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models/mpqa/sdp_byMTLD_desc/80/model_vi_mpqa_roberta_6 +1 -1
models/mpqa/sdp_byMTLD_desc/80/model_vi_mpqa_roberta_6.train.log +0 -0
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models/mpqa/sdp_byMTLD_desc/80/model_vi_mpqa_xlm_9 +3 -0
models/mpqa/sdp_byMTLD_desc/80/model_vi_mpqa_xlm_9.train.log +391 -0

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-2024-01-01 12:19:49 INFO
 ---------------------+-------------------------------
 Param                |             Value
 ---------------------+-------------------------------
@@ -15,7 +15,7 @@ batch_size           |              1500
 update_steps         |               1
 mode                 |             train
 path                 | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byMTLD_desc/80/model_vi_mpqa_xlm_10
-device               |               1
 seed                 |               1
 threads              |               16
 local_rank           |               -1
@@ -36,13 +36,13 @@ bert                 |        xlm-roberta-base
 inference            |              mfvi
 ---------------------+-------------------------------
-2024-01-01 12:19:49 INFO Building the fields
-2024-01-01 12:19:52 INFO CoNLL(
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
  (labels): ChartField()
 )
-2024-01-01 12:19:52 INFO Building the model
-2024-01-01 12:19:55 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)
@@ -61,457 +61,457 @@ inference            |              mfvi
   (inference): SemanticDependencyMFVI(max_iter=3)
 )
-2024-01-01 12:19:55 INFO Loading the data
-2024-01-01 12:20:04 INFO
 train: Dataset(n_sentences=4697, n_batches=100, n_buckets=32)
 dev:   Dataset(n_sentences=1651, n_batches=45, n_buckets=32)
 test:  Dataset(n_sentences=2112, n_batches=46, n_buckets=32)
-2024-01-01 12:20:04 INFO Epoch 1 / 5000:
-2024-01-01 12:20:18 INFO lr: 4.9990e-05 - loss: 0.0431 - UP:  0.51% UR:  2.31% UF:  0.83% P:  0.09% R:  0.42% F:  0.15%
-2024-01-01 12:20:20 INFO dev:  loss: nan - UP: 75.00% UR:  0.41% UF:  0.81% P: 54.17% R:  0.29% F:  0.58%
-2024-01-01 12:20:21 INFO test: loss: nan - UP: 74.29% UR:  0.55% UF:  1.09% P: 60.00% R:  0.44% F:  0.88%
-2024-01-01 12:20:26 INFO 0:00:17.473076s elapsed (saved)
-2024-01-01 12:20:26 INFO Epoch 2 / 5000:
-2024-01-01 12:20:40 INFO lr: 4.9980e-05 - loss: 0.0331 - UP: 35.04% UR:  2.39% UF:  4.47% P: 31.79% R:  2.17% F:  4.06%
-2024-01-01 12:20:41 INFO dev:  loss: nan - UP: 66.67% UR:  2.12% UF:  4.10% P: 60.99% R:  1.94% F:  3.75%
-2024-01-01 12:20:43 INFO test: loss: nan - UP: 71.12% UR:  2.81% UF:  5.41% P: 61.50% R:  2.43% F:  4.67%
-2024-01-01 12:20:49 INFO 0:00:16.738918s elapsed (saved)
-2024-01-01 12:20:49 INFO Epoch 3 / 5000:
-2024-01-01 12:21:03 INFO lr: 4.9970e-05 - loss: 0.0059 - UP: 46.00% UR:  5.32% UF:  9.53% P: 43.56% R:  5.04% F:  9.03%
-2024-01-01 12:21:04 INFO dev:  loss: nan - UP: 64.59% UR:  3.74% UF:  7.07% P: 59.14% R:  3.42% F:  6.47%
-2024-01-01 12:21:05 INFO test: loss: nan - UP: 69.25% UR:  5.28% UF:  9.82% P: 60.11% R:  4.58% F:  8.52%
-2024-01-01 12:21:12 INFO 0:00:16.840301s elapsed (saved)
-2024-01-01 12:21:12 INFO Epoch 4 / 5000:
-2024-01-01 12:21:25 INFO lr: 4.9960e-05 - loss: nan - UP: 53.08% UR:  9.37% UF: 15.93% P: 51.48% R:  9.09% F: 15.46%
-2024-01-01 12:21:27 INFO dev:  loss: nan - UP: 66.50% UR:  8.99% UF: 15.83% P: 61.50% R:  8.31% F: 14.64%
-2024-01-01 12:21:28 INFO test: loss: nan - UP: 59.41% UR: 10.27% UF: 17.51% P: 54.65% R:  9.44% F: 16.11%
-2024-01-01 12:21:35 INFO 0:00:16.837321s elapsed (saved)
-2024-01-01 12:21:35 INFO Epoch 5 / 5000:
-2024-01-01 12:21:48 INFO lr: 4.9950e-05 - loss: 0.0034 - UP: 58.56% UR: 15.83% UF: 24.92% P: 57.89% R: 15.65% F: 24.64%
-2024-01-01 12:21:50 INFO dev:  loss: nan - UP: 51.65% UR: 22.23% UF: 31.08% P: 49.97% R: 21.51% F: 30.07%
-2024-01-01 12:21:51 INFO test: loss: nan - UP: 52.03% UR: 22.80% UF: 31.70% P: 50.24% R: 22.02% F: 30.62%
-2024-01-01 12:21:57 INFO 0:00:16.791352s elapsed (saved)
-2024-01-01 12:21:57 INFO Epoch 6 / 5000:
-2024-01-01 12:22:11 INFO lr: 4.9940e-05 - loss: 0.0224 - UP: 60.85% UR: 22.95% UF: 33.33% P: 60.37% R: 22.77% F: 33.07%
-2024-01-01 12:22:13 INFO dev:  loss: nan - UP: 65.20% UR: 15.99% UF: 25.68% P: 63.64% R: 15.61% F: 25.07%
-2024-01-01 12:22:14 INFO test: loss: nan - UP: 61.41% UR: 17.11% UF: 26.77% P: 58.68% R: 16.35% F: 25.58%
-2024-01-01 12:22:14 INFO 0:00:16.757309s elapsed
-2024-01-01 12:22:14 INFO Epoch 7 / 5000:
-2024-01-01 12:22:28 INFO lr: 4.9930e-05 - loss: 0.0130 - UP: 67.33% UR: 28.22% UF: 39.77% P: 66.91% R: 28.04% F: 39.52%
-2024-01-01 12:22:30 INFO dev:  loss: nan - UP: 57.64% UR: 25.65% UF: 35.50% P: 55.67% R: 24.77% F: 34.29%
-2024-01-01 12:22:31 INFO test: loss: nan - UP: 52.19% UR: 24.42% UF: 33.28% P: 50.52% R: 23.64% F: 32.21%
-2024-01-01 12:22:37 INFO 0:00:16.913333s elapsed (saved)
-2024-01-01 12:22:37 INFO Epoch 8 / 5000:
-2024-01-01 12:22:51 INFO lr: 4.9920e-05 - loss: 0.0066 - UP: 70.21% UR: 37.11% UF: 48.55% P: 69.98% R: 36.99% F: 48.40%
-2024-01-01 12:22:53 INFO dev:  loss: nan - UP: 63.00% UR: 21.55% UF: 32.12% P: 61.75% R: 21.13% F: 31.48%
-2024-01-01 12:22:54 INFO test: loss: nan - UP: 56.97% UR: 21.23% UF: 30.94% P: 54.82% R: 20.43% F: 29.77%
-2024-01-01 12:22:54 INFO 0:00:16.877695s elapsed
-2024-01-01 12:22:54 INFO Epoch 9 / 5000:
-2024-01-01 12:23:08 INFO lr: 4.9910e-05 - loss: nan - UP: 74.45% UR: 41.20% UF: 53.05% P: 74.29% R: 41.11% F: 52.92%
-2024-01-01 12:23:10 INFO dev:  loss: nan - UP: 46.52% UR: 37.91% UF: 41.77% P: 45.58% R: 37.14% F: 40.93%
-2024-01-01 12:23:11 INFO test: loss: nan - UP: 45.82% UR: 36.21% UF: 40.45% P: 44.35% R: 35.05% F: 39.16%
-2024-01-01 12:23:17 INFO 0:00:16.930691s elapsed (saved)
-2024-01-01 12:23:17 INFO Epoch 10 / 5000:
-2024-01-01 12:23:31 INFO lr: 4.9900e-05 - loss: 0.0110 - UP: 75.07% UR: 45.22% UF: 56.44% P: 74.80% R: 45.06% F: 56.24%
-2024-01-01 12:23:32 INFO dev:  loss: nan - UP: 59.75% UR: 26.08% UF: 36.31% P: 57.95% R: 25.29% F: 35.21%
-2024-01-01 12:23:34 INFO test: loss: nan - UP: 55.73% UR: 24.87% UF: 34.39% P: 53.55% R: 23.90% F: 33.05%
-2024-01-01 12:23:34 INFO 0:00:16.873592s elapsed
-2024-01-01 12:23:34 INFO Epoch 11 / 5000:
-2024-01-01 12:23:48 INFO lr: 4.9890e-05 - loss: 0.0013 - UP: 76.58% UR: 50.72% UF: 61.02% P: 76.49% R: 50.66% F: 60.95%
-2024-01-01 12:23:49 INFO dev:  loss: nan - UP: 68.75% UR: 22.34% UF: 33.72% P: 67.15% R: 21.82% F: 32.94%
-2024-01-01 12:23:51 INFO test: loss: nan - UP: 60.49% UR: 20.28% UF: 30.38% P: 58.48% R: 19.61% F: 29.37%
-2024-01-01 12:23:51 INFO 0:00:16.924032s elapsed
-2024-01-01 12:23:51 INFO Epoch 12 / 5000:
-2024-01-01 12:24:05 INFO lr: 4.9880e-05 - loss: 0.0042 - UP: 77.21% UR: 50.22% UF: 60.86% P: 76.98% R: 50.08% F: 60.68%
-2024-01-01 12:24:06 INFO dev:  loss: nan - UP: 60.72% UR: 30.95% UF: 41.00% P: 59.21% R: 30.18% F: 39.98%
-2024-01-01 12:24:08 INFO test: loss: nan - UP: 54.61% UR: 29.56% UF: 38.36% P: 53.01% R: 28.69% F: 37.23%
-2024-01-01 12:24:08 INFO 0:00:17.003479s elapsed
-2024-01-01 12:24:08 INFO Epoch 13 / 5000:
-2024-01-01 12:24:22 INFO lr: 4.9870e-05 - loss: 0.0054 - UP: 81.81% UR: 58.70% UF: 68.36% P: 81.71% R: 58.63% F: 68.27%
-2024-01-01 12:24:23 INFO dev:  loss: nan - UP: 62.61% UR: 32.43% UF: 42.73% P: 60.61% R: 31.40% F: 41.36%
-2024-01-01 12:24:25 INFO test: loss: nan - UP: 57.53% UR: 30.59% UF: 39.94% P: 55.54% R: 29.54% F: 38.57%
-2024-01-01 12:24:31 INFO 0:00:16.986397s elapsed (saved)
-2024-01-01 12:24:31 INFO Epoch 14 / 5000:
-2024-01-01 12:24:45 INFO lr: 4.9860e-05 - loss: 0.0045 - UP: 81.69% UR: 59.25% UF: 68.68% P: 81.60% R: 59.19% F: 68.61%
-2024-01-01 12:24:46 INFO dev:  loss: nan - UP: 55.44% UR: 32.82% UF: 41.23% P: 54.30% R: 32.14% F: 40.38%
-2024-01-01 12:24:48 INFO test: loss: nan - UP: 50.24% UR: 30.85% UF: 38.22% P: 48.80% R: 29.96% F: 37.13%
-2024-01-01 12:24:48 INFO 0:00:16.849759s elapsed
-2024-01-01 12:24:48 INFO Epoch 15 / 5000:
-2024-01-01 12:25:02 INFO lr: 4.9850e-05 - loss: 0.0042 - UP: 81.02% UR: 60.93% UF: 69.55% P: 80.88% R: 60.83% F: 69.44%
-2024-01-01 12:25:03 INFO dev:  loss: nan - UP: 52.40% UR: 32.25% UF: 39.93% P: 50.42% R: 31.04% F: 38.42%
-2024-01-01 12:25:05 INFO test: loss: nan - UP: 52.62% UR: 33.57% UF: 40.99% P: 50.76% R: 32.39% F: 39.55%
-2024-01-01 12:25:05 INFO 0:00:16.924152s elapsed
-2024-01-01 12:25:05 INFO Epoch 16 / 5000:
-2024-01-01 12:25:19 INFO lr: 4.9840e-05 - loss: 0.0074 - UP: 80.19% UR: 58.07% UF: 67.36% P: 79.71% R: 57.72% F: 66.96%
-2024-01-01 12:25:20 INFO dev:  loss: nan - UP: 51.03% UR: 37.52% UF: 43.24% P: 49.22% R: 36.19% F: 41.71%
-2024-01-01 12:25:22 INFO test: loss: nan - UP: 48.46% UR: 34.67% UF: 40.42% P: 46.13% R: 33.00% F: 38.48%
-2024-01-01 12:25:27 INFO 0:00:16.970202s elapsed (saved)
-2024-01-01 12:25:27 INFO Epoch 17 / 5000:
-2024-01-01 12:25:41 INFO lr: 4.9830e-05 - loss: 0.0065 - UP: 79.16% UR: 58.83% UF: 67.49% P: 78.75% R: 58.53% F: 67.15%
-2024-01-01 12:25:43 INFO dev:  loss: nan - UP: 47.85% UR: 38.90% UF: 42.91% P: 46.52% R: 37.82% F: 41.72%
-2024-01-01 12:25:44 INFO test: loss: nan - UP: 47.15% UR: 38.64% UF: 42.48% P: 45.09% R: 36.95% F: 40.62%
-2024-01-01 12:25:50 INFO 0:00:16.858102s elapsed (saved)
-2024-01-01 12:25:50 INFO Epoch 18 / 5000:
-2024-01-01 12:26:04 INFO lr: 4.9820e-05 - loss: 0.0046 - UP: 81.99% UR: 62.69% UF: 71.05% P: 81.89% R: 62.61% F: 70.96%
-2024-01-01 12:26:06 INFO dev:  loss: nan - UP: 50.11% UR: 39.59% UF: 44.24% P: 47.52% R: 37.55% F: 41.95%
-2024-01-01 12:26:07 INFO test: loss: nan - UP: 45.37% UR: 38.16% UF: 41.45% P: 43.15% R: 36.30% F: 39.43%
-2024-01-01 12:26:13 INFO 0:00:16.848040s elapsed (saved)
-2024-01-01 12:26:13 INFO Epoch 19 / 5000:
-2024-01-01 12:26:27 INFO lr: 4.9810e-05 - loss: nan - UP: 81.87% UR: 62.74% UF: 71.04% P: 81.64% R: 62.56% F: 70.84%
-2024-01-01 12:26:29 INFO dev:  loss: nan - UP: 56.40% UR: 34.35% UF: 42.69% P: 54.47% R: 33.18% F: 41.24%
-2024-01-01 12:26:30 INFO test: loss: nan - UP: 53.44% UR: 31.97% UF: 40.01% P: 51.32% R: 30.70% F: 38.42%
-2024-01-01 12:26:30 INFO 0:00:16.866918s elapsed
-2024-01-01 12:26:30 INFO Epoch 20 / 5000:
-2024-01-01 12:26:44 INFO lr: 4.9800e-05 - loss: 0.0019 - UP: 84.12% UR: 66.50% UF: 74.28% P: 84.03% R: 66.43% F: 74.20%
-2024-01-01 12:26:46 INFO dev:  loss: nan - UP: 51.11% UR: 40.05% UF: 44.90% P: 49.76% R: 38.99% F: 43.72%
-2024-01-01 12:26:47 INFO test: loss: nan - UP: 47.56% UR: 38.66% UF: 42.65% P: 45.87% R: 37.29% F: 41.14%
-2024-01-01 12:26:53 INFO 0:00:16.878315s elapsed (saved)
-2024-01-01 12:26:53 INFO Epoch 21 / 5000:
-2024-01-01 12:27:07 INFO lr: 4.9790e-05 - loss: 0.0007 - UP: 87.54% UR: 73.69% UF: 80.02% P: 87.47% R: 73.63% F: 79.96%
-2024-01-01 12:27:09 INFO dev:  loss: nan - UP: 48.88% UR: 47.61% UF: 48.24% P: 47.63% R: 46.40% F: 47.01%
-2024-01-01 12:27:10 INFO test: loss: nan - UP: 44.81% UR: 42.93% UF: 43.85% P: 43.46% R: 41.64% F: 42.53%
-2024-01-01 12:27:16 INFO 0:00:16.886121s elapsed (saved)
-2024-01-01 12:27:16 INFO Epoch 22 / 5000:
-2024-01-01 12:27:30 INFO lr: 4.9780e-05 - loss: 0.0039 - UP: 88.62% UR: 76.16% UF: 81.92% P: 88.61% R: 76.15% F: 81.91%
-2024-01-01 12:27:31 INFO dev:  loss: nan - UP: 52.03% UR: 43.22% UF: 47.22% P: 50.65% R: 42.07% F: 45.96%
-2024-01-01 12:27:33 INFO test: loss: nan - UP: 49.67% UR: 40.33% UF: 44.52% P: 48.04% R: 39.00% F: 43.05%
-2024-01-01 12:27:33 INFO 0:00:16.840201s elapsed
-2024-01-01 12:27:33 INFO Epoch 23 / 5000:
-2024-01-01 12:27:47 INFO lr: 4.9770e-05 - loss: 0.0033 - UP: 88.97% UR: 79.15% UF: 83.77% P: 88.97% R: 79.15% F: 83.77%
-2024-01-01 12:27:48 INFO dev:  loss: nan - UP: 51.06% UR: 46.04% UF: 48.42% P: 49.61% R: 44.73% F: 47.04%
-2024-01-01 12:27:50 INFO test: loss: nan - UP: 48.86% UR: 43.38% UF: 45.95% P: 47.00% R: 41.73% F: 44.21%
-2024-01-01 12:27:56 INFO 0:00:16.966146s elapsed (saved)
-2024-01-01 12:27:56 INFO Epoch 24 / 5000:
-2024-01-01 12:28:10 INFO lr: 4.9760e-05 - loss: 0.0024 - UP: 90.28% UR: 82.26% UF: 86.09% P: 90.26% R: 82.25% F: 86.07%
-2024-01-01 12:28:11 INFO dev:  loss: nan - UP: 59.83% UR: 33.92% UF: 43.29% P: 57.77% R: 32.75% F: 41.80%
-2024-01-01 12:28:13 INFO test: loss: nan - UP: 57.32% UR: 32.94% UF: 41.84% P: 54.93% R: 31.57% F: 40.09%
-2024-01-01 12:28:13 INFO 0:00:16.856544s elapsed
-2024-01-01 12:28:13 INFO Epoch 25 / 5000:
-2024-01-01 12:28:27 INFO lr: 4.9750e-05 - loss: nan - UP: 90.41% UR: 80.58% UF: 85.21% P: 90.39% R: 80.57% F: 85.20%
-2024-01-01 12:28:28 INFO dev:  loss: nan - UP: 52.21% UR: 43.69% UF: 47.57% P: 50.38% R: 42.16% F: 45.90%
-2024-01-01 12:28:30 INFO test: loss: nan - UP: 48.45% UR: 39.89% UF: 43.75% P: 46.70% R: 38.45% F: 42.18%
-2024-01-01 12:28:30 INFO 0:00:16.928813s elapsed
-2024-01-01 12:28:30 INFO Epoch 26 / 5000:
-2024-01-01 12:28:44 INFO lr: 4.9740e-05 - loss: 0.0025 - UP: 91.52% UR: 84.97% UF: 88.12% P: 91.52% R: 84.97% F: 88.12%
-2024-01-01 12:28:45 INFO dev:  loss: nan - UP: 49.68% UR: 46.01% UF: 47.78% P: 47.98% R: 44.44% F: 46.14%
-2024-01-01 12:28:47 INFO test: loss: nan - UP: 47.81% UR: 43.44% UF: 45.52% P: 46.12% R: 41.90% F: 43.91%
-2024-01-01 12:28:47 INFO 0:00:16.991812s elapsed
-2024-01-01 12:28:47 INFO Epoch 27 / 5000:
-2024-01-01 12:29:01 INFO lr: 4.9730e-05 - loss: nan - UP: 91.39% UR: 84.11% UF: 87.60% P: 91.38% R: 84.11% F: 87.59%
-2024-01-01 12:29:02 INFO dev:  loss: nan - UP: 51.01% UR: 42.68% UF: 46.47% P: 48.88% R: 40.90% F: 44.54%
-2024-01-01 12:29:04 INFO test: loss: nan - UP: 50.85% UR: 40.33% UF: 44.99% P: 48.59% R: 38.54% F: 42.98%
-2024-01-01 12:29:04 INFO 0:00:17.058793s elapsed
-2024-01-01 12:29:04 INFO Epoch 28 / 5000:
-2024-01-01 12:29:18 INFO lr: 4.9720e-05 - loss: 0.0020 - UP: 90.81% UR: 84.05% UF: 87.30% P: 90.74% R: 83.99% F: 87.24%
-2024-01-01 12:29:19 INFO dev:  loss: nan - UP: 53.84% UR: 43.09% UF: 47.87% P: 52.27% R: 41.82% F: 46.47%
-2024-01-01 12:29:21 INFO test: loss: nan - UP: 49.54% UR: 39.72% UF: 44.09% P: 47.85% R: 38.37% F: 42.59%
-2024-01-01 12:29:21 INFO 0:00:17.028865s elapsed
-2024-01-01 12:29:21 INFO Epoch 29 / 5000:
-2024-01-01 12:29:35 INFO lr: 4.9710e-05 - loss: 0.0015 - UP: 91.33% UR: 83.80% UF: 87.40% P: 91.30% R: 83.78% F: 87.38%
-2024-01-01 12:29:36 INFO dev:  loss: nan - UP: 58.19% UR: 41.76% UF: 48.62% P: 56.40% R: 40.47% F: 47.13%
-2024-01-01 12:29:38 INFO test: loss: nan - UP: 53.69% UR: 37.19% UF: 43.94% P: 51.53% R: 35.69% F: 42.17%
-2024-01-01 12:29:44 INFO 0:00:17.047832s elapsed (saved)
-2024-01-01 12:29:44 INFO Epoch 30 / 5000:
-2024-01-01 12:29:58 INFO lr: 4.9700e-05 - loss: 0.0023 - UP: 89.14% UR: 81.94% UF: 85.39% P: 89.09% R: 81.89% F: 85.34%
-2024-01-01 12:29:59 INFO dev:  loss: nan - UP: 57.10% UR: 35.88% UF: 44.07% P: 55.23% R: 34.71% F: 42.63%
-2024-01-01 12:30:01 INFO test: loss: nan - UP: 54.47% UR: 33.36% UF: 41.38% P: 52.26% R: 32.01% F: 39.70%
-2024-01-01 12:30:01 INFO 0:00:16.876952s elapsed
-2024-01-01 12:30:01 INFO Epoch 31 / 5000:
-2024-01-01 12:30:15 INFO lr: 4.9690e-05 - loss: 0.0005 - UP: 89.33% UR: 79.07% UF: 83.89% P: 89.19% R: 78.94% F: 83.75%
-2024-01-01 12:30:16 INFO dev:  loss: nan - UP: 46.94% UR: 44.91% UF: 45.90% P: 44.84% R: 42.91% F: 43.85%
-2024-01-01 12:30:18 INFO test: loss: nan - UP: 44.25% UR: 42.87% UF: 43.55% P: 42.38% R: 41.05% F: 41.70%
-2024-01-01 12:30:18 INFO 0:00:16.988937s elapsed
-2024-01-01 12:30:18 INFO Epoch 32 / 5000:
-2024-01-01 12:30:32 INFO lr: 4.9680e-05 - loss: 0.0117 - UP: 74.44% UR: 53.05% UF: 61.95% P: 73.61% R: 52.46% F: 61.26%
-2024-01-01 12:30:33 INFO dev:  loss: nan - UP: 57.05% UR: 20.88% UF: 30.57% P: 54.71% R: 20.02% F: 29.32%
-2024-01-01 12:30:35 INFO test: loss: nan - UP: 60.99% UR: 21.80% UF: 32.12% P: 58.57% R: 20.94% F: 30.85%
-2024-01-01 12:30:35 INFO 0:00:16.978706s elapsed
-2024-01-01 12:30:35 INFO Epoch 33 / 5000:
-2024-01-01 12:30:49 INFO lr: 4.9670e-05 - loss: 0.0263 - UP: 76.25% UR: 52.46% UF: 62.15% P: 75.76% R: 52.12% F: 61.76%
-2024-01-01 12:30:50 INFO dev:  loss: nan - UP: 48.63% UR: 37.09% UF: 42.09% P: 46.77% R: 35.68% F: 40.48%
-2024-01-01 12:30:52 INFO test: loss: nan - UP: 45.51% UR: 35.79% UF: 40.07% P: 43.74% R: 34.40% F: 38.51%
-2024-01-01 12:30:52 INFO 0:00:16.997818s elapsed
-2024-01-01 12:30:52 INFO Epoch 34 / 5000:
-2024-01-01 12:31:06 INFO lr: 4.9660e-05 - loss: 0.0112 - UP: 80.61% UR: 60.51% UF: 69.13% P: 80.30% R: 60.28% F: 68.86%
-2024-01-01 12:31:07 INFO dev:  loss: nan - UP: 47.65% UR: 34.89% UF: 40.28% P: 45.86% R: 33.58% F: 38.77%
-2024-01-01 12:31:09 INFO test: loss: nan - UP: 49.66% UR: 36.51% UF: 42.08% P: 47.79% R: 35.14% F: 40.50%
-2024-01-01 12:31:09 INFO 0:00:17.029805s elapsed
-2024-01-01 12:31:09 INFO Epoch 35 / 5000:
-2024-01-01 12:31:23 INFO lr: 4.9650e-05 - loss: 0.0037 - UP: 85.82% UR: 70.60% UF: 77.47% P: 85.73% R: 70.52% F: 77.39%
-2024-01-01 12:31:24 INFO dev:  loss: nan - UP: 47.54% UR: 36.15% UF: 41.07% P: 45.44% R: 34.55% F: 39.25%
-2024-01-01 12:31:26 INFO test: loss: nan - UP: 45.27% UR: 35.88% UF: 40.03% P: 43.35% R: 34.35% F: 38.33%
-2024-01-01 12:31:26 INFO 0:00:17.040096s elapsed
-2024-01-01 12:31:26 INFO Epoch 36 / 5000:
-2024-01-01 12:31:40 INFO lr: 4.9640e-05 - loss: 0.0031 - UP: 83.94% UR: 68.36% UF: 75.35% P: 83.51% R: 68.01% F: 74.97%
-2024-01-01 12:31:41 INFO dev:  loss: nan - UP: 53.56% UR: 36.28% UF: 43.26% P: 52.26% R: 35.41% F: 42.21%
