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models/mpqa/sdp_byMTLD_asc/80/model_vi_mpqa_roberta_6 +1 -1
models/mpqa/sdp_byMTLD_asc/80/model_vi_mpqa_roberta_6.train.log +528 -528
models/mpqa/sdp_byMTLD_asc/80/model_vi_mpqa_xlm_10 +1 -1
models/mpqa/sdp_byMTLD_asc/80/model_vi_mpqa_xlm_10.train.log +552 -552
models/mpqa/sdp_byMTLD_asc/80/model_vi_mpqa_xlm_6 +3 -0
models/mpqa/sdp_byMTLD_asc/80/model_vi_mpqa_xlm_6.train.log +1056 -0
models/mpqa/sdp_byMTLD_asc/80/model_vi_mpqa_xlm_9 +3 -0
models/mpqa/sdp_byMTLD_asc/80/model_vi_mpqa_xlm_9.train.log +655 -0

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@@ -1,4 +1,4 @@
-2024-01-01 04:12:35 INFO
 ---------------------+-------------------------------
 Param                |             Value
 ---------------------+-------------------------------
@@ -14,7 +14,7 @@ warmup               |              0.0
 update_steps         |               1
 mode                 |             train
 path                 | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byMTLD_asc/80/model_vi_mpqa_roberta_6
-device               |               1
 seed                 |               1
 threads              |               16
 local_rank           |               -1
@@ -35,13 +35,13 @@ bert                 |          roberta-base
 inference            |              mfvi
 ---------------------+-------------------------------
-2024-01-01 04:12:35 INFO Building the fields
-2024-01-01 04:12:36 INFO CoNLL(
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
  (labels): ChartField()
 )
-2024-01-01 04:12:36 INFO Building the model
-2024-01-01 04:12:38 INFO VISemanticDependencyModel(
   (encoder): TransformerEmbedding(roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
   (encoder_dropout): Dropout(p=0.33, inplace=False)
   (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
@@ -60,529 +60,529 @@ inference            |              mfvi
   (inference): SemanticDependencyMFVI(max_iter=3)
 )
-2024-01-01 04:12:38 INFO Loading the data
-2024-01-01 04:12:45 INFO
 train: Dataset(n_sentences=4697, n_batches=32, n_buckets=32)
 dev:   Dataset(n_sentences=1649, n_batches=32, n_buckets=32)
 test:  Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
-2024-01-01 04:12:45 INFO Epoch 1 / 5000:
-2024-01-01 04:12:53 INFO lr: 4.9990e-05 - loss: 0.1008 - UP:  0.43% UR:  4.90% UF:  0.79% P:  0.05% R:  0.52% F:  0.08%
-2024-01-01 04:12:54 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 04:12:56 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 04:12:56 INFO 0:00:10.672525s elapsed
-2024-01-01 04:12:56 INFO Epoch 2 / 5000:
-2024-01-01 04:13:03 INFO lr: 4.9980e-05 - loss: 0.0526 - UP: 11.83% UR:  0.26% UF:  0.51% P: 10.75% R:  0.24% F:  0.46%
-2024-01-01 04:13:04 INFO dev:  loss: nan - UP: 40.00% UR:  0.16% UF:  0.31% P: 30.00% R:  0.12% F:  0.23%
-2024-01-01 04:13:06 INFO test: loss: nan - UP: 61.90% UR:  0.27% UF:  0.55% P: 61.90% R:  0.27% F:  0.55%
-2024-01-01 04:13:08 INFO 0:00:10.127458s elapsed (saved)
-2024-01-01 04:13:08 INFO Epoch 3 / 5000:
-2024-01-01 04:13:15 INFO lr: 4.9970e-05 - loss: 0.0733 - UP: 34.31% UR:  1.38% UF:  2.66% P: 30.79% R:  1.24% F:  2.39%
-2024-01-01 04:13:16 INFO dev:  loss: nan - UP: 77.27% UR:  0.66% UF:  1.32% P: 68.18% R:  0.59% F:  1.16%
-2024-01-01 04:13:18 INFO test: loss: nan - UP: 60.00% UR:  0.44% UF:  0.88% P: 57.14% R:  0.42% F:  0.84%
-2024-01-01 04:13:20 INFO 0:00:10.096897s elapsed (saved)
-2024-01-01 04:13:20 INFO Epoch 4 / 5000:
-2024-01-01 04:13:28 INFO lr: 4.9960e-05 - loss: 0.0421 - UP: 34.12% UR:  3.08% UF:  5.64% P: 32.15% R:  2.90% F:  5.32%
-2024-01-01 04:13:29 INFO dev:  loss: nan - UP: 69.57% UR:  1.87% UF:  3.65% P: 66.67% R:  1.80% F:  3.50%
-2024-01-01 04:13:30 INFO test: loss: nan - UP: 59.85% UR:  1.73% UF:  3.37% P: 56.93% R:  1.65% F:  3.20%
-2024-01-01 04:13:33 INFO 0:00:10.082840s elapsed (saved)
-2024-01-01 04:13:33 INFO Epoch 5 / 5000:
-2024-01-01 04:13:41 INFO lr: 4.9950e-05 - loss: 0.0238 - UP: 50.82% UR:  6.98% UF: 12.27% P: 49.44% R:  6.79% F: 11.94%
-2024-01-01 04:13:42 INFO dev:  loss: nan - UP: 50.32% UR:  6.09% UF: 10.87% P: 48.71% R:  5.90% F: 10.52%
-2024-01-01 04:13:43 INFO test: loss: nan - UP: 43.66% UR:  5.09% UF:  9.12% P: 41.85% R:  4.88% F:  8.74%
-2024-01-01 04:13:46 INFO 0:00:10.182000s elapsed (saved)
-2024-01-01 04:13:46 INFO Epoch 6 / 5000:
-2024-01-01 04:13:53 INFO lr: 4.9940e-05 - loss: 0.0198 - UP: 50.71% UR: 11.34% UF: 18.54% P: 49.87% R: 11.15% F: 18.23%
-2024-01-01 04:13:54 INFO dev:  loss: nan - UP: 71.06% UR:  8.63% UF: 15.40% P: 67.20% R:  8.16% F: 14.56%
-2024-01-01 04:13:56 INFO test: loss: nan - UP: 60.40% UR:  6.32% UF: 11.44% P: 55.96% R:  5.85% F: 10.60%
-2024-01-01 04:13:58 INFO 0:00:10.155479s elapsed (saved)
-2024-01-01 04:13:58 INFO Epoch 7 / 5000:
-2024-01-01 04:14:06 INFO lr: 4.9930e-05 - loss: 0.0036 - UP: 60.09% UR: 18.49% UF: 28.27% P: 58.98% R: 18.14% F: 27.75%
-2024-01-01 04:14:07 INFO dev:  loss: nan - UP: 46.74% UR: 21.25% UF: 29.22% P: 44.93% R: 20.43% F: 28.09%
-2024-01-01 04:14:09 INFO test: loss: nan - UP: 39.87% UR: 20.14% UF: 26.76% P: 38.24% R: 19.31% F: 25.66%
-2024-01-01 04:14:11 INFO 0:00:10.136292s elapsed (saved)
-2024-01-01 04:14:11 INFO Epoch 8 / 5000:
-2024-01-01 04:14:19 INFO lr: 4.9920e-05 - loss: 0.0200 - UP: 61.61% UR: 22.87% UF: 33.36% P: 60.88% R: 22.60% F: 32.97%
-2024-01-01 04:14:20 INFO dev:  loss: nan - UP: 78.54% UR:  7.58% UF: 13.82% P: 75.71% R:  7.30% F: 13.32%
-2024-01-01 04:14:21 INFO test: loss: nan - UP: 66.20% UR:  6.04% UF: 11.07% P: 61.81% R:  5.64% F: 10.34%
-2024-01-01 04:14:21 INFO 0:00:10.167256s elapsed
-2024-01-01 04:14:21 INFO Epoch 9 / 5000:
-2024-01-01 04:14:29 INFO lr: 4.9910e-05 - loss: 0.0120 - UP: 66.87% UR: 29.21% UF: 40.66% P: 66.27% R: 28.95% F: 40.30%
-2024-01-01 04:14:30 INFO dev:  loss: nan - UP: 61.52% UR: 13.55% UF: 22.22% P: 57.62% R: 12.70% F: 20.81%
-2024-01-01 04:14:31 INFO test: loss: nan - UP: 58.32% UR: 11.92% UF: 19.79% P: 54.60% R: 11.16% F: 18.53%
-2024-01-01 04:14:31 INFO 0:00:10.179136s elapsed
-2024-01-01 04:14:31 INFO Epoch 10 / 5000:
-2024-01-01 04:14:39 INFO lr: 4.9900e-05 - loss: 0.0166 - UP: 69.54% UR: 33.08% UF: 44.83% P: 69.14% R: 32.89% F: 44.58%
-2024-01-01 04:14:40 INFO dev:  loss: nan - UP: 56.49% UR: 21.41% UF: 31.05% P: 54.33% R: 20.59% F: 29.86%
-2024-01-01 04:14:42 INFO test: loss: nan - UP: 53.16% UR: 19.73% UF: 28.78% P: 50.94% R: 18.91% F: 27.58%
-2024-01-01 04:14:44 INFO 0:00:10.201172s elapsed (saved)
-2024-01-01 04:14:44 INFO Epoch 11 / 5000:
-2024-01-01 04:14:52 INFO lr: 4.9890e-05 - loss: 0.0087 - UP: 70.26% UR: 36.75% UF: 48.26% P: 69.86% R: 36.53% F: 47.98%
-2024-01-01 04:14:53 INFO dev:  loss: nan - UP: 59.59% UR: 19.53% UF: 29.42% P: 56.26% R: 18.44% F: 27.77%
-2024-01-01 04:14:54 INFO test: loss: nan - UP: 55.22% UR: 19.54% UF: 28.87% P: 52.36% R: 18.53% F: 27.37%
-2024-01-01 04:14:54 INFO 0:00:10.146181s elapsed
-2024-01-01 04:14:54 INFO Epoch 12 / 5000:
-2024-01-01 04:15:02 INFO lr: 4.9880e-05 - loss: 0.0071 - UP: 72.83% UR: 41.69% UF: 53.03% P: 72.71% R: 41.62% F: 52.94%
-2024-01-01 04:15:03 INFO dev:  loss: nan - UP: 63.06% UR: 20.47% UF: 30.91% P: 59.69% R: 19.37% F: 29.25%
-2024-01-01 04:15:04 INFO test: loss: nan - UP: 56.75% UR: 20.71% UF: 30.34% P: 54.08% R: 19.73% F: 28.92%
-2024-01-01 04:15:04 INFO 0:00:10.170297s elapsed
-2024-01-01 04:15:04 INFO Epoch 13 / 5000:
-2024-01-01 04:15:12 INFO lr: 4.9870e-05 - loss: 0.0103 - UP: 73.44% UR: 48.21% UF: 58.21% P: 73.32% R: 48.13% F: 58.11%
-2024-01-01 04:15:13 INFO dev:  loss: nan - UP: 54.79% UR: 31.52% UF: 40.02% P: 52.55% R: 30.23% F: 38.38%
-2024-01-01 04:15:15 INFO test: loss: nan - UP: 49.06% UR: 29.30% UF: 36.69% P: 46.41% R: 27.72% F: 34.71%
-2024-01-01 04:15:17 INFO 0:00:10.213232s elapsed (saved)
-2024-01-01 04:15:17 INFO Epoch 14 / 5000:
-2024-01-01 04:15:25 INFO lr: 4.9860e-05 - loss: 0.0051 - UP: 78.94% UR: 44.87% UF: 57.22% P: 78.61% R: 44.68% F: 56.98%
-2024-01-01 04:15:25 INFO dev:  loss: nan - UP: 57.52% UR: 29.14% UF: 38.68% P: 55.90% R: 28.32% F: 37.59%
-2024-01-01 04:15:27 INFO test: loss: nan - UP: 52.70% UR: 26.37% UF: 35.15% P: 50.21% R: 25.12% F: 33.49%
-2024-01-01 04:15:27 INFO 0:00:10.114838s elapsed
-2024-01-01 04:15:27 INFO Epoch 15 / 5000:
-2024-01-01 04:15:35 INFO lr: 4.9850e-05 - loss: 0.0063 - UP: 77.08% UR: 51.74% UF: 61.92% P: 76.81% R: 51.57% F: 61.71%
-2024-01-01 04:15:36 INFO dev:  loss: nan - UP: 52.77% UR: 30.55% UF: 38.69% P: 50.40% R: 29.18% F: 36.96%
-2024-01-01 04:15:37 INFO test: loss: nan - UP: 48.49% UR: 27.40% UF: 35.02% P: 45.98% R: 25.99% F: 33.21%
-2024-01-01 04:15:37 INFO 0:00:10.216682s elapsed
-2024-01-01 04:15:37 INFO Epoch 16 / 5000:
-2024-01-01 04:15:45 INFO lr: 4.9840e-05 - loss: nan - UP: 82.17% UR: 54.94% UF: 65.85% P: 82.01% R: 54.83% F: 65.72%
-2024-01-01 04:15:46 INFO dev:  loss: nan - UP: 61.69% UR: 24.84% UF: 35.42% P: 58.97% R: 23.75% F: 33.86%
-2024-01-01 04:15:47 INFO test: loss: nan - UP: 54.16% UR: 23.24% UF: 32.53% P: 51.30% R: 22.02% F: 30.81%
-2024-01-01 04:15:47 INFO 0:00:10.236960s elapsed
-2024-01-01 04:15:47 INFO Epoch 17 / 5000:
-2024-01-01 04:15:55 INFO lr: 4.9830e-05 - loss: 0.0000 - UP: 82.81% UR: 59.99% UF: 69.57% P: 82.78% R: 59.96% F: 69.55%
-2024-01-01 04:15:56 INFO dev:  loss: nan - UP: 58.07% UR: 31.48% UF: 40.83% P: 56.20% R: 30.47% F: 39.51%
-2024-01-01 04:15:58 INFO test: loss: nan - UP: 50.07% UR: 29.81% UF: 37.37% P: 47.66% R: 28.38% F: 35.57%
-2024-01-01 04:16:00 INFO 0:00:10.249126s elapsed (saved)
-2024-01-01 04:16:00 INFO Epoch 18 / 5000:
-2024-01-01 04:16:07 INFO lr: 4.9820e-05 - loss: 0.0165 - UP: 71.08% UR: 44.79% UF: 54.95% P: 70.83% R: 44.64% F: 54.76%
-2024-01-01 04:16:08 INFO dev:  loss: nan - UP: 57.61% UR: 19.22% UF: 28.82% P: 55.62% R: 18.55% F: 27.83%
-2024-01-01 04:16:10 INFO test: loss: nan - UP: 51.38% UR: 18.47% UF: 27.17% P: 50.32% R: 18.09% F: 26.61%
-2024-01-01 04:16:10 INFO 0:00:10.152732s elapsed
-2024-01-01 04:16:10 INFO Epoch 19 / 5000:
-2024-01-01 04:16:18 INFO lr: 4.9810e-05 - loss: 0.0159 - UP: 70.08% UR: 42.19% UF: 52.67% P: 69.23% R: 41.68% F: 52.03%
-2024-01-01 04:16:19 INFO dev:  loss: nan - UP: 49.11% UR: 31.33% UF: 38.25% P: 46.66% R: 29.77% F: 36.35%
-2024-01-01 04:16:20 INFO test: loss: nan - UP: 40.52% UR: 28.82% UF: 33.68% P: 38.68% R: 27.51% F: 32.15%
-2024-01-01 04:16:20 INFO 0:00:10.239537s elapsed
-2024-01-01 04:16:20 INFO Epoch 20 / 5000:
-2024-01-01 04:16:28 INFO lr: 4.9800e-05 - loss: 0.0123 - UP: 74.58% UR: 41.56% UF: 53.38% P: 74.17% R: 41.34% F: 53.09%
-2024-01-01 04:16:29 INFO dev:  loss: nan - UP: 51.39% UR: 25.27% UF: 33.88% P: 48.93% R: 24.06% F: 32.26%
-2024-01-01 04:16:30 INFO test: loss: nan - UP: 47.76% UR: 24.83% UF: 32.67% P: 45.33% R: 23.56% F: 31.00%
-2024-01-01 04:16:30 INFO 0:00:10.245640s elapsed
-2024-01-01 04:16:30 INFO Epoch 21 / 5000:
-2024-01-01 04:16:38 INFO lr: 4.9790e-05 - loss: 0.0046 - UP: 76.61% UR: 51.83% UF: 61.83% P: 76.50% R: 51.76% F: 61.74%
-2024-01-01 04:16:39 INFO dev:  loss: nan - UP: 60.81% UR: 21.76% UF: 32.05% P: 58.41% R: 20.90% F: 30.78%
-2024-01-01 04:16:41 INFO test: loss: nan - UP: 55.09% UR: 21.51% UF: 30.94% P: 52.38% R: 20.45% F: 29.42%
-2024-01-01 04:16:41 INFO 0:00:10.256000s elapsed
-2024-01-01 04:16:41 INFO Epoch 22 / 5000:
-2024-01-01 04:16:48 INFO lr: 4.9780e-05 - loss: 0.0078 - UP: 79.18% UR: 54.55% UF: 64.59% P: 78.87% R: 54.33% F: 64.34%
-2024-01-01 04:16:49 INFO dev:  loss: nan - UP: 52.08% UR: 35.78% UF: 42.42% P: 49.80% R: 34.22% F: 40.56%
-2024-01-01 04:16:51 INFO test: loss: nan - UP: 42.46% UR: 33.32% UF: 37.34% P: 40.60% R: 31.86% F: 35.70%
-2024-01-01 04:16:53 INFO 0:00:10.252889s elapsed (saved)
-2024-01-01 04:16:53 INFO Epoch 23 / 5000:
-2024-01-01 04:17:01 INFO lr: 4.9770e-05 - loss: 0.0071 - UP: 83.12% UR: 59.10% UF: 69.08% P: 82.95% R: 58.98% F: 68.94%
-2024-01-01 04:17:02 INFO dev:  loss: nan - UP: 57.96% UR: 32.58% UF: 41.71% P: 55.59% R: 31.25% F: 40.01%
-2024-01-01 04:17:04 INFO test: loss: nan - UP: 49.15% UR: 29.47% UF: 36.85% P: 47.22% R: 28.31% F: 35.40%
-2024-01-01 04:17:04 INFO 0:00:10.204084s elapsed
-2024-01-01 04:17:04 INFO Epoch 24 / 5000:
-2024-01-01 04:17:11 INFO lr: 4.9760e-05 - loss: 0.0061 - UP: 82.58% UR: 63.12% UF: 71.55% P: 82.50% R: 63.06% F: 71.48%
-2024-01-01 04:17:12 INFO dev:  loss: nan - UP: 52.63% UR: 36.68% UF: 43.23% P: 50.17% R: 34.96% F: 41.21%
-2024-01-01 04:17:14 INFO test: loss: nan - UP: 46.22% UR: 33.57% UF: 38.89% P: 44.44% R: 32.28% F: 37.40%
-2024-01-01 04:17:16 INFO 0:00:10.214595s elapsed (saved)
-2024-01-01 04:17:16 INFO Epoch 25 / 5000:
-2024-01-01 04:17:24 INFO lr: 4.9750e-05 - loss: 0.0064 - UP: 86.14% UR: 67.83% UF: 75.89% P: 85.97% R: 67.70% F: 75.75%
-2024-01-01 04:17:25 INFO dev:  loss: nan - UP: 64.71% UR: 28.44% UF: 39.51% P: 61.78% R: 27.15% F: 37.72%
-2024-01-01 04:17:27 INFO test: loss: nan - UP: 57.14% UR: 26.71% UF: 36.40% P: 55.11% R: 25.76% F: 35.10%
-2024-01-01 04:17:27 INFO 0:00:10.143822s elapsed
-2024-01-01 04:17:27 INFO Epoch 26 / 5000:
-2024-01-01 04:17:34 INFO lr: 4.9740e-05 - loss: 0.0106 - UP: 84.23% UR: 65.77% UF: 73.87% P: 83.70% R: 65.36% F: 73.40%
-2024-01-01 04:17:35 INFO dev:  loss: nan - UP: 60.75% UR: 26.72% UF: 37.11% P: 57.73% R: 25.39% F: 35.27%
-2024-01-01 04:17:37 INFO test: loss: nan - UP: 55.26% UR: 26.96% UF: 36.24% P: 53.10% R: 25.90% F: 34.82%
-2024-01-01 04:17:37 INFO 0:00:10.163663s elapsed
-2024-01-01 04:17:37 INFO Epoch 27 / 5000:
-2024-01-01 04:17:44 INFO lr: 4.9730e-05 - loss: 0.0088 - UP: 84.62% UR: 64.79% UF: 73.39% P: 84.38% R: 64.61% F: 73.19%
-2024-01-01 04:17:45 INFO dev:  loss: nan - UP: 51.86% UR: 35.47% UF: 42.12% P: 49.17% R: 33.63% F: 39.94%
-2024-01-01 04:17:47 INFO test: loss: nan - UP: 47.53% UR: 32.47% UF: 38.58% P: 45.27% R: 30.93% F: 36.75%
-2024-01-01 04:17:47 INFO 0:00:10.225586s elapsed
-2024-01-01 04:17:47 INFO Epoch 28 / 5000:
-2024-01-01 04:17:55 INFO lr: 4.9720e-05 - loss: 0.0091 - UP: 83.38% UR: 66.58% UF: 74.04% P: 83.01% R: 66.28% F: 73.71%
-2024-01-01 04:17:56 INFO dev:  loss: nan - UP: 62.52% UR: 26.91% UF: 37.63% P: 58.44% R: 25.16% F: 35.17%
-2024-01-01 04:17:57 INFO test: loss: nan - UP: 54.51% UR: 24.53% UF: 33.83% P: 51.64% R: 23.24% F: 32.06%
-2024-01-01 04:17:57 INFO 0:00:10.211608s elapsed
-2024-01-01 04:17:57 INFO Epoch 29 / 5000:
-2024-01-01 04:18:05 INFO lr: 4.9710e-05 - loss: 0.0061 - UP: 86.42% UR: 70.10% UF: 77.41% P: 86.34% R: 70.03% F: 77.33%
-2024-01-01 04:18:06 INFO dev:  loss: nan - UP: 61.05% UR: 30.31% UF: 40.51% P: 57.59% R: 28.59% F: 38.21%
-2024-01-01 04:18:07 INFO test: loss: nan - UP: 52.24% UR: 29.52% UF: 37.72% P: 49.78% R: 28.12% F: 35.94%
-2024-01-01 04:18:07 INFO 0:00:10.147248s elapsed
-2024-01-01 04:18:07 INFO Epoch 30 / 5000:
-2024-01-01 04:18:15 INFO lr: 4.9700e-05 - loss: 0.0061 - UP: 87.02% UR: 72.02% UF: 78.81% P: 86.99% R: 71.99% F: 78.79%
-2024-01-01 04:18:16 INFO dev:  loss: nan - UP: 65.19% UR: 25.31% UF: 36.47% P: 63.48% R: 24.65% F: 35.51%
-2024-01-01 04:18:17 INFO test: loss: nan - UP: 57.76% UR: 26.35% UF: 36.19% P: 55.44% R: 25.29% F: 34.74%
-2024-01-01 04:18:17 INFO 0:00:10.187085s elapsed
-2024-01-01 04:18:17 INFO Epoch 31 / 5000:
-2024-01-01 04:18:25 INFO lr: 4.9690e-05 - loss: 0.0004 - UP: 87.74% UR: 74.93% UF: 80.83% P: 87.69% R: 74.88% F: 80.78%
-2024-01-01 04:18:26 INFO dev:  loss: nan - UP: 62.21% UR: 32.15% UF: 42.39% P: 59.49% R: 30.74% F: 40.54%
-2024-01-01 04:18:28 INFO test: loss: nan - UP: 54.98% UR: 30.32% UF: 39.08% P: 52.76% R: 29.09% F: 37.51%
-2024-01-01 04:18:28 INFO 0:00:10.227310s elapsed
-2024-01-01 04:18:28 INFO Epoch 32 / 5000:
-2024-01-01 04:18:35 INFO lr: 4.9680e-05 - loss: 0.0039 - UP: 88.80% UR: 77.19% UF: 82.59% P: 88.76% R: 77.15% F: 82.55%
-2024-01-01 04:18:36 INFO dev:  loss: nan - UP: 65.93% UR: 27.81% UF: 39.12% P: 63.33% R: 26.72% F: 37.58%
-2024-01-01 04:18:38 INFO test: loss: nan - UP: 59.13% UR: 27.91% UF: 37.92% P: 56.40% R: 26.62% F: 36.17%
-2024-01-01 04:18:38 INFO 0:00:10.220104s elapsed
-2024-01-01 04:18:38 INFO Epoch 33 / 5000:
-2024-01-01 04:18:46 INFO lr: 4.9670e-05 - loss: 0.0041 - UP: 90.33% UR: 80.12% UF: 84.92% P: 90.28% R: 80.07% F: 84.87%
-2024-01-01 04:18:47 INFO dev:  loss: nan - UP: 59.46% UR: 35.35% UF: 44.34% P: 56.77% R: 33.75% F: 42.33%
-2024-01-01 04:18:48 INFO test: loss: nan - UP: 53.93% UR: 32.94% UF: 40.90% P: 51.82% R: 31.65% F: 39.30%
-2024-01-01 04:18:50 INFO 0:00:10.272068s elapsed (saved)
-2024-01-01 04:18:50 INFO Epoch 34 / 5000:
-2024-01-01 04:18:58 INFO lr: 4.9660e-05 - loss: 0.0014 - UP: 91.11% UR: 80.58% UF: 85.52% P: 91.08% R: 80.56% F: 85.50%
-2024-01-01 04:18:59 INFO dev:  loss: nan - UP: 58.82% UR: 35.55% UF: 44.31% P: 56.17% R: 33.95% F: 42.32%
