89.53% P: 92.38% R: 85.91% F: 89.03%
+2024-04-01 19:28:36 INFO dev:  loss: nan - UP: 79.76% UR: 44.82% UF: 57.39% P: 74.40% R: 41.81% F: 53.53%
+2024-04-01 19:28:36 INFO test: loss: nan - UP: 72.79% UR: 43.46% UF: 54.43% P: 66.78% R: 39.87% F: 49.93%
+2024-04-01 19:28:36 INFO 0:00:02.818502s elapsed
+
+2024-04-01 19:28:36 INFO Epoch 20 / 5000:
+2024-04-01 19:28:39 INFO lr: 4.9800e-05 - loss: 0.0061 - UP: 89.05% UR: 81.99% UF: 85.37% P: 88.19% R: 81.20% F: 84.55%
+2024-04-01 19:28:39 INFO dev:  loss: nan - UP: 67.48% UR: 46.49% UF: 55.05% P: 58.74% R: 40.47% F: 47.92%
+2024-04-01 19:28:39 INFO test: loss: nan - UP: 68.23% UR: 53.16% UF: 59.76% P: 61.64% R: 48.03% F: 53.99%
+2024-04-01 19:28:39 INFO 0:00:02.794196s elapsed
+
+2024-04-01 19:28:39 INFO Epoch 21 / 5000:
+2024-04-01 19:28:41 INFO lr: 4.9790e-05 - loss: 0.0147 - UP: 93.96% UR: 85.65% UF: 89.61% P: 93.48% R: 85.20% F: 89.15%
+2024-04-01 19:28:42 INFO dev:  loss: nan - UP: 65.40% UR: 51.84% UF: 57.84% P: 62.03% R: 49.16% F: 54.85%
+2024-04-01 19:28:42 INFO test: loss: nan - UP: 65.54% UR: 53.09% UF: 58.66% P: 59.11% R: 47.89% F: 52.91%
+2024-04-01 19:28:51 INFO 0:00:02.799760s elapsed (saved)
+
+2024-04-01 19:28:51 INFO Epoch 22 / 5000:
+2024-04-01 19:28:53 INFO lr: 4.9780e-05 - loss: 0.0214 - UP: 93.55% UR: 88.82% UF: 91.12% P: 93.41% R: 88.68% F: 90.99%
+2024-04-01 19:28:53 INFO dev:  loss: nan - UP: 64.84% UR: 55.52% UF: 59.82% P: 60.94% R: 52.17% F: 56.22%
+2024-04-01 19:28:54 INFO test: loss: nan - UP: 65.42% UR: 55.20% UF: 59.88% P: 58.92% R: 49.72% F: 53.93%
+2024-04-01 19:29:00 INFO 0:00:02.858377s elapsed (saved)
+
+2024-04-01 19:29:00 INFO Epoch 23 / 5000:
+2024-04-01 19:29:02 INFO lr: 4.9770e-05 - loss: 0.0217 - UP: 93.61% UR: 88.42% UF: 90.94% P: 93.43% R: 88.24% F: 90.76%
+2024-04-01 19:29:03 INFO dev:  loss: nan - UP: 60.21% UR: 57.19% UF: 58.66% P: 55.28% R: 52.51% F: 53.86%
+2024-04-01 19:29:03 INFO test: loss: nan - UP: 64.46% UR: 60.20% UF: 62.25% P: 57.15% R: 53.38% F: 55.20%
+2024-04-01 19:29:03 INFO 0:00:02.849484s elapsed
+
+2024-04-01 19:29:03 INFO Epoch 24 / 5000:
+2024-04-01 19:29:05 INFO lr: 4.9760e-05 - loss: 0.0358 - UP: 95.53% UR: 91.28% UF: 93.36% P: 95.07% R: 90.84% F: 92.91%
+2024-04-01 19:29:06 INFO dev:  loss: nan - UP: 65.35% UR: 49.83% UF: 56.55% P: 59.21% R: 45.15% F: 51.23%
+2024-04-01 19:29:06 INFO test: loss: nan - UP: 68.97% UR: 53.45% UF: 60.22% P: 61.43% R: 47.61% F: 53.65%
+2024-04-01 19:29:06 INFO 0:00:02.858893s elapsed
+
+2024-04-01 19:29:06 INFO Epoch 25 / 5000:
+2024-04-01 19:29:08 INFO lr: 4.9750e-05 - loss: 0.0082 - UP: 94.85% UR: 89.21% UF: 91.94% P: 94.19% R: 88.60% F: 91.31%
+2024-04-01 19:29:08 INFO dev:  loss: nan - UP: 61.97% UR: 58.86% UF: 60.38% P: 55.99% R: 53.18% F: 54.55%
+2024-04-01 19:29:09 INFO test: loss: nan - UP: 61.41% UR: 58.65% UF: 60.00% P: 54.86% R: 52.39% F: 53.60%
+2024-04-01 19:29:09 INFO 0:00:02.807292s elapsed
+
+2024-04-01 19:29:09 INFO Epoch 26 / 5000:
+2024-04-01 19:29:11 INFO lr: 4.9740e-05 - loss: 0.0333 - UP: 93.89% UR: 89.34% UF: 91.56% P: 93.20% R: 88.68% F: 90.88%
+2024-04-01 19:29:11 INFO dev:  loss: nan - UP: 64.16% UR: 48.49% UF: 55.24% P: 58.41% R: 44.15% F: 50.29%
+2024-04-01 19:29:11 INFO test: loss: nan - UP: 66.04% UR: 52.11% UF: 58.25% P: 59.45% R: 46.91% F: 52.44%
+2024-04-01 19:29:11 INFO 0:00:02.774706s elapsed
+
+2024-04-01 19:29:11 INFO Epoch 27 / 5000:
