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@@ -3559,3 +3559,7 @@ models/multibooked_eu/sdp_bySentiment_exp_asc/60/model_vi_multibooked_eu_berteus
 models/multibooked_eu/sdp_bySentiment_exp_asc/60/model_vi_multibooked_eu_xlm_10 filter=lfs diff=lfs merge=lfs -text
 models/multibooked_eu/sdp_bySentiment_exp_asc/60/model_vi_multibooked_eu_xlm_6 filter=lfs diff=lfs merge=lfs -text
 models/multibooked_eu/sdp_bySentiment_exp_asc/60/model_vi_multibooked_eu_xlm_9 filter=lfs diff=lfs merge=lfs -text
+models/multibooked_eu/sdp_bySentiment_exp_asc/80/model_vi_multibooked_eu_berteus_6 filter=lfs diff=lfs merge=lfs -text
+models/multibooked_eu/sdp_bySentiment_exp_asc/80/model_vi_multibooked_eu_xlm_10 filter=lfs diff=lfs merge=lfs -text
+models/multibooked_eu/sdp_bySentiment_exp_asc/80/model_vi_multibooked_eu_xlm_6 filter=lfs diff=lfs merge=lfs -text
+models/multibooked_eu/sdp_bySentiment_exp_asc/80/model_vi_multibooked_eu_xlm_9 filter=lfs diff=lfs merge=lfs -text

models/multibooked_eu/sdp_bySentiment_exp_asc/80/model_vi_multibooked_eu_berteus_6

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a56dd81f9e2e7e4a636882745519343fed3527c21c06188aa9f5bebefe168244
+size 558566765