-2024-01-01 04:19:01 INFO test: loss: nan - UP: 52.66% UR: 33.45% UF: 40.91% P: 50.60% R: 32.14% F: 39.31%
-2024-01-01 04:19:01 INFO 0:00:10.231488s elapsed
-2024-01-01 04:19:01 INFO Epoch 35 / 5000:
-2024-01-01 04:19:08 INFO lr: 4.9650e-05 - loss: 0.0036 - UP: 90.78% UR: 81.64% UF: 85.97% P: 90.77% R: 81.63% F: 85.96%
-2024-01-01 04:19:09 INFO dev:  loss: nan - UP: 58.68% UR: 36.33% UF: 44.87% P: 55.71% R: 34.49% F: 42.61%
-2024-01-01 04:19:11 INFO test: loss: nan - UP: 51.50% UR: 33.81% UF: 40.82% P: 49.31% R: 32.37% F: 39.08%
-2024-01-01 04:19:13 INFO 0:00:10.231193s elapsed (saved)
-2024-01-01 04:19:13 INFO Epoch 36 / 5000:
-2024-01-01 04:19:21 INFO lr: 4.9640e-05 - loss: nan - UP: 90.83% UR: 82.27% UF: 86.34% P: 90.81% R: 82.25% F: 86.32%
-2024-01-01 04:19:22 INFO dev:  loss: nan - UP: 57.01% UR: 41.13% UF: 47.79% P: 54.36% R: 39.22% F: 45.56%
-2024-01-01 04:19:24 INFO test: loss: nan - UP: 47.75% UR: 37.74% UF: 42.16% P: 46.15% R: 36.47% F: 40.74%
-2024-01-01 04:19:26 INFO 0:00:10.137067s elapsed (saved)
-2024-01-01 04:19:26 INFO Epoch 37 / 5000:
-2024-01-01 04:19:34 INFO lr: 4.9630e-05 - loss: 0.0014 - UP: 92.19% UR: 83.49% UF: 87.62% P: 92.18% R: 83.48% F: 87.61%
-2024-01-01 04:19:35 INFO dev:  loss: nan - UP: 59.94% UR: 36.87% UF: 45.66% P: 56.89% R: 35.00% F: 43.34%
-2024-01-01 04:19:36 INFO test: loss: nan - UP: 53.72% UR: 35.58% UF: 42.81% P: 51.26% R: 33.95% F: 40.85%
-2024-01-01 04:19:36 INFO 0:00:10.098293s elapsed
-2024-01-01 04:19:36 INFO Epoch 38 / 5000:
-2024-01-01 04:19:44 INFO lr: 4.9620e-05 - loss: 0.0030 - UP: 92.31% UR: 84.88% UF: 88.44% P: 92.30% R: 84.87% F: 88.43%
-2024-01-01 04:19:45 INFO dev:  loss: nan - UP: 58.38% UR: 37.54% UF: 45.70% P: 55.59% R: 35.74% F: 43.51%
-2024-01-01 04:19:46 INFO test: loss: nan - UP: 51.38% UR: 35.28% UF: 41.84% P: 49.35% R: 33.89% F: 40.19%
-2024-01-01 04:19:46 INFO 0:00:10.163409s elapsed
-2024-01-01 04:19:46 INFO Epoch 39 / 5000:
-2024-01-01 04:19:54 INFO lr: 4.9610e-05 - loss: 0.0026 - UP: 92.90% UR: 86.15% UF: 89.40% P: 92.88% R: 86.14% F: 89.38%
-2024-01-01 04:19:55 INFO dev:  loss: nan - UP: 58.81% UR: 38.48% UF: 46.52% P: 55.94% R: 36.60% F: 44.25%
-2024-01-01 04:19:57 INFO test: loss: nan - UP: 52.56% UR: 36.04% UF: 42.76% P: 50.46% R: 34.61% F: 41.06%
-2024-01-01 04:19:57 INFO 0:00:10.186077s elapsed
-2024-01-01 04:19:57 INFO Epoch 40 / 5000:
-2024-01-01 04:20:04 INFO lr: 4.9600e-05 - loss: 0.0030 - UP: 92.72% UR: 85.72% UF: 89.09% P: 92.70% R: 85.70% F: 89.06%
-2024-01-01 04:20:05 INFO dev:  loss: nan - UP: 62.60% UR: 29.69% UF: 40.28% P: 59.39% R: 28.16% F: 38.21%
-2024-01-01 04:20:07 INFO test: loss: nan - UP: 58.64% UR: 30.19% UF: 39.86% P: 56.18% R: 28.92% F: 38.19%
-2024-01-01 04:20:07 INFO 0:00:10.140682s elapsed
-2024-01-01 04:20:07 INFO Epoch 41 / 5000:
-2024-01-01 04:20:14 INFO lr: 4.9590e-05 - loss: nan - UP: 91.44% UR: 82.61% UF: 86.80% P: 91.43% R: 82.60% F: 86.79%
-2024-01-01 04:20:15 INFO dev:  loss: nan - UP: 60.65% UR: 32.15% UF: 42.02% P: 58.22% R: 30.86% F: 40.34%
-2024-01-01 04:20:17 INFO test: loss: nan - UP: 54.46% UR: 29.30% UF: 38.10% P: 52.61% R: 28.31% F: 36.81%
-2024-01-01 04:20:17 INFO 0:00:10.167068s elapsed
-2024-01-01 04:20:17 INFO Epoch 42 / 5000:
-2024-01-01 04:20:25 INFO lr: 4.9580e-05 - loss: 0.0005 - UP: 92.73% UR: 84.97% UF: 88.68% P: 92.67% R: 84.91% F: 88.62%
-2024-01-01 04:20:26 INFO dev:  loss: nan - UP: 60.08% UR: 39.22% UF: 47.46% P: 57.21% R: 37.34% F: 45.19%
-2024-01-01 04:20:27 INFO test: loss: nan - UP: 53.25% UR: 35.88% UF: 42.87% P: 51.27% R: 34.54% F: 41.28%
-2024-01-01 04:20:27 INFO 0:00:10.228953s elapsed
-2024-01-01 04:20:27 INFO Epoch 43 / 5000:
-2024-01-01 04:20:35 INFO lr: 4.9570e-05 - loss: 0.0022 - UP: 93.64% UR: 87.25% UF: 90.33% P: 93.63% R: 87.24% F: 90.32%
-2024-01-01 04:20:36 INFO dev:  loss: nan - UP: 61.57% UR: 38.55% UF: 47.42% P: 58.39% R: 36.56% F: 44.97%
-2024-01-01 04:20:37 INFO test: loss: nan - UP: 52.92% UR: 35.75% UF: 42.67% P: 50.80% R: 34.31% F: 40.96%
-2024-01-01 04:20:37 INFO 0:00:10.254216s elapsed
-2024-01-01 04:20:37 INFO Epoch 44 / 5000:
-2024-01-01 04:20:45 INFO lr: 4.9560e-05 - loss: 0.0019 - UP: 92.97% UR: 87.39% UF: 90.09% P: 92.94% R: 87.37% F: 90.07%
-2024-01-01 04:20:46 INFO dev:  loss: nan - UP: 60.26% UR: 36.02% UF: 45.09% P: 57.25% R: 34.22% F: 42.84%
-2024-01-01 04:20:48 INFO test: loss: nan - UP: 53.10% UR: 33.28% UF: 40.91% P: 50.94% R: 31.92% F: 39.25%
-2024-01-01 04:20:48 INFO 0:00:10.245039s elapsed
-2024-01-01 04:20:48 INFO Epoch 45 / 5000:
-2024-01-01 04:20:55 INFO lr: 4.9550e-05 - loss: 0.0001 - UP: 94.52% UR: 88.39% UF: 91.35% P: 94.52% R: 88.39% F: 91.35%
-2024-01-01 04:20:56 INFO dev:  loss: nan - UP: 56.68% UR: 42.93% UF: 48.86% P: 53.79% R: 40.74% F: 46.37%
-2024-01-01 04:20:58 INFO test: loss: nan - UP: 49.11% UR: 39.07% UF: 43.52% P: 47.04% R: 37.42% F: 41.68%
-2024-01-01 04:21:00 INFO 0:00:10.244684s elapsed (saved)
-2024-01-01 04:21:00 INFO Epoch 46 / 5000:
-2024-01-01 04:21:08 INFO lr: 4.9540e-05 - loss: 0.0019 - UP: 94.66% UR: 89.59% UF: 92.06% P: 94.65% R: 89.58% F: 92.05%
-2024-01-01 04:21:09 INFO dev:  loss: nan - UP: 60.94% UR: 40.47% UF: 48.64% P: 57.76% R: 38.36% F: 46.10%
-2024-01-01 04:21:11 INFO test: loss: nan - UP: 52.78% UR: 36.76% UF: 43.34% P: 50.44% R: 35.14% F: 41.42%
-2024-01-01 04:21:11 INFO 0:00:10.241802s elapsed
-2024-01-01 04:21:11 INFO Epoch 47 / 5000:
-2024-01-01 04:21:18 INFO lr: 4.9530e-05 - loss: 0.0018 - UP: 94.42% UR: 89.73% UF: 92.02% P: 94.42% R: 89.73% F: 92.02%
-2024-01-01 04:21:19 INFO dev:  loss: nan - UP: 61.86% UR: 37.50% UF: 46.69% P: 58.51% R: 35.47% F: 44.16%
-2024-01-01 04:21:21 INFO test: loss: nan - UP: 55.91% UR: 34.86% UF: 42.95% P: 53.61% R: 33.42% F: 41.18%
-2024-01-01 04:21:21 INFO 0:00:10.239227s elapsed
-2024-01-01 04:21:21 INFO Epoch 48 / 5000:
-2024-01-01 04:21:29 INFO lr: 4.9520e-05 - loss: 0.0005 - UP: 94.18% UR: 90.37% UF: 92.24% P: 94.17% R: 90.36% F: 92.23%
-2024-01-01 04:21:30 INFO dev:  loss: nan - UP: 64.70% UR: 35.59% UF: 45.92% P: 61.86% R: 34.02% F: 43.90%
-2024-01-01 04:21:31 INFO test: loss: nan - UP: 57.41% UR: 33.72% UF: 42.49% P: 55.14% R: 32.39% F: 40.81%
-2024-01-01 04:21:31 INFO 0:00:10.254609s elapsed
-2024-01-01 04:21:31 INFO Epoch 49 / 5000:
-2024-01-01 04:21:39 INFO lr: 4.9510e-05 - loss: 0.0018 - UP: 94.78% UR: 89.28% UF: 91.95% P: 94.78% R: 89.28% F: 91.95%
-2024-01-01 04:21:40 INFO dev:  loss: nan - UP: 62.10% UR: 34.37% UF: 44.25% P: 58.93% R: 32.62% F: 41.99%
-2024-01-01 04:21:41 INFO test: loss: nan - UP: 54.92% UR: 32.92% UF: 41.16% P: 52.80% R: 31.65% F: 39.58%
-2024-01-01 04:21:41 INFO 0:00:10.238422s elapsed
-2024-01-01 04:21:41 INFO Epoch 50 / 5000:
-2024-01-01 04:21:49 INFO lr: 4.9500e-05 - loss: 0.0004 - UP: 94.78% UR: 91.02% UF: 92.86% P: 94.75% R: 91.00% F: 92.84%
-2024-01-01 04:21:50 INFO dev:  loss: nan - UP: 62.70% UR: 34.53% UF: 44.53% P: 60.21% R: 33.16% F: 42.77%
-2024-01-01 04:21:52 INFO test: loss: nan - UP: 56.04% UR: 32.62% UF: 41.24% P: 54.08% R: 31.48% F: 39.80%
-2024-01-01 04:21:52 INFO 0:00:10.249910s elapsed
-2024-01-01 04:21:52 INFO Epoch 51 / 5000:
-2024-01-01 04:21:59 INFO lr: 4.9490e-05 - loss: 0.0002 - UP: 94.90% UR: 91.11% UF: 92.96% P: 94.87% R: 91.08% F: 92.94%
-2024-01-01 04:22:00 INFO dev:  loss: nan - UP: 61.10% UR: 37.42% UF: 46.41% P: 58.55% R: 35.86% F: 44.48%
-2024-01-01 04:22:02 INFO test: loss: nan - UP: 57.03% UR: 35.05% UF: 43.42% P: 55.28% R: 33.97% F: 42.08%
-2024-01-01 04:22:02 INFO 0:00:10.235849s elapsed
-2024-01-01 04:22:02 INFO Epoch 52 / 5000:
-2024-01-01 04:22:10 INFO lr: 4.9480e-05 - loss: 0.0023 - UP: 94.05% UR: 91.39% UF: 92.70% P: 94.04% R: 91.38% F: 92.69%
-2024-01-01 04:22:11 INFO dev:  loss: nan - UP: 67.61% UR: 30.74% UF: 42.27% P: 64.78% R: 29.45% F: 40.49%
-2024-01-01 04:22:12 INFO test: loss: nan - UP: 58.73% UR: 29.01% UF: 38.83% P: 56.59% R: 27.95% F: 37.42%
-2024-01-01 04:22:12 INFO 0:00:10.271241s elapsed
-2024-01-01 04:22:12 INFO Epoch 53 / 5000:
-2024-01-01 04:22:20 INFO lr: 4.9470e-05 - loss: 0.0008 - UP: 94.73% UR: 90.76% UF: 92.70% P: 94.73% R: 90.76% F: 92.70%
-2024-01-01 04:22:21 INFO dev:  loss: nan - UP: 61.74% UR: 37.38% UF: 46.57% P: 59.16% R: 35.82% F: 44.62%
-2024-01-01 04:22:22 INFO test: loss: nan - UP: 55.36% UR: 35.90% UF: 43.55% P: 53.27% R: 34.54% F: 41.91%
-2024-01-01 04:22:22 INFO 0:00:10.248362s elapsed
-2024-01-01 04:22:22 INFO Epoch 54 / 5000:
-2024-01-01 04:22:30 INFO lr: 4.9460e-05 - loss: 0.0013 - UP: 95.62% UR: 92.12% UF: 93.84% P: 95.62% R: 92.12% F: 93.84%
-2024-01-01 04:22:31 INFO dev:  loss: nan - UP: 65.14% UR: 36.21% UF: 46.55% P: 62.75% R: 34.88% F: 44.84%
-2024-01-01 04:22:33 INFO test: loss: nan - UP: 55.39% UR: 33.97% UF: 42.12% P: 53.43% R: 32.77% F: 40.62%
-2024-01-01 04:22:33 INFO 0:00:10.250859s elapsed
-2024-01-01 04:22:33 INFO Epoch 55 / 5000:
-2024-01-01 04:22:40 INFO lr: 4.9450e-05 - loss: nan - UP: 96.01% UR: 92.82% UF: 94.39% P: 96.00% R: 92.81% F: 94.38%
-2024-01-01 04:22:41 INFO dev:  loss: nan - UP: 61.24% UR: 39.26% UF: 47.85% P: 58.38% R: 37.42% F: 45.61%
-2024-01-01 04:22:43 INFO test: loss: nan - UP: 53.89% UR: 36.26% UF: 43.35% P: 51.79% R: 34.84% F: 41.66%
-2024-01-01 04:22:43 INFO 0:00:10.251973s elapsed
-2024-01-01 04:22:43 INFO Epoch 56 / 5000:
-2024-01-01 04:22:51 INFO lr: 4.9440e-05 - loss: 0.0013 - UP: 96.12% UR: 93.09% UF: 94.58% P: 96.12% R: 93.09% F: 94.58%
-2024-01-01 04:22:52 INFO dev:  loss: nan - UP: 63.34% UR: 40.70% UF: 49.56% P: 60.36% R: 38.79% F: 47.23%
-2024-01-01 04:22:53 INFO test: loss: nan - UP: 51.56% UR: 34.59% UF: 41.40% P: 49.64% R: 33.30% F: 39.86%
-2024-01-01 04:22:56 INFO 0:00:10.218201s elapsed (saved)
-2024-01-01 04:22:56 INFO Epoch 57 / 5000:
-2024-01-01 04:23:03 INFO lr: 4.9430e-05 - loss: 0.0004 - UP: 95.76% UR: 93.32% UF: 94.52% P: 95.76% R: 93.32% F: 94.52%
-2024-01-01 04:23:04 INFO dev:  loss: nan - UP: 58.26% UR: 36.91% UF: 45.19% P: 55.24% R: 35.00% F: 42.85%
-2024-01-01 04:23:06 INFO test: loss: nan - UP: 52.99% UR: 33.87% UF: 41.33% P: 50.98% R: 32.58% F: 39.75%
-2024-01-01 04:23:06 INFO 0:00:10.207506s elapsed
-2024-01-01 04:23:06 INFO Epoch 58 / 5000:
-2024-01-01 04:23:14 INFO lr: 4.9420e-05 - loss: 0.0069 - UP: 86.04% UR: 74.48% UF: 79.84% P: 85.41% R: 73.93% F: 79.26%
-2024-01-01 04:23:15 INFO dev:  loss: nan - UP: 58.98% UR: 35.55% UF: 44.36% P: 55.87% R: 33.67% F: 42.02%
-2024-01-01 04:23:16 INFO test: loss: nan - UP: 47.23% UR: 29.52% UF: 36.33% P: 45.20% R: 28.25% F: 34.77%
-2024-01-01 04:23:16 INFO 0:00:10.246851s elapsed
-2024-01-01 04:23:16 INFO Epoch 59 / 5000:
-2024-01-01 04:23:24 INFO lr: 4.9410e-05 - loss: 0.0068 - UP: 86.90% UR: 74.94% UF: 80.48% P: 85.97% R: 74.13% F: 79.61%
-2024-01-01 04:23:25 INFO dev:  loss: nan - UP: 59.41% UR: 30.82% UF: 40.59% P: 56.02% R: 29.06% F: 38.27%
-2024-01-01 04:23:26 INFO test: loss: nan - UP: 56.56% UR: 27.40% UF: 36.92% P: 54.47% R: 26.39% F: 35.55%
-2024-01-01 04:23:26 INFO 0:00:10.250659s elapsed
-2024-01-01 04:23:26 INFO Epoch 60 / 5000:
-2024-01-01 04:23:34 INFO lr: 4.9400e-05 - loss: 0.0072 - UP: 84.34% UR: 72.61% UF: 78.03% P: 83.86% R: 72.19% F: 77.59%
-2024-01-01 04:23:35 INFO dev:  loss: nan - UP: 55.29% UR: 34.30% UF: 42.33% P: 52.46% R: 32.54% F: 40.16%
-2024-01-01 04:23:37 INFO test: loss: nan - UP: 49.88% UR: 31.92% UF: 38.93% P: 47.38% R: 30.32% F: 36.98%
-2024-01-01 04:23:37 INFO 0:00:10.245717s elapsed
-2024-01-01 04:23:37 INFO Epoch 61 / 5000:
-2024-01-01 04:23:44 INFO lr: 4.9390e-05 - loss: 0.0018 - UP: 91.09% UR: 80.50% UF: 85.46% P: 90.86% R: 80.30% F: 85.25%
-2024-01-01 04:23:45 INFO dev:  loss: nan - UP: 60.06% UR: 37.54% UF: 46.20% P: 57.00% R: 35.62% F: 43.85%
-2024-01-01 04:23:47 INFO test: loss: nan - UP: 51.61% UR: 32.79% UF: 40.10% P: 49.68% R: 31.57% F: 38.60%
-2024-01-01 04:23:47 INFO 0:00:10.246749s elapsed
-2024-01-01 04:23:47 INFO Epoch 62 / 5000:
-2024-01-01 04:23:55 INFO lr: 4.9380e-05 - loss: 0.0041 - UP: 89.74% UR: 83.49% UF: 86.50% P: 89.09% R: 82.89% F: 85.88%
-2024-01-01 04:23:56 INFO dev:  loss: nan - UP: 55.54% UR: 34.06% UF: 42.23% P: 52.74% R: 32.34% F: 40.10%
-2024-01-01 04:23:57 INFO test: loss: nan - UP: 49.56% UR: 30.09% UF: 37.44% P: 47.27% R: 28.69% F: 35.71%
-2024-01-01 04:23:57 INFO 0:00:10.253770s elapsed
-2024-01-01 04:23:57 INFO Epoch 63 / 5000:
-2024-01-01 04:24:05 INFO lr: 4.9370e-05 - loss: 0.0028 - UP: 91.38% UR: 82.66% UF: 86.80% P: 91.30% R: 82.59% F: 86.73%
-2024-01-01 04:24:06 INFO dev:  loss: nan - UP: 54.77% UR: 41.72% UF: 47.36% P: 52.31% R: 39.84% F: 45.23%
-2024-01-01 04:24:07 INFO test: loss: nan - UP: 50.19% UR: 36.64% UF: 42.35% P: 48.36% R: 35.31% F: 40.82%
-2024-01-01 04:24:07 INFO 0:00:10.249452s elapsed
-2024-01-01 04:24:07 INFO Epoch 64 / 5000:
-2024-01-01 04:24:15 INFO lr: 4.9360e-05 - loss: 0.0027 - UP: 92.54% UR: 85.54% UF: 88.90% P: 92.37% R: 85.38% F: 88.74%
-2024-01-01 04:24:16 INFO dev:  loss: nan - UP: 55.16% UR: 40.90% UF: 46.97% P: 53.00% R: 39.30% F: 45.13%
-2024-01-01 04:24:18 INFO test: loss: nan - UP: 46.81% UR: 37.65% UF: 41.73% P: 45.13% R: 36.30% F: 40.23%
-2024-01-01 04:24:18 INFO 0:00:10.245153s elapsed
-2024-01-01 04:24:18 INFO Epoch 65 / 5000:
-2024-01-01 04:24:25 INFO lr: 4.9350e-05 - loss: 0.0019 - UP: 92.55% UR: 89.25% UF: 90.87% P: 92.49% R: 89.19% F: 90.81%
-2024-01-01 04:24:26 INFO dev:  loss: nan - UP: 64.56% UR: 32.38% UF: 43.13% P: 61.45% R: 30.82% F: 41.05%
-2024-01-01 04:24:28 INFO test: loss: nan - UP: 57.31% UR: 31.29% UF: 40.48% P: 55.34% R: 30.21% F: 39.09%
-2024-01-01 04:24:28 INFO 0:00:10.241227s elapsed
-2024-01-01 04:24:28 INFO Epoch 66 / 5000:
-2024-01-01 04:24:36 INFO lr: 4.9340e-05 - loss: 0.0020 - UP: 93.92% UR: 89.17% UF: 91.48% P: 93.88% R: 89.13% F: 91.45%
-2024-01-01 04:24:37 INFO dev:  loss: nan - UP: 57.76% UR: 38.95% UF: 46.52% P: 54.58% R: 36.80% F: 43.96%
-2024-01-01 04:24:38 INFO test: loss: nan - UP: 51.55% UR: 35.20% UF: 41.83% P: 49.75% R: 33.97% F: 40.38%
-2024-01-01 04:24:38 INFO 0:00:10.225204s elapsed
-2024-01-01 04:24:38 INFO Epoch 67 / 5000:
-2024-01-01 04:24:46 INFO lr: 4.9330e-05 - loss: 0.0021 - UP: 95.49% UR: 90.88% UF: 93.13% P: 95.45% R: 90.85% F: 93.09%
-2024-01-01 04:24:47 INFO dev:  loss: nan - UP: 60.71% UR: 37.54% UF: 46.39% P: 57.99% R: 35.86% F: 44.32%
-2024-01-01 04:24:48 INFO test: loss: nan - UP: 54.55% UR: 35.43% UF: 42.96% P: 52.57% R: 34.14% F: 41.40%
-2024-01-01 04:24:48 INFO 0:00:10.268902s elapsed
-2024-01-01 04:24:48 INFO Epoch 68 / 5000:
-2024-01-01 04:24:56 INFO lr: 4.9320e-05 - loss: 0.0014 - UP: 94.91% UR: 92.16% UF: 93.51% P: 94.87% R: 92.12% F: 93.48%
-2024-01-01 04:24:57 INFO dev:  loss: nan - UP: 58.15% UR: 37.23% UF: 45.39% P: 54.91% R: 35.16% F: 42.87%
-2024-01-01 04:24:58 INFO test: loss: nan - UP: 53.35% UR: 33.66% UF: 41.27% P: 51.21% R: 32.31% F: 39.62%
-2024-01-01 04:24:58 INFO 0:00:10.215752s elapsed
-2024-01-01 04:24:58 INFO Epoch 69 / 5000:
-2024-01-01 04:25:06 INFO lr: 4.9310e-05 - loss: 0.0011 - UP: 95.47% UR: 92.87% UF: 94.15% P: 95.45% R: 92.86% F: 94.14%
-2024-01-01 04:25:07 INFO dev:  loss: nan - UP: 56.76% UR: 39.53% UF: 46.60% P: 53.79% R: 37.46% F: 44.16%
-2024-01-01 04:25:09 INFO test: loss: nan - UP: 52.69% UR: 36.68% UF: 43.25% P: 50.65% R: 35.26% F: 41.58%
-2024-01-01 04:25:09 INFO 0:00:10.168631s elapsed
-2024-01-01 04:25:09 INFO Epoch 70 / 5000:
-2024-01-01 04:25:16 INFO lr: 4.9300e-05 - loss: 0.0013 - UP: 96.10% UR: 93.67% UF: 94.87% P: 96.10% R: 93.67% F: 94.87%
-2024-01-01 04:25:17 INFO dev:  loss: nan - UP: 59.10% UR: 38.16% UF: 46.38% P: 56.20% R: 36.29% F: 44.10%
-2024-01-01 04:25:19 INFO test: loss: nan - UP: 54.30% UR: 35.45% UF: 42.90% P: 52.23% R: 34.10% F: 41.26%
-2024-01-01 04:25:19 INFO 0:00:10.243193s elapsed
-2024-01-01 04:25:19 INFO Epoch 71 / 5000:
-2024-01-01 04:25:27 INFO lr: 4.9290e-05 - loss: 0.0010 - UP: 96.07% UR: 94.05% UF: 95.05% P: 96.07% R: 94.05% F: 95.05%
-2024-01-01 04:25:28 INFO dev:  loss: nan - UP: 60.39% UR: 39.49% UF: 47.76% P: 57.35% R: 37.50% F: 45.35%
-2024-01-01 04:25:29 INFO test: loss: nan - UP: 53.70% UR: 36.07% UF: 43.15% P: 51.62% R: 34.67% F: 41.48%
-2024-01-01 04:25:29 INFO 0:00:10.204299s elapsed
-2024-01-01 04:25:29 INFO Epoch 72 / 5000:
-2024-01-01 04:25:37 INFO lr: 4.9280e-05 - loss: nan - UP: 96.41% UR: 94.26% UF: 95.32% P: 96.41% R: 94.26% F: 95.32%
-2024-01-01 04:25:38 INFO dev:  loss: nan - UP: 60.60% UR: 37.19% UF: 46.09% P: 57.48% R: 35.27% F: 43.72%
-2024-01-01 04:25:39 INFO test: loss: nan - UP: 56.24% UR: 34.46% UF: 42.74% P: 54.28% R: 33.26% F: 41.24%
-2024-01-01 04:25:39 INFO 0:00:10.247333s elapsed
-2024-01-01 04:25:39 INFO Epoch 73 / 5000:
-2024-01-01 04:25:47 INFO lr: 4.9270e-05 - loss: 0.0000 - UP: 96.82% UR: 94.44% UF: 95.62% P: 96.82% R: 94.44% F: 95.62%
-2024-01-01 04:25:48 INFO dev:  loss: nan - UP: 58.99% UR: 40.00% UF: 47.67% P: 55.76% R: 37.81% F: 45.07%
-2024-01-01 04:25:50 INFO test: loss: nan - UP: 54.40% UR: 37.19% UF: 44.18% P: 52.33% R: 35.77% F: 42.49%
-2024-01-01 04:25:50 INFO 0:00:10.247954s elapsed
-2024-01-01 04:25:50 INFO Epoch 74 / 5000:
-2024-01-01 04:25:57 INFO lr: 4.9260e-05 - loss: 0.0002 - UP: 97.17% UR: 94.52% UF: 95.83% P: 97.16% R: 94.51% F: 95.82%
-2024-01-01 04:25:58 INFO dev:  loss: nan - UP: 58.89% UR: 38.55% UF: 46.60% P: 55.73% R: 36.48% F: 44.10%
-2024-01-01 04:26:00 INFO test: loss: nan - UP: 53.56% UR: 36.09% UF: 43.12% P: 51.65% R: 34.80% F: 41.58%
-2024-01-01 04:26:00 INFO 0:00:10.250725s elapsed
-2024-01-01 04:26:00 INFO Epoch 75 / 5000:
-2024-01-01 04:26:08 INFO lr: 4.9250e-05 - loss: 0.0009 - UP: 96.88% UR: 95.47% UF: 96.17% P: 96.88% R: 95.47% F: 96.17%
-2024-01-01 04:26:09 INFO dev:  loss: nan - UP: 58.50% UR: 37.66% UF: 45.82% P: 55.34% R: 35.62% F: 43.35%
-2024-01-01 04:26:10 INFO test: loss: nan - UP: 53.48% UR: 36.19% UF: 43.17% P: 51.33% R: 34.73% F: 41.43%
-2024-01-01 04:26:10 INFO 0:00:10.248224s elapsed
-2024-01-01 04:26:10 INFO Epoch 76 / 5000:
-2024-01-01 04:26:18 INFO lr: 4.9240e-05 - loss: 0.0006 - UP: 96.99% UR: 95.64% UF: 96.31% P: 96.99% R: 95.64% F: 96.31%
-2024-01-01 04:26:19 INFO dev:  loss: nan - UP: 61.81% UR: 36.48% UF: 45.89% P: 58.97% R: 34.80% F: 43.77%
-2024-01-01 04:26:20 INFO test: loss: nan - UP: 56.48% UR: 34.06% UF: 42.49% P: 54.45% R: 32.83% F: 40.96%
-2024-01-01 04:26:20 INFO 0:00:10.252205s elapsed
-2024-01-01 04:26:20 INFO Epoch 77 / 5000:
-2024-01-01 04:26:28 INFO lr: 4.9230e-05 - loss: 0.0012 - UP: 96.85% UR: 94.91% UF: 95.87% P: 96.81% R: 94.88% F: 95.84%
-2024-01-01 04:26:29 INFO dev:  loss: nan - UP: 61.00% UR: 39.65% UF: 48.06% P: 58.11% R: 37.77% F: 45.79%
-2024-01-01 04:26:31 INFO test: loss: nan - UP: 53.09% UR: 36.07% UF: 42.95% P: 51.26% R: 34.82% F: 41.47%
-2024-01-01 04:26:31 INFO 0:00:10.248126s elapsed
-2024-01-01 04:26:31 INFO Epoch 78 / 5000:
-2024-01-01 04:26:38 INFO lr: 4.9220e-05 - loss: 0.0017 - UP: 97.25% UR: 95.25% UF: 96.24% P: 97.21% R: 95.21% F: 96.20%
-2024-01-01 04:26:39 INFO dev:  loss: nan - UP: 62.64% UR: 34.84% UF: 44.78% P: 59.90% R: 33.32% F: 42.82%
-2024-01-01 04:26:41 INFO test: loss: nan - UP: 59.31% UR: 32.37% UF: 41.88% P: 56.56% R: 30.87% F: 39.94%
-2024-01-01 04:26:41 INFO 0:00:10.271772s elapsed
-2024-01-01 04:26:41 INFO Epoch 79 / 5000:
-2024-01-01 04:26:49 INFO lr: 4.9210e-05 - loss: 0.0003 - UP: 96.81% UR: 94.87% UF: 95.83% P: 96.75% R: 94.81% F: 95.77%
-2024-01-01 04:26:50 INFO dev:  loss: nan - UP: 59.54% UR: 41.09% UF: 48.62% P: 56.59% R: 39.06% F: 46.22%
-2024-01-01 04:26:51 INFO test: loss: nan - UP: 52.38% UR: 36.49% UF: 43.01% P: 50.20% R: 34.97% F: 41.22%
-2024-01-01 04:26:51 INFO 0:00:10.232777s elapsed
-2024-01-01 04:26:51 INFO Epoch 80 / 5000:
-2024-01-01 04:26:59 INFO lr: 4.9200e-05 - loss: 0.0008 - UP: 97.12% UR: 95.77% UF: 96.44% P: 97.12% R: 95.77% F: 96.44%
-2024-01-01 04:27:00 INFO dev:  loss: nan - UP: 61.32% UR: 36.17% UF: 45.50% P: 58.48% R: 34.49% F: 43.39%
-2024-01-01 04:27:01 INFO test: loss: nan - UP: 57.56% UR: 33.93% UF: 42.70% P: 55.27% R: 32.58% F: 40.99%
-2024-01-01 04:27:01 INFO 0:00:10.248837s elapsed
-2024-01-01 04:27:01 INFO Epoch 81 / 5000:
-2024-01-01 04:27:09 INFO lr: 4.9190e-05 - loss: 0.0014 - UP: 97.29% UR: 95.61% UF: 96.44% P: 97.29% R: 95.61% F: 96.44%
-2024-01-01 04:27:10 INFO dev:  loss: nan - UP: 61.62% UR: 39.26% UF: 47.96% P: 58.92% R: 37.54% F: 45.86%
-2024-01-01 04:27:12 INFO test: loss: nan - UP: 54.40% UR: 36.28% UF: 43.53% P: 52.15% R: 34.78% F: 41.73%
-2024-01-01 04:27:12 INFO 0:00:10.247766s elapsed
-2024-01-01 04:27:12 INFO Epoch 82 / 5000:
-2024-01-01 04:27:19 INFO lr: 4.9180e-05 - loss: 0.0010 - UP: 97.48% UR: 95.53% UF: 96.49% P: 97.48% R: 95.53% F: 96.49%
-2024-01-01 04:27:20 INFO dev:  loss: nan - UP: 59.35% UR: 39.53% UF: 47.46% P: 56.54% R: 37.66% F: 45.21%
-2024-01-01 04:27:22 INFO test: loss: nan - UP: 54.71% UR: 36.93% UF: 44.10% P: 52.36% R: 35.35% F: 42.20%
-2024-01-01 04:27:22 INFO 0:00:10.248771s elapsed
-2024-01-01 04:27:22 INFO Epoch 83 / 5000:
-2024-01-01 04:27:30 INFO lr: 4.9170e-05 - loss: 0.0000 - UP: 97.61% UR: 96.90% UF: 97.25% P: 97.61% R: 96.90% F: 97.25%
-2024-01-01 04:27:31 INFO dev:  loss: nan - UP: 60.51% UR: 36.21% UF: 45.31% P: 57.57% R: 34.45% F: 43.11%
-2024-01-01 04:27:32 INFO test: loss: nan - UP: 56.85% UR: 34.57% UF: 42.99% P: 54.79% R: 33.32% F: 41.44%
-2024-01-01 04:27:32 INFO 0:00:10.268935s elapsed
-2024-01-01 04:27:32 INFO Epoch 84 / 5000:
-2024-01-01 04:27:40 INFO lr: 4.9160e-05 - loss: 0.0005 - UP: 97.80% UR: 96.53% UF: 97.16% P: 97.78% R: 96.52% F: 97.15%
-2024-01-01 04:27:41 INFO dev:  loss: nan - UP: 58.91% UR: 39.77% UF: 47.48% P: 55.96% R: 37.77% F: 45.10%
-2024-01-01 04:27:42 INFO test: loss: nan - UP: 54.55% UR: 37.14% UF: 44.19% P: 52.16% R: 35.52% F: 42.26%
-2024-01-01 04:27:42 INFO 0:00:10.252086s elapsed
-2024-01-01 04:27:42 INFO Epoch 85 / 5000:
-2024-01-01 04:27:50 INFO lr: 4.9150e-05 - loss: 0.0009 - UP: 97.72% UR: 96.64% UF: 97.18% P: 97.70% R: 96.63% F: 97.16%
-2024-01-01 04:27:51 INFO dev:  loss: nan - UP: 65.36% UR: 33.83% UF: 44.58% P: 62.49% R: 32.34% F: 42.63%
-2024-01-01 04:27:53 INFO test: loss: nan - UP: 59.52% UR: 31.04% UF: 40.80% P: 57.05% R: 29.75% F: 39.11%
-2024-01-01 04:27:53 INFO 0:00:10.228550s elapsed
-2024-01-01 04:27:53 INFO Epoch 86 / 5000:
-2024-01-01 04:28:00 INFO lr: 4.9140e-05 - loss: 0.0013 - UP: 96.49% UR: 95.02% UF: 95.75% P: 96.49% R: 95.02% F: 95.75%
-2024-01-01 04:28:01 INFO dev:  loss: nan - UP: 55.35% UR: 41.41% UF: 47.37% P: 52.79% R: 39.49% F: 45.18%
-2024-01-01 04:28:03 INFO test: loss: nan - UP: 51.22% UR: 37.19% UF: 43.09% P: 49.04% R: 35.60% F: 41.25%
-2024-01-01 04:28:03 INFO 0:00:10.252035s elapsed
-2024-01-01 04:28:08 INFO Epoch 56 saved
-2024-01-01 04:28:08 INFO dev:  UP: 63.34% UR: 40.70% UF: 49.56% P: 60.36% R: 38.79% F: 47.23%
-2024-01-01 04:28:08 INFO test: UP: 51.56% UR: 34.59% UF: 41.40% P: 49.64% R: 33.30% F: 39.86%
-2024-01-01 04:28:08 INFO 0:14:39.000127s elapsed, 0:00:10.220932s/epoch

+2024-03-24 09:38:19 INFO
 ---------------------+-------------------------------
 Param                |             Value
 ---------------------+-------------------------------
 update_steps         |               1
 mode                 |             train
 path                 | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byMTLD_asc/80/model_vi_mpqa_roberta_6
+device               |               0
 seed                 |               1
 threads              |               16
 local_rank           |               -1
 inference            |              mfvi
 ---------------------+-------------------------------
+2024-03-24 09:38:19 INFO Building the fields
+2024-03-24 09:38:20 INFO CoNLL(
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
  (labels): ChartField()
 )
+2024-03-24 09:38:20 INFO Building the model
+2024-03-24 09:38:21 INFO VISemanticDependencyModel(
   (encoder): TransformerEmbedding(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 09:38:21 INFO Loading the data
+2024-03-24 09:38:28 INFO
 train: Dataset(n_sentences=4697, n_batches=32, n_buckets=32)
 dev:   Dataset(n_sentences=1649, n_batches=32, n_buckets=32)
 test:  Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
+2024-03-24 09:38:28 INFO Epoch 1 / 5000:
+2024-03-24 09:38:36 INFO lr: 4.9990e-05 - loss: 0.1008 - UP:  0.43% UR:  4.90% UF:  0.79% P:  0.05% R:  0.52% F:  0.08%
+2024-03-24 09:38:37 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 09:38:39 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 09:38:39 INFO 0:00:10.438294s elapsed
+2024-03-24 09:38:39 INFO Epoch 2 / 5000:
+2024-03-24 09:38:46 INFO lr: 4.9980e-05 - loss: 0.0526 - UP: 11.83% UR:  0.26% UF:  0.51% P: 10.75% R:  0.24% F:  0.46%
+2024-03-24 09:38:47 INFO dev:  loss: nan - UP: 40.00% UR:  0.16% UF:  0.31% P: 30.00% R:  0.12% F:  0.23%
+2024-03-24 09:38:48 INFO test: loss: nan - UP: 61.90% UR:  0.27% UF:  0.55% P: 61.90% R:  0.27% F:  0.55%
+2024-03-24 09:38:50 INFO 0:00:09.837613s elapsed (saved)
+2024-03-24 09:38:50 INFO Epoch 3 / 5000:
+2024-03-24 09:38:58 INFO lr: 4.9970e-05 - loss: 0.0733 - UP: 34.31% UR:  1.38% UF:  2.66% P: 30.79% R:  1.24% F:  2.39%
+2024-03-24 09:38:59 INFO dev:  loss: nan - UP: 77.27% UR:  0.66% UF:  1.32% P: 68.18% R:  0.59% F:  1.16%
+2024-03-24 09:39:00 INFO test: loss: nan - UP: 60.00% UR:  0.44% UF:  0.88% P: 57.14% R:  0.42% F:  0.84%
+2024-03-24 09:39:03 INFO 0:00:09.924828s elapsed (saved)
+2024-03-24 09:39:03 INFO Epoch 4 / 5000:
+2024-03-24 09:39:10 INFO lr: 4.9960e-05 - loss: 0.0421 - UP: 34.12% UR:  3.08% UF:  5.64% P: 32.15% R:  2.90% F:  5.32%
+2024-03-24 09:39:11 INFO dev:  loss: nan - UP: 69.57% UR:  1.87% UF:  3.65% P: 66.67% R:  1.80% F:  3.50%
+2024-03-24 09:39:13 INFO test: loss: nan - UP: 59.85% UR:  1.73% UF:  3.37% P: 56.93% R:  1.65% F:  3.20%
+2024-03-24 09:39:15 INFO 0:00:09.910037s elapsed (saved)
+2024-03-24 09:39:15 INFO Epoch 5 / 5000:
+2024-03-24 09:39:23 INFO lr: 4.9950e-05 - loss: 0.0238 - UP: 50.82% UR:  6.98% UF: 12.27% P: 49.44% R:  6.79% F: 11.94%
+2024-03-24 09:39:24 INFO dev:  loss: nan - UP: 50.32% UR:  6.09% UF: 10.87% P: 48.71% R:  5.90% F: 10.52%
+2024-03-24 09:39:25 INFO test: loss: nan - UP: 43.66% UR:  5.09% UF:  9.12% P: 41.85% R:  4.88% F:  8.74%
+2024-03-24 09:39:28 INFO 0:00:09.965783s elapsed (saved)
+2024-03-24 09:39:28 INFO Epoch 6 / 5000:
+2024-03-24 09:39:36 INFO lr: 4.9940e-05 - loss: 0.0198 - UP: 50.71% UR: 11.34% UF: 18.54% P: 49.87% R: 11.15% F: 18.23%
+2024-03-24 09:39:37 INFO dev:  loss: nan - UP: 71.06% UR:  8.63% UF: 15.40% P: 67.20% R:  8.16% F: 14.56%
+2024-03-24 09:39:38 INFO test: loss: nan - UP: 60.40% UR:  6.32% UF: 11.44% P: 55.96% R:  5.85% F: 10.60%
+2024-03-24 09:39:42 INFO 0:00:10.042986s elapsed (saved)
+2024-03-24 09:39:42 INFO Epoch 7 / 5000:
+2024-03-24 09:39:49 INFO lr: 4.9930e-05 - loss: 0.0036 - UP: 60.09% UR: 18.49% UF: 28.27% P: 58.98% R: 18.14% F: 27.75%
+2024-03-24 09:39:50 INFO dev:  loss: nan - UP: 46.74% UR: 21.25% UF: 29.22% P: 44.93% R: 20.43% F: 28.09%
+2024-03-24 09:39:51 INFO test: loss: nan - UP: 39.87% UR: 20.14% UF: 26.76% P: 38.24% R: 19.31% F: 25.66%
+2024-03-24 09:39:54 INFO 0:00:09.914369s elapsed (saved)
+2024-03-24 09:39:54 INFO Epoch 8 / 5000:
+2024-03-24 09:40:02 INFO lr: 4.9920e-05 - loss: 0.0200 - UP: 61.61% UR: 22.87% UF: 33.36% P: 60.88% R: 22.60% F: 32.97%
+2024-03-24 09:40:03 INFO dev:  loss: nan - UP: 78.54% UR:  7.58% UF: 13.82% P: 75.71% R:  7.30% F: 13.32%
+2024-03-24 09:40:04 INFO test: loss: nan - UP: 66.20% UR:  6.04% UF: 11.07% P: 61.81% R:  5.64% F: 10.34%
+2024-03-24 09:40:04 INFO 0:00:09.992629s elapsed
+2024-03-24 09:40:04 INFO Epoch 9 / 5000:
+2024-03-24 09:40:12 INFO lr: 4.9910e-05 - loss: 0.0120 - UP: 66.87% UR: 29.21% UF: 40.66% P: 66.27% R: 28.95% F: 40.30%
+2024-03-24 09:40:13 INFO dev:  loss: nan - UP: 61.52% UR: 13.55% UF: 22.22% P: 57.62% R: 12.70% F: 20.81%
+2024-03-24 09:40:15 INFO test: loss: nan - UP: 58.32% UR: 11.92% UF: 19.79% P: 54.60% R: 11.16% F: 18.53%
+2024-03-24 09:40:15 INFO 0:00:10.217406s elapsed
+2024-03-24 09:40:15 INFO Epoch 10 / 5000:
+2024-03-24 09:40:23 INFO lr: 4.9900e-05 - loss: 0.0166 - UP: 69.54% UR: 33.08% UF: 44.83% P: 69.14% R: 32.89% F: 44.58%
+2024-03-24 09:40:24 INFO dev:  loss: nan - UP: 56.49% UR: 21.41% UF: 31.05% P: 54.33% R: 20.59% F: 29.86%
+2024-03-24 09:40:25 INFO test: loss: nan - UP: 53.16% UR: 19.73% UF: 28.78% P: 50.94% R: 18.91% F: 27.58%
+2024-03-24 09:40:28 INFO 0:00:10.937767s elapsed (saved)
+2024-03-24 09:40:28 INFO Epoch 11 / 5000:
+2024-03-24 09:40:36 INFO lr: 4.9890e-05 - loss: 0.0087 - UP: 70.26% UR: 36.75% UF: 48.26% P: 69.86% R: 36.53% F: 47.98%
+2024-03-24 09:40:37 INFO dev:  loss: nan - UP: 59.59% UR: 19.53% UF: 29.42% P: 56.26% R: 18.44% F: 27.77%
+2024-03-24 09:40:39 INFO test: loss: nan - UP: 55.22% UR: 19.54% UF: 28.87% P: 52.36% R: 18.53% F: 27.37%
+2024-03-24 09:40:39 INFO 0:00:10.220372s elapsed
+2024-03-24 09:40:39 INFO Epoch 12 / 5000:
+2024-03-24 09:40:46 INFO lr: 4.9880e-05 - loss: 0.0071 - UP: 72.83% UR: 41.69% UF: 53.03% P: 72.71% R: 41.62% F: 52.94%
+2024-03-24 09:40:47 INFO dev:  loss: nan - UP: 63.06% UR: 20.47% UF: 30.91% P: 59.69% R: 19.37% F: 29.25%
+2024-03-24 09:40:49 INFO test: loss: nan - UP: 56.75% UR: 20.71% UF: 30.34% P: 54.08% R: 19.73% F: 28.92%
+2024-03-24 09:40:49 INFO 0:00:10.249843s elapsed
+2024-03-24 09:40:49 INFO Epoch 13 / 5000:
+2024-03-24 09:40:57 INFO lr: 4.9870e-05 - loss: 0.0103 - UP: 73.44% UR: 48.21% UF: 58.21% P: 73.32% R: 48.13% F: 58.11%
+2024-03-24 09:40:58 INFO dev:  loss: nan - UP: 54.79% UR: 31.52% UF: 40.02% P: 52.55% R: 30.23% F: 38.38%
+2024-03-24 09:40:59 INFO test: loss: nan - UP: 49.06% UR: 29.30% UF: 36.69% P: 46.41% R: 27.72% F: 34.71%
+2024-03-24 09:41:02 INFO 0:00:10.348583s elapsed (saved)
+2024-03-24 09:41:02 INFO Epoch 14 / 5000:
+2024-03-24 09:41:10 INFO lr: 4.9860e-05 - loss: 0.0051 - UP: 78.94% UR: 44.87% UF: 57.22% P: 78.61% R: 44.68% F: 56.98%
+2024-03-24 09:41:11 INFO dev:  loss: nan - UP: 57.52% UR: 29.14% UF: 38.68% P: 55.90% R: 28.32% F: 37.59%
+2024-03-24 09:41:12 INFO test: loss: nan - UP: 52.70% UR: 26.37% UF: 35.15% P: 50.21% R: 25.12% F: 33.49%
+2024-03-24 09:41:12 INFO 0:00:10.021314s elapsed
+2024-03-24 09:41:12 INFO Epoch 15 / 5000:
+2024-03-24 09:41:20 INFO lr: 4.9850e-05 - loss: 0.0063 - UP: 77.08% UR: 51.74% UF: 61.92% P: 76.81% R: 51.57% F: 61.71%
+2024-03-24 09:41:21 INFO dev:  loss: nan - UP: 52.77% UR: 30.55% UF: 38.69% P: 50.40% R: 29.18% F: 36.96%
+2024-03-24 09:41:22 INFO test: loss: nan - UP: 48.49% UR: 27.40% UF: 35.02% P: 45.98% R: 25.99% F: 33.21%
+2024-03-24 09:41:22 INFO 0:00:10.071298s elapsed
+2024-03-24 09:41:22 INFO Epoch 16 / 5000:
+2024-03-24 09:41:30 INFO lr: 4.9840e-05 - loss: nan - UP: 82.17% UR: 54.94% UF: 65.85% P: 82.01% R: 54.83% F: 65.72%
+2024-03-24 09:41:31 INFO dev:  loss: nan - UP: 61.69% UR: 24.84% UF: 35.42% P: 58.97% R: 23.75% F: 33.86%
+2024-03-24 09:41:32 INFO test: loss: nan - UP: 54.16% UR: 23.24% UF: 32.53% P: 51.30% R: 22.02% F: 30.81%
+2024-03-24 09:41:32 INFO 0:00:10.216173s elapsed
+2024-03-24 09:41:32 INFO Epoch 17 / 5000:
+2024-03-24 09:41:40 INFO lr: 4.9830e-05 - loss: 0.0000 - UP: 82.81% UR: 59.99% UF: 69.57% P: 82.78% R: 59.96% F: 69.55%
+2024-03-24 09:41:41 INFO dev:  loss: nan - UP: 58.07% UR: 31.48% UF: 40.83% P: 56.20% R: 30.47% F: 39.51%
+2024-03-24 09:41:43 INFO test: loss: nan - UP: 50.07% UR: 29.81% UF: 37.37% P: 47.66% R: 28.38% F: 35.57%
+2024-03-24 09:41:46 INFO 0:00:10.637750s elapsed (saved)
+2024-03-24 09:41:46 INFO Epoch 18 / 5000:
+2024-03-24 09:41:54 INFO lr: 4.9820e-05 - loss: 0.0165 - UP: 71.08% UR: 44.79% UF: 54.95% P: 70.83% R: 44.64% F: 54.76%
+2024-03-24 09:41:55 INFO dev:  loss: nan - UP: 57.61% UR: 19.22% UF: 28.82% P: 55.62% R: 18.55% F: 27.83%
+2024-03-24 09:41:56 INFO test: loss: nan - UP: 51.38% UR: 18.47% UF: 27.17% P: 50.32% R: 18.09% F: 26.61%
+2024-03-24 09:41:56 INFO 0:00:10.163786s elapsed
+2024-03-24 09:41:56 INFO Epoch 19 / 5000:
+2024-03-24 09:42:04 INFO lr: 4.9810e-05 - loss: 0.0159 - UP: 70.08% UR: 42.19% UF: 52.67% P: 69.23% R: 41.68% F: 52.03%
+2024-03-24 09:42:05 INFO dev:  loss: nan - UP: 49.11% UR: 31.33% UF: 38.25% P: 46.66% R: 29.77% F: 36.35%
+2024-03-24 09:42:06 INFO test: loss: nan - UP: 40.52% UR: 28.82% UF: 33.68% P: 38.68% R: 27.51% F: 32.15%
+2024-03-24 09:42:06 INFO 0:00:10.196636s elapsed
+2024-03-24 09:42:06 INFO Epoch 20 / 5000:
+2024-03-24 09:42:14 INFO lr: 4.9800e-05 - loss: 0.0123 - UP: 74.58% UR: 41.56% UF: 53.38% P: 74.17% R: 41.34% F: 53.09%
+2024-03-24 09:42:15 INFO dev:  loss: nan - UP: 51.39% UR: 25.27% UF: 33.88% P: 48.93% R: 24.06% F: 32.26%
+2024-03-24 09:42:17 INFO test: loss: nan - UP: 47.76% UR: 24.83% UF: 32.67% P: 45.33% R: 23.56% F: 31.00%
+2024-03-24 09:42:17 INFO 0:00:10.271305s elapsed
+2024-03-24 09:42:17 INFO Epoch 21 / 5000:
+2024-03-24 09:42:24 INFO lr: 4.9790e-05 - loss: 0.0046 - UP: 76.61% UR: 51.83% UF: 61.83% P: 76.50% R: 51.76% F: 61.74%
+2024-03-24 09:42:25 INFO dev:  loss: nan - UP: 60.81% UR: 21.76% UF: 32.05% P: 58.41% R: 20.90% F: 30.78%
+2024-03-24 09:42:27 INFO test: loss: nan - UP: 55.09% UR: 21.51% UF: 30.94% P: 52.38% R: 20.45% F: 29.42%
+2024-03-24 09:42:27 INFO 0:00:10.307660s elapsed
+2024-03-24 09:42:27 INFO Epoch 22 / 5000:
+2024-03-24 09:42:35 INFO lr: 4.9780e-05 - loss: 0.0078 - UP: 79.18% UR: 54.55% UF: 64.59% P: 78.87% R: 54.33% F: 64.34%