-2024-01-01 12:31:43 INFO test: loss: nan - UP: 48.75% UR: 32.22% UF: 38.80% P: 46.93% R: 31.02% F: 37.35%
-2024-01-01 12:31:43 INFO 0:00:17.012377s elapsed
-2024-01-01 12:31:43 INFO Epoch 37 / 5000:
-2024-01-01 12:31:57 INFO lr: 4.9630e-05 - loss: 0.0009 - UP: 86.13% UR: 72.45% UF: 78.70% P: 86.07% R: 72.41% F: 78.65%
-2024-01-01 12:31:58 INFO dev:  loss: nan - UP: 47.30% UR: 38.60% UF: 42.51% P: 45.86% R: 37.43% F: 41.22%
-2024-01-01 12:32:00 INFO test: loss: nan - UP: 47.16% UR: 37.54% UF: 41.81% P: 45.17% R: 35.96% F: 40.04%
-2024-01-01 12:32:00 INFO 0:00:17.067421s elapsed
-2024-01-01 12:32:00 INFO Epoch 38 / 5000:
-2024-01-01 12:32:14 INFO lr: 4.9620e-05 - loss: 0.0016 - UP: 87.86% UR: 76.22% UF: 81.63% P: 87.81% R: 76.18% F: 81.58%
-2024-01-01 12:32:15 INFO dev:  loss: nan - UP: 55.50% UR: 38.09% UF: 45.17% P: 53.59% R: 36.78% F: 43.62%
-2024-01-01 12:32:17 INFO test: loss: nan - UP: 56.40% UR: 37.31% UF: 44.91% P: 54.26% R: 35.90% F: 43.21%
-2024-01-01 12:32:17 INFO 0:00:17.064684s elapsed
-2024-01-01 12:32:17 INFO Epoch 39 / 5000:
-2024-01-01 12:32:31 INFO lr: 4.9610e-05 - loss: 0.0022 - UP: 90.91% UR: 84.27% UF: 87.46% P: 90.86% R: 84.23% F: 87.42%
-2024-01-01 12:32:32 INFO dev:  loss: nan - UP: 51.89% UR: 43.20% UF: 47.15% P: 50.16% R: 41.76% F: 45.58%
-2024-01-01 12:32:34 INFO test: loss: nan - UP: 50.03% UR: 40.12% UF: 44.53% P: 48.16% R: 38.62% F: 42.87%
-2024-01-01 12:32:34 INFO 0:00:17.055040s elapsed
-2024-01-01 12:32:34 INFO Epoch 40 / 5000:
-2024-01-01 12:32:48 INFO lr: 4.9600e-05 - loss: 0.0004 - UP: 91.47% UR: 85.39% UF: 88.33% P: 91.47% R: 85.39% F: 88.33%
-2024-01-01 12:32:50 INFO dev:  loss: nan - UP: 57.57% UR: 36.98% UF: 45.04% P: 55.86% R: 35.88% F: 43.69%
-2024-01-01 12:32:51 INFO test: loss: nan - UP: 56.21% UR: 34.88% UF: 43.05% P: 54.44% R: 33.78% F: 41.69%
-2024-01-01 12:32:51 INFO 0:00:17.046343s elapsed
-2024-01-01 12:32:51 INFO Epoch 41 / 5000:
-2024-01-01 12:33:05 INFO lr: 4.9590e-05 - loss: 0.0027 - UP: 92.62% UR: 86.82% UF: 89.63% P: 92.62% R: 86.82% F: 89.62%
-2024-01-01 12:33:07 INFO dev:  loss: nan - UP: 56.67% UR: 39.53% UF: 46.57% P: 55.15% R: 38.47% F: 45.32%
-2024-01-01 12:33:08 INFO test: loss: nan - UP: 54.12% UR: 35.66% UF: 43.00% P: 52.58% R: 34.65% F: 41.77%
-2024-01-01 12:33:08 INFO 0:00:17.079683s elapsed
-2024-01-01 12:33:08 INFO Epoch 42 / 5000:
-2024-01-01 12:33:22 INFO lr: 4.9580e-05 - loss: nan - UP: 92.85% UR: 87.63% UF: 90.17% P: 92.85% R: 87.63% F: 90.17%
-2024-01-01 12:33:24 INFO dev:  loss: nan - UP: 55.91% UR: 43.06% UF: 48.65% P: 54.06% R: 41.64% F: 47.05%
-2024-01-01 12:33:25 INFO test: loss: nan - UP: 52.50% UR: 39.43% UF: 45.03% P: 50.42% R: 37.86% F: 43.25%
-2024-01-01 12:33:25 INFO 0:00:17.063677s elapsed
-2024-01-01 12:33:25 INFO Epoch 43 / 5000:
-2024-01-01 12:33:39 INFO lr: 4.9570e-05 - loss: 0.0014 - UP: 93.91% UR: 90.30% UF: 92.07% P: 93.90% R: 90.30% F: 92.06%
-2024-01-01 12:33:41 INFO dev:  loss: nan - UP: 55.32% UR: 45.09% UF: 49.68% P: 53.55% R: 43.65% F: 48.10%
-2024-01-01 12:33:42 INFO test: loss: nan - UP: 53.16% UR: 40.55% UF: 46.00% P: 51.00% R: 38.90% F: 44.13%
-2024-01-01 12:33:48 INFO 0:00:17.061149s elapsed (saved)
-2024-01-01 12:33:48 INFO Epoch 44 / 5000:
-2024-01-01 12:34:02 INFO lr: 4.9560e-05 - loss: 0.0002 - UP: 94.64% UR: 91.34% UF: 92.96% P: 94.64% R: 91.34% F: 92.96%
-2024-01-01 12:34:04 INFO dev:  loss: nan - UP: 55.43% UR: 46.78% UF: 50.74% P: 53.83% R: 45.43% F: 49.27%
-2024-01-01 12:34:05 INFO test: loss: nan - UP: 51.19% UR: 39.43% UF: 44.55% P: 49.08% R: 37.80% F: 42.71%
-2024-01-01 12:34:11 INFO 0:00:16.916997s elapsed (saved)
-2024-01-01 12:34:11 INFO Epoch 45 / 5000:
-2024-01-01 12:34:25 INFO lr: 4.9550e-05 - loss: 0.0009 - UP: 94.46% UR: 90.81% UF: 92.60% P: 94.42% R: 90.78% F: 92.56%
-2024-01-01 12:34:27 INFO dev:  loss: nan - UP: 52.42% UR: 46.67% UF: 49.37% P: 50.62% R: 45.07% F: 47.68%
-2024-01-01 12:34:28 INFO test: loss: nan - UP: 48.68% UR: 41.45% UF: 44.78% P: 46.45% R: 39.55% F: 42.73%
-2024-01-01 12:34:28 INFO 0:00:16.885854s elapsed
-2024-01-01 12:34:28 INFO Epoch 46 / 5000:
-2024-01-01 12:34:42 INFO lr: 4.9540e-05 - loss: 0.0017 - UP: 93.77% UR: 89.39% UF: 91.53% P: 93.71% R: 89.32% F: 91.47%
-2024-01-01 12:34:44 INFO dev:  loss: nan - UP: 52.66% UR: 45.02% UF: 48.54% P: 50.66% R: 43.31% F: 46.70%
-2024-01-01 12:34:45 INFO test: loss: nan - UP: 49.00% UR: 40.50% UF: 44.35% P: 47.03% R: 38.88% F: 42.57%
-2024-01-01 12:34:45 INFO 0:00:16.918494s elapsed
-2024-01-01 12:34:45 INFO Epoch 47 / 5000:
-2024-01-01 12:34:59 INFO lr: 4.9530e-05 - loss: 0.0014 - UP: 94.84% UR: 91.65% UF: 93.22% P: 94.83% R: 91.64% F: 93.21%
-2024-01-01 12:35:00 INFO dev:  loss: nan - UP: 58.20% UR: 41.24% UF: 48.27% P: 55.94% R: 39.64% F: 46.40%
-2024-01-01 12:35:02 INFO test: loss: nan - UP: 56.12% UR: 37.08% UF: 44.66% P: 53.95% R: 35.64% F: 42.93%
-2024-01-01 12:35:02 INFO 0:00:16.906369s elapsed
-2024-01-01 12:35:02 INFO Epoch 48 / 5000:
-2024-01-01 12:35:16 INFO lr: 4.9520e-05 - loss: 0.0014 - UP: 94.79% UR: 90.38% UF: 92.53% P: 94.78% R: 90.37% F: 92.52%
-2024-01-01 12:35:17 INFO dev:  loss: nan - UP: 56.10% UR: 42.27% UF: 48.21% P: 54.15% R: 40.81% F: 46.55%
-2024-01-01 12:35:19 INFO test: loss: nan - UP: 51.14% UR: 35.03% UF: 41.58% P: 48.83% R: 33.45% F: 39.70%
-2024-01-01 12:35:19 INFO 0:00:16.958166s elapsed
-2024-01-01 12:35:19 INFO Epoch 49 / 5000:
-2024-01-01 12:35:33 INFO lr: 4.9510e-05 - loss: 0.0008 - UP: 94.24% UR: 89.71% UF: 91.92% P: 94.22% R: 89.69% F: 91.90%
-2024-01-01 12:35:34 INFO dev:  loss: nan - UP: 58.31% UR: 40.68% UF: 47.92% P: 56.25% R: 39.23% F: 46.23%
-2024-01-01 12:35:36 INFO test: loss: nan - UP: 54.85% UR: 36.34% UF: 43.72% P: 52.84% R: 35.01% F: 42.11%
-2024-01-01 12:35:36 INFO 0:00:16.994540s elapsed
-2024-01-01 12:35:36 INFO Epoch 50 / 5000:
-2024-01-01 12:35:50 INFO lr: 4.9500e-05 - loss: 0.0015 - UP: 94.33% UR: 91.40% UF: 92.84% P: 94.33% R: 91.40% F: 92.84%
-2024-01-01 12:35:51 INFO dev:  loss: nan - UP: 57.29% UR: 43.18% UF: 49.24% P: 55.32% R: 41.69% F: 47.55%
-2024-01-01 12:35:53 INFO test: loss: nan - UP: 54.61% UR: 38.56% UF: 45.20% P: 52.63% R: 37.16% F: 43.57%
-2024-01-01 12:35:53 INFO 0:00:16.978215s elapsed
-2024-01-01 12:35:53 INFO Epoch 51 / 5000:
-2024-01-01 12:36:07 INFO lr: 4.9490e-05 - loss: 0.0013 - UP: 95.78% UR: 93.99% UF: 94.88% P: 95.78% R: 93.98% F: 94.87%
-2024-01-01 12:36:08 INFO dev:  loss: nan - UP: 57.86% UR: 44.50% UF: 50.31% P: 56.28% R: 43.29% F: 48.94%
-2024-01-01 12:36:10 INFO test: loss: nan - UP: 55.06% UR: 39.53% UF: 46.02% P: 53.18% R: 38.18% F: 44.45%
-2024-01-01 12:36:10 INFO 0:00:17.020728s elapsed
-2024-01-01 12:36:10 INFO Epoch 52 / 5000:
-2024-01-01 12:36:24 INFO lr: 4.9480e-05 - loss: 0.0004 - UP: 96.39% UR: 94.09% UF: 95.23% P: 96.38% R: 94.09% F: 95.22%
-2024-01-01 12:36:25 INFO dev:  loss: nan - UP: 54.02% UR: 47.68% UF: 50.65% P: 51.85% R: 45.77% F: 48.62%
-2024-01-01 12:36:27 INFO test: loss: nan - UP: 50.18% UR: 42.32% UF: 45.91% P: 48.00% R: 40.48% F: 43.92%
-2024-01-01 12:36:27 INFO 0:00:17.042536s elapsed
-2024-01-01 12:36:27 INFO Epoch 53 / 5000:
-2024-01-01 12:36:41 INFO lr: 4.9470e-05 - loss: 0.0006 - UP: 96.25% UR: 94.78% UF: 95.51% P: 96.25% R: 94.78% F: 95.51%
-2024-01-01 12:36:43 INFO dev:  loss: nan - UP: 59.89% UR: 43.99% UF: 50.72% P: 58.02% R: 42.61% F: 49.14%
-2024-01-01 12:36:44 INFO test: loss: nan - UP: 56.11% UR: 38.73% UF: 45.82% P: 54.03% R: 37.29% F: 44.12%
-2024-01-01 12:36:44 INFO 0:00:17.064667s elapsed
-2024-01-01 12:36:44 INFO Epoch 54 / 5000:
-2024-01-01 12:36:58 INFO lr: 4.9460e-05 - loss: 0.0002 - UP: 96.73% UR: 95.33% UF: 96.02% P: 96.73% R: 95.33% F: 96.02%
-2024-01-01 12:37:00 INFO dev:  loss: nan - UP: 56.58% UR: 43.11% UF: 48.93% P: 54.66% R: 41.64% F: 47.27%
-2024-01-01 12:37:01 INFO test: loss: nan - UP: 53.34% UR: 39.02% UF: 45.07% P: 51.49% R: 37.67% F: 43.51%
-2024-01-01 12:37:01 INFO 0:00:17.040187s elapsed
-2024-01-01 12:37:01 INFO Epoch 55 / 5000:
-2024-01-01 12:37:15 INFO lr: 4.9450e-05 - loss: 0.0020 - UP: 95.33% UR: 93.21% UF: 94.26% P: 95.32% R: 93.21% F: 94.25%
-2024-01-01 12:37:17 INFO dev:  loss: nan - UP: 54.05% UR: 47.68% UF: 50.66% P: 52.44% R: 46.26% F: 49.16%
-2024-01-01 12:37:18 INFO test: loss: nan - UP: 49.16% UR: 42.45% UF: 45.56% P: 47.17% R: 40.74% F: 43.72%
-2024-01-01 12:37:18 INFO 0:00:17.027454s elapsed
-2024-01-01 12:37:18 INFO Epoch 56 / 5000:
-2024-01-01 12:37:32 INFO lr: 4.9440e-05 - loss: 0.0004 - UP: 95.85% UR: 93.74% UF: 94.78% P: 95.85% R: 93.74% F: 94.78%
-2024-01-01 12:37:34 INFO dev:  loss: nan - UP: 58.36% UR: 43.15% UF: 49.62% P: 56.59% R: 41.85% F: 48.12%
-2024-01-01 12:37:35 INFO test: loss: nan - UP: 53.42% UR: 38.60% UF: 44.82% P: 51.32% R: 37.08% F: 43.05%
-2024-01-01 12:37:35 INFO 0:00:17.057796s elapsed
-2024-01-01 12:37:35 INFO Epoch 57 / 5000:
-2024-01-01 12:37:49 INFO lr: 4.9430e-05 - loss: 0.0007 - UP: 96.49% UR: 95.02% UF: 95.75% P: 96.49% R: 95.02% F: 95.75%
-2024-01-01 12:37:51 INFO dev:  loss: nan - UP: 55.79% UR: 46.76% UF: 50.88% P: 53.88% R: 45.16% F: 49.14%
-2024-01-01 12:37:52 INFO test: loss: nan - UP: 49.52% UR: 40.71% UF: 44.69% P: 47.62% R: 39.15% F: 42.97%
-2024-01-01 12:37:52 INFO 0:00:17.037302s elapsed
-2024-01-01 12:37:52 INFO Epoch 58 / 5000:
-2024-01-01 12:38:06 INFO lr: 4.9420e-05 - loss: 0.0081 - UP: 95.98% UR: 93.66% UF: 94.81% P: 95.88% R: 93.56% F: 94.71%
-2024-01-01 12:38:08 INFO dev:  loss: nan - UP: 50.63% UR: 40.68% UF: 45.11% P: 48.28% R: 38.78% F: 43.01%
-2024-01-01 12:38:09 INFO test: loss: nan - UP: 45.92% UR: 35.83% UF: 40.26% P: 43.27% R: 33.76% F: 37.93%
-2024-01-01 12:38:09 INFO 0:00:16.993582s elapsed
-2024-01-01 12:38:09 INFO Epoch 59 / 5000:
-2024-01-01 12:38:23 INFO lr: 4.9410e-05 - loss: 0.0060 - UP: 86.25% UR: 76.81% UF: 81.25% P: 85.76% R: 76.37% F: 80.79%
-2024-01-01 12:38:25 INFO dev:  loss: nan - UP: 52.43% UR: 41.33% UF: 46.22% P: 50.54% R: 39.84% F: 44.56%
-2024-01-01 12:38:26 INFO test: loss: nan - UP: 46.82% UR: 36.83% UF: 41.23% P: 44.61% R: 35.09% F: 39.29%
-2024-01-01 12:38:26 INFO 0:00:16.984479s elapsed
-2024-01-01 12:38:26 INFO Epoch 60 / 5000:
-2024-01-01 12:38:40 INFO lr: 4.9400e-05 - loss: 0.0081 - UP: 88.79% UR: 81.09% UF: 84.77% P: 88.63% R: 80.94% F: 84.61%
-2024-01-01 12:38:42 INFO dev:  loss: nan - UP: 40.54% UR: 47.75% UF: 43.85% P: 38.78% R: 45.68% F: 41.94%
-2024-01-01 12:38:43 INFO test: loss: nan - UP: 37.19% UR: 43.33% UF: 40.03% P: 35.38% R: 41.22% F: 38.08%
-2024-01-01 12:38:43 INFO 0:00:16.990492s elapsed
-2024-01-01 12:38:43 INFO Epoch 61 / 5000:
-2024-01-01 12:38:57 INFO lr: 4.9390e-05 - loss: 0.0022 - UP: 90.61% UR: 83.18% UF: 86.74% P: 90.53% R: 83.12% F: 86.67%
-2024-01-01 12:38:59 INFO dev:  loss: nan - UP: 45.69% UR: 44.46% UF: 45.07% P: 43.98% R: 42.79% F: 43.38%
-2024-01-01 12:39:00 INFO test: loss: nan - UP: 45.49% UR: 42.09% UF: 43.72% P: 43.43% R: 40.19% F: 41.75%
-2024-01-01 12:39:00 INFO 0:00:16.979456s elapsed
-2024-01-01 12:39:00 INFO Epoch 62 / 5000:
-2024-01-01 12:39:14 INFO lr: 4.9380e-05 - loss: 0.0005 - UP: 92.91% UR: 87.47% UF: 90.10% P: 92.86% R: 87.43% F: 90.06%
-2024-01-01 12:39:16 INFO dev:  loss: nan - UP: 47.15% UR: 46.17% UF: 46.65% P: 45.29% R: 44.35% F: 44.81%
-2024-01-01 12:39:17 INFO test: loss: nan - UP: 46.21% UR: 45.51% UF: 45.86% P: 44.43% R: 43.76% F: 44.09%
-2024-01-01 12:39:17 INFO 0:00:17.029627s elapsed
-2024-01-01 12:39:17 INFO Epoch 63 / 5000:
-2024-01-01 12:39:31 INFO lr: 4.9370e-05 - loss: 0.0002 - UP: 94.11% UR: 91.02% UF: 92.54% P: 94.09% R: 91.00% F: 92.52%
-2024-01-01 12:39:33 INFO dev:  loss: nan - UP: 56.51% UR: 40.27% UF: 47.03% P: 54.74% R: 39.01% F: 45.55%
-2024-01-01 12:39:34 INFO test: loss: nan - UP: 55.01% UR: 38.96% UF: 45.62% P: 52.92% R: 37.48% F: 43.88%
-2024-01-01 12:39:34 INFO 0:00:17.007496s elapsed
-2024-01-01 12:39:34 INFO Epoch 64 / 5000:
-2024-01-01 12:39:48 INFO lr: 4.9360e-05 - loss: 0.0007 - UP: 95.50% UR: 93.20% UF: 94.34% P: 95.49% R: 93.19% F: 94.32%
-2024-01-01 12:39:50 INFO dev:  loss: nan - UP: 58.87% UR: 41.71% UF: 48.83% P: 56.96% R: 40.36% F: 47.24%
-2024-01-01 12:39:51 INFO test: loss: nan - UP: 55.22% UR: 38.54% UF: 45.40% P: 52.77% R: 36.83% F: 43.38%
-2024-01-01 12:39:51 INFO 0:00:16.992018s elapsed
-2024-01-01 12:39:51 INFO Epoch 65 / 5000:
-2024-01-01 12:40:05 INFO lr: 4.9350e-05 - loss: 0.0002 - UP: 96.51% UR: 94.47% UF: 95.48% P: 96.50% R: 94.47% F: 95.47%
-2024-01-01 12:40:07 INFO dev:  loss: nan - UP: 56.31% UR: 44.55% UF: 49.74% P: 54.60% R: 43.20% F: 48.23%
-2024-01-01 12:40:08 INFO test: loss: nan - UP: 53.30% UR: 41.47% UF: 46.65% P: 51.18% R: 39.83% F: 44.80%
-2024-01-01 12:40:08 INFO 0:00:16.955517s elapsed
-2024-01-01 12:40:08 INFO Epoch 66 / 5000:
-2024-01-01 12:40:22 INFO lr: 4.9340e-05 - loss: 0.0001 - UP: 97.11% UR: 95.39% UF: 96.24% P: 97.11% R: 95.39% F: 96.24%
-2024-01-01 12:40:24 INFO dev:  loss: nan - UP: 60.40% UR: 39.77% UF: 47.96% P: 58.45% R: 38.49% F: 46.41%
-2024-01-01 12:40:25 INFO test: loss: nan - UP: 58.35% UR: 39.11% UF: 46.83% P: 55.96% R: 37.50% F: 44.91%
-2024-01-01 12:40:25 INFO 0:00:17.045735s elapsed
-2024-01-01 12:40:25 INFO Epoch 67 / 5000:
-2024-01-01 12:40:39 INFO lr: 4.9330e-05 - loss: 0.0004 - UP: 97.26% UR: 95.92% UF: 96.58% P: 97.23% R: 95.88% F: 96.55%
-2024-01-01 12:40:41 INFO dev:  loss: nan - UP: 62.20% UR: 39.17% UF: 48.07% P: 59.87% R: 37.70% F: 46.27%
-2024-01-01 12:40:42 INFO test: loss: nan - UP: 56.99% UR: 36.53% UF: 44.52% P: 54.65% R: 35.03% F: 42.69%
-2024-01-01 12:40:42 INFO 0:00:17.005851s elapsed
-2024-01-01 12:40:42 INFO Epoch 68 / 5000:
-2024-01-01 12:40:56 INFO lr: 4.9320e-05 - loss: nan - UP: 97.05% UR: 95.55% UF: 96.30% P: 97.03% R: 95.53% F: 96.28%
-2024-01-01 12:40:58 INFO dev:  loss: nan - UP: 53.07% UR: 41.85% UF: 46.80% P: 50.87% R: 40.11% F: 44.86%
-2024-01-01 12:40:59 INFO test: loss: nan - UP: 50.01% UR: 41.03% UF: 45.08% P: 47.70% R: 39.13% F: 42.99%
-2024-01-01 12:40:59 INFO 0:00:16.988106s elapsed
-2024-01-01 12:40:59 INFO Epoch 69 / 5000:
-2024-01-01 12:41:13 INFO lr: 4.9310e-05 - loss: nan - UP: 95.33% UR: 93.21% UF: 94.26% P: 95.19% R: 93.07% F: 94.12%
-2024-01-01 12:41:15 INFO dev:  loss: nan - UP: 66.53% UR: 18.18% UF: 28.55% P: 64.47% R: 17.61% F: 27.67%
-2024-01-01 12:41:16 INFO test: loss: nan - UP: 62.31% UR: 18.66% UF: 28.72% P: 59.35% R: 17.77% F: 27.35%
-2024-01-01 12:41:16 INFO 0:00:17.024169s elapsed
-2024-01-01 12:41:16 INFO Epoch 70 / 5000:
-2024-01-01 12:41:30 INFO lr: 4.9300e-05 - loss: 0.0078 - UP: 82.45% UR: 65.23% UF: 72.84% P: 81.64% R: 64.59% F: 72.12%
-2024-01-01 12:41:32 INFO dev:  loss: nan - UP: 54.26% UR: 36.60% UF: 43.71% P: 52.35% R: 35.32% F: 42.18%
-2024-01-01 12:41:33 INFO test: loss: nan - UP: 53.14% UR: 33.93% UF: 41.42% P: 51.03% R: 32.58% F: 39.77%
-2024-01-01 12:41:33 INFO 0:00:17.033871s elapsed
-2024-01-01 12:41:33 INFO Epoch 71 / 5000:
-2024-01-01 12:41:47 INFO lr: 4.9290e-05 - loss: 0.0095 - UP: 82.74% UR: 65.86% UF: 73.34% P: 82.18% R: 65.42% F: 72.85%
-2024-01-01 12:41:49 INFO dev:  loss: nan - UP: 61.81% UR: 23.69% UF: 34.26% P: 60.34% R: 23.13% F: 33.44%
-2024-01-01 12:41:50 INFO test: loss: nan - UP: 57.69% UR: 21.72% UF: 31.56% P: 55.27% R: 20.81% F: 30.24%
-2024-01-01 12:41:50 INFO 0:00:17.022293s elapsed
-2024-01-01 12:41:50 INFO Epoch 72 / 5000:
-2024-01-01 12:42:04 INFO lr: 4.9280e-05 - loss: 0.0037 - UP: 89.17% UR: 79.20% UF: 83.89% P: 88.97% R: 79.02% F: 83.70%
-2024-01-01 12:42:06 INFO dev:  loss: nan - UP: 50.26% UR: 41.98% UF: 45.75% P: 48.10% R: 40.18% F: 43.78%
-2024-01-01 12:42:07 INFO test: loss: nan - UP: 45.57% UR: 36.91% UF: 40.78% P: 43.38% R: 35.14% F: 38.82%
-2024-01-01 12:42:07 INFO 0:00:17.013615s elapsed
-2024-01-01 12:42:07 INFO Epoch 73 / 5000:
-2024-01-01 12:42:21 INFO lr: 4.9270e-05 - loss: 0.0020 - UP: 90.84% UR: 83.87% UF: 87.21% P: 90.66% R: 83.70% F: 87.04%
-2024-01-01 12:42:23 INFO dev:  loss: nan - UP: 57.78% UR: 37.91% UF: 45.78% P: 55.89% R: 36.67% F: 44.28%
-2024-01-01 12:42:24 INFO test: loss: nan - UP: 56.33% UR: 34.52% UF: 42.81% P: 54.05% R: 33.13% F: 41.08%
-2024-01-01 12:42:24 INFO 0:00:17.010648s elapsed
-2024-01-01 12:42:24 INFO Epoch 74 / 5000:
-2024-01-01 12:42:38 INFO lr: 4.9260e-05 - loss: 0.0045 - UP: 91.41% UR: 84.09% UF: 87.59% P: 91.31% R: 84.00% F: 87.50%
-2024-01-01 12:42:40 INFO dev:  loss: nan - UP: 51.67% UR: 34.10% UF: 41.09% P: 50.03% R: 33.02% F: 39.78%
-2024-01-01 12:42:41 INFO test: loss: nan - UP: 50.33% UR: 32.43% UF: 39.44% P: 48.23% R: 31.08% F: 37.80%
-2024-01-01 12:42:41 INFO 0:00:17.018616s elapsed
-2024-01-01 12:42:51 INFO Epoch 44 saved
-2024-01-01 12:42:51 INFO dev:  UP: 55.43% UR: 46.78% UF: 50.74% P: 53.83% R: 45.43% F: 49.27%
-2024-01-01 12:42:51 INFO test: UP: 51.19% UR: 39.43% UF: 44.55% P: 49.08% R: 37.80% F: 42.71%
-2024-01-01 12:42:51 INFO 0:20:56.055675s elapsed, 0:00:16.973725s/epoch

+2024-03-24 15:49:32 INFO
 ---------------------+-------------------------------
 Param                |             Value
 ---------------------+-------------------------------
 update_steps         |               1
 mode                 |             train
 path                 | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byMTLD_desc/80/model_vi_mpqa_xlm_10
+device               |               0