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

@@ -0,0 +1,666 @@
+2024-04-01 12:20:42 INFO 
+---------------------+-------------------------------
+Param                |             Value             
+---------------------+-------------------------------
+lr                   |             5e-05             
+mu                   |              0.9              
+nu                   |             0.999             
+eps                  |             1e-06             
+weight_decay         |              0.0              
+lr_rate              |               1               
+patience             |               30              
+update-steps         |               1               
+warmup               |              0.0              
+update_steps         |               1               
+mode                 |             train             
+path                 | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_bySentiment_exp_asc/80/model_vi_multibooked_eu_berteus_6
+device               |               0               
+seed                 |               1               
+threads              |               16              
+local_rank           |               -1              
+feat                 |              None             
+build                |              True             
+checkpoint           |             False             
+encoder              |              bert             
+max_len              |              None             
+buckets              |               32              
+train                | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_bySentiment_exp_asc/80/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_bySentiment_exp_asc/80/dev.conllu
+test                 | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp/test.conllu
+embed                |     data/glove.6B.100d.txt    
+unk                  |              unk              
+n_embed              |              100              
+n_embed_proj         |              125              
+bert                 |   ixa-ehu/berteus-base-cased  
+inference            |              mfvi             
+---------------------+-------------------------------
+
+2024-04-01 12:20:42 INFO Building the fields
+2024-04-01 12:20:43 INFO CoNLL(
+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
+ (labels): ChartField()
+)
+2024-04-01 12:20:43 INFO Building the model
+2024-04-01 12:20:44 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)
+  (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 12:20:44 INFO Loading the data
+2024-04-01 12:20:45 INFO 
+train: Dataset(n_sentences=849, n_batches=32, n_buckets=32)
+dev:   Dataset(n_sentences=119, n_batches=28, n_buckets=28)
+test:  Dataset(n_sentences=305, n_batches=32, n_buckets=32)
+
+2024-04-01 12:20:45 INFO Epoch 1 / 5000:
+2024-04-01 12:20:48 INFO lr: 4.9990e-05 - loss: 0.0768 - UP: 16.13% UR: 17.21% UF: 16.65% P:  8.22% R:  8.77% F:  8.48%
+2024-04-01 12:20:48 INFO dev:  loss: 0.1562 - UP: 69.93% UR: 27.93% UF: 39.92% P: 61.89% R: 24.72% F: 35.33%
+2024-04-01 12:20:48 INFO test: loss: nan - UP: 69.24% UR: 29.61% UF: 41.48% P: 64.80% R: 27.71% F: 38.82%
+2024-04-01 12:20:50 INFO 0:00:03.124988s elapsed (saved)
+
+2024-04-01 12:20:50 INFO Epoch 2 / 5000:
+2024-04-01 12:20:52 INFO lr: 4.9980e-05 - loss: 0.0753 - UP: 70.03% UR: 35.18% UF: 46.84% P: 66.09% R: 33.20% F: 44.20%
+2024-04-01 12:20:52 INFO dev:  loss: 0.1255 - UP: 87.07% UR: 28.21% UF: 42.62% P: 79.74% R: 25.84% F: 39.03%
+2024-04-01 12:20:52 INFO test: loss: nan - UP: 81.93% UR: 29.32% UF: 43.19% P: 78.19% R: 27.99% F: 41.22%
+2024-04-01 12:20:55 INFO 0:00:02.567888s elapsed (saved)
+
+2024-04-01 12:20:55 INFO Epoch 3 / 5000:
+2024-04-01 12:20:57 INFO lr: 4.9970e-05 - loss: 0.0545 - UP: 78.00% UR: 45.58% UF: 57.54% P: 73.57% R: 42.99% F: 54.27%
+2024-04-01 12:20:57 INFO dev:  loss: 0.1162 - UP: 79.65% UR: 38.27% UF: 51.70% P: 74.71% R: 35.89% F: 48.49%
+2024-04-01 12:20:57 INFO test: loss: nan - UP: 72.24% UR: 41.35% UF: 52.59% P: 69.04% R: 39.52% F: 50.27%
+2024-04-01 12:21:00 INFO 0:00:02.400667s elapsed (saved)
+
+2024-04-01 12:21:00 INFO Epoch 4 / 5000:
+2024-04-01 12:21:02 INFO lr: 4.9960e-05 - loss: 0.1029 - UP: 80.33% UR: 55.53% UF: 65.66% P: 77.81% R: 53.79% F: 63.60%
+2024-04-01 12:21:03 INFO dev:  loss: 0.1380 - UP: 78.14% UR: 36.45% UF: 49.71% P: 73.95% R: 34.50% F: 47.05%
+2024-04-01 12:21:03 INFO test: loss: nan - UP: 74.71% UR: 41.35% UF: 53.24% P: 70.90% R: 39.24% F: 50.52%
+2024-04-01 12:21:03 INFO 0:00:02.562481s elapsed
+
+2024-04-01 12:21:03 INFO Epoch 5 / 5000:
+2024-04-01 12:21:05 INFO lr: 4.9950e-05 - loss: 0.0828 - UP: 81.29% UR: 58.03% UF: 67.72% P: 79.61% R: 56.83% F: 66.32%
+2024-04-01 12:21:05 INFO dev:  loss: 0.1216 - UP: 77.44% UR: 43.16% UF: 55.43% P: 74.44% R: 41.48% F: 53.27%
+2024-04-01 12:21:05 INFO test: loss: nan - UP: 70.72% UR: 47.05% UF: 56.50% P: 68.29% R: 45.43% F: 54.56%
+2024-04-01 12:21:08 INFO 0:00:02.401280s elapsed (saved)
+
+2024-04-01 12:21:08 INFO Epoch 6 / 5000:
+2024-04-01 12:21:10 INFO lr: 4.9940e-05 - loss: 0.0241 - UP: 85.56% UR: 65.60% UF: 74.26% P: 84.62% R: 64.88% F: 73.45%
+2024-04-01 12:21:10 INFO dev:  loss: 0.1287 - UP: 70.86% UR: 52.65% UF: 60.42% P: 66.92% R: 49.72% F: 57.05%
+2024-04-01 12:21:11 INFO test: loss: nan - UP: 63.35% UR: 58.23% UF: 60.68% P: 61.06% R: 56.12% F: 58.48%
+2024-04-01 12:21:13 INFO 0:00:02.532718s elapsed (saved)
+
+2024-04-01 12:21:13 INFO Epoch 7 / 5000:
+2024-04-01 12:21:15 INFO lr: 4.9930e-05 - loss: 0.0793 - UP: 85.82% UR: 70.58% UF: 77.46% P: 85.03% R: 69.93% F: 76.74%
+2024-04-01 12:21:16 INFO dev:  loss: 0.1278 - UP: 75.22% UR: 48.32% UF: 58.84% P: 69.57% R: 44.69% F: 54.42%
+2024-04-01 12:21:16 INFO test: loss: nan - UP: 69.51% UR: 52.11% UF: 59.57% P: 66.51% R: 49.86% F: 56.99%
+2024-04-01 12:21:16 INFO 0:00:02.517245s elapsed
+
+2024-04-01 12:21:16 INFO Epoch 8 / 5000:
+2024-04-01 12:21:18 INFO lr: 4.9920e-05 - loss: 0.0445 - UP: 88.28% UR: 76.39% UF: 81.91% P: 87.20% R: 75.46% F: 80.91%
+2024-04-01 12:21:18 INFO dev:  loss: 0.1436 - UP: 74.27% UR: 50.00% UF: 59.77% P: 71.16% R: 47.91% F: 57.26%
+2024-04-01 12:21:18 INFO test: loss: nan - UP: 69.58% UR: 54.36% UF: 61.03% P: 66.79% R: 52.18% F: 58.59%
+2024-04-01 12:21:21 INFO 0:00:02.447190s elapsed (saved)
+
+2024-04-01 12:21:21 INFO Epoch 9 / 5000:
+2024-04-01 12:21:23 INFO lr: 4.9910e-05 - loss: 0.0311 - UP: 92.61% UR: 79.57% UF: 85.59% P: 91.62% R: 78.72% F: 84.68%
+2024-04-01 12:21:23 INFO dev:  loss: 0.1585 - UP: 75.79% UR: 53.35% UF: 62.62% P: 72.02% R: 50.70% F: 59.51%
+2024-04-01 12:21:24 INFO test: loss: nan - UP: 67.83% UR: 57.52% UF: 62.25% P: 65.26% R: 55.34% F: 59.89%
+2024-04-01 12:21:27 INFO 0:00:02.461892s elapsed (saved)
+
+2024-04-01 12:21:27 INFO Epoch 10 / 5000:
+2024-04-01 12:21:28 INFO lr: 4.9900e-05 - loss: 0.0261 - UP: 92.28% UR: 84.23% UF: 88.07% P: 91.70% R: 83.70% F: 87.52%
+2024-04-01 12:21:29 INFO dev:  loss: 0.1453 - UP: 74.90% UR: 53.35% UF: 62.32% P: 71.76% R: 51.12% F: 59.71%
+2024-04-01 12:21:29 INFO test: loss: nan - UP: 69.01% UR: 58.72% UF: 63.45% P: 66.28% R: 56.40% F: 60.94%
+2024-04-01 12:21:32 INFO 0:00:02.453567s elapsed (saved)
+
+2024-04-01 12:21:32 INFO Epoch 11 / 5000:
+2024-04-01 12:21:34 INFO lr: 4.9890e-05 - loss: 0.0328 - UP: 91.80% UR: 84.25% UF: 87.86% P: 91.47% R: 83.94% F: 87.54%
+2024-04-01 12:21:34 INFO dev:  loss: 0.1699 - UP: 77.32% UR: 52.37% UF: 62.45% P: 73.40% R: 49.72% F: 59.28%
+2024-04-01 12:21:34 INFO test: loss: nan - UP: 66.45% UR: 57.67% UF: 61.75% P: 63.13% R: 54.78% F: 58.66%
+2024-04-01 12:21:34 INFO 0:00:02.464325s elapsed
+
+2024-04-01 12:21:34 INFO Epoch 12 / 5000:
+2024-04-01 12:21:36 INFO lr: 4.9880e-05 - loss: 0.0249 - UP: 92.96% UR: 85.90% UF: 89.29% P: 92.61% R: 85.57% F: 88.95%
+2024-04-01 12:21:36 INFO dev:  loss: 0.1679 - UP: 76.81% UR: 56.42% UF: 65.06% P: 72.43% R: 53.21% F: 61.35%
+2024-04-01 12:21:37 INFO test: loss: nan - UP: 65.40% UR: 61.81% UF: 63.56% P: 62.87% R: 59.42% F: 61.10%
+2024-04-01 12:21:40 INFO 0:00:02.422568s elapsed (saved)
+
+2024-04-01 12:21:40 INFO Epoch 13 / 5000:
+2024-04-01 12:21:41 INFO lr: 4.9870e-05 - loss: 0.0153 - UP: 94.78% UR: 89.27% UF: 91.94% P: 94.27% R: 88.79% F: 91.45%
+2024-04-01 12:21:42 INFO dev:  loss: 0.1716 - UP: 74.85% UR: 54.05% UF: 62.77% P: 70.41% R: 50.84% F: 59.04%
+2024-04-01 12:21:42 INFO test: loss: nan - UP: 68.63% UR: 60.76% UF: 64.45% P: 65.61% R: 58.09% F: 61.62%
+2024-04-01 12:21:42 INFO 0:00:02.432047s elapsed
+
+2024-04-01 12:21:42 INFO Epoch 14 / 5000:
+2024-04-01 12:21:44 INFO lr: 4.9860e-05 - loss: 0.0016 - UP: 95.21% UR: 89.43% UF: 92.22% P: 93.65% R: 87.97% F: 90.72%
+2024-04-01 12:21:44 INFO dev:  loss: 0.1711 - UP: 72.88% UR: 60.06% UF: 65.85% P: 69.15% R: 56.98% F: 62.48%
+2024-04-01 12:21:44 INFO test: loss: nan - UP: 61.70% UR: 64.35% UF: 62.99% P: 58.66% R: 61.18% F: 59.90%
+2024-04-01 12:21:47 INFO 0:00:02.450970s elapsed (saved)
+
+2024-04-01 12:21:47 INFO Epoch 15 / 5000:
+2024-04-01 12:21:49 INFO lr: 4.9850e-05 - loss: 0.0175 - UP: 94.36% UR: 90.67% UF: 92.48% P: 93.48% R: 89.82% F: 91.61%
+2024-04-01 12:21:50 INFO dev:  loss: 0.1777 - UP: 77.63% UR: 55.73% UF: 64.88% P: 74.90% R: 53.77% F: 62.60%
+2024-04-01 12:21:50 INFO test: loss: nan - UP: 68.62% UR: 60.13% UF: 64.09% P: 65.89% R: 57.74% F: 61.54%
+2024-04-01 12:21:53 INFO 0:00:02.545568s elapsed (saved)
+
+2024-04-01 12:21:53 INFO Epoch 16 / 5000:
+2024-04-01 12:21:55 INFO lr: 4.9840e-05 - loss: 0.0025 - UP: 95.58% UR: 91.36% UF: 93.43% P: 95.33% R: 91.12% F: 93.18%
+2024-04-01 12:21:55 INFO dev:  loss: 0.1974 - UP: 78.97% UR: 51.40% UF: 62.27% P: 75.54% R: 49.16% F: 59.56%
+2024-04-01 12:21:55 INFO test: loss: nan - UP: 69.80% UR: 56.40% UF: 62.39% P: 66.41% R: 53.66% F: 59.35%
+2024-04-01 12:21:55 INFO 0:00:02.551636s elapsed
+
+2024-04-01 12:21:55 INFO Epoch 17 / 5000:
+2024-04-01 12:21:57 INFO lr: 4.9830e-05 - loss: 0.0137 - UP: 96.09% UR: 92.47% UF: 94.25% P: 95.73% R: 92.12% F: 93.89%
+2024-04-01 12:21:57 INFO dev:  loss: 0.1858 - UP: 79.32% UR: 51.96% UF: 62.78% P: 75.69% R: 49.58% F: 59.92%
+2024-04-01 12:21:58 INFO test: loss: nan - UP: 71.25% UR: 56.47% UF: 63.01% P: 67.97% R: 53.87% F: 60.10%
+2024-04-01 12:21:58 INFO 0:00:02.453531s elapsed
+
+2024-04-01 12:21:58 INFO Epoch 18 / 5000:
+2024-04-01 12:21:59 INFO lr: 4.9820e-05 - loss: 0.0096 - UP: 96.68% UR: 93.76% UF: 95.19% P: 96.43% R: 93.52% F: 94.95%
+2024-04-01 12:22:00 INFO dev:  loss: 0.2114 - UP: 77.89% UR: 55.59% UF: 64.87% P: 73.58% R: 52.51% F: 61.29%
+2024-04-01 12:22:00 INFO test: loss: nan - UP: 69.14% UR: 59.56% UF: 64.00% P: 65.55% R: 56.47% F: 60.67%
+2024-04-01 12:22:00 INFO 0:00:02.449627s elapsed
+
+2024-04-01 12:22:00 INFO Epoch 19 / 5000:
+2024-04-01 12:22:02 INFO lr: 4.9810e-05 - loss: 0.0097 - UP: 97.11% UR: 95.19% UF: 96.14% P: 96.85% R: 94.93% F: 95.88%
+2024-04-01 12:22:02 INFO dev:  loss: 0.2076 - UP: 74.96% UR: 59.36% UF: 66.25% P: 71.78% R: 56.84% F: 63.45%
+2024-04-01 12:22:02 INFO test: loss: nan - UP: 66.00% UR: 64.70% UF: 65.34% P: 63.27% R: 62.03% F: 62.64%
+2024-04-01 12:22:05 INFO 0:00:02.413521s elapsed (saved)
+
+2024-04-01 12:22:05 INFO Epoch 20 / 5000:
+2024-04-01 12:22:07 INFO lr: 4.9800e-05 - loss: 0.0004 - UP: 97.40% UR: 95.50% UF: 96.44% P: 97.11% R: 95.21% F: 96.15%
+2024-04-01 12:22:08 INFO dev:  loss: 0.2227 - UP: 77.13% UR: 56.98% UF: 65.54% P: 72.40% R: 53.49% F: 61.53%
+2024-04-01 12:22:08 INFO test: loss: nan - UP: 70.47% UR: 60.41% UF: 65.05% P: 67.19% R: 57.59% F: 62.02%
+2024-04-01 12:22:08 INFO 0:00:02.676645s elapsed
+
+2024-04-01 12:22:08 INFO Epoch 21 / 5000:
+2024-04-01 12:22:10 INFO lr: 4.9790e-05 - loss: 0.0080 - UP: 98.10% UR: 95.69% UF: 96.88% P: 97.90% R: 95.50% F: 96.68%
+2024-04-01 12:22:10 INFO dev:  loss: 0.2143 - UP: 76.21% UR: 57.26% UF: 65.39% P: 72.30% R: 54.33% F: 62.04%
+2024-04-01 12:22:10 INFO test: loss: nan - UP: 69.41% UR: 61.74% UF: 65.35% P: 66.64% R: 59.28% F: 62.75%
+2024-04-01 12:22:10 INFO 0:00:02.448133s elapsed
+
+2024-04-01 12:22:10 INFO Epoch 22 / 5000:
+2024-04-01 12:22:12 INFO lr: 4.9780e-05 - loss: 0.0035 - UP: 97.72% UR: 96.00% UF: 96.85% P: 97.65% R: 95.93% F: 96.78%
+2024-04-01 12:22:13 INFO dev:  loss: 0.2017 - UP: 74.11% UR: 61.17% UF: 67.02% P: 70.90% R: 58.52% F: 64.12%
+2024-04-01 12:22:13 INFO test: loss: nan - UP: 66.83% UR: 65.19% UF: 66.00% P: 63.88% R: 62.31% F: 63.08%
+2024-04-01 12:22:16 INFO 0:00:02.430450s elapsed (saved)
+
+2024-04-01 12:22:16 INFO Epoch 23 / 5000:
+2024-04-01 12:22:18 INFO lr: 4.9770e-05 - loss: 0.0057 - UP: 98.17% UR: 96.74% UF: 97.45% P: 98.03% R: 96.61% F: 97.32%
+2024-04-01 12:22:18 INFO dev:  loss: 0.2315 - UP: 78.10% UR: 57.26% UF: 66.08% P: 73.90% R: 54.19% F: 62.53%
+2024-04-01 12:22:18 INFO test: loss: nan - UP: 69.45% UR: 60.90% UF: 64.89% P: 66.24% R: 58.09% F: 61.90%
+2024-04-01 12:22:18 INFO 0:00:02.457538s elapsed
+
+2024-04-01 12:22:18 INFO Epoch 24 / 5000:
+2024-04-01 12:22:20 INFO lr: 4.9760e-05 - loss: 0.0069 - UP: 97.47% UR: 96.45% UF: 96.96% P: 97.45% R: 96.43% F: 96.94%
+2024-04-01 12:22:20 INFO dev:  loss: 0.2320 - UP: 72.76% UR: 62.29% UF: 67.12% P: 68.84% R: 58.94% F: 63.51%
+2024-04-01 12:22:21 INFO test: loss: nan - UP: 63.71% UR: 65.68% UF: 64.68% P: 61.19% R: 63.08% F: 62.12%
+2024-04-01 12:22:21 INFO 0:00:02.432762s elapsed
+
+2024-04-01 12:22:21 INFO Epoch 25 / 5000:
+2024-04-01 12:22:22 INFO lr: 4.9750e-05 - loss: 0.0038 - UP: 97.84% UR: 95.39% UF: 96.60% P: 97.63% R: 95.19% F: 96.40%
+2024-04-01 12:22:23 INFO dev:  loss: 0.2317 - UP: 69.76% UR: 64.11% UF: 66.81% P: 66.26% R: 60.89% F: 63.46%
+2024-04-01 12:22:23 INFO test: loss: nan - UP: 61.73% UR: 69.20% UF: 65.25% P: 58.78% R: 65.89% F: 62.14%
+2024-04-01 12:22:23 INFO 0:00:02.378898s elapsed
+
+2024-04-01 12:22:23 INFO Epoch 26 / 5000:
+2024-04-01 12:22:25 INFO lr: 4.9740e-05 - loss: 0.0021 - UP: 97.53% UR: 95.56% UF: 96.54% P: 97.29% R: 95.32% F: 96.30%
+2024-04-01 12:22:25 INFO dev:  loss: 0.2373 - UP: 75.78% UR: 57.68% UF: 65.50% P: 71.74% R: 54.61% F: 62.01%
+2024-04-01 12:22:25 INFO test: loss: nan - UP: 65.89% UR: 63.99% UF: 64.93% P: 63.50% R: 61.67% F: 62.58%
+2024-04-01 12:22:25 INFO 0:00:02.377733s elapsed
+
+2024-04-01 12:22:25 INFO Epoch 27 / 5000:
+2024-04-01 12:22:27 INFO lr: 4.9730e-05 - loss: 0.0077 - UP: 97.63% UR: 96.74% UF: 97.18% P: 97.26% R: 96.37% F: 96.81%
+2024-04-01 12:22:27 INFO dev:  loss: 0.2678 - UP: 76.37% UR: 60.47% UF: 67.50% P: 71.78% R: 56.84% F: 63.45%
+2024-04-01 12:22:28 INFO test: loss: nan - UP: 65.39% UR: 63.50% UF: 64.43% P: 62.20% R: 60.41% F: 61.29%
+2024-04-01 12:22:28 INFO 0:00:02.392104s elapsed
+
+2024-04-01 12:22:28 INFO Epoch 28 / 5000:
+2024-04-01 12:22:30 INFO lr: 4.9720e-05 - loss: 0.0081 - UP: 97.58% UR: 97.37% UF: 97.47% P: 97.41% R: 97.19% F: 97.30%
+2024-04-01 12:22:30 INFO dev:  loss: 0.2748 - UP: 78.84% UR: 58.80% UF: 67.36% P: 74.53% R: 55.59% F: 63.68%
+2024-04-01 12:22:30 INFO test: loss: nan - UP: 71.52% UR: 60.06% UF: 65.29% P: 67.76% R: 56.89% F: 61.85%
+2024-04-01 12:22:30 INFO 0:00:02.393708s elapsed
+
+2024-04-01 12:22:30 INFO Epoch 29 / 5000:
+2024-04-01 12:22:32 INFO lr: 4.9710e-05 - loss: 0.0040 - UP: 98.34% UR: 96.61% UF: 97.46% P: 97.92% R: 96.19% F: 97.05%
+2024-04-01 12:22:32 INFO dev:  loss: 0.2879 - UP: 74.18% UR: 60.20% UF: 66.46% P: 69.71% R: 56.56% F: 62.45%
+2024-04-01 12:22:33 INFO test: loss: nan - UP: 64.81% UR: 64.63% UF: 64.72% P: 61.42% R: 61.25% F: 61.34%
+2024-04-01 12:22:33 INFO 0:00:02.400015s elapsed
+
+2024-04-01 12:22:33 INFO Epoch 30 / 5000:
+2024-04-01 12:22:34 INFO lr: 4.9700e-05 - loss: 0.0002 - UP: 97.43% UR: 95.67% UF: 96.54% P: 97.14% R: 95.39% F: 96.26%
+2024-04-01 12:22:35 INFO dev:  loss: 0.2938 - UP: 73.80% UR: 60.20% UF: 66.31% P: 70.03% R: 57.12% F: 62.92%
+2024-04-01 12:22:35 INFO test: loss: nan - UP: 66.33% UR: 63.71% UF: 64.99% P: 62.74% R: 60.27% F: 61.48%
+2024-04-01 12:22:35 INFO 0:00:02.486082s elapsed
+
+2024-04-01 12:22:35 INFO Epoch 31 / 5000:
+2024-04-01 12:22:37 INFO lr: 4.9690e-05 - loss: 0.0023 - UP: 98.30% UR: 97.11% UF: 97.70% P: 98.15% R: 96.95% F: 97.55%
+2024-04-01 12:22:37 INFO dev:  loss: 0.2574 - UP: 75.63% UR: 58.94% UF: 66.25% P: 72.04% R: 56.15% F: 63.11%
+2024-04-01 12:22:37 INFO test: loss: nan - UP: 66.94% UR: 63.36% UF: 65.10% P: 63.97% R: 60.55% F: 62.21%
+2024-04-01 12:22:37 INFO 0:00:02.393330s elapsed
+
+2024-04-01 12:22:37 INFO Epoch 32 / 5000:
+2024-04-01 12:22:39 INFO lr: 4.9680e-05 - loss: 0.0045 - UP: 97.90% UR: 97.32% UF: 97.61% P: 97.46% R: 96.89% F: 97.17%
+2024-04-01 12:22:40 INFO dev:  loss: 0.2421 - UP: 77.21% UR: 57.26% UF: 65.76% P: 73.45% R: 54.47% F: 62.55%
+2024-04-01 12:22:40 INFO test: loss: nan - UP: 68.50% UR: 61.32% UF: 64.71% P: 65.91% R: 59.00% F: 62.26%
+2024-04-01 12:22:40 INFO 0:00:02.409856s elapsed
+
+2024-04-01 12:22:40 INFO Epoch 33 / 5000:
+2024-04-01 12:22:42 INFO lr: 4.9670e-05 - loss: 0.0010 - UP: 98.51% UR: 97.98% UF: 98.24% P: 98.21% R: 97.67% F: 97.94%
+2024-04-01 12:22:42 INFO dev:  loss: 0.2497 - UP: 75.27% UR: 59.50% UF: 66.46% P: 71.38% R: 56.42% F: 63.03%
+2024-04-01 12:22:42 INFO test: loss: nan - UP: 65.14% UR: 63.85% UF: 64.49% P: 61.62% R: 60.41% F: 61.01%
+2024-04-01 12:22:42 INFO 0:00:02.408164s elapsed
+
+2024-04-01 12:22:42 INFO Epoch 34 / 5000:
+2024-04-01 12:22:44 INFO lr: 4.9660e-05 - loss: 0.0000 - UP: 98.37% UR: 97.41% UF: 97.89% P: 98.11% R: 97.15% F: 97.63%
+2024-04-01 12:22:44 INFO dev:  loss: 0.2723 - UP: 76.62% UR: 57.68% UF: 65.82% P: 72.91% R: 54.89% F: 62.63%
+2024-04-01 12:22:45 INFO test: loss: nan - UP: 67.30% UR: 61.81% UF: 64.44% P: 63.94% R: 58.72% F: 61.22%
+2024-04-01 12:22:45 INFO 0:00:02.395323s elapsed
+
+2024-04-01 12:22:45 INFO Epoch 35 / 5000:
+2024-04-01 12:22:46 INFO lr: 4.9650e-05 - loss: 0.0001 - UP: 98.66% UR: 97.93% UF: 98.30% P: 98.36% R: 97.63% F: 97.99%
+2024-04-01 12:22:47 INFO dev:  loss: 0.2799 - UP: 76.40% UR: 56.98% UF: 65.28% P: 72.28% R: 53.91% F: 61.76%
+2024-04-01 12:22:47 INFO test: loss: nan - UP: 68.31% UR: 62.31% UF: 65.17% P: 64.61% R: 58.93% F: 61.64%
+2024-04-01 12:22:47 INFO 0:00:02.392355s elapsed
+
+2024-04-01 12:22:47 INFO Epoch 36 / 5000:
+2024-04-01 12:22:49 INFO lr: 4.9640e-05 - loss: 0.0010 - UP: 98.66% UR: 97.76% UF: 98.21% P: 98.33% R: 97.43% F: 97.88%
+2024-04-01 12:22:49 INFO dev:  loss: 0.2736 - UP: 74.83% UR: 61.03% UF: 67.23% P: 70.38% R: 57.40% F: 63.23%
+2024-04-01 12:22:49 INFO test: loss: nan - UP: 64.84% UR: 65.61% UF: 65.22% P: 62.06% R: 62.80% F: 62.43%
+2024-04-01 12:22:49 INFO 0:00:02.389798s elapsed
+
+2024-04-01 12:22:49 INFO Epoch 37 / 5000:
+2024-04-01 12:22:51 INFO lr: 4.9630e-05 - loss: 0.0087 - UP: 98.67% UR: 98.37% UF: 98.52% P: 98.19% R: 97.89% F: 98.04%
+2024-04-01 12:22:52 INFO dev:  loss: 0.2828 - UP: 77.76% UR: 55.17% UF: 64.54% P: 73.82% R: 52.37% F: 61.27%
+2024-04-01 12:22:52 INFO test: loss: nan - UP: 71.21% UR: 61.74% UF: 66.14% P: 67.80% R: 58.79% F: 62.98%
+2024-04-01 12:22:52 INFO 0:00:02.396726s elapsed
+
+2024-04-01 12:22:52 INFO Epoch 38 / 5000:
+2024-04-01 12:22:54 INFO lr: 4.9620e-05 - loss: 0.0000 - UP: 98.60% UR: 96.78% UF: 97.68% P: 98.32% R: 96.50% F: 97.40%
+2024-04-01 12:22:54 INFO dev:  loss: 0.3192 - UP: 70.79% UR: 59.92% UF: 64.90% P: 65.84% R: 55.73% F: 60.36%
+2024-04-01 12:22:54 INFO test: loss: nan - UP: 61.35% UR: 66.53% UF: 63.83% P: 58.37% R: 63.29% F: 60.73%
+2024-04-01 12:22:54 INFO 0:00:02.427883s elapsed
+
+2024-04-01 12:22:54 INFO Epoch 39 / 5000:
+2024-04-01 12:22:56 INFO lr: 4.9610e-05 - loss: 0.0065 - UP: 98.27% UR: 97.41% UF: 97.84% P: 98.09% R: 97.24% F: 97.66%
+2024-04-01 12:22:56 INFO dev:  loss: 0.2705 - UP: 75.77% UR: 58.52% UF: 66.04% P: 71.79% R: 55.45% F: 62.57%
+2024-04-01 12:22:57 INFO test: loss: nan - UP: 65.61% UR: 65.33% UF: 65.47% P: 62.57% R: 62.31% F: 62.44%
+2024-04-01 12:22:57 INFO 0:00:02.409703s elapsed
+
+2024-04-01 12:22:57 INFO Epoch 40 / 5000:
+2024-04-01 12:22:59 INFO lr: 4.9600e-05 - loss: 0.0052 - UP: 99.08% UR: 98.63% UF: 98.86% P: 99.02% R: 98.56% F: 98.79%
+2024-04-01 12:22:59 INFO dev:  loss: 0.2905 - UP: 72.18% UR: 59.08% UF: 64.98% P: 68.77% R: 56.28% F: 61.90%
+2024-04-01 12:22:59 INFO test: loss: nan - UP: 63.77% UR: 66.46% UF: 65.08% P: 61.00% R: 63.57% F: 62.26%
+2024-04-01 12:22:59 INFO 0:00:02.453651s elapsed
+
+2024-04-01 12:22:59 INFO Epoch 41 / 5000:
+2024-04-01 12:23:01 INFO lr: 4.9590e-05 - loss: 0.0012 - UP: 98.24% UR: 98.56% UF: 98.40% P: 98.16% R: 98.48% F: 98.32%
+2024-04-01 12:23:01 INFO dev:  loss: 0.3067 - UP: 73.59% UR: 58.38% UF: 65.11% P: 70.42% R: 55.87% F: 62.31%
+2024-04-01 12:23:02 INFO test: loss: nan - UP: 65.71% UR: 62.66% UF: 64.15% P: 62.61% R: 59.70% F: 61.12%
+2024-04-01 12:23:02 INFO 0:00:02.419877s elapsed
+
+2024-04-01 12:23:02 INFO Epoch 42 / 5000:
+2024-04-01 12:23:03 INFO lr: 4.9580e-05 - loss: 0.0079 - UP: 99.06% UR: 98.17% UF: 98.61% P: 98.77% R: 97.89% F: 98.33%
+2024-04-01 12:23:04 INFO dev:  loss: 0.3044 - UP: 73.54% UR: 59.78% UF: 65.95% P: 68.73% R: 55.87% F: 61.63%
+2024-04-01 12:23:04 INFO test: loss: nan - UP: 61.87% UR: 65.96% UF: 63.85% P: 58.97% R: 62.87% F: 60.86%
+2024-04-01 12:23:04 INFO 0:00:02.463034s elapsed
+
+2024-04-01 12:23:04 INFO Epoch 43 / 5000:
+2024-04-01 12:23:06 INFO lr: 4.9570e-05 - loss: 0.0008 - UP: 97.24% UR: 95.67% UF: 96.45% P: 96.99% R: 95.43% F: 96.21%
+2024-04-01 12:23:06 INFO dev:  loss: 0.2248 - UP: 79.10% UR: 56.56% UF: 65.96% P: 75.39% R: 53.91% F: 62.87%
+2024-04-01 12:23:07 INFO test: loss: nan - UP: 69.17% UR: 60.27% UF: 64.41% P: 66.34% R: 57.81% F: 61.78%
+2024-04-01 12:23:07 INFO 0:00:02.486596s elapsed
+
+2024-04-01 12:23:07 INFO Epoch 44 / 5000:
+2024-04-01 12:23:08 INFO lr: 4.9560e-05 - loss: 0.0050 - UP: 96.82% UR: 95.47% UF: 96.14% P: 96.58% R: 95.23% F: 95.90%
+2024-04-01 12:23:09 INFO dev:  loss: 0.2389 - UP: 77.44% UR: 60.89% UF: 68.18% P: 73.18% R: 57.54% F: 64.43%
+2024-04-01 12:23:09 INFO test: loss: nan - UP: 64.12% UR: 65.61% UF: 64.86% P: 60.96% R: 62.38% F: 61.66%
+2024-04-01 12:23:12 INFO 0:00:02.495664s elapsed (saved)
+
+2024-04-01 12:23:12 INFO Epoch 45 / 5000:
+2024-04-01 12:23:14 INFO lr: 4.9550e-05 - loss: 0.0015 - UP: 98.31% UR: 97.63% UF: 97.97% P: 98.14% R: 97.45% F: 97.79%
+2024-04-01 12:23:14 INFO dev:  loss: 0.2320 - UP: 77.80% UR: 61.17% UF: 68.49% P: 74.25% R: 58.38% F: 65.36%
+2024-04-01 12:23:14 INFO test: loss: nan - UP: 65.36% UR: 63.43% UF: 64.38% P: 62.54% R: 60.69% F: 61.60%
+2024-04-01 12:23:16 INFO 0:00:02.457515s elapsed (saved)
+
+2024-04-01 12:23:16 INFO Epoch 46 / 5000:
+2024-04-01 12:23:18 INFO lr: 4.9540e-05 - loss: 0.0000 - UP: 99.12% UR: 98.28% UF: 98.70% P: 99.03% R: 98.19% F: 98.61%
+2024-04-01 12:23:19 INFO dev:  loss: 0.2461 - UP: 77.65% UR: 58.24% UF: 66.56% P: 74.12% R: 55.59% F: 63.53%
+2024-04-01 12:23:19 INFO test: loss: nan - UP: 67.30% UR: 62.24% UF: 64.67% P: 64.18% R: 59.35% F: 61.67%
+2024-04-01 12:23:19 INFO 0:00:02.555776s elapsed
+
+2024-04-01 12:23:19 INFO Epoch 47 / 5000:
+2024-04-01 12:23:21 INFO lr: 4.9530e-05 - loss: 0.0025 - UP: 99.08% UR: 98.52% UF: 98.80% P: 98.95% R: 98.39% F: 98.67%