+2024-04-01 19:29:14 INFO lr: 4.9730e-05 - loss: 0.0257 - UP: 93.23% UR: 88.60% UF: 90.86% P: 92.72% R: 88.11% F: 90.36%
+2024-04-01 19:29:14 INFO dev:  loss: nan - UP: 65.71% UR: 53.85% UF: 59.19% P: 59.59% R: 48.83% F: 53.68%
+2024-04-01 19:29:14 INFO test: loss: nan - UP: 65.41% UR: 56.12% UF: 60.41% P: 58.20% R: 49.93% F: 53.75%
+2024-04-01 19:29:14 INFO 0:00:02.819535s elapsed
+
+2024-04-01 19:29:14 INFO Epoch 28 / 5000:
+2024-04-01 19:29:17 INFO lr: 4.9720e-05 - loss: 0.0032 - UP: 94.44% UR: 90.58% UF: 92.47% P: 94.21% R: 90.36% F: 92.25%
+2024-04-01 19:29:17 INFO dev:  loss: nan - UP: 66.08% UR: 50.17% UF: 57.03% P: 60.35% R: 45.82% F: 52.09%
+2024-04-01 19:29:17 INFO test: loss: nan - UP: 67.57% UR: 52.74% UF: 59.24% P: 61.08% R: 47.68% F: 53.55%
+2024-04-01 19:29:17 INFO 0:00:02.804914s elapsed
+
+2024-04-01 19:29:17 INFO Epoch 29 / 5000:
+2024-04-01 19:29:19 INFO lr: 4.9710e-05 - loss: 0.0211 - UP: 94.39% UR: 90.36% UF: 92.33% P: 93.93% R: 89.92% F: 91.88%
+2024-04-01 19:29:20 INFO dev:  loss: nan - UP: 62.74% UR: 55.18% UF: 58.72% P: 57.79% R: 50.84% F: 54.09%
+2024-04-01 19:29:20 INFO test: loss: nan - UP: 66.03% UR: 56.19% UF: 60.71% P: 59.50% R: 50.63% F: 54.71%
+2024-04-01 19:29:20 INFO 0:00:02.776743s elapsed
+
+2024-04-01 19:29:20 INFO Epoch 30 / 5000:
+2024-04-01 19:29:22 INFO lr: 4.9700e-05 - loss: 0.0144 - UP: 94.58% UR: 92.25% UF: 93.40% P: 93.72% R: 91.41% F: 92.55%
+2024-04-01 19:29:22 INFO dev:  loss: nan - UP: 64.91% UR: 49.50% UF: 56.17% P: 60.96% R: 46.49% F: 52.75%
+2024-04-01 19:29:23 INFO test: loss: nan - UP: 70.06% UR: 55.13% UF: 61.71% P: 64.16% R: 50.49% F: 56.51%
+2024-04-01 19:29:23 INFO 0:00:02.827415s elapsed
+
+2024-04-01 19:29:23 INFO Epoch 31 / 5000:
+2024-04-01 19:29:25 INFO lr: 4.9690e-05 - loss: 0.0069 - UP: 96.58% UR: 94.45% UF: 95.50% P: 96.40% R: 94.28% F: 95.33%
+2024-04-01 19:29:25 INFO dev:  loss: nan - UP: 65.11% UR: 51.17% UF: 57.30% P: 60.00% R: 47.16% F: 52.81%
+2024-04-01 19:29:26 INFO test: loss: nan - UP: 68.60% UR: 55.77% UF: 61.52% P: 61.33% R: 49.86% F: 55.00%
+2024-04-01 19:29:26 INFO 0:00:02.846047s elapsed
+
+2024-04-01 19:29:26 INFO Epoch 32 / 5000:
+2024-04-01 19:29:28 INFO lr: 4.9680e-05 - loss: 0.0039 - UP: 97.05% UR: 94.28% UF: 95.64% P: 96.87% R: 94.10% F: 95.47%
+2024-04-01 19:29:28 INFO dev:  loss: nan - UP: 68.38% UR: 53.51% UF: 60.04% P: 63.25% R: 49.50% F: 55.53%
+2024-04-01 19:29:28 INFO test: loss: nan - UP: 71.16% UR: 55.70% UF: 62.49% P: 64.42% R: 50.42% F: 56.57%
+2024-04-01 19:29:28 INFO 0:00:02.842072s elapsed
+
+2024-04-01 19:29:28 INFO Epoch 33 / 5000:
+2024-04-01 19:29:31 INFO lr: 4.9670e-05 - loss: 0.0151 - UP: 95.25% UR: 93.66% UF: 94.45% P: 95.12% R: 93.53% F: 94.32%
+2024-04-01 19:29:31 INFO dev:  loss: nan - UP: 67.90% UR: 55.18% UF: 60.89% P: 62.14% R: 50.50% F: 55.72%
+2024-04-01 19:29:31 INFO test: loss: nan - UP: 66.02% UR: 57.24% UF: 61.32% P: 60.02% R: 52.04% F: 55.74%
+2024-04-01 19:29:31 INFO 0:00:02.798620s elapsed
+
+2024-04-01 19:29:31 INFO Epoch 34 / 5000:
+2024-04-01 19:29:33 INFO lr: 4.9660e-05 - loss: 0.0030 - UP: 97.18% UR: 93.92% UF: 95.52% P: 96.95% R: 93.70% F: 95.30%
+2024-04-01 19:29:34 INFO dev:  loss: nan - UP: 65.65% UR: 57.53% UF: 61.32% P: 60.69% R: 53.18% F: 56.68%
+2024-04-01 19:29:34 INFO test: loss: nan - UP: 66.40% UR: 57.38% UF: 61.56% P: 60.94% R: 52.67% F: 56.51%