 seed                 |               1
 threads              |               16
 local_rank           |               -1
 inference            |              mfvi
 ---------------------+-------------------------------
+2024-03-24 15:49:32 INFO Building the fields
+2024-03-24 15:49:33 INFO CoNLL(
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
  (labels): ChartField()
 )
+2024-03-24 15:49:33 INFO Building the model
+2024-03-24 15:49:36 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)
   (inference): SemanticDependencyMFVI(max_iter=3)
 )
+2024-03-24 15:49:36 INFO Loading the data
+2024-03-24 15:49:45 INFO
 train: Dataset(n_sentences=4697, n_batches=100, n_buckets=32)
 dev:   Dataset(n_sentences=1651, n_batches=45, n_buckets=32)
 test:  Dataset(n_sentences=2112, n_batches=46, n_buckets=32)
+2024-03-24 15:49:45 INFO Epoch 1 / 5000:
+2024-03-24 15:49:59 INFO lr: 4.9990e-05 - loss: 0.0431 - UP:  0.51% UR:  2.31% UF:  0.83% P:  0.09% R:  0.42% F:  0.15%
+2024-03-24 15:50:01 INFO dev:  loss: nan - UP: 75.00% UR:  0.41% UF:  0.81% P: 54.17% R:  0.29% F:  0.58%
+2024-03-24 15:50:02 INFO test: loss: nan - UP: 74.29% UR:  0.55% UF:  1.09% P: 60.00% R:  0.44% F:  0.88%
+2024-03-24 15:50:07 INFO 0:00:17.400513s elapsed (saved)
+2024-03-24 15:50:07 INFO Epoch 2 / 5000:
+2024-03-24 15:50:21 INFO lr: 4.9980e-05 - loss: 0.0331 - UP: 35.04% UR:  2.39% UF:  4.47% P: 31.79% R:  2.17% F:  4.06%
+2024-03-24 15:50:22 INFO dev:  loss: nan - UP: 66.67% UR:  2.12% UF:  4.10% P: 60.99% R:  1.94% F:  3.75%
+2024-03-24 15:50:23 INFO test: loss: nan - UP: 71.12% UR:  2.81% UF:  5.41% P: 61.50% R:  2.43% F:  4.67%
+2024-03-24 15:50:30 INFO 0:00:16.665596s elapsed (saved)
+2024-03-24 15:50:30 INFO Epoch 3 / 5000:
+2024-03-24 15:50:44 INFO lr: 4.9970e-05 - loss: 0.0059 - UP: 46.00% UR:  5.32% UF:  9.53% P: 43.56% R:  5.04% F:  9.03%
+2024-03-24 15:50:45 INFO dev:  loss: nan - UP: 64.59% UR:  3.74% UF:  7.07% P: 59.14% R:  3.42% F:  6.47%
+2024-03-24 15:50:47 INFO test: loss: nan - UP: 69.25% UR:  5.28% UF:  9.82% P: 60.11% R:  4.58% F:  8.52%
+2024-03-24 15:50:54 INFO 0:00:16.797821s elapsed (saved)
+2024-03-24 15:50:54 INFO Epoch 4 / 5000:
+2024-03-24 15:51:08 INFO lr: 4.9960e-05 - loss: nan - UP: 53.08% UR:  9.37% UF: 15.93% P: 51.48% R:  9.09% F: 15.46%
+2024-03-24 15:51:09 INFO dev:  loss: nan - UP: 66.50% UR:  8.99% UF: 15.83% P: 61.50% R:  8.31% F: 14.64%
+2024-03-24 15:51:11 INFO test: loss: nan - UP: 59.41% UR: 10.27% UF: 17.51% P: 54.65% R:  9.44% F: 16.11%
+2024-03-24 15:51:17 INFO 0:00:16.786734s elapsed (saved)
+2024-03-24 15:51:17 INFO Epoch 5 / 5000:
+2024-03-24 15:51:31 INFO lr: 4.9950e-05 - loss: 0.0034 - UP: 58.56% UR: 15.83% UF: 24.92% P: 57.89% R: 15.65% F: 24.64%
+2024-03-24 15:51:33 INFO dev:  loss: nan - UP: 51.65% UR: 22.23% UF: 31.08% P: 49.97% R: 21.51% F: 30.07%
+2024-03-24 15:51:34 INFO test: loss: nan - UP: 52.03% UR: 22.80% UF: 31.70% P: 50.24% R: 22.02% F: 30.62%
+2024-03-24 15:51:41 INFO 0:00:16.796171s elapsed (saved)
+2024-03-24 15:51:41 INFO Epoch 6 / 5000:
+2024-03-24 15:51:55 INFO lr: 4.9940e-05 - loss: 0.0224 - UP: 60.85% UR: 22.95% UF: 33.33% P: 60.37% R: 22.77% F: 33.07%
+2024-03-24 15:51:56 INFO dev:  loss: nan - UP: 65.20% UR: 15.99% UF: 25.68% P: 63.64% R: 15.61% F: 25.07%
+2024-03-24 15:51:58 INFO test: loss: nan - UP: 61.41% UR: 17.11% UF: 26.77% P: 58.68% R: 16.35% F: 25.58%
+2024-03-24 15:51:58 INFO 0:00:16.735884s elapsed
+2024-03-24 15:51:58 INFO Epoch 7 / 5000:
+2024-03-24 15:52:12 INFO lr: 4.9930e-05 - loss: 0.0130 - UP: 67.33% UR: 28.22% UF: 39.77% P: 66.91% R: 28.04% F: 39.52%
+2024-03-24 15:52:13 INFO dev:  loss: nan - UP: 57.64% UR: 25.65% UF: 35.50% P: 55.67% R: 24.77% F: 34.29%
+2024-03-24 15:52:15 INFO test: loss: nan - UP: 52.19% UR: 24.42% UF: 33.28% P: 50.52% R: 23.64% F: 32.21%
+2024-03-24 15:52:22 INFO 0:00:17.230138s elapsed (saved)
+2024-03-24 15:52:22 INFO Epoch 8 / 5000:
+2024-03-24 15:52:36 INFO lr: 4.9920e-05 - loss: 0.0066 - UP: 70.21% UR: 37.11% UF: 48.55% P: 69.98% R: 36.99% F: 48.40%
+2024-03-24 15:52:37 INFO dev:  loss: nan - UP: 63.00% UR: 21.55% UF: 32.12% P: 61.75% R: 21.13% F: 31.48%
+2024-03-24 15:52:39 INFO test: loss: nan - UP: 56.97% UR: 21.23% UF: 30.94% P: 54.82% R: 20.43% F: 29.77%
+2024-03-24 15:52:39 INFO 0:00:16.847201s elapsed
+2024-03-24 15:52:39 INFO Epoch 9 / 5000:
+2024-03-24 15:52:53 INFO lr: 4.9910e-05 - loss: nan - UP: 74.45% UR: 41.20% UF: 53.05% P: 74.29% R: 41.11% F: 52.92%
+2024-03-24 15:52:54 INFO dev:  loss: nan - UP: 46.52% UR: 37.91% UF: 41.77% P: 45.58% R: 37.14% F: 40.93%
+2024-03-24 15:52:56 INFO test: loss: nan - UP: 45.82% UR: 36.21% UF: 40.45% P: 44.35% R: 35.05% F: 39.16%
+2024-03-24 15:53:03 INFO 0:00:17.274224s elapsed (saved)
+2024-03-24 15:53:03 INFO Epoch 10 / 5000:
+2024-03-24 15:53:16 INFO lr: 4.9900e-05 - loss: 0.0110 - UP: 75.07% UR: 45.22% UF: 56.44% P: 74.80% R: 45.06% F: 56.24%
+2024-03-24 15:53:18 INFO dev:  loss: nan - UP: 59.75% UR: 26.08% UF: 36.31% P: 57.95% R: 25.29% F: 35.21%
+2024-03-24 15:53:19 INFO test: loss: nan - UP: 55.73% UR: 24.87% UF: 34.39% P: 53.55% R: 23.90% F: 33.05%
+2024-03-24 15:53:19 INFO 0:00:16.825203s elapsed
+2024-03-24 15:53:19 INFO Epoch 11 / 5000:
+2024-03-24 15:53:34 INFO lr: 4.9890e-05 - loss: 0.0013 - UP: 76.58% UR: 50.72% UF: 61.02% P: 76.49% R: 50.66% F: 60.95%
+2024-03-24 15:53:35 INFO dev:  loss: nan - UP: 68.75% UR: 22.34% UF: 33.72% P: 67.15% R: 21.82% F: 32.94%
+2024-03-24 15:53:37 INFO test: loss: nan - UP: 60.49% UR: 20.28% UF: 30.38% P: 58.48% R: 19.61% F: 29.37%
+2024-03-24 15:53:37 INFO 0:00:17.197905s elapsed
+2024-03-24 15:53:37 INFO Epoch 12 / 5000:
+2024-03-24 15:53:52 INFO lr: 4.9880e-05 - loss: 0.0042 - UP: 77.21% UR: 50.22% UF: 60.86% P: 76.98% R: 50.08% F: 60.68%
+2024-03-24 15:53:53 INFO dev:  loss: nan - UP: 60.72% UR: 30.95% UF: 41.00% P: 59.21% R: 30.18% F: 39.98%
+2024-03-24 15:53:55 INFO test: loss: nan - UP: 54.61% UR: 29.56% UF: 38.36% P: 53.01% R: 28.69% F: 37.23%
+2024-03-24 15:53:55 INFO 0:00:18.088271s elapsed
+2024-03-24 15:53:55 INFO Epoch 13 / 5000:
+2024-03-24 15:54:09 INFO lr: 4.9870e-05 - loss: 0.0054 - UP: 81.81% UR: 58.70% UF: 68.36% P: 81.71% R: 58.63% F: 68.27%
+2024-03-24 15:54:10 INFO dev:  loss: nan - UP: 62.61% UR: 32.43% UF: 42.73% P: 60.61% R: 31.40% F: 41.36%
+2024-03-24 15:54:12 INFO test: loss: nan - UP: 57.53% UR: 30.59% UF: 39.94% P: 55.54% R: 29.54% F: 38.57%
+2024-03-24 15:54:18 INFO 0:00:17.381680s elapsed (saved)
+2024-03-24 15:54:18 INFO Epoch 14 / 5000:
+2024-03-24 15:54:32 INFO lr: 4.9860e-05 - loss: 0.0045 - UP: 81.69% UR: 59.25% UF: 68.68% P: 81.60% R: 59.19% F: 68.61%
+2024-03-24 15:54:34 INFO dev:  loss: nan - UP: 55.44% UR: 32.82% UF: 41.23% P: 54.30% R: 32.14% F: 40.38%
+2024-03-24 15:54:35 INFO test: loss: nan - UP: 50.24% UR: 30.85% UF: 38.22% P: 48.80% R: 29.96% F: 37.13%
+2024-03-24 15:54:35 INFO 0:00:16.747144s elapsed
+2024-03-24 15:54:35 INFO Epoch 15 / 5000:
+2024-03-24 15:54:49 INFO lr: 4.9850e-05 - loss: 0.0042 - UP: 81.02% UR: 60.93% UF: 69.55% P: 80.88% R: 60.83% F: 69.44%
+2024-03-24 15:54:51 INFO dev:  loss: nan - UP: 52.40% UR: 32.25% UF: 39.93% P: 50.42% R: 31.04% F: 38.42%
+2024-03-24 15:54:52 INFO test: loss: nan - UP: 52.62% UR: 33.57% UF: 40.99% P: 50.76% R: 32.39% F: 39.55%
+2024-03-24 15:54:52 INFO 0:00:17.057021s elapsed
+2024-03-24 15:54:52 INFO Epoch 16 / 5000:
+2024-03-24 15:55:07 INFO lr: 4.9840e-05 - loss: 0.0074 - UP: 80.19% UR: 58.07% UF: 67.36% P: 79.71% R: 57.72% F: 66.96%
+2024-03-24 15:55:08 INFO dev:  loss: nan - UP: 51.03% UR: 37.52% UF: 43.24% P: 49.22% R: 36.19% F: 41.71%
+2024-03-24 15:55:10 INFO test: loss: nan - UP: 48.46% UR: 34.67% UF: 40.42% P: 46.13% R: 33.00% F: 38.48%
+2024-03-24 15:55:16 INFO 0:00:17.870440s elapsed (saved)
+2024-03-24 15:55:16 INFO Epoch 17 / 5000:
+2024-03-24 15:55:30 INFO lr: 4.9830e-05 - loss: 0.0065 - UP: 79.16% UR: 58.83% UF: 67.49% P: 78.75% R: 58.53% F: 67.15%
+2024-03-24 15:55:32 INFO dev:  loss: nan - UP: 47.85% UR: 38.90% UF: 42.91% P: 46.52% R: 37.82% F: 41.72%
+2024-03-24 15:55:33 INFO test: loss: nan - UP: 47.15% UR: 38.64% UF: 42.48% P: 45.09% R: 36.95% F: 40.62%
+2024-03-24 15:55:40 INFO 0:00:16.783781s elapsed (saved)
+2024-03-24 15:55:40 INFO Epoch 18 / 5000:
+2024-03-24 15:55:53 INFO lr: 4.9820e-05 - loss: 0.0046 - UP: 81.99% UR: 62.69% UF: 71.05% P: 81.89% R: 62.61% F: 70.96%
+2024-03-24 15:55:55 INFO dev:  loss: nan - UP: 50.11% UR: 39.59% UF: 44.24% P: 47.52% R: 37.55% F: 41.95%
+2024-03-24 15:55:56 INFO test: loss: nan - UP: 45.37% UR: 38.16% UF: 41.45% P: 43.15% R: 36.30% F: 39.43%
+2024-03-24 15:56:03 INFO 0:00:16.796168s elapsed (saved)
+2024-03-24 15:56:03 INFO Epoch 19 / 5000:
+2024-03-24 15:56:17 INFO lr: 4.9810e-05 - loss: nan - UP: 81.87% UR: 62.74% UF: 71.04% P: 81.64% R: 62.56% F: 70.84%
+2024-03-24 15:56:18 INFO dev:  loss: nan - UP: 56.40% UR: 34.35% UF: 42.69% P: 54.47% R: 33.18% F: 41.24%
+2024-03-24 15:56:20 INFO test: loss: nan - UP: 53.44% UR: 31.97% UF: 40.01% P: 51.32% R: 30.70% F: 38.42%
+2024-03-24 15:56:20 INFO 0:00:16.806195s elapsed
+2024-03-24 15:56:20 INFO Epoch 20 / 5000:
+2024-03-24 15:56:34 INFO lr: 4.9800e-05 - loss: 0.0019 - UP: 84.12% UR: 66.50% UF: 74.28% P: 84.03% R: 66.43% F: 74.20%
+2024-03-24 15:56:35 INFO dev:  loss: nan - UP: 51.11% UR: 40.05% UF: 44.90% P: 49.76% R: 38.99% F: 43.72%
+2024-03-24 15:56:37 INFO test: loss: nan - UP: 47.56% UR: 38.66% UF: 42.65% P: 45.87% R: 37.29% F: 41.14%
+2024-03-24 15:56:43 INFO 0:00:17.212255s elapsed (saved)
+2024-03-24 15:56:43 INFO Epoch 21 / 5000:
+2024-03-24 15:56:57 INFO lr: 4.9790e-05 - loss: 0.0007 - UP: 87.54% UR: 73.69% UF: 80.02% P: 87.47% R: 73.63% F: 79.96%
+2024-03-24 15:56:58 INFO dev:  loss: nan - UP: 48.88% UR: 47.61% UF: 48.24% P: 47.63% R: 46.40% F: 47.01%
+2024-03-24 15:57:00 INFO test: loss: nan - UP: 44.81% UR: 42.93% UF: 43.85% P: 43.46% R: 41.64% F: 42.53%
+2024-03-24 15:57:07 INFO 0:00:16.857896s elapsed (saved)
+2024-03-24 15:57:07 INFO Epoch 22 / 5000:
+2024-03-24 15:57:20 INFO lr: 4.9780e-05 - loss: 0.0039 - UP: 88.62% UR: 76.16% UF: 81.92% P: 88.61% R: 76.15% F: 81.91%
+2024-03-24 15:57:22 INFO dev:  loss: nan - UP: 52.03% UR: 43.22% UF: 47.22% P: 50.65% R: 42.07% F: 45.96%
+2024-03-24 15:57:23 INFO test: loss: nan - UP: 49.67% UR: 40.33% UF: 44.52% P: 48.04% R: 39.00% F: 43.05%
+2024-03-24 15:57:23 INFO 0:00:16.813511s elapsed
+2024-03-24 15:57:23 INFO Epoch 23 / 5000:
+2024-03-24 15:57:38 INFO lr: 4.9770e-05 - loss: 0.0033 - UP: 88.97% UR: 79.15% UF: 83.77% P: 88.97% R: 79.15% F: 83.77%
+2024-03-24 15:57:39 INFO dev:  loss: nan - UP: 51.06% UR: 46.04% UF: 48.42% P: 49.61% R: 44.73% F: 47.04%
+2024-03-24 15:57:41 INFO test: loss: nan - UP: 48.86% UR: 43.38% UF: 45.95% P: 47.00% R: 41.73% F: 44.21%
+2024-03-24 15:57:47 INFO 0:00:17.266823s elapsed (saved)
+2024-03-24 15:57:47 INFO Epoch 24 / 5000:
+2024-03-24 15:58:01 INFO lr: 4.9760e-05 - loss: 0.0024 - UP: 90.28% UR: 82.26% UF: 86.09% P: 90.26% R: 82.25% F: 86.07%
+2024-03-24 15:58:03 INFO dev:  loss: nan - UP: 59.83% UR: 33.92% UF: 43.29% P: 57.77% R: 32.75% F: 41.80%
+2024-03-24 15:58:04 INFO test: loss: nan - UP: 57.32% UR: 32.94% UF: 41.84% P: 54.93% R: 31.57% F: 40.09%
+2024-03-24 15:58:04 INFO 0:00:16.820504s elapsed
+2024-03-24 15:58:04 INFO Epoch 25 / 5000:
+2024-03-24 15:58:18 INFO lr: 4.9750e-05 - loss: nan - UP: 90.41% UR: 80.58% UF: 85.21% P: 90.39% R: 80.57% F: 85.20%
+2024-03-24 15:58:20 INFO dev:  loss: nan - UP: 52.21% UR: 43.69% UF: 47.57% P: 50.38% R: 42.16% F: 45.90%
+2024-03-24 15:58:21 INFO test: loss: nan - UP: 48.45% UR: 39.89% UF: 43.75% P: 46.70% R: 38.45% F: 42.18%
+2024-03-24 15:58:21 INFO 0:00:17.163154s elapsed
+2024-03-24 15:58:21 INFO Epoch 26 / 5000:
+2024-03-24 15:58:36 INFO lr: 4.9740e-05 - loss: 0.0025 - UP: 91.52% UR: 84.97% UF: 88.12% P: 91.52% R: 84.97% F: 88.12%
+2024-03-24 15:58:37 INFO dev:  loss: nan - UP: 49.68% UR: 46.01% UF: 47.78% P: 47.98% R: 44.44% F: 46.14%
+2024-03-24 15:58:39 INFO test: loss: nan - UP: 47.81% UR: 43.44% UF: 45.52% P: 46.12% R: 41.90% F: 43.91%
+2024-03-24 15:58:39 INFO 0:00:17.829583s elapsed
+2024-03-24 15:58:39 INFO Epoch 27 / 5000:
+2024-03-24 15:58:54 INFO lr: 4.9730e-05 - loss: nan - UP: 91.39% UR: 84.11% UF: 87.60% P: 91.38% R: 84.11% F: 87.59%
+2024-03-24 15:58:55 INFO dev:  loss: nan - UP: 51.01% UR: 42.68% UF: 46.47% P: 48.88% R: 40.90% F: 44.54%
+2024-03-24 15:58:57 INFO test: loss: nan - UP: 50.85% UR: 40.33% UF: 44.99% P: 48.59% R: 38.54% F: 42.98%
+2024-03-24 15:58:57 INFO 0:00:17.563074s elapsed
+2024-03-24 15:58:57 INFO Epoch 28 / 5000:
+2024-03-24 15:59:11 INFO lr: 4.9720e-05 - loss: 0.0020 - UP: 90.81% UR: 84.05% UF: 87.30% P: 90.74% R: 83.99% F: 87.24%
+2024-03-24 15:59:12 INFO dev:  loss: nan - UP: 53.84% UR: 43.09% UF: 47.87% P: 52.27% R: 41.82% F: 46.47%
+2024-03-24 15:59:14 INFO test: loss: nan - UP: 49.54% UR: 39.72% UF: 44.09% P: 47.85% R: 38.37% F: 42.59%
+2024-03-24 15:59:14 INFO 0:00:17.414946s elapsed
+2024-03-24 15:59:14 INFO Epoch 29 / 5000:
+2024-03-24 15:59:28 INFO lr: 4.9710e-05 - loss: 0.0015 - UP: 91.33% UR: 83.80% UF: 87.40% P: 91.30% R: 83.78% F: 87.38%
+2024-03-24 15:59:30 INFO dev:  loss: nan - UP: 58.19% UR: 41.76% UF: 48.62% P: 56.40% R: 40.47% F: 47.13%
+2024-03-24 15:59:31 INFO test: loss: nan - UP: 53.69% UR: 37.19% UF: 43.94% P: 51.53% R: 35.69% F: 42.17%
+2024-03-24 15:59:38 INFO 0:00:17.295213s elapsed (saved)
+2024-03-24 15:59:38 INFO Epoch 30 / 5000:
+2024-03-24 15:59:52 INFO lr: 4.9700e-05 - loss: 0.0023 - UP: 89.14% UR: 81.94% UF: 85.39% P: 89.09% R: 81.89% F: 85.34%
+2024-03-24 15:59:53 INFO dev:  loss: nan - UP: 57.10% UR: 35.88% UF: 44.07% P: 55.23% R: 34.71% F: 42.63%
+2024-03-24 15:59:55 INFO test: loss: nan - UP: 54.47% UR: 33.36% UF: 41.38% P: 52.26% R: 32.01% F: 39.70%
+2024-03-24 15:59:55 INFO 0:00:16.711103s elapsed
+2024-03-24 15:59:55 INFO Epoch 31 / 5000:
+2024-03-24 16:00:09 INFO lr: 4.9690e-05 - loss: 0.0005 - UP: 89.33% UR: 79.07% UF: 83.89% P: 89.19% R: 78.94% F: 83.75%
+2024-03-24 16:00:10 INFO dev:  loss: nan - UP: 46.94% UR: 44.91% UF: 45.90% P: 44.84% R: 42.91% F: 43.85%
+2024-03-24 16:00:12 INFO test: loss: nan - UP: 44.25% UR: 42.87% UF: 43.55% P: 42.38% R: 41.05% F: 41.70%
+2024-03-24 16:00:12 INFO 0:00:16.980073s elapsed
+2024-03-24 16:00:12 INFO Epoch 32 / 5000:
+2024-03-24 16:00:26 INFO lr: 4.9680e-05 - loss: 0.0117 - UP: 74.44% UR: 53.05% UF: 61.95% P: 73.61% R: 52.46% F: 61.26%
+2024-03-24 16:00:28 INFO dev:  loss: nan - UP: 57.05% UR: 20.88% UF: 30.57% P: 54.71% R: 20.02% F: 29.32%
+2024-03-24 16:00:30 INFO test: loss: nan - UP: 60.99% UR: 21.80% UF: 32.12% P: 58.57% R: 20.94% F: 30.85%
+2024-03-24 16:00:30 INFO 0:00:17.788769s elapsed
+2024-03-24 16:00:30 INFO Epoch 33 / 5000:
+2024-03-24 16:00:44 INFO lr: 4.9670e-05 - loss: 0.0263 - UP: 76.25% UR: 52.46% UF: 62.15% P: 75.76% R: 52.12% F: 61.76%
+2024-03-24 16:00:46 INFO dev:  loss: nan - UP: 48.63% UR: 37.09% UF: 42.09% P: 46.77% R: 35.68% F: 40.48%
+2024-03-24 16:00:47 INFO test: loss: nan - UP: 45.51% UR: 35.79% UF: 40.07% P: 43.74% R: 34.40% F: 38.51%
+2024-03-24 16:00:47 INFO 0:00:17.590295s elapsed
+2024-03-24 16:00:47 INFO Epoch 34 / 5000:
+2024-03-24 16:01:02 INFO lr: 4.9660e-05 - loss: 0.0112 - UP: 80.61% UR: 60.51% UF: 69.13% P: 80.30% R: 60.28% F: 68.86%
+2024-03-24 16:01:03 INFO dev:  loss: nan - UP: 47.65% UR: 34.89% UF: 40.28% P: 45.86% R: 33.58% F: 38.77%
+2024-03-24 16:01:05 INFO test: loss: nan - UP: 49.66% UR: 36.51% UF: 42.08% P: 47.79% R: 35.14% F: 40.50%
+2024-03-24 16:01:05 INFO 0:00:17.404908s elapsed
+2024-03-24 16:01:05 INFO Epoch 35 / 5000:
+2024-03-24 16:01:19 INFO lr: 4.9650e-05 - loss: 0.0037 - UP: 85.82% UR: 70.60% UF: 77.47% P: 85.73% R: 70.52% F: 77.39%
+2024-03-24 16:01:20 INFO dev:  loss: nan - UP: 47.54% UR: 36.15% UF: 41.07% P: 45.44% R: 34.55% F: 39.25%
+2024-03-24 16:01:22 INFO test: loss: nan - UP: 45.27% UR: 35.88% UF: 40.03% P: 43.35% R: 34.35% F: 38.33%
+2024-03-24 16:01:22 INFO 0:00:17.271245s elapsed
+2024-03-24 16:01:22 INFO Epoch 36 / 5000:
+2024-03-24 16:01:36 INFO lr: 4.9640e-05 - loss: 0.0031 - UP: 83.94% UR: 68.36% UF: 75.35% P: 83.51% R: 68.01% F: 74.97%
+2024-03-24 16:01:38 INFO dev:  loss: nan - UP: 53.56% UR: 36.28% UF: 43.26% P: 52.26% R: 35.41% F: 42.21%
+2024-03-24 16:01:39 INFO test: loss: nan - UP: 48.75% UR: 32.22% UF: 38.80% P: 46.93% R: 31.02% F: 37.35%
+2024-03-24 16:01:39 INFO 0:00:17.107876s elapsed
+2024-03-24 16:01:39 INFO Epoch 37 / 5000:
+2024-03-24 16:01:53 INFO lr: 4.9630e-05 - loss: 0.0009 - UP: 86.13% UR: 72.45% UF: 78.70% P: 86.07% R: 72.41% F: 78.65%
+2024-03-24 16:01:55 INFO dev:  loss: nan - UP: 47.30% UR: 38.60% UF: 42.51% P: 45.86% R: 37.43% F: 41.22%
+2024-03-24 16:01:56 INFO test: loss: nan - UP: 47.16% UR: 37.54% UF: 41.81% P: 45.17% R: 35.96% F: 40.04%
+2024-03-24 16:01:56 INFO 0:00:17.106963s elapsed
+2024-03-24 16:01:56 INFO Epoch 38 / 5000:
+2024-03-24 16:02:10 INFO lr: 4.9620e-05 - loss: 0.0016 - UP: 87.86% UR: 76.22% UF: 81.63% P: 87.81% R: 76.18% F: 81.58%
+2024-03-24 16:02:12 INFO dev:  loss: nan - UP: 55.50% UR: 38.09% UF: 45.17% P: 53.59% R: 36.78% F: 43.62%
+2024-03-24 16:02:13 INFO test: loss: nan - UP: 56.40% UR: 37.31% UF: 44.91% P: 54.26% R: 35.90% F: 43.21%
+2024-03-24 16:02:13 INFO 0:00:17.059961s elapsed