+2024-04-01 12:23:21 INFO dev:  loss: 0.2629 - UP: 76.50% UR: 58.66% UF: 66.40% P: 72.86% R: 55.87% F: 63.24%
+2024-04-01 12:23:21 INFO test: loss: nan - UP: 65.94% UR: 59.49% UF: 62.55% P: 63.06% R: 56.89% F: 59.82%
+2024-04-01 12:23:21 INFO 0:00:02.457925s elapsed
+
+2024-04-01 12:23:21 INFO Epoch 48 / 5000:
+2024-04-01 12:23:23 INFO lr: 4.9520e-05 - loss: 0.0082 - UP: 99.08% UR: 98.50% UF: 98.79% P: 98.97% R: 98.39% F: 98.68%
+2024-04-01 12:23:24 INFO dev:  loss: 0.2742 - UP: 76.12% UR: 61.87% UF: 68.26% P: 71.82% R: 58.38% F: 64.41%
+2024-04-01 12:23:24 INFO test: loss: nan - UP: 64.16% UR: 63.71% UF: 63.94% P: 61.05% R: 60.62% F: 60.83%
+2024-04-01 12:23:24 INFO 0:00:02.550723s elapsed
+
+2024-04-01 12:23:24 INFO Epoch 49 / 5000:
+2024-04-01 12:23:26 INFO lr: 4.9510e-05 - loss: 0.0063 - UP: 99.08% UR: 98.87% UF: 98.98% P: 99.02% R: 98.80% F: 98.91%
+2024-04-01 12:23:26 INFO dev:  loss: 0.2641 - UP: 78.14% UR: 60.89% UF: 68.45% P: 74.37% R: 57.96% F: 65.15%
+2024-04-01 12:23:26 INFO test: loss: nan - UP: 65.22% UR: 63.43% UF: 64.31% P: 62.33% R: 60.62% F: 61.46%
+2024-04-01 12:23:26 INFO 0:00:02.402412s elapsed
+
+2024-04-01 12:23:26 INFO Epoch 50 / 5000:
+2024-04-01 12:23:28 INFO lr: 4.9500e-05 - loss: 0.0000 - UP: 99.19% UR: 98.24% UF: 98.71% P: 99.12% R: 98.17% F: 98.64%
+2024-04-01 12:23:28 INFO dev:  loss: 0.2813 - UP: 79.43% UR: 58.80% UF: 67.58% P: 75.28% R: 55.73% F: 64.04%
+2024-04-01 12:23:29 INFO test: loss: nan - UP: 67.14% UR: 62.66% UF: 64.82% P: 64.36% R: 60.06% F: 62.13%
+2024-04-01 12:23:29 INFO 0:00:02.381212s elapsed
+
+2024-04-01 12:23:29 INFO Epoch 51 / 5000:
+2024-04-01 12:23:31 INFO lr: 4.9490e-05 - loss: 0.0000 - UP: 99.10% UR: 97.69% UF: 98.39% P: 98.81% R: 97.41% F: 98.10%
+2024-04-01 12:23:31 INFO dev:  loss: 0.3164 - UP: 71.08% UR: 64.53% UF: 67.64% P: 66.92% R: 60.75% F: 63.69%
+2024-04-01 12:23:31 INFO test: loss: nan - UP: 58.48% UR: 67.44% UF: 62.64% P: 55.85% R: 64.42% F: 59.83%
+2024-04-01 12:23:31 INFO 0:00:02.437920s elapsed
+
+2024-04-01 12:23:31 INFO Epoch 52 / 5000:
+2024-04-01 12:23:33 INFO lr: 4.9480e-05 - loss: 0.0057 - UP: 98.31% UR: 97.74% UF: 98.03% P: 98.12% R: 97.54% F: 97.83%
+2024-04-01 12:23:33 INFO dev:  loss: 0.2948 - UP: 79.77% UR: 58.94% UF: 67.79% P: 75.80% R: 56.01% F: 64.42%
+2024-04-01 12:23:34 INFO test: loss: nan - UP: 66.11% UR: 61.74% UF: 63.85% P: 63.03% R: 58.86% F: 60.87%
+2024-04-01 12:23:34 INFO 0:00:02.359074s elapsed
+
+2024-04-01 12:23:34 INFO Epoch 53 / 5000:
+2024-04-01 12:23:35 INFO lr: 4.9470e-05 - loss: 0.0018 - UP: 99.13% UR: 98.78% UF: 98.95% P: 99.02% R: 98.67% F: 98.84%
+2024-04-01 12:23:36 INFO dev:  loss: 0.2718 - UP: 77.66% UR: 61.17% UF: 68.44% P: 73.23% R: 57.68% F: 64.53%
+2024-04-01 12:23:36 INFO test: loss: nan - UP: 65.29% UR: 65.75% UF: 65.52% P: 62.29% R: 62.73% F: 62.51%
+2024-04-01 12:23:36 INFO 0:00:02.407490s elapsed
+
+2024-04-01 12:23:36 INFO Epoch 54 / 5000:
+2024-04-01 12:23:38 INFO lr: 4.9460e-05 - loss: 0.0039 - UP: 99.52% UR: 98.74% UF: 99.13% P: 99.43% R: 98.65% F: 99.04%
+2024-04-01 12:23:38 INFO dev:  loss: 0.3049 - UP: 76.87% UR: 58.94% UF: 66.72% P: 72.68% R: 55.73% F: 63.08%
+2024-04-01 12:23:38 INFO test: loss: nan - UP: 65.34% UR: 62.17% UF: 63.71% P: 62.53% R: 59.49% F: 60.97%
+2024-04-01 12:23:38 INFO 0:00:02.439439s elapsed
+
+2024-04-01 12:23:38 INFO Epoch 55 / 5000:
+2024-04-01 12:23:40 INFO lr: 4.9450e-05 - loss: 0.0001 - UP: 98.84% UR: 97.89% UF: 98.36% P: 98.81% R: 97.87% F: 98.34%
+2024-04-01 12:23:41 INFO dev:  loss: 0.3007 - UP: 79.85% UR: 58.66% UF: 67.63% P: 75.86% R: 55.73% F: 64.25%
+2024-04-01 12:23:41 INFO test: loss: nan - UP: 66.18% UR: 60.83% UF: 63.39% P: 63.35% R: 58.23% F: 60.68%
+2024-04-01 12:23:41 INFO 0:00:02.391797s elapsed
+
+2024-04-01 12:23:41 INFO Epoch 56 / 5000:
+2024-04-01 12:23:43 INFO lr: 4.9440e-05 - loss: 0.0012 - UP: 98.71% UR: 98.35% UF: 98.53% P: 98.62% R: 98.26% F: 98.44%
+2024-04-01 12:23:43 INFO dev:  loss: 0.2865 - UP: 79.45% UR: 56.70% UF: 66.18% P: 75.34% R: 53.77% F: 62.75%
+2024-04-01 12:23:43 INFO test: loss: nan - UP: 66.69% UR: 58.44% UF: 62.29% P: 64.04% R: 56.12% F: 59.82%
+2024-04-01 12:23:43 INFO 0:00:02.444850s elapsed
+
+2024-04-01 12:23:43 INFO Epoch 57 / 5000:
+2024-04-01 12:23:45 INFO lr: 4.9430e-05 - loss: 0.0001 - UP: 98.98% UR: 98.76% UF: 98.87% P: 98.82% R: 98.61% F: 98.71%
+2024-04-01 12:23:45 INFO dev:  loss: 0.2872 - UP: 77.86% UR: 56.01% UF: 65.15% P: 73.20% R: 52.65% F: 61.25%
+2024-04-01 12:23:46 INFO test: loss: nan - UP: 66.96% UR: 59.85% UF: 63.20% P: 64.20% R: 57.38% F: 60.60%
+2024-04-01 12:23:46 INFO 0:00:02.451855s elapsed
+
+2024-04-01 12:23:46 INFO Epoch 58 / 5000:
+2024-04-01 12:23:48 INFO lr: 4.9420e-05 - loss: 0.0036 - UP: 99.65% UR: 98.69% UF: 99.17% P: 99.56% R: 98.61% F: 99.08%
+2024-04-01 12:23:48 INFO dev:  loss: 0.3097 - UP: 75.17% UR: 60.06% UF: 66.77% P: 71.15% R: 56.84% F: 63.20%
+2024-04-01 12:23:48 INFO test: loss: nan - UP: 65.19% UR: 65.19% UF: 65.19% P: 62.38% R: 62.38% F: 62.38%
+2024-04-01 12:23:48 INFO 0:00:02.416269s elapsed
+
+2024-04-01 12:23:48 INFO Epoch 59 / 5000:
+2024-04-01 12:23:50 INFO lr: 4.9410e-05 - loss: 0.0000 - UP: 99.48% UR: 99.41% UF: 99.44% P: 99.46% R: 99.39% F: 99.42%
+2024-04-01 12:23:50 INFO dev:  loss: 0.2986 - UP: 76.34% UR: 59.50% UF: 66.88% P: 72.04% R: 56.15% F: 63.11%
+2024-04-01 12:23:51 INFO test: loss: nan - UP: 65.77% UR: 63.78% UF: 64.76% P: 63.31% R: 61.39% F: 62.33%
+2024-04-01 12:23:51 INFO 0:00:02.424391s elapsed
+
+2024-04-01 12:23:51 INFO Epoch 60 / 5000:
+2024-04-01 12:23:52 INFO lr: 4.9400e-05 - loss: 0.0008 - UP: 99.26% UR: 99.46% UF: 99.36% P: 99.22% R: 99.41% F: 99.32%
+2024-04-01 12:23:53 INFO dev:  loss: 0.3117 - UP: 77.38% UR: 57.82% UF: 66.19% P: 72.71% R: 54.33% F: 62.19%
+2024-04-01 12:23:53 INFO test: loss: nan - UP: 67.10% UR: 61.53% UF: 64.20% P: 64.72% R: 59.35% F: 61.92%
+2024-04-01 12:23:53 INFO 0:00:02.408172s elapsed
+
+2024-04-01 12:23:53 INFO Epoch 61 / 5000:
+2024-04-01 12:23:55 INFO lr: 4.9390e-05 - loss: 0.0048 - UP: 99.41% UR: 99.33% UF: 99.37% P: 99.35% R: 99.26% F: 99.30%
+2024-04-01 12:23:55 INFO dev:  loss: 0.3283 - UP: 75.61% UR: 55.87% UF: 64.26% P: 71.08% R: 52.51% F: 60.40%
+2024-04-01 12:23:55 INFO test: loss: nan - UP: 67.51% UR: 60.20% UF: 63.64% P: 64.83% R: 57.81% F: 61.12%
+2024-04-01 12:23:55 INFO 0:00:02.386454s elapsed
+
+2024-04-01 12:23:55 INFO Epoch 62 / 5000:
+2024-04-01 12:23:57 INFO lr: 4.9380e-05 - loss: 0.0005 - UP: 99.19% UR: 98.98% UF: 99.09% P: 99.02% R: 98.80% F: 98.91%
+2024-04-01 12:23:57 INFO dev:  loss: 0.2934 - UP: 74.30% UR: 62.99% UF: 68.18% P: 70.18% R: 59.50% F: 64.40%
+2024-04-01 12:23:58 INFO test: loss: nan - UP: 61.39% UR: 67.09% UF: 64.11% P: 58.94% R: 64.42% F: 61.56%
+2024-04-01 12:23:58 INFO 0:00:02.417739s elapsed
+
+2024-04-01 12:23:58 INFO Epoch 63 / 5000:
+2024-04-01 12:24:00 INFO lr: 4.9370e-05 - loss: 0.0001 - UP: 98.98% UR: 99.19% UF: 99.09% P: 98.89% R: 99.11% F: 99.00%
+2024-04-01 12:24:00 INFO dev:  loss: 0.2858 - UP: 77.45% UR: 59.50% UF: 67.30% P: 74.18% R: 56.98% F: 64.45%
+2024-04-01 12:24:00 INFO test: loss: nan - UP: 65.91% UR: 63.50% UF: 64.68% P: 63.50% R: 61.18% F: 62.32%
+2024-04-01 12:24:00 INFO 0:00:02.580875s elapsed
+
+2024-04-01 12:24:00 INFO Epoch 64 / 5000:
+2024-04-01 12:24:02 INFO lr: 4.9360e-05 - loss: 0.0010 - UP: 99.48% UR: 99.13% UF: 99.30% P: 99.41% R: 99.06% F: 99.24%
+2024-04-01 12:24:03 INFO dev:  loss: 0.2888 - UP: 77.50% UR: 59.64% UF: 67.40% P: 74.05% R: 56.98% F: 64.40%
+2024-04-01 12:24:03 INFO test: loss: nan - UP: 66.42% UR: 63.29% UF: 64.82% P: 64.28% R: 61.25% F: 62.73%
+2024-04-01 12:24:03 INFO 0:00:02.496926s elapsed
+
+2024-04-01 12:24:03 INFO Epoch 65 / 5000:
+2024-04-01 12:24:05 INFO lr: 4.9350e-05 - loss: 0.0025 - UP: 99.78% UR: 99.30% UF: 99.54% P: 99.76% R: 99.28% F: 99.52%
+2024-04-01 12:24:05 INFO dev:  loss: 0.3098 - UP: 76.95% UR: 59.22% UF: 66.93% P: 73.14% R: 56.28% F: 63.61%
+2024-04-01 12:24:05 INFO test: loss: nan - UP: 65.85% UR: 62.24% UF: 63.99% P: 63.69% R: 60.20% F: 61.89%
+2024-04-01 12:24:05 INFO 0:00:02.535992s elapsed
+
+2024-04-01 12:24:05 INFO Epoch 66 / 5000:
+2024-04-01 12:24:07 INFO lr: 4.9340e-05 - loss: 0.0022 - UP: 99.48% UR: 99.59% UF: 99.53% P: 99.43% R: 99.54% F: 99.49%
+2024-04-01 12:24:08 INFO dev:  loss: 0.3184 - UP: 77.05% UR: 60.47% UF: 67.76% P: 73.13% R: 57.40% F: 64.32%
+2024-04-01 12:24:08 INFO test: loss: nan - UP: 66.42% UR: 64.42% UF: 65.41% P: 64.25% R: 62.31% F: 63.26%
+2024-04-01 12:24:08 INFO 0:00:02.549182s elapsed
+
+2024-04-01 12:24:08 INFO Epoch 67 / 5000:
+2024-04-01 12:24:10 INFO lr: 4.9330e-05 - loss: 0.0002 - UP: 99.70% UR: 99.61% UF: 99.65% P: 99.67% R: 99.59% F: 99.63%
+2024-04-01 12:24:10 INFO dev:  loss: 0.3229 - UP: 76.28% UR: 60.20% UF: 67.29% P: 72.92% R: 57.54% F: 64.32%
+2024-04-01 12:24:10 INFO test: loss: nan - UP: 66.38% UR: 64.14% UF: 65.24% P: 64.19% R: 62.03% F: 63.09%
+2024-04-01 12:24:10 INFO 0:00:02.532976s elapsed
+
+2024-04-01 12:24:10 INFO Epoch 68 / 5000:
+2024-04-01 12:24:12 INFO lr: 4.9320e-05 - loss: 0.0005 - UP: 99.76% UR: 99.43% UF: 99.60% P: 99.74% R: 99.41% F: 99.58%
+2024-04-01 12:24:13 INFO dev:  loss: 0.3198 - UP: 77.82% UR: 59.78% UF: 67.61% P: 74.18% R: 56.98% F: 64.45%
+2024-04-01 12:24:13 INFO test: loss: nan - UP: 65.75% UR: 62.24% UF: 63.95% P: 63.52% R: 60.13% F: 61.78%
+2024-04-01 12:24:13 INFO 0:00:02.499538s elapsed
+
+2024-04-01 12:24:13 INFO Epoch 69 / 5000:
+2024-04-01 12:24:15 INFO lr: 4.9310e-05 - loss: 0.0011 - UP: 99.74% UR: 99.35% UF: 99.54% P: 99.69% R: 99.30% F: 99.50%
+2024-04-01 12:24:15 INFO dev:  loss: 0.3175 - UP: 76.57% UR: 62.99% UF: 69.12% P: 72.50% R: 59.64% F: 65.44%
+2024-04-01 12:24:16 INFO test: loss: nan - UP: 63.77% UR: 65.61% UF: 64.68% P: 61.31% R: 63.08% F: 62.18%
+2024-04-01 12:24:18 INFO 0:00:02.526383s elapsed (saved)
+
+2024-04-01 12:24:18 INFO Epoch 70 / 5000:
+2024-04-01 12:24:20 INFO lr: 4.9300e-05 - loss: 0.0049 - UP: 99.52% UR: 99.28% UF: 99.40% P: 99.41% R: 99.17% F: 99.29%
+2024-04-01 12:24:21 INFO dev:  loss: 0.3194 - UP: 80.12% UR: 56.84% UF: 66.50% P: 75.98% R: 53.91% F: 63.07%
+2024-04-01 12:24:21 INFO test: loss: nan - UP: 66.82% UR: 62.03% UF: 64.33% P: 64.09% R: 59.49% F: 61.71%
+2024-04-01 12:24:21 INFO 0:00:02.440207s elapsed
+
+2024-04-01 12:24:21 INFO Epoch 71 / 5000:
+2024-04-01 12:24:23 INFO lr: 4.9290e-05 - loss: 0.0046 - UP: 99.48% UR: 99.13% UF: 99.30% P: 99.41% R: 99.06% F: 99.24%
+2024-04-01 12:24:23 INFO dev:  loss: 0.2802 - UP: 77.03% UR: 60.89% UF: 68.02% P: 73.67% R: 58.24% F: 65.05%
+2024-04-01 12:24:23 INFO test: loss: nan - UP: 63.66% UR: 64.06% UF: 63.86% P: 61.43% R: 61.81% F: 61.62%
+2024-04-01 12:24:23 INFO 0:00:02.431312s elapsed
+
+2024-04-01 12:24:23 INFO Epoch 72 / 5000:
+2024-04-01 12:24:25 INFO lr: 4.9280e-05 - loss: 0.0012 - UP: 99.05% UR: 97.69% UF: 98.37% P: 98.99% R: 97.63% F: 98.30%
+2024-04-01 12:24:25 INFO dev:  loss: 0.2551 - UP: 76.63% UR: 59.08% UF: 66.72% P: 73.73% R: 56.84% F: 64.20%
+2024-04-01 12:24:26 INFO test: loss: nan - UP: 66.52% UR: 62.73% UF: 64.57% P: 64.06% R: 60.41% F: 62.18%
+2024-04-01 12:24:26 INFO 0:00:02.414868s elapsed
+
+2024-04-01 12:24:26 INFO Epoch 73 / 5000:
+2024-04-01 12:24:28 INFO lr: 4.9270e-05 - loss: 0.0019 - UP: 98.78% UR: 98.54% UF: 98.66% P: 98.67% R: 98.43% F: 98.55%
+2024-04-01 12:24:28 INFO dev:  loss: 0.2418 - UP: 76.71% UR: 59.36% UF: 66.93% P: 72.38% R: 56.01% F: 63.15%
+2024-04-01 12:24:28 INFO test: loss: nan - UP: 67.34% UR: 63.36% UF: 65.29% P: 64.80% R: 60.97% F: 62.83%
+2024-04-01 12:24:28 INFO 0:00:02.379523s elapsed
+
+2024-04-01 12:24:28 INFO Epoch 74 / 5000:
+2024-04-01 12:24:30 INFO lr: 4.9260e-05 - loss: 0.0036 - UP: 99.32% UR: 98.96% UF: 99.14% P: 99.15% R: 98.78% F: 98.96%
+2024-04-01 12:24:30 INFO dev:  loss: 0.2884 - UP: 74.17% UR: 62.57% UF: 67.88% P: 69.54% R: 58.66% F: 63.64%
+2024-04-01 12:24:31 INFO test: loss: nan - UP: 64.51% UR: 67.37% UF: 65.91% P: 61.62% R: 64.35% F: 62.95%
+2024-04-01 12:24:31 INFO 0:00:02.454777s elapsed
+
+2024-04-01 12:24:31 INFO Epoch 75 / 5000:
+2024-04-01 12:24:32 INFO lr: 4.9250e-05 - loss: 0.0001 - UP: 99.52% UR: 99.26% UF: 99.39% P: 99.37% R: 99.11% F: 99.24%
+2024-04-01 12:24:33 INFO dev:  loss: 0.2956 - UP: 74.82% UR: 58.10% UF: 65.41% P: 69.78% R: 54.19% F: 61.01%
+2024-04-01 12:24:33 INFO test: loss: nan - UP: 66.16% UR: 64.63% UF: 65.39% P: 62.99% R: 61.53% F: 62.26%
+2024-04-01 12:24:33 INFO 0:00:02.380219s elapsed
+
+2024-04-01 12:24:33 INFO Epoch 76 / 5000:
+2024-04-01 12:24:35 INFO lr: 4.9240e-05 - loss: 0.0000 - UP: 99.50% UR: 99.09% UF: 99.29% P: 99.34% R: 98.93% F: 99.14%
+2024-04-01 12:24:35 INFO dev:  loss: 0.3143 - UP: 75.60% UR: 61.87% UF: 68.05% P: 69.97% R: 57.26% F: 62.98%
+2024-04-01 12:24:35 INFO test: loss: nan - UP: 64.62% UR: 65.75% UF: 65.18% P: 61.58% R: 62.66% F: 62.11%
+2024-04-01 12:24:35 INFO 0:00:02.452168s elapsed
+
+2024-04-01 12:24:35 INFO Epoch 77 / 5000:
+2024-04-01 12:24:37 INFO lr: 4.9230e-05 - loss: 0.0725 - UP: 99.29% UR: 99.72% UF: 99.50% P: 99.20% R: 99.63% F: 99.41%
+2024-04-01 12:24:37 INFO dev:  loss: 0.3073 - UP: 76.74% UR: 59.92% UF: 67.29% P: 72.27% R: 56.42% F: 63.37%
+2024-04-01 12:24:38 INFO test: loss: nan - UP: 67.53% UR: 64.21% UF: 65.83% P: 64.50% R: 61.32% F: 62.87%
+2024-04-01 12:24:38 INFO 0:00:02.407823s elapsed
+
+2024-04-01 12:24:38 INFO Epoch 78 / 5000:
+2024-04-01 12:24:40 INFO lr: 4.9220e-05 - loss: 0.0088 - UP: 99.10% UR: 98.67% UF: 98.89% P: 98.27% R: 97.85% F: 98.06%
+2024-04-01 12:24:40 INFO dev:  loss: 0.3069 - UP: 76.18% UR: 58.52% UF: 66.19% P: 70.55% R: 54.19% F: 61.30%
+2024-04-01 12:24:40 INFO test: loss: nan - UP: 66.86% UR: 64.56% UF: 65.69% P: 63.80% R: 61.60% F: 62.68%
+2024-04-01 12:24:40 INFO 0:00:02.374253s elapsed
+
+2024-04-01 12:24:40 INFO Epoch 79 / 5000:
+2024-04-01 12:24:42 INFO lr: 4.9210e-05 - loss: 0.0032 - UP: 99.19% UR: 98.48% UF: 98.83% P: 98.97% R: 98.26% F: 98.61%
+2024-04-01 12:24:42 INFO dev:  loss: 0.2881 - UP: 79.22% UR: 59.64% UF: 68.05% P: 73.84% R: 55.59% F: 63.43%
+2024-04-01 12:24:43 INFO test: loss: nan - UP: 68.34% UR: 63.29% UF: 65.72% P: 65.83% R: 60.97% F: 63.31%
+2024-04-01 12:24:43 INFO 0:00:02.424593s elapsed
+
+2024-04-01 12:24:43 INFO Epoch 80 / 5000:
+2024-04-01 12:24:44 INFO lr: 4.9200e-05 - loss: 0.0006 - UP: 99.58% UR: 99.02% UF: 99.30% P: 99.37% R: 98.80% F: 99.08%
+2024-04-01 12:24:45 INFO dev:  loss: 0.2571 - UP: 76.62% UR: 62.71% UF: 68.97% P: 72.18% R: 59.08% F: 64.98%
+2024-04-01 12:24:45 INFO test: loss: nan - UP: 66.04% UR: 66.46% UF: 66.25% P: 62.89% R: 63.29% F: 63.09%
+2024-04-01 12:24:45 INFO 0:00:02.398076s elapsed
+
+2024-04-01 12:24:45 INFO Epoch 81 / 5000:
+2024-04-01 12:24:47 INFO lr: 4.9190e-05 - loss: 0.0107 - UP: 99.59% UR: 99.54% UF: 99.56% P: 99.37% R: 99.33% F: 99.35%
+2024-04-01 12:24:47 INFO dev:  loss: 0.3280 - UP: 75.34% UR: 62.71% UF: 68.45% P: 69.30% R: 57.68% F: 62.96%
+2024-04-01 12:24:47 INFO test: loss: nan - UP: 64.32% UR: 66.03% UF: 65.16% P: 61.16% R: 62.80% F: 61.97%
+2024-04-01 12:24:47 INFO 0:00:02.424896s elapsed
+
+2024-04-01 12:24:47 INFO Epoch 82 / 5000:
+2024-04-01 12:24:49 INFO lr: 4.9180e-05 - loss: 0.0009 - UP: 99.24% UR: 98.87% UF: 99.05% P: 98.76% R: 98.39% F: 98.57%
+2024-04-01 12:24:50 INFO dev:  loss: 0.2988 - UP: 74.34% UR: 59.08% UF: 65.84% P: 67.84% R: 53.91% F: 60.08%
+2024-04-01 12:24:50 INFO test: loss: nan - UP: 65.38% UR: 62.94% UF: 64.13% P: 61.29% R: 59.00% F: 60.12%
+2024-04-01 12:24:50 INFO 0:00:02.532543s elapsed
+
+2024-04-01 12:24:50 INFO Epoch 83 / 5000:
+2024-04-01 12:24:52 INFO lr: 4.9170e-05 - loss: 0.0021 - UP: 98.18% UR: 98.74% UF: 98.46% P: 97.53% R: 98.09% F: 97.81%
+2024-04-01 12:24:52 INFO dev:  loss: 0.4366 - UP: 80.90% UR: 52.65% UF: 63.79% P: 67.60% R: 43.99% F: 53.30%
+2024-04-01 12:24:52 INFO test: loss: nan - UP: 74.16% UR: 58.72% UF: 65.54% P: 62.26% R: 49.30% F: 55.02%
+2024-04-01 12:24:52 INFO 0:00:02.520297s elapsed
+
+2024-04-01 12:24:52 INFO Epoch 84 / 5000:
+2024-04-01 12:24:54 INFO lr: 4.9160e-05 - loss: 0.0018 - UP: 97.75% UR: 97.24% UF: 97.49% P: 96.28% R: 95.78% F: 96.03%
+2024-04-01 12:24:55 INFO dev:  loss: 0.2085 - UP: 73.16% UR: 62.43% UF: 67.37% P: 68.90% R: 58.80% F: 63.45%
+2024-04-01 12:24:55 INFO test: loss: nan - UP: 62.16% UR: 65.96% UF: 64.01% P: 59.18% R: 62.80% F: 60.93%
+2024-04-01 12:24:55 INFO 0:00:02.490028s elapsed
+
+2024-04-01 12:24:55 INFO Epoch 85 / 5000:
+2024-04-01 12:24:57 INFO lr: 4.9150e-05 - loss: 0.0041 - UP: 96.37% UR: 94.65% UF: 95.50% P: 95.19% R: 93.49% F: 94.34%
+2024-04-01 12:24:57 INFO dev:  loss: 0.2673 - UP: 75.31% UR: 59.64% UF: 66.56% P: 71.08% R: 56.28% F: 62.82%
+2024-04-01 12:24:57 INFO test: loss: nan - UP: 64.04% UR: 62.38% UF: 63.20% P: 60.87% R: 59.28% F: 60.06%
+2024-04-01 12:24:57 INFO 0:00:02.496172s elapsed
+
+2024-04-01 12:24:57 INFO Epoch 86 / 5000:
+2024-04-01 12:24:59 INFO lr: 4.9140e-05 - loss: 0.0044 - UP: 98.18% UR: 97.39% UF: 97.78% P: 97.50% R: 96.71% F: 97.11%
+2024-04-01 12:25:00 INFO dev:  loss: 0.2295 - UP: 79.56% UR: 56.01% UF: 65.74% P: 74.60% R: 52.51% F: 61.64%
+2024-04-01 12:25:00 INFO test: loss: nan - UP: 70.26% UR: 60.48% UF: 65.00% P: 67.16% R: 57.81% F: 62.13%
+2024-04-01 12:25:00 INFO 0:00:02.508986s elapsed
+
+2024-04-01 12:25:00 INFO Epoch 87 / 5000:
+2024-04-01 12:25:02 INFO lr: 4.9130e-05 - loss: 0.0001 - UP: 98.45% UR: 96.82% UF: 97.63% P: 98.14% R: 96.52% F: 97.32%
+2024-04-01 12:25:02 INFO dev:  loss: 0.2782 - UP: 77.23% UR: 59.22% UF: 67.04% P: 72.50% R: 55.59% F: 62.92%
+2024-04-01 12:25:02 INFO test: loss: nan - UP: 65.76% UR: 63.22% UF: 64.47% P: 62.84% R: 60.41% F: 61.60%
+2024-04-01 12:25:02 INFO 0:00:02.517546s elapsed
+
+2024-04-01 12:25:02 INFO Epoch 88 / 5000:
+2024-04-01 12:25:04 INFO lr: 4.9120e-05 - loss: 0.0013 - UP: 97.82% UR: 96.43% UF: 97.12% P: 97.64% R: 96.26% F: 96.94%
+2024-04-01 12:25:05 INFO dev:  loss: 0.2468 - UP: 82.77% UR: 57.68% UF: 67.98% P: 77.35% R: 53.91% F: 63.54%
+2024-04-01 12:25:05 INFO test: loss: nan - UP: 69.99% UR: 61.18% UF: 65.29% P: 67.02% R: 58.58% F: 62.51%
+2024-04-01 12:25:05 INFO 0:00:02.533854s elapsed
+
+2024-04-01 12:25:05 INFO Epoch 89 / 5000:
+2024-04-01 12:25:07 INFO lr: 4.9110e-05 - loss: 0.0024 - UP: 98.12% UR: 97.56% UF: 97.84% P: 97.99% R: 97.43% F: 97.71%
+2024-04-01 12:25:07 INFO dev:  loss: 0.3044 - UP: 78.65% UR: 60.20% UF: 68.20% P: 73.36% R: 56.15% F: 63.61%
+2024-04-01 12:25:08 INFO test: loss: nan - UP: 67.11% UR: 64.14% UF: 65.59% P: 63.80% R: 60.97% F: 62.35%
+2024-04-01 12:25:08 INFO 0:00:02.507355s elapsed
+
+2024-04-01 12:25:08 INFO Epoch 90 / 5000:
+2024-04-01 12:25:09 INFO lr: 4.9100e-05 - loss: 0.0066 - UP: 98.50% UR: 97.11% UF: 97.80% P: 98.34% R: 96.95% F: 97.64%
+2024-04-01 12:25:10 INFO dev:  loss: 0.2783 - UP: 72.71% UR: 63.27% UF: 67.66% P: 68.38% R: 59.50% F: 63.63%
+2024-04-01 12:25:10 INFO test: loss: nan - UP: 59.48% UR: 65.54% UF: 62.36% P: 56.41% R: 62.17% F: 59.15%
+2024-04-01 12:25:10 INFO 0:00:02.520281s elapsed
+
+2024-04-01 12:25:10 INFO Epoch 91 / 5000:
+2024-04-01 12:25:12 INFO lr: 4.9090e-05 - loss: 0.1714 - UP: 97.58% UR: 95.67% UF: 96.62% P: 97.40% R: 95.50% F: 96.44%
+2024-04-01 12:25:12 INFO dev:  loss: 0.3126 - UP: 77.52% UR: 55.87% UF: 64.94% P: 71.71% R: 51.68% F: 60.06%
+2024-04-01 12:25:13 INFO test: loss: nan - UP: 68.24% UR: 61.18% UF: 64.52% P: 65.18% R: 58.44% F: 61.62%
+2024-04-01 12:25:13 INFO 0:00:02.545406s elapsed
+
+2024-04-01 12:25:13 INFO Epoch 92 / 5000:
+2024-04-01 12:25:15 INFO lr: 4.9080e-05 - loss: 0.0030 - UP: 97.36% UR: 97.24% UF: 97.30% P: 96.86% R: 96.74% F: 96.80%
+2024-04-01 12:25:15 INFO dev:  loss: 0.2346 - UP: 74.16% UR: 61.73% UF: 67.38% P: 68.12% R: 56.70% F: 61.89%
+2024-04-01 12:25:15 INFO test: loss: nan - UP: 63.74% UR: 64.91% UF: 64.32% P: 60.77% R: 61.88% F: 61.32%
+2024-04-01 12:25:15 INFO 0:00:02.533974s elapsed
+
+2024-04-01 12:25:15 INFO Epoch 93 / 5000:
+2024-04-01 12:25:17 INFO lr: 4.9070e-05 - loss: 0.0073 - UP: 98.58% UR: 97.91% UF: 98.24% P: 98.31% R: 97.65% F: 97.98%
+2024-04-01 12:25:17 INFO dev:  loss: 0.2340 - UP: 75.25% UR: 62.43% UF: 68.24% P: 70.37% R: 58.38% F: 63.82%
+2024-04-01 12:25:18 INFO test: loss: nan - UP: 64.38% UR: 67.23% UF: 65.77% P: 60.61% R: 63.29% F: 61.92%
+2024-04-01 12:25:18 INFO 0:00:02.527734s elapsed
+
+2024-04-01 12:25:18 INFO Epoch 94 / 5000:
+2024-04-01 12:25:20 INFO lr: 4.9060e-05 - loss: 0.0002 - UP: 99.21% UR: 98.54% UF: 98.88% P: 98.97% R: 98.30% F: 98.64%
+2024-04-01 12:25:20 INFO dev:  loss: 0.2880 - UP: 78.02% UR: 59.50% UF: 67.51% P: 71.98% R: 54.89% F: 62.28%
+2024-04-01 12:25:20 INFO test: loss: nan - UP: 66.07% UR: 62.73% UF: 64.36% P: 63.19% R: 59.99% F: 61.54%
+2024-04-01 12:25:20 INFO 0:00:02.489144s elapsed
+
+2024-04-01 12:25:20 INFO Epoch 95 / 5000:
+2024-04-01 12:25:22 INFO lr: 4.9050e-05 - loss: 0.0002 - UP: 99.21% UR: 98.78% UF: 99.00% P: 99.02% R: 98.59% F: 98.80%
+2024-04-01 12:25:22 INFO dev:  loss: 0.3070 - UP: 77.90% UR: 59.08% UF: 67.20% P: 72.74% R: 55.17% F: 62.75%
+2024-04-01 12:25:23 INFO test: loss: nan - UP: 65.92% UR: 64.06% UF: 64.98% P: 62.45% R: 60.69% F: 61.55%
+2024-04-01 12:25:23 INFO 0:00:02.551175s elapsed
+
+2024-04-01 12:25:23 INFO Epoch 96 / 5000:
+2024-04-01 12:25:25 INFO lr: 4.9040e-05 - loss: 0.0076 - UP: 99.52% UR: 98.74% UF: 99.13% P: 99.25% R: 98.48% F: 98.86%
+2024-04-01 12:25:25 INFO dev:  loss: 0.2395 - UP: 78.34% UR: 58.10% UF: 66.72% P: 72.88% R: 54.05% F: 62.07%
+2024-04-01 12:25:25 INFO test: loss: nan - UP: 68.24% UR: 63.15% UF: 65.60% P: 64.44% R: 59.63% F: 61.94%
+2024-04-01 12:25:25 INFO 0:00:02.510189s elapsed
+
+2024-04-01 12:25:25 INFO Epoch 97 / 5000:
+2024-04-01 12:25:27 INFO lr: 4.9030e-05 - loss: 0.0007 - UP: 99.26% UR: 99.06% UF: 99.16% P: 98.71% R: 98.52% F: 98.62%
+2024-04-01 12:25:27 INFO dev:  loss: 0.2510 - UP: 77.26% UR: 63.13% UF: 69.49% P: 72.48% R: 59.22% F: 65.18%
+2024-04-01 12:25:28 INFO test: loss: nan - UP: 64.48% UR: 66.39% UF: 65.42% P: 61.00% R: 62.80% F: 61.88%
+2024-04-01 12:25:28 INFO 0:00:02.520361s elapsed
+
+2024-04-01 12:25:28 INFO Epoch 98 / 5000:
+2024-04-01 12:25:30 INFO lr: 4.9020e-05 - loss: 0.0065 - UP: 99.30% UR: 98.74% UF: 99.02% P: 98.93% R: 98.37% F: 98.65%
+2024-04-01 12:25:30 INFO dev:  loss: 0.2645 - UP: 75.47% UR: 62.29% UF: 68.25% P: 69.71% R: 57.54% F: 63.05%
+2024-04-01 12:25:30 INFO test: loss: nan - UP: 65.88% UR: 66.53% UF: 66.20% P: 62.88% R: 63.50% F: 63.19%
+2024-04-01 12:25:30 INFO 0:00:02.525068s elapsed
+
+2024-04-01 12:25:30 INFO Epoch 99 / 5000:
+2024-04-01 12:25:32 INFO lr: 4.9010e-05 - loss: 0.0000 - UP: 99.50% UR: 99.39% UF: 99.44% P: 99.35% R: 99.24% F: 99.29%
+2024-04-01 12:25:32 INFO dev:  loss: 0.2753 - UP: 77.43% UR: 58.94% UF: 66.93% P: 71.93% R: 54.75% F: 62.17%
+2024-04-01 12:25:33 INFO test: loss: nan - UP: 67.87% UR: 64.63% UF: 66.21% P: 64.77% R: 61.67% F: 63.18%
+2024-04-01 12:25:33 INFO 0:00:02.544505s elapsed
+
+2024-04-01 12:25:36 INFO Epoch 69 saved
+2024-04-01 12:25:36 INFO dev:  UP: 76.57% UR: 62.99% UF: 69.12% P: 72.50% R: 59.64% F: 65.44%
+2024-04-01 12:25:36 INFO test: UP: 63.77% UR: 65.61% UF: 64.68% P: 61.31% R: 63.08% F: 62.18%
+2024-04-01 12:25:36 INFO 0:04:04.339955s elapsed, 0:00:02.468080s/epoch