+2024-03-24 09:42:36 INFO dev:  loss: nan - UP: 52.08% UR: 35.78% UF: 42.42% P: 49.80% R: 34.22% F: 40.56%
+2024-03-24 09:42:37 INFO test: loss: nan - UP: 42.46% UR: 33.32% UF: 37.34% P: 40.60% R: 31.86% F: 35.70%
+2024-03-24 09:42:40 INFO 0:00:10.507213s elapsed (saved)
+2024-03-24 09:42:40 INFO Epoch 23 / 5000:
+2024-03-24 09:42:48 INFO lr: 4.9770e-05 - loss: 0.0071 - UP: 83.12% UR: 59.10% UF: 69.08% P: 82.95% R: 58.98% F: 68.94%
+2024-03-24 09:42:49 INFO dev:  loss: nan - UP: 57.96% UR: 32.58% UF: 41.71% P: 55.59% R: 31.25% F: 40.01%
+2024-03-24 09:42:50 INFO test: loss: nan - UP: 49.15% UR: 29.47% UF: 36.85% P: 47.22% R: 28.31% F: 35.40%
+2024-03-24 09:42:50 INFO 0:00:10.199740s elapsed
+2024-03-24 09:42:50 INFO Epoch 24 / 5000:
+2024-03-24 09:42:58 INFO lr: 4.9760e-05 - loss: 0.0061 - UP: 82.58% UR: 63.12% UF: 71.55% P: 82.50% R: 63.06% F: 71.48%
+2024-03-24 09:42:59 INFO dev:  loss: nan - UP: 52.63% UR: 36.68% UF: 43.23% P: 50.17% R: 34.96% F: 41.21%
+2024-03-24 09:43:01 INFO test: loss: nan - UP: 46.22% UR: 33.57% UF: 38.89% P: 44.44% R: 32.28% F: 37.40%
+2024-03-24 09:43:03 INFO 0:00:10.204001s elapsed (saved)
+2024-03-24 09:43:03 INFO Epoch 25 / 5000:
+2024-03-24 09:43:11 INFO lr: 4.9750e-05 - loss: 0.0064 - UP: 86.14% UR: 67.83% UF: 75.89% P: 85.97% R: 67.70% F: 75.75%
+2024-03-24 09:43:12 INFO dev:  loss: nan - UP: 64.71% UR: 28.44% UF: 39.51% P: 61.78% R: 27.15% F: 37.72%
+2024-03-24 09:43:13 INFO test: loss: nan - UP: 57.14% UR: 26.71% UF: 36.40% P: 55.11% R: 25.76% F: 35.10%
+2024-03-24 09:43:13 INFO 0:00:10.050373s elapsed
+2024-03-24 09:43:13 INFO Epoch 26 / 5000:
+2024-03-24 09:43:21 INFO lr: 4.9740e-05 - loss: 0.0106 - UP: 84.23% UR: 65.77% UF: 73.87% P: 83.70% R: 65.36% F: 73.40%
+2024-03-24 09:43:22 INFO dev:  loss: nan - UP: 60.75% UR: 26.72% UF: 37.11% P: 57.73% R: 25.39% F: 35.27%
+2024-03-24 09:43:24 INFO test: loss: nan - UP: 55.26% UR: 26.96% UF: 36.24% P: 53.10% R: 25.90% F: 34.82%
+2024-03-24 09:43:24 INFO 0:00:10.092935s elapsed
+2024-03-24 09:43:24 INFO Epoch 27 / 5000:
+2024-03-24 09:43:31 INFO lr: 4.9730e-05 - loss: 0.0088 - UP: 84.62% UR: 64.79% UF: 73.39% P: 84.38% R: 64.61% F: 73.19%
+2024-03-24 09:43:32 INFO dev:  loss: nan - UP: 51.86% UR: 35.47% UF: 42.12% P: 49.17% R: 33.63% F: 39.94%
+2024-03-24 09:43:34 INFO test: loss: nan - UP: 47.53% UR: 32.47% UF: 38.58% P: 45.27% R: 30.93% F: 36.75%
+2024-03-24 09:43:34 INFO 0:00:10.237919s elapsed
+2024-03-24 09:43:34 INFO Epoch 28 / 5000:
+2024-03-24 09:43:42 INFO lr: 4.9720e-05 - loss: 0.0091 - UP: 83.38% UR: 66.58% UF: 74.04% P: 83.01% R: 66.28% F: 73.71%
+2024-03-24 09:43:43 INFO dev:  loss: nan - UP: 62.52% UR: 26.91% UF: 37.63% P: 58.44% R: 25.16% F: 35.17%
+2024-03-24 09:43:44 INFO test: loss: nan - UP: 54.51% UR: 24.53% UF: 33.83% P: 51.64% R: 23.24% F: 32.06%
+2024-03-24 09:43:44 INFO 0:00:10.618921s elapsed
+2024-03-24 09:43:44 INFO Epoch 29 / 5000:
+2024-03-24 09:43:53 INFO lr: 4.9710e-05 - loss: 0.0061 - UP: 86.42% UR: 70.10% UF: 77.41% P: 86.34% R: 70.03% F: 77.33%
+2024-03-24 09:43:54 INFO dev:  loss: nan - UP: 61.05% UR: 30.31% UF: 40.51% P: 57.59% R: 28.59% F: 38.21%
+2024-03-24 09:43:55 INFO test: loss: nan - UP: 52.24% UR: 29.52% UF: 37.72% P: 49.78% R: 28.12% F: 35.94%
+2024-03-24 09:43:55 INFO 0:00:10.683671s elapsed
+2024-03-24 09:43:55 INFO Epoch 30 / 5000:
+2024-03-24 09:44:03 INFO lr: 4.9700e-05 - loss: 0.0061 - UP: 87.02% UR: 72.02% UF: 78.81% P: 86.99% R: 71.99% F: 78.79%
+2024-03-24 09:44:04 INFO dev:  loss: nan - UP: 65.19% UR: 25.31% UF: 36.47% P: 63.48% R: 24.65% F: 35.51%
+2024-03-24 09:44:06 INFO test: loss: nan - UP: 57.76% UR: 26.35% UF: 36.19% P: 55.44% R: 25.29% F: 34.74%
+2024-03-24 09:44:06 INFO 0:00:10.586298s elapsed
+2024-03-24 09:44:06 INFO Epoch 31 / 5000:
+2024-03-24 09:44:14 INFO lr: 4.9690e-05 - loss: 0.0004 - UP: 87.74% UR: 74.93% UF: 80.83% P: 87.69% R: 74.88% F: 80.78%
+2024-03-24 09:44:15 INFO dev:  loss: nan - UP: 62.21% UR: 32.15% UF: 42.39% P: 59.49% R: 30.74% F: 40.54%
+2024-03-24 09:44:16 INFO test: loss: nan - UP: 54.98% UR: 30.32% UF: 39.08% P: 52.76% R: 29.09% F: 37.51%
+2024-03-24 09:44:16 INFO 0:00:10.395359s elapsed
+2024-03-24 09:44:16 INFO Epoch 32 / 5000:
+2024-03-24 09:44:24 INFO lr: 4.9680e-05 - loss: 0.0039 - UP: 88.80% UR: 77.19% UF: 82.59% P: 88.76% R: 77.15% F: 82.55%
+2024-03-24 09:44:25 INFO dev:  loss: nan - UP: 65.93% UR: 27.81% UF: 39.12% P: 63.33% R: 26.72% F: 37.58%
+2024-03-24 09:44:26 INFO test: loss: nan - UP: 59.13% UR: 27.91% UF: 37.92% P: 56.40% R: 26.62% F: 36.17%
+2024-03-24 09:44:26 INFO 0:00:10.303130s elapsed
+2024-03-24 09:44:26 INFO Epoch 33 / 5000:
+2024-03-24 09:44:34 INFO lr: 4.9670e-05 - loss: 0.0041 - UP: 90.33% UR: 80.12% UF: 84.92% P: 90.28% R: 80.07% F: 84.87%
+2024-03-24 09:44:35 INFO dev:  loss: nan - UP: 59.46% UR: 35.35% UF: 44.34% P: 56.77% R: 33.75% F: 42.33%
+2024-03-24 09:44:37 INFO test: loss: nan - UP: 53.93% UR: 32.94% UF: 40.90% P: 51.82% R: 31.65% F: 39.30%
+2024-03-24 09:44:39 INFO 0:00:10.237435s elapsed (saved)
+2024-03-24 09:44:39 INFO Epoch 34 / 5000:
+2024-03-24 09:44:47 INFO lr: 4.9660e-05 - loss: 0.0014 - UP: 91.11% UR: 80.58% UF: 85.52% P: 91.08% R: 80.56% F: 85.50%
+2024-03-24 09:44:48 INFO dev:  loss: nan - UP: 58.82% UR: 35.55% UF: 44.31% P: 56.17% R: 33.95% F: 42.32%
+2024-03-24 09:44:49 INFO test: loss: nan - UP: 52.66% UR: 33.45% UF: 40.91% P: 50.60% R: 32.14% F: 39.31%
+2024-03-24 09:44:49 INFO 0:00:09.985212s elapsed
+2024-03-24 09:44:49 INFO Epoch 35 / 5000:
+2024-03-24 09:44:57 INFO lr: 4.9650e-05 - loss: 0.0036 - UP: 90.78% UR: 81.64% UF: 85.97% P: 90.77% R: 81.63% F: 85.96%
+2024-03-24 09:44:58 INFO dev:  loss: nan - UP: 58.68% UR: 36.33% UF: 44.87% P: 55.71% R: 34.49% F: 42.61%
+2024-03-24 09:44:59 INFO test: loss: nan - UP: 51.50% UR: 33.81% UF: 40.82% P: 49.31% R: 32.37% F: 39.08%
+2024-03-24 09:45:02 INFO 0:00:09.994192s elapsed (saved)
+2024-03-24 09:45:02 INFO Epoch 36 / 5000:
+2024-03-24 09:45:10 INFO lr: 4.9640e-05 - loss: nan - UP: 90.83% UR: 82.27% UF: 86.34% P: 90.81% R: 82.25% F: 86.32%
+2024-03-24 09:45:11 INFO dev:  loss: nan - UP: 57.01% UR: 41.13% UF: 47.79% P: 54.36% R: 39.22% F: 45.56%
+2024-03-24 09:45:12 INFO test: loss: nan - UP: 47.75% UR: 37.74% UF: 42.16% P: 46.15% R: 36.47% F: 40.74%
+2024-03-24 09:45:15 INFO 0:00:10.015499s elapsed (saved)
+2024-03-24 09:45:15 INFO Epoch 37 / 5000:
+2024-03-24 09:45:23 INFO lr: 4.9630e-05 - loss: 0.0014 - UP: 92.19% UR: 83.49% UF: 87.62% P: 92.18% R: 83.48% F: 87.61%
+2024-03-24 09:45:24 INFO dev:  loss: nan - UP: 59.94% UR: 36.87% UF: 45.66% P: 56.89% R: 35.00% F: 43.34%
+2024-03-24 09:45:25 INFO test: loss: nan - UP: 53.72% UR: 35.58% UF: 42.81% P: 51.26% R: 33.95% F: 40.85%
+2024-03-24 09:45:25 INFO 0:00:10.014435s elapsed
+2024-03-24 09:45:25 INFO Epoch 38 / 5000:
+2024-03-24 09:45:33 INFO lr: 4.9620e-05 - loss: 0.0030 - UP: 92.31% UR: 84.88% UF: 88.44% P: 92.30% R: 84.87% F: 88.43%
+2024-03-24 09:45:34 INFO dev:  loss: nan - UP: 58.38% UR: 37.54% UF: 45.70% P: 55.59% R: 35.74% F: 43.51%
+2024-03-24 09:45:35 INFO test: loss: nan - UP: 51.38% UR: 35.28% UF: 41.84% P: 49.35% R: 33.89% F: 40.19%
+2024-03-24 09:45:35 INFO 0:00:10.139101s elapsed
+2024-03-24 09:45:35 INFO Epoch 39 / 5000:
+2024-03-24 09:45:43 INFO lr: 4.9610e-05 - loss: 0.0026 - UP: 92.90% UR: 86.15% UF: 89.40% P: 92.88% R: 86.14% F: 89.38%
+2024-03-24 09:45:44 INFO dev:  loss: nan - UP: 58.81% UR: 38.48% UF: 46.52% P: 55.94% R: 36.60% F: 44.25%
+2024-03-24 09:45:46 INFO test: loss: nan - UP: 52.56% UR: 36.04% UF: 42.76% P: 50.46% R: 34.61% F: 41.06%
+2024-03-24 09:45:46 INFO 0:00:10.711915s elapsed
+2024-03-24 09:45:46 INFO Epoch 40 / 5000:
+2024-03-24 09:45:55 INFO lr: 4.9600e-05 - loss: 0.0030 - UP: 92.72% UR: 85.72% UF: 89.09% P: 92.70% R: 85.70% F: 89.06%
+2024-03-24 09:45:56 INFO dev:  loss: nan - UP: 62.60% UR: 29.69% UF: 40.28% P: 59.39% R: 28.16% F: 38.21%
+2024-03-24 09:45:57 INFO test: loss: nan - UP: 58.64% UR: 30.19% UF: 39.86% P: 56.18% R: 28.92% F: 38.19%
+2024-03-24 09:45:57 INFO 0:00:11.451205s elapsed
+2024-03-24 09:45:57 INFO Epoch 41 / 5000:
+2024-03-24 09:46:05 INFO lr: 4.9590e-05 - loss: nan - UP: 91.44% UR: 82.61% UF: 86.80% P: 91.43% R: 82.60% F: 86.79%
+2024-03-24 09:46:06 INFO dev:  loss: nan - UP: 60.65% UR: 32.15% UF: 42.02% P: 58.22% R: 30.86% F: 40.34%
+2024-03-24 09:46:08 INFO test: loss: nan - UP: 54.46% UR: 29.30% UF: 38.10% P: 52.61% R: 28.31% F: 36.81%
+2024-03-24 09:46:08 INFO 0:00:10.324572s elapsed
+2024-03-24 09:46:08 INFO Epoch 42 / 5000:
+2024-03-24 09:46:16 INFO lr: 4.9580e-05 - loss: 0.0005 - UP: 92.73% UR: 84.97% UF: 88.68% P: 92.67% R: 84.91% F: 88.62%
+2024-03-24 09:46:17 INFO dev:  loss: nan - UP: 60.08% UR: 39.22% UF: 47.46% P: 57.21% R: 37.34% F: 45.19%
+2024-03-24 09:46:18 INFO test: loss: nan - UP: 53.25% UR: 35.88% UF: 42.87% P: 51.27% R: 34.54% F: 41.28%
+2024-03-24 09:46:18 INFO 0:00:10.346781s elapsed
+2024-03-24 09:46:18 INFO Epoch 43 / 5000:
+2024-03-24 09:46:26 INFO lr: 4.9570e-05 - loss: 0.0022 - UP: 93.64% UR: 87.25% UF: 90.33% P: 93.63% R: 87.24% F: 90.32%
+2024-03-24 09:46:27 INFO dev:  loss: nan - UP: 61.57% UR: 38.55% UF: 47.42% P: 58.39% R: 36.56% F: 44.97%
+2024-03-24 09:46:29 INFO test: loss: nan - UP: 52.92% UR: 35.75% UF: 42.67% P: 50.80% R: 34.31% F: 40.96%
+2024-03-24 09:46:29 INFO 0:00:10.364681s elapsed
+2024-03-24 09:46:29 INFO Epoch 44 / 5000:
+2024-03-24 09:46:36 INFO lr: 4.9560e-05 - loss: 0.0019 - UP: 92.97% UR: 87.39% UF: 90.09% P: 92.94% R: 87.37% F: 90.07%
+2024-03-24 09:46:37 INFO dev:  loss: nan - UP: 60.26% UR: 36.02% UF: 45.09% P: 57.25% R: 34.22% F: 42.84%
+2024-03-24 09:46:39 INFO test: loss: nan - UP: 53.10% UR: 33.28% UF: 40.91% P: 50.94% R: 31.92% F: 39.25%
+2024-03-24 09:46:39 INFO 0:00:10.332041s elapsed
+2024-03-24 09:46:39 INFO Epoch 45 / 5000:
+2024-03-24 09:46:47 INFO lr: 4.9550e-05 - loss: 0.0001 - UP: 94.52% UR: 88.39% UF: 91.35% P: 94.52% R: 88.39% F: 91.35%
+2024-03-24 09:46:48 INFO dev:  loss: nan - UP: 56.68% UR: 42.93% UF: 48.86% P: 53.79% R: 40.74% F: 46.37%
+2024-03-24 09:46:49 INFO test: loss: nan - UP: 49.11% UR: 39.07% UF: 43.52% P: 47.04% R: 37.42% F: 41.68%
+2024-03-24 09:46:52 INFO 0:00:10.338526s elapsed (saved)
+2024-03-24 09:46:52 INFO Epoch 46 / 5000:
+2024-03-24 09:47:00 INFO lr: 4.9540e-05 - loss: 0.0019 - UP: 94.66% UR: 89.59% UF: 92.06% P: 94.65% R: 89.58% F: 92.05%
+2024-03-24 09:47:01 INFO dev:  loss: nan - UP: 60.94% UR: 40.47% UF: 48.64% P: 57.76% R: 38.36% F: 46.10%
+2024-03-24 09:47:02 INFO test: loss: nan - UP: 52.78% UR: 36.76% UF: 43.34% P: 50.44% R: 35.14% F: 41.42%
+2024-03-24 09:47:02 INFO 0:00:10.066116s elapsed
+2024-03-24 09:47:02 INFO Epoch 47 / 5000:
+2024-03-24 09:47:10 INFO lr: 4.9530e-05 - loss: 0.0018 - UP: 94.42% UR: 89.73% UF: 92.02% P: 94.42% R: 89.73% F: 92.02%
+2024-03-24 09:47:11 INFO dev:  loss: nan - UP: 61.86% UR: 37.50% UF: 46.69% P: 58.51% R: 35.47% F: 44.16%
+2024-03-24 09:47:12 INFO test: loss: nan - UP: 55.91% UR: 34.86% UF: 42.95% P: 53.61% R: 33.42% F: 41.18%
+2024-03-24 09:47:12 INFO 0:00:10.069747s elapsed
+2024-03-24 09:47:12 INFO Epoch 48 / 5000:
+2024-03-24 09:47:20 INFO lr: 4.9520e-05 - loss: 0.0005 - UP: 94.18% UR: 90.37% UF: 92.24% P: 94.17% R: 90.36% F: 92.23%
+2024-03-24 09:47:21 INFO dev:  loss: nan - UP: 64.70% UR: 35.59% UF: 45.92% P: 61.86% R: 34.02% F: 43.90%
+2024-03-24 09:47:22 INFO test: loss: nan - UP: 57.41% UR: 33.72% UF: 42.49% P: 55.14% R: 32.39% F: 40.81%
+2024-03-24 09:47:22 INFO 0:00:10.196340s elapsed
+2024-03-24 09:47:22 INFO Epoch 49 / 5000:
+2024-03-24 09:47:30 INFO lr: 4.9510e-05 - loss: 0.0018 - UP: 94.78% UR: 89.28% UF: 91.95% P: 94.78% R: 89.28% F: 91.95%
+2024-03-24 09:47:31 INFO dev:  loss: nan - UP: 62.10% UR: 34.37% UF: 44.25% P: 58.93% R: 32.62% F: 41.99%
+2024-03-24 09:47:33 INFO test: loss: nan - UP: 54.92% UR: 32.92% UF: 41.16% P: 52.80% R: 31.65% F: 39.58%
+2024-03-24 09:47:33 INFO 0:00:10.496958s elapsed
+2024-03-24 09:47:33 INFO Epoch 50 / 5000:
+2024-03-24 09:47:41 INFO lr: 4.9500e-05 - loss: 0.0004 - UP: 94.78% UR: 91.02% UF: 92.86% P: 94.75% R: 91.00% F: 92.84%
+2024-03-24 09:47:42 INFO dev:  loss: nan - UP: 62.70% UR: 34.53% UF: 44.53% P: 60.21% R: 33.16% F: 42.77%
+2024-03-24 09:47:44 INFO test: loss: nan - UP: 56.04% UR: 32.62% UF: 41.24% P: 54.08% R: 31.48% F: 39.80%
+2024-03-24 09:47:44 INFO 0:00:10.621419s elapsed
+2024-03-24 09:47:44 INFO Epoch 51 / 5000:
+2024-03-24 09:47:52 INFO lr: 4.9490e-05 - loss: 0.0002 - UP: 94.90% UR: 91.11% UF: 92.96% P: 94.87% R: 91.08% F: 92.94%
+2024-03-24 09:47:53 INFO dev:  loss: nan - UP: 61.10% UR: 37.42% UF: 46.41% P: 58.55% R: 35.86% F: 44.48%
+2024-03-24 09:47:54 INFO test: loss: nan - UP: 57.03% UR: 35.05% UF: 43.42% P: 55.28% R: 33.97% F: 42.08%
+2024-03-24 09:47:54 INFO 0:00:10.585143s elapsed
+2024-03-24 09:47:54 INFO Epoch 52 / 5000:
+2024-03-24 09:48:02 INFO lr: 4.9480e-05 - loss: 0.0023 - UP: 94.05% UR: 91.39% UF: 92.70% P: 94.04% R: 91.38% F: 92.69%
+2024-03-24 09:48:03 INFO dev:  loss: nan - UP: 67.61% UR: 30.74% UF: 42.27% P: 64.78% R: 29.45% F: 40.49%
+2024-03-24 09:48:05 INFO test: loss: nan - UP: 58.73% UR: 29.01% UF: 38.83% P: 56.59% R: 27.95% F: 37.42%
+2024-03-24 09:48:05 INFO 0:00:10.537936s elapsed
+2024-03-24 09:48:05 INFO Epoch 53 / 5000:
+2024-03-24 09:48:13 INFO lr: 4.9470e-05 - loss: 0.0008 - UP: 94.73% UR: 90.76% UF: 92.70% P: 94.73% R: 90.76% F: 92.70%
+2024-03-24 09:48:14 INFO dev:  loss: nan - UP: 61.74% UR: 37.38% UF: 46.57% P: 59.16% R: 35.82% F: 44.62%
+2024-03-24 09:48:15 INFO test: loss: nan - UP: 55.36% UR: 35.90% UF: 43.55% P: 53.27% R: 34.54% F: 41.91%
+2024-03-24 09:48:15 INFO 0:00:10.468054s elapsed
+2024-03-24 09:48:15 INFO Epoch 54 / 5000:
+2024-03-24 09:48:23 INFO lr: 4.9460e-05 - loss: 0.0013 - UP: 95.62% UR: 92.12% UF: 93.84% P: 95.62% R: 92.12% F: 93.84%
+2024-03-24 09:48:24 INFO dev:  loss: nan - UP: 65.14% UR: 36.21% UF: 46.55% P: 62.75% R: 34.88% F: 44.84%
+2024-03-24 09:48:26 INFO test: loss: nan - UP: 55.39% UR: 33.97% UF: 42.12% P: 53.43% R: 32.77% F: 40.62%
+2024-03-24 09:48:26 INFO 0:00:10.345551s elapsed
+2024-03-24 09:48:26 INFO Epoch 55 / 5000:
+2024-03-24 09:48:33 INFO lr: 4.9450e-05 - loss: nan - UP: 96.01% UR: 92.82% UF: 94.39% P: 96.00% R: 92.81% F: 94.38%
+2024-03-24 09:48:34 INFO dev:  loss: nan - UP: 61.24% UR: 39.26% UF: 47.85% P: 58.38% R: 37.42% F: 45.61%
+2024-03-24 09:48:36 INFO test: loss: nan - UP: 53.89% UR: 36.26% UF: 43.35% P: 51.79% R: 34.84% F: 41.66%
+2024-03-24 09:48:36 INFO 0:00:10.298178s elapsed
+2024-03-24 09:48:36 INFO Epoch 56 / 5000:
+2024-03-24 09:48:44 INFO lr: 4.9440e-05 - loss: 0.0013 - UP: 96.12% UR: 93.09% UF: 94.58% P: 96.12% R: 93.09% F: 94.58%
+2024-03-24 09:48:45 INFO dev:  loss: nan - UP: 63.34% UR: 40.70% UF: 49.56% P: 60.36% R: 38.79% F: 47.23%
+2024-03-24 09:48:46 INFO test: loss: nan - UP: 51.56% UR: 34.59% UF: 41.40% P: 49.64% R: 33.30% F: 39.86%
+2024-03-24 09:48:49 INFO 0:00:10.348079s elapsed (saved)
+2024-03-24 09:48:49 INFO Epoch 57 / 5000:
+2024-03-24 09:48:57 INFO lr: 4.9430e-05 - loss: 0.0004 - UP: 95.76% UR: 93.32% UF: 94.52% P: 95.76% R: 93.32% F: 94.52%
+2024-03-24 09:48:58 INFO dev:  loss: nan - UP: 58.26% UR: 36.91% UF: 45.19% P: 55.24% R: 35.00% F: 42.85%
+2024-03-24 09:48:59 INFO test: loss: nan - UP: 52.99% UR: 33.87% UF: 41.33% P: 50.98% R: 32.58% F: 39.75%
+2024-03-24 09:48:59 INFO 0:00:10.016124s elapsed
+2024-03-24 09:48:59 INFO Epoch 58 / 5000:
+2024-03-24 09:49:07 INFO lr: 4.9420e-05 - loss: 0.0069 - UP: 86.04% UR: 74.48% UF: 79.84% P: 85.41% R: 73.93% F: 79.26%
+2024-03-24 09:49:08 INFO dev:  loss: nan - UP: 58.98% UR: 35.55% UF: 44.36% P: 55.87% R: 33.67% F: 42.02%
+2024-03-24 09:49:09 INFO test: loss: nan - UP: 47.23% UR: 29.52% UF: 36.33% P: 45.20% R: 28.25% F: 34.77%
+2024-03-24 09:49:09 INFO 0:00:10.038639s elapsed
+2024-03-24 09:49:09 INFO Epoch 59 / 5000:
+2024-03-24 09:49:17 INFO lr: 4.9410e-05 - loss: 0.0068 - UP: 86.90% UR: 74.94% UF: 80.48% P: 85.97% R: 74.13% F: 79.61%
+2024-03-24 09:49:18 INFO dev:  loss: nan - UP: 59.41% UR: 30.82% UF: 40.59% P: 56.02% R: 29.06% F: 38.27%
+2024-03-24 09:49:19 INFO test: loss: nan - UP: 56.56% UR: 27.40% UF: 36.92% P: 54.47% R: 26.39% F: 35.55%
+2024-03-24 09:49:19 INFO 0:00:10.180131s elapsed
+2024-03-24 09:49:19 INFO Epoch 60 / 5000:
+2024-03-24 09:49:27 INFO lr: 4.9400e-05 - loss: 0.0072 - UP: 84.34% UR: 72.61% UF: 78.03% P: 83.86% R: 72.19% F: 77.59%
+2024-03-24 09:49:28 INFO dev:  loss: nan - UP: 55.29% UR: 34.30% UF: 42.33% P: 52.46% R: 32.54% F: 40.16%
+2024-03-24 09:49:30 INFO test: loss: nan - UP: 49.88% UR: 31.92% UF: 38.93% P: 47.38% R: 30.32% F: 36.98%
+2024-03-24 09:49:30 INFO 0:00:10.455169s elapsed