+2024-04-01 19:29:41 INFO 0:00:02.794872s elapsed (saved)
+
+2024-04-01 19:29:41 INFO Epoch 35 / 5000:
+2024-04-01 19:29:43 INFO lr: 4.9650e-05 - loss: 0.0150 - UP: 93.45% UR: 91.77% UF: 92.60% P: 93.14% R: 91.46% F: 92.29%
+2024-04-01 19:29:43 INFO dev:  loss: nan - UP: 61.23% UR: 56.52% UF: 58.78% P: 55.07% R: 50.84% F: 52.87%
+2024-04-01 19:29:44 INFO test: loss: nan - UP: 63.13% UR: 61.53% UF: 62.32% P: 57.36% R: 55.91% F: 56.62%
+2024-04-01 19:29:44 INFO 0:00:02.879624s elapsed
+
+2024-04-01 19:29:44 INFO Epoch 36 / 5000:
+2024-04-01 19:29:46 INFO lr: 4.9640e-05 - loss: 0.1155 - UP: 92.39% UR: 90.40% UF: 91.39% P: 92.12% R: 90.14% F: 91.12%
+2024-04-01 19:29:46 INFO dev:  loss: nan - UP: 62.13% UR: 48.83% UF: 54.68% P: 57.02% R: 44.82% F: 50.19%
+2024-04-01 19:29:46 INFO test: loss: nan - UP: 66.29% UR: 48.95% UF: 56.31% P: 60.29% R: 44.51% F: 51.21%
+2024-04-01 19:29:46 INFO 0:00:02.784888s elapsed
+
+2024-04-01 19:29:46 INFO Epoch 37 / 5000:
+2024-04-01 19:29:49 INFO lr: 4.9630e-05 - loss: 0.0175 - UP: 87.95% UR: 79.35% UF: 83.43% P: 86.92% R: 78.42% F: 82.45%
+2024-04-01 19:29:49 INFO dev:  loss: nan - UP: 70.05% UR: 46.15% UF: 55.65% P: 61.93% R: 40.80% F: 49.19%
+2024-04-01 19:29:49 INFO test: loss: nan - UP: 72.07% UR: 49.37% UF: 58.60% P: 66.74% R: 45.71% F: 54.26%
+2024-04-01 19:29:49 INFO 0:00:02.832173s elapsed
+
+2024-04-01 19:29:49 INFO Epoch 38 / 5000:
+2024-04-01 19:29:51 INFO lr: 4.9620e-05 - loss: 0.0010 - UP: 93.99% UR: 90.14% UF: 92.02% P: 93.85% R: 90.00% F: 91.89%
+2024-04-01 19:29:52 INFO dev:  loss: nan - UP: 65.53% UR: 51.51% UF: 57.68% P: 60.85% R: 47.83% F: 53.56%
+2024-04-01 19:29:52 INFO test: loss: nan - UP: 65.15% UR: 56.54% UF: 60.54% P: 59.08% R: 51.27% F: 54.89%
+2024-04-01 19:29:52 INFO 0:00:02.796370s elapsed
+
+2024-04-01 19:29:52 INFO Epoch 39 / 5000:
+2024-04-01 19:29:54 INFO lr: 4.9610e-05 - loss: 0.0368 - UP: 95.05% UR: 92.12% UF: 93.56% P: 94.59% R: 91.68% F: 93.11%
+2024-04-01 19:29:54 INFO dev:  loss: nan - UP: 59.25% UR: 52.51% UF: 55.67% P: 55.47% R: 49.16% F: 52.13%
+2024-04-01 19:29:55 INFO test: loss: nan - UP: 62.38% UR: 57.24% UF: 59.70% P: 55.79% R: 51.20% F: 53.39%
+2024-04-01 19:29:55 INFO 0:00:02.835139s elapsed
+
+2024-04-01 19:29:55 INFO Epoch 40 / 5000:
+2024-04-01 19:29:57 INFO lr: 4.9600e-05 - loss: 0.0332 - UP: 95.09% UR: 90.49% UF: 92.73% P: 92.36% R: 87.89% F: 90.07%
+2024-04-01 19:29:57 INFO dev:  loss: nan - UP: 63.59% UR: 46.15% UF: 53.49% P: 60.37% R: 43.81% F: 50.78%
+2024-04-01 19:29:58 INFO test: loss: nan - UP: 66.51% UR: 51.27% UF: 57.90% P: 60.04% R: 46.27% F: 52.26%
+2024-04-01 19:29:58 INFO 0:00:02.864267s elapsed
+
+2024-04-01 19:29:58 INFO Epoch 41 / 5000:
+2024-04-01 19:30:00 INFO lr: 4.9590e-05 - loss: 0.0214 - UP: 94.18% UR: 89.12% UF: 91.58% P: 93.53% R: 88.51% F: 90.95%
+2024-04-01 19:30:00 INFO dev:  loss: nan - UP: 56.52% UR: 47.83% UF: 51.81% P: 52.96% R: 44.82% F: 48.55%
+2024-04-01 19:30:01 INFO test: loss: nan - UP: 59.70% UR: 56.05% UF: 57.82% P: 53.71% R: 50.42% F: 52.01%
+2024-04-01 19:30:01 INFO 0:00:02.851191s elapsed
+
+2024-04-01 19:30:01 INFO Epoch 42 / 5000:
+2024-04-01 19:30:03 INFO lr: 4.9580e-05 - loss: 0.0065 - UP: 96.11% UR: 93.53% UF: 94.80% P: 95.79% R: 93.22% F: 94.49%
+2024-04-01 19:30:03 INFO dev:  loss: nan - UP: 61.11% UR: 55.18% UF: 58.00% P: 58.15% R: 52.51% F: 55.18%