models/multibooked_eu/sdp_bySentiment_exp_asc/80/model_vi_multibooked_eu_xlm_10

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:294093bd23393c935a17941dd86de30251e9093bcf22b54976860c6dbeb6f3e2
+size 1177848336

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

@@ -0,0 +1,445 @@
+2024-04-01 12:36:05 INFO 
+---------------------+-------------------------------
+Param                |             Value             
+---------------------+-------------------------------
+lr                   |             5e-05             
+mu                   |              0.9              
+nu                   |             0.999             
+eps                  |             1e-06             
+weight_decay         |              0.0              
+lr_rate              |               1               
+patience             |               30              
+update-steps         |               1               
+warmup               |              0.0              
+batch_size           |              1500             
+update_steps         |               1               
+mode                 |             train             
+path                 | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_bySentiment_exp_asc/80/model_vi_multibooked_eu_xlm_10
+device               |               0               
+seed                 |               1               
+threads              |               16              
+local_rank           |               -1              
+feat                 |              None             
+build                |              True             
+checkpoint           |             False             
+encoder              |              bert             
+max_len              |              None             
+buckets              |               32              
+train                | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_bySentiment_exp_asc/80/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_bySentiment_exp_asc/80/dev.conllu
+test                 | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp/test.conllu
+embed                |     data/glove.6B.100d.txt    
+unk                  |              unk              
+n_embed              |              100              
+n_embed_proj         |              125              
+bert                 |        xlm-roberta-base       
+inference            |              mfvi             
+---------------------+-------------------------------
+
+2024-04-01 12:36:05 INFO Building the fields
+2024-04-01 12:36:06 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-04-01 12:36:06 INFO Building the model
+2024-04-01 12:36:08 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)
+  (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 12:36:08 INFO Loading the data
+2024-04-01 12:36:09 INFO 
+train: Dataset(n_sentences=849, n_batches=32, n_buckets=32)
+dev:   Dataset(n_sentences=119, n_batches=28, n_buckets=28)
+test:  Dataset(n_sentences=305, n_batches=32, n_buckets=32)
+
+2024-04-01 12:36:09 INFO Epoch 1 / 5000:
+2024-04-01 12:36:12 INFO lr: 4.9990e-05 - loss: 0.1135 - UP: 12.90% UR: 11.49% UF: 12.15% P:  3.49% R:  3.11% F:  3.29%
+2024-04-01 12:36:12 INFO dev:  loss: 0.2316 - UP: 67.05% UR:  8.24% UF: 14.68% P: 59.09% R:  7.26% F: 12.94%
+2024-04-01 12:36:13 INFO test: loss: nan - UP: 58.38% UR:  7.10% UF: 12.66% P: 53.18% R:  6.47% F: 11.54%
+2024-04-01 12:36:17 INFO 0:00:03.761492s elapsed (saved)
+
+2024-04-01 12:36:17 INFO Epoch 2 / 5000:
+2024-04-01 12:36:20 INFO lr: 4.9980e-05 - loss: 0.2500 - UP: 58.06% UR: 15.21% UF: 24.10% P: 49.92% R: 13.08% F: 20.72%
+2024-04-01 12:36:20 INFO dev:  loss: 0.1748 - UP: 85.92% UR: 17.04% UF: 28.44% P: 73.94% R: 14.66% F: 24.48%
+2024-04-01 12:36:20 INFO test: loss: nan - UP: 74.46% UR: 17.02% UF: 27.70% P: 67.08% R: 15.33% F: 24.96%
+2024-04-01 12:36:27 INFO 0:00:03.098842s elapsed (saved)
+
+2024-04-01 12:36:27 INFO Epoch 3 / 5000:
+2024-04-01 12:36:30 INFO lr: 4.9970e-05 - loss: 0.0927 - UP: 70.04% UR: 27.26% UF: 39.25% P: 63.11% R: 24.56% F: 35.36%
+2024-04-01 12:36:30 INFO dev:  loss: 0.1621 - UP: 91.79% UR: 17.18% UF: 28.94% P: 79.10% R: 14.80% F: 24.94%
+2024-04-01 12:36:31 INFO test: loss: nan - UP: 83.92% UR: 15.05% UF: 25.52% P: 77.65% R: 13.92% F: 23.61%
+2024-04-01 12:36:38 INFO 0:00:03.108092s elapsed (saved)
+
+2024-04-01 12:36:38 INFO Epoch 4 / 5000:
+2024-04-01 12:36:40 INFO lr: 4.9960e-05 - loss: 0.1307 - UP: 72.88% UR: 37.01% UF: 49.09% P: 67.14% R: 34.09% F: 45.22%
+2024-04-01 12:36:40 INFO dev:  loss: 0.1367 - UP: 77.46% UR: 34.08% UF: 47.33% P: 66.67% R: 29.33% F: 40.74%
+2024-04-01 12:36:41 INFO test: loss: nan - UP: 70.96% UR: 36.78% UF: 48.45% P: 66.62% R: 34.53% F: 45.48%
+2024-04-01 12:36:47 INFO 0:00:03.109877s elapsed (saved)
+
+2024-04-01 12:36:47 INFO Epoch 5 / 5000:
+2024-04-01 12:36:50 INFO lr: 4.9950e-05 - loss: 0.1026 - UP: 77.37% UR: 46.04% UF: 57.73% P: 72.21% R: 42.97% F: 53.88%
+2024-04-01 12:36:50 INFO dev:  loss: 0.1315 - UP: 73.32% UR: 39.53% UF: 51.36% P: 65.28% R: 35.20% F: 45.74%
+2024-04-01 12:36:51 INFO test: loss: nan - UP: 68.37% UR: 43.32% UF: 53.03% P: 64.15% R: 40.65% F: 49.76%
+2024-04-01 12:36:57 INFO 0:00:03.087716s elapsed (saved)
+
+2024-04-01 12:36:57 INFO Epoch 6 / 5000:
+2024-04-01 12:37:00 INFO lr: 4.9940e-05 - loss: 0.0219 - UP: 73.76% UR: 48.63% UF: 58.62% P: 68.45% R: 45.13% F: 54.39%
+2024-04-01 12:37:00 INFO dev:  loss: 0.1335 - UP: 71.10% UR: 42.60% UF: 53.28% P: 64.80% R: 38.83% F: 48.56%
+2024-04-01 12:37:00 INFO test: loss: nan - UP: 65.51% UR: 47.68% UF: 55.19% P: 63.29% R: 46.06% F: 53.32%
+2024-04-01 12:37:07 INFO 0:00:03.136216s elapsed (saved)
+
+2024-04-01 12:37:07 INFO Epoch 7 / 5000:
+2024-04-01 12:37:10 INFO lr: 4.9930e-05 - loss: 0.0439 - UP: 78.95% UR: 54.85% UF: 64.73% P: 74.88% R: 52.02% F: 61.39%
+2024-04-01 12:37:10 INFO dev:  loss: 0.1390 - UP: 76.34% UR: 39.66% UF: 52.21% P: 70.70% R: 36.73% F: 48.35%
+2024-04-01 12:37:11 INFO test: loss: nan - UP: 73.32% UR: 44.44% UF: 55.34% P: 70.07% R: 42.48% F: 52.89%
+2024-04-01 12:37:11 INFO 0:00:03.110852s elapsed
+
+2024-04-01 12:37:11 INFO Epoch 8 / 5000:
+2024-04-01 12:37:13 INFO lr: 4.9920e-05 - loss: 0.0838 - UP: 82.97% UR: 59.99% UF: 69.63% P: 79.21% R: 57.27% F: 66.47%
+2024-04-01 12:37:13 INFO dev:  loss: 0.1196 - UP: 75.66% UR: 44.27% UF: 55.86% P: 69.45% R: 40.64% F: 51.28%
+2024-04-01 12:37:14 INFO test: loss: nan - UP: 72.18% UR: 46.34% UF: 56.45% P: 68.57% R: 44.02% F: 53.62%
+2024-04-01 12:37:20 INFO 0:00:03.087453s elapsed (saved)
+
+2024-04-01 12:37:20 INFO Epoch 9 / 5000:
+2024-04-01 12:37:23 INFO lr: 4.9910e-05 - loss: 0.0713 - UP: 81.72% UR: 67.23% UF: 73.77% P: 79.45% R: 65.36% F: 71.72%
+2024-04-01 12:37:23 INFO dev:  loss: 0.1331 - UP: 73.28% UR: 49.02% UF: 58.74% P: 67.01% R: 44.83% F: 53.72%
+2024-04-01 12:37:23 INFO test: loss: nan - UP: 65.21% UR: 52.32% UF: 58.06% P: 61.17% R: 49.09% F: 54.47%
+2024-04-01 12:37:30 INFO 0:00:03.128963s elapsed (saved)
+
+2024-04-01 12:37:30 INFO Epoch 10 / 5000:
+2024-04-01 12:37:33 INFO lr: 4.9900e-05 - loss: 0.0394 - UP: 84.18% UR: 62.77% UF: 71.92% P: 82.05% R: 61.18% F: 70.10%
+2024-04-01 12:37:33 INFO dev:  loss: 0.1334 - UP: 69.06% UR: 52.37% UF: 59.57% P: 64.09% R: 48.60% F: 55.28%
+2024-04-01 12:37:33 INFO test: loss: nan - UP: 60.21% UR: 56.82% UF: 58.47% P: 56.56% R: 53.38% F: 54.92%
+2024-04-01 12:37:40 INFO 0:00:03.120730s elapsed (saved)
+
+2024-04-01 12:37:40 INFO Epoch 11 / 5000:
+2024-04-01 12:37:43 INFO lr: 4.9890e-05 - loss: 0.0563 - UP: 85.76% UR: 68.15% UF: 75.95% P: 82.53% R: 65.58% F: 73.08%
+2024-04-01 12:37:43 INFO dev:  loss: 0.1243 - UP: 73.39% UR: 49.30% UF: 58.98% P: 69.02% R: 46.37% F: 55.47%
+2024-04-01 12:37:43 INFO test: loss: nan - UP: 67.69% UR: 54.08% UF: 60.13% P: 63.47% R: 50.70% F: 56.37%
+2024-04-01 12:37:50 INFO 0:00:03.143265s elapsed (saved)
+
+2024-04-01 12:37:50 INFO Epoch 12 / 5000:
+2024-04-01 12:37:53 INFO lr: 4.9880e-05 - loss: 0.0583 - UP: 86.78% UR: 75.41% UF: 80.70% P: 84.60% R: 73.52% F: 78.67%
+2024-04-01 12:37:53 INFO dev:  loss: 0.1473 - UP: 76.67% UR: 48.18% UF: 59.18% P: 71.33% R: 44.83% F: 55.06%
+2024-04-01 12:37:53 INFO test: loss: nan - UP: 71.55% UR: 53.59% UF: 61.28% P: 68.08% R: 50.98% F: 58.30%
+2024-04-01 12:37:53 INFO 0:00:03.057109s elapsed
+
+2024-04-01 12:37:53 INFO Epoch 13 / 5000:
+2024-04-01 12:37:56 INFO lr: 4.9870e-05 - loss: 0.0413 - UP: 90.11% UR: 78.50% UF: 83.91% P: 88.41% R: 77.02% F: 82.33%
+2024-04-01 12:37:56 INFO dev:  loss: 0.1353 - UP: 76.55% UR: 50.14% UF: 60.59% P: 71.86% R: 47.07% F: 56.88%
+2024-04-01 12:37:56 INFO test: loss: nan - UP: 66.84% UR: 55.84% UF: 60.84% P: 63.47% R: 53.02% F: 57.78%
+2024-04-01 12:38:03 INFO 0:00:03.080791s elapsed (saved)
+
+2024-04-01 12:38:03 INFO Epoch 14 / 5000:
+2024-04-01 12:38:06 INFO lr: 4.9860e-05 - loss: 0.0054 - UP: 91.09% UR: 79.00% UF: 84.62% P: 89.91% R: 77.98% F: 83.52%
+2024-04-01 12:38:06 INFO dev:  loss: 0.1342 - UP: 70.99% UR: 55.03% UF: 62.00% P: 66.13% R: 51.26% F: 57.75%
+2024-04-01 12:38:06 INFO test: loss: nan - UP: 61.98% UR: 62.38% UF: 62.18% P: 58.70% R: 59.07% F: 58.89%
+2024-04-01 12:38:13 INFO 0:00:03.039073s elapsed (saved)
+
+2024-04-01 12:38:13 INFO Epoch 15 / 5000:
+2024-04-01 12:38:16 INFO lr: 4.9850e-05 - loss: 0.0496 - UP: 89.99% UR: 80.96% UF: 85.24% P: 88.88% R: 79.96% F: 84.18%
+2024-04-01 12:38:16 INFO dev:  loss: 0.1441 - UP: 75.32% UR: 49.44% UF: 59.70% P: 69.57% R: 45.67% F: 55.14%
+2024-04-01 12:38:16 INFO test: loss: nan - UP: 66.58% UR: 55.91% UF: 60.78% P: 63.32% R: 53.16% F: 57.80%
+2024-04-01 12:38:16 INFO 0:00:03.080166s elapsed
+
+2024-04-01 12:38:16 INFO Epoch 16 / 5000:
+2024-04-01 12:38:19 INFO lr: 4.9840e-05 - loss: 0.0554 - UP: 92.16% UR: 82.31% UF: 86.96% P: 90.69% R: 81.01% F: 85.58%
+2024-04-01 12:38:19 INFO dev:  loss: 0.1598 - UP: 70.54% UR: 56.84% UF: 62.95% P: 65.34% R: 52.65% F: 58.31%
+2024-04-01 12:38:19 INFO test: loss: nan - UP: 61.88% UR: 62.80% UF: 62.34% P: 57.24% R: 58.09% F: 57.66%
+2024-04-01 12:38:26 INFO 0:00:03.061733s elapsed (saved)
+
+2024-04-01 12:38:26 INFO Epoch 17 / 5000:
+2024-04-01 12:38:29 INFO lr: 4.9830e-05 - loss: 0.0288 - UP: 92.16% UR: 86.23% UF: 89.10% P: 91.42% R: 85.53% F: 88.38%
+2024-04-01 12:38:29 INFO dev:  loss: 0.1419 - UP: 72.34% UR: 59.92% UF: 65.55% P: 67.12% R: 55.59% F: 60.81%
+2024-04-01 12:38:29 INFO test: loss: nan - UP: 60.85% UR: 65.26% UF: 62.98% P: 58.36% R: 62.59% F: 60.40%
+2024-04-01 12:38:36 INFO 0:00:03.103486s elapsed (saved)
+
+2024-04-01 12:38:36 INFO Epoch 18 / 5000:
+2024-04-01 12:38:39 INFO lr: 4.9820e-05 - loss: 0.0289 - UP: 94.16% UR: 87.75% UF: 90.84% P: 93.56% R: 87.18% F: 90.26%
+2024-04-01 12:38:39 INFO dev:  loss: 0.1556 - UP: 75.65% UR: 56.84% UF: 64.91% P: 70.26% R: 52.79% F: 60.29%
+2024-04-01 12:38:39 INFO test: loss: nan - UP: 65.23% UR: 60.83% UF: 62.95% P: 61.31% R: 57.17% F: 59.17%
+2024-04-01 12:38:39 INFO 0:00:03.082966s elapsed
+
+2024-04-01 12:38:39 INFO Epoch 19 / 5000:
+2024-04-01 12:38:42 INFO lr: 4.9810e-05 - loss: 0.0213 - UP: 94.08% UR: 90.99% UF: 92.51% P: 93.45% R: 90.38% F: 91.89%
+2024-04-01 12:38:42 INFO dev:  loss: 0.1595 - UP: 77.46% UR: 53.77% UF: 63.48% P: 72.03% R: 50.00% F: 59.03%
+2024-04-01 12:38:42 INFO test: loss: nan - UP: 68.38% UR: 59.77% UF: 63.79% P: 64.36% R: 56.26% F: 60.04%
+2024-04-01 12:38:42 INFO 0:00:03.066160s elapsed
+
+2024-04-01 12:38:42 INFO Epoch 20 / 5000:
+2024-04-01 12:38:45 INFO lr: 4.9800e-05 - loss: 0.0016 - UP: 94.82% UR: 90.01% UF: 92.35% P: 93.72% R: 88.97% F: 91.28%
+2024-04-01 12:38:45 INFO dev:  loss: 0.1801 - UP: 72.58% UR: 55.45% UF: 62.87% P: 66.91% R: 51.12% F: 57.96%
+2024-04-01 12:38:45 INFO test: loss: nan - UP: 63.06% UR: 63.99% UF: 63.53% P: 59.94% R: 60.83% F: 60.38%
+2024-04-01 12:38:45 INFO 0:00:03.091534s elapsed
+
+2024-04-01 12:38:45 INFO Epoch 21 / 5000:
+2024-04-01 12:38:48 INFO lr: 4.9790e-05 - loss: 0.0059 - UP: 94.04% UR: 91.71% UF: 92.86% P: 93.04% R: 90.73% F: 91.87%
+2024-04-01 12:38:48 INFO dev:  loss: 0.1828 - UP: 76.19% UR: 51.40% UF: 61.38% P: 71.64% R: 48.32% F: 57.71%
+2024-04-01 12:38:48 INFO test: loss: nan - UP: 68.00% UR: 57.24% UF: 62.16% P: 64.83% R: 54.57% F: 59.26%
+2024-04-01 12:38:48 INFO 0:00:03.076109s elapsed
+
+2024-04-01 12:38:48 INFO Epoch 22 / 5000:
+2024-04-01 12:38:51 INFO lr: 4.9780e-05 - loss: 0.0187 - UP: 95.31% UR: 91.49% UF: 93.36% P: 94.58% R: 90.80% F: 92.65%
+2024-04-01 12:38:51 INFO dev:  loss: 0.1949 - UP: 76.37% UR: 48.74% UF: 59.51% P: 69.80% R: 44.55% F: 54.39%
+2024-04-01 12:38:52 INFO test: loss: nan - UP: 71.02% UR: 57.74% UF: 63.69% P: 67.56% R: 54.92% F: 60.59%
+2024-04-01 12:38:52 INFO 0:00:03.087594s elapsed
+
+2024-04-01 12:38:52 INFO Epoch 23 / 5000:
+2024-04-01 12:38:54 INFO lr: 4.9770e-05 - loss: 0.0194 - UP: 95.32% UR: 91.64% UF: 93.44% P: 94.73% R: 91.08% F: 92.87%
+2024-04-01 12:38:54 INFO dev:  loss: 0.2245 - UP: 75.89% UR: 53.63% UF: 62.85% P: 67.98% R: 48.04% F: 56.30%
+2024-04-01 12:38:55 INFO test: loss: nan - UP: 66.99% UR: 58.09% UF: 62.22% P: 63.42% R: 54.99% F: 58.91%
+2024-04-01 12:38:55 INFO 0:00:03.079082s elapsed
+
+2024-04-01 12:38:55 INFO Epoch 24 / 5000:
+2024-04-01 12:38:57 INFO lr: 4.9760e-05 - loss: 0.0160 - UP: 94.85% UR: 91.36% UF: 93.07% P: 94.13% R: 90.67% F: 92.36%
+2024-04-01 12:38:57 INFO dev:  loss: 0.1991 - UP: 71.46% UR: 52.79% UF: 60.72% P: 65.22% R: 48.18% F: 55.42%
+2024-04-01 12:38:58 INFO test: loss: nan - UP: 64.13% UR: 62.24% UF: 63.17% P: 60.58% R: 58.79% F: 59.67%
+2024-04-01 12:38:58 INFO 0:00:03.065506s elapsed
+
+2024-04-01 12:38:58 INFO Epoch 25 / 5000:
+2024-04-01 12:39:00 INFO lr: 4.9750e-05 - loss: 0.0103 - UP: 96.05% UR: 93.06% UF: 94.53% P: 95.58% R: 92.60% F: 94.07%
+2024-04-01 12:39:00 INFO dev:  loss: 0.1941 - UP: 71.81% UR: 59.78% UF: 65.24% P: 67.11% R: 55.87% F: 60.98%
+2024-04-01 12:39:01 INFO test: loss: nan - UP: 62.47% UR: 66.24% UF: 64.30% P: 59.08% R: 62.66% F: 60.82%
+2024-04-01 12:39:08 INFO 0:00:03.072501s elapsed (saved)
+
+2024-04-01 12:39:08 INFO Epoch 26 / 5000:
+2024-04-01 12:39:10 INFO lr: 4.9740e-05 - loss: 0.0009 - UP: 97.40% UR: 95.37% UF: 96.37% P: 97.04% R: 95.02% F: 96.02%
+2024-04-01 12:39:10 INFO dev:  loss: 0.2108 - UP: 73.37% UR: 56.56% UF: 63.88% P: 67.75% R: 52.23% F: 58.99%
+2024-04-01 12:39:11 INFO test: loss: nan - UP: 64.75% UR: 62.52% UF: 63.61% P: 61.62% R: 59.49% F: 60.54%
+2024-04-01 12:39:11 INFO 0:00:03.093521s elapsed
+
+2024-04-01 12:39:11 INFO Epoch 27 / 5000:
+2024-04-01 12:39:13 INFO lr: 4.9730e-05 - loss: 0.0072 - UP: 97.16% UR: 95.93% UF: 96.54% P: 96.87% R: 95.65% F: 96.26%
+2024-04-01 12:39:13 INFO dev:  loss: 0.2103 - UP: 74.16% UR: 55.73% UF: 63.64% P: 68.96% R: 51.82% F: 59.17%
+2024-04-01 12:39:14 INFO test: loss: nan - UP: 65.94% UR: 63.71% UF: 64.81% P: 62.74% R: 60.62% F: 61.66%
+2024-04-01 12:39:14 INFO 0:00:03.086061s elapsed
+
+2024-04-01 12:39:14 INFO Epoch 28 / 5000:
+2024-04-01 12:39:16 INFO lr: 4.9720e-05 - loss: 0.0113 - UP: 96.76% UR: 95.65% UF: 96.20% P: 96.41% R: 95.30% F: 95.85%
+2024-04-01 12:39:17 INFO dev:  loss: 0.2140 - UP: 76.05% UR: 53.21% UF: 62.61% P: 71.26% R: 49.86% F: 58.67%