+2024-03-24 09:49:30 INFO Epoch 61 / 5000:
+2024-03-24 09:49:38 INFO lr: 4.9390e-05 - loss: 0.0018 - UP: 91.09% UR: 80.50% UF: 85.46% P: 90.86% R: 80.30% F: 85.25%
+2024-03-24 09:49:39 INFO dev:  loss: nan - UP: 60.06% UR: 37.54% UF: 46.20% P: 57.00% R: 35.62% F: 43.85%
+2024-03-24 09:49:41 INFO test: loss: nan - UP: 51.61% UR: 32.79% UF: 40.10% P: 49.68% R: 31.57% F: 38.60%
+2024-03-24 09:49:41 INFO 0:00:10.753731s elapsed
+2024-03-24 09:49:41 INFO Epoch 62 / 5000:
+2024-03-24 09:49:49 INFO lr: 4.9380e-05 - loss: 0.0041 - UP: 89.74% UR: 83.49% UF: 86.50% P: 89.09% R: 82.89% F: 85.88%
+2024-03-24 09:49:50 INFO dev:  loss: nan - UP: 55.54% UR: 34.06% UF: 42.23% P: 52.74% R: 32.34% F: 40.10%
+2024-03-24 09:49:51 INFO test: loss: nan - UP: 49.56% UR: 30.09% UF: 37.44% P: 47.27% R: 28.69% F: 35.71%
+2024-03-24 09:49:51 INFO 0:00:10.563010s elapsed
+2024-03-24 09:49:51 INFO Epoch 63 / 5000:
+2024-03-24 09:49:59 INFO lr: 4.9370e-05 - loss: 0.0028 - UP: 91.38% UR: 82.66% UF: 86.80% P: 91.30% R: 82.59% F: 86.73%
+2024-03-24 09:50:00 INFO dev:  loss: nan - UP: 54.77% UR: 41.72% UF: 47.36% P: 52.31% R: 39.84% F: 45.23%
+2024-03-24 09:50:02 INFO test: loss: nan - UP: 50.19% UR: 36.64% UF: 42.35% P: 48.36% R: 35.31% F: 40.82%
+2024-03-24 09:50:02 INFO 0:00:10.538117s elapsed
+2024-03-24 09:50:02 INFO Epoch 64 / 5000:
+2024-03-24 09:50:10 INFO lr: 4.9360e-05 - loss: 0.0027 - UP: 92.54% UR: 85.54% UF: 88.90% P: 92.37% R: 85.38% F: 88.74%
+2024-03-24 09:50:11 INFO dev:  loss: nan - UP: 55.16% UR: 40.90% UF: 46.97% P: 53.00% R: 39.30% F: 45.13%
+2024-03-24 09:50:12 INFO test: loss: nan - UP: 46.81% UR: 37.65% UF: 41.73% P: 45.13% R: 36.30% F: 40.23%
+2024-03-24 09:50:12 INFO 0:00:10.451706s elapsed
+2024-03-24 09:50:12 INFO Epoch 65 / 5000:
+2024-03-24 09:50:20 INFO lr: 4.9350e-05 - loss: 0.0019 - UP: 92.55% UR: 89.25% UF: 90.87% P: 92.49% R: 89.19% F: 90.81%
+2024-03-24 09:50:21 INFO dev:  loss: nan - UP: 64.56% UR: 32.38% UF: 43.13% P: 61.45% R: 30.82% F: 41.05%
+2024-03-24 09:50:22 INFO test: loss: nan - UP: 57.31% UR: 31.29% UF: 40.48% P: 55.34% R: 30.21% F: 39.09%
+2024-03-24 09:50:22 INFO 0:00:10.357569s elapsed
+2024-03-24 09:50:22 INFO Epoch 66 / 5000:
+2024-03-24 09:50:30 INFO lr: 4.9340e-05 - loss: 0.0020 - UP: 93.92% UR: 89.17% UF: 91.48% P: 93.88% R: 89.13% F: 91.45%
+2024-03-24 09:50:31 INFO dev:  loss: nan - UP: 57.76% UR: 38.95% UF: 46.52% P: 54.58% R: 36.80% F: 43.96%
+2024-03-24 09:50:33 INFO test: loss: nan - UP: 51.55% UR: 35.20% UF: 41.83% P: 49.75% R: 33.97% F: 40.38%
+2024-03-24 09:50:33 INFO 0:00:10.300708s elapsed
+2024-03-24 09:50:33 INFO Epoch 67 / 5000:
+2024-03-24 09:50:41 INFO lr: 4.9330e-05 - loss: 0.0021 - UP: 95.49% UR: 90.88% UF: 93.13% P: 95.45% R: 90.85% F: 93.09%
+2024-03-24 09:50:42 INFO dev:  loss: nan - UP: 60.71% UR: 37.54% UF: 46.39% P: 57.99% R: 35.86% F: 44.32%
+2024-03-24 09:50:43 INFO test: loss: nan - UP: 54.55% UR: 35.43% UF: 42.96% P: 52.57% R: 34.14% F: 41.40%
+2024-03-24 09:50:43 INFO 0:00:10.273788s elapsed
+2024-03-24 09:50:43 INFO Epoch 68 / 5000:
+2024-03-24 09:50:51 INFO lr: 4.9320e-05 - loss: 0.0014 - UP: 94.91% UR: 92.16% UF: 93.51% P: 94.87% R: 92.12% F: 93.48%
+2024-03-24 09:50:52 INFO dev:  loss: nan - UP: 58.15% UR: 37.23% UF: 45.39% P: 54.91% R: 35.16% F: 42.87%
+2024-03-24 09:50:53 INFO test: loss: nan - UP: 53.35% UR: 33.66% UF: 41.27% P: 51.21% R: 32.31% F: 39.62%
+2024-03-24 09:50:53 INFO 0:00:10.265160s elapsed
+2024-03-24 09:50:53 INFO Epoch 69 / 5000:
+2024-03-24 09:51:01 INFO lr: 4.9310e-05 - loss: 0.0011 - UP: 95.47% UR: 92.87% UF: 94.15% P: 95.45% R: 92.86% F: 94.14%
+2024-03-24 09:51:02 INFO dev:  loss: nan - UP: 56.76% UR: 39.53% UF: 46.60% P: 53.79% R: 37.46% F: 44.16%
+2024-03-24 09:51:04 INFO test: loss: nan - UP: 52.69% UR: 36.68% UF: 43.25% P: 50.65% R: 35.26% F: 41.58%
+2024-03-24 09:51:04 INFO 0:00:10.258410s elapsed
+2024-03-24 09:51:04 INFO Epoch 70 / 5000:
+2024-03-24 09:51:11 INFO lr: 4.9300e-05 - loss: 0.0013 - UP: 96.10% UR: 93.67% UF: 94.87% P: 96.10% R: 93.67% F: 94.87%
+2024-03-24 09:51:12 INFO dev:  loss: nan - UP: 59.10% UR: 38.16% UF: 46.38% P: 56.20% R: 36.29% F: 44.10%
+2024-03-24 09:51:14 INFO test: loss: nan - UP: 54.30% UR: 35.45% UF: 42.90% P: 52.23% R: 34.10% F: 41.26%
+2024-03-24 09:51:14 INFO 0:00:10.261261s elapsed
+2024-03-24 09:51:14 INFO Epoch 71 / 5000:
+2024-03-24 09:51:22 INFO lr: 4.9290e-05 - loss: 0.0010 - UP: 96.07% UR: 94.05% UF: 95.05% P: 96.07% R: 94.05% F: 95.05%
+2024-03-24 09:51:23 INFO dev:  loss: nan - UP: 60.39% UR: 39.49% UF: 47.76% P: 57.35% R: 37.50% F: 45.35%
+2024-03-24 09:51:24 INFO test: loss: nan - UP: 53.70% UR: 36.07% UF: 43.15% P: 51.62% R: 34.67% F: 41.48%
+2024-03-24 09:51:24 INFO 0:00:10.256110s elapsed
+2024-03-24 09:51:24 INFO Epoch 72 / 5000:
+2024-03-24 09:51:32 INFO lr: 4.9280e-05 - loss: nan - UP: 96.41% UR: 94.26% UF: 95.32% P: 96.41% R: 94.26% F: 95.32%
+2024-03-24 09:51:33 INFO dev:  loss: nan - UP: 60.60% UR: 37.19% UF: 46.09% P: 57.48% R: 35.27% F: 43.72%
+2024-03-24 09:51:34 INFO test: loss: nan - UP: 56.24% UR: 34.46% UF: 42.74% P: 54.28% R: 33.26% F: 41.24%
+2024-03-24 09:51:34 INFO 0:00:10.270543s elapsed
+2024-03-24 09:51:34 INFO Epoch 73 / 5000:
+2024-03-24 09:51:42 INFO lr: 4.9270e-05 - loss: 0.0000 - UP: 96.82% UR: 94.44% UF: 95.62% P: 96.82% R: 94.44% F: 95.62%
+2024-03-24 09:51:43 INFO dev:  loss: nan - UP: 58.99% UR: 40.00% UF: 47.67% P: 55.76% R: 37.81% F: 45.07%
+2024-03-24 09:51:45 INFO test: loss: nan - UP: 54.40% UR: 37.19% UF: 44.18% P: 52.33% R: 35.77% F: 42.49%
+2024-03-24 09:51:45 INFO 0:00:10.326003s elapsed
+2024-03-24 09:51:45 INFO Epoch 74 / 5000:
+2024-03-24 09:51:53 INFO lr: 4.9260e-05 - loss: 0.0002 - UP: 97.17% UR: 94.52% UF: 95.83% P: 97.16% R: 94.51% F: 95.82%
+2024-03-24 09:51:54 INFO dev:  loss: nan - UP: 58.89% UR: 38.55% UF: 46.60% P: 55.73% R: 36.48% F: 44.10%
+2024-03-24 09:51:55 INFO test: loss: nan - UP: 53.56% UR: 36.09% UF: 43.12% P: 51.65% R: 34.80% F: 41.58%
+2024-03-24 09:51:55 INFO 0:00:10.344603s elapsed
+2024-03-24 09:51:55 INFO Epoch 75 / 5000:
+2024-03-24 09:52:03 INFO lr: 4.9250e-05 - loss: 0.0009 - UP: 96.88% UR: 95.47% UF: 96.17% P: 96.88% R: 95.47% F: 96.17%
+2024-03-24 09:52:04 INFO dev:  loss: nan - UP: 58.50% UR: 37.66% UF: 45.82% P: 55.34% R: 35.62% F: 43.35%
+2024-03-24 09:52:05 INFO test: loss: nan - UP: 53.48% UR: 36.19% UF: 43.17% P: 51.33% R: 34.73% F: 41.43%
+2024-03-24 09:52:05 INFO 0:00:10.424961s elapsed
+2024-03-24 09:52:05 INFO Epoch 76 / 5000:
+2024-03-24 09:52:13 INFO lr: 4.9240e-05 - loss: 0.0006 - UP: 96.99% UR: 95.64% UF: 96.31% P: 96.99% R: 95.64% F: 96.31%
+2024-03-24 09:52:14 INFO dev:  loss: nan - UP: 61.81% UR: 36.48% UF: 45.89% P: 58.97% R: 34.80% F: 43.77%
+2024-03-24 09:52:16 INFO test: loss: nan - UP: 56.48% UR: 34.06% UF: 42.49% P: 54.45% R: 32.83% F: 40.96%
+2024-03-24 09:52:16 INFO 0:00:10.452512s elapsed
+2024-03-24 09:52:16 INFO Epoch 77 / 5000:
+2024-03-24 09:52:24 INFO lr: 4.9230e-05 - loss: 0.0012 - UP: 96.85% UR: 94.91% UF: 95.87% P: 96.81% R: 94.88% F: 95.84%
+2024-03-24 09:52:25 INFO dev:  loss: nan - UP: 61.00% UR: 39.65% UF: 48.06% P: 58.11% R: 37.77% F: 45.79%
+2024-03-24 09:52:26 INFO test: loss: nan - UP: 53.09% UR: 36.07% UF: 42.95% P: 51.26% R: 34.82% F: 41.47%
+2024-03-24 09:52:26 INFO 0:00:10.457633s elapsed
+2024-03-24 09:52:26 INFO Epoch 78 / 5000:
+2024-03-24 09:52:34 INFO lr: 4.9220e-05 - loss: 0.0017 - UP: 97.25% UR: 95.25% UF: 96.24% P: 97.21% R: 95.21% F: 96.20%
+2024-03-24 09:52:35 INFO dev:  loss: nan - UP: 62.64% UR: 34.84% UF: 44.78% P: 59.90% R: 33.32% F: 42.82%
+2024-03-24 09:52:37 INFO test: loss: nan - UP: 59.31% UR: 32.37% UF: 41.88% P: 56.56% R: 30.87% F: 39.94%
+2024-03-24 09:52:37 INFO 0:00:10.505568s elapsed
+2024-03-24 09:52:37 INFO Epoch 79 / 5000:
+2024-03-24 09:52:45 INFO lr: 4.9210e-05 - loss: 0.0003 - UP: 96.81% UR: 94.87% UF: 95.83% P: 96.75% R: 94.81% F: 95.77%
+2024-03-24 09:52:46 INFO dev:  loss: nan - UP: 59.54% UR: 41.09% UF: 48.62% P: 56.59% R: 39.06% F: 46.22%
+2024-03-24 09:52:47 INFO test: loss: nan - UP: 52.38% UR: 36.49% UF: 43.01% P: 50.20% R: 34.97% F: 41.22%
+2024-03-24 09:52:47 INFO 0:00:10.524557s elapsed
+2024-03-24 09:52:47 INFO Epoch 80 / 5000:
+2024-03-24 09:52:55 INFO lr: 4.9200e-05 - loss: 0.0008 - UP: 97.12% UR: 95.77% UF: 96.44% P: 97.12% R: 95.77% F: 96.44%
+2024-03-24 09:52:56 INFO dev:  loss: nan - UP: 61.32% UR: 36.17% UF: 45.50% P: 58.48% R: 34.49% F: 43.39%
+2024-03-24 09:52:58 INFO test: loss: nan - UP: 57.56% UR: 33.93% UF: 42.70% P: 55.27% R: 32.58% F: 40.99%
+2024-03-24 09:52:58 INFO 0:00:10.607537s elapsed
+2024-03-24 09:52:58 INFO Epoch 81 / 5000:
+2024-03-24 09:53:06 INFO lr: 4.9190e-05 - loss: 0.0014 - UP: 97.29% UR: 95.61% UF: 96.44% P: 97.29% R: 95.61% F: 96.44%
+2024-03-24 09:53:07 INFO dev:  loss: nan - UP: 61.62% UR: 39.26% UF: 47.96% P: 58.92% R: 37.54% F: 45.86%
+2024-03-24 09:53:09 INFO test: loss: nan - UP: 54.40% UR: 36.28% UF: 43.53% P: 52.15% R: 34.78% F: 41.73%
+2024-03-24 09:53:09 INFO 0:00:10.602483s elapsed
+2024-03-24 09:53:09 INFO Epoch 82 / 5000:
+2024-03-24 09:53:17 INFO lr: 4.9180e-05 - loss: 0.0010 - UP: 97.48% UR: 95.53% UF: 96.49% P: 97.48% R: 95.53% F: 96.49%
+2024-03-24 09:53:18 INFO dev:  loss: nan - UP: 59.35% UR: 39.53% UF: 47.46% P: 56.54% R: 37.66% F: 45.21%
+2024-03-24 09:53:19 INFO test: loss: nan - UP: 54.71% UR: 36.93% UF: 44.10% P: 52.36% R: 35.35% F: 42.20%
+2024-03-24 09:53:19 INFO 0:00:10.646331s elapsed
+2024-03-24 09:53:19 INFO Epoch 83 / 5000:
+2024-03-24 09:53:27 INFO lr: 4.9170e-05 - loss: 0.0000 - UP: 97.61% UR: 96.90% UF: 97.25% P: 97.61% R: 96.90% F: 97.25%
+2024-03-24 09:53:28 INFO dev:  loss: nan - UP: 60.51% UR: 36.21% UF: 45.31% P: 57.57% R: 34.45% F: 43.11%
+2024-03-24 09:53:30 INFO test: loss: nan - UP: 56.85% UR: 34.57% UF: 42.99% P: 54.79% R: 33.32% F: 41.44%
+2024-03-24 09:53:30 INFO 0:00:10.597424s elapsed
+2024-03-24 09:53:30 INFO Epoch 84 / 5000:
+2024-03-24 09:53:38 INFO lr: 4.9160e-05 - loss: 0.0005 - UP: 97.80% UR: 96.53% UF: 97.16% P: 97.78% R: 96.52% F: 97.15%
+2024-03-24 09:53:39 INFO dev:  loss: nan - UP: 58.91% UR: 39.77% UF: 47.48% P: 55.96% R: 37.77% F: 45.10%
+2024-03-24 09:53:40 INFO test: loss: nan - UP: 54.55% UR: 37.14% UF: 44.19% P: 52.16% R: 35.52% F: 42.26%
+2024-03-24 09:53:40 INFO 0:00:10.536513s elapsed
+2024-03-24 09:53:40 INFO Epoch 85 / 5000:
+2024-03-24 09:53:48 INFO lr: 4.9150e-05 - loss: 0.0009 - UP: 97.72% UR: 96.64% UF: 97.18% P: 97.70% R: 96.63% F: 97.16%
+2024-03-24 09:53:49 INFO dev:  loss: nan - UP: 65.36% UR: 33.83% UF: 44.58% P: 62.49% R: 32.34% F: 42.63%
+2024-03-24 09:53:51 INFO test: loss: nan - UP: 59.52% UR: 31.04% UF: 40.80% P: 57.05% R: 29.75% F: 39.11%
+2024-03-24 09:53:51 INFO 0:00:10.475815s elapsed
+2024-03-24 09:53:51 INFO Epoch 86 / 5000:
+2024-03-24 09:53:59 INFO lr: 4.9140e-05 - loss: 0.0013 - UP: 96.49% UR: 95.02% UF: 95.75% P: 96.49% R: 95.02% F: 95.75%
+2024-03-24 09:54:00 INFO dev:  loss: nan - UP: 55.35% UR: 41.41% UF: 47.37% P: 52.79% R: 39.49% F: 45.18%
+2024-03-24 09:54:01 INFO test: loss: nan - UP: 51.22% UR: 37.19% UF: 43.09% P: 49.04% R: 35.60% F: 41.25%
+2024-03-24 09:54:01 INFO 0:00:10.449594s elapsed
+2024-03-24 09:54:06 INFO Epoch 56 saved
+2024-03-24 09:54:06 INFO dev:  UP: 63.34% UR: 40.70% UF: 49.56% P: 60.36% R: 38.79% F: 47.23%
+2024-03-24 09:54:06 INFO test: UP: 51.56% UR: 34.59% UF: 41.40% P: 49.64% R: 33.30% F: 39.86%
+2024-03-24 09:54:06 INFO 0:14:48.246818s elapsed, 0:00:10.328451s/epoch

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@@ -1,4 +1,4 @@
-2024-01-01 05:02:31 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_asc/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 05:02:31 INFO Building the fields
-2024-01-01 05:02:33 INFO CoNLL(
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
  (labels): ChartField()
 )
-2024-01-01 05:02:33 INFO Building the model
-2024-01-01 05:02:36 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)
@@ -61,553 +61,553 @@ inference            |              mfvi
   (inference): SemanticDependencyMFVI(max_iter=3)
 )
-2024-01-01 05:02:36 INFO Loading the data
-2024-01-01 05:02:43 INFO
 train: Dataset(n_sentences=4697, n_batches=68, n_buckets=32)
 dev:   Dataset(n_sentences=1649, n_batches=34, n_buckets=32)
 test:  Dataset(n_sentences=2112, n_batches=46, n_buckets=32)
-2024-01-01 05:02:43 INFO Epoch 1 / 5000:
-2024-01-01 05:02:53 INFO lr: 4.9990e-05 - loss: 0.1204 - UP:  0.48% UR:  1.36% UF:  0.71% P:  0.09% R:  0.25% F:  0.13%
-2024-01-01 05:02:54 INFO dev:  loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 05:02:55 INFO test: loss: nan - UP:  0.00% UR:  0.00% UF:  0.00% P:  0.00% R:  0.00% F:  0.00%
-2024-01-01 05:02:55 INFO 0:00:12.608042s elapsed
-2024-01-01 05:02:55 INFO Epoch 2 / 5000:
-2024-01-01 05:03:05 INFO lr: 4.9980e-05 - loss: nan - UP: 35.18% UR:  2.11% UF:  3.97% P: 30.24% R:  1.81% F:  3.41%
-2024-01-01 05:03:06 INFO dev:  loss: nan - UP: 57.06% UR:  3.95% UF:  7.38% P: 47.46% R:  3.28% F:  6.14%
-2024-01-01 05:03:07 INFO test: loss: nan - UP: 55.41% UR:  3.57% UF:  6.71% P: 42.95% R:  2.77% F:  5.20%
-2024-01-01 05:03:12 INFO 0:00:11.906868s elapsed (saved)
-2024-01-01 05:03:12 INFO Epoch 3 / 5000:
-2024-01-01 05:03:21 INFO lr: 4.9970e-05 - loss: 0.0328 - UP: 46.17% UR:  5.35% UF:  9.58% P: 43.11% R:  4.99% F:  8.95%
-2024-01-01 05:03:22 INFO dev:  loss: nan - UP: 77.33% UR:  2.27% UF:  4.40% P: 74.67% R:  2.19% F:  4.25%
-2024-01-01 05:03:24 INFO test: loss: nan - UP: 65.13% UR:  2.09% UF:  4.05% P: 62.50% R:  2.01% F:  3.89%
-2024-01-01 05:03:24 INFO 0:00:11.943686s elapsed
-2024-01-01 05:03:24 INFO Epoch 4 / 5000:
-2024-01-01 05:03:33 INFO lr: 4.9960e-05 - loss: 0.0208 - UP: 54.03% UR:  9.67% UF: 16.41% P: 51.65% R:  9.25% F: 15.69%
-2024-01-01 05:03:34 INFO dev:  loss: nan - UP: 59.66% UR:  6.76% UF: 12.14% P: 53.45% R:  6.05% F: 10.88%
-2024-01-01 05:03:36 INFO test: loss: nan - UP: 61.56% UR:  6.02% UF: 10.97% P: 51.40% R:  5.03% F:  9.16%
-2024-01-01 05:03:42 INFO 0:00:11.954008s elapsed (saved)
-2024-01-01 05:03:42 INFO Epoch 5 / 5000:
-2024-01-01 05:03:51 INFO lr: 4.9950e-05 - loss: 0.0232 - UP: 61.63% UR: 15.77% UF: 25.11% P: 59.55% R: 15.23% F: 24.26%
-2024-01-01 05:03:52 INFO dev:  loss: nan - UP: 65.45% UR: 11.17% UF: 19.09% P: 64.99% R: 11.09% F: 18.95%
-2024-01-01 05:03:54 INFO test: loss: nan - UP: 51.79% UR:  9.78% UF: 16.46% P: 51.34% R:  9.70% F: 16.31%
-2024-01-01 05:04:00 INFO 0:00:11.931814s elapsed (saved)
-2024-01-01 05:04:00 INFO Epoch 6 / 5000:
-2024-01-01 05:04:10 INFO lr: 4.9940e-05 - loss: 0.0255 - UP: 65.46% UR: 21.61% UF: 32.49% P: 64.85% R: 21.41% F: 32.19%
-2024-01-01 05:04:11 INFO dev:  loss: nan - UP: 59.57% UR: 16.41% UF: 25.73% P: 56.88% R: 15.66% F: 24.56%
-2024-01-01 05:04:12 INFO test: loss: nan - UP: 53.03% UR: 13.31% UF: 21.28% P: 50.34% R: 12.63% F: 20.20%
-2024-01-01 05:04:18 INFO 0:00:11.932618s elapsed (saved)
-2024-01-01 05:04:18 INFO Epoch 7 / 5000:
-2024-01-01 05:04:28 INFO lr: 4.9930e-05 - loss: 0.0122 - UP: 70.75% UR: 29.86% UF: 42.00% P: 70.19% R: 29.63% F: 41.67%
-2024-01-01 05:04:29 INFO dev:  loss: nan - UP: 54.38% UR: 19.88% UF: 29.12% P: 53.10% R: 19.41% F: 28.43%
-2024-01-01 05:04:30 INFO test: loss: nan - UP: 53.57% UR: 17.77% UF: 26.69% P: 51.40% R: 17.05% F: 25.61%
-2024-01-01 05:04:36 INFO 0:00:11.916353s elapsed (saved)
-2024-01-01 05:04:36 INFO Epoch 8 / 5000:
-2024-01-01 05:04:46 INFO lr: 4.9920e-05 - loss: 0.0209 - UP: 69.46% UR: 33.25% UF: 44.97% P: 68.79% R: 32.93% F: 44.54%
-2024-01-01 05:04:47 INFO dev:  loss: nan - UP: 42.00% UR: 30.35% UF: 35.24% P: 40.92% R: 29.57% F: 34.33%
-2024-01-01 05:04:48 INFO test: loss: nan - UP: 37.83% UR: 27.04% UF: 31.54% P: 36.52% R: 26.11% F: 30.45%
-2024-01-01 05:04:54 INFO 0:00:11.922805s elapsed (saved)
-2024-01-01 05:04:54 INFO Epoch 9 / 5000:
-2024-01-01 05:05:04 INFO lr: 4.9910e-05 - loss: 0.0178 - UP: 70.24% UR: 33.76% UF: 45.60% P: 69.80% R: 33.54% F: 45.31%
-2024-01-01 05:05:05 INFO dev:  loss: nan - UP: 57.82% UR: 25.55% UF: 35.44% P: 55.26% R: 24.41% F: 33.87%
-2024-01-01 05:05:06 INFO test: loss: nan - UP: 54.00% UR: 23.26% UF: 32.52% P: 52.08% R: 22.44% F: 31.36%
-2024-01-01 05:05:06 INFO 0:00:11.910794s elapsed
-2024-01-01 05:05:06 INFO Epoch 10 / 5000:
-2024-01-01 05:05:16 INFO lr: 4.9900e-05 - loss: 0.0003 - UP: 70.81% UR: 38.85% UF: 50.18% P: 70.25% R: 38.55% F: 49.78%
-2024-01-01 05:05:17 INFO dev:  loss: nan - UP: 63.84% UR: 15.31% UF: 24.70% P: 60.42% R: 14.49% F: 23.38%
-2024-01-01 05:05:18 INFO test: loss: nan - UP: 59.98% UR: 11.94% UF: 19.91% P: 55.41% R: 11.03% F: 18.40%
-2024-01-01 05:05:18 INFO 0:00:11.972394s elapsed