+2024-04-01 19:30:03 INFO test: loss: nan - UP: 65.09% UR: 60.97% UF: 62.96% P: 58.93% R: 55.20% F: 57.01%
+2024-04-01 19:30:03 INFO 0:00:02.853756s elapsed
+
+2024-04-01 19:30:03 INFO Epoch 43 / 5000:
+2024-04-01 19:30:06 INFO lr: 4.9570e-05 - loss: 0.0014 - UP: 97.05% UR: 95.55% UF: 96.29% P: 96.11% R: 94.63% F: 95.36%
+2024-04-01 19:30:06 INFO dev:  loss: nan - UP: 64.78% UR: 53.51% UF: 58.61% P: 59.92% R: 49.50% F: 54.21%
+2024-04-01 19:30:06 INFO test: loss: nan - UP: 65.83% UR: 57.03% UF: 61.12% P: 60.06% R: 52.04% F: 55.76%
+2024-04-01 19:30:06 INFO 0:00:02.840458s elapsed
+
+2024-04-01 19:30:06 INFO Epoch 44 / 5000:
+2024-04-01 19:30:09 INFO lr: 4.9560e-05 - loss: 0.0066 - UP: 94.74% UR: 92.87% UF: 93.80% P: 93.80% R: 91.94% F: 92.86%
+2024-04-01 19:30:09 INFO dev:  loss: nan - UP: 60.71% UR: 56.86% UF: 58.72% P: 56.79% R: 53.18% F: 54.92%
+2024-04-01 19:30:09 INFO test: loss: nan - UP: 63.68% UR: 61.39% UF: 62.51% P: 57.55% R: 55.49% F: 56.50%
+2024-04-01 19:30:09 INFO 0:00:02.861708s elapsed
+
+2024-04-01 19:30:09 INFO Epoch 45 / 5000:
+2024-04-01 19:30:11 INFO lr: 4.9550e-05 - loss: 0.0133 - UP: 94.85% UR: 92.47% UF: 93.65% P: 94.40% R: 92.03% F: 93.20%
+2024-04-01 19:30:12 INFO dev:  loss: nan - UP: 63.32% UR: 48.49% UF: 54.92% P: 59.39% R: 45.48% F: 51.52%
+2024-04-01 19:30:12 INFO test: loss: nan - UP: 64.02% UR: 51.69% UF: 57.20% P: 57.14% R: 46.13% F: 51.05%
+2024-04-01 19:30:12 INFO 0:00:02.868505s elapsed
+
+2024-04-01 19:30:12 INFO Epoch 46 / 5000:
+2024-04-01 19:30:14 INFO lr: 4.9540e-05 - loss: 0.0008 - UP: 96.78% UR: 92.51% UF: 94.60% P: 95.99% R: 91.77% F: 93.83%
+2024-04-01 19:30:14 INFO dev:  loss: nan - UP: 58.04% UR: 61.54% UF: 59.74% P: 54.89% R: 58.19% F: 56.49%
+2024-04-01 19:30:15 INFO test: loss: nan - UP: 59.13% UR: 65.61% UF: 62.20% P: 52.41% R: 58.16% F: 55.13%
+2024-04-01 19:30:15 INFO 0:00:02.846896s elapsed
+
+2024-04-01 19:30:15 INFO Epoch 47 / 5000:
+2024-04-01 19:30:17 INFO lr: 4.9530e-05 - loss: 0.0089 - UP: 97.34% UR: 95.11% UF: 96.21% P: 96.98% R: 94.76% F: 95.86%
+2024-04-01 19:30:17 INFO dev:  loss: nan - UP: 68.64% UR: 50.50% UF: 58.19% P: 65.45% R: 48.16% F: 55.49%
+2024-04-01 19:30:18 INFO test: loss: nan - UP: 70.52% UR: 54.50% UF: 61.48% P: 64.51% R: 49.86% F: 56.25%
+2024-04-01 19:30:18 INFO 0:00:02.840446s elapsed
+
+2024-04-01 19:30:18 INFO Epoch 48 / 5000:
+2024-04-01 19:30:20 INFO lr: 4.9520e-05 - loss: 0.0066 - UP: 96.54% UR: 95.86% UF: 96.20% P: 95.96% R: 95.29% F: 95.63%
+2024-04-01 19:30:20 INFO dev:  loss: nan - UP: 70.59% UR: 56.19% UF: 62.57% P: 64.71% R: 51.51% F: 57.36%
+2024-04-01 19:30:20 INFO test: loss: nan - UP: 69.73% UR: 55.41% UF: 61.76% P: 64.42% R: 51.20% F: 57.05%
+2024-04-01 19:30:27 INFO 0:00:02.853995s elapsed (saved)
+
+2024-04-01 19:30:27 INFO Epoch 49 / 5000:
+2024-04-01 19:30:29 INFO lr: 4.9510e-05 - loss: 0.0013 - UP: 97.69% UR: 96.74% UF: 97.21% P: 97.33% R: 96.39% F: 96.86%
+2024-04-01 19:30:30 INFO dev:  loss: nan - UP: 64.89% UR: 56.86% UF: 60.61% P: 60.69% R: 53.18% F: 56.68%
+2024-04-01 19:30:30 INFO test: loss: nan - UP: 67.04% UR: 58.65% UF: 62.57% P: 60.05% R: 52.53% F: 56.04%
+2024-04-01 19:30:30 INFO 0:00:02.865243s elapsed
+
+2024-04-01 19:30:30 INFO Epoch 50 / 5000:
+2024-04-01 19:30:32 INFO lr: 4.9500e-05 - loss: 0.0038 - UP: 98.62% UR: 97.53% UF: 98.07% P: 98.40% R: 97.31% F: 97.85%