+2024-04-01 12:39:17 INFO test: loss: nan - UP: 69.16% UR: 60.41% UF: 64.49% P: 66.02% R: 57.67% F: 61.56%
+2024-04-01 12:39:17 INFO 0:00:03.072645s elapsed
+
+2024-04-01 12:39:17 INFO Epoch 29 / 5000:
+2024-04-01 12:39:19 INFO lr: 4.9710e-05 - loss: 0.0023 - UP: 97.86% UR: 95.47% UF: 96.65% P: 97.57% R: 95.19% F: 96.37%
+2024-04-01 12:39:20 INFO dev:  loss: 0.2072 - UP: 69.81% UR: 60.06% UF: 64.56% P: 65.42% R: 56.28% F: 60.51%
+2024-04-01 12:39:20 INFO test: loss: nan - UP: 62.19% UR: 67.44% UF: 64.71% P: 58.95% R: 63.92% F: 61.34%
+2024-04-01 12:39:20 INFO 0:00:03.075550s elapsed
+
+2024-04-01 12:39:20 INFO Epoch 30 / 5000:
+2024-04-01 12:39:22 INFO lr: 4.9700e-05 - loss: 0.0009 - UP: 97.04% UR: 95.56% UF: 96.29% P: 96.62% R: 95.15% F: 95.88%
+2024-04-01 12:39:23 INFO dev:  loss: 0.2207 - UP: 74.05% UR: 57.40% UF: 64.67% P: 68.47% R: 53.07% F: 59.80%
+2024-04-01 12:39:23 INFO test: loss: nan - UP: 66.67% UR: 62.45% UF: 64.49% P: 63.36% R: 59.35% F: 61.29%
+2024-04-01 12:39:23 INFO 0:00:03.058279s elapsed
+
+2024-04-01 12:39:23 INFO Epoch 31 / 5000:
+2024-04-01 12:39:25 INFO lr: 4.9690e-05 - loss: 0.0047 - UP: 97.14% UR: 96.00% UF: 96.56% P: 96.76% R: 95.63% F: 96.19%
+2024-04-01 12:39:26 INFO dev:  loss: 0.2320 - UP: 72.94% UR: 53.07% UF: 61.44% P: 66.22% R: 48.18% F: 55.78%
+2024-04-01 12:39:26 INFO test: loss: nan - UP: 66.28% UR: 60.41% UF: 63.21% P: 62.58% R: 57.03% F: 59.68%
+2024-04-01 12:39:26 INFO 0:00:03.083940s elapsed
+
+2024-04-01 12:39:26 INFO Epoch 32 / 5000:
+2024-04-01 12:39:29 INFO lr: 4.9680e-05 - loss: 0.0040 - UP: 97.07% UR: 95.28% UF: 96.17% P: 96.79% R: 95.00% F: 95.88%
+2024-04-01 12:39:29 INFO dev:  loss: 0.2205 - UP: 76.25% UR: 61.87% UF: 68.31% P: 70.74% R: 57.40% F: 63.38%
+2024-04-01 12:39:29 INFO test: loss: nan - UP: 63.20% UR: 64.63% UF: 63.91% P: 60.04% R: 61.39% F: 60.71%
+2024-04-01 12:39:35 INFO 0:00:03.071800s elapsed (saved)
+
+2024-04-01 12:39:35 INFO Epoch 33 / 5000:
+2024-04-01 12:39:38 INFO lr: 4.9670e-05 - loss: 0.0033 - UP: 97.62% UR: 96.28% UF: 96.94% P: 97.46% R: 96.13% F: 96.79%
+2024-04-01 12:39:38 INFO dev:  loss: 0.2374 - UP: 74.59% UR: 57.40% UF: 64.88% P: 68.97% R: 53.07% F: 59.98%
+2024-04-01 12:39:38 INFO test: loss: nan - UP: 64.93% UR: 64.84% UF: 64.88% P: 62.25% R: 62.17% F: 62.21%
+2024-04-01 12:39:38 INFO 0:00:03.131595s elapsed
+
+2024-04-01 12:39:38 INFO Epoch 34 / 5000:
+2024-04-01 12:39:41 INFO lr: 4.9660e-05 - loss: 0.0001 - UP: 97.44% UR: 95.19% UF: 96.30% P: 96.84% R: 94.60% F: 95.71%
+2024-04-01 12:39:41 INFO dev:  loss: 0.2141 - UP: 76.78% UR: 55.87% UF: 64.67% P: 71.40% R: 51.96% F: 60.15%
+2024-04-01 12:39:42 INFO test: loss: nan - UP: 66.30% UR: 59.21% UF: 62.56% P: 64.02% R: 57.17% F: 60.40%
+2024-04-01 12:39:42 INFO 0:00:03.109345s elapsed
+
+2024-04-01 12:39:42 INFO Epoch 35 / 5000:
+2024-04-01 12:39:44 INFO lr: 4.9650e-05 - loss: 0.0028 - UP: 96.91% UR: 95.69% UF: 96.30% P: 96.17% R: 94.95% F: 95.56%
+2024-04-01 12:39:44 INFO dev:  loss: 0.2428 - UP: 72.63% UR: 58.94% UF: 65.07% P: 67.13% R: 54.47% F: 60.14%
+2024-04-01 12:39:45 INFO test: loss: nan - UP: 63.50% UR: 63.85% UF: 63.67% P: 60.70% R: 61.04% F: 60.87%
+2024-04-01 12:39:45 INFO 0:00:03.126636s elapsed
+
+2024-04-01 12:39:45 INFO Epoch 36 / 5000:
+2024-04-01 12:39:47 INFO lr: 4.9640e-05 - loss: 0.0019 - UP: 96.95% UR: 96.28% UF: 96.62% P: 96.56% R: 95.89% F: 96.22%
+2024-04-01 12:39:47 INFO dev:  loss: 0.2257 - UP: 73.10% UR: 57.68% UF: 64.48% P: 67.08% R: 52.93% F: 59.17%
+2024-04-01 12:39:48 INFO test: loss: nan - UP: 65.79% UR: 61.81% UF: 63.74% P: 62.65% R: 58.86% F: 60.70%
+2024-04-01 12:39:48 INFO 0:00:03.098684s elapsed
+
+2024-04-01 12:39:48 INFO Epoch 37 / 5000:
+2024-04-01 12:39:50 INFO lr: 4.9630e-05 - loss: 0.0035 - UP: 97.67% UR: 95.89% UF: 96.77% P: 96.19% R: 94.43% F: 95.30%
+2024-04-01 12:39:51 INFO dev:  loss: 0.2408 - UP: 72.17% UR: 56.15% UF: 63.16% P: 65.17% R: 50.70% F: 57.03%
+2024-04-01 12:39:51 INFO test: loss: nan - UP: 67.11% UR: 63.29% UF: 65.15% P: 60.78% R: 57.31% F: 58.99%
+2024-04-01 12:39:51 INFO 0:00:03.085216s elapsed
+
+2024-04-01 12:39:51 INFO Epoch 38 / 5000:
+2024-04-01 12:39:53 INFO lr: 4.9620e-05 - loss: 0.0005 - UP: 97.72% UR: 95.89% UF: 96.79% P: 97.14% R: 95.32% F: 96.22%
+2024-04-01 12:39:54 INFO dev:  loss: 0.2323 - UP: 72.43% UR: 59.08% UF: 65.08% P: 66.78% R: 54.47% F: 60.00%
+2024-04-01 12:39:54 INFO test: loss: nan - UP: 64.94% UR: 66.32% UF: 65.62% P: 61.98% R: 63.29% F: 62.63%
+2024-04-01 12:39:54 INFO 0:00:03.107324s elapsed
+
+2024-04-01 12:39:54 INFO Epoch 39 / 5000:
+2024-04-01 12:39:56 INFO lr: 4.9610e-05 - loss: 0.0093 - UP: 97.94% UR: 97.13% UF: 97.53% P: 97.67% R: 96.87% F: 97.27%
+2024-04-01 12:39:57 INFO dev:  loss: 0.2312 - UP: 75.25% UR: 53.07% UF: 62.24% P: 69.90% R: 49.30% F: 57.82%
+2024-04-01 12:39:57 INFO test: loss: nan - UP: 68.42% UR: 59.56% UF: 63.68% P: 64.05% R: 55.77% F: 59.62%
+2024-04-01 12:39:57 INFO 0:00:03.025348s elapsed
+
+2024-04-01 12:39:57 INFO Epoch 40 / 5000:
+2024-04-01 12:39:59 INFO lr: 4.9600e-05 - loss: 0.0071 - UP: 98.42% UR: 97.30% UF: 97.86% P: 98.04% R: 96.93% F: 97.48%
+2024-04-01 12:40:00 INFO dev:  loss: 0.2401 - UP: 73.26% UR: 57.40% UF: 64.37% P: 68.81% R: 53.91% F: 60.45%
+2024-04-01 12:40:00 INFO test: loss: nan - UP: 65.66% UR: 65.47% UF: 65.56% P: 62.13% R: 61.95% F: 62.04%
+2024-04-01 12:40:00 INFO 0:00:03.052299s elapsed
+
+2024-04-01 12:40:00 INFO Epoch 41 / 5000:
+2024-04-01 12:40:03 INFO lr: 4.9590e-05 - loss: 0.0002 - UP: 98.42% UR: 97.52% UF: 97.97% P: 97.94% R: 97.04% F: 97.49%
+2024-04-01 12:40:03 INFO dev:  loss: 0.2582 - UP: 71.07% UR: 54.89% UF: 61.94% P: 66.37% R: 51.26% F: 57.84%
+2024-04-01 12:40:03 INFO test: loss: nan - UP: 67.03% UR: 64.63% UF: 65.81% P: 63.60% R: 61.32% F: 62.44%
+2024-04-01 12:40:03 INFO 0:00:03.060189s elapsed
+
+2024-04-01 12:40:03 INFO Epoch 42 / 5000:
+2024-04-01 12:40:06 INFO lr: 4.9580e-05 - loss: 0.0033 - UP: 98.25% UR: 97.63% UF: 97.94% P: 98.12% R: 97.50% F: 97.81%
+2024-04-01 12:40:06 INFO dev:  loss: 0.2590 - UP: 71.36% UR: 58.10% UF: 64.05% P: 65.52% R: 53.35% F: 58.81%
+2024-04-01 12:40:06 INFO test: loss: nan - UP: 65.44% UR: 65.26% UF: 65.35% P: 62.41% R: 62.24% F: 62.32%
+2024-04-01 12:40:06 INFO 0:00:03.070468s elapsed
+
+2024-04-01 12:40:06 INFO Epoch 43 / 5000:
+2024-04-01 12:40:09 INFO lr: 4.9570e-05 - loss: 0.0790 - UP: 98.36% UR: 97.74% UF: 98.05% P: 98.14% R: 97.52% F: 97.83%
+2024-04-01 12:40:09 INFO dev:  loss: 0.2166 - UP: 73.20% UR: 56.84% UF: 63.99% P: 67.45% R: 52.37% F: 58.96%
+2024-04-01 12:40:09 INFO test: loss: nan - UP: 66.23% UR: 64.42% UF: 65.31% P: 62.83% R: 61.11% F: 61.96%
+2024-04-01 12:40:09 INFO 0:00:03.073538s elapsed
+
+2024-04-01 12:40:09 INFO Epoch 44 / 5000:
+2024-04-01 12:40:12 INFO lr: 4.9560e-05 - loss: 0.0028 - UP: 98.19% UR: 98.22% UF: 98.21% P: 98.02% R: 98.04% F: 98.03%
+2024-04-01 12:40:12 INFO dev:  loss: 0.2368 - UP: 73.13% UR: 55.87% UF: 63.34% P: 67.46% R: 51.54% F: 58.43%
+2024-04-01 12:40:12 INFO test: loss: nan - UP: 67.44% UR: 63.64% UF: 65.48% P: 64.01% R: 60.41% F: 62.16%
+2024-04-01 12:40:12 INFO 0:00:03.067503s elapsed
+
+2024-04-01 12:40:12 INFO Epoch 45 / 5000:
+2024-04-01 12:40:15 INFO lr: 4.9550e-05 - loss: 0.0035 - UP: 98.80% UR: 98.26% UF: 98.53% P: 98.67% R: 98.13% F: 98.40%
+2024-04-01 12:40:15 INFO dev:  loss: 0.2361 - UP: 72.27% UR: 54.61% UF: 62.21% P: 66.17% R: 50.00% F: 56.96%
+2024-04-01 12:40:15 INFO test: loss: nan - UP: 66.74% UR: 63.22% UF: 64.93% P: 63.62% R: 60.27% F: 61.90%
+2024-04-01 12:40:15 INFO 0:00:03.064250s elapsed
+
+2024-04-01 12:40:15 INFO Epoch 46 / 5000:
+2024-04-01 12:40:18 INFO lr: 4.9540e-05 - loss: 0.0002 - UP: 98.72% UR: 97.32% UF: 98.02% P: 98.34% R: 96.95% F: 97.64%
+2024-04-01 12:40:18 INFO dev:  loss: 0.2482 - UP: 72.49% UR: 57.40% UF: 64.07% P: 66.14% R: 52.37% F: 58.46%
+2024-04-01 12:40:18 INFO test: loss: nan - UP: 64.55% UR: 62.87% UF: 63.70% P: 61.81% R: 60.20% F: 60.99%
+2024-04-01 12:40:18 INFO 0:00:03.083922s elapsed
+
+2024-04-01 12:40:18 INFO Epoch 47 / 5000:
+2024-04-01 12:40:21 INFO lr: 4.9530e-05 - loss: 0.0043 - UP: 98.56% UR: 98.17% UF: 98.36% P: 98.38% R: 98.00% F: 98.19%
+2024-04-01 12:40:21 INFO dev:  loss: 0.3461 - UP: 72.64% UR: 54.89% UF: 62.53% P: 65.80% R: 49.72% F: 56.64%
+2024-04-01 12:40:22 INFO test: loss: nan - UP: 64.16% UR: 62.94% UF: 63.54% P: 59.28% R: 58.16% F: 58.71%
+2024-04-01 12:40:22 INFO 0:00:03.089198s elapsed
+
+2024-04-01 12:40:22 INFO Epoch 48 / 5000:
+2024-04-01 12:40:24 INFO lr: 4.9520e-05 - loss: 0.0112 - UP: 98.59% UR: 97.26% UF: 97.92% P: 98.13% R: 96.80% F: 97.46%
+2024-04-01 12:40:24 INFO dev:  loss: 0.2883 - UP: 76.78% UR: 51.26% UF: 61.47% P: 72.80% R: 48.60% F: 58.29%
+2024-04-01 12:40:25 INFO test: loss: nan - UP: 72.20% UR: 61.74% UF: 66.57% P: 69.00% R: 59.00% F: 63.61%
+2024-04-01 12:40:25 INFO 0:00:03.069024s elapsed
+
+2024-04-01 12:40:25 INFO Epoch 49 / 5000:
+2024-04-01 12:40:27 INFO lr: 4.9510e-05 - loss: 0.0170 - UP: 97.73% UR: 97.43% UF: 97.58% P: 97.56% R: 97.26% F: 97.41%
+2024-04-01 12:40:27 INFO dev:  loss: 0.2758 - UP: 73.95% UR: 54.33% UF: 62.64% P: 68.44% R: 50.28% F: 57.97%
+2024-04-01 12:40:28 INFO test: loss: nan - UP: 63.95% UR: 61.88% UF: 62.90% P: 60.17% R: 58.23% F: 59.19%
+2024-04-01 12:40:28 INFO 0:00:03.052393s elapsed
+
+2024-04-01 12:40:28 INFO Epoch 50 / 5000:
+2024-04-01 12:40:30 INFO lr: 4.9500e-05 - loss: 0.0006 - UP: 96.29% UR: 94.43% UF: 95.35% P: 95.43% R: 93.58% F: 94.50%
+2024-04-01 12:40:30 INFO dev:  loss: 0.2491 - UP: 71.43% UR: 52.37% UF: 60.44% P: 65.33% R: 47.91% F: 55.28%
+2024-04-01 12:40:31 INFO test: loss: nan - UP: 69.40% UR: 63.64% UF: 66.40% P: 65.64% R: 60.20% F: 62.80%
+2024-04-01 12:40:31 INFO 0:00:03.070160s elapsed
+
+2024-04-01 12:40:31 INFO Epoch 51 / 5000:
+2024-04-01 12:40:33 INFO lr: 4.9490e-05 - loss: 0.0001 - UP: 97.46% UR: 95.89% UF: 96.67% P: 96.02% R: 94.47% F: 95.24%
+2024-04-01 12:40:34 INFO dev:  loss: 0.2329 - UP: 72.70% UR: 59.50% UF: 65.44% P: 66.38% R: 54.33% F: 59.75%
+2024-04-01 12:40:34 INFO test: loss: nan - UP: 65.51% UR: 63.71% UF: 64.60% P: 61.82% R: 60.13% F: 60.96%
+2024-04-01 12:40:34 INFO 0:00:03.066684s elapsed
+
+2024-04-01 12:40:34 INFO Epoch 52 / 5000:
+2024-04-01 12:40:36 INFO lr: 4.9480e-05 - loss: 0.0154 - UP: 97.87% UR: 95.78% UF: 96.81% P: 96.64% R: 94.58% F: 95.60%
+2024-04-01 12:40:37 INFO dev:  loss: 0.2340 - UP: 72.52% UR: 58.24% UF: 64.60% P: 63.13% R: 50.70% F: 56.24%
+2024-04-01 12:40:37 INFO test: loss: nan - UP: 63.59% UR: 64.84% UF: 64.21% P: 59.52% R: 60.69% F: 60.10%
+2024-04-01 12:40:37 INFO 0:00:03.068696s elapsed
+
+2024-04-01 12:40:37 INFO Epoch 53 / 5000:
+2024-04-01 12:40:39 INFO lr: 4.9470e-05 - loss: 0.0227 - UP: 95.87% UR: 93.89% UF: 94.87% P: 95.27% R: 93.30% F: 94.27%
+2024-04-01 12:40:40 INFO dev:  loss: 0.2450 - UP: 72.30% UR: 56.15% UF: 63.21% P: 66.91% R: 51.96% F: 58.49%
+2024-04-01 12:40:40 INFO test: loss: nan - UP: 66.52% UR: 64.42% UF: 65.45% P: 63.40% R: 61.39% F: 62.38%
+2024-04-01 12:40:40 INFO 0:00:03.073562s elapsed
+
+2024-04-01 12:40:40 INFO Epoch 54 / 5000:
+2024-04-01 12:40:42 INFO lr: 4.9460e-05 - loss: 0.0112 - UP: 97.48% UR: 94.30% UF: 95.86% P: 97.05% R: 93.89% F: 95.44%
+2024-04-01 12:40:43 INFO dev:  loss: 0.2463 - UP: 69.93% UR: 59.78% UF: 64.46% P: 64.22% R: 54.89% F: 59.19%
+2024-04-01 12:40:43 INFO test: loss: nan - UP: 62.48% UR: 67.79% UF: 65.03% P: 58.52% R: 63.50% F: 60.91%
+2024-04-01 12:40:43 INFO 0:00:03.078411s elapsed
+
+2024-04-01 12:40:43 INFO Epoch 55 / 5000:
+2024-04-01 12:40:46 INFO lr: 4.9450e-05 - loss: 0.0037 - UP: 96.74% UR: 94.26% UF: 95.48% P: 96.16% R: 93.69% F: 94.91%
+2024-04-01 12:40:46 INFO dev:  loss: 0.2027 - UP: 72.44% UR: 57.26% UF: 63.96% P: 66.78% R: 52.79% F: 58.97%
+2024-04-01 12:40:46 INFO test: loss: nan - UP: 64.60% UR: 62.38% UF: 63.47% P: 61.11% R: 59.00% F: 60.04%
+2024-04-01 12:40:46 INFO 0:00:03.065822s elapsed
+
+2024-04-01 12:40:46 INFO Epoch 56 / 5000:
+2024-04-01 12:40:49 INFO lr: 4.9440e-05 - loss: 0.0075 - UP: 96.52% UR: 95.41% UF: 95.96% P: 95.82% R: 94.71% F: 95.26%
+2024-04-01 12:40:49 INFO dev:  loss: 0.2348 - UP: 75.48% UR: 49.44% UF: 59.75% P: 69.51% R: 45.53% F: 55.02%
+2024-04-01 12:40:49 INFO test: loss: nan - UP: 70.90% UR: 54.99% UF: 61.94% P: 67.45% R: 52.32% F: 58.93%
+2024-04-01 12:40:49 INFO 0:00:03.089826s elapsed
+
+2024-04-01 12:40:49 INFO Epoch 57 / 5000:
+2024-04-01 12:40:52 INFO lr: 4.9430e-05 - loss: 0.0001 - UP: 96.63% UR: 94.71% UF: 95.66% P: 96.07% R: 94.17% F: 95.11%
+2024-04-01 12:40:52 INFO dev:  loss: 0.2352 - UP: 78.37% UR: 49.58% UF: 60.74% P: 72.41% R: 45.81% F: 56.12%
+2024-04-01 12:40:52 INFO test: loss: nan - UP: 71.10% UR: 52.25% UF: 60.24% P: 67.46% R: 49.58% F: 57.15%
+2024-04-01 12:40:52 INFO 0:00:03.057200s elapsed
+
+2024-04-01 12:40:52 INFO Epoch 58 / 5000:
+2024-04-01 12:40:55 INFO lr: 4.9420e-05 - loss: 0.0026 - UP: 97.58% UR: 94.58% UF: 96.06% P: 97.33% R: 94.34% F: 95.81%
+2024-04-01 12:40:55 INFO dev:  loss: 0.2389 - UP: 74.14% UR: 57.26% UF: 64.62% P: 67.81% R: 52.37% F: 59.10%
+2024-04-01 12:40:55 INFO test: loss: nan - UP: 67.17% UR: 62.87% UF: 64.95% P: 64.31% R: 60.20% F: 62.19%
+2024-04-01 12:40:55 INFO 0:00:03.096360s elapsed
+
+2024-04-01 12:40:55 INFO Epoch 59 / 5000:
+2024-04-01 12:40:58 INFO lr: 4.9410e-05 - loss: 0.0469 - UP: 97.74% UR: 96.74% UF: 97.23% P: 97.41% R: 96.41% F: 96.91%
+2024-04-01 12:40:58 INFO dev:  loss: 0.2291 - UP: 70.81% UR: 58.94% UF: 64.33% P: 65.44% R: 54.47% F: 59.45%
+2024-04-01 12:40:58 INFO test: loss: nan - UP: 62.54% UR: 65.75% UF: 64.11% P: 59.00% R: 62.03% F: 60.47%
+2024-04-01 12:40:58 INFO 0:00:03.104244s elapsed
+
+2024-04-01 12:40:58 INFO Epoch 60 / 5000:
+2024-04-01 12:41:01 INFO lr: 4.9400e-05 - loss: 0.0041 - UP: 97.61% UR: 96.17% UF: 96.89% P: 97.20% R: 95.76% F: 96.47%
+2024-04-01 12:41:01 INFO dev:  loss: 0.2422 - UP: 72.73% UR: 59.22% UF: 65.28% P: 66.38% R: 54.05% F: 59.58%
+2024-04-01 12:41:02 INFO test: loss: nan - UP: 63.16% UR: 65.82% UF: 64.46% P: 60.12% R: 62.66% F: 61.36%
+2024-04-01 12:41:02 INFO 0:00:03.084210s elapsed
+
+2024-04-01 12:41:02 INFO Epoch 61 / 5000:
+2024-04-01 12:41:04 INFO lr: 4.9390e-05 - loss: 0.0020 - UP: 98.28% UR: 98.11% UF: 98.19% P: 98.06% R: 97.89% F: 97.97%
+2024-04-01 12:41:04 INFO dev:  loss: 0.2475 - UP: 72.37% UR: 59.64% UF: 65.39% P: 66.10% R: 54.47% F: 59.72%
+2024-04-01 12:41:05 INFO test: loss: nan - UP: 63.89% UR: 65.33% UF: 64.60% P: 60.52% R: 61.88% F: 61.20%
+2024-04-01 12:41:05 INFO 0:00:03.080838s elapsed
+
+2024-04-01 12:41:05 INFO Epoch 62 / 5000:
+2024-04-01 12:41:07 INFO lr: 4.9380e-05 - loss: 0.0001 - UP: 98.91% UR: 98.63% UF: 98.77% P: 98.76% R: 98.48% F: 98.62%
+2024-04-01 12:41:07 INFO dev:  loss: 0.2427 - UP: 74.50% UR: 57.12% UF: 64.66% P: 67.58% R: 51.82% F: 58.66%
+2024-04-01 12:41:08 INFO test: loss: nan - UP: 65.97% UR: 62.45% UF: 64.16% P: 62.78% R: 59.42% F: 61.05%
+2024-04-01 12:41:08 INFO 0:00:03.046046s elapsed
+
+2024-04-01 12:41:15 INFO Epoch 32 saved
+2024-04-01 12:41:15 INFO dev:  UP: 76.25% UR: 61.87% UF: 68.31% P: 70.74% R: 57.40% F: 63.38%
+2024-04-01 12:41:15 INFO test: UP: 63.20% UR: 64.63% UF: 63.91% P: 60.04% R: 61.39% F: 60.71%
+2024-04-01 12:41:15 INFO 0:03:11.828095s elapsed, 0:00:03.094002s/epoch