-2024-01-01 05:05:18 INFO Epoch 11 / 5000:
-2024-01-01 05:05:28 INFO lr: 4.9890e-05 - loss: 0.0104 - UP: 72.52% UR: 40.17% UF: 51.70% P: 72.01% R: 39.88% F: 51.33%
-2024-01-01 05:05:29 INFO dev:  loss: nan - UP: 55.02% UR: 29.10% UF: 38.07% P: 53.32% R: 28.20% F: 36.89%
-2024-01-01 05:05:30 INFO test: loss: nan - UP: 51.98% UR: 24.70% UF: 33.49% P: 48.91% R: 23.24% F: 31.51%
-2024-01-01 05:05:36 INFO 0:00:11.961606s elapsed (saved)
-2024-01-01 05:05:36 INFO Epoch 12 / 5000:
-2024-01-01 05:05:46 INFO lr: 4.9880e-05 - loss: 0.0412 - UP: 76.33% UR: 48.78% UF: 59.52% P: 76.12% R: 48.65% F: 59.36%
-2024-01-01 05:05:47 INFO dev:  loss: nan - UP: 55.16% UR: 30.04% UF: 38.90% P: 52.80% R: 28.75% F: 37.23%
-2024-01-01 05:05:48 INFO test: loss: nan - UP: 52.56% UR: 26.26% UF: 35.02% P: 49.98% R: 24.97% F: 33.31%
-2024-01-01 05:05:54 INFO 0:00:11.947128s elapsed (saved)
-2024-01-01 05:05:54 INFO Epoch 13 / 5000:
-2024-01-01 05:06:04 INFO lr: 4.9870e-05 - loss: 0.0083 - UP: 78.63% UR: 53.83% UF: 63.91% P: 78.44% R: 53.70% F: 63.75%
-2024-01-01 05:06:05 INFO dev:  loss: nan - UP: 56.35% UR: 32.42% UF: 41.16% P: 54.31% R: 31.25% F: 39.67%
-2024-01-01 05:06:06 INFO test: loss: nan - UP: 50.39% UR: 25.84% UF: 34.16% P: 47.88% R: 24.55% F: 32.46%
-2024-01-01 05:06:12 INFO 0:00:11.954485s elapsed (saved)
-2024-01-01 05:06:12 INFO Epoch 14 / 5000:
-2024-01-01 05:06:22 INFO lr: 4.9860e-05 - loss: 0.0039 - UP: 80.58% UR: 57.13% UF: 66.86% P: 80.50% R: 57.07% F: 66.79%
-2024-01-01 05:06:23 INFO dev:  loss: nan - UP: 52.09% UR: 38.01% UF: 43.95% P: 50.21% R: 36.64% F: 42.37%
-2024-01-01 05:06:24 INFO test: loss: nan - UP: 45.87% UR: 31.88% UF: 37.62% P: 43.83% R: 30.47% F: 35.95%
-2024-01-01 05:06:31 INFO 0:00:11.953338s elapsed (saved)
-2024-01-01 05:06:31 INFO Epoch 15 / 5000:
-2024-01-01 05:06:40 INFO lr: 4.9850e-05 - loss: 0.0228 - UP: 83.20% UR: 62.74% UF: 71.54% P: 83.12% R: 62.68% F: 71.47%
-2024-01-01 05:06:41 INFO dev:  loss: nan - UP: 54.31% UR: 35.70% UF: 43.08% P: 51.93% R: 34.14% F: 41.20%
-2024-01-01 05:06:42 INFO test: loss: nan - UP: 47.95% UR: 30.61% UF: 37.37% P: 45.47% R: 29.03% F: 35.44%
-2024-01-01 05:06:42 INFO 0:00:11.900239s elapsed
-2024-01-01 05:06:42 INFO Epoch 16 / 5000:
-2024-01-01 05:06:52 INFO lr: 4.9840e-05 - loss: 0.0095 - UP: 83.02% UR: 63.28% UF: 71.82% P: 82.95% R: 63.22% F: 71.75%
-2024-01-01 05:06:53 INFO dev:  loss: nan - UP: 56.48% UR: 33.05% UF: 41.70% P: 54.27% R: 31.76% F: 40.07%
-2024-01-01 05:06:54 INFO test: loss: nan - UP: 50.65% UR: 28.84% UF: 36.75% P: 48.20% R: 27.45% F: 34.98%
-2024-01-01 05:06:54 INFO 0:00:11.941001s elapsed
-2024-01-01 05:06:54 INFO Epoch 17 / 5000:
-2024-01-01 05:07:04 INFO lr: 4.9830e-05 - loss: 0.0019 - UP: 85.40% UR: 68.07% UF: 75.75% P: 85.24% R: 67.94% F: 75.61%
-2024-01-01 05:07:05 INFO dev:  loss: nan - UP: 54.78% UR: 34.26% UF: 42.15% P: 52.78% R: 33.01% F: 40.62%
-2024-01-01 05:07:06 INFO test: loss: nan - UP: 52.13% UR: 30.76% UF: 38.69% P: 50.27% R: 29.66% F: 37.31%
-2024-01-01 05:07:06 INFO 0:00:11.960547s elapsed
-2024-01-01 05:07:06 INFO Epoch 18 / 5000:
-2024-01-01 05:07:16 INFO lr: 4.9820e-05 - loss: 0.0022 - UP: 87.21% UR: 72.15% UF: 78.96% P: 87.16% R: 72.11% F: 78.93%
-2024-01-01 05:07:17 INFO dev:  loss: nan - UP: 49.90% UR: 39.10% UF: 43.85% P: 48.01% R: 37.62% F: 42.18%
-2024-01-01 05:07:18 INFO test: loss: nan - UP: 48.74% UR: 33.49% UF: 39.70% P: 46.59% R: 32.01% F: 37.95%
-2024-01-01 05:07:18 INFO 0:00:12.021168s elapsed
-2024-01-01 05:07:18 INFO Epoch 19 / 5000:
-2024-01-01 05:07:28 INFO lr: 4.9810e-05 - loss: 0.0068 - UP: 85.67% UR: 72.81% UF: 78.72% P: 85.65% R: 72.80% F: 78.70%
-2024-01-01 05:07:29 INFO dev:  loss: nan - UP: 60.39% UR: 30.20% UF: 40.26% P: 58.59% R: 29.30% F: 39.06%
-2024-01-01 05:07:30 INFO test: loss: nan - UP: 55.19% UR: 23.83% UF: 33.29% P: 52.50% R: 22.67% F: 31.67%
-2024-01-01 05:07:30 INFO 0:00:12.055801s elapsed
-2024-01-01 05:07:30 INFO Epoch 20 / 5000:
-2024-01-01 05:07:40 INFO lr: 4.9800e-05 - loss: 0.0000 - UP: 87.61% UR: 75.35% UF: 81.02% P: 87.58% R: 75.33% F: 80.99%
-2024-01-01 05:07:41 INFO dev:  loss: nan - UP: 52.08% UR: 38.63% UF: 44.36% P: 50.34% R: 37.34% F: 42.88%
-2024-01-01 05:07:43 INFO test: loss: nan - UP: 51.51% UR: 33.81% UF: 40.82% P: 49.39% R: 32.41% F: 39.14%
-2024-01-01 05:07:48 INFO 0:00:12.082977s elapsed (saved)
-2024-01-01 05:07:48 INFO Epoch 21 / 5000:
-2024-01-01 05:07:58 INFO lr: 4.9790e-05 - loss: 0.0043 - UP: 88.45% UR: 76.32% UF: 81.94% P: 88.43% R: 76.31% F: 81.92%
-2024-01-01 05:07:59 INFO dev:  loss: nan - UP: 54.87% UR: 37.62% UF: 44.63% P: 52.59% R: 36.05% F: 42.78%
-2024-01-01 05:08:00 INFO test: loss: nan - UP: 50.37% UR: 32.92% UF: 39.82% P: 48.14% R: 31.46% F: 38.05%
-2024-01-01 05:08:00 INFO 0:00:11.991723s elapsed
-2024-01-01 05:08:00 INFO Epoch 22 / 5000:
-2024-01-01 05:08:10 INFO lr: 4.9780e-05 - loss: 0.0026 - UP: 89.37% UR: 78.86% UF: 83.79% P: 89.28% R: 78.78% F: 83.70%
-2024-01-01 05:08:11 INFO dev:  loss: nan - UP: 59.29% UR: 35.39% UF: 44.32% P: 56.87% R: 33.95% F: 42.51%
-2024-01-01 05:08:12 INFO test: loss: nan - UP: 54.24% UR: 30.42% UF: 38.98% P: 51.90% R: 29.11% F: 37.30%
-2024-01-01 05:08:12 INFO 0:00:12.042094s elapsed
-2024-01-01 05:08:12 INFO Epoch 23 / 5000:
-2024-01-01 05:08:22 INFO lr: 4.9770e-05 - loss: 0.0001 - UP: 90.21% UR: 81.17% UF: 85.45% P: 90.18% R: 81.15% F: 85.43%
-2024-01-01 05:08:23 INFO dev:  loss: nan - UP: 63.91% UR: 29.34% UF: 40.21% P: 60.85% R: 27.93% F: 38.29%
-2024-01-01 05:08:24 INFO test: loss: nan - UP: 58.53% UR: 23.77% UF: 33.81% P: 55.36% R: 22.48% F: 31.98%
-2024-01-01 05:08:24 INFO 0:00:12.078725s elapsed
-2024-01-01 05:08:24 INFO Epoch 24 / 5000:
-2024-01-01 05:08:34 INFO lr: 4.9760e-05 - loss: 0.0000 - UP: 90.76% UR: 81.18% UF: 85.70% P: 90.72% R: 81.15% F: 85.67%
-2024-01-01 05:08:35 INFO dev:  loss: nan - UP: 57.01% UR: 39.69% UF: 46.80% P: 54.21% R: 37.73% F: 44.50%
-2024-01-01 05:08:36 INFO test: loss: nan - UP: 50.32% UR: 33.49% UF: 40.21% P: 47.87% R: 31.86% F: 38.26%
-2024-01-01 05:08:42 INFO 0:00:12.089983s elapsed (saved)
-2024-01-01 05:08:42 INFO Epoch 25 / 5000:
-2024-01-01 05:08:52 INFO lr: 4.9750e-05 - loss: 0.0008 - UP: 91.79% UR: 84.00% UF: 87.72% P: 91.78% R: 83.99% F: 87.71%
-2024-01-01 05:08:53 INFO dev:  loss: nan - UP: 55.54% UR: 42.11% UF: 47.90% P: 53.32% R: 40.43% F: 45.99%
-2024-01-01 05:08:54 INFO test: loss: nan - UP: 50.47% UR: 37.74% UF: 43.18% P: 48.43% R: 36.21% F: 41.44%
-2024-01-01 05:09:00 INFO 0:00:12.006306s elapsed (saved)
-2024-01-01 05:09:00 INFO Epoch 26 / 5000:
-2024-01-01 05:09:10 INFO lr: 4.9740e-05 - loss: 0.0024 - UP: 91.50% UR: 83.77% UF: 87.47% P: 91.49% R: 83.76% F: 87.45%
-2024-01-01 05:09:11 INFO dev:  loss: nan - UP: 55.61% UR: 41.84% UF: 47.75% P: 53.43% R: 40.20% F: 45.88%
-2024-01-01 05:09:12 INFO test: loss: nan - UP: 50.29% UR: 36.38% UF: 42.22% P: 47.93% R: 34.67% F: 40.24%
-2024-01-01 05:09:12 INFO 0:00:11.924372s elapsed
-2024-01-01 05:09:12 INFO Epoch 27 / 5000:
-2024-01-01 05:09:22 INFO lr: 4.9730e-05 - loss: 0.0027 - UP: 91.78% UR: 86.09% UF: 88.84% P: 91.75% R: 86.07% F: 88.82%
-2024-01-01 05:09:23 INFO dev:  loss: nan - UP: 52.14% UR: 41.84% UF: 46.42% P: 49.90% R: 40.04% F: 44.43%
-2024-01-01 05:09:24 INFO test: loss: nan - UP: 49.68% UR: 35.96% UF: 41.72% P: 47.61% R: 34.46% F: 39.98%
-2024-01-01 05:09:24 INFO 0:00:11.958430s elapsed
-2024-01-01 05:09:24 INFO Epoch 28 / 5000:
-2024-01-01 05:09:34 INFO lr: 4.9720e-05 - loss: 0.0036 - UP: 90.98% UR: 84.45% UF: 87.59% P: 90.93% R: 84.40% F: 87.54%
-2024-01-01 05:09:35 INFO dev:  loss: nan - UP: 52.71% UR: 40.62% UF: 45.89% P: 50.99% R: 39.30% F: 44.39%
-2024-01-01 05:09:36 INFO test: loss: nan - UP: 49.86% UR: 38.81% UF: 43.65% P: 48.07% R: 37.42% F: 42.08%
-2024-01-01 05:09:36 INFO 0:00:12.000086s elapsed
-2024-01-01 05:09:36 INFO Epoch 29 / 5000:
-2024-01-01 05:09:46 INFO lr: 4.9710e-05 - loss: 0.0022 - UP: 92.23% UR: 84.64% UF: 88.27% P: 92.18% R: 84.59% F: 88.22%
-2024-01-01 05:09:47 INFO dev:  loss: nan - UP: 53.47% UR: 43.67% UF: 48.08% P: 51.41% R: 41.99% F: 46.23%
-2024-01-01 05:09:48 INFO test: loss: nan - UP: 47.74% UR: 37.44% UF: 41.97% P: 45.34% R: 35.56% F: 39.86%
-2024-01-01 05:09:54 INFO 0:00:12.035422s elapsed (saved)
-2024-01-01 05:09:54 INFO Epoch 30 / 5000:
-2024-01-01 05:10:04 INFO lr: 4.9700e-05 - loss: 0.0143 - UP: 89.26% UR: 81.85% UF: 85.39% P: 88.91% R: 81.53% F: 85.06%
-2024-01-01 05:10:05 INFO dev:  loss: nan - UP: 51.61% UR: 21.33% UF: 30.18% P: 48.49% R: 20.04% F: 28.36%
-2024-01-01 05:10:06 INFO test: loss: nan - UP: 43.30% UR: 14.75% UF: 22.00% P: 42.37% R: 14.43% F: 21.53%
-2024-01-01 05:10:06 INFO 0:00:11.962224s elapsed
-2024-01-01 05:10:06 INFO Epoch 31 / 5000:
-2024-01-01 05:10:16 INFO lr: 4.9690e-05 - loss: 0.0085 - UP: 77.78% UR: 57.93% UF: 66.40% P: 77.08% R: 57.41% F: 65.81%
-2024-01-01 05:10:17 INFO dev:  loss: nan - UP: 55.59% UR: 27.77% UF: 37.04% P: 52.31% R: 26.13% F: 34.85%
-2024-01-01 05:10:18 INFO test: loss: nan - UP: 48.26% UR: 23.16% UF: 31.30% P: 45.44% R: 21.80% F: 29.47%
-2024-01-01 05:10:18 INFO 0:00:12.043854s elapsed
-2024-01-01 05:10:18 INFO Epoch 32 / 5000:
-2024-01-01 05:10:28 INFO lr: 4.9680e-05 - loss: 0.0279 - UP: 75.40% UR: 54.23% UF: 63.08% P: 74.79% R: 53.79% F: 62.58%
-2024-01-01 05:10:29 INFO dev:  loss: nan - UP: 49.65% UR: 30.47% UF: 37.76% P: 46.53% R: 28.55% F: 35.39%
-2024-01-01 05:10:31 INFO test: loss: nan - UP: 46.07% UR: 26.16% UF: 33.37% P: 43.62% R: 24.76% F: 31.59%
-2024-01-01 05:10:31 INFO 0:00:12.043176s elapsed
-2024-01-01 05:10:31 INFO Epoch 33 / 5000:
-2024-01-01 05:10:40 INFO lr: 4.9670e-05 - loss: 0.0171 - UP: 78.47% UR: 53.77% UF: 63.81% P: 77.92% R: 53.39% F: 63.36%
-2024-01-01 05:10:41 INFO dev:  loss: nan - UP: 50.12% UR: 32.58% UF: 39.49% P: 47.90% R: 31.13% F: 37.74%
-2024-01-01 05:10:43 INFO test: loss: nan - UP: 43.79% UR: 25.18% UF: 31.98% P: 41.73% R: 24.00% F: 30.48%
-2024-01-01 05:10:43 INFO 0:00:12.073809s elapsed
-2024-01-01 05:10:43 INFO Epoch 34 / 5000:
-2024-01-01 05:10:52 INFO lr: 4.9660e-05 - loss: 0.0083 - UP: 82.79% UR: 65.14% UF: 72.92% P: 82.70% R: 65.07% F: 72.84%
-2024-01-01 05:10:53 INFO dev:  loss: nan - UP: 58.78% UR: 30.98% UF: 40.57% P: 56.86% R: 29.96% F: 39.24%
-2024-01-01 05:10:55 INFO test: loss: nan - UP: 54.07% UR: 26.94% UF: 35.96% P: 51.48% R: 25.65% F: 34.24%
-2024-01-01 05:10:55 INFO 0:00:12.105798s elapsed
-2024-01-01 05:10:55 INFO Epoch 35 / 5000:
-2024-01-01 05:11:04 INFO lr: 4.9650e-05 - loss: 0.0039 - UP: 85.35% UR: 72.77% UF: 78.56% P: 85.05% R: 72.51% F: 78.28%
-2024-01-01 05:11:05 INFO dev:  loss: nan - UP: 54.74% UR: 37.66% UF: 44.62% P: 53.27% R: 36.64% F: 43.42%
-2024-01-01 05:11:07 INFO test: loss: nan - UP: 48.04% UR: 32.11% UF: 38.50% P: 46.11% R: 30.83% F: 36.95%
-2024-01-01 05:11:07 INFO 0:00:12.082661s elapsed
-2024-01-01 05:11:07 INFO Epoch 36 / 5000:
-2024-01-01 05:11:16 INFO lr: 4.9640e-05 - loss: 0.0032 - UP: 90.19% UR: 78.44% UF: 83.91% P: 90.04% R: 78.31% F: 83.77%
-2024-01-01 05:11:17 INFO dev:  loss: nan - UP: 60.08% UR: 36.09% UF: 45.10% P: 57.74% R: 34.69% F: 43.34%
-2024-01-01 05:11:19 INFO test: loss: nan - UP: 53.96% UR: 33.00% UF: 40.95% P: 52.06% R: 31.84% F: 39.51%
-2024-01-01 05:11:19 INFO 0:00:12.115853s elapsed
-2024-01-01 05:11:19 INFO Epoch 37 / 5000:
-2024-01-01 05:11:28 INFO lr: 4.9630e-05 - loss: 0.0022 - UP: 90.55% UR: 81.83% UF: 85.97% P: 90.39% R: 81.69% F: 85.82%
-2024-01-01 05:11:29 INFO dev:  loss: nan - UP: 54.81% UR: 39.14% UF: 45.67% P: 52.68% R: 37.62% F: 43.89%
-2024-01-01 05:11:31 INFO test: loss: nan - UP: 49.90% UR: 35.79% UF: 41.68% P: 48.04% R: 34.46% F: 40.13%
-2024-01-01 05:11:31 INFO 0:00:12.120116s elapsed
-2024-01-01 05:11:31 INFO Epoch 38 / 5000:
-2024-01-01 05:11:41 INFO lr: 4.9620e-05 - loss: 0.0040 - UP: 91.46% UR: 83.49% UF: 87.29% P: 91.41% R: 83.44% F: 87.24%
-2024-01-01 05:11:42 INFO dev:  loss: nan - UP: 53.79% UR: 41.60% UF: 46.92% P: 51.31% R: 39.69% F: 44.76%
-2024-01-01 05:11:43 INFO test: loss: nan - UP: 48.15% UR: 37.88% UF: 42.40% P: 46.21% R: 36.36% F: 40.70%
-2024-01-01 05:11:43 INFO 0:00:12.120511s elapsed
-2024-01-01 05:11:43 INFO Epoch 39 / 5000:
-2024-01-01 05:11:53 INFO lr: 4.9610e-05 - loss: 0.0032 - UP: 92.75% UR: 86.74% UF: 89.65% P: 92.74% R: 86.73% F: 89.63%
-2024-01-01 05:11:54 INFO dev:  loss: nan - UP: 60.84% UR: 34.53% UF: 44.06% P: 58.84% R: 33.40% F: 42.61%
-2024-01-01 05:11:55 INFO test: loss: nan - UP: 53.98% UR: 31.84% UF: 40.05% P: 51.76% R: 30.53% F: 38.41%
-2024-01-01 05:11:55 INFO 0:00:12.117853s elapsed
-2024-01-01 05:11:55 INFO Epoch 40 / 5000:
-2024-01-01 05:12:05 INFO lr: 4.9600e-05 - loss: 0.0021 - UP: 93.63% UR: 89.24% UF: 91.38% P: 93.58% R: 89.19% F: 91.33%
-2024-01-01 05:12:06 INFO dev:  loss: nan - UP: 64.68% UR: 33.05% UF: 43.74% P: 63.00% R: 32.19% F: 42.61%
-2024-01-01 05:12:07 INFO test: loss: nan - UP: 57.36% UR: 30.38% UF: 39.72% P: 55.44% R: 29.37% F: 38.40%
-2024-01-01 05:12:07 INFO 0:00:12.107327s elapsed
-2024-01-01 05:12:07 INFO Epoch 41 / 5000:
-2024-01-01 05:12:17 INFO lr: 4.9590e-05 - loss: 0.0015 - UP: 93.86% UR: 88.78% UF: 91.25% P: 93.69% R: 88.61% F: 91.08%
-2024-01-01 05:12:18 INFO dev:  loss: nan - UP: 56.29% UR: 37.23% UF: 44.82% P: 53.51% R: 35.39% F: 42.61%
-2024-01-01 05:12:19 INFO test: loss: nan - UP: 50.99% UR: 34.29% UF: 41.01% P: 48.82% R: 32.83% F: 39.26%
-2024-01-01 05:12:19 INFO 0:00:12.069391s elapsed
-2024-01-01 05:12:19 INFO Epoch 42 / 5000:
-2024-01-01 05:12:29 INFO lr: 4.9580e-05 - loss: 0.0021 - UP: 92.43% UR: 85.48% UF: 88.82% P: 92.10% R: 85.17% F: 88.50%
-2024-01-01 05:12:30 INFO dev:  loss: nan - UP: 57.95% UR: 41.02% UF: 48.03% P: 56.02% R: 39.65% F: 46.43%
-2024-01-01 05:12:32 INFO test: loss: nan - UP: 49.97% UR: 33.51% UF: 40.12% P: 47.73% R: 32.01% F: 38.32%
-2024-01-01 05:12:37 INFO 0:00:12.086907s elapsed (saved)
-2024-01-01 05:12:37 INFO Epoch 43 / 5000:
-2024-01-01 05:12:47 INFO lr: 4.9570e-05 - loss: 0.0013 - UP: 91.91% UR: 86.98% UF: 89.38% P: 91.88% R: 86.94% F: 89.34%
-2024-01-01 05:12:48 INFO dev:  loss: nan - UP: 63.25% UR: 29.65% UF: 40.37% P: 61.42% R: 28.79% F: 39.20%
-2024-01-01 05:12:49 INFO test: loss: nan - UP: 60.85% UR: 26.83% UF: 37.24% P: 58.51% R: 25.80% F: 35.81%
-2024-01-01 05:12:49 INFO 0:00:12.001187s elapsed
-2024-01-01 05:12:49 INFO Epoch 44 / 5000:
-2024-01-01 05:12:59 INFO lr: 4.9560e-05 - loss: 0.0014 - UP: 93.63% UR: 90.77% UF: 92.18% P: 93.61% R: 90.75% F: 92.16%
-2024-01-01 05:13:00 INFO dev:  loss: nan - UP: 63.06% UR: 35.27% UF: 45.24% P: 61.24% R: 34.26% F: 43.94%
-2024-01-01 05:13:01 INFO test: loss: nan - UP: 55.87% UR: 30.87% UF: 39.77% P: 53.69% R: 29.66% F: 38.21%
-2024-01-01 05:13:01 INFO 0:00:12.042060s elapsed
-2024-01-01 05:13:01 INFO Epoch 45 / 5000:
-2024-01-01 05:13:11 INFO lr: 4.9550e-05 - loss: 0.0014 - UP: 95.25% UR: 90.66% UF: 92.90% P: 95.20% R: 90.61% F: 92.85%
-2024-01-01 05:13:12 INFO dev:  loss: nan - UP: 56.64% UR: 40.62% UF: 47.32% P: 54.63% R: 39.18% F: 45.63%
-2024-01-01 05:13:14 INFO test: loss: nan - UP: 50.18% UR: 34.82% UF: 41.11% P: 47.47% R: 32.94% F: 38.89%
-2024-01-01 05:13:14 INFO 0:00:12.043569s elapsed
-2024-01-01 05:13:14 INFO Epoch 46 / 5000:
-2024-01-01 05:13:23 INFO lr: 4.9540e-05 - loss: 0.0020 - UP: 93.31% UR: 88.46% UF: 90.82% P: 93.26% R: 88.41% F: 90.77%
-2024-01-01 05:13:24 INFO dev:  loss: nan - UP: 55.01% UR: 44.80% UF: 49.39% P: 52.71% R: 42.93% F: 47.32%
-2024-01-01 05:13:26 INFO test: loss: nan - UP: 48.43% UR: 38.05% UF: 42.62% P: 46.36% R: 36.43% F: 40.80%
-2024-01-01 05:13:31 INFO 0:00:12.024027s elapsed (saved)
-2024-01-01 05:13:31 INFO Epoch 47 / 5000:
-2024-01-01 05:13:41 INFO lr: 4.9530e-05 - loss: 0.0018 - UP: 94.78% UR: 91.25% UF: 92.98% P: 94.78% R: 91.25% F: 92.98%
-2024-01-01 05:13:42 INFO dev:  loss: nan - UP: 59.51% UR: 38.12% UF: 46.48% P: 57.68% R: 36.95% F: 45.05%
-2024-01-01 05:13:43 INFO test: loss: nan - UP: 54.28% UR: 32.96% UF: 41.01% P: 51.84% R: 31.48% F: 39.17%
-2024-01-01 05:13:43 INFO 0:00:11.997494s elapsed
-2024-01-01 05:13:43 INFO Epoch 48 / 5000:
-2024-01-01 05:13:53 INFO lr: 4.9520e-05 - loss: 0.0013 - UP: 95.53% UR: 92.51% UF: 94.00% P: 95.51% R: 92.49% F: 93.97%
-2024-01-01 05:13:54 INFO dev:  loss: nan - UP: 55.99% UR: 42.70% UF: 48.45% P: 54.05% R: 41.21% F: 46.76%
-2024-01-01 05:13:55 INFO test: loss: nan - UP: 50.19% UR: 36.91% UF: 42.54% P: 48.23% R: 35.47% F: 40.88%
-2024-01-01 05:13:55 INFO 0:00:12.018112s elapsed
-2024-01-01 05:13:55 INFO Epoch 49 / 5000:
-2024-01-01 05:14:05 INFO lr: 4.9510e-05 - loss: 0.0019 - UP: 95.77% UR: 92.42% UF: 94.07% P: 95.77% R: 92.42% F: 94.07%