+2024-03-24 16:02:13 INFO Epoch 39 / 5000:
+2024-03-24 16:02:27 INFO lr: 4.9610e-05 - loss: 0.0022 - UP: 90.91% UR: 84.27% UF: 87.46% P: 90.86% R: 84.23% F: 87.42%
+2024-03-24 16:02:29 INFO dev:  loss: nan - UP: 51.89% UR: 43.20% UF: 47.15% P: 50.16% R: 41.76% F: 45.58%
+2024-03-24 16:02:30 INFO test: loss: nan - UP: 50.03% UR: 40.12% UF: 44.53% P: 48.16% R: 38.62% F: 42.87%
+2024-03-24 16:02:30 INFO 0:00:17.036942s elapsed
+2024-03-24 16:02:30 INFO Epoch 40 / 5000:
+2024-03-24 16:02:44 INFO lr: 4.9600e-05 - loss: 0.0004 - UP: 91.47% UR: 85.39% UF: 88.33% P: 91.47% R: 85.39% F: 88.33%
+2024-03-24 16:02:46 INFO dev:  loss: nan - UP: 57.57% UR: 36.98% UF: 45.04% P: 55.86% R: 35.88% F: 43.69%
+2024-03-24 16:02:47 INFO test: loss: nan - UP: 56.21% UR: 34.88% UF: 43.05% P: 54.44% R: 33.78% F: 41.69%
+2024-03-24 16:02:47 INFO 0:00:17.053751s elapsed
+2024-03-24 16:02:47 INFO Epoch 41 / 5000:
+2024-03-24 16:03:01 INFO lr: 4.9590e-05 - loss: 0.0027 - UP: 92.62% UR: 86.82% UF: 89.63% P: 92.62% R: 86.82% F: 89.62%
+2024-03-24 16:03:03 INFO dev:  loss: nan - UP: 56.67% UR: 39.53% UF: 46.57% P: 55.15% R: 38.47% F: 45.32%
+2024-03-24 16:03:04 INFO test: loss: nan - UP: 54.12% UR: 35.66% UF: 43.00% P: 52.58% R: 34.65% F: 41.77%
+2024-03-24 16:03:04 INFO 0:00:17.092968s elapsed
+2024-03-24 16:03:04 INFO Epoch 42 / 5000:
+2024-03-24 16:03:19 INFO lr: 4.9580e-05 - loss: nan - UP: 92.85% UR: 87.63% UF: 90.17% P: 92.85% R: 87.63% F: 90.17%
+2024-03-24 16:03:20 INFO dev:  loss: nan - UP: 55.91% UR: 43.06% UF: 48.65% P: 54.06% R: 41.64% F: 47.05%
+2024-03-24 16:03:22 INFO test: loss: nan - UP: 52.50% UR: 39.43% UF: 45.03% P: 50.42% R: 37.86% F: 43.25%
+2024-03-24 16:03:22 INFO 0:00:17.176581s elapsed
+2024-03-24 16:03:22 INFO Epoch 43 / 5000:
+2024-03-24 16:03:36 INFO lr: 4.9570e-05 - loss: 0.0014 - UP: 93.91% UR: 90.30% UF: 92.07% P: 93.90% R: 90.30% F: 92.06%
+2024-03-24 16:03:37 INFO dev:  loss: nan - UP: 55.32% UR: 45.09% UF: 49.68% P: 53.55% R: 43.65% F: 48.10%
+2024-03-24 16:03:39 INFO test: loss: nan - UP: 53.16% UR: 40.55% UF: 46.00% P: 51.00% R: 38.90% F: 44.13%
+2024-03-24 16:03:45 INFO 0:00:17.223240s elapsed (saved)
+2024-03-24 16:03:45 INFO Epoch 44 / 5000:
+2024-03-24 16:03:59 INFO lr: 4.9560e-05 - loss: 0.0002 - UP: 94.64% UR: 91.34% UF: 92.96% P: 94.64% R: 91.34% F: 92.96%
+2024-03-24 16:04:01 INFO dev:  loss: nan - UP: 55.43% UR: 46.78% UF: 50.74% P: 53.83% R: 45.43% F: 49.27%
+2024-03-24 16:04:02 INFO test: loss: nan - UP: 51.19% UR: 39.43% UF: 44.55% P: 49.08% R: 37.80% F: 42.71%
+2024-03-24 16:04:09 INFO 0:00:16.787866s elapsed (saved)
+2024-03-24 16:04:09 INFO Epoch 45 / 5000:
+2024-03-24 16:04:23 INFO lr: 4.9550e-05 - loss: 0.0009 - UP: 94.46% UR: 90.81% UF: 92.60% P: 94.42% R: 90.78% F: 92.56%
+2024-03-24 16:04:24 INFO dev:  loss: nan - UP: 52.42% UR: 46.67% UF: 49.37% P: 50.62% R: 45.07% F: 47.68%
+2024-03-24 16:04:26 INFO test: loss: nan - UP: 48.68% UR: 41.45% UF: 44.78% P: 46.45% R: 39.55% F: 42.73%
+2024-03-24 16:04:26 INFO 0:00:16.766797s elapsed
+2024-03-24 16:04:26 INFO Epoch 46 / 5000:
+2024-03-24 16:04:40 INFO lr: 4.9540e-05 - loss: 0.0017 - UP: 93.77% UR: 89.39% UF: 91.53% P: 93.71% R: 89.32% F: 91.47%
+2024-03-24 16:04:41 INFO dev:  loss: nan - UP: 52.66% UR: 45.02% UF: 48.54% P: 50.66% R: 43.31% F: 46.70%
+2024-03-24 16:04:43 INFO test: loss: nan - UP: 49.00% UR: 40.50% UF: 44.35% P: 47.03% R: 38.88% F: 42.57%
+2024-03-24 16:04:43 INFO 0:00:17.258593s elapsed
+2024-03-24 16:04:43 INFO Epoch 47 / 5000:
+2024-03-24 16:04:57 INFO lr: 4.9530e-05 - loss: 0.0014 - UP: 94.84% UR: 91.65% UF: 93.22% P: 94.83% R: 91.64% F: 93.21%
+2024-03-24 16:04:59 INFO dev:  loss: nan - UP: 58.20% UR: 41.24% UF: 48.27% P: 55.94% R: 39.64% F: 46.40%
+2024-03-24 16:05:01 INFO test: loss: nan - UP: 56.12% UR: 37.08% UF: 44.66% P: 53.95% R: 35.64% F: 42.93%
+2024-03-24 16:05:01 INFO 0:00:17.860264s elapsed
+2024-03-24 16:05:01 INFO Epoch 48 / 5000:
+2024-03-24 16:05:15 INFO lr: 4.9520e-05 - loss: 0.0014 - UP: 94.79% UR: 90.38% UF: 92.53% P: 94.78% R: 90.37% F: 92.52%
+2024-03-24 16:05:17 INFO dev:  loss: nan - UP: 56.10% UR: 42.27% UF: 48.21% P: 54.15% R: 40.81% F: 46.55%
+2024-03-24 16:05:18 INFO test: loss: nan - UP: 51.14% UR: 35.03% UF: 41.58% P: 48.83% R: 33.45% F: 39.70%
+2024-03-24 16:05:18 INFO 0:00:17.478630s elapsed
+2024-03-24 16:05:18 INFO Epoch 49 / 5000:
+2024-03-24 16:05:33 INFO lr: 4.9510e-05 - loss: 0.0008 - UP: 94.24% UR: 89.71% UF: 91.92% P: 94.22% R: 89.69% F: 91.90%
+2024-03-24 16:05:34 INFO dev:  loss: nan - UP: 58.31% UR: 40.68% UF: 47.92% P: 56.25% R: 39.23% F: 46.23%
+2024-03-24 16:05:36 INFO test: loss: nan - UP: 54.85% UR: 36.34% UF: 43.72% P: 52.84% R: 35.01% F: 42.11%
+2024-03-24 16:05:36 INFO 0:00:17.367847s elapsed
+2024-03-24 16:05:36 INFO Epoch 50 / 5000:
+2024-03-24 16:05:50 INFO lr: 4.9500e-05 - loss: 0.0015 - UP: 94.33% UR: 91.40% UF: 92.84% P: 94.33% R: 91.40% F: 92.84%
+2024-03-24 16:05:51 INFO dev:  loss: nan - UP: 57.29% UR: 43.18% UF: 49.24% P: 55.32% R: 41.69% F: 47.55%
+2024-03-24 16:05:53 INFO test: loss: nan - UP: 54.61% UR: 38.56% UF: 45.20% P: 52.63% R: 37.16% F: 43.57%
+2024-03-24 16:05:53 INFO 0:00:17.279651s elapsed
+2024-03-24 16:05:53 INFO Epoch 51 / 5000:
+2024-03-24 16:06:07 INFO lr: 4.9490e-05 - loss: 0.0013 - UP: 95.78% UR: 93.99% UF: 94.88% P: 95.78% R: 93.98% F: 94.87%
+2024-03-24 16:06:08 INFO dev:  loss: nan - UP: 57.86% UR: 44.50% UF: 50.31% P: 56.28% R: 43.29% F: 48.94%
+2024-03-24 16:06:10 INFO test: loss: nan - UP: 55.06% UR: 39.53% UF: 46.02% P: 53.18% R: 38.18% F: 44.45%
+2024-03-24 16:06:10 INFO 0:00:17.149848s elapsed
+2024-03-24 16:06:10 INFO Epoch 52 / 5000:
+2024-03-24 16:06:24 INFO lr: 4.9480e-05 - loss: 0.0004 - UP: 96.39% UR: 94.09% UF: 95.23% P: 96.38% R: 94.09% F: 95.22%
+2024-03-24 16:06:26 INFO dev:  loss: nan - UP: 54.02% UR: 47.68% UF: 50.65% P: 51.85% R: 45.77% F: 48.62%
+2024-03-24 16:06:27 INFO test: loss: nan - UP: 50.18% UR: 42.32% UF: 45.91% P: 48.00% R: 40.48% F: 43.92%
+2024-03-24 16:06:27 INFO 0:00:17.111442s elapsed
+2024-03-24 16:06:27 INFO Epoch 53 / 5000:
+2024-03-24 16:06:41 INFO lr: 4.9470e-05 - loss: 0.0006 - UP: 96.25% UR: 94.78% UF: 95.51% P: 96.25% R: 94.78% F: 95.51%
+2024-03-24 16:06:43 INFO dev:  loss: nan - UP: 59.89% UR: 43.99% UF: 50.72% P: 58.02% R: 42.61% F: 49.14%
+2024-03-24 16:06:44 INFO test: loss: nan - UP: 56.11% UR: 38.73% UF: 45.82% P: 54.03% R: 37.29% F: 44.12%
+2024-03-24 16:06:44 INFO 0:00:17.043987s elapsed
+2024-03-24 16:06:44 INFO Epoch 54 / 5000:
+2024-03-24 16:06:58 INFO lr: 4.9460e-05 - loss: 0.0002 - UP: 96.73% UR: 95.33% UF: 96.02% P: 96.73% R: 95.33% F: 96.02%
+2024-03-24 16:07:00 INFO dev:  loss: nan - UP: 56.58% UR: 43.11% UF: 48.93% P: 54.66% R: 41.64% F: 47.27%
+2024-03-24 16:07:01 INFO test: loss: nan - UP: 53.34% UR: 39.02% UF: 45.07% P: 51.49% R: 37.67% F: 43.51%
+2024-03-24 16:07:01 INFO 0:00:17.034694s elapsed
+2024-03-24 16:07:01 INFO Epoch 55 / 5000:
+2024-03-24 16:07:15 INFO lr: 4.9450e-05 - loss: 0.0020 - UP: 95.33% UR: 93.21% UF: 94.26% P: 95.32% R: 93.21% F: 94.25%
+2024-03-24 16:07:17 INFO dev:  loss: nan - UP: 54.05% UR: 47.68% UF: 50.66% P: 52.44% R: 46.26% F: 49.16%
+2024-03-24 16:07:18 INFO test: loss: nan - UP: 49.16% UR: 42.45% UF: 45.56% P: 47.17% R: 40.74% F: 43.72%
+2024-03-24 16:07:18 INFO 0:00:17.040315s elapsed
+2024-03-24 16:07:18 INFO Epoch 56 / 5000:
+2024-03-24 16:07:32 INFO lr: 4.9440e-05 - loss: 0.0004 - UP: 95.85% UR: 93.74% UF: 94.78% P: 95.85% R: 93.74% F: 94.78%
+2024-03-24 16:07:34 INFO dev:  loss: nan - UP: 58.36% UR: 43.15% UF: 49.62% P: 56.59% R: 41.85% F: 48.12%
+2024-03-24 16:07:35 INFO test: loss: nan - UP: 53.42% UR: 38.60% UF: 44.82% P: 51.32% R: 37.08% F: 43.05%
+2024-03-24 16:07:35 INFO 0:00:17.121530s elapsed
+2024-03-24 16:07:35 INFO Epoch 57 / 5000:
+2024-03-24 16:07:50 INFO lr: 4.9430e-05 - loss: 0.0007 - UP: 96.49% UR: 95.02% UF: 95.75% P: 96.49% R: 95.02% F: 95.75%
+2024-03-24 16:07:51 INFO dev:  loss: nan - UP: 55.79% UR: 46.76% UF: 50.88% P: 53.88% R: 45.16% F: 49.14%
+2024-03-24 16:07:53 INFO test: loss: nan - UP: 49.52% UR: 40.71% UF: 44.69% P: 47.62% R: 39.15% F: 42.97%
+2024-03-24 16:07:53 INFO 0:00:17.184880s elapsed
+2024-03-24 16:07:53 INFO Epoch 58 / 5000:
+2024-03-24 16:08:07 INFO lr: 4.9420e-05 - loss: 0.0081 - UP: 95.98% UR: 93.66% UF: 94.81% P: 95.88% R: 93.56% F: 94.71%
+2024-03-24 16:08:08 INFO dev:  loss: nan - UP: 50.63% UR: 40.68% UF: 45.11% P: 48.28% R: 38.78% F: 43.01%
+2024-03-24 16:08:10 INFO test: loss: nan - UP: 45.92% UR: 35.83% UF: 40.26% P: 43.27% R: 33.76% F: 37.93%
+2024-03-24 16:08:10 INFO 0:00:17.268546s elapsed
+2024-03-24 16:08:10 INFO Epoch 59 / 5000:
+2024-03-24 16:08:24 INFO lr: 4.9410e-05 - loss: 0.0060 - UP: 86.25% UR: 76.81% UF: 81.25% P: 85.76% R: 76.37% F: 80.79%
+2024-03-24 16:08:26 INFO dev:  loss: nan - UP: 52.43% UR: 41.33% UF: 46.22% P: 50.54% R: 39.84% F: 44.56%
+2024-03-24 16:08:27 INFO test: loss: nan - UP: 46.82% UR: 36.83% UF: 41.23% P: 44.61% R: 35.09% F: 39.29%
+2024-03-24 16:08:27 INFO 0:00:17.595071s elapsed
+2024-03-24 16:08:27 INFO Epoch 60 / 5000:
+2024-03-24 16:08:42 INFO lr: 4.9400e-05 - loss: 0.0081 - UP: 88.79% UR: 81.09% UF: 84.77% P: 88.63% R: 80.94% F: 84.61%
+2024-03-24 16:08:43 INFO dev:  loss: nan - UP: 40.54% UR: 47.75% UF: 43.85% P: 38.78% R: 45.68% F: 41.94%
+2024-03-24 16:08:45 INFO test: loss: nan - UP: 37.19% UR: 43.33% UF: 40.03% P: 35.38% R: 41.22% F: 38.08%
+2024-03-24 16:08:45 INFO 0:00:17.493393s elapsed
+2024-03-24 16:08:45 INFO Epoch 61 / 5000:
+2024-03-24 16:08:59 INFO lr: 4.9390e-05 - loss: 0.0022 - UP: 90.61% UR: 83.18% UF: 86.74% P: 90.53% R: 83.12% F: 86.67%
+2024-03-24 16:09:01 INFO dev:  loss: nan - UP: 45.69% UR: 44.46% UF: 45.07% P: 43.98% R: 42.79% F: 43.38%
+2024-03-24 16:09:02 INFO test: loss: nan - UP: 45.49% UR: 42.09% UF: 43.72% P: 43.43% R: 40.19% F: 41.75%
+2024-03-24 16:09:02 INFO 0:00:17.400791s elapsed
+2024-03-24 16:09:02 INFO Epoch 62 / 5000:
+2024-03-24 16:09:17 INFO lr: 4.9380e-05 - loss: 0.0005 - UP: 92.91% UR: 87.47% UF: 90.10% P: 92.86% R: 87.43% F: 90.06%
+2024-03-24 16:09:18 INFO dev:  loss: nan - UP: 47.15% UR: 46.17% UF: 46.65% P: 45.29% R: 44.35% F: 44.81%
+2024-03-24 16:09:20 INFO test: loss: nan - UP: 46.21% UR: 45.51% UF: 45.86% P: 44.43% R: 43.76% F: 44.09%
+2024-03-24 16:09:20 INFO 0:00:17.354470s elapsed
+2024-03-24 16:09:20 INFO Epoch 63 / 5000:
+2024-03-24 16:09:34 INFO lr: 4.9370e-05 - loss: 0.0002 - UP: 94.11% UR: 91.02% UF: 92.54% P: 94.09% R: 91.00% F: 92.52%
+2024-03-24 16:09:35 INFO dev:  loss: nan - UP: 56.51% UR: 40.27% UF: 47.03% P: 54.74% R: 39.01% F: 45.55%
+2024-03-24 16:09:37 INFO test: loss: nan - UP: 55.01% UR: 38.96% UF: 45.62% P: 52.92% R: 37.48% F: 43.88%
+2024-03-24 16:09:37 INFO 0:00:17.277363s elapsed
+2024-03-24 16:09:37 INFO Epoch 64 / 5000:
+2024-03-24 16:09:51 INFO lr: 4.9360e-05 - loss: 0.0007 - UP: 95.50% UR: 93.20% UF: 94.34% P: 95.49% R: 93.19% F: 94.32%
+2024-03-24 16:09:53 INFO dev:  loss: nan - UP: 58.87% UR: 41.71% UF: 48.83% P: 56.96% R: 40.36% F: 47.24%
+2024-03-24 16:09:54 INFO test: loss: nan - UP: 55.22% UR: 38.54% UF: 45.40% P: 52.77% R: 36.83% F: 43.38%
+2024-03-24 16:09:54 INFO 0:00:17.219311s elapsed
+2024-03-24 16:09:54 INFO Epoch 65 / 5000:
+2024-03-24 16:10:08 INFO lr: 4.9350e-05 - loss: 0.0002 - UP: 96.51% UR: 94.47% UF: 95.48% P: 96.50% R: 94.47% F: 95.47%
+2024-03-24 16:10:10 INFO dev:  loss: nan - UP: 56.31% UR: 44.55% UF: 49.74% P: 54.60% R: 43.20% F: 48.23%
+2024-03-24 16:10:11 INFO test: loss: nan - UP: 53.30% UR: 41.47% UF: 46.65% P: 51.18% R: 39.83% F: 44.80%
+2024-03-24 16:10:11 INFO 0:00:17.169319s elapsed
+2024-03-24 16:10:11 INFO Epoch 66 / 5000:
+2024-03-24 16:10:25 INFO lr: 4.9340e-05 - loss: 0.0001 - UP: 97.11% UR: 95.39% UF: 96.24% P: 97.11% R: 95.39% F: 96.24%
+2024-03-24 16:10:27 INFO dev:  loss: nan - UP: 60.40% UR: 39.77% UF: 47.96% P: 58.45% R: 38.49% F: 46.41%
+2024-03-24 16:10:28 INFO test: loss: nan - UP: 58.35% UR: 39.11% UF: 46.83% P: 55.96% R: 37.50% F: 44.91%
+2024-03-24 16:10:28 INFO 0:00:17.184809s elapsed
+2024-03-24 16:10:28 INFO Epoch 67 / 5000:
+2024-03-24 16:10:43 INFO lr: 4.9330e-05 - loss: 0.0004 - UP: 97.26% UR: 95.92% UF: 96.58% P: 97.23% R: 95.88% F: 96.55%
+2024-03-24 16:10:44 INFO dev:  loss: nan - UP: 62.20% UR: 39.17% UF: 48.07% P: 59.87% R: 37.70% F: 46.27%
+2024-03-24 16:10:46 INFO test: loss: nan - UP: 56.99% UR: 36.53% UF: 44.52% P: 54.65% R: 35.03% F: 42.69%
+2024-03-24 16:10:46 INFO 0:00:17.180446s elapsed
+2024-03-24 16:10:46 INFO Epoch 68 / 5000:
+2024-03-24 16:11:00 INFO lr: 4.9320e-05 - loss: nan - UP: 97.05% UR: 95.55% UF: 96.30% P: 97.03% R: 95.53% F: 96.28%
+2024-03-24 16:11:01 INFO dev:  loss: nan - UP: 53.07% UR: 41.85% UF: 46.80% P: 50.87% R: 40.11% F: 44.86%
+2024-03-24 16:11:03 INFO test: loss: nan - UP: 50.01% UR: 41.03% UF: 45.08% P: 47.70% R: 39.13% F: 42.99%
+2024-03-24 16:11:03 INFO 0:00:17.179550s elapsed
+2024-03-24 16:11:03 INFO Epoch 69 / 5000:
+2024-03-24 16:11:17 INFO lr: 4.9310e-05 - loss: nan - UP: 95.33% UR: 93.21% UF: 94.26% P: 95.19% R: 93.07% F: 94.12%
+2024-03-24 16:11:19 INFO dev:  loss: nan - UP: 66.53% UR: 18.18% UF: 28.55% P: 64.47% R: 17.61% F: 27.67%
+2024-03-24 16:11:20 INFO test: loss: nan - UP: 62.31% UR: 18.66% UF: 28.72% P: 59.35% R: 17.77% F: 27.35%
+2024-03-24 16:11:20 INFO 0:00:17.247526s elapsed
+2024-03-24 16:11:20 INFO Epoch 70 / 5000:
+2024-03-24 16:11:34 INFO lr: 4.9300e-05 - loss: 0.0078 - UP: 82.45% UR: 65.23% UF: 72.84% P: 81.64% R: 64.59% F: 72.12%
+2024-03-24 16:11:36 INFO dev:  loss: nan - UP: 54.26% UR: 36.60% UF: 43.71% P: 52.35% R: 35.32% F: 42.18%
+2024-03-24 16:11:37 INFO test: loss: nan - UP: 53.14% UR: 33.93% UF: 41.42% P: 51.03% R: 32.58% F: 39.77%
+2024-03-24 16:11:37 INFO 0:00:17.245930s elapsed
+2024-03-24 16:11:37 INFO Epoch 71 / 5000:
+2024-03-24 16:11:52 INFO lr: 4.9290e-05 - loss: 0.0095 - UP: 82.74% UR: 65.86% UF: 73.34% P: 82.18% R: 65.42% F: 72.85%
+2024-03-24 16:11:53 INFO dev:  loss: nan - UP: 61.81% UR: 23.69% UF: 34.26% P: 60.34% R: 23.13% F: 33.44%
+2024-03-24 16:11:55 INFO test: loss: nan - UP: 57.69% UR: 21.72% UF: 31.56% P: 55.27% R: 20.81% F: 30.24%
+2024-03-24 16:11:55 INFO 0:00:17.268012s elapsed
+2024-03-24 16:11:55 INFO Epoch 72 / 5000:
+2024-03-24 16:12:09 INFO lr: 4.9280e-05 - loss: 0.0037 - UP: 89.17% UR: 79.20% UF: 83.89% P: 88.97% R: 79.02% F: 83.70%
+2024-03-24 16:12:10 INFO dev:  loss: nan - UP: 50.26% UR: 41.98% UF: 45.75% P: 48.10% R: 40.18% F: 43.78%
+2024-03-24 16:12:12 INFO test: loss: nan - UP: 45.57% UR: 36.91% UF: 40.78% P: 43.38% R: 35.14% F: 38.82%
+2024-03-24 16:12:12 INFO 0:00:17.358336s elapsed
+2024-03-24 16:12:12 INFO Epoch 73 / 5000:
+2024-03-24 16:12:26 INFO lr: 4.9270e-05 - loss: 0.0020 - UP: 90.84% UR: 83.87% UF: 87.21% P: 90.66% R: 83.70% F: 87.04%
+2024-03-24 16:12:28 INFO dev:  loss: nan - UP: 57.78% UR: 37.91% UF: 45.78% P: 55.89% R: 36.67% F: 44.28%
+2024-03-24 16:12:30 INFO test: loss: nan - UP: 56.33% UR: 34.52% UF: 42.81% P: 54.05% R: 33.13% F: 41.08%
+2024-03-24 16:12:30 INFO 0:00:17.531416s elapsed
+2024-03-24 16:12:30 INFO Epoch 74 / 5000:
+2024-03-24 16:12:44 INFO lr: 4.9260e-05 - loss: 0.0045 - UP: 91.41% UR: 84.09% UF: 87.59% P: 91.31% R: 84.00% F: 87.50%
+2024-03-24 16:12:45 INFO dev:  loss: nan - UP: 51.67% UR: 34.10% UF: 41.09% P: 50.03% R: 33.02% F: 39.78%
+2024-03-24 16:12:47 INFO test: loss: nan - UP: 50.33% UR: 32.43% UF: 39.44% P: 48.23% R: 31.08% F: 37.80%
+2024-03-24 16:12:47 INFO 0:00:17.423374s elapsed
+2024-03-24 16:12:55 INFO Epoch 44 saved
+2024-03-24 16:12:55 INFO dev:  UP: 55.43% UR: 46.78% UF: 50.74% P: 53.83% R: 45.43% F: 49.27%
+2024-03-24 16:12:55 INFO test: UP: 51.19% UR: 39.43% UF: 44.55% P: 49.08% R: 37.80% F: 42.71%
+2024-03-24 16:12:55 INFO 0:21:11.813731s elapsed, 0:00:17.186672s/epoch

models/mpqa/sdp_byMTLD_desc/80/model_vi_mpqa_xlm_6 ADDED Viewed

	@@ -0,0 +1,3 @@

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+size 1179290619

models/mpqa/sdp_byMTLD_desc/80/model_vi_mpqa_xlm_6.train.log ADDED Viewed

	@@ -0,0 +1,672 @@

+2024-03-24 16:28:33 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/mpqa/sdp_byMTLD_desc/80/model_vi_mpqa_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/mpqa/head_final/sdp_byMTLD_desc/80/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byMTLD_desc/80/dev.conllu
+test                 | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
+embed                |     data/glove.6B.100d.txt
+unk                  |              unk
+n_embed              |              100
+n_embed_proj         |              125
+bert                 |        xlm-roberta-base
+inference            |              mfvi
+---------------------+-------------------------------
+2024-03-24 16:28:33 INFO Building the fields
+2024-03-24 16:28:35 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-03-24 16:28:35 INFO Building the model
+2024-03-24 16:28:37 INFO VISemanticDependencyModel(
+  (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
+  (encoder_dropout): Dropout(p=0.33, inplace=False)
+  (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
+  (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
+  (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