models/multibooked_eu/sdp_bySentiment_exp_asc/80/model_vi_multibooked_eu_xlm_6

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5e0995d80411831af9ffd3b0d828de6aa66c2e33a7dad30fa97b8045729fab2e
+size 1177848113

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

@@ -0,0 +1,444 @@
+2024-04-01 12:25:38 INFO 
+---------------------+-------------------------------
+Param                |             Value             
+---------------------+-------------------------------
+lr                   |             5e-05             
+mu                   |              0.9              
+nu                   |             0.999             
+eps                  |             1e-06             
+weight_decay         |              0.0              
+lr_rate              |               1               
+patience             |               30              
+update-steps         |               1               
+warmup               |              0.0              
+update_steps         |               1               
+mode                 |             train             
+path                 | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_bySentiment_exp_asc/80/model_vi_multibooked_eu_xlm_6
+device               |               0               
+seed                 |               1               
+threads              |               16              
+local_rank           |               -1              
+feat                 |              None             
+build                |              True             
+checkpoint           |             False             
+encoder              |              bert             
+max_len              |              None             
+buckets              |               32              
+train                | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_bySentiment_exp_asc/80/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_bySentiment_exp_asc/80/dev.conllu
+test                 | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp/test.conllu
+embed                |     data/glove.6B.100d.txt    
+unk                  |              unk              
+n_embed              |              100              
+n_embed_proj         |              125              
+bert                 |        xlm-roberta-base       
+inference            |              mfvi             
+---------------------+-------------------------------
+
+2024-04-01 12:25:38 INFO Building the fields
+2024-04-01 12:25:39 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-04-01 12:25:39 INFO Building the model
+2024-04-01 12:25:42 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 12:25:42 INFO Loading the data
+2024-04-01 12:25:42 INFO 
+train: Dataset(n_sentences=849, n_batches=32, n_buckets=32)
+dev:   Dataset(n_sentences=119, n_batches=28, n_buckets=28)
+test:  Dataset(n_sentences=305, n_batches=32, n_buckets=32)
+
+2024-04-01 12:25:42 INFO Epoch 1 / 5000:
+2024-04-01 12:25:45 INFO lr: 4.9990e-05 - loss: 0.1135 - UP: 12.90% UR: 11.49% UF: 12.15% P:  3.49% R:  3.11% F:  3.29%
+2024-04-01 12:25:46 INFO dev:  loss: 0.2316 - UP: 67.05% UR:  8.24% UF: 14.68% P: 59.09% R:  7.26% F: 12.94%
+2024-04-01 12:25:46 INFO test: loss: nan - UP: 58.38% UR:  7.10% UF: 12.66% P: 53.18% R:  6.47% F: 11.54%
+2024-04-01 12:25:51 INFO 0:00:03.668714s elapsed (saved)
+
+2024-04-01 12:25:51 INFO Epoch 2 / 5000:
+2024-04-01 12:25:53 INFO lr: 4.9980e-05 - loss: 0.2500 - UP: 58.06% UR: 15.21% UF: 24.10% P: 49.92% R: 13.08% F: 20.72%
+2024-04-01 12:25:53 INFO dev:  loss: 0.1748 - UP: 85.92% UR: 17.04% UF: 28.44% P: 73.94% R: 14.66% F: 24.48%
+2024-04-01 12:25:54 INFO test: loss: nan - UP: 74.46% UR: 17.02% UF: 27.70% P: 67.08% R: 15.33% F: 24.96%
+2024-04-01 12:26:01 INFO 0:00:03.063932s elapsed (saved)
+
+2024-04-01 12:26:01 INFO Epoch 3 / 5000:
+2024-04-01 12:26:03 INFO lr: 4.9970e-05 - loss: 0.0927 - UP: 70.04% UR: 27.26% UF: 39.25% P: 63.11% R: 24.56% F: 35.36%
+2024-04-01 12:26:03 INFO dev:  loss: 0.1621 - UP: 91.79% UR: 17.18% UF: 28.94% P: 79.10% R: 14.80% F: 24.94%
+2024-04-01 12:26:04 INFO test: loss: nan - UP: 83.92% UR: 15.05% UF: 25.52% P: 77.65% R: 13.92% F: 23.61%
+2024-04-01 12:26:11 INFO 0:00:03.105071s elapsed (saved)
+
+2024-04-01 12:26:11 INFO Epoch 4 / 5000:
+2024-04-01 12:26:13 INFO lr: 4.9960e-05 - loss: 0.1307 - UP: 72.88% UR: 37.01% UF: 49.09% P: 67.14% R: 34.09% F: 45.22%
+2024-04-01 12:26:13 INFO dev:  loss: 0.1367 - UP: 77.46% UR: 34.08% UF: 47.33% P: 66.67% R: 29.33% F: 40.74%
+2024-04-01 12:26:14 INFO test: loss: nan - UP: 70.96% UR: 36.78% UF: 48.45% P: 66.62% R: 34.53% F: 45.48%
+2024-04-01 12:26:21 INFO 0:00:03.099671s elapsed (saved)
+
+2024-04-01 12:26:21 INFO Epoch 5 / 5000:
+2024-04-01 12:26:23 INFO lr: 4.9950e-05 - loss: 0.1026 - UP: 77.37% UR: 46.04% UF: 57.73% P: 72.21% R: 42.97% F: 53.88%
+2024-04-01 12:26:24 INFO dev:  loss: 0.1315 - UP: 73.32% UR: 39.53% UF: 51.36% P: 65.28% R: 35.20% F: 45.74%
+2024-04-01 12:26:24 INFO test: loss: nan - UP: 68.37% UR: 43.32% UF: 53.03% P: 64.15% R: 40.65% F: 49.76%
+2024-04-01 12:26:31 INFO 0:00:03.108353s elapsed (saved)
+
+2024-04-01 12:26:31 INFO Epoch 6 / 5000:
+2024-04-01 12:26:33 INFO lr: 4.9940e-05 - loss: 0.0219 - UP: 73.76% UR: 48.63% UF: 58.62% P: 68.45% R: 45.13% F: 54.39%
+2024-04-01 12:26:34 INFO dev:  loss: 0.1335 - UP: 71.10% UR: 42.60% UF: 53.28% P: 64.80% R: 38.83% F: 48.56%
+2024-04-01 12:26:34 INFO test: loss: nan - UP: 65.51% UR: 47.68% UF: 55.19% P: 63.29% R: 46.06% F: 53.32%
+2024-04-01 12:26:41 INFO 0:00:03.123295s elapsed (saved)
+
+2024-04-01 12:26:41 INFO Epoch 7 / 5000:
+2024-04-01 12:26:43 INFO lr: 4.9930e-05 - loss: 0.0439 - UP: 78.95% UR: 54.85% UF: 64.73% P: 74.88% R: 52.02% F: 61.39%
+2024-04-01 12:26:44 INFO dev:  loss: 0.1390 - UP: 76.34% UR: 39.66% UF: 52.21% P: 70.70% R: 36.73% F: 48.35%
+2024-04-01 12:26:44 INFO test: loss: nan - UP: 73.32% UR: 44.44% UF: 55.34% P: 70.07% R: 42.48% F: 52.89%
+2024-04-01 12:26:44 INFO 0:00:03.094089s elapsed
+
+2024-04-01 12:26:44 INFO Epoch 8 / 5000:
+2024-04-01 12:26:47 INFO lr: 4.9920e-05 - loss: 0.0838 - UP: 82.97% UR: 59.99% UF: 69.63% P: 79.21% R: 57.27% F: 66.47%
+2024-04-01 12:26:47 INFO dev:  loss: 0.1196 - UP: 75.66% UR: 44.27% UF: 55.86% P: 69.45% R: 40.64% F: 51.28%
+2024-04-01 12:26:47 INFO test: loss: nan - UP: 72.18% UR: 46.34% UF: 56.45% P: 68.57% R: 44.02% F: 53.62%
+2024-04-01 12:26:54 INFO 0:00:03.072480s elapsed (saved)
+
+2024-04-01 12:26:54 INFO Epoch 9 / 5000:
+2024-04-01 12:26:56 INFO lr: 4.9910e-05 - loss: 0.0713 - UP: 81.72% UR: 67.23% UF: 73.77% P: 79.45% R: 65.36% F: 71.72%
+2024-04-01 12:26:57 INFO dev:  loss: 0.1331 - UP: 73.28% UR: 49.02% UF: 58.74% P: 67.01% R: 44.83% F: 53.72%
+2024-04-01 12:26:57 INFO test: loss: nan - UP: 65.21% UR: 52.32% UF: 58.06% P: 61.17% R: 49.09% F: 54.47%
+2024-04-01 12:27:04 INFO 0:00:03.032808s elapsed (saved)
+
+2024-04-01 12:27:04 INFO Epoch 10 / 5000:
+2024-04-01 12:27:07 INFO lr: 4.9900e-05 - loss: 0.0394 - UP: 84.18% UR: 62.77% UF: 71.92% P: 82.05% R: 61.18% F: 70.10%
+2024-04-01 12:27:07 INFO dev:  loss: 0.1334 - UP: 69.06% UR: 52.37% UF: 59.57% P: 64.09% R: 48.60% F: 55.28%
+2024-04-01 12:27:07 INFO test: loss: nan - UP: 60.21% UR: 56.82% UF: 58.47% P: 56.56% R: 53.38% F: 54.92%
+2024-04-01 12:27:14 INFO 0:00:03.112309s elapsed (saved)
+
+2024-04-01 12:27:14 INFO Epoch 11 / 5000:
+2024-04-01 12:27:17 INFO lr: 4.9890e-05 - loss: 0.0563 - UP: 85.76% UR: 68.15% UF: 75.95% P: 82.53% R: 65.58% F: 73.08%
+2024-04-01 12:27:17 INFO dev:  loss: 0.1243 - UP: 73.39% UR: 49.30% UF: 58.98% P: 69.02% R: 46.37% F: 55.47%
+2024-04-01 12:27:17 INFO test: loss: nan - UP: 67.69% UR: 54.08% UF: 60.13% P: 63.47% R: 50.70% F: 56.37%
+2024-04-01 12:27:24 INFO 0:00:03.112412s elapsed (saved)
+
+2024-04-01 12:27:24 INFO Epoch 12 / 5000:
+2024-04-01 12:27:27 INFO lr: 4.9880e-05 - loss: 0.0583 - UP: 86.78% UR: 75.41% UF: 80.70% P: 84.60% R: 73.52% F: 78.67%
+2024-04-01 12:27:27 INFO dev:  loss: 0.1473 - UP: 76.67% UR: 48.18% UF: 59.18% P: 71.33% R: 44.83% F: 55.06%
+2024-04-01 12:27:27 INFO test: loss: nan - UP: 71.55% UR: 53.59% UF: 61.28% P: 68.08% R: 50.98% F: 58.30%
+2024-04-01 12:27:27 INFO 0:00:03.040836s elapsed
+
+2024-04-01 12:27:27 INFO Epoch 13 / 5000:
+2024-04-01 12:27:30 INFO lr: 4.9870e-05 - loss: 0.0413 - UP: 90.11% UR: 78.50% UF: 83.91% P: 88.41% R: 77.02% F: 82.33%
+2024-04-01 12:27:30 INFO dev:  loss: 0.1353 - UP: 76.55% UR: 50.14% UF: 60.59% P: 71.86% R: 47.07% F: 56.88%
+2024-04-01 12:27:30 INFO test: loss: nan - UP: 66.84% UR: 55.84% UF: 60.84% P: 63.47% R: 53.02% F: 57.78%
+2024-04-01 12:27:37 INFO 0:00:03.033184s elapsed (saved)
+
+2024-04-01 12:27:37 INFO Epoch 14 / 5000:
+2024-04-01 12:27:39 INFO lr: 4.9860e-05 - loss: 0.0054 - UP: 91.09% UR: 79.00% UF: 84.62% P: 89.91% R: 77.98% F: 83.52%
+2024-04-01 12:27:39 INFO dev:  loss: 0.1342 - UP: 70.99% UR: 55.03% UF: 62.00% P: 66.13% R: 51.26% F: 57.75%
+2024-04-01 12:27:40 INFO test: loss: nan - UP: 61.98% UR: 62.38% UF: 62.18% P: 58.70% R: 59.07% F: 58.89%
+2024-04-01 12:27:47 INFO 0:00:03.046565s elapsed (saved)
+
+2024-04-01 12:27:47 INFO Epoch 15 / 5000:
+2024-04-01 12:27:49 INFO lr: 4.9850e-05 - loss: 0.0496 - UP: 89.99% UR: 80.96% UF: 85.24% P: 88.88% R: 79.96% F: 84.18%
+2024-04-01 12:27:50 INFO dev:  loss: 0.1441 - UP: 75.32% UR: 49.44% UF: 59.70% P: 69.57% R: 45.67% F: 55.14%
+2024-04-01 12:27:50 INFO test: loss: nan - UP: 66.58% UR: 55.91% UF: 60.78% P: 63.32% R: 53.16% F: 57.80%
+2024-04-01 12:27:50 INFO 0:00:03.127704s elapsed
+
+2024-04-01 12:27:50 INFO Epoch 16 / 5000:
+2024-04-01 12:27:52 INFO lr: 4.9840e-05 - loss: 0.0554 - UP: 92.16% UR: 82.31% UF: 86.96% P: 90.69% R: 81.01% F: 85.58%
+2024-04-01 12:27:53 INFO dev:  loss: 0.1598 - UP: 70.54% UR: 56.84% UF: 62.95% P: 65.34% R: 52.65% F: 58.31%
+2024-04-01 12:27:53 INFO test: loss: nan - UP: 61.88% UR: 62.80% UF: 62.34% P: 57.24% R: 58.09% F: 57.66%
+2024-04-01 12:28:00 INFO 0:00:03.131023s elapsed (saved)
+
+2024-04-01 12:28:00 INFO Epoch 17 / 5000:
+2024-04-01 12:28:02 INFO lr: 4.9830e-05 - loss: 0.0288 - UP: 92.16% UR: 86.23% UF: 89.10% P: 91.42% R: 85.53% F: 88.38%
+2024-04-01 12:28:03 INFO dev:  loss: 0.1419 - UP: 72.34% UR: 59.92% UF: 65.55% P: 67.12% R: 55.59% F: 60.81%
+2024-04-01 12:28:03 INFO test: loss: nan - UP: 60.85% UR: 65.26% UF: 62.98% P: 58.36% R: 62.59% F: 60.40%
+2024-04-01 12:28:10 INFO 0:00:03.125967s elapsed (saved)
+
+2024-04-01 12:28:10 INFO Epoch 18 / 5000:
+2024-04-01 12:28:12 INFO lr: 4.9820e-05 - loss: 0.0289 - UP: 94.16% UR: 87.75% UF: 90.84% P: 93.56% R: 87.18% F: 90.26%
+2024-04-01 12:28:13 INFO dev:  loss: 0.1556 - UP: 75.65% UR: 56.84% UF: 64.91% P: 70.26% R: 52.79% F: 60.29%
+2024-04-01 12:28:13 INFO test: loss: nan - UP: 65.23% UR: 60.83% UF: 62.95% P: 61.31% R: 57.17% F: 59.17%
+2024-04-01 12:28:13 INFO 0:00:03.114204s elapsed
+
+2024-04-01 12:28:13 INFO Epoch 19 / 5000:
+2024-04-01 12:28:16 INFO lr: 4.9810e-05 - loss: 0.0213 - UP: 94.08% UR: 90.99% UF: 92.51% P: 93.45% R: 90.38% F: 91.89%
+2024-04-01 12:28:16 INFO dev:  loss: 0.1595 - UP: 77.46% UR: 53.77% UF: 63.48% P: 72.03% R: 50.00% F: 59.03%
+2024-04-01 12:28:16 INFO test: loss: nan - UP: 68.38% UR: 59.77% UF: 63.79% P: 64.36% R: 56.26% F: 60.04%
+2024-04-01 12:28:16 INFO 0:00:03.090133s elapsed
+
+2024-04-01 12:28:16 INFO Epoch 20 / 5000:
+2024-04-01 12:28:19 INFO lr: 4.9800e-05 - loss: 0.0016 - UP: 94.82% UR: 90.01% UF: 92.35% P: 93.72% R: 88.97% F: 91.28%
+2024-04-01 12:28:19 INFO dev:  loss: 0.1801 - UP: 72.58% UR: 55.45% UF: 62.87% P: 66.91% R: 51.12% F: 57.96%
+2024-04-01 12:28:19 INFO test: loss: nan - UP: 63.06% UR: 63.99% UF: 63.53% P: 59.94% R: 60.83% F: 60.38%
+2024-04-01 12:28:19 INFO 0:00:03.107861s elapsed
+
+2024-04-01 12:28:19 INFO Epoch 21 / 5000:
+2024-04-01 12:28:22 INFO lr: 4.9790e-05 - loss: 0.0059 - UP: 94.04% UR: 91.71% UF: 92.86% P: 93.04% R: 90.73% F: 91.87%
+2024-04-01 12:28:22 INFO dev:  loss: 0.1828 - UP: 76.19% UR: 51.40% UF: 61.38% P: 71.64% R: 48.32% F: 57.71%
+2024-04-01 12:28:22 INFO test: loss: nan - UP: 68.00% UR: 57.24% UF: 62.16% P: 64.83% R: 54.57% F: 59.26%
+2024-04-01 12:28:22 INFO 0:00:03.094342s elapsed
+
+2024-04-01 12:28:22 INFO Epoch 22 / 5000:
+2024-04-01 12:28:25 INFO lr: 4.9780e-05 - loss: 0.0187 - UP: 95.31% UR: 91.49% UF: 93.36% P: 94.58% R: 90.80% F: 92.65%
+2024-04-01 12:28:25 INFO dev:  loss: 0.1949 - UP: 76.37% UR: 48.74% UF: 59.51% P: 69.80% R: 44.55% F: 54.39%
+2024-04-01 12:28:25 INFO test: loss: nan - UP: 71.02% UR: 57.74% UF: 63.69% P: 67.56% R: 54.92% F: 60.59%
+2024-04-01 12:28:25 INFO 0:00:03.087730s elapsed
+
+2024-04-01 12:28:25 INFO Epoch 23 / 5000:
+2024-04-01 12:28:28 INFO lr: 4.9770e-05 - loss: 0.0194 - UP: 95.32% UR: 91.64% UF: 93.44% P: 94.73% R: 91.08% F: 92.87%
+2024-04-01 12:28:28 INFO dev:  loss: 0.2245 - UP: 75.89% UR: 53.63% UF: 62.85% P: 67.98% R: 48.04% F: 56.30%
+2024-04-01 12:28:29 INFO test: loss: nan - UP: 66.99% UR: 58.09% UF: 62.22% P: 63.42% R: 54.99% F: 58.91%
+2024-04-01 12:28:29 INFO 0:00:03.106375s elapsed
+
+2024-04-01 12:28:29 INFO Epoch 24 / 5000:
+2024-04-01 12:28:31 INFO lr: 4.9760e-05 - loss: 0.0160 - UP: 94.85% UR: 91.36% UF: 93.07% P: 94.13% R: 90.67% F: 92.36%
+2024-04-01 12:28:31 INFO dev:  loss: 0.1991 - UP: 71.46% UR: 52.79% UF: 60.72% P: 65.22% R: 48.18% F: 55.42%
+2024-04-01 12:28:32 INFO test: loss: nan - UP: 64.13% UR: 62.24% UF: 63.17% P: 60.58% R: 58.79% F: 59.67%
+2024-04-01 12:28:32 INFO 0:00:03.106547s elapsed
+
+2024-04-01 12:28:32 INFO Epoch 25 / 5000:
+2024-04-01 12:28:34 INFO lr: 4.9750e-05 - loss: 0.0103 - UP: 96.05% UR: 93.06% UF: 94.53% P: 95.58% R: 92.60% F: 94.07%
+2024-04-01 12:28:34 INFO dev:  loss: 0.1941 - UP: 71.81% UR: 59.78% UF: 65.24% P: 67.11% R: 55.87% F: 60.98%
+2024-04-01 12:28:35 INFO test: loss: nan - UP: 62.47% UR: 66.24% UF: 64.30% P: 59.08% R: 62.66% F: 60.82%
+2024-04-01 12:28:42 INFO 0:00:03.100654s elapsed (saved)
+
+2024-04-01 12:28:42 INFO Epoch 26 / 5000:
+2024-04-01 12:28:44 INFO lr: 4.9740e-05 - loss: 0.0009 - UP: 97.40% UR: 95.37% UF: 96.37% P: 97.04% R: 95.02% F: 96.02%
+2024-04-01 12:28:44 INFO dev:  loss: 0.2108 - UP: 73.37% UR: 56.56% UF: 63.88% P: 67.75% R: 52.23% F: 58.99%
+2024-04-01 12:28:45 INFO test: loss: nan - UP: 64.75% UR: 62.52% UF: 63.61% P: 61.62% R: 59.49% F: 60.54%
+2024-04-01 12:28:45 INFO 0:00:03.063268s elapsed
+
+2024-04-01 12:28:45 INFO Epoch 27 / 5000:
+2024-04-01 12:28:47 INFO lr: 4.9730e-05 - loss: 0.0072 - UP: 97.16% UR: 95.93% UF: 96.54% P: 96.87% R: 95.65% F: 96.26%
+2024-04-01 12:28:47 INFO dev:  loss: 0.2103 - UP: 74.16% UR: 55.73% UF: 63.64% P: 68.96% R: 51.82% F: 59.17%
+2024-04-01 12:28:48 INFO test: loss: nan - UP: 65.94% UR: 63.71% UF: 64.81% P: 62.74% R: 60.62% F: 61.66%
+2024-04-01 12:28:48 INFO 0:00:03.052543s elapsed
+
+2024-04-01 12:28:48 INFO Epoch 28 / 5000:
+2024-04-01 12:28:50 INFO lr: 4.9720e-05 - loss: 0.0113 - UP: 96.76% UR: 95.65% UF: 96.20% P: 96.41% R: 95.30% F: 95.85%
+2024-04-01 12:28:50 INFO dev:  loss: 0.2140 - UP: 76.05% UR: 53.21% UF: 62.61% P: 71.26% R: 49.86% F: 58.67%
+2024-04-01 12:28:51 INFO test: loss: nan - UP: 69.16% UR: 60.41% UF: 64.49% P: 66.02% R: 57.67% F: 61.56%
+2024-04-01 12:28:51 INFO 0:00:03.043255s elapsed
+
+2024-04-01 12:28:51 INFO Epoch 29 / 5000:
+2024-04-01 12:28:53 INFO lr: 4.9710e-05 - loss: 0.0023 - UP: 97.86% UR: 95.47% UF: 96.65% P: 97.57% R: 95.19% F: 96.37%
+2024-04-01 12:28:53 INFO dev:  loss: 0.2072 - UP: 69.81% UR: 60.06% UF: 64.56% P: 65.42% R: 56.28% F: 60.51%
+2024-04-01 12:28:54 INFO test: loss: nan - UP: 62.19% UR: 67.44% UF: 64.71% P: 58.95% R: 63.92% F: 61.34%
+2024-04-01 12:28:54 INFO 0:00:02.995172s elapsed
+
+2024-04-01 12:28:54 INFO Epoch 30 / 5000:
+2024-04-01 12:28:56 INFO lr: 4.9700e-05 - loss: 0.0009 - UP: 97.04% UR: 95.56% UF: 96.29% P: 96.62% R: 95.15% F: 95.88%
+2024-04-01 12:28:56 INFO dev:  loss: 0.2207 - UP: 74.05% UR: 57.40% UF: 64.67% P: 68.47% R: 53.07% F: 59.80%
+2024-04-01 12:28:57 INFO test: loss: nan - UP: 66.67% UR: 62.45% UF: 64.49% P: 63.36% R: 59.35% F: 61.29%
+2024-04-01 12:28:57 INFO 0:00:03.028701s elapsed
+
+2024-04-01 12:28:57 INFO Epoch 31 / 5000:
+2024-04-01 12:28:59 INFO lr: 4.9690e-05 - loss: 0.0047 - UP: 97.14% UR: 96.00% UF: 96.56% P: 96.76% R: 95.63% F: 96.19%
+2024-04-01 12:28:59 INFO dev:  loss: 0.2320 - UP: 72.94% UR: 53.07% UF: 61.44% P: 66.22% R: 48.18% F: 55.78%
+2024-04-01 12:29:00 INFO test: loss: nan - UP: 66.28% UR: 60.41% UF: 63.21% P: 62.58% R: 57.03% F: 59.68%
+2024-04-01 12:29:00 INFO 0:00:03.070602s elapsed
+
+2024-04-01 12:29:00 INFO Epoch 32 / 5000:
+2024-04-01 12:29:02 INFO lr: 4.9680e-05 - loss: 0.0040 - UP: 97.07% UR: 95.28% UF: 96.17% P: 96.79% R: 95.00% F: 95.88%
+2024-04-01 12:29:03 INFO dev:  loss: 0.2205 - UP: 76.25% UR: 61.87% UF: 68.31% P: 70.74% R: 57.40% F: 63.38%
+2024-04-01 12:29:03 INFO test: loss: nan - UP: 63.20% UR: 64.63% UF: 63.91% P: 60.04% R: 61.39% F: 60.71%
+2024-04-01 12:29:09 INFO 0:00:03.039180s elapsed (saved)
+
+2024-04-01 12:29:09 INFO Epoch 33 / 5000:
+2024-04-01 12:29:11 INFO lr: 4.9670e-05 - loss: 0.0033 - UP: 97.62% UR: 96.28% UF: 96.94% P: 97.46% R: 96.13% F: 96.79%
+2024-04-01 12:29:12 INFO dev:  loss: 0.2374 - UP: 74.59% UR: 57.40% UF: 64.88% P: 68.97% R: 53.07% F: 59.98%
+2024-04-01 12:29:12 INFO test: loss: nan - UP: 64.93% UR: 64.84% UF: 64.88% P: 62.25% R: 62.17% F: 62.21%
+2024-04-01 12:29:12 INFO 0:00:03.105449s elapsed
+
+2024-04-01 12:29:12 INFO Epoch 34 / 5000:
+2024-04-01 12:29:14 INFO lr: 4.9660e-05 - loss: 0.0001 - UP: 97.44% UR: 95.19% UF: 96.30% P: 96.84% R: 94.60% F: 95.71%
+2024-04-01 12:29:15 INFO dev:  loss: 0.2141 - UP: 76.78% UR: 55.87% UF: 64.67% P: 71.40% R: 51.96% F: 60.15%
+2024-04-01 12:29:15 INFO test: loss: nan - UP: 66.30% UR: 59.21% UF: 62.56% P: 64.02% R: 57.17% F: 60.40%
+2024-04-01 12:29:15 INFO 0:00:03.036396s elapsed
+
+2024-04-01 12:29:15 INFO Epoch 35 / 5000:
+2024-04-01 12:29:17 INFO lr: 4.9650e-05 - loss: 0.0028 - UP: 96.91% UR: 95.69% UF: 96.30% P: 96.17% R: 94.95% F: 95.56%
+2024-04-01 12:29:18 INFO dev:  loss: 0.2428 - UP: 72.63% UR: 58.94% UF: 65.07% P: 67.13% R: 54.47% F: 60.14%
+2024-04-01 12:29:18 INFO test: loss: nan - UP: 63.50% UR: 63.85% UF: 63.67% P: 60.70% R: 61.04% F: 60.87%
+2024-04-01 12:29:18 INFO 0:00:03.027434s elapsed
+
+2024-04-01 12:29:18 INFO Epoch 36 / 5000:
+2024-04-01 12:29:20 INFO lr: 4.9640e-05 - loss: 0.0019 - UP: 96.95% UR: 96.28% UF: 96.62% P: 96.56% R: 95.89% F: 96.22%
+2024-04-01 12:29:21 INFO dev:  loss: 0.2257 - UP: 73.10% UR: 57.68% UF: 64.48% P: 67.08% R: 52.93% F: 59.17%
+2024-04-01 12:29:21 INFO test: loss: nan - UP: 65.79% UR: 61.81% UF: 63.74% P: 62.65% R: 58.86% F: 60.70%
+2024-04-01 12:29:21 INFO 0:00:03.049827s elapsed
+
+2024-04-01 12:29:21 INFO Epoch 37 / 5000:
+2024-04-01 12:29:23 INFO lr: 4.9630e-05 - loss: 0.0035 - UP: 97.67% UR: 95.89% UF: 96.77% P: 96.19% R: 94.43% F: 95.30%
+2024-04-01 12:29:24 INFO dev:  loss: 0.2408 - UP: 72.17% UR: 56.15% UF: 63.16% P: 65.17% R: 50.70% F: 57.03%
+2024-04-01 12:29:24 INFO test: loss: nan - UP: 67.11% UR: 63.29% UF: 65.15% P: 60.78% R: 57.31% F: 58.99%
+2024-04-01 12:29:24 INFO 0:00:03.043101s elapsed
+
+2024-04-01 12:29:24 INFO Epoch 38 / 5000:
+2024-04-01 12:29:27 INFO lr: 4.9620e-05 - loss: 0.0005 - UP: 97.72% UR: 95.89% UF: 96.79% P: 97.14% R: 95.32% F: 96.22%
+2024-04-01 12:29:27 INFO dev:  loss: 0.2323 - UP: 72.43% UR: 59.08% UF: 65.08% P: 66.78% R: 54.47% F: 60.00%
+2024-04-01 12:29:27 INFO test: loss: nan - UP: 64.94% UR: 66.32% UF: 65.62% P: 61.98% R: 63.29% F: 62.63%
+2024-04-01 12:29:27 INFO 0:00:03.049570s elapsed
+
+2024-04-01 12:29:27 INFO Epoch 39 / 5000:
+2024-04-01 12:29:30 INFO lr: 4.9610e-05 - loss: 0.0093 - UP: 97.94% UR: 97.13% UF: 97.53% P: 97.67% R: 96.87% F: 97.27%
+2024-04-01 12:29:30 INFO dev:  loss: 0.2312 - UP: 75.25% UR: 53.07% UF: 62.24% P: 69.90% R: 49.30% F: 57.82%
+2024-04-01 12:29:30 INFO test: loss: nan - UP: 68.42% UR: 59.56% UF: 63.68% P: 64.05% R: 55.77% F: 59.62%
+2024-04-01 12:29:30 INFO 0:00:03.036025s elapsed
+
+2024-04-01 12:29:30 INFO Epoch 40 / 5000:
+2024-04-01 12:29:33 INFO lr: 4.9600e-05 - loss: 0.0071 - UP: 98.42% UR: 97.30% UF: 97.86% P: 98.04% R: 96.93% F: 97.48%
+2024-04-01 12:29:33 INFO dev:  loss: 0.2401 - UP: 73.26% UR: 57.40% UF: 64.37% P: 68.81% R: 53.91% F: 60.45%
+2024-04-01 12:29:33 INFO test: loss: nan - UP: 65.66% UR: 65.47% UF: 65.56% P: 62.13% R: 61.95% F: 62.04%
+2024-04-01 12:29:33 INFO 0:00:03.061819s elapsed
+
+2024-04-01 12:29:33 INFO Epoch 41 / 5000:
+2024-04-01 12:29:36 INFO lr: 4.9590e-05 - loss: 0.0002 - UP: 98.42% UR: 97.52% UF: 97.97% P: 97.94% R: 97.04% F: 97.49%
+2024-04-01 12:29:36 INFO dev:  loss: 0.2582 - UP: 71.07% UR: 54.89% UF: 61.94% P: 66.37% R: 51.26% F: 57.84%
+2024-04-01 12:29:36 INFO test: loss: nan - UP: 67.03% UR: 64.63% UF: 65.81% P: 63.60% R: 61.32% F: 62.44%
+2024-04-01 12:29:36 INFO 0:00:03.102610s elapsed
+
+2024-04-01 12:29:36 INFO Epoch 42 / 5000:
+2024-04-01 12:29:39 INFO lr: 4.9580e-05 - loss: 0.0033 - UP: 98.25% UR: 97.63% UF: 97.94% P: 98.12% R: 97.50% F: 97.81%
+2024-04-01 12:29:39 INFO dev:  loss: 0.2590 - UP: 71.36% UR: 58.10% UF: 64.05% P: 65.52% R: 53.35% F: 58.81%
+2024-04-01 12:29:39 INFO test: loss: nan - UP: 65.44% UR: 65.26% UF: 65.35% P: 62.41% R: 62.24% F: 62.32%
+2024-04-01 12:29:39 INFO 0:00:03.120425s elapsed
+
+2024-04-01 12:29:39 INFO Epoch 43 / 5000:
+2024-04-01 12:29:42 INFO lr: 4.9570e-05 - loss: 0.0790 - UP: 98.36% UR: 97.74% UF: 98.05% P: 98.14% R: 97.52% F: 97.83%
+2024-04-01 12:29:42 INFO dev:  loss: 0.2166 - UP: 73.20% UR: 56.84% UF: 63.99% P: 67.45% R: 52.37% F: 58.96%
+2024-04-01 12:29:43 INFO test: loss: nan - UP: 66.23% UR: 64.42% UF: 65.31% P: 62.83% R: 61.11% F: 61.96%
+2024-04-01 12:29:43 INFO 0:00:03.103642s elapsed
+
+2024-04-01 12:29:43 INFO Epoch 44 / 5000:
+2024-04-01 12:29:45 INFO lr: 4.9560e-05 - loss: 0.0028 - UP: 98.19% UR: 98.22% UF: 98.21% P: 98.02% R: 98.04% F: 98.03%
+2024-04-01 12:29:45 INFO dev:  loss: 0.2368 - UP: 73.13% UR: 55.87% UF: 63.34% P: 67.46% R: 51.54% F: 58.43%
+2024-04-01 12:29:46 INFO test: loss: nan - UP: 67.44% UR: 63.64% UF: 65.48% P: 64.01% R: 60.41% F: 62.16%
+2024-04-01 12:29:46 INFO 0:00:03.095302s elapsed
+
+2024-04-01 12:29:46 INFO Epoch 45 / 5000:
+2024-04-01 12:29:48 INFO lr: 4.9550e-05 - loss: 0.0035 - UP: 98.80% UR: 98.26% UF: 98.53% P: 98.67% R: 98.13% F: 98.40%
+2024-04-01 12:29:48 INFO dev:  loss: 0.2361 - UP: 72.27% UR: 54.61% UF: 62.21% P: 66.17% R: 50.00% F: 56.96%
+2024-04-01 12:29:49 INFO test: loss: nan - UP: 66.74% UR: 63.22% UF: 64.93% P: 63.62% R: 60.27% F: 61.90%
+2024-04-01 12:29:49 INFO 0:00:03.111344s elapsed
+
+2024-04-01 12:29:49 INFO Epoch 46 / 5000:
+2024-04-01 12:29:51 INFO lr: 4.9540e-05 - loss: 0.0002 - UP: 98.72% UR: 97.32% UF: 98.02% P: 98.34% R: 96.95% F: 97.64%
+2024-04-01 12:29:52 INFO dev:  loss: 0.2482 - UP: 72.49% UR: 57.40% UF: 64.07% P: 66.14% R: 52.37% F: 58.46%
+2024-04-01 12:29:52 INFO test: loss: nan - UP: 64.55% UR: 62.87% UF: 63.70% P: 61.81% R: 60.20% F: 60.99%
+2024-04-01 12:29:52 INFO 0:00:03.127135s elapsed
+
+2024-04-01 12:29:52 INFO Epoch 47 / 5000:
+2024-04-01 12:29:54 INFO lr: 4.9530e-05 - loss: 0.0043 - UP: 98.56% UR: 98.17% UF: 98.36% P: 98.38% R: 98.00% F: 98.19%
+2024-04-01 12:29:55 INFO dev:  loss: 0.3461 - UP: 72.64% UR: 54.89% UF: 62.53% P: 65.80% R: 49.72% F: 56.64%
+2024-04-01 12:29:55 INFO test: loss: nan - UP: 64.16% UR: 62.94% UF: 63.54% P: 59.28% R: 58.16% F: 58.71%
+2024-04-01 12:29:55 INFO 0:00:03.114773s elapsed
+
+2024-04-01 12:29:55 INFO Epoch 48 / 5000:
+2024-04-01 12:29:58 INFO lr: 4.9520e-05 - loss: 0.0112 - UP: 98.59% UR: 97.26% UF: 97.92% P: 98.13% R: 96.80% F: 97.46%
+2024-04-01 12:29:58 INFO dev:  loss: 0.2883 - UP: 76.78% UR: 51.26% UF: 61.47% P: 72.80% R: 48.60% F: 58.29%
+2024-04-01 12:29:58 INFO test: loss: nan - UP: 72.20% UR: 61.74% UF: 66.57% P: 69.00% R: 59.00% F: 63.61%
+2024-04-01 12:29:58 INFO 0:00:03.099870s elapsed
+
+2024-04-01 12:29:58 INFO Epoch 49 / 5000:
+2024-04-01 12:30:01 INFO lr: 4.9510e-05 - loss: 0.0170 - UP: 97.73% UR: 97.43% UF: 97.58% P: 97.56% R: 97.26% F: 97.41%
+2024-04-01 12:30:01 INFO dev:  loss: 0.2758 - UP: 73.95% UR: 54.33% UF: 62.64% P: 68.44% R: 50.28% F: 57.97%
+2024-04-01 12:30:01 INFO test: loss: nan - UP: 63.95% UR: 61.88% UF: 62.90% P: 60.17% R: 58.23% F: 59.19%
+2024-04-01 12:30:01 INFO 0:00:03.104274s elapsed
+
+2024-04-01 12:30:01 INFO Epoch 50 / 5000:
+2024-04-01 12:30:04 INFO lr: 4.9500e-05 - loss: 0.0006 - UP: 96.29% UR: 94.43% UF: 95.35% P: 95.43% R: 93.58% F: 94.50%
+2024-04-01 12:30:04 INFO dev:  loss: 0.2491 - UP: 71.43% UR: 52.37% UF: 60.44% P: 65.33% R: 47.91% F: 55.28%
+2024-04-01 12:30:04 INFO test: loss: nan - UP: 69.40% UR: 63.64% UF: 66.40% P: 65.64% R: 60.20% F: 62.80%
+2024-04-01 12:30:04 INFO 0:00:03.104183s elapsed
+
+2024-04-01 12:30:04 INFO Epoch 51 / 5000:
+2024-04-01 12:30:07 INFO lr: 4.9490e-05 - loss: 0.0001 - UP: 97.46% UR: 95.89% UF: 96.67% P: 96.02% R: 94.47% F: 95.24%
+2024-04-01 12:30:07 INFO dev:  loss: 0.2329 - UP: 72.70% UR: 59.50% UF: 65.44% P: 66.38% R: 54.33% F: 59.75%
+2024-04-01 12:30:07 INFO test: loss: nan - UP: 65.51% UR: 63.71% UF: 64.60% P: 61.82% R: 60.13% F: 60.96%
+2024-04-01 12:30:07 INFO 0:00:03.090517s elapsed
+
+2024-04-01 12:30:07 INFO Epoch 52 / 5000:
+2024-04-01 12:30:10 INFO lr: 4.9480e-05 - loss: 0.0154 - UP: 97.87% UR: 95.78% UF: 96.81% P: 96.64% R: 94.58% F: 95.60%
+2024-04-01 12:30:10 INFO dev:  loss: 0.2340 - UP: 72.52% UR: 58.24% UF: 64.60% P: 63.13% R: 50.70% F: 56.24%
+2024-04-01 12:30:10 INFO test: loss: nan - UP: 63.59% UR: 64.84% UF: 64.21% P: 59.52% R: 60.69% F: 60.10%
+2024-04-01 12:30:10 INFO 0:00:03.102003s elapsed
+
+2024-04-01 12:30:10 INFO Epoch 53 / 5000:
+2024-04-01 12:30:13 INFO lr: 4.9470e-05 - loss: 0.0227 - UP: 95.87% UR: 93.89% UF: 94.87% P: 95.27% R: 93.30% F: 94.27%
+2024-04-01 12:30:13 INFO dev:  loss: 0.2450 - UP: 72.30% UR: 56.15% UF: 63.21% P: 66.91% R: 51.96% F: 58.49%
+2024-04-01 12:30:14 INFO test: loss: nan - UP: 66.52% UR: 64.42% UF: 65.45% P: 63.40% R: 61.39% F: 62.38%
+2024-04-01 12:30:14 INFO 0:00:03.088169s elapsed
+
+2024-04-01 12:30:14 INFO Epoch 54 / 5000:
+2024-04-01 12:30:16 INFO lr: 4.9460e-05 - loss: 0.0112 - UP: 97.48% UR: 94.30% UF: 95.86% P: 97.05% R: 93.89% F: 95.44%
+2024-04-01 12:30:16 INFO dev:  loss: 0.2463 - UP: 69.93% UR: 59.78% UF: 64.46% P: 64.22% R: 54.89% F: 59.19%
+2024-04-01 12:30:17 INFO test: loss: nan - UP: 62.48% UR: 67.79% UF: 65.03% P: 58.52% R: 63.50% F: 60.91%
+2024-04-01 12:30:17 INFO 0:00:03.107661s elapsed
+
+2024-04-01 12:30:17 INFO Epoch 55 / 5000:
+2024-04-01 12:30:19 INFO lr: 4.9450e-05 - loss: 0.0037 - UP: 96.74% UR: 94.26% UF: 95.48% P: 96.16% R: 93.69% F: 94.91%
+2024-04-01 12:30:19 INFO dev:  loss: 0.2027 - UP: 72.44% UR: 57.26% UF: 63.96% P: 66.78% R: 52.79% F: 58.97%
+2024-04-01 12:30:20 INFO test: loss: nan - UP: 64.60% UR: 62.38% UF: 63.47% P: 61.11% R: 59.00% F: 60.04%
+2024-04-01 12:30:20 INFO 0:00:03.086814s elapsed
+
+2024-04-01 12:30:20 INFO Epoch 56 / 5000:
+2024-04-01 12:30:22 INFO lr: 4.9440e-05 - loss: 0.0075 - UP: 96.52% UR: 95.41% UF: 95.96% P: 95.82% R: 94.71% F: 95.26%
+2024-04-01 12:30:23 INFO dev:  loss: 0.2348 - UP: 75.48% UR: 49.44% UF: 59.75% P: 69.51% R: 45.53% F: 55.02%
+2024-04-01 12:30:23 INFO test: loss: nan - UP: 70.90% UR: 54.99% UF: 61.94% P: 67.45% R: 52.32% F: 58.93%
+2024-04-01 12:30:23 INFO 0:00:03.114671s elapsed
+
+2024-04-01 12:30:23 INFO Epoch 57 / 5000:
+2024-04-01 12:30:25 INFO lr: 4.9430e-05 - loss: 0.0001 - UP: 96.63% UR: 94.71% UF: 95.66% P: 96.07% R: 94.17% F: 95.11%
+2024-04-01 12:30:26 INFO dev:  loss: 0.2352 - UP: 78.37% UR: 49.58% UF: 60.74% P: 72.41% R: 45.81% F: 56.12%
+2024-04-01 12:30:26 INFO test: loss: nan - UP: 71.10% UR: 52.25% UF: 60.24% P: 67.46% R: 49.58% F: 57.15%
+2024-04-01 12:30:26 INFO 0:00:03.103221s elapsed
+
+2024-04-01 12:30:26 INFO Epoch 58 / 5000:
+2024-04-01 12:30:29 INFO lr: 4.9420e-05 - loss: 0.0026 - UP: 97.58% UR: 94.58% UF: 96.06% P: 97.33% R: 94.34% F: 95.81%
+2024-04-01 12:30:29 INFO dev:  loss: 0.2389 - UP: 74.14% UR: 57.26% UF: 64.62% P: 67.81% R: 52.37% F: 59.10%
+2024-04-01 12:30:29 INFO test: loss: nan - UP: 67.17% UR: 62.87% UF: 64.95% P: 64.31% R: 60.20% F: 62.19%
+2024-04-01 12:30:29 INFO 0:00:03.088997s elapsed
+
+2024-04-01 12:30:29 INFO Epoch 59 / 5000:
+2024-04-01 12:30:32 INFO lr: 4.9410e-05 - loss: 0.0469 - UP: 97.74% UR: 96.74% UF: 97.23% P: 97.41% R: 96.41% F: 96.91%
+2024-04-01 12:30:32 INFO dev:  loss: 0.2291 - UP: 70.81% UR: 58.94% UF: 64.33% P: 65.44% R: 54.47% F: 59.45%
+2024-04-01 12:30:32 INFO test: loss: nan - UP: 62.54% UR: 65.75% UF: 64.11% P: 59.00% R: 62.03% F: 60.47%
+2024-04-01 12:30:32 INFO 0:00:03.095267s elapsed
+
+2024-04-01 12:30:32 INFO Epoch 60 / 5000:
+2024-04-01 12:30:35 INFO lr: 4.9400e-05 - loss: 0.0041 - UP: 97.61% UR: 96.17% UF: 96.89% P: 97.20% R: 95.76% F: 96.47%
+2024-04-01 12:30:35 INFO dev:  loss: 0.2422 - UP: 72.73% UR: 59.22% UF: 65.28% P: 66.38% R: 54.05% F: 59.58%
+2024-04-01 12:30:35 INFO test: loss: nan - UP: 63.16% UR: 65.82% UF: 64.46% P: 60.12% R: 62.66% F: 61.36%
+2024-04-01 12:30:35 INFO 0:00:03.106112s elapsed
+
+2024-04-01 12:30:35 INFO Epoch 61 / 5000:
+2024-04-01 12:30:38 INFO lr: 4.9390e-05 - loss: 0.0020 - UP: 98.28% UR: 98.11% UF: 98.19% P: 98.06% R: 97.89% F: 97.97%
+2024-04-01 12:30:38 INFO dev:  loss: 0.2475 - UP: 72.37% UR: 59.64% UF: 65.39% P: 66.10% R: 54.47% F: 59.72%
+2024-04-01 12:30:38 INFO test: loss: nan - UP: 63.89% UR: 65.33% UF: 64.60% P: 60.52% R: 61.88% F: 61.20%
+2024-04-01 12:30:38 INFO 0:00:03.076834s elapsed
+
+2024-04-01 12:30:38 INFO Epoch 62 / 5000:
+2024-04-01 12:30:41 INFO lr: 4.9380e-05 - loss: 0.0001 - UP: 98.91% UR: 98.63% UF: 98.77% P: 98.76% R: 98.48% F: 98.62%
+2024-04-01 12:30:41 INFO dev:  loss: 0.2427 - UP: 74.50% UR: 57.12% UF: 64.66% P: 67.58% R: 51.82% F: 58.66%
+2024-04-01 12:30:41 INFO test: loss: nan - UP: 65.97% UR: 62.45% UF: 64.16% P: 62.78% R: 59.42% F: 61.05%
+2024-04-01 12:30:41 INFO 0:00:03.046800s elapsed
+
+2024-04-01 12:30:49 INFO Epoch 32 saved
+2024-04-01 12:30:49 INFO dev:  UP: 76.25% UR: 61.87% UF: 68.31% P: 70.74% R: 57.40% F: 63.38%
+2024-04-01 12:30:49 INFO test: UP: 63.20% UR: 64.63% UF: 63.91% P: 60.04% R: 61.39% F: 60.71%
+2024-04-01 12:30:49 INFO 0:03:11.799225s elapsed, 0:00:03.093536s/epoch