+2024-04-01 19:30:33 INFO dev:  loss: nan - UP: 63.35% UR: 59.53% UF: 61.38% P: 60.50% R: 56.86% F: 58.62%
+2024-04-01 19:30:33 INFO test: loss: nan - UP: 63.84% UR: 60.97% UF: 62.37% P: 57.51% R: 54.92% F: 56.19%
+2024-04-01 19:30:40 INFO 0:00:02.843310s elapsed (saved)
+
+2024-04-01 19:30:40 INFO Epoch 51 / 5000:
+2024-04-01 19:30:42 INFO lr: 4.9490e-05 - loss: 0.0015 - UP: 98.80% UR: 97.53% UF: 98.16% P: 98.75% R: 97.49% F: 98.12%
+2024-04-01 19:30:42 INFO dev:  loss: nan - UP: 64.93% UR: 58.19% UF: 61.38% P: 61.57% R: 55.18% F: 58.20%
+2024-04-01 19:30:43 INFO test: loss: nan - UP: 66.87% UR: 61.04% UF: 63.82% P: 61.02% R: 55.70% F: 58.24%
+2024-04-01 19:30:43 INFO 0:00:02.803379s elapsed
+
+2024-04-01 19:30:43 INFO Epoch 52 / 5000:
+2024-04-01 19:30:45 INFO lr: 4.9480e-05 - loss: 0.0016 - UP: 98.85% UR: 98.15% UF: 98.50% P: 98.71% R: 98.02% F: 98.37%
+2024-04-01 19:30:45 INFO dev:  loss: nan - UP: 66.12% UR: 54.18% UF: 59.56% P: 60.82% R: 49.83% F: 54.78%
+2024-04-01 19:30:45 INFO test: loss: nan - UP: 71.10% UR: 56.75% UF: 63.12% P: 66.08% R: 52.74% F: 58.66%
+2024-04-01 19:30:45 INFO 0:00:02.776390s elapsed
+
+2024-04-01 19:30:45 INFO Epoch 53 / 5000:
+2024-04-01 19:30:48 INFO lr: 4.9470e-05 - loss: 0.0148 - UP: 97.78% UR: 97.18% UF: 97.48% P: 97.61% R: 97.01% F: 97.31%
+2024-04-01 19:30:48 INFO dev:  loss: nan - UP: 64.45% UR: 55.18% UF: 59.46% P: 61.72% R: 52.84% F: 56.94%
+2024-04-01 19:30:48 INFO test: loss: nan - UP: 67.35% UR: 58.02% UF: 62.33% P: 62.29% R: 53.66% F: 57.65%
+2024-04-01 19:30:48 INFO 0:00:02.806141s elapsed
+
+2024-04-01 19:30:48 INFO Epoch 54 / 5000:
+2024-04-01 19:30:50 INFO lr: 4.9460e-05 - loss: 0.0108 - UP: 97.74% UR: 97.18% UF: 97.46% P: 97.56% R: 97.01% F: 97.28%
+2024-04-01 19:30:51 INFO dev:  loss: nan - UP: 69.87% UR: 53.51% UF: 60.61% P: 67.25% R: 51.51% F: 58.33%
+2024-04-01 19:30:51 INFO test: loss: nan - UP: 73.05% UR: 51.48% UF: 60.40% P: 67.96% R: 47.89% F: 56.19%
+2024-04-01 19:30:51 INFO 0:00:02.746120s elapsed
+
+2024-04-01 19:30:51 INFO Epoch 55 / 5000:
+2024-04-01 19:30:53 INFO lr: 4.9450e-05 - loss: 0.0101 - UP: 98.12% UR: 96.39% UF: 97.25% P: 97.94% R: 96.21% F: 97.07%
+2024-04-01 19:30:53 INFO dev:  loss: nan - UP: 60.42% UR: 57.19% UF: 58.76% P: 56.54% R: 53.51% F: 54.98%
+2024-04-01 19:30:54 INFO test: loss: nan - UP: 63.35% UR: 62.73% UF: 63.04% P: 56.89% R: 56.33% F: 56.61%
+2024-04-01 19:30:54 INFO 0:00:02.737226s elapsed
+
+2024-04-01 19:30:54 INFO Epoch 56 / 5000:
+2024-04-01 19:30:56 INFO lr: 4.9440e-05 - loss: 0.0018 - UP: 98.45% UR: 97.93% UF: 98.19% P: 98.27% R: 97.75% F: 98.01%
+2024-04-01 19:30:56 INFO dev:  loss: nan - UP: 64.82% UR: 54.85% UF: 59.42% P: 61.26% R: 51.84% F: 56.16%
+2024-04-01 19:30:56 INFO test: loss: nan - UP: 66.19% UR: 59.07% UF: 62.43% P: 59.26% R: 52.88% F: 55.89%
+2024-04-01 19:30:56 INFO 0:00:02.795333s elapsed
+
+2024-04-01 19:30:56 INFO Epoch 57 / 5000:
+2024-04-01 19:30:59 INFO lr: 4.9430e-05 - loss: 0.0010 - UP: 97.98% UR: 98.02% UF: 98.00% P: 97.76% R: 97.80% F: 97.78%
+2024-04-01 19:30:59 INFO dev:  loss: nan - UP: 66.80% UR: 53.85% UF: 59.63% P: 60.17% R: 48.49% F: 53.70%
+2024-04-01 19:30:59 INFO test: loss: nan - UP: 69.52% UR: 56.61% UF: 62.40% P: 63.39% R: 51.62% F: 56.90%
+2024-04-01 19:30:59 INFO 0:00:02.744597s elapsed
+
+2024-04-01 19:30:59 INFO Epoch 58 / 5000:
+2024-04-01 19:31:01 INFO lr: 4.9420e-05 - loss: 0.0228 - UP: 98.31% UR: 97.36% UF: 97.83% P: 97.91% R: 96.96% F: 97.43%