+  (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
+  (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
+  (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
+  (criterion): CrossEntropyLoss()
+  (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
+  (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
+  (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
+  (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (inference): SemanticDependencyMFVI(max_iter=3)
+)
+2024-03-24 16:28:37 INFO Loading the data
+2024-03-24 16:28:46 INFO
+train: Dataset(n_sentences=4697, n_batches=42, n_buckets=32)
+dev:   Dataset(n_sentences=1651, n_batches=32, n_buckets=32)
+test:  Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
+2024-03-24 16:28:46 INFO Epoch 1 / 5000:
+2024-03-24 16:28:58 INFO lr: 4.9990e-05 - loss: 0.0756 - UP:  0.28% UR:  2.45% UF:  0.50% P:  0.02% R:  0.15% F:  0.03%
+2024-03-24 16:29:00 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-24 16:29:01 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-24 16:29:01 INFO 0:00:14.854251s elapsed
+2024-03-24 16:29:01 INFO Epoch 2 / 5000:
+2024-03-24 16:29:12 INFO lr: 4.9980e-05 - loss: 0.0593 - UP:  4.88% UR:  0.11% UF:  0.21% P:  3.96% R:  0.09% F:  0.17%
+2024-03-24 16:29:14 INFO dev:  loss: nan - UP: 50.00% UR:  0.02% UF:  0.05% P: 50.00% R:  0.02% F:  0.05%
+2024-03-24 16:29:15 INFO test: loss: nan - UP: 100.00% UR:  0.02% UF:  0.04% P:  0.00% R:  0.00% F:  0.00%
+2024-03-24 16:29:20 INFO 0:00:14.209326s elapsed (saved)
+2024-03-24 16:29:20 INFO Epoch 3 / 5000:
+2024-03-24 16:29:31 INFO lr: 4.9970e-05 - loss: 0.0057 - UP: 20.10% UR:  0.56% UF:  1.10% P: 16.51% R:  0.46% F:  0.90%
+2024-03-24 16:29:33 INFO dev:  loss: nan - UP: 100.00% UR:  0.02% UF:  0.05% P: 100.00% R:  0.02% F:  0.05%
+2024-03-24 16:29:34 INFO test: loss: nan - UP: 100.00% UR:  0.04% UF:  0.08% P: 100.00% R:  0.04% F:  0.08%
+2024-03-24 16:29:41 INFO 0:00:14.357823s elapsed (saved)
+2024-03-24 16:29:41 INFO Epoch 4 / 5000:
+2024-03-24 16:29:52 INFO lr: 4.9960e-05 - loss: nan - UP: 30.20% UR:  1.98% UF:  3.72% P: 28.98% R:  1.90% F:  3.57%
+2024-03-24 16:29:54 INFO dev:  loss: nan - UP: 50.00% UR:  0.05% UF:  0.09% P: 50.00% R:  0.05% F:  0.09%
+2024-03-24 16:29:55 INFO test: loss: nan - UP: 71.43% UR:  0.11% UF:  0.21% P: 57.14% R:  0.08% F:  0.17%
+2024-03-24 16:30:02 INFO 0:00:14.326795s elapsed (saved)
+2024-03-24 16:30:02 INFO Epoch 5 / 5000:
+2024-03-24 16:30:14 INFO lr: 4.9950e-05 - loss: 0.0055 - UP: 52.71% UR:  2.80% UF:  5.32% P: 49.68% R:  2.64% F:  5.02%
+2024-03-24 16:30:15 INFO dev:  loss: nan - UP: 62.50% UR:  5.29% UF:  9.76% P: 59.57% R:  5.05% F:  9.30%
+2024-03-24 16:30:16 INFO test: loss: nan - UP: 52.52% UR:  6.38% UF: 11.38% P: 47.48% R:  5.77% F: 10.29%
+2024-03-24 16:30:23 INFO 0:00:14.344162s elapsed (saved)
+2024-03-24 16:30:23 INFO Epoch 6 / 5000:
+2024-03-24 16:30:34 INFO lr: 4.9940e-05 - loss: 0.0340 - UP: 43.73% UR:  4.81% UF:  8.67% P: 42.14% R:  4.64% F:  8.36%
+2024-03-24 16:30:36 INFO dev:  loss: nan - UP: 66.90% UR:  4.37% UF:  8.20% P: 64.48% R:  4.21% F:  7.91%
+2024-03-24 16:30:37 INFO test: loss: nan - UP: 58.16% UR:  4.82% UF:  8.90% P: 50.51% R:  4.18% F:  7.73%
+2024-03-24 16:30:37 INFO 0:00:14.352908s elapsed
+2024-03-24 16:30:37 INFO Epoch 7 / 5000:
+2024-03-24 16:30:49 INFO lr: 4.9930e-05 - loss: 0.0281 - UP: 50.22% UR:  6.90% UF: 12.13% P: 49.15% R:  6.75% F: 11.87%
+2024-03-24 16:30:51 INFO dev:  loss: nan - UP: 55.45% UR:  8.94% UF: 15.40% P: 54.89% R:  8.85% F: 15.24%
+2024-03-24 16:30:52 INFO test: loss: nan - UP: 46.83% UR:  9.36% UF: 15.60% P: 45.14% R:  9.02% F: 15.04%
+2024-03-24 16:30:59 INFO 0:00:14.977142s elapsed (saved)
+2024-03-24 16:30:59 INFO Epoch 8 / 5000:
+2024-03-24 16:31:11 INFO lr: 4.9920e-05 - loss: 0.0153 - UP: 54.45% UR:  8.74% UF: 15.06% P: 53.78% R:  8.63% F: 14.87%
+2024-03-24 16:31:12 INFO dev:  loss: nan - UP: 54.67% UR:  9.89% UF: 16.75% P: 51.43% R:  9.30% F: 15.75%
+2024-03-24 16:31:14 INFO test: loss: nan - UP: 59.19% UR: 10.48% UF: 17.81% P: 54.06% R:  9.57% F: 16.26%
+2024-03-24 16:31:22 INFO 0:00:14.350054s elapsed (saved)
+2024-03-24 16:31:22 INFO Epoch 9 / 5000:
+2024-03-24 16:31:33 INFO lr: 4.9910e-05 - loss: nan - UP: 59.98% UR: 10.20% UF: 17.43% P: 58.16% R:  9.89% F: 16.91%
+2024-03-24 16:31:35 INFO dev:  loss: nan - UP: 54.85% UR: 10.95% UF: 18.25% P: 53.95% R: 10.77% F: 17.95%
+2024-03-24 16:31:36 INFO test: loss: nan - UP: 55.12% UR: 12.28% UF: 20.08% P: 53.23% R: 11.85% F: 19.39%
+2024-03-24 16:31:43 INFO 0:00:14.277225s elapsed (saved)
+2024-03-24 16:31:43 INFO Epoch 10 / 5000:
+2024-03-24 16:31:55 INFO lr: 4.9900e-05 - loss: 0.0171 - UP: 60.44% UR: 13.92% UF: 22.63% P: 59.85% R: 13.79% F: 22.41%
+2024-03-24 16:31:56 INFO dev:  loss: nan - UP: 67.21% UR:  5.54% UF: 10.24% P: 63.66% R:  5.25% F:  9.70%
+2024-03-24 16:31:58 INFO test: loss: nan - UP: 68.58% UR:  6.32% UF: 11.57% P: 62.84% R:  5.79% F: 10.60%
+2024-03-24 16:31:58 INFO 0:00:14.301647s elapsed
+2024-03-24 16:31:58 INFO Epoch 11 / 5000:
+2024-03-24 16:32:09 INFO lr: 4.9890e-05 - loss: 0.0037 - UP: 63.27% UR: 14.52% UF: 23.62% P: 62.59% R: 14.36% F: 23.37%
+2024-03-24 16:32:11 INFO dev:  loss: nan - UP: 64.57% UR: 12.48% UF: 20.91% P: 61.66% R: 11.91% F: 19.97%
+2024-03-24 16:32:12 INFO test: loss: nan - UP: 63.11% UR: 11.75% UF: 19.81% P: 59.48% R: 11.07% F: 18.67%
+2024-03-24 16:32:19 INFO 0:00:14.702912s elapsed (saved)
+2024-03-24 16:32:19 INFO Epoch 12 / 5000:
+2024-03-24 16:32:31 INFO lr: 4.9880e-05 - loss: 0.0053 - UP: 64.40% UR: 22.82% UF: 33.70% P: 64.17% R: 22.74% F: 33.58%
+2024-03-24 16:32:32 INFO dev:  loss: nan - UP: 62.50% UR: 17.00% UF: 26.74% P: 61.09% R: 16.62% F: 26.13%
+2024-03-24 16:32:33 INFO test: loss: nan - UP: 58.62% UR: 16.10% UF: 25.26% P: 56.00% R: 15.38% F: 24.13%
+2024-03-24 16:32:40 INFO 0:00:14.374162s elapsed (saved)
+2024-03-24 16:32:40 INFO Epoch 13 / 5000:
+2024-03-24 16:32:52 INFO lr: 4.9870e-05 - loss: 0.0067 - UP: 66.43% UR: 24.72% UF: 36.03% P: 66.19% R: 24.63% F: 35.90%
+2024-03-24 16:32:53 INFO dev:  loss: nan - UP: 53.96% UR: 22.27% UF: 31.53% P: 52.81% R: 21.80% F: 30.86%
+2024-03-24 16:32:55 INFO test: loss: nan - UP: 47.19% UR: 23.03% UF: 30.95% P: 45.67% R: 22.29% F: 29.96%
+2024-03-24 16:33:02 INFO 0:00:14.289899s elapsed (saved)
+2024-03-24 16:33:02 INFO Epoch 14 / 5000:
+2024-03-24 16:33:14 INFO lr: 4.9860e-05 - loss: 0.0043 - UP: 71.36% UR: 30.77% UF: 43.00% P: 71.19% R: 30.70% F: 42.90%
+2024-03-24 16:33:15 INFO dev:  loss: nan - UP: 58.51% UR: 22.61% UF: 32.62% P: 56.88% R: 21.98% F: 31.71%
+2024-03-24 16:33:17 INFO test: loss: nan - UP: 55.41% UR: 23.05% UF: 32.56% P: 53.12% R: 22.10% F: 31.21%
+2024-03-24 16:33:23 INFO 0:00:14.297246s elapsed (saved)
+2024-03-24 16:33:23 INFO Epoch 15 / 5000:
+2024-03-24 16:33:35 INFO lr: 4.9850e-05 - loss: 0.0048 - UP: 68.22% UR: 34.33% UF: 45.67% P: 68.07% R: 34.25% F: 45.57%
+2024-03-24 16:33:36 INFO dev:  loss: nan - UP: 57.90% UR: 15.27% UF: 24.17% P: 55.42% R: 14.62% F: 23.13%
+2024-03-24 16:33:38 INFO test: loss: nan - UP: 61.15% UR: 17.73% UF: 27.49% P: 57.29% R: 16.61% F: 25.75%
+2024-03-24 16:33:38 INFO 0:00:14.301779s elapsed
+2024-03-24 16:33:38 INFO Epoch 16 / 5000:
+2024-03-24 16:33:49 INFO lr: 4.9840e-05 - loss: 0.0120 - UP: 68.62% UR: 35.06% UF: 46.41% P: 68.33% R: 34.92% F: 46.22%
+2024-03-24 16:33:51 INFO dev:  loss: nan - UP: 59.83% UR: 22.14% UF: 32.32% P: 58.49% R: 21.64% F: 31.60%
+2024-03-24 16:33:52 INFO test: loss: nan - UP: 55.54% UR: 22.56% UF: 32.09% P: 53.25% R: 21.64% F: 30.77%
+2024-03-24 16:33:52 INFO 0:00:14.870184s elapsed
+2024-03-24 16:33:52 INFO Epoch 17 / 5000:
+2024-03-24 16:34:05 INFO lr: 4.9830e-05 - loss: 0.0110 - UP: 70.10% UR: 36.80% UF: 48.26% P: 69.95% R: 36.72% F: 48.16%
+2024-03-24 16:34:06 INFO dev:  loss: nan - UP: 57.05% UR: 28.15% UF: 37.70% P: 55.64% R: 27.45% F: 36.77%
+2024-03-24 16:34:08 INFO test: loss: nan - UP: 50.80% UR: 27.47% UF: 35.66% P: 49.24% R: 26.62% F: 34.56%
+2024-03-24 16:34:14 INFO 0:00:15.535403s elapsed (saved)
+2024-03-24 16:34:14 INFO Epoch 18 / 5000:
+2024-03-24 16:34:26 INFO lr: 4.9820e-05 - loss: 0.0031 - UP: 74.72% UR: 42.30% UF: 54.02% P: 74.69% R: 42.28% F: 53.99%
+2024-03-24 16:34:27 INFO dev:  loss: nan - UP: 61.74% UR: 25.88% UF: 36.47% P: 59.70% R: 25.02% F: 35.26%
+2024-03-24 16:34:29 INFO test: loss: nan - UP: 54.20% UR: 25.25% UF: 34.45% P: 52.11% R: 24.28% F: 33.12%
+2024-03-24 16:34:29 INFO 0:00:14.344033s elapsed
+2024-03-24 16:34:29 INFO Epoch 19 / 5000:
+2024-03-24 16:34:40 INFO lr: 4.9810e-05 - loss: nan - UP: 78.11% UR: 45.89% UF: 57.82% P: 78.04% R: 45.85% F: 57.77%
+2024-03-24 16:34:42 INFO dev:  loss: nan - UP: 59.94% UR: 26.35% UF: 36.61% P: 58.61% R: 25.77% F: 35.79%
+2024-03-24 16:34:43 INFO test: loss: nan - UP: 51.45% UR: 24.45% UF: 33.14% P: 49.76% R: 23.64% F: 32.05%
+2024-03-24 16:34:43 INFO 0:00:14.657330s elapsed
+2024-03-24 16:34:43 INFO Epoch 20 / 5000:
+2024-03-24 16:34:56 INFO lr: 4.9800e-05 - loss: 0.0020 - UP: 76.62% UR: 48.13% UF: 59.12% P: 76.56% R: 48.09% F: 59.07%
+2024-03-24 16:34:57 INFO dev:  loss: nan - UP: 57.92% UR: 28.74% UF: 38.42% P: 55.88% R: 27.73% F: 37.06%
+2024-03-24 16:34:59 INFO test: loss: nan - UP: 50.16% UR: 27.15% UF: 35.23% P: 47.78% R: 25.86% F: 33.56%
+2024-03-24 16:35:05 INFO 0:00:15.489164s elapsed (saved)
+2024-03-24 16:35:05 INFO Epoch 21 / 5000:
+2024-03-24 16:35:17 INFO lr: 4.9790e-05 - loss: 0.0015 - UP: 77.74% UR: 47.19% UF: 58.73% P: 77.71% R: 47.17% F: 58.70%
+2024-03-24 16:35:18 INFO dev:  loss: nan - UP: 45.69% UR: 44.03% UF: 44.84% P: 44.26% R: 42.66% F: 43.45%
+2024-03-24 16:35:20 INFO test: loss: nan - UP: 39.94% UR: 38.94% UF: 39.44% P: 38.60% R: 37.63% F: 38.11%
+2024-03-24 16:35:26 INFO 0:00:14.312064s elapsed (saved)
+2024-03-24 16:35:26 INFO Epoch 22 / 5000:
+2024-03-24 16:35:38 INFO lr: 4.9780e-05 - loss: 0.0056 - UP: 79.32% UR: 53.05% UF: 63.58% P: 79.28% R: 53.02% F: 63.55%
+2024-03-24 16:35:39 INFO dev:  loss: nan - UP: 57.43% UR: 33.09% UF: 41.98% P: 55.36% R: 31.89% F: 40.47%
+2024-03-24 16:35:41 INFO test: loss: nan - UP: 52.11% UR: 31.02% UF: 38.89% P: 50.05% R: 29.79% F: 37.35%
+2024-03-24 16:35:41 INFO 0:00:14.294971s elapsed
+2024-03-24 16:35:41 INFO Epoch 23 / 5000:
+2024-03-24 16:35:52 INFO lr: 4.9770e-05 - loss: 0.0061 - UP: 80.47% UR: 56.44% UF: 66.35% P: 80.38% R: 56.38% F: 66.28%
+2024-03-24 16:35:54 INFO dev:  loss: nan - UP: 56.25% UR: 36.51% UF: 44.28% P: 54.23% R: 35.20% F: 42.69%
+2024-03-24 16:35:55 INFO test: loss: nan - UP: 48.73% UR: 32.79% UF: 39.20% P: 46.72% R: 31.44% F: 37.59%
+2024-03-24 16:35:55 INFO 0:00:14.631428s elapsed
+2024-03-24 16:35:55 INFO Epoch 24 / 5000:
+2024-03-24 16:36:08 INFO lr: 4.9760e-05 - loss: 0.0065 - UP: 80.83% UR: 57.11% UF: 66.93% P: 80.73% R: 57.04% F: 66.85%
+2024-03-24 16:36:09 INFO dev:  loss: nan - UP: 53.73% UR: 37.61% UF: 44.25% P: 52.28% R: 36.60% F: 43.06%
+2024-03-24 16:36:11 INFO test: loss: nan - UP: 48.59% UR: 34.90% UF: 40.62% P: 46.94% R: 33.72% F: 39.25%
+2024-03-24 16:36:11 INFO 0:00:15.604259s elapsed
+2024-03-24 16:36:11 INFO Epoch 25 / 5000:
+2024-03-24 16:36:23 INFO lr: 4.9750e-05 - loss: nan - UP: 78.24% UR: 53.99% UF: 63.89% P: 78.15% R: 53.93% F: 63.82%
+2024-03-24 16:36:24 INFO dev:  loss: nan - UP: 61.16% UR: 26.53% UF: 37.01% P: 59.61% R: 25.86% F: 36.07%
+2024-03-24 16:36:26 INFO test: loss: nan - UP: 57.67% UR: 25.99% UF: 35.83% P: 55.37% R: 24.95% F: 34.40%
+2024-03-24 16:36:26 INFO 0:00:15.217164s elapsed
+2024-03-24 16:36:26 INFO Epoch 26 / 5000:
+2024-03-24 16:36:38 INFO lr: 4.9740e-05 - loss: 0.0204 - UP: 77.53% UR: 53.99% UF: 63.65% P: 77.20% R: 53.77% F: 63.39%
+2024-03-24 16:36:40 INFO dev:  loss: nan - UP: 38.10% UR: 42.34% UF: 40.11% P: 37.12% R: 41.26% F: 39.08%
+2024-03-24 16:36:41 INFO test: loss: nan - UP: 32.95% UR: 38.39% UF: 35.46% P: 31.99% R: 37.27% F: 34.43%
+2024-03-24 16:36:41 INFO 0:00:15.117972s elapsed
+2024-03-24 16:36:41 INFO Epoch 27 / 5000:
+2024-03-24 16:36:53 INFO lr: 4.9730e-05 - loss: nan - UP: 70.11% UR: 44.65% UF: 54.55% P: 69.86% R: 44.49% F: 54.36%
+2024-03-24 16:36:55 INFO dev:  loss: nan - UP: 64.55% UR: 23.38% UF: 34.33% P: 62.38% R: 22.59% F: 33.17%
+2024-03-24 16:36:56 INFO test: loss: nan - UP: 57.74% UR: 23.41% UF: 33.31% P: 55.65% R: 22.56% F: 32.11%
+2024-03-24 16:36:56 INFO 0:00:15.034411s elapsed
+2024-03-24 16:36:56 INFO Epoch 28 / 5000:
+2024-03-24 16:37:08 INFO lr: 4.9720e-05 - loss: 0.0451 - UP: 79.35% UR: 50.60% UF: 61.79% P: 78.98% R: 50.37% F: 61.51%
+2024-03-24 16:37:10 INFO dev:  loss: nan - UP: 51.26% UR: 37.93% UF: 43.60% P: 48.22% R: 35.68% F: 41.01%
+2024-03-24 16:37:11 INFO test: loss: nan - UP: 42.88% UR: 33.21% UF: 37.43% P: 40.67% R: 31.50% F: 35.50%
+2024-03-24 16:37:11 INFO 0:00:14.913956s elapsed
+2024-03-24 16:37:11 INFO Epoch 29 / 5000:
+2024-03-24 16:37:23 INFO lr: 4.9710e-05 - loss: 0.0185 - UP: 71.94% UR: 34.08% UF: 46.25% P: 70.31% R: 33.31% F: 45.21%
+2024-03-24 16:37:24 INFO dev:  loss: nan - UP: 51.06% UR: 18.96% UF: 27.66% P: 50.33% R: 18.69% F: 27.26%
+2024-03-24 16:37:26 INFO test: loss: nan - UP: 45.45% UR: 17.85% UF: 25.64% P: 43.84% R: 17.22% F: 24.73%
+2024-03-24 16:37:26 INFO 0:00:14.840578s elapsed
+2024-03-24 16:37:26 INFO Epoch 30 / 5000:
+2024-03-24 16:37:38 INFO lr: 4.9700e-05 - loss: 0.0168 - UP: 70.57% UR: 39.87% UF: 50.95% P: 70.27% R: 39.70% F: 50.74%
+2024-03-24 16:37:39 INFO dev:  loss: nan - UP: 61.84% UR: 20.18% UF: 30.43% P: 60.25% R: 19.66% F: 29.65%
+2024-03-24 16:37:41 INFO test: loss: nan - UP: 54.05% UR: 19.75% UF: 28.93% P: 52.31% R: 19.12% F: 28.01%
+2024-03-24 16:37:41 INFO 0:00:14.825232s elapsed
+2024-03-24 16:37:41 INFO Epoch 31 / 5000:
+2024-03-24 16:37:53 INFO lr: 4.9690e-05 - loss: 0.0012 - UP: 70.65% UR: 38.05% UF: 49.46% P: 70.36% R: 37.90% F: 49.26%
+2024-03-24 16:37:54 INFO dev:  loss: nan - UP: 65.52% UR:  9.03% UF: 15.87% P: 63.56% R:  8.76% F: 15.40%
+2024-03-24 16:37:56 INFO test: loss: nan - UP: 66.21% UR: 11.18% UF: 19.13% P: 62.45% R: 10.54% F: 18.04%
+2024-03-24 16:37:56 INFO 0:00:14.828481s elapsed
+2024-03-24 16:37:56 INFO Epoch 32 / 5000:
+2024-03-24 16:38:07 INFO lr: 4.9680e-05 - loss: 0.0070 - UP: 69.42% UR: 25.34% UF: 37.13% P: 69.23% R: 25.27% F: 37.03%
+2024-03-24 16:38:09 INFO dev:  loss: nan - UP: 57.42% UR: 26.94% UF: 36.67% P: 55.69% R: 26.13% F: 35.57%
+2024-03-24 16:38:10 INFO test: loss: nan - UP: 51.90% UR: 27.13% UF: 35.63% P: 50.12% R: 26.20% F: 34.41%
+2024-03-24 16:38:10 INFO 0:00:14.826769s elapsed
+2024-03-24 16:38:10 INFO Epoch 33 / 5000:
+2024-03-24 16:38:22 INFO lr: 4.9670e-05 - loss: 0.0095 - UP: 75.24% UR: 45.36% UF: 56.60% P: 75.13% R: 45.29% F: 56.51%
+2024-03-24 16:38:24 INFO dev:  loss: nan - UP: 53.32% UR: 27.14% UF: 35.97% P: 51.11% R: 26.01% F: 34.48%
+2024-03-24 16:38:25 INFO test: loss: nan - UP: 51.57% UR: 28.38% UF: 36.61% P: 48.73% R: 26.81% F: 34.59%
+2024-03-24 16:38:25 INFO 0:00:14.793238s elapsed
+2024-03-24 16:38:25 INFO Epoch 34 / 5000:
+2024-03-24 16:38:37 INFO lr: 4.9660e-05 - loss: 0.0051 - UP: 77.03% UR: 52.09% UF: 62.15% P: 76.95% R: 52.04% F: 62.09%
+2024-03-24 16:38:39 INFO dev:  loss: nan - UP: 60.14% UR: 28.11% UF: 38.31% P: 58.17% R: 27.18% F: 37.05%
+2024-03-24 16:38:40 INFO test: loss: nan - UP: 53.18% UR: 27.17% UF: 35.97% P: 50.83% R: 25.97% F: 34.37%
+2024-03-24 16:38:40 INFO 0:00:14.857314s elapsed
+2024-03-24 16:38:40 INFO Epoch 35 / 5000:
+2024-03-24 16:38:52 INFO lr: 4.9650e-05 - loss: 0.0085 - UP: 80.22% UR: 55.17% UF: 65.37% P: 80.13% R: 55.11% F: 65.30%
+2024-03-24 16:38:53 INFO dev:  loss: nan - UP: 61.80% UR: 34.14% UF: 43.99% P: 59.68% R: 32.97% F: 42.48%
+2024-03-24 16:38:55 INFO test: loss: nan - UP: 53.73% UR: 32.24% UF: 40.30% P: 51.90% R: 31.14% F: 38.93%
+2024-03-24 16:38:55 INFO 0:00:14.845447s elapsed
+2024-03-24 16:38:55 INFO Epoch 36 / 5000:
+2024-03-24 16:39:07 INFO lr: 4.9640e-05 - loss: 0.0040 - UP: 82.12% UR: 61.99% UF: 70.65% P: 82.10% R: 61.97% F: 70.63%
+2024-03-24 16:39:08 INFO dev:  loss: nan - UP: 58.14% UR: 37.00% UF: 45.22% P: 56.51% R: 35.97% F: 43.96%
+2024-03-24 16:39:10 INFO test: loss: nan - UP: 51.04% UR: 35.24% UF: 41.69% P: 49.54% R: 34.21% F: 40.47%
+2024-03-24 16:39:16 INFO 0:00:14.919312s elapsed (saved)
+2024-03-24 16:39:16 INFO Epoch 37 / 5000:
+2024-03-24 16:39:28 INFO lr: 4.9630e-05 - loss: 0.0004 - UP: 83.08% UR: 64.33% UF: 72.51% P: 83.07% R: 64.32% F: 72.50%
+2024-03-24 16:39:29 INFO dev:  loss: nan - UP: 61.24% UR: 35.59% UF: 45.01% P: 59.73% R: 34.71% F: 43.90%
+2024-03-24 16:39:31 INFO test: loss: nan - UP: 54.79% UR: 34.57% UF: 42.39% P: 53.35% R: 33.66% F: 41.27%
+2024-03-24 16:39:31 INFO 0:00:14.308657s elapsed
+2024-03-24 16:39:31 INFO Epoch 38 / 5000:
+2024-03-24 16:39:42 INFO lr: 4.9620e-05 - loss: 0.0045 - UP: 84.41% UR: 65.95% UF: 74.05% P: 84.38% R: 65.92% F: 74.02%
+2024-03-24 16:39:44 INFO dev:  loss: nan - UP: 56.66% UR: 41.46% UF: 47.89% P: 55.19% R: 40.38% F: 46.64%
+2024-03-24 16:39:45 INFO test: loss: nan - UP: 49.20% UR: 38.88% UF: 43.43% P: 47.54% R: 37.57% F: 41.97%
+2024-03-24 16:39:52 INFO 0:00:14.627478s elapsed (saved)
+2024-03-24 16:39:52 INFO Epoch 39 / 5000:
+2024-03-24 16:40:03 INFO lr: 4.9610e-05 - loss: 0.0015 - UP: 85.54% UR: 68.60% UF: 76.14% P: 85.50% R: 68.58% F: 76.11%