models/multibooked_eu/sdp_bySentiment_exp_asc/80/model_vi_multibooked_eu_xlm_9

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9dbabefbdd4712c5bdc9db79c9ec7e372fc1801dce744c1649977d22efc35c3d
+size 1177848113

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

@@ -0,0 +1,445 @@
+2024-04-01 12:30:52 INFO 
+---------------------+-------------------------------
+Param                |             Value             
+---------------------+-------------------------------
+lr                   |             5e-05             
+mu                   |              0.9              
+nu                   |             0.999             
+eps                  |             1e-06             
+weight_decay         |              0.0              
+lr_rate              |               1               
+patience             |               30              
+update-steps         |               1               
+warmup               |              0.0              
+batch_size           |              3000             
+update_steps         |               1               
+mode                 |             train             
+path                 | /home/marvin/structured-sentiment-analysis-bis/models/multibooked_eu/sdp_bySentiment_exp_asc/80/model_vi_multibooked_eu_xlm_9
+device               |               0               
+seed                 |               1               
+threads              |               16              
+local_rank           |               -1              
+feat                 |              None             
+build                |              True             
+checkpoint           |             False             
+encoder              |              bert             
+max_len              |              None             
+buckets              |               32              
+train                | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_bySentiment_exp_asc/80/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_bySentiment_exp_asc/80/dev.conllu
+test                 | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp/test.conllu
+embed                |     data/glove.6B.100d.txt    
+unk                  |              unk              
+n_embed              |              100              
+n_embed_proj         |              125              
+bert                 |        xlm-roberta-base       
+inference            |              mfvi             
+---------------------+-------------------------------
+
+2024-04-01 12:30:52 INFO Building the fields
+2024-04-01 12:30:53 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-04-01 12:30:53 INFO Building the model
+2024-04-01 12:30:55 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 12:30:55 INFO Loading the data
+2024-04-01 12:30:56 INFO 
+train: Dataset(n_sentences=849, n_batches=32, n_buckets=32)
+dev:   Dataset(n_sentences=119, n_batches=28, n_buckets=28)
+test:  Dataset(n_sentences=305, n_batches=32, n_buckets=32)
+
+2024-04-01 12:30:56 INFO Epoch 1 / 5000:
+2024-04-01 12:30:59 INFO lr: 4.9990e-05 - loss: 0.1135 - UP: 12.90% UR: 11.49% UF: 12.15% P:  3.49% R:  3.11% F:  3.29%
+2024-04-01 12:30:59 INFO dev:  loss: 0.2316 - UP: 67.05% UR:  8.24% UF: 14.68% P: 59.09% R:  7.26% F: 12.94%
+2024-04-01 12:31:00 INFO test: loss: nan - UP: 58.38% UR:  7.10% UF: 12.66% P: 53.18% R:  6.47% F: 11.54%
+2024-04-01 12:31:04 INFO 0:00:03.656789s elapsed (saved)
+
+2024-04-01 12:31:04 INFO Epoch 2 / 5000:
+2024-04-01 12:31:07 INFO lr: 4.9980e-05 - loss: 0.2500 - UP: 58.06% UR: 15.21% UF: 24.10% P: 49.92% R: 13.08% F: 20.72%
+2024-04-01 12:31:07 INFO dev:  loss: 0.1748 - UP: 85.92% UR: 17.04% UF: 28.44% P: 73.94% R: 14.66% F: 24.48%
+2024-04-01 12:31:07 INFO test: loss: nan - UP: 74.46% UR: 17.02% UF: 27.70% P: 67.08% R: 15.33% F: 24.96%
+2024-04-01 12:31:14 INFO 0:00:03.036597s elapsed (saved)
+
+2024-04-01 12:31:14 INFO Epoch 3 / 5000:
+2024-04-01 12:31:17 INFO lr: 4.9970e-05 - loss: 0.0927 - UP: 70.04% UR: 27.26% UF: 39.25% P: 63.11% R: 24.56% F: 35.36%
+2024-04-01 12:31:17 INFO dev:  loss: 0.1621 - UP: 91.79% UR: 17.18% UF: 28.94% P: 79.10% R: 14.80% F: 24.94%
+2024-04-01 12:31:17 INFO test: loss: nan - UP: 83.92% UR: 15.05% UF: 25.52% P: 77.65% R: 13.92% F: 23.61%
+2024-04-01 12:31:24 INFO 0:00:03.122779s elapsed (saved)
+
+2024-04-01 12:31:24 INFO Epoch 4 / 5000:
+2024-04-01 12:31:27 INFO lr: 4.9960e-05 - loss: 0.1307 - UP: 72.88% UR: 37.01% UF: 49.09% P: 67.14% R: 34.09% F: 45.22%
+2024-04-01 12:31:27 INFO dev:  loss: 0.1367 - UP: 77.46% UR: 34.08% UF: 47.33% P: 66.67% R: 29.33% F: 40.74%
+2024-04-01 12:31:27 INFO test: loss: nan - UP: 70.96% UR: 36.78% UF: 48.45% P: 66.62% R: 34.53% F: 45.48%
+2024-04-01 12:31:34 INFO 0:00:03.107295s elapsed (saved)
+
+2024-04-01 12:31:34 INFO Epoch 5 / 5000:
+2024-04-01 12:31:36 INFO lr: 4.9950e-05 - loss: 0.1026 - UP: 77.37% UR: 46.04% UF: 57.73% P: 72.21% R: 42.97% F: 53.88%
+2024-04-01 12:31:36 INFO dev:  loss: 0.1315 - UP: 73.32% UR: 39.53% UF: 51.36% P: 65.28% R: 35.20% F: 45.74%
+2024-04-01 12:31:37 INFO test: loss: nan - UP: 68.37% UR: 43.32% UF: 53.03% P: 64.15% R: 40.65% F: 49.76%
+2024-04-01 12:31:44 INFO 0:00:03.061940s elapsed (saved)
+
+2024-04-01 12:31:44 INFO Epoch 6 / 5000:
+2024-04-01 12:31:46 INFO lr: 4.9940e-05 - loss: 0.0219 - UP: 73.76% UR: 48.63% UF: 58.62% P: 68.45% R: 45.13% F: 54.39%
+2024-04-01 12:31:46 INFO dev:  loss: 0.1335 - UP: 71.10% UR: 42.60% UF: 53.28% P: 64.80% R: 38.83% F: 48.56%
+2024-04-01 12:31:47 INFO test: loss: nan - UP: 65.51% UR: 47.68% UF: 55.19% P: 63.29% R: 46.06% F: 53.32%
+2024-04-01 12:31:54 INFO 0:00:03.132417s elapsed (saved)
+
+2024-04-01 12:31:54 INFO Epoch 7 / 5000:
+2024-04-01 12:31:56 INFO lr: 4.9930e-05 - loss: 0.0439 - UP: 78.95% UR: 54.85% UF: 64.73% P: 74.88% R: 52.02% F: 61.39%
+2024-04-01 12:31:57 INFO dev:  loss: 0.1390 - UP: 76.34% UR: 39.66% UF: 52.21% P: 70.70% R: 36.73% F: 48.35%
+2024-04-01 12:31:57 INFO test: loss: nan - UP: 73.32% UR: 44.44% UF: 55.34% P: 70.07% R: 42.48% F: 52.89%
+2024-04-01 12:31:57 INFO 0:00:03.114650s elapsed
+
+2024-04-01 12:31:57 INFO Epoch 8 / 5000:
+2024-04-01 12:31:59 INFO lr: 4.9920e-05 - loss: 0.0838 - UP: 82.97% UR: 59.99% UF: 69.63% P: 79.21% R: 57.27% F: 66.47%
+2024-04-01 12:32:00 INFO dev:  loss: 0.1196 - UP: 75.66% UR: 44.27% UF: 55.86% P: 69.45% R: 40.64% F: 51.28%
+2024-04-01 12:32:00 INFO test: loss: nan - UP: 72.18% UR: 46.34% UF: 56.45% P: 68.57% R: 44.02% F: 53.62%
+2024-04-01 12:32:07 INFO 0:00:03.100124s elapsed (saved)
+
+2024-04-01 12:32:07 INFO Epoch 9 / 5000:
+2024-04-01 12:32:09 INFO lr: 4.9910e-05 - loss: 0.0713 - UP: 81.72% UR: 67.23% UF: 73.77% P: 79.45% R: 65.36% F: 71.72%
+2024-04-01 12:32:10 INFO dev:  loss: 0.1331 - UP: 73.28% UR: 49.02% UF: 58.74% P: 67.01% R: 44.83% F: 53.72%
+2024-04-01 12:32:10 INFO test: loss: nan - UP: 65.21% UR: 52.32% UF: 58.06% P: 61.17% R: 49.09% F: 54.47%
+2024-04-01 12:32:17 INFO 0:00:03.114930s elapsed (saved)
+
+2024-04-01 12:32:17 INFO Epoch 10 / 5000:
+2024-04-01 12:32:19 INFO lr: 4.9900e-05 - loss: 0.0394 - UP: 84.18% UR: 62.77% UF: 71.92% P: 82.05% R: 61.18% F: 70.10%
+2024-04-01 12:32:20 INFO dev:  loss: 0.1334 - UP: 69.06% UR: 52.37% UF: 59.57% P: 64.09% R: 48.60% F: 55.28%
+2024-04-01 12:32:20 INFO test: loss: nan - UP: 60.21% UR: 56.82% UF: 58.47% P: 56.56% R: 53.38% F: 54.92%
+2024-04-01 12:32:27 INFO 0:00:03.115875s elapsed (saved)
+
+2024-04-01 12:32:27 INFO Epoch 11 / 5000:
+2024-04-01 12:32:30 INFO lr: 4.9890e-05 - loss: 0.0563 - UP: 85.76% UR: 68.15% UF: 75.95% P: 82.53% R: 65.58% F: 73.08%
+2024-04-01 12:32:30 INFO dev:  loss: 0.1243 - UP: 73.39% UR: 49.30% UF: 58.98% P: 69.02% R: 46.37% F: 55.47%
+2024-04-01 12:32:30 INFO test: loss: nan - UP: 67.69% UR: 54.08% UF: 60.13% P: 63.47% R: 50.70% F: 56.37%
+2024-04-01 12:32:37 INFO 0:00:03.115510s elapsed (saved)
+
+2024-04-01 12:32:37 INFO Epoch 12 / 5000:
+2024-04-01 12:32:40 INFO lr: 4.9880e-05 - loss: 0.0583 - UP: 86.78% UR: 75.41% UF: 80.70% P: 84.60% R: 73.52% F: 78.67%
+2024-04-01 12:32:40 INFO dev:  loss: 0.1473 - UP: 76.67% UR: 48.18% UF: 59.18% P: 71.33% R: 44.83% F: 55.06%
+2024-04-01 12:32:40 INFO test: loss: nan - UP: 71.55% UR: 53.59% UF: 61.28% P: 68.08% R: 50.98% F: 58.30%
+2024-04-01 12:32:40 INFO 0:00:03.067580s elapsed
+
+2024-04-01 12:32:40 INFO Epoch 13 / 5000:
+2024-04-01 12:32:43 INFO lr: 4.9870e-05 - loss: 0.0413 - UP: 90.11% UR: 78.50% UF: 83.91% P: 88.41% R: 77.02% F: 82.33%
+2024-04-01 12:32:43 INFO dev:  loss: 0.1353 - UP: 76.55% UR: 50.14% UF: 60.59% P: 71.86% R: 47.07% F: 56.88%
+2024-04-01 12:32:43 INFO test: loss: nan - UP: 66.84% UR: 55.84% UF: 60.84% P: 63.47% R: 53.02% F: 57.78%
+2024-04-01 12:32:50 INFO 0:00:03.115116s elapsed (saved)
+
+2024-04-01 12:32:50 INFO Epoch 14 / 5000:
+2024-04-01 12:32:52 INFO lr: 4.9860e-05 - loss: 0.0054 - UP: 91.09% UR: 79.00% UF: 84.62% P: 89.91% R: 77.98% F: 83.52%
+2024-04-01 12:32:53 INFO dev:  loss: 0.1342 - UP: 70.99% UR: 55.03% UF: 62.00% P: 66.13% R: 51.26% F: 57.75%
+2024-04-01 12:32:53 INFO test: loss: nan - UP: 61.98% UR: 62.38% UF: 62.18% P: 58.70% R: 59.07% F: 58.89%
+2024-04-01 12:33:00 INFO 0:00:03.106174s elapsed (saved)
+
+2024-04-01 12:33:00 INFO Epoch 15 / 5000:
+2024-04-01 12:33:02 INFO lr: 4.9850e-05 - loss: 0.0496 - UP: 89.99% UR: 80.96% UF: 85.24% P: 88.88% R: 79.96% F: 84.18%
+2024-04-01 12:33:03 INFO dev:  loss: 0.1441 - UP: 75.32% UR: 49.44% UF: 59.70% P: 69.57% R: 45.67% F: 55.14%
+2024-04-01 12:33:03 INFO test: loss: nan - UP: 66.58% UR: 55.91% UF: 60.78% P: 63.32% R: 53.16% F: 57.80%
+2024-04-01 12:33:03 INFO 0:00:03.107405s elapsed
+
+2024-04-01 12:33:03 INFO Epoch 16 / 5000:
+2024-04-01 12:33:05 INFO lr: 4.9840e-05 - loss: 0.0554 - UP: 92.16% UR: 82.31% UF: 86.96% P: 90.69% R: 81.01% F: 85.58%
+2024-04-01 12:33:06 INFO dev:  loss: 0.1598 - UP: 70.54% UR: 56.84% UF: 62.95% P: 65.34% R: 52.65% F: 58.31%
+2024-04-01 12:33:06 INFO test: loss: nan - UP: 61.88% UR: 62.80% UF: 62.34% P: 57.24% R: 58.09% F: 57.66%
+2024-04-01 12:33:13 INFO 0:00:03.106614s elapsed (saved)
+
+2024-04-01 12:33:13 INFO Epoch 17 / 5000:
+2024-04-01 12:33:15 INFO lr: 4.9830e-05 - loss: 0.0288 - UP: 92.16% UR: 86.23% UF: 89.10% P: 91.42% R: 85.53% F: 88.38%
+2024-04-01 12:33:15 INFO dev:  loss: 0.1419 - UP: 72.34% UR: 59.92% UF: 65.55% P: 67.12% R: 55.59% F: 60.81%
+2024-04-01 12:33:16 INFO test: loss: nan - UP: 60.85% UR: 65.26% UF: 62.98% P: 58.36% R: 62.59% F: 60.40%
+2024-04-01 12:33:23 INFO 0:00:03.110249s elapsed (saved)
+
+2024-04-01 12:33:23 INFO Epoch 18 / 5000:
+2024-04-01 12:33:25 INFO lr: 4.9820e-05 - loss: 0.0289 - UP: 94.16% UR: 87.75% UF: 90.84% P: 93.56% R: 87.18% F: 90.26%
+2024-04-01 12:33:25 INFO dev:  loss: 0.1556 - UP: 75.65% UR: 56.84% UF: 64.91% P: 70.26% R: 52.79% F: 60.29%
+2024-04-01 12:33:26 INFO test: loss: nan - UP: 65.23% UR: 60.83% UF: 62.95% P: 61.31% R: 57.17% F: 59.17%
+2024-04-01 12:33:26 INFO 0:00:03.115907s elapsed
+
+2024-04-01 12:33:26 INFO Epoch 19 / 5000:
+2024-04-01 12:33:28 INFO lr: 4.9810e-05 - loss: 0.0213 - UP: 94.08% UR: 90.99% UF: 92.51% P: 93.45% R: 90.38% F: 91.89%
+2024-04-01 12:33:28 INFO dev:  loss: 0.1595 - UP: 77.46% UR: 53.77% UF: 63.48% P: 72.03% R: 50.00% F: 59.03%
+2024-04-01 12:33:29 INFO test: loss: nan - UP: 68.38% UR: 59.77% UF: 63.79% P: 64.36% R: 56.26% F: 60.04%
+2024-04-01 12:33:29 INFO 0:00:03.099304s elapsed
+
+2024-04-01 12:33:29 INFO Epoch 20 / 5000:
+2024-04-01 12:33:31 INFO lr: 4.9800e-05 - loss: 0.0016 - UP: 94.82% UR: 90.01% UF: 92.35% P: 93.72% R: 88.97% F: 91.28%
+2024-04-01 12:33:32 INFO dev:  loss: 0.1801 - UP: 72.58% UR: 55.45% UF: 62.87% P: 66.91% R: 51.12% F: 57.96%
+2024-04-01 12:33:32 INFO test: loss: nan - UP: 63.06% UR: 63.99% UF: 63.53% P: 59.94% R: 60.83% F: 60.38%
+2024-04-01 12:33:32 INFO 0:00:03.093542s elapsed
+
+2024-04-01 12:33:32 INFO Epoch 21 / 5000:
+2024-04-01 12:33:34 INFO lr: 4.9790e-05 - loss: 0.0059 - UP: 94.04% UR: 91.71% UF: 92.86% P: 93.04% R: 90.73% F: 91.87%
+2024-04-01 12:33:35 INFO dev:  loss: 0.1828 - UP: 76.19% UR: 51.40% UF: 61.38% P: 71.64% R: 48.32% F: 57.71%
+2024-04-01 12:33:35 INFO test: loss: nan - UP: 68.00% UR: 57.24% UF: 62.16% P: 64.83% R: 54.57% F: 59.26%
+2024-04-01 12:33:35 INFO 0:00:03.106112s elapsed
+
+2024-04-01 12:33:35 INFO Epoch 22 / 5000:
+2024-04-01 12:33:37 INFO lr: 4.9780e-05 - loss: 0.0187 - UP: 95.31% UR: 91.49% UF: 93.36% P: 94.58% R: 90.80% F: 92.65%
+2024-04-01 12:33:38 INFO dev:  loss: 0.1949 - UP: 76.37% UR: 48.74% UF: 59.51% P: 69.80% R: 44.55% F: 54.39%
+2024-04-01 12:33:38 INFO test: loss: nan - UP: 71.02% UR: 57.74% UF: 63.69% P: 67.56% R: 54.92% F: 60.59%
+2024-04-01 12:33:38 INFO 0:00:03.104873s elapsed
+
+2024-04-01 12:33:38 INFO Epoch 23 / 5000:
+2024-04-01 12:33:41 INFO lr: 4.9770e-05 - loss: 0.0194 - UP: 95.32% UR: 91.64% UF: 93.44% P: 94.73% R: 91.08% F: 92.87%
+2024-04-01 12:33:41 INFO dev:  loss: 0.2245 - UP: 75.89% UR: 53.63% UF: 62.85% P: 67.98% R: 48.04% F: 56.30%
+2024-04-01 12:33:41 INFO test: loss: nan - UP: 66.99% UR: 58.09% UF: 62.22% P: 63.42% R: 54.99% F: 58.91%
+2024-04-01 12:33:41 INFO 0:00:03.108335s elapsed
+
+2024-04-01 12:33:41 INFO Epoch 24 / 5000:
+2024-04-01 12:33:44 INFO lr: 4.9760e-05 - loss: 0.0160 - UP: 94.85% UR: 91.36% UF: 93.07% P: 94.13% R: 90.67% F: 92.36%
+2024-04-01 12:33:44 INFO dev:  loss: 0.1991 - UP: 71.46% UR: 52.79% UF: 60.72% P: 65.22% R: 48.18% F: 55.42%
+2024-04-01 12:33:44 INFO test: loss: nan - UP: 64.13% UR: 62.24% UF: 63.17% P: 60.58% R: 58.79% F: 59.67%
+2024-04-01 12:33:44 INFO 0:00:03.112685s elapsed
+
+2024-04-01 12:33:44 INFO Epoch 25 / 5000:
+2024-04-01 12:33:47 INFO lr: 4.9750e-05 - loss: 0.0103 - UP: 96.05% UR: 93.06% UF: 94.53% P: 95.58% R: 92.60% F: 94.07%
+2024-04-01 12:33:47 INFO dev:  loss: 0.1941 - UP: 71.81% UR: 59.78% UF: 65.24% P: 67.11% R: 55.87% F: 60.98%
+2024-04-01 12:33:47 INFO test: loss: nan - UP: 62.47% UR: 66.24% UF: 64.30% P: 59.08% R: 62.66% F: 60.82%
+2024-04-01 12:33:54 INFO 0:00:03.104022s elapsed (saved)
+
+2024-04-01 12:33:54 INFO Epoch 26 / 5000:
+2024-04-01 12:33:57 INFO lr: 4.9740e-05 - loss: 0.0009 - UP: 97.40% UR: 95.37% UF: 96.37% P: 97.04% R: 95.02% F: 96.02%
+2024-04-01 12:33:57 INFO dev:  loss: 0.2108 - UP: 73.37% UR: 56.56% UF: 63.88% P: 67.75% R: 52.23% F: 58.99%
+2024-04-01 12:33:57 INFO test: loss: nan - UP: 64.75% UR: 62.52% UF: 63.61% P: 61.62% R: 59.49% F: 60.54%
+2024-04-01 12:33:57 INFO 0:00:03.124422s elapsed
+
+2024-04-01 12:33:57 INFO Epoch 27 / 5000:
+2024-04-01 12:34:00 INFO lr: 4.9730e-05 - loss: 0.0072 - UP: 97.16% UR: 95.93% UF: 96.54% P: 96.87% R: 95.65% F: 96.26%
+2024-04-01 12:34:00 INFO dev:  loss: 0.2103 - UP: 74.16% UR: 55.73% UF: 63.64% P: 68.96% R: 51.82% F: 59.17%
+2024-04-01 12:34:00 INFO test: loss: nan - UP: 65.94% UR: 63.71% UF: 64.81% P: 62.74% R: 60.62% F: 61.66%
+2024-04-01 12:34:00 INFO 0:00:03.100529s elapsed
+
+2024-04-01 12:34:00 INFO Epoch 28 / 5000:
+2024-04-01 12:34:03 INFO lr: 4.9720e-05 - loss: 0.0113 - UP: 96.76% UR: 95.65% UF: 96.20% P: 96.41% R: 95.30% F: 95.85%
+2024-04-01 12:34:03 INFO dev:  loss: 0.2140 - UP: 76.05% UR: 53.21% UF: 62.61% P: 71.26% R: 49.86% F: 58.67%
+2024-04-01 12:34:03 INFO test: loss: nan - UP: 69.16% UR: 60.41% UF: 64.49% P: 66.02% R: 57.67% F: 61.56%