+2024-04-01 19:31:02 INFO dev:  loss: nan - UP: 71.03% UR: 50.84% UF: 59.26% P: 65.89% R: 47.16% F: 54.97%
+2024-04-01 19:31:02 INFO test: loss: nan - UP: 71.34% UR: 49.72% UF: 58.60% P: 66.40% R: 46.27% F: 54.54%
+2024-04-01 19:31:02 INFO 0:00:02.741574s elapsed
+
+2024-04-01 19:31:02 INFO Epoch 59 / 5000:
+2024-04-01 19:31:04 INFO lr: 4.9410e-05 - loss: 0.0018 - UP: 97.04% UR: 95.20% UF: 96.11% P: 96.95% R: 95.11% F: 96.02%
+2024-04-01 19:31:04 INFO dev:  loss: nan - UP: 60.47% UR: 60.87% UF: 60.67% P: 55.81% R: 56.19% F: 56.00%
+2024-04-01 19:31:05 INFO test: loss: nan - UP: 61.91% UR: 61.04% UF: 61.47% P: 55.85% R: 55.06% F: 55.45%
+2024-04-01 19:31:05 INFO 0:00:02.775727s elapsed
+
+2024-04-01 19:31:05 INFO Epoch 60 / 5000:
+2024-04-01 19:31:07 INFO lr: 4.9400e-05 - loss: 0.0597 - UP: 96.65% UR: 93.92% UF: 95.27% P: 96.47% R: 93.75% F: 95.09%
+2024-04-01 19:31:07 INFO dev:  loss: nan - UP: 65.77% UR: 57.19% UF: 61.18% P: 60.77% R: 52.84% F: 56.53%
+2024-04-01 19:31:07 INFO test: loss: nan - UP: 64.82% UR: 59.35% UF: 61.97% P: 59.91% R: 54.85% F: 57.27%
+2024-04-01 19:31:07 INFO 0:00:02.780280s elapsed
+
+2024-04-01 19:31:07 INFO Epoch 61 / 5000:
+2024-04-01 19:31:10 INFO lr: 4.9390e-05 - loss: 0.0182 - UP: 97.77% UR: 94.67% UF: 96.20% P: 97.41% R: 94.32% F: 95.84%
+2024-04-01 19:31:10 INFO dev:  loss: nan - UP: 61.72% UR: 59.87% UF: 60.78% P: 57.59% R: 55.85% F: 56.71%
+2024-04-01 19:31:10 INFO test: loss: nan - UP: 65.58% UR: 59.21% UF: 62.23% P: 59.42% R: 53.66% F: 56.39%
+2024-04-01 19:31:10 INFO 0:00:02.763606s elapsed
+
+2024-04-01 19:31:10 INFO Epoch 62 / 5000:
+2024-04-01 19:31:12 INFO lr: 4.9380e-05 - loss: 0.0010 - UP: 94.24% UR: 95.82% UF: 95.02% P: 94.11% R: 95.68% F: 94.89%
+2024-04-01 19:31:13 INFO dev:  loss: nan - UP: 64.29% UR: 57.19% UF: 60.53% P: 59.77% R: 53.18% F: 56.28%
+2024-04-01 19:31:13 INFO test: loss: nan - UP: 67.58% UR: 57.03% UF: 61.86% P: 61.17% R: 51.62% F: 55.99%
+2024-04-01 19:31:13 INFO 0:00:02.772503s elapsed
+
+2024-04-01 19:31:13 INFO Epoch 63 / 5000:
+2024-04-01 19:31:15 INFO lr: 4.9370e-05 - loss: 0.0003 - UP: 98.13% UR: 96.87% UF: 97.50% P: 98.08% R: 96.83% F: 97.45%
+2024-04-01 19:31:16 INFO dev:  loss: nan - UP: 66.67% UR: 57.53% UF: 61.76% P: 62.40% R: 53.85% F: 57.81%
+2024-04-01 19:31:16 INFO test: loss: nan - UP: 70.66% UR: 56.05% UF: 62.51% P: 63.92% R: 50.70% F: 56.55%
+2024-04-01 19:31:16 INFO 0:00:02.877018s elapsed
+
+2024-04-01 19:31:16 INFO Epoch 64 / 5000:
+2024-04-01 19:31:18 INFO lr: 4.9360e-05 - loss: 0.0023 - UP: 98.16% UR: 96.30% UF: 97.22% P: 98.07% R: 96.21% F: 97.13%
+2024-04-01 19:31:18 INFO dev:  loss: nan - UP: 61.21% UR: 57.53% UF: 59.31% P: 57.30% R: 53.85% F: 55.52%
+2024-04-01 19:31:19 INFO test: loss: nan - UP: 64.80% UR: 61.74% UF: 63.23% P: 57.79% R: 55.06% F: 56.39%
+2024-04-01 19:31:19 INFO 0:00:02.806030s elapsed
+
+2024-04-01 19:31:19 INFO Epoch 65 / 5000:
+2024-04-01 19:31:21 INFO lr: 4.9350e-05 - loss: 0.0155 - UP: 98.35% UR: 97.36% UF: 97.85% P: 98.18% R: 97.18% F: 97.68%
+2024-04-01 19:31:21 INFO dev:  loss: nan - UP: 61.62% UR: 58.53% UF: 60.03% P: 57.75% R: 54.85% F: 56.26%
+2024-04-01 19:31:22 INFO test: loss: nan - UP: 63.18% UR: 60.69% UF: 61.91% P: 56.22% R: 54.01% F: 55.09%
+2024-04-01 19:31:22 INFO 0:00:02.860613s elapsed
+
+2024-04-01 19:31:22 INFO Epoch 66 / 5000:
+2024-04-01 19:31:24 INFO lr: 4.9340e-05 - loss: 0.0034 - UP: 98.17% UR: 97.01% UF: 97.59% P: 97.86% R: 96.70% F: 97.28%
+2024-04-01 19:31:24 INFO dev:  loss: nan - UP: 59.41% UR: 60.20% UF: 59.80% P: 53.47% R: 54.18% F: 53.82%
+2024-04-01 19:31:24 INFO test: loss: nan - UP: 63.17% UR: 65.12% UF: 64.13% P: 57.64% R: 59.42% F: 58.52%
+2024-04-01 19:31:24 INFO 0:00:02.866589s elapsed
+
+2024-04-01 19:31:24 INFO Epoch 67 / 5000:
+2024-04-01 19:31:27 INFO lr: 4.9330e-05 - loss: 0.0015 - UP: 96.83% UR: 94.19% UF: 95.49% P: 96.65% R: 94.01% F: 95.31%
+2024-04-01 19:31:27 INFO dev:  loss: nan - UP: 60.34% UR: 59.53% UF: 59.93% P: 56.27% R: 55.52% F: 55.89%
+2024-04-01 19:31:27 INFO test: loss: nan - UP: 63.55% UR: 63.99% UF: 63.77% P: 57.61% R: 58.02% F: 57.81%
+2024-04-01 19:31:27 INFO 0:00:02.850815s elapsed
+
+2024-04-01 19:31:27 INFO Epoch 68 / 5000:
+2024-04-01 19:31:30 INFO lr: 4.9320e-05 - loss: 0.0459 - UP: 97.51% UR: 96.48% UF: 96.99% P: 97.29% R: 96.26% F: 96.77%
+2024-04-01 19:31:30 INFO dev:  loss: nan - UP: 64.66% UR: 53.85% UF: 58.76% P: 60.64% R: 50.50% F: 55.11%
+2024-04-01 19:31:30 INFO test: loss: nan - UP: 70.31% UR: 55.63% UF: 62.11% P: 64.18% R: 50.77% F: 56.69%
+2024-04-01 19:31:30 INFO 0:00:02.857950s elapsed
+
+2024-04-01 19:31:30 INFO Epoch 69 / 5000:
+2024-04-01 19:31:32 INFO lr: 4.9310e-05 - loss: 0.0285 - UP: 97.29% UR: 96.52% UF: 96.91% P: 97.16% R: 96.39% F: 96.77%
+2024-04-01 19:31:33 INFO dev:  loss: nan - UP: 65.08% UR: 54.85% UF: 59.53% P: 59.92% R: 50.50% F: 54.81%
+2024-04-01 19:31:33 INFO test: loss: nan - UP: 67.59% UR: 56.47% UF: 61.53% P: 61.95% R: 51.76% F: 56.40%
+2024-04-01 19:31:33 INFO 0:00:02.871922s elapsed
+
+2024-04-01 19:31:33 INFO Epoch 70 / 5000:
+2024-04-01 19:31:35 INFO lr: 4.9300e-05 - loss: 0.0058 - UP: 97.88% UR: 95.64% UF: 96.75% P: 97.66% R: 95.42% F: 96.53%
+2024-04-01 19:31:36 INFO dev:  loss: nan - UP: 61.27% UR: 58.19% UF: 59.69% P: 55.28% R: 52.51% F: 53.86%
+2024-04-01 19:31:36 INFO test: loss: nan - UP: 63.99% UR: 60.62% UF: 62.26% P: 57.91% R: 54.85% F: 56.34%
+2024-04-01 19:31:36 INFO 0:00:02.860434s elapsed
+
+2024-04-01 19:31:36 INFO Epoch 71 / 5000:
+2024-04-01 19:31:38 INFO lr: 4.9290e-05 - loss: 0.0123 - UP: 95.50% UR: 92.51% UF: 93.98% P: 95.41% R: 92.43% F: 93.89%
+2024-04-01 19:31:38 INFO dev:  loss: nan - UP: 64.37% UR: 56.19% UF: 60.00% P: 60.54% R: 52.84% F: 56.43%
+2024-04-01 19:31:39 INFO test: loss: nan - UP: 65.73% UR: 57.31% UF: 61.23% P: 59.84% R: 52.18% F: 55.75%
+2024-04-01 19:31:39 INFO 0:00:02.864388s elapsed
+
+2024-04-01 19:31:39 INFO Epoch 72 / 5000:
+2024-04-01 19:31:41 INFO lr: 4.9280e-05 - loss: 0.0019 - UP: 97.59% UR: 94.50% UF: 96.02% P: 97.41% R: 94.32% F: 95.84%
+2024-04-01 19:31:41 INFO dev:  loss: nan - UP: 56.03% UR: 57.53% UF: 56.77% P: 50.49% R: 51.84% F: 51.16%
+2024-04-01 19:31:42 INFO test: loss: nan - UP: 63.64% UR: 60.20% UF: 61.87% P: 56.65% R: 53.59% F: 55.08%
+2024-04-01 19:31:42 INFO 0:00:02.784188s elapsed
+
+2024-04-01 19:31:42 INFO Epoch 73 / 5000:
+2024-04-01 19:31:44 INFO lr: 4.9270e-05 - loss: 0.0265 - UP: 97.50% UR: 96.08% UF: 96.78% P: 97.32% R: 95.90% F: 96.61%
+2024-04-01 19:31:44 INFO dev:  loss: nan - UP: 61.40% UR: 55.85% UF: 58.49% P: 55.51% R: 50.50% F: 52.89%
+2024-04-01 19:31:44 INFO test: loss: nan - UP: 67.83% UR: 58.72% UF: 62.95% P: 61.25% R: 53.02% F: 56.84%