+2024-03-24 16:40:05 INFO dev:  loss: nan - UP: 60.82% UR: 35.63% UF: 44.94% P: 58.98% R: 34.55% F: 43.57%
+2024-03-24 16:40:06 INFO test: loss: nan - UP: 54.54% UR: 33.66% UF: 41.63% P: 52.82% R: 32.60% F: 40.32%
+2024-03-24 16:40:06 INFO 0:00:14.373265s elapsed
+2024-03-24 16:40:06 INFO Epoch 40 / 5000:
+2024-03-24 16:40:18 INFO lr: 4.9600e-05 - loss: 0.0004 - UP: 84.21% UR: 68.73% UF: 75.68% P: 84.09% R: 68.63% F: 75.58%
+2024-03-24 16:40:20 INFO dev:  loss: nan - UP: 53.80% UR: 41.62% UF: 46.93% P: 52.29% R: 40.45% F: 45.61%
+2024-03-24 16:40:21 INFO test: loss: nan - UP: 46.67% UR: 37.16% UF: 41.38% P: 45.13% R: 35.94% F: 40.01%
+2024-03-24 16:40:21 INFO 0:00:14.697333s elapsed
+2024-03-24 16:40:21 INFO Epoch 41 / 5000:
+2024-03-24 16:40:33 INFO lr: 4.9590e-05 - loss: 0.0031 - UP: 86.05% UR: 70.63% UF: 77.58% P: 85.91% R: 70.52% F: 77.45%
+2024-03-24 16:40:35 INFO dev:  loss: nan - UP: 62.35% UR: 37.18% UF: 46.59% P: 60.57% R: 36.13% F: 45.26%
+2024-03-24 16:40:36 INFO test: loss: nan - UP: 55.40% UR: 35.09% UF: 42.97% P: 53.67% R: 34.00% F: 41.62%
+2024-03-24 16:40:36 INFO 0:00:15.376734s elapsed
+2024-03-24 16:40:36 INFO Epoch 42 / 5000:
+2024-03-24 16:40:49 INFO lr: 4.9580e-05 - loss: nan - UP: 87.81% UR: 72.80% UF: 79.61% P: 87.79% R: 72.78% F: 79.58%
+2024-03-24 16:40:51 INFO dev:  loss: nan - UP: 55.83% UR: 44.23% UF: 49.36% P: 54.24% R: 42.97% F: 47.95%
+2024-03-24 16:40:52 INFO test: loss: nan - UP: 48.68% UR: 39.59% UF: 43.67% P: 47.04% R: 38.26% F: 42.20%
+2024-03-24 16:40:58 INFO 0:00:15.640714s elapsed (saved)
+2024-03-24 16:40:58 INFO Epoch 43 / 5000:
+2024-03-24 16:41:10 INFO lr: 4.9570e-05 - loss: 0.0035 - UP: 84.48% UR: 69.36% UF: 76.18% P: 84.43% R: 69.32% F: 76.13%
+2024-03-24 16:41:11 INFO dev:  loss: nan - UP: 58.47% UR: 42.59% UF: 49.28% P: 56.86% R: 41.42% F: 47.93%
+2024-03-24 16:41:12 INFO test: loss: nan - UP: 50.34% UR: 37.99% UF: 43.30% P: 48.49% R: 36.59% F: 41.71%
+2024-03-24 16:41:12 INFO 0:00:14.269524s elapsed
+2024-03-24 16:41:12 INFO Epoch 44 / 5000:
+2024-03-24 16:41:24 INFO lr: 4.9560e-05 - loss: 0.0004 - UP: 87.57% UR: 72.49% UF: 79.32% P: 87.54% R: 72.47% F: 79.30%
+2024-03-24 16:41:26 INFO dev:  loss: nan - UP: 58.02% UR: 42.36% UF: 48.97% P: 56.20% R: 41.04% F: 47.44%
+2024-03-24 16:41:27 INFO test: loss: nan - UP: 50.17% UR: 37.78% UF: 43.10% P: 48.34% R: 36.40% F: 41.53%
+2024-03-24 16:41:27 INFO 0:00:14.585161s elapsed
+2024-03-24 16:41:27 INFO Epoch 45 / 5000:
+2024-03-24 16:41:39 INFO lr: 4.9550e-05 - loss: 0.0027 - UP: 87.49% UR: 76.50% UF: 81.63% P: 87.48% R: 76.50% F: 81.62%
+2024-03-24 16:41:41 INFO dev:  loss: nan - UP: 61.70% UR: 40.20% UF: 48.68% P: 60.01% R: 39.10% F: 47.35%
+2024-03-24 16:41:43 INFO test: loss: nan - UP: 52.57% UR: 35.88% UF: 42.65% P: 50.77% R: 34.65% F: 41.19%
+2024-03-24 16:41:43 INFO 0:00:15.964591s elapsed
+2024-03-24 16:41:43 INFO Epoch 46 / 5000:
+2024-03-24 16:41:55 INFO lr: 4.9540e-05 - loss: 0.0027 - UP: 89.02% UR: 77.57% UF: 82.90% P: 89.00% R: 77.56% F: 82.89%
+2024-03-24 16:41:57 INFO dev:  loss: nan - UP: 60.10% UR: 41.42% UF: 49.04% P: 58.63% R: 40.41% F: 47.84%
+2024-03-24 16:41:58 INFO test: loss: nan - UP: 54.53% UR: 37.12% UF: 44.17% P: 52.86% R: 35.98% F: 42.82%
+2024-03-24 16:41:58 INFO 0:00:15.160659s elapsed
+2024-03-24 16:41:58 INFO Epoch 47 / 5000:
+2024-03-24 16:42:10 INFO lr: 4.9530e-05 - loss: 0.0033 - UP: 89.39% UR: 79.37% UF: 84.08% P: 89.39% R: 79.37% F: 84.08%
+2024-03-24 16:42:12 INFO dev:  loss: nan - UP: 61.60% UR: 42.59% UF: 50.36% P: 59.90% R: 41.42% F: 48.97%
+2024-03-24 16:42:13 INFO test: loss: nan - UP: 53.38% UR: 38.22% UF: 44.55% P: 51.52% R: 36.89% F: 42.99%
+2024-03-24 16:42:19 INFO 0:00:15.018979s elapsed (saved)
+2024-03-24 16:42:19 INFO Epoch 48 / 5000:
+2024-03-24 16:42:31 INFO lr: 4.9520e-05 - loss: 0.0005 - UP: 89.15% UR: 79.23% UF: 83.90% P: 89.14% R: 79.22% F: 83.89%
+2024-03-24 16:42:32 INFO dev:  loss: nan - UP: 60.81% UR: 39.66% UF: 48.01% P: 59.08% R: 38.54% F: 46.65%
+2024-03-24 16:42:34 INFO test: loss: nan - UP: 54.13% UR: 37.14% UF: 44.05% P: 52.03% R: 35.71% F: 42.35%
+2024-03-24 16:42:34 INFO 0:00:14.289167s elapsed
+2024-03-24 16:42:34 INFO Epoch 49 / 5000:
+2024-03-24 16:42:45 INFO lr: 4.9510e-05 - loss: 0.0024 - UP: 91.06% UR: 81.28% UF: 85.89% P: 91.06% R: 81.28% F: 85.89%
+2024-03-24 16:42:47 INFO dev:  loss: nan - UP: 59.36% UR: 41.13% UF: 48.59% P: 57.70% R: 39.98% F: 47.23%
+2024-03-24 16:42:48 INFO test: loss: nan - UP: 52.78% UR: 38.09% UF: 44.25% P: 50.79% R: 36.66% F: 42.58%
+2024-03-24 16:42:48 INFO 0:00:14.574390s elapsed
+2024-03-24 16:42:48 INFO Epoch 50 / 5000:
+2024-03-24 16:43:00 INFO lr: 4.9500e-05 - loss: 0.0012 - UP: 90.69% UR: 82.25% UF: 86.26% P: 90.69% R: 82.25% F: 86.26%
+2024-03-24 16:43:02 INFO dev:  loss: nan - UP: 59.51% UR: 42.41% UF: 49.53% P: 57.81% R: 41.19% F: 48.11%
+2024-03-24 16:43:04 INFO test: loss: nan - UP: 51.88% UR: 38.81% UF: 44.40% P: 49.93% R: 37.35% F: 42.74%
+2024-03-24 16:43:04 INFO 0:00:15.232522s elapsed
+2024-03-24 16:43:04 INFO Epoch 51 / 5000:
+2024-03-24 16:43:16 INFO lr: 4.9490e-05 - loss: 0.0011 - UP: 91.92% UR: 83.41% UF: 87.46% P: 91.92% R: 83.40% F: 87.45%
+2024-03-24 16:43:17 INFO dev:  loss: nan - UP: 56.97% UR: 44.46% UF: 49.94% P: 55.30% R: 43.15% F: 48.48%
+2024-03-24 16:43:19 INFO test: loss: nan - UP: 49.63% UR: 39.95% UF: 44.27% P: 47.87% R: 38.54% F: 42.70%
+2024-03-24 16:43:19 INFO 0:00:15.233818s elapsed
+2024-03-24 16:43:19 INFO Epoch 52 / 5000:
+2024-03-24 16:43:31 INFO lr: 4.9480e-05 - loss: 0.0024 - UP: 91.40% UR: 82.65% UF: 86.81% P: 91.35% R: 82.61% F: 86.76%
+2024-03-24 16:43:32 INFO dev:  loss: nan - UP: 59.54% UR: 42.16% UF: 49.37% P: 57.60% R: 40.79% F: 47.76%
+2024-03-24 16:43:34 INFO test: loss: nan - UP: 52.35% UR: 38.41% UF: 44.31% P: 50.27% R: 36.89% F: 42.55%
+2024-03-24 16:43:34 INFO 0:00:15.126934s elapsed
+2024-03-24 16:43:34 INFO Epoch 53 / 5000:
+2024-03-24 16:43:46 INFO lr: 4.9470e-05 - loss: 0.0015 - UP: 91.41% UR: 83.89% UF: 87.49% P: 91.37% R: 83.85% F: 87.45%
+2024-03-24 16:43:47 INFO dev:  loss: nan - UP: 58.43% UR: 42.55% UF: 49.24% P: 56.48% R: 41.13% F: 47.60%
+2024-03-24 16:43:49 INFO test: loss: nan - UP: 52.04% UR: 39.02% UF: 44.60% P: 49.93% R: 37.44% F: 42.79%
+2024-03-24 16:43:49 INFO 0:00:15.044571s elapsed
+2024-03-24 16:43:49 INFO Epoch 54 / 5000:
+2024-03-24 16:44:01 INFO lr: 4.9460e-05 - loss: 0.0001 - UP: 91.90% UR: 85.24% UF: 88.45% P: 91.90% R: 85.24% F: 88.45%
+2024-03-24 16:44:02 INFO dev:  loss: nan - UP: 60.01% UR: 42.52% UF: 49.78% P: 58.20% R: 41.24% F: 48.27%
+2024-03-24 16:44:04 INFO test: loss: nan - UP: 53.25% UR: 39.76% UF: 45.53% P: 51.16% R: 38.20% F: 43.74%
+2024-03-24 16:44:04 INFO 0:00:14.938353s elapsed
+2024-03-24 16:44:04 INFO Epoch 55 / 5000:
+2024-03-24 16:44:16 INFO lr: 4.9450e-05 - loss: 0.0015 - UP: 92.74% UR: 85.36% UF: 88.90% P: 92.74% R: 85.35% F: 88.89%
+2024-03-24 16:44:17 INFO dev:  loss: nan - UP: 59.05% UR: 44.01% UF: 50.43% P: 57.15% R: 42.59% F: 48.81%
+2024-03-24 16:44:19 INFO test: loss: nan - UP: 52.69% UR: 40.74% UF: 45.95% P: 50.53% R: 39.07% F: 44.07%
+2024-03-24 16:44:19 INFO 0:00:14.848555s elapsed
+2024-03-24 16:44:19 INFO Epoch 56 / 5000:
+2024-03-24 16:44:31 INFO lr: 4.9440e-05 - loss: 0.0003 - UP: 92.55% UR: 86.14% UF: 89.23% P: 92.52% R: 86.11% F: 89.20%
+2024-03-24 16:44:32 INFO dev:  loss: nan - UP: 56.04% UR: 47.43% UF: 51.38% P: 54.26% R: 45.92% F: 49.74%
+2024-03-24 16:44:34 INFO test: loss: nan - UP: 50.31% UR: 42.91% UF: 46.32% P: 48.20% R: 41.12% F: 44.38%
+2024-03-24 16:44:40 INFO 0:00:14.908384s elapsed (saved)
+2024-03-24 16:44:40 INFO Epoch 57 / 5000:
+2024-03-24 16:44:51 INFO lr: 4.9430e-05 - loss: 0.0007 - UP: 93.08% UR: 87.11% UF: 89.99% P: 93.08% R: 87.11% F: 89.99%
+2024-03-24 16:44:52 INFO dev:  loss: nan - UP: 57.43% UR: 43.20% UF: 49.31% P: 55.48% R: 41.73% F: 47.63%
+2024-03-24 16:44:54 INFO test: loss: nan - UP: 52.73% UR: 40.46% UF: 45.79% P: 50.58% R: 38.81% F: 43.92%
+2024-03-24 16:44:54 INFO 0:00:14.315722s elapsed
+2024-03-24 16:44:54 INFO Epoch 58 / 5000:
+2024-03-24 16:45:06 INFO lr: 4.9420e-05 - loss: 0.0021 - UP: 93.16% UR: 88.00% UF: 90.50% P: 93.14% R: 87.98% F: 90.48%
+2024-03-24 16:45:07 INFO dev:  loss: nan - UP: 57.74% UR: 45.70% UF: 51.02% P: 55.95% R: 44.28% F: 49.43%
+2024-03-24 16:45:08 INFO test: loss: nan - UP: 52.69% UR: 41.58% UF: 46.48% P: 50.74% R: 40.04% F: 44.76%
+2024-03-24 16:45:08 INFO 0:00:14.577760s elapsed
+2024-03-24 16:45:08 INFO Epoch 59 / 5000:
+2024-03-24 16:45:22 INFO lr: 4.9410e-05 - loss: 0.0015 - UP: 93.46% UR: 87.79% UF: 90.54% P: 93.45% R: 87.78% F: 90.53%
+2024-03-24 16:45:23 INFO dev:  loss: nan - UP: 56.35% UR: 46.60% UF: 51.01% P: 54.49% R: 45.07% F: 49.33%
+2024-03-24 16:45:25 INFO test: loss: nan - UP: 50.58% UR: 42.15% UF: 45.98% P: 48.73% R: 40.61% F: 44.30%
+2024-03-24 16:45:25 INFO 0:00:16.024110s elapsed
+2024-03-24 16:45:25 INFO Epoch 60 / 5000:
+2024-03-24 16:45:37 INFO lr: 4.9400e-05 - loss: 0.0034 - UP: 93.91% UR: 86.58% UF: 90.10% P: 93.91% R: 86.58% F: 90.10%
+2024-03-24 16:45:38 INFO dev:  loss: nan - UP: 58.97% UR: 37.00% UF: 45.47% P: 57.29% R: 35.95% F: 44.17%
+2024-03-24 16:45:39 INFO test: loss: nan - UP: 53.29% UR: 33.51% UF: 41.15% P: 51.08% R: 32.11% F: 39.43%
+2024-03-24 16:45:39 INFO 0:00:14.964717s elapsed
+2024-03-24 16:45:39 INFO Epoch 61 / 5000:
+2024-03-24 16:45:52 INFO lr: 4.9390e-05 - loss: 0.0021 - UP: 89.27% UR: 85.30% UF: 87.24% P: 89.27% R: 85.30% F: 87.24%
+2024-03-24 16:45:53 INFO dev:  loss: nan - UP: 54.85% UR: 38.31% UF: 45.11% P: 52.53% R: 36.69% F: 43.20%
+2024-03-24 16:45:54 INFO test: loss: nan - UP: 50.03% UR: 36.19% UF: 42.00% P: 48.10% R: 34.80% F: 40.38%
+2024-03-24 16:45:54 INFO 0:00:14.990709s elapsed
+2024-03-24 16:45:54 INFO Epoch 62 / 5000:
+2024-03-24 16:46:06 INFO lr: 4.9380e-05 - loss: 0.0010 - UP: 88.78% UR: 76.77% UF: 82.34% P: 88.69% R: 76.68% F: 82.25%
+2024-03-24 16:46:08 INFO dev:  loss: nan - UP: 57.98% UR: 36.80% UF: 45.03% P: 55.96% R: 35.52% F: 43.46%
+2024-03-24 16:46:09 INFO test: loss: nan - UP: 51.32% UR: 36.23% UF: 42.48% P: 49.37% R: 34.86% F: 40.87%
+2024-03-24 16:46:09 INFO 0:00:14.971742s elapsed
+2024-03-24 16:46:09 INFO Epoch 63 / 5000:
+2024-03-24 16:46:21 INFO lr: 4.9370e-05 - loss: 0.0003 - UP: 90.58% UR: 83.16% UF: 86.71% P: 90.55% R: 83.14% F: 86.68%
+2024-03-24 16:46:23 INFO dev:  loss: nan - UP: 56.85% UR: 43.94% UF: 49.57% P: 54.98% R: 42.50% F: 47.94%
+2024-03-24 16:46:24 INFO test: loss: nan - UP: 51.29% UR: 40.71% UF: 45.39% P: 49.06% R: 38.94% F: 43.42%
+2024-03-24 16:46:24 INFO 0:00:14.919821s elapsed
+2024-03-24 16:46:24 INFO Epoch 64 / 5000:
+2024-03-24 16:46:36 INFO lr: 4.9360e-05 - loss: 0.0033 - UP: 92.78% UR: 86.54% UF: 89.55% P: 92.76% R: 86.53% F: 89.54%
+2024-03-24 16:46:38 INFO dev:  loss: nan - UP: 60.65% UR: 42.00% UF: 49.63% P: 58.99% R: 40.86% F: 48.28%
+2024-03-24 16:46:39 INFO test: loss: nan - UP: 54.86% UR: 39.26% UF: 45.76% P: 52.94% R: 37.88% F: 44.16%
+2024-03-24 16:46:39 INFO 0:00:14.884503s elapsed
+2024-03-24 16:46:39 INFO Epoch 65 / 5000:
+2024-03-24 16:46:51 INFO lr: 4.9350e-05 - loss: 0.0020 - UP: 93.60% UR: 88.44% UF: 90.95% P: 93.58% R: 88.43% F: 90.93%
+2024-03-24 16:46:53 INFO dev:  loss: nan - UP: 55.60% UR: 44.05% UF: 49.16% P: 53.75% R: 42.59% F: 47.52%
+2024-03-24 16:46:54 INFO test: loss: nan - UP: 51.01% UR: 41.98% UF: 46.06% P: 48.91% R: 40.25% F: 44.16%
+2024-03-24 16:46:54 INFO 0:00:14.891732s elapsed
+2024-03-24 16:46:54 INFO Epoch 66 / 5000:
+2024-03-24 16:47:06 INFO lr: 4.9340e-05 - loss: 0.0005 - UP: 93.86% UR: 89.59% UF: 91.68% P: 93.85% R: 89.59% F: 91.67%
+2024-03-24 16:47:07 INFO dev:  loss: nan - UP: 52.78% UR: 49.53% UF: 51.10% P: 51.13% R: 47.97% F: 49.50%
+2024-03-24 16:47:09 INFO test: loss: nan - UP: 48.07% UR: 45.07% UF: 46.52% P: 46.18% R: 43.29% F: 44.69%
+2024-03-24 16:47:09 INFO 0:00:14.855898s elapsed
+2024-03-24 16:47:09 INFO Epoch 67 / 5000:
+2024-03-24 16:47:21 INFO lr: 4.9330e-05 - loss: 0.0010 - UP: 94.22% UR: 89.47% UF: 91.78% P: 94.20% R: 89.45% F: 91.77%
+2024-03-24 16:47:22 INFO dev:  loss: nan - UP: 57.96% UR: 45.16% UF: 50.77% P: 56.20% R: 43.78% F: 49.22%
+2024-03-24 16:47:24 INFO test: loss: nan - UP: 52.93% UR: 40.97% UF: 46.19% P: 50.83% R: 39.34% F: 44.35%
+2024-03-24 16:47:24 INFO 0:00:14.876582s elapsed
+2024-03-24 16:47:24 INFO Epoch 68 / 5000:
+2024-03-24 16:47:36 INFO lr: 4.9320e-05 - loss: nan - UP: 94.55% UR: 90.09% UF: 92.26% P: 94.55% R: 90.09% F: 92.26%
+2024-03-24 16:47:37 INFO dev:  loss: nan - UP: 56.29% UR: 46.98% UF: 51.22% P: 54.56% R: 45.54% F: 49.64%
+2024-03-24 16:47:39 INFO test: loss: nan - UP: 51.11% UR: 41.86% UF: 46.02% P: 49.12% R: 40.23% F: 44.23%
+2024-03-24 16:47:39 INFO 0:00:14.919975s elapsed
+2024-03-24 16:47:39 INFO Epoch 69 / 5000:
+2024-03-24 16:47:51 INFO lr: 4.9310e-05 - loss: nan - UP: 94.98% UR: 90.83% UF: 92.86% P: 94.98% R: 90.83% F: 92.86%
+2024-03-24 16:47:52 INFO dev:  loss: nan - UP: 62.77% UR: 39.19% UF: 48.25% P: 60.97% R: 38.06% F: 46.87%
+2024-03-24 16:47:54 INFO test: loss: nan - UP: 57.63% UR: 37.59% UF: 45.50% P: 55.65% R: 36.30% F: 43.94%
+2024-03-24 16:47:54 INFO 0:00:14.923688s elapsed
+2024-03-24 16:47:54 INFO Epoch 70 / 5000:
+2024-03-24 16:48:06 INFO lr: 4.9300e-05 - loss: 0.0011 - UP: 94.49% UR: 89.87% UF: 92.13% P: 94.47% R: 89.85% F: 92.11%
+2024-03-24 16:48:07 INFO dev:  loss: nan - UP: 52.69% UR: 51.85% UF: 52.26% P: 51.04% R: 50.23% F: 50.63%
+2024-03-24 16:48:09 INFO test: loss: nan - UP: 47.24% UR: 45.98% UF: 46.60% P: 45.42% R: 44.20% F: 44.80%
+2024-03-24 16:48:15 INFO 0:00:14.982152s elapsed (saved)
+2024-03-24 16:48:15 INFO Epoch 71 / 5000:
+2024-03-24 16:48:26 INFO lr: 4.9290e-05 - loss: 0.0020 - UP: 94.19% UR: 90.78% UF: 92.45% P: 94.18% R: 90.77% F: 92.45%
+2024-03-24 16:48:28 INFO dev:  loss: nan - UP: 63.17% UR: 40.88% UF: 49.64% P: 61.19% R: 39.59% F: 48.08%
+2024-03-24 16:48:29 INFO test: loss: nan - UP: 57.56% UR: 39.24% UF: 46.66% P: 55.42% R: 37.78% F: 44.93%
+2024-03-24 16:48:29 INFO 0:00:14.316523s elapsed
+2024-03-24 16:48:29 INFO Epoch 72 / 5000:
+2024-03-24 16:48:41 INFO lr: 4.9280e-05 - loss: 0.0008 - UP: 95.10% UR: 92.48% UF: 93.77% P: 95.10% R: 92.48% F: 93.77%
+2024-03-24 16:48:42 INFO dev:  loss: nan - UP: 60.91% UR: 43.90% UF: 51.02% P: 58.87% R: 42.43% F: 49.32%
+2024-03-24 16:48:44 INFO test: loss: nan - UP: 54.64% UR: 40.52% UF: 46.54% P: 52.54% R: 38.96% F: 44.74%
+2024-03-24 16:48:44 INFO 0:00:14.618960s elapsed
+2024-03-24 16:48:44 INFO Epoch 73 / 5000:
+2024-03-24 16:48:56 INFO lr: 4.9270e-05 - loss: 0.0011 - UP: 95.74% UR: 92.64% UF: 94.16% P: 95.73% R: 92.63% F: 94.16%
+2024-03-24 16:48:58 INFO dev:  loss: nan - UP: 58.36% UR: 45.50% UF: 51.13% P: 56.40% R: 43.96% F: 49.41%
+2024-03-24 16:48:59 INFO test: loss: nan - UP: 52.54% UR: 42.17% UF: 46.79% P: 50.28% R: 40.35% F: 44.77%
+2024-03-24 16:48:59 INFO 0:00:15.405772s elapsed
+2024-03-24 16:48:59 INFO Epoch 74 / 5000:
+2024-03-24 16:49:11 INFO lr: 4.9260e-05 - loss: 0.0002 - UP: 95.74% UR: 93.11% UF: 94.40% P: 95.74% R: 93.11% F: 94.40%
+2024-03-24 16:49:13 INFO dev:  loss: nan - UP: 61.03% UR: 43.11% UF: 50.53% P: 59.09% R: 41.73% F: 48.92%
+2024-03-24 16:49:14 INFO test: loss: nan - UP: 54.89% UR: 39.57% UF: 45.99% P: 52.78% R: 38.05% F: 44.22%
+2024-03-24 16:49:14 INFO 0:00:15.187586s elapsed
+2024-03-24 16:49:14 INFO Epoch 75 / 5000:
+2024-03-24 16:49:27 INFO lr: 4.9250e-05 - loss: 0.0007 - UP: 92.94% UR: 89.32% UF: 91.09% P: 92.92% R: 89.30% F: 91.08%
+2024-03-24 16:49:28 INFO dev:  loss: nan - UP: 59.70% UR: 39.71% UF: 47.69% P: 57.77% R: 38.42% F: 46.15%
+2024-03-24 16:49:30 INFO test: loss: nan - UP: 57.94% UR: 38.09% UF: 45.97% P: 55.88% R: 36.74% F: 44.33%
+2024-03-24 16:49:30 INFO 0:00:15.114871s elapsed
+2024-03-24 16:49:30 INFO Epoch 76 / 5000:
+2024-03-24 16:49:42 INFO lr: 4.9240e-05 - loss: 0.0010 - UP: 90.74% UR: 76.83% UF: 83.21% P: 90.69% R: 76.78% F: 83.15%
+2024-03-24 16:49:43 INFO dev:  loss: nan - UP: 33.27% UR: 57.03% UF: 42.02% P: 31.69% R: 54.32% F: 40.03%
+2024-03-24 16:49:45 INFO test: loss: nan - UP: 29.98% UR: 51.64% UF: 37.94% P: 28.28% R: 48.70% F: 35.78%
+2024-03-24 16:49:45 INFO 0:00:15.052051s elapsed
+2024-03-24 16:49:45 INFO Epoch 77 / 5000:
+2024-03-24 16:49:57 INFO lr: 4.9230e-05 - loss: 0.0092 - UP: 75.65% UR: 54.66% UF: 63.46% P: 74.60% R: 53.89% F: 62.58%
+2024-03-24 16:49:58 INFO dev:  loss: nan - UP: 42.65% UR: 44.75% UF: 43.68% P: 41.08% R: 43.11% F: 42.07%
+2024-03-24 16:50:00 INFO test: loss: nan - UP: 39.42% UR: 41.69% UF: 40.52% P: 37.64% R: 39.81% F: 38.69%
+2024-03-24 16:50:00 INFO 0:00:14.920783s elapsed
+2024-03-24 16:50:00 INFO Epoch 78 / 5000:
+2024-03-24 16:50:12 INFO lr: 4.9220e-05 - loss: 0.0083 - UP: 83.81% UR: 71.39% UF: 77.10% P: 83.20% R: 70.88% F: 76.55%
+2024-03-24 16:50:13 INFO dev:  loss: nan - UP: 51.29% UR: 42.88% UF: 46.71% P: 49.87% R: 41.69% F: 45.41%
+2024-03-24 16:50:14 INFO test: loss: nan - UP: 48.14% UR: 38.58% UF: 42.83% P: 46.37% R: 37.16% F: 41.26%
+2024-03-24 16:50:14 INFO 0:00:14.942418s elapsed
+2024-03-24 16:50:14 INFO Epoch 79 / 5000:
+2024-03-24 16:50:26 INFO lr: 4.9210e-05 - loss: 0.0069 - UP: 82.10% UR: 67.89% UF: 74.32% P: 81.76% R: 67.61% F: 74.02%