+2024-04-01 12:34:03 INFO 0:00:03.123123s elapsed
+
+2024-04-01 12:34:03 INFO Epoch 29 / 5000:
+2024-04-01 12:34:06 INFO lr: 4.9710e-05 - loss: 0.0023 - UP: 97.86% UR: 95.47% UF: 96.65% P: 97.57% R: 95.19% F: 96.37%
+2024-04-01 12:34:06 INFO dev:  loss: 0.2072 - UP: 69.81% UR: 60.06% UF: 64.56% P: 65.42% R: 56.28% F: 60.51%
+2024-04-01 12:34:07 INFO test: loss: nan - UP: 62.19% UR: 67.44% UF: 64.71% P: 58.95% R: 63.92% F: 61.34%
+2024-04-01 12:34:07 INFO 0:00:03.115461s elapsed
+
+2024-04-01 12:34:07 INFO Epoch 30 / 5000:
+2024-04-01 12:34:09 INFO lr: 4.9700e-05 - loss: 0.0009 - UP: 97.04% UR: 95.56% UF: 96.29% P: 96.62% R: 95.15% F: 95.88%
+2024-04-01 12:34:09 INFO dev:  loss: 0.2207 - UP: 74.05% UR: 57.40% UF: 64.67% P: 68.47% R: 53.07% F: 59.80%
+2024-04-01 12:34:10 INFO test: loss: nan - UP: 66.67% UR: 62.45% UF: 64.49% P: 63.36% R: 59.35% F: 61.29%
+2024-04-01 12:34:10 INFO 0:00:03.123969s elapsed
+
+2024-04-01 12:34:10 INFO Epoch 31 / 5000:
+2024-04-01 12:34:12 INFO lr: 4.9690e-05 - loss: 0.0047 - UP: 97.14% UR: 96.00% UF: 96.56% P: 96.76% R: 95.63% F: 96.19%
+2024-04-01 12:34:12 INFO dev:  loss: 0.2320 - UP: 72.94% UR: 53.07% UF: 61.44% P: 66.22% R: 48.18% F: 55.78%
+2024-04-01 12:34:13 INFO test: loss: nan - UP: 66.28% UR: 60.41% UF: 63.21% P: 62.58% R: 57.03% F: 59.68%
+2024-04-01 12:34:13 INFO 0:00:03.115828s elapsed
+
+2024-04-01 12:34:13 INFO Epoch 32 / 5000:
+2024-04-01 12:34:15 INFO lr: 4.9680e-05 - loss: 0.0040 - UP: 97.07% UR: 95.28% UF: 96.17% P: 96.79% R: 95.00% F: 95.88%
+2024-04-01 12:34:16 INFO dev:  loss: 0.2205 - UP: 76.25% UR: 61.87% UF: 68.31% P: 70.74% R: 57.40% F: 63.38%
+2024-04-01 12:34:16 INFO test: loss: nan - UP: 63.20% UR: 64.63% UF: 63.91% P: 60.04% R: 61.39% F: 60.71%
+2024-04-01 12:34:23 INFO 0:00:03.108930s elapsed (saved)
+
+2024-04-01 12:34:23 INFO Epoch 33 / 5000:
+2024-04-01 12:34:25 INFO lr: 4.9670e-05 - loss: 0.0033 - UP: 97.62% UR: 96.28% UF: 96.94% P: 97.46% R: 96.13% F: 96.79%
+2024-04-01 12:34:26 INFO dev:  loss: 0.2374 - UP: 74.59% UR: 57.40% UF: 64.88% P: 68.97% R: 53.07% F: 59.98%
+2024-04-01 12:34:26 INFO test: loss: nan - UP: 64.93% UR: 64.84% UF: 64.88% P: 62.25% R: 62.17% F: 62.21%
+2024-04-01 12:34:26 INFO 0:00:03.104853s elapsed
+
+2024-04-01 12:34:26 INFO Epoch 34 / 5000:
+2024-04-01 12:34:28 INFO lr: 4.9660e-05 - loss: 0.0001 - UP: 97.44% UR: 95.19% UF: 96.30% P: 96.84% R: 94.60% F: 95.71%
+2024-04-01 12:34:29 INFO dev:  loss: 0.2141 - UP: 76.78% UR: 55.87% UF: 64.67% P: 71.40% R: 51.96% F: 60.15%
+2024-04-01 12:34:29 INFO test: loss: nan - UP: 66.30% UR: 59.21% UF: 62.56% P: 64.02% R: 57.17% F: 60.40%
+2024-04-01 12:34:29 INFO 0:00:03.009730s elapsed
+
+2024-04-01 12:34:29 INFO Epoch 35 / 5000:
+2024-04-01 12:34:31 INFO lr: 4.9650e-05 - loss: 0.0028 - UP: 96.91% UR: 95.69% UF: 96.30% P: 96.17% R: 94.95% F: 95.56%
+2024-04-01 12:34:32 INFO dev:  loss: 0.2428 - UP: 72.63% UR: 58.94% UF: 65.07% P: 67.13% R: 54.47% F: 60.14%
+2024-04-01 12:34:32 INFO test: loss: nan - UP: 63.50% UR: 63.85% UF: 63.67% P: 60.70% R: 61.04% F: 60.87%
+2024-04-01 12:34:32 INFO 0:00:03.018076s elapsed
+
+2024-04-01 12:34:32 INFO Epoch 36 / 5000:
+2024-04-01 12:34:34 INFO lr: 4.9640e-05 - loss: 0.0019 - UP: 96.95% UR: 96.28% UF: 96.62% P: 96.56% R: 95.89% F: 96.22%
+2024-04-01 12:34:35 INFO dev:  loss: 0.2257 - UP: 73.10% UR: 57.68% UF: 64.48% P: 67.08% R: 52.93% F: 59.17%
+2024-04-01 12:34:35 INFO test: loss: nan - UP: 65.79% UR: 61.81% UF: 63.74% P: 62.65% R: 58.86% F: 60.70%
+2024-04-01 12:34:35 INFO 0:00:03.011808s elapsed
+
+2024-04-01 12:34:35 INFO Epoch 37 / 5000:
+2024-04-01 12:34:37 INFO lr: 4.9630e-05 - loss: 0.0035 - UP: 97.67% UR: 95.89% UF: 96.77% P: 96.19% R: 94.43% F: 95.30%
+2024-04-01 12:34:38 INFO dev:  loss: 0.2408 - UP: 72.17% UR: 56.15% UF: 63.16% P: 65.17% R: 50.70% F: 57.03%
+2024-04-01 12:34:38 INFO test: loss: nan - UP: 67.11% UR: 63.29% UF: 65.15% P: 60.78% R: 57.31% F: 58.99%
+2024-04-01 12:34:38 INFO 0:00:03.018913s elapsed
+
+2024-04-01 12:34:38 INFO Epoch 38 / 5000:
+2024-04-01 12:34:41 INFO lr: 4.9620e-05 - loss: 0.0005 - UP: 97.72% UR: 95.89% UF: 96.79% P: 97.14% R: 95.32% F: 96.22%
+2024-04-01 12:34:41 INFO dev:  loss: 0.2323 - UP: 72.43% UR: 59.08% UF: 65.08% P: 66.78% R: 54.47% F: 60.00%
+2024-04-01 12:34:41 INFO test: loss: nan - UP: 64.94% UR: 66.32% UF: 65.62% P: 61.98% R: 63.29% F: 62.63%
+2024-04-01 12:34:41 INFO 0:00:03.014377s elapsed
+
+2024-04-01 12:34:41 INFO Epoch 39 / 5000:
+2024-04-01 12:34:44 INFO lr: 4.9610e-05 - loss: 0.0093 - UP: 97.94% UR: 97.13% UF: 97.53% P: 97.67% R: 96.87% F: 97.27%
+2024-04-01 12:34:44 INFO dev:  loss: 0.2312 - UP: 75.25% UR: 53.07% UF: 62.24% P: 69.90% R: 49.30% F: 57.82%
+2024-04-01 12:34:44 INFO test: loss: nan - UP: 68.42% UR: 59.56% UF: 63.68% P: 64.05% R: 55.77% F: 59.62%
+2024-04-01 12:34:44 INFO 0:00:02.997819s elapsed
+
+2024-04-01 12:34:44 INFO Epoch 40 / 5000:
+2024-04-01 12:34:47 INFO lr: 4.9600e-05 - loss: 0.0071 - UP: 98.42% UR: 97.30% UF: 97.86% P: 98.04% R: 96.93% F: 97.48%
+2024-04-01 12:34:47 INFO dev:  loss: 0.2401 - UP: 73.26% UR: 57.40% UF: 64.37% P: 68.81% R: 53.91% F: 60.45%
+2024-04-01 12:34:47 INFO test: loss: nan - UP: 65.66% UR: 65.47% UF: 65.56% P: 62.13% R: 61.95% F: 62.04%
+2024-04-01 12:34:47 INFO 0:00:03.115837s elapsed
+
+2024-04-01 12:34:47 INFO Epoch 41 / 5000:
+2024-04-01 12:34:50 INFO lr: 4.9590e-05 - loss: 0.0002 - UP: 98.42% UR: 97.52% UF: 97.97% P: 97.94% R: 97.04% F: 97.49%
+2024-04-01 12:34:50 INFO dev:  loss: 0.2582 - UP: 71.07% UR: 54.89% UF: 61.94% P: 66.37% R: 51.26% F: 57.84%
+2024-04-01 12:34:50 INFO test: loss: nan - UP: 67.03% UR: 64.63% UF: 65.81% P: 63.60% R: 61.32% F: 62.44%
+2024-04-01 12:34:50 INFO 0:00:03.109632s elapsed
+
+2024-04-01 12:34:50 INFO Epoch 42 / 5000:
+2024-04-01 12:34:53 INFO lr: 4.9580e-05 - loss: 0.0033 - UP: 98.25% UR: 97.63% UF: 97.94% P: 98.12% R: 97.50% F: 97.81%
+2024-04-01 12:34:53 INFO dev:  loss: 0.2590 - UP: 71.36% UR: 58.10% UF: 64.05% P: 65.52% R: 53.35% F: 58.81%
+2024-04-01 12:34:53 INFO test: loss: nan - UP: 65.44% UR: 65.26% UF: 65.35% P: 62.41% R: 62.24% F: 62.32%
+2024-04-01 12:34:53 INFO 0:00:03.104384s elapsed
+
+2024-04-01 12:34:53 INFO Epoch 43 / 5000:
+2024-04-01 12:34:56 INFO lr: 4.9570e-05 - loss: 0.0790 - UP: 98.36% UR: 97.74% UF: 98.05% P: 98.14% R: 97.52% F: 97.83%
+2024-04-01 12:34:56 INFO dev:  loss: 0.2166 - UP: 73.20% UR: 56.84% UF: 63.99% P: 67.45% R: 52.37% F: 58.96%
+2024-04-01 12:34:57 INFO test: loss: nan - UP: 66.23% UR: 64.42% UF: 65.31% P: 62.83% R: 61.11% F: 61.96%
+2024-04-01 12:34:57 INFO 0:00:03.136710s elapsed
+
+2024-04-01 12:34:57 INFO Epoch 44 / 5000:
+2024-04-01 12:34:59 INFO lr: 4.9560e-05 - loss: 0.0028 - UP: 98.19% UR: 98.22% UF: 98.21% P: 98.02% R: 98.04% F: 98.03%
+2024-04-01 12:34:59 INFO dev:  loss: 0.2368 - UP: 73.13% UR: 55.87% UF: 63.34% P: 67.46% R: 51.54% F: 58.43%
+2024-04-01 12:35:00 INFO test: loss: nan - UP: 67.44% UR: 63.64% UF: 65.48% P: 64.01% R: 60.41% F: 62.16%
+2024-04-01 12:35:00 INFO 0:00:03.107864s elapsed
+
+2024-04-01 12:35:00 INFO Epoch 45 / 5000:
+2024-04-01 12:35:02 INFO lr: 4.9550e-05 - loss: 0.0035 - UP: 98.80% UR: 98.26% UF: 98.53% P: 98.67% R: 98.13% F: 98.40%
+2024-04-01 12:35:02 INFO dev:  loss: 0.2361 - UP: 72.27% UR: 54.61% UF: 62.21% P: 66.17% R: 50.00% F: 56.96%
+2024-04-01 12:35:03 INFO test: loss: nan - UP: 66.74% UR: 63.22% UF: 64.93% P: 63.62% R: 60.27% F: 61.90%
+2024-04-01 12:35:03 INFO 0:00:03.108818s elapsed
+
+2024-04-01 12:35:03 INFO Epoch 46 / 5000:
+2024-04-01 12:35:05 INFO lr: 4.9540e-05 - loss: 0.0002 - UP: 98.72% UR: 97.32% UF: 98.02% P: 98.34% R: 96.95% F: 97.64%
+2024-04-01 12:35:06 INFO dev:  loss: 0.2482 - UP: 72.49% UR: 57.40% UF: 64.07% P: 66.14% R: 52.37% F: 58.46%
+2024-04-01 12:35:06 INFO test: loss: nan - UP: 64.55% UR: 62.87% UF: 63.70% P: 61.81% R: 60.20% F: 60.99%
+2024-04-01 12:35:06 INFO 0:00:03.112971s elapsed
+
+2024-04-01 12:35:06 INFO Epoch 47 / 5000:
+2024-04-01 12:35:08 INFO lr: 4.9530e-05 - loss: 0.0043 - UP: 98.56% UR: 98.17% UF: 98.36% P: 98.38% R: 98.00% F: 98.19%
+2024-04-01 12:35:09 INFO dev:  loss: 0.3461 - UP: 72.64% UR: 54.89% UF: 62.53% P: 65.80% R: 49.72% F: 56.64%
+2024-04-01 12:35:09 INFO test: loss: nan - UP: 64.16% UR: 62.94% UF: 63.54% P: 59.28% R: 58.16% F: 58.71%
+2024-04-01 12:35:09 INFO 0:00:03.091416s elapsed
+
+2024-04-01 12:35:09 INFO Epoch 48 / 5000:
+2024-04-01 12:35:12 INFO lr: 4.9520e-05 - loss: 0.0112 - UP: 98.59% UR: 97.26% UF: 97.92% P: 98.13% R: 96.80% F: 97.46%
+2024-04-01 12:35:12 INFO dev:  loss: 0.2883 - UP: 76.78% UR: 51.26% UF: 61.47% P: 72.80% R: 48.60% F: 58.29%
+2024-04-01 12:35:12 INFO test: loss: nan - UP: 72.20% UR: 61.74% UF: 66.57% P: 69.00% R: 59.00% F: 63.61%
+2024-04-01 12:35:12 INFO 0:00:03.116458s elapsed
+
+2024-04-01 12:35:12 INFO Epoch 49 / 5000:
+2024-04-01 12:35:15 INFO lr: 4.9510e-05 - loss: 0.0170 - UP: 97.73% UR: 97.43% UF: 97.58% P: 97.56% R: 97.26% F: 97.41%
+2024-04-01 12:35:15 INFO dev:  loss: 0.2758 - UP: 73.95% UR: 54.33% UF: 62.64% P: 68.44% R: 50.28% F: 57.97%
+2024-04-01 12:35:15 INFO test: loss: nan - UP: 63.95% UR: 61.88% UF: 62.90% P: 60.17% R: 58.23% F: 59.19%
+2024-04-01 12:35:15 INFO 0:00:03.106634s elapsed
+
+2024-04-01 12:35:15 INFO Epoch 50 / 5000:
+2024-04-01 12:35:18 INFO lr: 4.9500e-05 - loss: 0.0006 - UP: 96.29% UR: 94.43% UF: 95.35% P: 95.43% R: 93.58% F: 94.50%
+2024-04-01 12:35:18 INFO dev:  loss: 0.2491 - UP: 71.43% UR: 52.37% UF: 60.44% P: 65.33% R: 47.91% F: 55.28%
+2024-04-01 12:35:18 INFO test: loss: nan - UP: 69.40% UR: 63.64% UF: 66.40% P: 65.64% R: 60.20% F: 62.80%
+2024-04-01 12:35:18 INFO 0:00:03.026265s elapsed
+
+2024-04-01 12:35:18 INFO Epoch 51 / 5000:
+2024-04-01 12:35:21 INFO lr: 4.9490e-05 - loss: 0.0001 - UP: 97.46% UR: 95.89% UF: 96.67% P: 96.02% R: 94.47% F: 95.24%
+2024-04-01 12:35:21 INFO dev:  loss: 0.2329 - UP: 72.70% UR: 59.50% UF: 65.44% P: 66.38% R: 54.33% F: 59.75%
+2024-04-01 12:35:21 INFO test: loss: nan - UP: 65.51% UR: 63.71% UF: 64.60% P: 61.82% R: 60.13% F: 60.96%
+2024-04-01 12:35:21 INFO 0:00:03.022330s elapsed
+
+2024-04-01 12:35:21 INFO Epoch 52 / 5000:
+2024-04-01 12:35:24 INFO lr: 4.9480e-05 - loss: 0.0154 - UP: 97.87% UR: 95.78% UF: 96.81% P: 96.64% R: 94.58% F: 95.60%
+2024-04-01 12:35:24 INFO dev:  loss: 0.2340 - UP: 72.52% UR: 58.24% UF: 64.60% P: 63.13% R: 50.70% F: 56.24%
+2024-04-01 12:35:24 INFO test: loss: nan - UP: 63.59% UR: 64.84% UF: 64.21% P: 59.52% R: 60.69% F: 60.10%
+2024-04-01 12:35:24 INFO 0:00:03.011688s elapsed
+
+2024-04-01 12:35:24 INFO Epoch 53 / 5000:
+2024-04-01 12:35:27 INFO lr: 4.9470e-05 - loss: 0.0227 - UP: 95.87% UR: 93.89% UF: 94.87% P: 95.27% R: 93.30% F: 94.27%
+2024-04-01 12:35:27 INFO dev:  loss: 0.2450 - UP: 72.30% UR: 56.15% UF: 63.21% P: 66.91% R: 51.96% F: 58.49%
+2024-04-01 12:35:27 INFO test: loss: nan - UP: 66.52% UR: 64.42% UF: 65.45% P: 63.40% R: 61.39% F: 62.38%
+2024-04-01 12:35:27 INFO 0:00:03.047552s elapsed
+
+2024-04-01 12:35:27 INFO Epoch 54 / 5000:
+2024-04-01 12:35:30 INFO lr: 4.9460e-05 - loss: 0.0112 - UP: 97.48% UR: 94.30% UF: 95.86% P: 97.05% R: 93.89% F: 95.44%
+2024-04-01 12:35:30 INFO dev:  loss: 0.2463 - UP: 69.93% UR: 59.78% UF: 64.46% P: 64.22% R: 54.89% F: 59.19%
+2024-04-01 12:35:30 INFO test: loss: nan - UP: 62.48% UR: 67.79% UF: 65.03% P: 58.52% R: 63.50% F: 60.91%
+2024-04-01 12:35:30 INFO 0:00:03.018013s elapsed
+
+2024-04-01 12:35:30 INFO Epoch 55 / 5000:
+2024-04-01 12:35:33 INFO lr: 4.9450e-05 - loss: 0.0037 - UP: 96.74% UR: 94.26% UF: 95.48% P: 96.16% R: 93.69% F: 94.91%
+2024-04-01 12:35:33 INFO dev:  loss: 0.2027 - UP: 72.44% UR: 57.26% UF: 63.96% P: 66.78% R: 52.79% F: 58.97%
+2024-04-01 12:35:33 INFO test: loss: nan - UP: 64.60% UR: 62.38% UF: 63.47% P: 61.11% R: 59.00% F: 60.04%
+2024-04-01 12:35:33 INFO 0:00:03.017951s elapsed
+
+2024-04-01 12:35:33 INFO Epoch 56 / 5000:
+2024-04-01 12:35:36 INFO lr: 4.9440e-05 - loss: 0.0075 - UP: 96.52% UR: 95.41% UF: 95.96% P: 95.82% R: 94.71% F: 95.26%
+2024-04-01 12:35:36 INFO dev:  loss: 0.2348 - UP: 75.48% UR: 49.44% UF: 59.75% P: 69.51% R: 45.53% F: 55.02%
+2024-04-01 12:35:36 INFO test: loss: nan - UP: 70.90% UR: 54.99% UF: 61.94% P: 67.45% R: 52.32% F: 58.93%
+2024-04-01 12:35:36 INFO 0:00:03.023107s elapsed
+
+2024-04-01 12:35:36 INFO Epoch 57 / 5000:
+2024-04-01 12:35:39 INFO lr: 4.9430e-05 - loss: 0.0001 - UP: 96.63% UR: 94.71% UF: 95.66% P: 96.07% R: 94.17% F: 95.11%
+2024-04-01 12:35:39 INFO dev:  loss: 0.2352 - UP: 78.37% UR: 49.58% UF: 60.74% P: 72.41% R: 45.81% F: 56.12%
+2024-04-01 12:35:39 INFO test: loss: nan - UP: 71.10% UR: 52.25% UF: 60.24% P: 67.46% R: 49.58% F: 57.15%
+2024-04-01 12:35:39 INFO 0:00:03.023424s elapsed
+
+2024-04-01 12:35:39 INFO Epoch 58 / 5000:
+2024-04-01 12:35:42 INFO lr: 4.9420e-05 - loss: 0.0026 - UP: 97.58% UR: 94.58% UF: 96.06% P: 97.33% R: 94.34% F: 95.81%
+2024-04-01 12:35:42 INFO dev:  loss: 0.2389 - UP: 74.14% UR: 57.26% UF: 64.62% P: 67.81% R: 52.37% F: 59.10%
+2024-04-01 12:35:42 INFO test: loss: nan - UP: 67.17% UR: 62.87% UF: 64.95% P: 64.31% R: 60.20% F: 62.19%
+2024-04-01 12:35:42 INFO 0:00:03.036574s elapsed
+
+2024-04-01 12:35:42 INFO Epoch 59 / 5000:
+2024-04-01 12:35:45 INFO lr: 4.9410e-05 - loss: 0.0469 - UP: 97.74% UR: 96.74% UF: 97.23% P: 97.41% R: 96.41% F: 96.91%
+2024-04-01 12:35:45 INFO dev:  loss: 0.2291 - UP: 70.81% UR: 58.94% UF: 64.33% P: 65.44% R: 54.47% F: 59.45%
+2024-04-01 12:35:45 INFO test: loss: nan - UP: 62.54% UR: 65.75% UF: 64.11% P: 59.00% R: 62.03% F: 60.47%
+2024-04-01 12:35:45 INFO 0:00:03.022705s elapsed
+
+2024-04-01 12:35:45 INFO Epoch 60 / 5000:
+2024-04-01 12:35:48 INFO lr: 4.9400e-05 - loss: 0.0041 - UP: 97.61% UR: 96.17% UF: 96.89% P: 97.20% R: 95.76% F: 96.47%
+2024-04-01 12:35:48 INFO dev:  loss: 0.2422 - UP: 72.73% UR: 59.22% UF: 65.28% P: 66.38% R: 54.05% F: 59.58%
+2024-04-01 12:35:48 INFO test: loss: nan - UP: 63.16% UR: 65.82% UF: 64.46% P: 60.12% R: 62.66% F: 61.36%
+2024-04-01 12:35:48 INFO 0:00:03.010812s elapsed
+
+2024-04-01 12:35:48 INFO Epoch 61 / 5000:
+2024-04-01 12:35:51 INFO lr: 4.9390e-05 - loss: 0.0020 - UP: 98.28% UR: 98.11% UF: 98.19% P: 98.06% R: 97.89% F: 97.97%
+2024-04-01 12:35:51 INFO dev:  loss: 0.2475 - UP: 72.37% UR: 59.64% UF: 65.39% P: 66.10% R: 54.47% F: 59.72%
+2024-04-01 12:35:52 INFO test: loss: nan - UP: 63.89% UR: 65.33% UF: 64.60% P: 60.52% R: 61.88% F: 61.20%
+2024-04-01 12:35:52 INFO 0:00:03.016400s elapsed
+
+2024-04-01 12:35:52 INFO Epoch 62 / 5000:
+2024-04-01 12:35:54 INFO lr: 4.9380e-05 - loss: 0.0001 - UP: 98.91% UR: 98.63% UF: 98.77% P: 98.76% R: 98.48% F: 98.62%
+2024-04-01 12:35:54 INFO dev:  loss: 0.2427 - UP: 74.50% UR: 57.12% UF: 64.66% P: 67.58% R: 51.82% F: 58.66%
+2024-04-01 12:35:55 INFO test: loss: nan - UP: 65.97% UR: 62.45% UF: 64.16% P: 62.78% R: 59.42% F: 61.05%
+2024-04-01 12:35:55 INFO 0:00:03.001271s elapsed
+
+2024-04-01 12:36:02 INFO Epoch 32 saved
+2024-04-01 12:36:02 INFO dev:  UP: 76.25% UR: 61.87% UF: 68.31% P: 70.74% R: 57.40% F: 63.38%
+2024-04-01 12:36:02 INFO test: UP: 63.20% UR: 64.63% UF: 63.91% P: 60.04% R: 61.39% F: 60.71%
+2024-04-01 12:36:02 INFO 0:03:11.513478s elapsed, 0:00:03.088927s/epoch