+2024-04-01 19:31:44 INFO 0:00:02.759401s elapsed
+
+2024-04-01 19:31:44 INFO Epoch 74 / 5000:
+2024-04-01 19:31:47 INFO lr: 4.9260e-05 - loss: 0.0094 - UP: 97.53% UR: 95.64% UF: 96.58% P: 97.49% R: 95.60% F: 96.53%
+2024-04-01 19:31:47 INFO dev:  loss: nan - UP: 63.31% UR: 58.86% UF: 61.01% P: 57.19% R: 53.18% F: 55.11%
+2024-04-01 19:31:47 INFO test: loss: nan - UP: 64.55% UR: 59.28% UF: 61.80% P: 58.42% R: 53.66% F: 55.94%
+2024-04-01 19:31:47 INFO 0:00:02.790849s elapsed
+
+2024-04-01 19:31:47 INFO Epoch 75 / 5000:
+2024-04-01 19:31:49 INFO lr: 4.9250e-05 - loss: 0.0138 - UP: 97.41% UR: 95.95% UF: 96.67% P: 97.18% R: 95.73% F: 96.45%
+2024-04-01 19:31:50 INFO dev:  loss: nan - UP: 61.05% UR: 54.52% UF: 57.60% P: 53.93% R: 48.16% F: 50.88%
+2024-04-01 19:31:50 INFO test: loss: nan - UP: 66.11% UR: 58.16% UF: 61.88% P: 60.59% R: 53.31% F: 56.72%
+2024-04-01 19:31:50 INFO 0:00:02.765582s elapsed
+
+2024-04-01 19:31:50 INFO Epoch 76 / 5000:
+2024-04-01 19:31:52 INFO lr: 4.9240e-05 - loss: 0.0003 - UP: 98.43% UR: 96.74% UF: 97.58% P: 98.34% R: 96.65% F: 97.49%
+2024-04-01 19:31:52 INFO dev:  loss: nan - UP: 65.30% UR: 58.53% UF: 61.73% P: 58.96% R: 52.84% F: 55.73%
+2024-04-01 19:31:53 INFO test: loss: nan - UP: 66.56% UR: 57.38% UF: 61.63% P: 61.17% R: 52.74% F: 56.65%
+2024-04-01 19:31:53 INFO 0:00:02.742331s elapsed
+
+2024-04-01 19:31:53 INFO Epoch 77 / 5000:
+2024-04-01 19:31:55 INFO lr: 4.9230e-05 - loss: 0.0014 - UP: 97.91% UR: 96.92% UF: 97.41% P: 97.86% R: 96.87% F: 97.37%
+2024-04-01 19:31:55 INFO dev:  loss: nan - UP: 66.54% UR: 58.53% UF: 62.28% P: 60.08% R: 52.84% F: 56.23%
+2024-04-01 19:31:55 INFO test: loss: nan - UP: 67.59% UR: 58.51% UF: 62.72% P: 61.74% R: 53.45% F: 57.29%
+2024-04-01 19:31:55 INFO 0:00:02.756842s elapsed
+
+2024-04-01 19:31:55 INFO Epoch 78 / 5000:
+2024-04-01 19:31:58 INFO lr: 4.9220e-05 - loss: 0.0027 - UP: 98.36% UR: 97.67% UF: 98.01% P: 98.31% R: 97.62% F: 97.97%
+2024-04-01 19:31:58 INFO dev:  loss: nan - UP: 61.30% UR: 59.87% UF: 60.58% P: 55.82% R: 54.52% F: 55.16%
+2024-04-01 19:31:58 INFO test: loss: nan - UP: 62.87% UR: 62.87% UF: 62.87% P: 56.68% R: 56.68% F: 56.68%
+2024-04-01 19:31:58 INFO 0:00:02.784986s elapsed
+
+2024-04-01 19:31:58 INFO Epoch 79 / 5000:
+2024-04-01 19:32:00 INFO lr: 4.9210e-05 - loss: 0.0087 - UP: 98.84% UR: 97.71% UF: 98.27% P: 98.84% R: 97.71% F: 98.27%
+2024-04-01 19:32:01 INFO dev:  loss: nan - UP: 60.42% UR: 57.19% UF: 58.76% P: 55.12% R: 52.17% F: 53.61%
+2024-04-01 19:32:01 INFO test: loss: nan - UP: 66.08% UR: 60.41% UF: 63.12% P: 60.15% R: 54.99% F: 57.46%
+2024-04-01 19:32:01 INFO 0:00:02.772712s elapsed
+
+2024-04-01 19:32:01 INFO Epoch 80 / 5000:
+2024-04-01 19:32:03 INFO lr: 4.9200e-05 - loss: 0.0015 - UP: 99.16% UR: 98.46% UF: 98.81% P: 99.11% R: 98.41% F: 98.76%
+2024-04-01 19:32:03 INFO dev:  loss: nan - UP: 59.67% UR: 60.87% UF: 60.26% P: 54.75% R: 55.85% F: 55.30%
+2024-04-01 19:32:04 INFO test: loss: nan - UP: 63.69% UR: 64.63% UF: 64.15% P: 56.76% R: 57.59% F: 57.17%
+2024-04-01 19:32:04 INFO 0:00:02.742103s elapsed
+
+2024-04-01 19:32:11 INFO Epoch 50 saved
+2024-04-01 19:32:11 INFO dev:  UP: 63.35% UR: 59.53% UF: 61.38% P: 60.50% R: 56.86% F: 58.62%
+2024-04-01 19:32:11 INFO test: UP: 63.84% UR: 60.97% UF: 62.37% P: 57.51% R: 54.92% F: 56.19%
+2024-04-01 19:32:11 INFO 0:03:45.666713s elapsed, 0:00:02.820834s/epoch