+2024-03-24 16:50:28 INFO dev:  loss: nan - UP: 52.94% UR: 38.76% UF: 44.75% P: 51.25% R: 37.52% F: 43.32%
+2024-03-24 16:50:29 INFO test: loss: nan - UP: 47.50% UR: 36.57% UF: 41.33% P: 45.91% R: 35.35% F: 39.94%
+2024-03-24 16:50:29 INFO 0:00:14.922828s elapsed
+2024-03-24 16:50:29 INFO Epoch 80 / 5000:
+2024-03-24 16:50:41 INFO lr: 4.9200e-05 - loss: 0.0006 - UP: 85.66% UR: 68.07% UF: 75.86% P: 85.48% R: 67.93% F: 75.70%
+2024-03-24 16:50:43 INFO dev:  loss: nan - UP: 50.46% UR: 44.73% UF: 47.42% P: 48.76% R: 43.22% F: 45.82%
+2024-03-24 16:50:44 INFO test: loss: nan - UP: 46.09% UR: 43.31% UF: 44.66% P: 44.22% R: 41.56% F: 42.85%
+2024-03-24 16:50:44 INFO 0:00:14.839421s elapsed
+2024-03-24 16:50:44 INFO Epoch 81 / 5000:
+2024-03-24 16:50:56 INFO lr: 4.9190e-05 - loss: 0.0046 - UP: 81.82% UR: 61.09% UF: 69.96% P: 81.63% R: 60.95% F: 69.79%
+2024-03-24 16:50:58 INFO dev:  loss: nan - UP: 52.74% UR: 38.85% UF: 44.74% P: 51.02% R: 37.59% F: 43.29%
+2024-03-24 16:50:59 INFO test: loss: nan - UP: 48.40% UR: 35.77% UF: 41.14% P: 46.71% R: 34.52% F: 39.70%
+2024-03-24 16:50:59 INFO 0:00:14.802864s elapsed
+2024-03-24 16:50:59 INFO Epoch 82 / 5000:
+2024-03-24 16:51:11 INFO lr: 4.9180e-05 - loss: 0.0207 - UP: 86.60% UR: 72.14% UF: 78.71% P: 86.44% R: 72.01% F: 78.57%
+2024-03-24 16:51:12 INFO dev:  loss: nan - UP: 53.64% UR: 33.49% UF: 41.24% P: 52.24% R: 32.61% F: 40.16%
+2024-03-24 16:51:14 INFO test: loss: nan - UP: 50.36% UR: 32.41% UF: 39.44% P: 48.42% R: 31.16% F: 37.92%
+2024-03-24 16:51:14 INFO 0:00:14.894240s elapsed
+2024-03-24 16:51:14 INFO Epoch 83 / 5000:
+2024-03-24 16:51:26 INFO lr: 4.9170e-05 - loss: 0.0106 - UP: 74.57% UR: 56.58% UF: 64.34% P: 74.02% R: 56.17% F: 63.87%
+2024-03-24 16:51:27 INFO dev:  loss: nan - UP: 48.50% UR: 40.36% UF: 44.06% P: 47.33% R: 39.39% F: 43.00%
+2024-03-24 16:51:29 INFO test: loss: nan - UP: 46.73% UR: 38.39% UF: 42.15% P: 45.19% R: 37.12% F: 40.76%
+2024-03-24 16:51:29 INFO 0:00:14.898041s elapsed
+2024-03-24 16:51:29 INFO Epoch 84 / 5000:
+2024-03-24 16:51:41 INFO lr: 4.9160e-05 - loss: 0.0030 - UP: 80.62% UR: 55.89% UF: 66.01% P: 80.14% R: 55.56% F: 65.63%
+2024-03-24 16:51:42 INFO dev:  loss: nan - UP: 60.34% UR: 30.95% UF: 40.91% P: 58.23% R: 29.86% F: 39.48%
+2024-03-24 16:51:44 INFO test: loss: nan - UP: 54.81% UR: 27.70% UF: 36.80% P: 52.42% R: 26.49% F: 35.20%
+2024-03-24 16:51:44 INFO 0:00:14.911300s elapsed
+2024-03-24 16:51:44 INFO Epoch 85 / 5000:
+2024-03-24 16:51:56 INFO lr: 4.9150e-05 - loss: 0.0339 - UP: 82.50% UR: 63.06% UF: 71.48% P: 82.32% R: 62.92% F: 71.33%
+2024-03-24 16:51:57 INFO dev:  loss: nan - UP: 50.30% UR: 34.55% UF: 40.96% P: 48.30% R: 33.18% F: 39.33%
+2024-03-24 16:51:59 INFO test: loss: nan - UP: 46.36% UR: 32.14% UF: 37.96% P: 44.04% R: 30.53% F: 36.06%
+2024-03-24 16:51:59 INFO 0:00:14.922795s elapsed
+2024-03-24 16:51:59 INFO Epoch 86 / 5000:
+2024-03-24 16:52:11 INFO lr: 4.9140e-05 - loss: 0.0009 - UP: 81.58% UR: 57.39% UF: 67.38% P: 81.40% R: 57.27% F: 67.23%
+2024-03-24 16:52:12 INFO dev:  loss: nan - UP: 56.71% UR: 38.56% UF: 45.90% P: 54.95% R: 37.36% F: 44.48%
+2024-03-24 16:52:14 INFO test: loss: nan - UP: 52.66% UR: 38.50% UF: 44.48% P: 50.55% R: 36.95% F: 42.69%
+2024-03-24 16:52:14 INFO 0:00:14.930364s elapsed
+2024-03-24 16:52:14 INFO Epoch 87 / 5000:
+2024-03-24 16:52:26 INFO lr: 4.9130e-05 - loss: 0.0033 - UP: 87.20% UR: 74.71% UF: 80.48% P: 87.13% R: 74.65% F: 80.40%
+2024-03-24 16:52:27 INFO dev:  loss: nan - UP: 55.39% UR: 42.61% UF: 48.17% P: 53.28% R: 40.99% F: 46.33%
+2024-03-24 16:52:29 INFO test: loss: nan - UP: 50.53% UR: 40.63% UF: 45.04% P: 48.32% R: 38.85% F: 43.07%
+2024-03-24 16:52:29 INFO 0:00:14.983788s elapsed
+2024-03-24 16:52:29 INFO Epoch 88 / 5000:
+2024-03-24 16:52:41 INFO lr: 4.9120e-05 - loss: 0.0012 - UP: 90.38% UR: 79.34% UF: 84.50% P: 90.34% R: 79.31% F: 84.47%
+2024-03-24 16:52:43 INFO dev:  loss: nan - UP: 54.45% UR: 43.72% UF: 48.49% P: 52.48% R: 42.14% F: 46.75%
+2024-03-24 16:52:44 INFO test: loss: nan - UP: 49.37% UR: 42.28% UF: 45.55% P: 47.20% R: 40.42% F: 43.55%
+2024-03-24 16:52:44 INFO 0:00:15.673246s elapsed
+2024-03-24 16:52:44 INFO Epoch 89 / 5000:
+2024-03-24 16:52:56 INFO lr: 4.9110e-05 - loss: 0.0014 - UP: 90.58% UR: 83.01% UF: 86.63% P: 90.54% R: 82.97% F: 86.59%
+2024-03-24 16:52:58 INFO dev:  loss: nan - UP: 57.80% UR: 41.62% UF: 48.40% P: 55.71% R: 40.11% F: 46.64%
+2024-03-24 16:52:59 INFO test: loss: nan - UP: 53.27% UR: 38.77% UF: 44.88% P: 51.12% R: 37.21% F: 43.07%
+2024-03-24 16:52:59 INFO 0:00:14.851989s elapsed
+2024-03-24 16:52:59 INFO Epoch 90 / 5000:
+2024-03-24 16:53:11 INFO lr: 4.9100e-05 - loss: 0.0023 - UP: 91.34% UR: 84.64% UF: 87.86% P: 91.33% R: 84.62% F: 87.85%
+2024-03-24 16:53:12 INFO dev:  loss: nan - UP: 55.94% UR: 42.84% UF: 48.52% P: 53.91% R: 41.28% F: 46.76%
+2024-03-24 16:53:14 INFO test: loss: nan - UP: 52.38% UR: 41.16% UF: 46.10% P: 50.07% R: 39.34% F: 44.06%
+2024-03-24 16:53:14 INFO 0:00:14.869783s elapsed
+2024-03-24 16:53:14 INFO Epoch 91 / 5000:
+2024-03-24 16:53:26 INFO lr: 4.9090e-05 - loss: 0.0008 - UP: 92.43% UR: 85.50% UF: 88.83% P: 92.42% R: 85.50% F: 88.82%
+2024-03-24 16:53:27 INFO dev:  loss: nan - UP: 56.64% UR: 41.60% UF: 47.97% P: 54.68% R: 40.16% F: 46.31%
+2024-03-24 16:53:29 INFO test: loss: nan - UP: 53.00% UR: 39.62% UF: 45.34% P: 50.88% R: 38.03% F: 43.53%
+2024-03-24 16:53:29 INFO 0:00:14.947654s elapsed
+2024-03-24 16:53:29 INFO Epoch 92 / 5000:
+2024-03-24 16:53:41 INFO lr: 4.9080e-05 - loss: 0.0008 - UP: 92.77% UR: 87.20% UF: 89.90% P: 92.74% R: 87.17% F: 89.87%
+2024-03-24 16:53:42 INFO dev:  loss: nan - UP: 57.37% UR: 40.50% UF: 47.48% P: 55.36% R: 39.08% F: 45.81%
+2024-03-24 16:53:44 INFO test: loss: nan - UP: 54.38% UR: 39.62% UF: 45.84% P: 52.15% R: 37.99% F: 43.96%
+2024-03-24 16:53:44 INFO 0:00:14.974879s elapsed
+2024-03-24 16:53:44 INFO Epoch 93 / 5000:
+2024-03-24 16:53:56 INFO lr: 4.9070e-05 - loss: 0.0005 - UP: 93.38% UR: 87.72% UF: 90.46% P: 93.38% R: 87.72% F: 90.46%
+2024-03-24 16:53:57 INFO dev:  loss: nan - UP: 58.42% UR: 38.38% UF: 46.32% P: 56.09% R: 36.85% F: 44.47%
+2024-03-24 16:53:59 INFO test: loss: nan - UP: 56.31% UR: 38.94% UF: 46.04% P: 53.99% R: 37.33% F: 44.14%
+2024-03-24 16:53:59 INFO 0:00:14.966612s elapsed
+2024-03-24 16:53:59 INFO Epoch 94 / 5000:
+2024-03-24 16:54:11 INFO lr: 4.9060e-05 - loss: 0.0010 - UP: 93.93% UR: 89.38% UF: 91.60% P: 93.90% R: 89.34% F: 91.56%
+2024-03-24 16:54:12 INFO dev:  loss: nan - UP: 56.22% UR: 43.06% UF: 48.77% P: 54.22% R: 41.53% F: 47.03%
+2024-03-24 16:54:14 INFO test: loss: nan - UP: 52.09% UR: 40.76% UF: 45.73% P: 49.88% R: 39.02% F: 43.79%
+2024-03-24 16:54:14 INFO 0:00:14.964388s elapsed
+2024-03-24 16:54:14 INFO Epoch 95 / 5000:
+2024-03-24 16:54:26 INFO lr: 4.9050e-05 - loss: 0.0002 - UP: 94.50% UR: 89.76% UF: 92.07% P: 94.49% R: 89.75% F: 92.06%
+2024-03-24 16:54:27 INFO dev:  loss: nan - UP: 55.78% UR: 43.27% UF: 48.73% P: 53.51% R: 41.51% F: 46.75%
+2024-03-24 16:54:29 INFO test: loss: nan - UP: 52.93% UR: 41.37% UF: 46.44% P: 50.66% R: 39.59% F: 44.45%
+2024-03-24 16:54:29 INFO 0:00:15.049119s elapsed
+2024-03-24 16:54:29 INFO Epoch 96 / 5000:
+2024-03-24 16:54:41 INFO lr: 4.9040e-05 - loss: nan - UP: 94.50% UR: 90.44% UF: 92.43% P: 94.50% R: 90.44% F: 92.43%
+2024-03-24 16:54:42 INFO dev:  loss: nan - UP: 55.82% UR: 43.54% UF: 48.92% P: 53.60% R: 41.80% F: 46.97%
+2024-03-24 16:54:44 INFO test: loss: nan - UP: 52.43% UR: 41.52% UF: 46.34% P: 50.27% R: 39.81% F: 44.43%
+2024-03-24 16:54:44 INFO 0:00:15.127826s elapsed
+2024-03-24 16:54:44 INFO Epoch 97 / 5000:
+2024-03-24 16:54:57 INFO lr: 4.9030e-05 - loss: 0.0002 - UP: 94.86% UR: 91.41% UF: 93.11% P: 94.86% R: 91.41% F: 93.11%
+2024-03-24 16:54:58 INFO dev:  loss: nan - UP: 57.84% UR: 42.39% UF: 48.92% P: 55.81% R: 40.90% F: 47.21%
+2024-03-24 16:55:00 INFO test: loss: nan - UP: 54.10% UR: 40.61% UF: 46.39% P: 52.04% R: 39.07% F: 44.63%
+2024-03-24 16:55:00 INFO 0:00:15.708759s elapsed
+2024-03-24 16:55:00 INFO Epoch 98 / 5000:
+2024-03-24 16:55:12 INFO lr: 4.9020e-05 - loss: 0.0004 - UP: 95.07% UR: 91.89% UF: 93.45% P: 95.06% R: 91.89% F: 93.45%
+2024-03-24 16:55:13 INFO dev:  loss: nan - UP: 54.24% UR: 46.49% UF: 50.07% P: 52.22% R: 44.75% F: 48.20%
+2024-03-24 16:55:15 INFO test: loss: nan - UP: 50.87% UR: 43.84% UF: 47.09% P: 48.91% R: 42.15% F: 45.28%
+2024-03-24 16:55:15 INFO 0:00:14.878824s elapsed
+2024-03-24 16:55:15 INFO Epoch 99 / 5000:
+2024-03-24 16:55:27 INFO lr: 4.9010e-05 - loss: 0.0008 - UP: 94.60% UR: 92.52% UF: 93.55% P: 94.60% R: 92.52% F: 93.55%
+2024-03-24 16:55:28 INFO dev:  loss: nan - UP: 59.35% UR: 41.69% UF: 48.97% P: 57.39% R: 40.32% F: 47.36%
+2024-03-24 16:55:29 INFO test: loss: nan - UP: 55.76% UR: 39.05% UF: 45.93% P: 53.62% R: 37.54% F: 44.17%
+2024-03-24 16:55:29 INFO 0:00:14.852993s elapsed
+2024-03-24 16:55:29 INFO Epoch 100 / 5000:
+2024-03-24 16:55:41 INFO lr: 4.9000e-05 - loss: 0.0012 - UP: 95.61% UR: 92.64% UF: 94.10% P: 95.61% R: 92.64% F: 94.10%
+2024-03-24 16:55:43 INFO dev:  loss: nan - UP: 58.75% UR: 42.25% UF: 49.15% P: 56.75% R: 40.81% F: 47.48%
+2024-03-24 16:55:44 INFO test: loss: nan - UP: 55.95% UR: 40.55% UF: 47.02% P: 53.73% R: 38.94% F: 45.15%
+2024-03-24 16:55:44 INFO 0:00:14.867036s elapsed
+2024-03-24 16:55:53 INFO Epoch 70 saved
+2024-03-24 16:55:53 INFO dev:  UP: 52.69% UR: 51.85% UF: 52.26% P: 51.04% R: 50.23% F: 50.63%
+2024-03-24 16:55:53 INFO test: UP: 47.24% UR: 45.98% UF: 46.60% P: 45.42% R: 44.20% F: 44.80%
+2024-03-24 16:55:53 INFO 0:24:45.792654s elapsed, 0:00:14.857927s/epoch

models/mpqa/sdp_byMTLD_desc/80/model_vi_mpqa_xlm_9 ADDED Viewed

	@@ -0,0 +1,3 @@

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+size 1179290619

models/mpqa/sdp_byMTLD_desc/80/model_vi_mpqa_xlm_9.train.log ADDED Viewed

	@@ -0,0 +1,391 @@

+2024-03-24 16:12:58 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/mpqa/sdp_byMTLD_desc/80/model_vi_mpqa_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/mpqa/head_final/sdp_byMTLD_desc/80/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byMTLD_desc/80/dev.conllu
+test                 | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
+embed                |     data/glove.6B.100d.txt
+unk                  |              unk
+n_embed              |              100
+n_embed_proj         |              125
+bert                 |        xlm-roberta-base
+inference            |              mfvi
+---------------------+-------------------------------
+2024-03-24 16:12:58 INFO Building the fields
+2024-03-24 16:13:00 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-03-24 16:13:00 INFO Building the model
+2024-03-24 16:13:02 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=5, bias_x=True, bias_y=True)
+  (criterion): CrossEntropyLoss()
+  (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
+  (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
+  (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
+  (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
+  (inference): SemanticDependencyMFVI(max_iter=3)
+)
+2024-03-24 16:13:02 INFO Loading the data
+2024-03-24 16:13:11 INFO
+train: Dataset(n_sentences=4697, n_batches=57, n_buckets=32)
+dev:   Dataset(n_sentences=1651, n_batches=34, n_buckets=32)
+test:  Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
+2024-03-24 16:13:11 INFO Epoch 1 / 5000:
+2024-03-24 16:13:24 INFO lr: 4.9990e-05 - loss: 0.0596 - UP:  0.28% UR:  2.49% UF:  0.50% P:  0.02% R:  0.15% F:  0.03%
+2024-03-24 16:13:25 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-24 16:13:27 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
+2024-03-24 16:13:27 INFO 0:00:15.564966s elapsed
+2024-03-24 16:13:27 INFO Epoch 2 / 5000:
+2024-03-24 16:13:39 INFO lr: 4.9980e-05 - loss: 0.0434 - UP: 22.46% UR:  0.64% UF:  1.24% P: 18.68% R:  0.53% F:  1.03%
+2024-03-24 16:13:40 INFO dev:  loss: nan - UP: 50.00% UR:  0.16% UF:  0.31% P: 50.00% R:  0.16% F:  0.31%
+2024-03-24 16:13:42 INFO test: loss: nan - UP: 70.37% UR:  0.40% UF:  0.80% P: 59.26% R:  0.34% F:  0.67%
+2024-03-24 16:13:46 INFO 0:00:14.891176s elapsed (saved)
+2024-03-24 16:13:46 INFO Epoch 3 / 5000:
+2024-03-24 16:13:58 INFO lr: 4.9970e-05 - loss: 0.0055 - UP: 34.05% UR:  2.66% UF:  4.93% P: 31.30% R:  2.44% F:  4.53%
+2024-03-24 16:14:00 INFO dev:  loss: nan - UP: 68.13% UR:  1.40% UF:  2.74% P: 61.54% R:  1.26% F:  2.47%
+2024-03-24 16:14:01 INFO test: loss: nan - UP: 71.72% UR:  1.50% UF:  2.94% P: 59.60% R:  1.25% F:  2.44%
+2024-03-24 16:14:08 INFO 0:00:15.003859s elapsed (saved)
+2024-03-24 16:14:08 INFO Epoch 4 / 5000:
+2024-03-24 16:14:20 INFO lr: 4.9960e-05 - loss: nan - UP: 46.10% UR:  5.31% UF:  9.52% P: 44.00% R:  5.07% F:  9.09%
+2024-03-24 16:14:21 INFO dev:  loss: nan - UP: 56.41% UR:  8.72% UF: 15.10% P: 54.81% R:  8.47% F: 14.67%
+2024-03-24 16:14:23 INFO test: loss: nan - UP: 47.98% UR:  8.54% UF: 14.49% P: 45.61% R:  8.11% F: 13.78%
+2024-03-24 16:14:30 INFO 0:00:14.961020s elapsed (saved)
+2024-03-24 16:14:30 INFO Epoch 5 / 5000:
+2024-03-24 16:14:42 INFO lr: 4.9950e-05 - loss: 0.0035 - UP: 54.11% UR:  7.01% UF: 12.42% P: 52.82% R:  6.85% F: 12.12%
+2024-03-24 16:14:43 INFO dev:  loss: nan - UP: 66.59% UR:  6.15% UF: 11.26% P: 63.90% R:  5.90% F: 10.80%
+2024-03-24 16:14:45 INFO test: loss: nan - UP: 52.66% UR:  4.82% UF:  8.83% P: 47.58% R:  4.35% F:  7.98%
+2024-03-24 16:14:45 INFO 0:00:14.969536s elapsed
+2024-03-24 16:14:45 INFO Epoch 6 / 5000:
+2024-03-24 16:14:57 INFO lr: 4.9940e-05 - loss: 0.0283 - UP: 45.51% UR:  7.48% UF: 12.85% P: 44.29% R:  7.28% F: 12.51%
+2024-03-24 16:14:59 INFO dev:  loss: nan - UP: 61.75% UR:  8.40% UF: 14.79% P: 58.94% R:  8.02% F: 14.12%
+2024-03-24 16:15:00 INFO test: loss: nan - UP: 52.17% UR:  9.15% UF: 15.57% P: 47.71% R:  8.37% F: 14.24%
+2024-03-24 16:15:00 INFO 0:00:15.318208s elapsed
+2024-03-24 16:15:00 INFO Epoch 7 / 5000:
+2024-03-24 16:15:13 INFO lr: 4.9930e-05 - loss: 0.0166 - UP: 57.75% UR: 15.36% UF: 24.27% P: 56.94% R: 15.15% F: 23.93%
+2024-03-24 16:15:15 INFO dev:  loss: nan - UP: 62.49% UR: 12.23% UF: 20.46% P: 61.68% R: 12.07% F: 20.19%
+2024-03-24 16:15:16 INFO test: loss: nan - UP: 55.37% UR: 11.87% UF: 19.55% P: 53.50% R: 11.47% F: 18.89%
+2024-03-24 16:15:23 INFO 0:00:16.251409s elapsed (saved)
+2024-03-24 16:15:23 INFO Epoch 8 / 5000:
+2024-03-24 16:15:35 INFO lr: 4.9920e-05 - loss: 0.0088 - UP: 62.26% UR: 20.66% UF: 31.02% P: 61.87% R: 20.53% F: 30.83%
+2024-03-24 16:15:37 INFO dev:  loss: nan - UP: 61.03% UR: 18.87% UF: 28.83% P: 59.07% R: 18.27% F: 27.90%
+2024-03-24 16:15:38 INFO test: loss: nan - UP: 54.20% UR: 17.98% UF: 27.00% P: 51.21% R: 16.99% F: 25.51%
+2024-03-24 16:15:45 INFO 0:00:14.939285s elapsed (saved)
+2024-03-24 16:15:45 INFO Epoch 9 / 5000:
+2024-03-24 16:15:57 INFO lr: 4.9910e-05 - loss: nan - UP: 67.44% UR: 28.65% UF: 40.22% P: 67.12% R: 28.52% F: 40.03%
+2024-03-24 16:15:58 INFO dev:  loss: nan - UP: 54.13% UR: 25.65% UF: 34.81% P: 53.04% R: 25.14% F: 34.11%
+2024-03-24 16:16:00 INFO test: loss: nan - UP: 48.29% UR: 23.56% UF: 31.67% P: 46.69% R: 22.78% F: 30.62%
+2024-03-24 16:16:07 INFO 0:00:14.914502s elapsed (saved)
+2024-03-24 16:16:07 INFO Epoch 10 / 5000:
+2024-03-24 16:16:19 INFO lr: 4.9900e-05 - loss: 0.0100 - UP: 71.66% UR: 33.48% UF: 45.64% P: 71.44% R: 33.38% F: 45.50%
+2024-03-24 16:16:20 INFO dev:  loss: nan - UP: 59.99% UR: 24.62% UF: 34.91% P: 58.89% R: 24.17% F: 34.27%
+2024-03-24 16:16:22 INFO test: loss: nan - UP: 55.03% UR: 23.79% UF: 33.22% P: 53.32% R: 23.05% F: 32.19%
+2024-03-24 16:16:29 INFO 0:00:14.898495s elapsed (saved)
+2024-03-24 16:16:29 INFO Epoch 11 / 5000:
+2024-03-24 16:16:41 INFO lr: 4.9890e-05 - loss: 0.0033 - UP: 74.10% UR: 41.55% UF: 53.25% P: 73.96% R: 41.47% F: 53.14%
+2024-03-24 16:16:42 INFO dev:  loss: nan - UP: 62.00% UR: 24.55% UF: 35.17% P: 60.18% R: 23.83% F: 34.14%
+2024-03-24 16:16:43 INFO test: loss: nan - UP: 55.59% UR: 23.83% UF: 33.36% P: 53.33% R: 22.86% F: 32.00%
+2024-03-24 16:16:43 INFO 0:00:14.981221s elapsed
+2024-03-24 16:16:43 INFO Epoch 12 / 5000:
+2024-03-24 16:16:56 INFO lr: 4.9880e-05 - loss: 0.0052 - UP: 71.38% UR: 39.02% UF: 50.46% P: 71.30% R: 38.97% F: 50.40%
+2024-03-24 16:16:57 INFO dev:  loss: nan - UP: 64.22% UR: 24.62% UF: 35.59% P: 62.87% R: 24.10% F: 34.84%
+2024-03-24 16:16:59 INFO test: loss: nan - UP: 53.83% UR: 21.55% UF: 30.78% P: 51.66% R: 20.68% F: 29.54%
+2024-03-24 16:17:06 INFO 0:00:15.286953s elapsed (saved)
+2024-03-24 16:17:06 INFO Epoch 13 / 5000:
+2024-03-24 16:17:18 INFO lr: 4.9870e-05 - loss: 0.0069 - UP: 75.74% UR: 44.66% UF: 56.19% P: 75.66% R: 44.61% F: 56.13%
+2024-03-24 16:17:20 INFO dev:  loss: nan - UP: 63.17% UR: 31.49% UF: 42.03% P: 61.64% R: 30.72% F: 41.00%
+2024-03-24 16:17:21 INFO test: loss: nan - UP: 53.88% UR: 27.72% UF: 36.61% P: 51.79% R: 26.64% F: 35.18%
+2024-03-24 16:17:28 INFO 0:00:14.971394s elapsed (saved)
+2024-03-24 16:17:28 INFO Epoch 14 / 5000:
+2024-03-24 16:17:40 INFO lr: 4.9860e-05 - loss: 0.0058 - UP: 76.21% UR: 45.71% UF: 57.15% P: 75.96% R: 45.56% F: 56.96%
+2024-03-24 16:17:41 INFO dev:  loss: nan - UP: 43.16% UR: 42.77% UF: 42.96% P: 41.98% R: 41.60% F: 41.79%
+2024-03-24 16:17:43 INFO test: loss: nan - UP: 39.34% UR: 42.72% UF: 40.96% P: 37.92% R: 41.18% F: 39.48%
+2024-03-24 16:17:50 INFO 0:00:14.991659s elapsed (saved)
+2024-03-24 16:17:50 INFO Epoch 15 / 5000:
+2024-03-24 16:18:02 INFO lr: 4.9850e-05 - loss: 0.0092 - UP: 74.68% UR: 44.67% UF: 55.90% P: 74.46% R: 44.53% F: 55.73%
+2024-03-24 16:18:03 INFO dev:  loss: nan - UP: 49.64% UR: 23.27% UF: 31.68% P: 48.53% R: 22.75% F: 30.98%
+2024-03-24 16:18:05 INFO test: loss: nan - UP: 46.69% UR: 24.32% UF: 31.98% P: 45.27% R: 23.58% F: 31.01%
+2024-03-24 16:18:05 INFO 0:00:14.958147s elapsed
+2024-03-24 16:18:05 INFO Epoch 16 / 5000:
+2024-03-24 16:18:17 INFO lr: 4.9840e-05 - loss: 0.0567 - UP: 68.43% UR: 31.94% UF: 43.55% P: 68.26% R: 31.86% F: 43.44%
+2024-03-24 16:18:18 INFO dev:  loss: nan - UP: 57.56% UR: 14.23% UF: 22.82% P: 55.37% R: 13.69% F: 21.96%
+2024-03-24 16:18:20 INFO test: loss: nan - UP: 52.26% UR: 12.21% UF: 19.80% P: 48.19% R: 11.26% F: 18.26%
+2024-03-24 16:18:20 INFO 0:00:15.341988s elapsed
+2024-03-24 16:18:20 INFO Epoch 17 / 5000:
+2024-03-24 16:18:33 INFO lr: 4.9830e-05 - loss: 0.0078 - UP: 65.96% UR: 27.53% UF: 38.84% P: 65.58% R: 27.37% F: 38.62%
+2024-03-24 16:18:34 INFO dev:  loss: nan - UP: 61.54% UR: 25.88% UF: 36.44% P: 59.94% R: 25.20% F: 35.48%
+2024-03-24 16:18:36 INFO test: loss: nan - UP: 53.82% UR: 22.48% UF: 31.71% P: 50.99% R: 21.30% F: 30.04%
+2024-03-24 16:18:36 INFO 0:00:16.132777s elapsed
+2024-03-24 16:18:36 INFO Epoch 18 / 5000:
+2024-03-24 16:18:49 INFO lr: 4.9820e-05 - loss: 0.0043 - UP: 75.44% UR: 44.43% UF: 55.93% P: 75.26% R: 44.32% F: 55.79%
+2024-03-24 16:18:50 INFO dev:  loss: nan - UP: 55.00% UR: 34.44% UF: 42.35% P: 53.49% R: 33.49% F: 41.19%
+2024-03-24 16:18:52 INFO test: loss: nan - UP: 51.81% UR: 29.96% UF: 37.97% P: 49.40% R: 28.57% F: 36.20%
+2024-03-24 16:18:52 INFO 0:00:15.786264s elapsed
+2024-03-24 16:18:52 INFO Epoch 19 / 5000:
+2024-03-24 16:19:04 INFO lr: 4.9810e-05 - loss: nan - UP: 77.09% UR: 48.85% UF: 59.80% P: 77.02% R: 48.80% F: 59.75%
+2024-03-24 16:19:06 INFO dev:  loss: nan - UP: 66.99% UR: 25.05% UF: 36.46% P: 65.30% R: 24.41% F: 35.54%
+2024-03-24 16:19:07 INFO test: loss: nan - UP: 61.87% UR: 21.26% UF: 31.64% P: 58.98% R: 20.26% F: 30.16%
+2024-03-24 16:19:07 INFO 0:00:15.608219s elapsed
+2024-03-24 16:19:07 INFO Epoch 20 / 5000:
+2024-03-24 16:19:20 INFO lr: 4.9800e-05 - loss: 0.0024 - UP: 78.68% UR: 52.32% UF: 62.85% P: 78.66% R: 52.30% F: 62.83%
+2024-03-24 16:19:21 INFO dev:  loss: nan - UP: 56.52% UR: 38.38% UF: 45.71% P: 55.39% R: 37.61% F: 44.80%
+2024-03-24 16:19:23 INFO test: loss: nan - UP: 48.79% UR: 32.28% UF: 38.86% P: 47.13% R: 31.19% F: 37.53%
+2024-03-24 16:19:30 INFO 0:00:15.383645s elapsed (saved)
+2024-03-24 16:19:30 INFO Epoch 21 / 5000:
+2024-03-24 16:19:42 INFO lr: 4.9790e-05 - loss: 0.0010 - UP: 81.69% UR: 58.84% UF: 68.41% P: 81.60% R: 58.78% F: 68.34%
+2024-03-24 16:19:43 INFO dev:  loss: nan - UP: 63.68% UR: 36.17% UF: 46.14% P: 62.29% R: 35.38% F: 45.13%
+2024-03-24 16:19:45 INFO test: loss: nan - UP: 54.59% UR: 28.78% UF: 37.69% P: 52.59% R: 27.72% F: 36.30%
+2024-03-24 16:19:51 INFO 0:00:14.880397s elapsed (saved)
+2024-03-24 16:19:51 INFO Epoch 22 / 5000:
+2024-03-24 16:20:03 INFO lr: 4.9780e-05 - loss: 0.0033 - UP: 81.80% UR: 61.07% UF: 69.93% P: 81.70% R: 60.99% F: 69.85%
+2024-03-24 16:20:05 INFO dev:  loss: nan - UP: 55.80% UR: 41.40% UF: 47.53% P: 54.49% R: 40.43% F: 46.42%
+2024-03-24 16:20:06 INFO test: loss: nan - UP: 50.95% UR: 35.85% UF: 42.09% P: 49.17% R: 34.61% F: 40.62%
+2024-03-24 16:20:13 INFO 0:00:14.926920s elapsed (saved)
+2024-03-24 16:20:13 INFO Epoch 23 / 5000:
+2024-03-24 16:20:25 INFO lr: 4.9770e-05 - loss: 0.0052 - UP: 83.78% UR: 65.29% UF: 73.39% P: 83.74% R: 65.26% F: 73.35%
+2024-03-24 16:20:26 INFO dev:  loss: nan - UP: 58.31% UR: 41.26% UF: 48.32% P: 56.68% R: 40.11% F: 46.98%
+2024-03-24 16:20:28 INFO test: loss: nan - UP: 51.53% UR: 35.50% UF: 42.04% P: 49.66% R: 34.21% F: 40.51%
+2024-03-24 16:20:35 INFO 0:00:14.978615s elapsed (saved)
+2024-03-24 16:20:35 INFO Epoch 24 / 5000:
+2024-03-24 16:20:47 INFO lr: 4.9760e-05 - loss: 0.0052 - UP: 84.57% UR: 67.60% UF: 75.14% P: 84.50% R: 67.54% F: 75.07%
+2024-03-24 16:20:48 INFO dev:  loss: nan - UP: 57.47% UR: 41.26% UF: 48.03% P: 55.83% R: 40.09% F: 46.67%
+2024-03-24 16:20:50 INFO test: loss: nan - UP: 52.46% UR: 34.92% UF: 41.93% P: 50.68% R: 33.74% F: 40.51%
+2024-03-24 16:20:50 INFO 0:00:14.945309s elapsed
+2024-03-24 16:20:50 INFO Epoch 25 / 5000:
+2024-03-24 16:21:02 INFO lr: 4.9750e-05 - loss: nan - UP: 86.21% UR: 68.82% UF: 76.54% P: 86.10% R: 68.73% F: 76.44%
+2024-03-24 16:21:03 INFO dev:  loss: nan - UP: 55.26% UR: 41.08% UF: 47.13% P: 54.10% R: 40.23% F: 46.14%
+2024-03-24 16:21:05 INFO test: loss: nan - UP: 50.45% UR: 34.48% UF: 40.96% P: 48.93% R: 33.45% F: 39.73%
+2024-03-24 16:21:05 INFO 0:00:15.429131s elapsed
+2024-03-24 16:21:05 INFO Epoch 26 / 5000:
+2024-03-24 16:21:18 INFO lr: 4.9740e-05 - loss: 0.0133 - UP: 85.79% UR: 69.95% UF: 77.06% P: 85.48% R: 69.69% F: 76.78%
+2024-03-24 16:21:20 INFO dev:  loss: nan - UP: 56.79% UR: 35.68% UF: 43.82% P: 55.15% R: 34.64% F: 42.55%
+2024-03-24 16:21:21 INFO test: loss: nan - UP: 51.33% UR: 32.28% UF: 39.64% P: 49.21% R: 30.95% F: 38.00%
+2024-03-24 16:21:21 INFO 0:00:16.194292s elapsed
+2024-03-24 16:21:21 INFO Epoch 27 / 5000:
+2024-03-24 16:21:34 INFO lr: 4.9730e-05 - loss: nan - UP: 82.40% UR: 61.97% UF: 70.74% P: 81.80% R: 61.52% F: 70.23%
+2024-03-24 16:21:35 INFO dev:  loss: nan - UP: 51.16% UR: 41.10% UF: 45.59% P: 49.62% R: 39.86% F: 44.21%
+2024-03-24 16:21:37 INFO test: loss: nan - UP: 46.48% UR: 36.45% UF: 40.86% P: 44.70% R: 35.05% F: 39.29%
+2024-03-24 16:21:37 INFO 0:00:15.785219s elapsed
+2024-03-24 16:21:37 INFO Epoch 28 / 5000:
+2024-03-24 16:21:50 INFO lr: 4.9720e-05 - loss: 0.0068 - UP: 85.28% UR: 67.99% UF: 75.66% P: 85.21% R: 67.93% F: 75.60%
+2024-03-24 16:21:51 INFO dev:  loss: nan - UP: 52.46% UR: 43.27% UF: 47.42% P: 51.17% R: 42.21% F: 46.26%
+2024-03-24 16:21:53 INFO test: loss: nan - UP: 44.96% UR: 37.10% UF: 40.65% P: 43.42% R: 35.83% F: 39.26%
+2024-03-24 16:21:53 INFO 0:00:15.699420s elapsed
+2024-03-24 16:21:53 INFO Epoch 29 / 5000:
+2024-03-24 16:22:05 INFO lr: 4.9710e-05 - loss: 0.0029 - UP: 86.30% UR: 70.88% UF: 77.83% P: 86.27% R: 70.85% F: 77.80%
+2024-03-24 16:22:07 INFO dev:  loss: nan - UP: 57.76% UR: 40.90% UF: 47.89% P: 56.55% R: 40.05% F: 46.89%
+2024-03-24 16:22:08 INFO test: loss: nan - UP: 52.20% UR: 35.05% UF: 41.94% P: 50.60% R: 33.97% F: 40.65%
+2024-03-24 16:22:08 INFO 0:00:15.548539s elapsed
+2024-03-24 16:22:08 INFO Epoch 30 / 5000:
+2024-03-24 16:22:21 INFO lr: 4.9700e-05 - loss: 0.0032 - UP: 87.89% UR: 74.08% UF: 80.39% P: 87.87% R: 74.06% F: 80.37%
+2024-03-24 16:22:22 INFO dev:  loss: nan - UP: 60.47% UR: 37.00% UF: 45.91% P: 58.81% R: 35.99% F: 44.66%
+2024-03-24 16:22:24 INFO test: loss: nan - UP: 54.30% UR: 32.92% UF: 40.99% P: 52.21% R: 31.65% F: 39.41%
+2024-03-24 16:22:24 INFO 0:00:15.436228s elapsed
+2024-03-24 16:22:24 INFO Epoch 31 / 5000:
+2024-03-24 16:22:36 INFO lr: 4.9690e-05 - loss: 0.0002 - UP: 87.59% UR: 74.33% UF: 80.42% P: 87.53% R: 74.28% F: 80.37%
+2024-03-24 16:22:38 INFO dev:  loss: nan - UP: 56.81% UR: 39.26% UF: 46.43% P: 55.48% R: 38.33% F: 45.34%
+2024-03-24 16:22:39 INFO test: loss: nan - UP: 52.41% UR: 35.39% UF: 42.25% P: 50.13% R: 33.85% F: 40.41%
+2024-03-24 16:22:39 INFO 0:00:15.396754s elapsed
+2024-03-24 16:22:39 INFO Epoch 32 / 5000:
+2024-03-24 16:22:51 INFO lr: 4.9680e-05 - loss: 0.0026 - UP: 88.57% UR: 77.87% UF: 82.88% P: 88.56% R: 77.86% F: 82.86%
+2024-03-24 16:22:53 INFO dev:  loss: nan - UP: 60.53% UR: 39.48% UF: 47.79% P: 59.32% R: 38.69% F: 46.84%
+2024-03-24 16:22:54 INFO test: loss: nan - UP: 52.99% UR: 33.51% UF: 41.06% P: 51.05% R: 32.28% F: 39.55%
+2024-03-24 16:22:54 INFO 0:00:15.368124s elapsed
+2024-03-24 16:22:54 INFO Epoch 33 / 5000:
+2024-03-24 16:23:07 INFO lr: 4.9670e-05 - loss: 0.0040 - UP: 88.22% UR: 77.93% UF: 82.76% P: 88.09% R: 77.82% F: 82.64%
+2024-03-24 16:23:08 INFO dev:  loss: nan - UP: 55.57% UR: 36.76% UF: 44.25% P: 53.97% R: 35.70% F: 42.97%
+2024-03-24 16:23:10 INFO test: loss: nan - UP: 51.33% UR: 34.35% UF: 41.16% P: 49.05% R: 32.83% F: 39.34%
+2024-03-24 16:23:10 INFO 0:00:15.340751s elapsed
+2024-03-24 16:23:10 INFO Epoch 34 / 5000:
+2024-03-24 16:23:22 INFO lr: 4.9660e-05 - loss: 0.0017 - UP: 88.69% UR: 75.84% UF: 81.76% P: 88.61% R: 75.77% F: 81.68%
+2024-03-24 16:23:24 INFO dev:  loss: nan - UP: 61.74% UR: 33.65% UF: 43.56% P: 59.63% R: 32.50% F: 42.07%
+2024-03-24 16:23:25 INFO test: loss: nan - UP: 57.24% UR: 30.83% UF: 40.07% P: 54.61% R: 29.41% F: 38.23%
+2024-03-24 16:23:25 INFO 0:00:15.400696s elapsed
+2024-03-24 16:23:25 INFO Epoch 35 / 5000:
+2024-03-24 16:23:38 INFO lr: 4.9650e-05 - loss: 0.0089 - UP: 76.62% UR: 59.85% UF: 67.20% P: 76.43% R: 59.70% F: 67.04%
+2024-03-24 16:23:39 INFO dev:  loss: nan - UP: 55.17% UR: 26.91% UF: 36.18% P: 53.00% R: 25.86% F: 34.76%
+2024-03-24 16:23:41 INFO test: loss: nan - UP: 53.01% UR: 26.64% UF: 35.46% P: 49.94% R: 25.10% F: 33.41%
+2024-03-24 16:23:41 INFO 0:00:15.392963s elapsed
+2024-03-24 16:23:41 INFO Epoch 36 / 5000:
+2024-03-24 16:23:53 INFO lr: 4.9640e-05 - loss: 0.0224 - UP: 70.74% UR: 36.21% UF: 47.90% P: 70.29% R: 35.98% F: 47.60%
+2024-03-24 16:23:54 INFO dev:  loss: nan - UP: 49.76% UR: 27.68% UF: 35.57% P: 47.77% R: 26.58% F: 34.15%
+2024-03-24 16:23:56 INFO test: loss: nan - UP: 48.82% UR: 25.46% UF: 33.47% P: 46.23% R: 24.11% F: 31.69%
+2024-03-24 16:23:56 INFO 0:00:15.415774s elapsed
+2024-03-24 16:23:56 INFO Epoch 37 / 5000:
+2024-03-24 16:24:08 INFO lr: 4.9630e-05 - loss: 0.0061 - UP: 74.54% UR: 47.40% UF: 57.95% P: 74.13% R: 47.14% F: 57.63%
+2024-03-24 16:24:10 INFO dev:  loss: nan - UP: 55.05% UR: 27.52% UF: 36.70% P: 54.23% R: 27.12% F: 36.16%
+2024-03-24 16:24:11 INFO test: loss: nan - UP: 53.29% UR: 27.07% UF: 35.90% P: 51.54% R: 26.18% F: 34.72%
+2024-03-24 16:24:11 INFO 0:00:15.487821s elapsed
+2024-03-24 16:24:11 INFO Epoch 38 / 5000:
+2024-03-24 16:24:24 INFO lr: 4.9620e-05 - loss: 0.0094 - UP: 77.15% UR: 49.94% UF: 60.63% P: 76.97% R: 49.83% F: 60.50%
+2024-03-24 16:24:25 INFO dev:  loss: nan - UP: 59.35% UR: 25.65% UF: 35.82% P: 57.32% R: 24.77% F: 34.60%
+2024-03-24 16:24:27 INFO test: loss: nan - UP: 56.08% UR: 24.66% UF: 34.25% P: 53.15% R: 23.37% F: 32.46%
+2024-03-24 16:24:27 INFO 0:00:15.587043s elapsed
+2024-03-24 16:24:27 INFO Epoch 39 / 5000:
+2024-03-24 16:24:40 INFO lr: 4.9610e-05 - loss: 0.0022 - UP: 82.45% UR: 62.21% UF: 70.91% P: 82.39% R: 62.16% F: 70.86%
+2024-03-24 16:24:42 INFO dev:  loss: nan - UP: 54.84% UR: 36.89% UF: 44.11% P: 53.16% R: 35.77% F: 42.76%
+2024-03-24 16:24:43 INFO test: loss: nan - UP: 51.14% UR: 34.06% UF: 40.89% P: 48.86% R: 32.54% F: 39.06%
+2024-03-24 16:24:43 INFO 0:00:16.036087s elapsed
+2024-03-24 16:24:43 INFO Epoch 40 / 5000:
+2024-03-24 16:24:56 INFO lr: 4.9600e-05 - loss: 0.0020 - UP: 86.98% UR: 71.62% UF: 78.56% P: 86.92% R: 71.56% F: 78.50%
+2024-03-24 16:24:57 INFO dev:  loss: nan - UP: 54.23% UR: 41.71% UF: 47.15% P: 52.91% R: 40.70% F: 46.01%
+2024-03-24 16:24:59 INFO test: loss: nan - UP: 51.18% UR: 37.50% UF: 43.29% P: 49.51% R: 36.28% F: 41.87%
+2024-03-24 16:24:59 INFO 0:00:15.520270s elapsed
+2024-03-24 16:24:59 INFO Epoch 41 / 5000:
+2024-03-24 16:25:11 INFO lr: 4.9590e-05 - loss: 0.0033 - UP: 87.69% UR: 76.16% UF: 81.51% P: 87.69% R: 76.16% F: 81.51%
+2024-03-24 16:25:13 INFO dev:  loss: nan - UP: 57.30% UR: 39.32% UF: 46.64% P: 55.76% R: 38.27% F: 45.39%
+2024-03-24 16:25:14 INFO test: loss: nan - UP: 52.84% UR: 34.95% UF: 42.07% P: 51.02% R: 33.74% F: 40.62%
+2024-03-24 16:25:14 INFO 0:00:15.591691s elapsed
+2024-03-24 16:25:14 INFO Epoch 42 / 5000:
+2024-03-24 16:25:27 INFO lr: 4.9580e-05 - loss: nan - UP: 89.08% UR: 78.14% UF: 83.25% P: 89.06% R: 78.13% F: 83.24%
+2024-03-24 16:25:28 INFO dev:  loss: nan - UP: 54.46% UR: 42.36% UF: 47.66% P: 52.81% R: 41.08% F: 46.21%
+2024-03-24 16:25:30 INFO test: loss: nan - UP: 49.69% UR: 36.89% UF: 42.34% P: 47.87% R: 35.54% F: 40.79%
+2024-03-24 16:25:30 INFO 0:00:15.579862s elapsed
+2024-03-24 16:25:30 INFO Epoch 43 / 5000:
+2024-03-24 16:25:42 INFO lr: 4.9570e-05 - loss: 0.0047 - UP: 89.70% UR: 80.10% UF: 84.63% P: 89.69% R: 80.08% F: 84.62%
+2024-03-24 16:25:44 INFO dev:  loss: nan - UP: 56.22% UR: 41.53% UF: 47.77% P: 54.73% R: 40.43% F: 46.50%
+2024-03-24 16:25:45 INFO test: loss: nan - UP: 52.17% UR: 35.07% UF: 41.95% P: 49.94% R: 33.57% F: 40.15%
+2024-03-24 16:25:45 INFO 0:00:15.552129s elapsed
+2024-03-24 16:25:45 INFO Epoch 44 / 5000:
+2024-03-24 16:25:58 INFO lr: 4.9560e-05 - loss: 0.0011 - UP: 89.75% UR: 81.30% UF: 85.31% P: 89.69% R: 81.24% F: 85.26%
+2024-03-24 16:25:59 INFO dev:  loss: nan - UP: 56.00% UR: 40.79% UF: 47.20% P: 54.42% R: 39.64% F: 45.87%
+2024-03-24 16:26:01 INFO test: loss: nan - UP: 51.78% UR: 36.64% UF: 42.91% P: 49.93% R: 35.33% F: 41.38%
+2024-03-24 16:26:01 INFO 0:00:15.538504s elapsed
+2024-03-24 16:26:01 INFO Epoch 45 / 5000:
+2024-03-24 16:26:13 INFO lr: 4.9550e-05 - loss: 0.0022 - UP: 90.15% UR: 81.23% UF: 85.46% P: 90.13% R: 81.22% F: 85.44%
+2024-03-24 16:26:15 INFO dev:  loss: nan - UP: 56.44% UR: 42.05% UF: 48.19% P: 54.96% R: 40.95% F: 46.93%
+2024-03-24 16:26:16 INFO test: loss: nan - UP: 53.88% UR: 36.53% UF: 43.54% P: 51.76% R: 35.09% F: 41.83%
+2024-03-24 16:26:16 INFO 0:00:15.557555s elapsed
+2024-03-24 16:26:16 INFO Epoch 46 / 5000:
+2024-03-24 16:26:29 INFO lr: 4.9540e-05 - loss: 0.0031 - UP: 91.85% UR: 83.79% UF: 87.64% P: 91.82% R: 83.75% F: 87.60%
+2024-03-24 16:26:30 INFO dev:  loss: nan - UP: 62.22% UR: 36.28% UF: 45.84% P: 60.83% R: 35.47% F: 44.81%
+2024-03-24 16:26:32 INFO test: loss: nan - UP: 58.02% UR: 31.80% UF: 41.08% P: 55.98% R: 30.68% F: 39.63%
+2024-03-24 16:26:32 INFO 0:00:15.560340s elapsed
+2024-03-24 16:26:32 INFO Epoch 47 / 5000:
+2024-03-24 16:26:45 INFO lr: 4.9530e-05 - loss: 0.0019 - UP: 91.69% UR: 85.07% UF: 88.26% P: 91.67% R: 85.06% F: 88.24%
+2024-03-24 16:26:46 INFO dev:  loss: nan - UP: 60.49% UR: 37.34% UF: 46.18% P: 58.88% R: 36.35% F: 44.95%
+2024-03-24 16:26:48 INFO test: loss: nan - UP: 57.45% UR: 33.38% UF: 42.23% P: 55.38% R: 32.18% F: 40.71%
+2024-03-24 16:26:48 INFO 0:00:15.650900s elapsed
+2024-03-24 16:26:48 INFO Epoch 48 / 5000:
+2024-03-24 16:27:00 INFO lr: 4.9520e-05 - loss: 0.0005 - UP: 92.69% UR: 86.32% UF: 89.39% P: 92.68% R: 86.31% F: 89.39%
+2024-03-24 16:27:02 INFO dev:  loss: nan - UP: 59.17% UR: 37.43% UF: 45.85% P: 57.71% R: 36.51% F: 44.72%
+2024-03-24 16:27:03 INFO test: loss: nan - UP: 57.22% UR: 33.72% UF: 42.44% P: 55.18% R: 32.52% F: 40.92%
+2024-03-24 16:27:03 INFO 0:00:15.612157s elapsed
+2024-03-24 16:27:03 INFO Epoch 49 / 5000:
+2024-03-24 16:27:16 INFO lr: 4.9510e-05 - loss: 0.0026 - UP: 92.32% UR: 86.86% UF: 89.51% P: 92.30% R: 86.85% F: 89.49%
+2024-03-24 16:27:17 INFO dev:  loss: nan - UP: 54.28% UR: 41.73% UF: 47.19% P: 52.84% R: 40.63% F: 45.94%
+2024-03-24 16:27:19 INFO test: loss: nan - UP: 51.97% UR: 37.31% UF: 43.44% P: 50.26% R: 36.09% F: 42.01%
+2024-03-24 16:27:19 INFO 0:00:15.605165s elapsed
+2024-03-24 16:27:19 INFO Epoch 50 / 5000:
+2024-03-24 16:27:31 INFO lr: 4.9500e-05 - loss: 0.0008 - UP: 93.36% UR: 88.42% UF: 90.82% P: 93.35% R: 88.41% F: 90.82%
+2024-03-24 16:27:33 INFO dev:  loss: nan - UP: 55.10% UR: 42.73% UF: 48.13% P: 53.47% R: 41.46% F: 46.71%
+2024-03-24 16:27:34 INFO test: loss: nan - UP: 50.67% UR: 37.67% UF: 43.21% P: 48.96% R: 36.40% F: 41.76%
+2024-03-24 16:27:34 INFO 0:00:15.599527s elapsed
+2024-03-24 16:27:34 INFO Epoch 51 / 5000:
+2024-03-24 16:27:47 INFO lr: 4.9490e-05 - loss: 0.0009 - UP: 93.25% UR: 89.02% UF: 91.08% P: 93.23% R: 89.00% F: 91.06%
+2024-03-24 16:27:49 INFO dev:  loss: nan - UP: 57.47% UR: 41.24% UF: 48.02% P: 55.74% R: 40.00% F: 46.58%
+2024-03-24 16:27:50 INFO test: loss: nan - UP: 53.68% UR: 36.23% UF: 43.26% P: 51.55% R: 34.80% F: 41.55%
+2024-03-24 16:27:50 INFO 0:00:15.630996s elapsed
+2024-03-24 16:27:50 INFO Epoch 52 / 5000:
+2024-03-24 16:28:03 INFO lr: 4.9480e-05 - loss: 0.0021 - UP: 93.91% UR: 89.29% UF: 91.54% P: 93.91% R: 89.29% F: 91.54%
+2024-03-24 16:28:04 INFO dev:  loss: nan - UP: 55.32% UR: 42.14% UF: 47.84% P: 53.93% R: 41.08% F: 46.64%
+2024-03-24 16:28:06 INFO test: loss: nan - UP: 53.40% UR: 36.97% UF: 43.70% P: 51.57% R: 35.71% F: 42.20%
+2024-03-24 16:28:06 INFO 0:00:15.676717s elapsed
+2024-03-24 16:28:06 INFO Epoch 53 / 5000:
+2024-03-24 16:28:18 INFO lr: 4.9470e-05 - loss: 0.0008 - UP: 94.07% UR: 89.00% UF: 91.47% P: 94.05% R: 88.99% F: 91.45%
+2024-03-24 16:28:20 INFO dev:  loss: nan - UP: 55.95% UR: 41.91% UF: 47.93% P: 54.18% R: 40.59% F: 46.41%
+2024-03-24 16:28:21 INFO test: loss: nan - UP: 51.39% UR: 35.88% UF: 42.25% P: 49.46% R: 34.52% F: 40.66%
+2024-03-24 16:28:21 INFO 0:00:15.641875s elapsed
+2024-03-24 16:28:30 INFO Epoch 23 saved
+2024-03-24 16:28:30 INFO dev:  UP: 58.31% UR: 41.26% UF: 48.32% P: 56.68% R: 40.11% F: 46.98%
+2024-03-24 16:28:30 INFO test: UP: 51.53% UR: 35.50% UF: 42.04% P: 49.66% R: 34.21% F: 40.51%
+2024-03-24 16:28:30 INFO 0:13:36.722494s elapsed, 0:00:15.409858s/epoch