-2024-01-01 05:14:06 INFO dev:  loss: nan - UP: 58.25% UR: 39.73% UF: 47.24% P: 56.47% R: 38.52% F: 45.80%
-2024-01-01 05:14:07 INFO test: loss: nan - UP: 51.32% UR: 32.07% UF: 39.47% P: 48.88% R: 30.55% F: 37.60%
-2024-01-01 05:14:07 INFO 0:00:12.026897s elapsed
-2024-01-01 05:14:07 INFO Epoch 50 / 5000:
-2024-01-01 05:14:17 INFO lr: 4.9500e-05 - loss: 0.0006 - UP: 94.36% UR: 91.40% UF: 92.86% P: 94.35% R: 91.39% F: 92.84%
-2024-01-01 05:14:18 INFO dev:  loss: nan - UP: 54.18% UR: 36.95% UF: 43.94% P: 52.63% R: 35.90% F: 42.68%
-2024-01-01 05:14:19 INFO test: loss: nan - UP: 52.26% UR: 33.42% UF: 40.77% P: 49.92% R: 31.92% F: 38.94%
-2024-01-01 05:14:19 INFO 0:00:12.057264s elapsed
-2024-01-01 05:14:19 INFO Epoch 51 / 5000:
-2024-01-01 05:14:29 INFO lr: 4.9490e-05 - loss: 0.0014 - UP: 95.81% UR: 91.92% UF: 93.83% P: 95.81% R: 91.92% F: 93.83%
-2024-01-01 05:14:30 INFO dev:  loss: nan - UP: 56.07% UR: 38.59% UF: 45.72% P: 53.75% R: 36.99% F: 43.82%
-2024-01-01 05:14:32 INFO test: loss: nan - UP: 52.75% UR: 34.44% UF: 41.67% P: 50.23% R: 32.79% F: 39.68%
-2024-01-01 05:14:32 INFO 0:00:12.071696s elapsed
-2024-01-01 05:14:32 INFO Epoch 52 / 5000:
-2024-01-01 05:14:41 INFO lr: 4.9480e-05 - loss: 0.0014 - UP: 94.58% UR: 92.62% UF: 93.59% P: 94.50% R: 92.55% F: 93.52%
-2024-01-01 05:14:42 INFO dev:  loss: nan - UP: 60.53% UR: 36.72% UF: 45.71% P: 58.27% R: 35.35% F: 44.01%
-2024-01-01 05:14:44 INFO test: loss: nan - UP: 55.10% UR: 30.49% UF: 39.25% P: 52.46% R: 29.03% F: 37.38%
-2024-01-01 05:14:44 INFO 0:00:12.112082s elapsed
-2024-01-01 05:14:44 INFO Epoch 53 / 5000:
-2024-01-01 05:14:53 INFO lr: 4.9470e-05 - loss: 0.0002 - UP: 96.32% UR: 93.77% UF: 95.03% P: 96.28% R: 93.73% F: 94.99%
-2024-01-01 05:14:54 INFO dev:  loss: nan - UP: 63.22% UR: 34.37% UF: 44.53% P: 61.14% R: 33.24% F: 43.07%
-2024-01-01 05:14:56 INFO test: loss: nan - UP: 55.62% UR: 30.11% UF: 39.07% P: 53.28% R: 28.84% F: 37.42%
-2024-01-01 05:14:56 INFO 0:00:12.120618s elapsed
-2024-01-01 05:14:56 INFO Epoch 54 / 5000:
-2024-01-01 05:15:05 INFO lr: 4.9460e-05 - loss: 0.0014 - UP: 96.35% UR: 93.92% UF: 95.12% P: 96.35% R: 93.92% F: 95.12%
-2024-01-01 05:15:06 INFO dev:  loss: nan - UP: 60.04% UR: 38.32% UF: 46.78% P: 58.14% R: 37.11% F: 45.30%
-2024-01-01 05:15:08 INFO test: loss: nan - UP: 55.65% UR: 32.37% UF: 40.93% P: 53.51% R: 31.12% F: 39.35%
-2024-01-01 05:15:08 INFO 0:00:12.106119s elapsed
-2024-01-01 05:15:08 INFO Epoch 55 / 5000:
-2024-01-01 05:15:17 INFO lr: 4.9450e-05 - loss: 0.0008 - UP: 96.53% UR: 94.73% UF: 95.62% P: 96.50% R: 94.70% F: 95.59%
-2024-01-01 05:15:18 INFO dev:  loss: nan - UP: 60.36% UR: 37.54% UF: 46.29% P: 58.61% R: 36.45% F: 44.94%
-2024-01-01 05:15:20 INFO test: loss: nan - UP: 56.42% UR: 32.77% UF: 41.46% P: 54.31% R: 31.54% F: 39.91%
-2024-01-01 05:15:20 INFO 0:00:12.106192s elapsed
-2024-01-01 05:15:20 INFO Epoch 56 / 5000:
-2024-01-01 05:15:30 INFO lr: 4.9440e-05 - loss: 0.0001 - UP: 97.22% UR: 95.82% UF: 96.52% P: 97.20% R: 95.81% F: 96.50%
-2024-01-01 05:15:31 INFO dev:  loss: nan - UP: 57.62% UR: 40.90% UF: 47.84% P: 56.08% R: 39.80% F: 46.56%
-2024-01-01 05:15:32 INFO test: loss: nan - UP: 54.51% UR: 36.28% UF: 43.56% P: 52.32% R: 34.82% F: 41.81%
-2024-01-01 05:15:32 INFO 0:00:12.103774s elapsed
-2024-01-01 05:15:32 INFO Epoch 57 / 5000:
-2024-01-01 05:15:42 INFO lr: 4.9430e-05 - loss: 0.0003 - UP: 96.95% UR: 96.18% UF: 96.56% P: 96.95% R: 96.18% F: 96.56%
-2024-01-01 05:15:43 INFO dev:  loss: nan - UP: 58.93% UR: 42.15% UF: 49.15% P: 57.18% R: 40.90% F: 47.69%
-2024-01-01 05:15:44 INFO test: loss: nan - UP: 51.18% UR: 37.61% UF: 43.36% P: 49.19% R: 36.15% F: 41.68%
-2024-01-01 05:15:50 INFO 0:00:12.063005s elapsed (saved)
-2024-01-01 05:15:50 INFO Epoch 58 / 5000:
-2024-01-01 05:16:00 INFO lr: 4.9420e-05 - loss: 0.0000 - UP: 97.64% UR: 96.32% UF: 96.98% P: 97.64% R: 96.32% F: 96.98%
-2024-01-01 05:16:01 INFO dev:  loss: nan - UP: 57.28% UR: 42.58% UF: 48.85% P: 55.75% R: 41.45% F: 47.55%
-2024-01-01 05:16:02 INFO test: loss: nan - UP: 52.29% UR: 38.79% UF: 44.54% P: 50.50% R: 37.46% F: 43.01%
-2024-01-01 05:16:02 INFO 0:00:12.001848s elapsed
-2024-01-01 05:16:02 INFO Epoch 59 / 5000:
-2024-01-01 05:16:12 INFO lr: 4.9410e-05 - loss: 0.0005 - UP: 97.07% UR: 96.05% UF: 96.56% P: 97.07% R: 96.05% F: 96.56%
-2024-01-01 05:16:13 INFO dev:  loss: nan - UP: 64.29% UR: 35.16% UF: 45.45% P: 62.50% R: 34.18% F: 44.19%
-2024-01-01 05:16:14 INFO test: loss: nan - UP: 56.73% UR: 30.00% UF: 39.25% P: 54.45% R: 28.80% F: 37.67%
-2024-01-01 05:16:14 INFO 0:00:12.022690s elapsed
-2024-01-01 05:16:14 INFO Epoch 60 / 5000:
-2024-01-01 05:16:24 INFO lr: 4.9400e-05 - loss: 0.0002 - UP: 97.92% UR: 96.44% UF: 97.18% P: 97.92% R: 96.44% F: 97.18%
-2024-01-01 05:16:25 INFO dev:  loss: nan - UP: 59.23% UR: 42.11% UF: 49.22% P: 57.53% R: 40.90% F: 47.81%
-2024-01-01 05:16:26 INFO test: loss: nan - UP: 53.18% UR: 37.31% UF: 43.85% P: 51.16% R: 35.90% F: 42.19%
-2024-01-01 05:16:33 INFO 0:00:12.062476s elapsed (saved)
-2024-01-01 05:16:33 INFO Epoch 61 / 5000:
-2024-01-01 05:16:42 INFO lr: 4.9390e-05 - loss: 0.0006 - UP: 96.19% UR: 93.76% UF: 94.96% P: 96.13% R: 93.70% F: 94.90%
-2024-01-01 05:16:43 INFO dev:  loss: nan - UP: 63.50% UR: 35.82% UF: 45.80% P: 61.08% R: 34.45% F: 44.06%
-2024-01-01 05:16:45 INFO test: loss: nan - UP: 57.13% UR: 30.40% UF: 39.69% P: 55.10% R: 29.33% F: 38.28%
-2024-01-01 05:16:45 INFO 0:00:11.998163s elapsed
-2024-01-01 05:16:45 INFO Epoch 62 / 5000:
-2024-01-01 05:16:54 INFO lr: 4.9380e-05 - loss: 0.0000 - UP: 96.12% UR: 94.62% UF: 95.36% P: 96.12% R: 94.62% F: 95.36%
-2024-01-01 05:16:55 INFO dev:  loss: nan - UP: 58.85% UR: 41.68% UF: 48.80% P: 56.54% R: 40.04% F: 46.88%
-2024-01-01 05:16:57 INFO test: loss: nan - UP: 51.95% UR: 35.22% UF: 41.98% P: 49.98% R: 33.89% F: 40.39%
-2024-01-01 05:16:57 INFO 0:00:12.051440s elapsed
-2024-01-01 05:16:57 INFO Epoch 63 / 5000:
-2024-01-01 05:17:06 INFO lr: 4.9370e-05 - loss: 0.0000 - UP: 96.70% UR: 94.55% UF: 95.61% P: 96.64% R: 94.49% F: 95.55%
-2024-01-01 05:17:07 INFO dev:  loss: nan - UP: 56.04% UR: 43.83% UF: 49.19% P: 54.15% R: 42.34% F: 47.52%
-2024-01-01 05:17:09 INFO test: loss: nan - UP: 50.03% UR: 35.54% UF: 41.56% P: 48.22% R: 34.25% F: 40.05%
-2024-01-01 05:17:09 INFO 0:00:12.034102s elapsed
-2024-01-01 05:17:09 INFO Epoch 64 / 5000:
-2024-01-01 05:17:18 INFO lr: 4.9360e-05 - loss: nan - UP: 97.29% UR: 95.45% UF: 96.36% P: 97.28% R: 95.43% F: 96.35%
-2024-01-01 05:17:19 INFO dev:  loss: nan - UP: 60.12% UR: 42.46% UF: 49.77% P: 57.52% R: 40.62% F: 47.62%
-2024-01-01 05:17:21 INFO test: loss: nan - UP: 55.85% UR: 36.19% UF: 43.92% P: 53.73% R: 34.82% F: 42.26%
-2024-01-01 05:17:21 INFO 0:00:12.065044s elapsed
-2024-01-01 05:17:21 INFO Epoch 65 / 5000:
-2024-01-01 05:17:30 INFO lr: 4.9350e-05 - loss: 0.0012 - UP: 96.62% UR: 95.48% UF: 96.05% P: 96.61% R: 95.47% F: 96.04%
-2024-01-01 05:17:31 INFO dev:  loss: nan - UP: 59.25% UR: 40.16% UF: 47.87% P: 56.60% R: 38.36% F: 45.73%
-2024-01-01 05:17:33 INFO test: loss: nan - UP: 53.00% UR: 34.16% UF: 41.55% P: 50.57% R: 32.60% F: 39.65%
-2024-01-01 05:17:33 INFO 0:00:12.047610s elapsed
-2024-01-01 05:17:33 INFO Epoch 66 / 5000:
-2024-01-01 05:17:42 INFO lr: 4.9340e-05 - loss: 0.0000 - UP: 97.88% UR: 96.55% UF: 97.21% P: 97.85% R: 96.52% F: 97.18%
-2024-01-01 05:17:43 INFO dev:  loss: nan - UP: 62.52% UR: 40.08% UF: 48.85% P: 59.84% R: 38.36% F: 46.75%
-2024-01-01 05:17:45 INFO test: loss: nan - UP: 56.27% UR: 33.45% UF: 41.96% P: 53.89% R: 32.03% F: 40.18%
-2024-01-01 05:17:45 INFO 0:00:12.038947s elapsed
-2024-01-01 05:17:45 INFO Epoch 67 / 5000:
-2024-01-01 05:17:55 INFO lr: 4.9330e-05 - loss: 0.0002 - UP: 98.15% UR: 97.45% UF: 97.80% P: 98.15% R: 97.45% F: 97.80%
-2024-01-01 05:17:55 INFO dev:  loss: nan - UP: 64.15% UR: 37.19% UF: 47.08% P: 61.59% R: 35.70% F: 45.20%
-2024-01-01 05:17:57 INFO test: loss: nan - UP: 58.03% UR: 32.07% UF: 41.31% P: 55.81% R: 30.85% F: 39.73%
-2024-01-01 05:17:57 INFO 0:00:12.067181s elapsed
-2024-01-01 05:17:57 INFO Epoch 68 / 5000:
-2024-01-01 05:18:07 INFO lr: 4.9320e-05 - loss: 0.0008 - UP: 98.32% UR: 97.67% UF: 97.99% P: 98.32% R: 97.67% F: 97.99%
-2024-01-01 05:18:08 INFO dev:  loss: nan - UP: 61.54% UR: 41.13% UF: 49.31% P: 58.91% R: 39.37% F: 47.20%
-2024-01-01 05:18:09 INFO test: loss: nan - UP: 54.57% UR: 34.59% UF: 42.34% P: 52.47% R: 33.26% F: 40.71%
-2024-01-01 05:18:09 INFO 0:00:12.034878s elapsed
-2024-01-01 05:18:09 INFO Epoch 69 / 5000:
-2024-01-01 05:18:19 INFO lr: 4.9310e-05 - loss: 0.0009 - UP: 97.89% UR: 97.65% UF: 97.77% P: 97.89% R: 97.65% F: 97.77%
-2024-01-01 05:18:20 INFO dev:  loss: nan - UP: 66.42% UR: 35.23% UF: 46.04% P: 64.14% R: 34.02% F: 44.46%
-2024-01-01 05:18:21 INFO test: loss: nan - UP: 60.35% UR: 31.71% UF: 41.58% P: 58.83% R: 30.91% F: 40.53%
-2024-01-01 05:18:21 INFO 0:00:12.095429s elapsed
-2024-01-01 05:18:21 INFO Epoch 70 / 5000:
-2024-01-01 05:18:31 INFO lr: 4.9300e-05 - loss: 0.0035 - UP: 92.58% UR: 89.88% UF: 91.21% P: 92.58% R: 89.88% F: 91.21%
-2024-01-01 05:18:32 INFO dev:  loss: nan - UP: 50.54% UR: 38.12% UF: 43.46% P: 48.68% R: 36.72% F: 41.86%
-2024-01-01 05:18:33 INFO test: loss: nan - UP: 42.11% UR: 32.85% UF: 36.91% P: 40.73% R: 31.78% F: 35.70%
-2024-01-01 05:18:33 INFO 0:00:12.111496s elapsed
-2024-01-01 05:18:33 INFO Epoch 71 / 5000:
-2024-01-01 05:18:43 INFO lr: 4.9290e-05 - loss: nan - UP: 94.93% UR: 89.93% UF: 92.37% P: 94.92% R: 89.92% F: 92.35%
-2024-01-01 05:18:44 INFO dev:  loss: nan - UP: 54.41% UR: 40.23% UF: 46.26% P: 51.88% R: 38.36% F: 44.11%
-2024-01-01 05:18:45 INFO test: loss: nan - UP: 47.50% UR: 36.57% UF: 41.33% P: 45.44% R: 34.99% F: 39.54%
-2024-01-01 05:18:45 INFO 0:00:12.112450s elapsed
-2024-01-01 05:18:45 INFO Epoch 72 / 5000:
-2024-01-01 05:18:55 INFO lr: 4.9280e-05 - loss: 0.0005 - UP: 95.93% UR: 93.63% UF: 94.76% P: 95.89% R: 93.59% F: 94.73%
-2024-01-01 05:18:56 INFO dev:  loss: nan - UP: 49.93% UR: 41.80% UF: 45.50% P: 47.60% R: 39.84% F: 43.38%
-2024-01-01 05:18:57 INFO test: loss: nan - UP: 42.84% UR: 35.71% UF: 38.95% P: 41.09% R: 34.25% F: 37.36%
-2024-01-01 05:18:57 INFO 0:00:12.103180s elapsed
-2024-01-01 05:18:57 INFO Epoch 73 / 5000:
-2024-01-01 05:19:07 INFO lr: 4.9270e-05 - loss: 0.0013 - UP: 95.71% UR: 93.42% UF: 94.55% P: 95.69% R: 93.40% F: 94.53%
-2024-01-01 05:19:08 INFO dev:  loss: nan - UP: 55.20% UR: 40.23% UF: 46.54% P: 53.38% R: 38.91% F: 45.01%
-2024-01-01 05:19:10 INFO test: loss: nan - UP: 50.48% UR: 35.37% UF: 41.60% P: 48.85% R: 34.23% F: 40.25%
-2024-01-01 05:19:10 INFO 0:00:12.118493s elapsed
-2024-01-01 05:19:10 INFO Epoch 74 / 5000:
-2024-01-01 05:19:19 INFO lr: 4.9260e-05 - loss: 0.0026 - UP: 94.03% UR: 86.60% UF: 90.16% P: 93.99% R: 86.56% F: 90.12%
-2024-01-01 05:19:20 INFO dev:  loss: nan - UP: 58.72% UR: 21.17% UF: 31.12% P: 56.01% R: 20.20% F: 29.69%
-2024-01-01 05:19:22 INFO test: loss: nan - UP: 51.61% UR: 18.64% UF: 27.38% P: 48.16% R: 17.39% F: 25.55%
-2024-01-01 05:19:22 INFO 0:00:12.127883s elapsed
-2024-01-01 05:19:22 INFO Epoch 75 / 5000:
-2024-01-01 05:19:31 INFO lr: 4.9250e-05 - loss: 0.0110 - UP: 91.72% UR: 81.37% UF: 86.24% P: 91.40% R: 81.09% F: 85.94%
-2024-01-01 05:19:32 INFO dev:  loss: nan - UP: 57.34% UR: 27.30% UF: 36.99% P: 54.47% R: 25.94% F: 35.14%
-2024-01-01 05:19:34 INFO test: loss: nan - UP: 58.55% UR: 25.97% UF: 35.98% P: 55.93% R: 24.80% F: 34.37%
-2024-01-01 05:19:34 INFO 0:00:12.126826s elapsed
-2024-01-01 05:19:34 INFO Epoch 76 / 5000:
-2024-01-01 05:19:43 INFO lr: 4.9240e-05 - loss: 0.0025 - UP: 85.70% UR: 70.83% UF: 77.56% P: 85.00% R: 70.25% F: 76.93%
-2024-01-01 05:19:44 INFO dev:  loss: nan - UP: 48.55% UR: 29.45% UF: 36.66% P: 47.07% R: 28.55% F: 35.55%
-2024-01-01 05:19:46 INFO test: loss: nan - UP: 42.44% UR: 23.18% UF: 29.98% P: 40.89% R: 22.33% F: 28.89%
-2024-01-01 05:19:46 INFO 0:00:12.095955s elapsed
-2024-01-01 05:19:46 INFO Epoch 77 / 5000:
-2024-01-01 05:19:56 INFO lr: 4.9230e-05 - loss: 0.0026 - UP: 87.05% UR: 71.07% UF: 78.25% P: 86.72% R: 70.80% F: 77.95%
-2024-01-01 05:19:56 INFO dev:  loss: nan - UP: 48.19% UR: 39.02% UF: 43.13% P: 45.83% R: 37.11% F: 41.01%
-2024-01-01 05:19:58 INFO test: loss: nan - UP: 45.69% UR: 34.61% UF: 39.38% P: 43.85% R: 33.21% F: 37.80%
-2024-01-01 05:19:58 INFO 0:00:12.077888s elapsed
-2024-01-01 05:19:58 INFO Epoch 78 / 5000:
-2024-01-01 05:20:08 INFO lr: 4.9220e-05 - loss: 0.0091 - UP: 89.85% UR: 82.38% UF: 85.95% P: 89.34% R: 81.92% F: 85.47%
-2024-01-01 05:20:09 INFO dev:  loss: nan - UP: 45.67% UR: 38.09% UF: 41.53% P: 42.90% R: 35.78% F: 39.02%
-2024-01-01 05:20:10 INFO test: loss: nan - UP: 38.89% UR: 30.66% UF: 34.29% P: 36.75% R: 28.97% F: 32.40%
-2024-01-01 05:20:10 INFO 0:00:12.064980s elapsed
-2024-01-01 05:20:10 INFO Epoch 79 / 5000:
-2024-01-01 05:20:20 INFO lr: 4.9210e-05 - loss: nan - UP: 88.30% UR: 79.41% UF: 83.62% P: 87.90% R: 79.05% F: 83.24%
-2024-01-01 05:20:21 INFO dev:  loss: nan - UP: 48.57% UR: 37.81% UF: 42.52% P: 45.91% R: 35.74% F: 40.19%
-2024-01-01 05:20:22 INFO test: loss: nan - UP: 45.82% UR: 33.09% UF: 38.42% P: 43.59% R: 31.48% F: 36.56%
-2024-01-01 05:20:22 INFO 0:00:12.066174s elapsed
-2024-01-01 05:20:22 INFO Epoch 80 / 5000:
-2024-01-01 05:20:32 INFO lr: 4.9200e-05 - loss: 0.0031 - UP: 90.54% UR: 78.07% UF: 83.84% P: 90.21% R: 77.79% F: 83.54%
-2024-01-01 05:20:33 INFO dev:  loss: nan - UP: 57.01% UR: 37.81% UF: 45.47% P: 54.65% R: 36.25% F: 43.59%
-2024-01-01 05:20:34 INFO test: loss: nan - UP: 48.49% UR: 33.66% UF: 39.74% P: 46.27% R: 32.11% F: 37.91%
-2024-01-01 05:20:34 INFO 0:00:12.060896s elapsed
-2024-01-01 05:20:34 INFO Epoch 81 / 5000:
-2024-01-01 05:20:44 INFO lr: 4.9190e-05 - loss: 0.0022 - UP: 93.35% UR: 87.71% UF: 90.44% P: 93.28% R: 87.64% F: 90.37%
-2024-01-01 05:20:45 INFO dev:  loss: nan - UP: 54.93% UR: 39.61% UF: 46.03% P: 53.20% R: 38.36% F: 44.58%
-2024-01-01 05:20:46 INFO test: loss: nan - UP: 46.76% UR: 34.92% UF: 39.99% P: 44.67% R: 33.36% F: 38.20%
-2024-01-01 05:20:46 INFO 0:00:12.074436s elapsed
-2024-01-01 05:20:46 INFO Epoch 82 / 5000:
-2024-01-01 05:20:56 INFO lr: 4.9180e-05 - loss: 0.0013 - UP: 95.16% UR: 91.08% UF: 93.07% P: 95.11% R: 91.03% F: 93.03%
-2024-01-01 05:20:57 INFO dev:  loss: nan - UP: 60.82% UR: 38.87% UF: 47.43% P: 59.11% R: 37.77% F: 46.09%
-2024-01-01 05:20:58 INFO test: loss: nan - UP: 52.05% UR: 34.14% UF: 41.24% P: 49.82% R: 32.69% F: 39.47%
-2024-01-01 05:20:58 INFO 0:00:12.078709s elapsed
-2024-01-01 05:20:58 INFO Epoch 83 / 5000:
-2024-01-01 05:21:08 INFO lr: 4.9170e-05 - loss: 0.0008 - UP: 95.79% UR: 93.58% UF: 94.67% P: 95.79% R: 93.58% F: 94.67%
-2024-01-01 05:21:09 INFO dev:  loss: nan - UP: 61.46% UR: 35.20% UF: 44.76% P: 59.14% R: 33.87% F: 43.07%
-2024-01-01 05:21:10 INFO test: loss: nan - UP: 55.16% UR: 31.50% UF: 40.10% P: 52.76% R: 30.13% F: 38.35%
-2024-01-01 05:21:10 INFO 0:00:12.058163s elapsed
-2024-01-01 05:21:10 INFO Epoch 84 / 5000:
-2024-01-01 05:21:20 INFO lr: 4.9160e-05 - loss: 0.0000 - UP: 96.44% UR: 94.56% UF: 95.49% P: 96.44% R: 94.56% F: 95.49%
-2024-01-01 05:21:21 INFO dev:  loss: nan - UP: 59.93% UR: 38.91% UF: 47.18% P: 58.18% R: 37.77% F: 45.81%
-2024-01-01 05:21:23 INFO test: loss: nan - UP: 53.87% UR: 34.69% UF: 42.21% P: 51.51% R: 33.17% F: 40.35%
-2024-01-01 05:21:23 INFO 0:00:12.088719s elapsed
-2024-01-01 05:21:23 INFO Epoch 85 / 5000:
-2024-01-01 05:21:32 INFO lr: 4.9150e-05 - loss: 0.0002 - UP: 97.06% UR: 95.39% UF: 96.22% P: 97.06% R: 95.39% F: 96.22%
-2024-01-01 05:21:33 INFO dev:  loss: nan - UP: 54.84% UR: 43.59% UF: 48.57% P: 52.92% R: 42.07% F: 46.88%
-2024-01-01 05:21:35 INFO test: loss: nan - UP: 47.35% UR: 37.16% UF: 41.64% P: 45.22% R: 35.50% F: 39.77%
-2024-01-01 05:21:35 INFO 0:00:12.094878s elapsed
-2024-01-01 05:21:35 INFO Epoch 86 / 5000:
-2024-01-01 05:21:44 INFO lr: 4.9140e-05 - loss: 0.0022 - UP: 97.09% UR: 95.84% UF: 96.46% P: 97.09% R: 95.84% F: 96.46%
-2024-01-01 05:21:45 INFO dev:  loss: nan - UP: 58.39% UR: 36.45% UF: 44.88% P: 56.70% R: 35.39% F: 43.58%
-2024-01-01 05:21:47 INFO test: loss: nan - UP: 54.49% UR: 29.75% UF: 38.49% P: 51.74% R: 28.25% F: 36.55%
-2024-01-01 05:21:47 INFO 0:00:12.121090s elapsed
-2024-01-01 05:21:47 INFO Epoch 87 / 5000:
-2024-01-01 05:21:56 INFO lr: 4.9130e-05 - loss: 0.0002 - UP: 96.86% UR: 95.58% UF: 96.21% P: 96.86% R: 95.58% F: 96.21%
-2024-01-01 05:21:57 INFO dev:  loss: nan - UP: 57.40% UR: 43.05% UF: 49.20% P: 55.47% R: 41.60% F: 47.54%
-2024-01-01 05:21:59 INFO test: loss: nan - UP: 51.74% UR: 36.45% UF: 42.77% P: 49.25% R: 34.69% F: 40.71%
-2024-01-01 05:21:59 INFO 0:00:12.075525s elapsed
-2024-01-01 05:21:59 INFO Epoch 88 / 5000:
-2024-01-01 05:22:08 INFO lr: 4.9120e-05 - loss: 0.0014 - UP: 96.44% UR: 94.29% UF: 95.35% P: 96.13% R: 93.98% F: 95.04%
-2024-01-01 05:22:09 INFO dev:  loss: nan - UP: 55.49% UR: 35.51% UF: 43.31% P: 53.60% R: 34.30% F: 41.83%
-2024-01-01 05:22:11 INFO test: loss: nan - UP: 49.84% UR: 33.55% UF: 40.11% P: 47.52% R: 31.99% F: 38.24%
-2024-01-01 05:22:11 INFO 0:00:12.016909s elapsed
-2024-01-01 05:22:11 INFO Epoch 89 / 5000:
-2024-01-01 05:22:20 INFO lr: 4.9110e-05 - loss: 0.0016 - UP: 96.06% UR: 94.22% UF: 95.13% P: 95.98% R: 94.15% F: 95.06%
-2024-01-01 05:22:21 INFO dev:  loss: nan - UP: 55.83% UR: 38.16% UF: 45.34% P: 53.83% R: 36.80% F: 43.71%
-2024-01-01 05:22:23 INFO test: loss: nan - UP: 53.70% UR: 35.85% UF: 43.00% P: 51.65% R: 34.48% F: 41.35%
-2024-01-01 05:22:23 INFO 0:00:12.072671s elapsed
-2024-01-01 05:22:23 INFO Epoch 90 / 5000:
-2024-01-01 05:22:32 INFO lr: 4.9100e-05 - loss: 0.0000 - UP: 96.23% UR: 94.13% UF: 95.17% P: 96.01% R: 93.92% F: 94.95%
-2024-01-01 05:22:33 INFO dev:  loss: nan - UP: 53.15% UR: 38.24% UF: 44.48% P: 50.22% R: 36.13% F: 42.03%
-2024-01-01 05:22:35 INFO test: loss: nan - UP: 47.46% UR: 33.49% UF: 39.27% P: 44.67% R: 31.52% F: 36.96%
-2024-01-01 05:22:35 INFO 0:00:12.078013s elapsed
-2024-01-01 05:22:44 INFO Epoch 60 saved
-2024-01-01 05:22:44 INFO dev:  UP: 59.23% UR: 42.11% UF: 49.22% P: 57.53% R: 40.90% F: 47.81%
-2024-01-01 05:22:44 INFO test: UP: 53.18% UR: 37.31% UF: 43.85% P: 51.16% R: 35.90% F: 42.19%
-2024-01-01 05:22:44 INFO 0:18:04.193531s elapsed, 0:00:12.046595s/epoch

+2024-03-24 09:54:08 INFO
 ---------------------+-------------------------------
 Param                |             Value
 ---------------------+-------------------------------
 update_steps         |               1
 mode                 |             train
 path                 | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byMTLD_asc/80/model_vi_mpqa_xlm_10
+device               |               0
 seed                 |               1
 threads              |               16
 local_rank           |               -1
 inference            |              mfvi
 ---------------------+-------------------------------
+2024-03-24 09:54:08 INFO Building the fields
+2024-03-24 09:54:09 INFO CoNLL(
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
  (labels): ChartField()
 )
+2024-03-24 09:54:09 INFO Building the model
+2024-03-24 09:54:12 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 09:54:12 INFO Loading the data
+2024-03-24 09:54:18 INFO
 train: Dataset(n_sentences=4697, n_batches=68, n_buckets=32)
 dev:   Dataset(n_sentences=1649, n_batches=34, n_buckets=32)
 test:  Dataset(n_sentences=2112, n_batches=46, n_buckets=32)
+2024-03-24 09:54:18 INFO Epoch 1 / 5000:
+2024-03-24 09:54:28 INFO lr: 4.9990e-05 - loss: 0.1204 - UP:  0.48% UR:  1.36% UF:  0.71% P:  0.09% R:  0.25% F:  0.13%
+2024-03-24 09:54:29 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 09:54:31 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 09:54:31 INFO 0:00:12.516636s elapsed
+2024-03-24 09:54:31 INFO Epoch 2 / 5000:
+2024-03-24 09:54:40 INFO lr: 4.9980e-05 - loss: nan - UP: 35.18% UR:  2.11% UF:  3.97% P: 30.24% R:  1.81% F:  3.41%
+2024-03-24 09:54:41 INFO dev:  loss: nan - UP: 57.06% UR:  3.95% UF:  7.38% P: 47.46% R:  3.28% F:  6.14%
+2024-03-24 09:54:42 INFO test: loss: nan - UP: 55.41% UR:  3.57% UF:  6.71% P: 42.95% R:  2.77% F:  5.20%
+2024-03-24 09:54:47 INFO 0:00:11.835287s elapsed (saved)
+2024-03-24 09:54:47 INFO Epoch 3 / 5000:
+2024-03-24 09:54:57 INFO lr: 4.9970e-05 - loss: 0.0328 - UP: 46.17% UR:  5.35% UF:  9.58% P: 43.11% R:  4.99% F:  8.95%
+2024-03-24 09:54:57 INFO dev:  loss: nan - UP: 77.33% UR:  2.27% UF:  4.40% P: 74.67% R:  2.19% F:  4.25%
+2024-03-24 09:54:59 INFO test: loss: nan - UP: 65.13% UR:  2.09% UF:  4.05% P: 62.50% R:  2.01% F:  3.89%
+2024-03-24 09:54:59 INFO 0:00:11.905349s elapsed
+2024-03-24 09:54:59 INFO Epoch 4 / 5000:
+2024-03-24 09:55:09 INFO lr: 4.9960e-05 - loss: 0.0208 - UP: 54.03% UR:  9.67% UF: 16.41% P: 51.65% R:  9.25% F: 15.69%
+2024-03-24 09:55:09 INFO dev:  loss: nan - UP: 59.66% UR:  6.76% UF: 12.14% P: 53.45% R:  6.05% F: 10.88%
+2024-03-24 09:55:11 INFO test: loss: nan - UP: 61.56% UR:  6.02% UF: 10.97% P: 51.40% R:  5.03% F:  9.16%
+2024-03-24 09:55:18 INFO 0:00:12.021210s elapsed (saved)
+2024-03-24 09:55:18 INFO Epoch 5 / 5000:
+2024-03-24 09:55:27 INFO lr: 4.9950e-05 - loss: 0.0232 - UP: 61.63% UR: 15.77% UF: 25.11% P: 59.55% R: 15.23% F: 24.26%
+2024-03-24 09:55:28 INFO dev:  loss: nan - UP: 65.45% UR: 11.17% UF: 19.09% P: 64.99% R: 11.09% F: 18.95%
+2024-03-24 09:55:30 INFO test: loss: nan - UP: 51.79% UR:  9.78% UF: 16.46% P: 51.34% R:  9.70% F: 16.31%
+2024-03-24 09:55:37 INFO 0:00:11.945500s elapsed (saved)
+2024-03-24 09:55:37 INFO Epoch 6 / 5000:
+2024-03-24 09:55:46 INFO lr: 4.9940e-05 - loss: 0.0255 - UP: 65.46% UR: 21.61% UF: 32.49% P: 64.85% R: 21.41% F: 32.19%
+2024-03-24 09:55:47 INFO dev:  loss: nan - UP: 59.57% UR: 16.41% UF: 25.73% P: 56.88% R: 15.66% F: 24.56%
+2024-03-24 09:55:48 INFO test: loss: nan - UP: 53.03% UR: 13.31% UF: 21.28% P: 50.34% R: 12.63% F: 20.20%
+2024-03-24 09:55:55 INFO 0:00:11.859606s elapsed (saved)
+2024-03-24 09:55:55 INFO Epoch 7 / 5000:
+2024-03-24 09:56:05 INFO lr: 4.9930e-05 - loss: 0.0122 - UP: 70.75% UR: 29.86% UF: 42.00% P: 70.19% R: 29.63% F: 41.67%
+2024-03-24 09:56:06 INFO dev:  loss: nan - UP: 54.38% UR: 19.88% UF: 29.12% P: 53.10% R: 19.41% F: 28.43%
+2024-03-24 09:56:07 INFO test: loss: nan - UP: 53.57% UR: 17.77% UF: 26.69% P: 51.40% R: 17.05% F: 25.61%
+2024-03-24 09:56:14 INFO 0:00:11.848873s elapsed (saved)
+2024-03-24 09:56:14 INFO Epoch 8 / 5000:
+2024-03-24 09:56:24 INFO lr: 4.9920e-05 - loss: 0.0209 - UP: 69.46% UR: 33.25% UF: 44.97% P: 68.79% R: 32.93% F: 44.54%
+2024-03-24 09:56:25 INFO dev:  loss: nan - UP: 42.00% UR: 30.35% UF: 35.24% P: 40.92% R: 29.57% F: 34.33%
+2024-03-24 09:56:26 INFO test: loss: nan - UP: 37.83% UR: 27.04% UF: 31.54% P: 36.52% R: 26.11% F: 30.45%
+2024-03-24 09:56:33 INFO 0:00:11.836094s elapsed (saved)
+2024-03-24 09:56:33 INFO Epoch 9 / 5000:
+2024-03-24 09:56:43 INFO lr: 4.9910e-05 - loss: 0.0178 - UP: 70.24% UR: 33.76% UF: 45.60% P: 69.80% R: 33.54% F: 45.31%
+2024-03-24 09:56:44 INFO dev:  loss: nan - UP: 57.82% UR: 25.55% UF: 35.44% P: 55.26% R: 24.41% F: 33.87%
+2024-03-24 09:56:45 INFO test: loss: nan - UP: 54.00% UR: 23.26% UF: 32.52% P: 52.08% R: 22.44% F: 31.36%
+2024-03-24 09:56:45 INFO 0:00:11.784417s elapsed
+2024-03-24 09:56:45 INFO Epoch 10 / 5000:
+2024-03-24 09:56:55 INFO lr: 4.9900e-05 - loss: 0.0003 - UP: 70.81% UR: 38.85% UF: 50.18% P: 70.25% R: 38.55% F: 49.78%
+2024-03-24 09:56:56 INFO dev:  loss: nan - UP: 63.84% UR: 15.31% UF: 24.70% P: 60.42% R: 14.49% F: 23.38%
+2024-03-24 09:56:57 INFO test: loss: nan - UP: 59.98% UR: 11.94% UF: 19.91% P: 55.41% R: 11.03% F: 18.40%
+2024-03-24 09:56:57 INFO 0:00:11.951238s elapsed
+2024-03-24 09:56:57 INFO Epoch 11 / 5000:
+2024-03-24 09:57:07 INFO lr: 4.9890e-05 - loss: 0.0104 - UP: 72.52% UR: 40.17% UF: 51.70% P: 72.01% R: 39.88% F: 51.33%
+2024-03-24 09:57:08 INFO dev:  loss: nan - UP: 55.02% UR: 29.10% UF: 38.07% P: 53.32% R: 28.20% F: 36.89%
+2024-03-24 09:57:09 INFO test: loss: nan - UP: 51.98% UR: 24.70% UF: 33.49% P: 48.91% R: 23.24% F: 31.51%
+2024-03-24 09:57:16 INFO 0:00:12.296205s elapsed (saved)
+2024-03-24 09:57:16 INFO Epoch 12 / 5000:
+2024-03-24 09:57:25 INFO lr: 4.9880e-05 - loss: 0.0412 - UP: 76.33% UR: 48.78% UF: 59.52% P: 76.12% R: 48.65% F: 59.36%
+2024-03-24 09:57:26 INFO dev:  loss: nan - UP: 55.16% UR: 30.04% UF: 38.90% P: 52.80% R: 28.75% F: 37.23%
+2024-03-24 09:57:28 INFO test: loss: nan - UP: 52.56% UR: 26.26% UF: 35.02% P: 49.98% R: 24.97% F: 33.31%
+2024-03-24 09:57:35 INFO 0:00:11.898942s elapsed (saved)
+2024-03-24 09:57:35 INFO Epoch 13 / 5000:
+2024-03-24 09:57:44 INFO lr: 4.9870e-05 - loss: 0.0083 - UP: 78.63% UR: 53.83% UF: 63.91% P: 78.44% R: 53.70% F: 63.75%
+2024-03-24 09:57:45 INFO dev:  loss: nan - UP: 56.35% UR: 32.42% UF: 41.16% P: 54.31% R: 31.25% F: 39.67%
+2024-03-24 09:57:46 INFO test: loss: nan - UP: 50.39% UR: 25.84% UF: 34.16% P: 47.88% R: 24.55% F: 32.46%
+2024-03-24 09:57:53 INFO 0:00:11.789402s elapsed (saved)
+2024-03-24 09:57:53 INFO Epoch 14 / 5000:
+2024-03-24 09:58:03 INFO lr: 4.9860e-05 - loss: 0.0039 - UP: 80.58% UR: 57.13% UF: 66.86% P: 80.50% R: 57.07% F: 66.79%
+2024-03-24 09:58:04 INFO dev:  loss: nan - UP: 52.09% UR: 38.01% UF: 43.95% P: 50.21% R: 36.64% F: 42.37%
+2024-03-24 09:58:05 INFO test: loss: nan - UP: 45.87% UR: 31.88% UF: 37.62% P: 43.83% R: 30.47% F: 35.95%
+2024-03-24 09:58:12 INFO 0:00:11.822836s elapsed (saved)
+2024-03-24 09:58:12 INFO Epoch 15 / 5000:
+2024-03-24 09:58:21 INFO lr: 4.9850e-05 - loss: 0.0228 - UP: 83.20% UR: 62.74% UF: 71.54% P: 83.12% R: 62.68% F: 71.47%
+2024-03-24 09:58:22 INFO dev:  loss: nan - UP: 54.31% UR: 35.70% UF: 43.08% P: 51.93% R: 34.14% F: 41.20%
+2024-03-24 09:58:24 INFO test: loss: nan - UP: 47.95% UR: 30.61% UF: 37.37% P: 45.47% R: 29.03% F: 35.44%
+2024-03-24 09:58:24 INFO 0:00:11.842086s elapsed
+2024-03-24 09:58:24 INFO Epoch 16 / 5000:
+2024-03-24 09:58:33 INFO lr: 4.9840e-05 - loss: 0.0095 - UP: 83.02% UR: 63.28% UF: 71.82% P: 82.95% R: 63.22% F: 71.75%
+2024-03-24 09:58:34 INFO dev:  loss: nan - UP: 56.48% UR: 33.05% UF: 41.70% P: 54.27% R: 31.76% F: 40.07%
+2024-03-24 09:58:36 INFO test: loss: nan - UP: 50.65% UR: 28.84% UF: 36.75% P: 48.20% R: 27.45% F: 34.98%
+2024-03-24 09:58:36 INFO 0:00:11.957945s elapsed
+2024-03-24 09:58:36 INFO Epoch 17 / 5000:
+2024-03-24 09:58:45 INFO lr: 4.9830e-05 - loss: 0.0019 - UP: 85.40% UR: 68.07% UF: 75.75% P: 85.24% R: 67.94% F: 75.61%
+2024-03-24 09:58:46 INFO dev:  loss: nan - UP: 54.78% UR: 34.26% UF: 42.15% P: 52.78% R: 33.01% F: 40.62%
+2024-03-24 09:58:48 INFO test: loss: nan - UP: 52.13% UR: 30.76% UF: 38.69% P: 50.27% R: 29.66% F: 37.31%
+2024-03-24 09:58:48 INFO 0:00:12.432064s elapsed
+2024-03-24 09:58:48 INFO Epoch 18 / 5000:
+2024-03-24 09:58:58 INFO lr: 4.9820e-05 - loss: 0.0022 - UP: 87.21% UR: 72.15% UF: 78.96% P: 87.16% R: 72.11% F: 78.93%
+2024-03-24 09:58:59 INFO dev:  loss: nan - UP: 49.90% UR: 39.10% UF: 43.85% P: 48.01% R: 37.62% F: 42.18%
+2024-03-24 09:59:01 INFO test: loss: nan - UP: 48.74% UR: 33.49% UF: 39.70% P: 46.59% R: 32.01% F: 37.95%
+2024-03-24 09:59:01 INFO 0:00:12.703105s elapsed
+2024-03-24 09:59:01 INFO Epoch 19 / 5000:
+2024-03-24 09:59:11 INFO lr: 4.9810e-05 - loss: 0.0068 - UP: 85.67% UR: 72.81% UF: 78.72% P: 85.65% R: 72.80% F: 78.70%
+2024-03-24 09:59:12 INFO dev:  loss: nan - UP: 60.39% UR: 30.20% UF: 40.26% P: 58.59% R: 29.30% F: 39.06%
+2024-03-24 09:59:13 INFO test: loss: nan - UP: 55.19% UR: 23.83% UF: 33.29% P: 52.50% R: 22.67% F: 31.67%
+2024-03-24 09:59:13 INFO 0:00:12.501880s elapsed
+2024-03-24 09:59:13 INFO Epoch 20 / 5000:
+2024-03-24 09:59:23 INFO lr: 4.9800e-05 - loss: 0.0000 - UP: 87.61% UR: 75.35% UF: 81.02% P: 87.58% R: 75.33% F: 80.99%
+2024-03-24 09:59:24 INFO dev:  loss: nan - UP: 52.08% UR: 38.63% UF: 44.36% P: 50.34% R: 37.34% F: 42.88%
+2024-03-24 09:59:26 INFO test: loss: nan - UP: 51.51% UR: 33.81% UF: 40.82% P: 49.39% R: 32.41% F: 39.14%
+2024-03-24 09:59:32 INFO 0:00:12.459799s elapsed (saved)
+2024-03-24 09:59:32 INFO Epoch 21 / 5000:
+2024-03-24 09:59:42 INFO lr: 4.9790e-05 - loss: 0.0043 - UP: 88.45% UR: 76.32% UF: 81.94% P: 88.43% R: 76.31% F: 81.92%
+2024-03-24 09:59:43 INFO dev:  loss: nan - UP: 54.87% UR: 37.62% UF: 44.63% P: 52.59% R: 36.05% F: 42.78%
+2024-03-24 09:59:44 INFO test: loss: nan - UP: 50.37% UR: 32.92% UF: 39.82% P: 48.14% R: 31.46% F: 38.05%
+2024-03-24 09:59:44 INFO 0:00:11.863979s elapsed
+2024-03-24 09:59:44 INFO Epoch 22 / 5000:
+2024-03-24 09:59:53 INFO lr: 4.9780e-05 - loss: 0.0026 - UP: 89.37% UR: 78.86% UF: 83.79% P: 89.28% R: 78.78% F: 83.70%
+2024-03-24 09:59:54 INFO dev:  loss: nan - UP: 59.29% UR: 35.39% UF: 44.32% P: 56.87% R: 33.95% F: 42.51%
+2024-03-24 09:59:56 INFO test: loss: nan - UP: 54.24% UR: 30.42% UF: 38.98% P: 51.90% R: 29.11% F: 37.30%
+2024-03-24 09:59:56 INFO 0:00:11.925645s elapsed
+2024-03-24 09:59:56 INFO Epoch 23 / 5000:
+2024-03-24 10:00:06 INFO lr: 4.9770e-05 - loss: 0.0001 - UP: 90.21% UR: 81.17% UF: 85.45% P: 90.18% R: 81.15% F: 85.43%
+2024-03-24 10:00:07 INFO dev:  loss: nan - UP: 63.91% UR: 29.34% UF: 40.21% P: 60.85% R: 27.93% F: 38.29%
+2024-03-24 10:00:08 INFO test: loss: nan - UP: 58.53% UR: 23.77% UF: 33.81% P: 55.36% R: 22.48% F: 31.98%
+2024-03-24 10:00:08 INFO 0:00:12.214581s elapsed
+2024-03-24 10:00:08 INFO Epoch 24 / 5000:
+2024-03-24 10:00:18 INFO lr: 4.9760e-05 - loss: 0.0000 - UP: 90.76% UR: 81.18% UF: 85.70% P: 90.72% R: 81.15% F: 85.67%
+2024-03-24 10:00:19 INFO dev:  loss: nan - UP: 57.01% UR: 39.69% UF: 46.80% P: 54.21% R: 37.73% F: 44.50%
+2024-03-24 10:00:21 INFO test: loss: nan - UP: 50.32% UR: 33.49% UF: 40.21% P: 47.87% R: 31.86% F: 38.26%
+2024-03-24 10:00:28 INFO 0:00:12.801313s elapsed (saved)
+2024-03-24 10:00:28 INFO Epoch 25 / 5000:
+2024-03-24 10:00:37 INFO lr: 4.9750e-05 - loss: 0.0008 - UP: 91.79% UR: 84.00% UF: 87.72% P: 91.78% R: 83.99% F: 87.71%
+2024-03-24 10:00:38 INFO dev:  loss: nan - UP: 55.54% UR: 42.11% UF: 47.90% P: 53.32% R: 40.43% F: 45.99%
+2024-03-24 10:00:40 INFO test: loss: nan - UP: 50.47% UR: 37.74% UF: 43.18% P: 48.43% R: 36.21% F: 41.44%
+2024-03-24 10:00:47 INFO 0:00:11.885790s elapsed (saved)
+2024-03-24 10:00:47 INFO Epoch 26 / 5000:
+2024-03-24 10:00:56 INFO lr: 4.9740e-05 - loss: 0.0024 - UP: 91.50% UR: 83.77% UF: 87.47% P: 91.49% R: 83.76% F: 87.45%
+2024-03-24 10:00:57 INFO dev:  loss: nan - UP: 55.61% UR: 41.84% UF: 47.75% P: 53.43% R: 40.20% F: 45.88%
+2024-03-24 10:00:58 INFO test: loss: nan - UP: 50.29% UR: 36.38% UF: 42.22% P: 47.93% R: 34.67% F: 40.24%
+2024-03-24 10:00:58 INFO 0:00:11.826869s elapsed
+2024-03-24 10:00:58 INFO Epoch 27 / 5000:
+2024-03-24 10:01:08 INFO lr: 4.9730e-05 - loss: 0.0027 - UP: 91.78% UR: 86.09% UF: 88.84% P: 91.75% R: 86.07% F: 88.82%
+2024-03-24 10:01:09 INFO dev:  loss: nan - UP: 52.14% UR: 41.84% UF: 46.42% P: 49.90% R: 40.04% F: 44.43%
+2024-03-24 10:01:10 INFO test: loss: nan - UP: 49.68% UR: 35.96% UF: 41.72% P: 47.61% R: 34.46% F: 39.98%
+2024-03-24 10:01:10 INFO 0:00:11.935859s elapsed
+2024-03-24 10:01:10 INFO Epoch 28 / 5000:
+2024-03-24 10:01:20 INFO lr: 4.9720e-05 - loss: 0.0036 - UP: 90.98% UR: 84.45% UF: 87.59% P: 90.93% R: 84.40% F: 87.54%
+2024-03-24 10:01:21 INFO dev:  loss: nan - UP: 52.71% UR: 40.62% UF: 45.89% P: 50.99% R: 39.30% F: 44.39%
+2024-03-24 10:01:23 INFO test: loss: nan - UP: 49.86% UR: 38.81% UF: 43.65% P: 48.07% R: 37.42% F: 42.08%
+2024-03-24 10:01:23 INFO 0:00:12.307052s elapsed
+2024-03-24 10:01:23 INFO Epoch 29 / 5000:
+2024-03-24 10:01:33 INFO lr: 4.9710e-05 - loss: 0.0022 - UP: 92.23% UR: 84.64% UF: 88.27% P: 92.18% R: 84.59% F: 88.22%
+2024-03-24 10:01:34 INFO dev:  loss: nan - UP: 53.47% UR: 43.67% UF: 48.08% P: 51.41% R: 41.99% F: 46.23%
+2024-03-24 10:01:35 INFO test: loss: nan - UP: 47.74% UR: 37.44% UF: 41.97% P: 45.34% R: 35.56% F: 39.86%
+2024-03-24 10:01:42 INFO 0:00:12.661127s elapsed (saved)
+2024-03-24 10:01:42 INFO Epoch 30 / 5000:
+2024-03-24 10:01:51 INFO lr: 4.9700e-05 - loss: 0.0143 - UP: 89.26% UR: 81.85% UF: 85.39% P: 88.91% R: 81.53% F: 85.06%
+2024-03-24 10:01:52 INFO dev:  loss: nan - UP: 51.61% UR: 21.33% UF: 30.18% P: 48.49% R: 20.04% F: 28.36%
+2024-03-24 10:01:54 INFO test: loss: nan - UP: 43.30% UR: 14.75% UF: 22.00% P: 42.37% R: 14.43% F: 21.53%
+2024-03-24 10:01:54 INFO 0:00:11.883544s elapsed
+2024-03-24 10:01:54 INFO Epoch 31 / 5000:
+2024-03-24 10:02:03 INFO lr: 4.9690e-05 - loss: 0.0085 - UP: 77.78% UR: 57.93% UF: 66.40% P: 77.08% R: 57.41% F: 65.81%
+2024-03-24 10:02:04 INFO dev:  loss: nan - UP: 55.59% UR: 27.77% UF: 37.04% P: 52.31% R: 26.13% F: 34.85%
+2024-03-24 10:02:06 INFO test: loss: nan - UP: 48.26% UR: 23.16% UF: 31.30% P: 45.44% R: 21.80% F: 29.47%
+2024-03-24 10:02:06 INFO 0:00:11.997561s elapsed
+2024-03-24 10:02:06 INFO Epoch 32 / 5000:
+2024-03-24 10:02:15 INFO lr: 4.9680e-05 - loss: 0.0279 - UP: 75.40% UR: 54.23% UF: 63.08% P: 74.79% R: 53.79% F: 62.58%
+2024-03-24 10:02:16 INFO dev:  loss: nan - UP: 49.65% UR: 30.47% UF: 37.76% P: 46.53% R: 28.55% F: 35.39%
+2024-03-24 10:02:18 INFO test: loss: nan - UP: 46.07% UR: 26.16% UF: 33.37% P: 43.62% R: 24.76% F: 31.59%
+2024-03-24 10:02:18 INFO 0:00:12.223370s elapsed
+2024-03-24 10:02:18 INFO Epoch 33 / 5000:
+2024-03-24 10:02:28 INFO lr: 4.9670e-05 - loss: 0.0171 - UP: 78.47% UR: 53.77% UF: 63.81% P: 77.92% R: 53.39% F: 63.36%
+2024-03-24 10:02:29 INFO dev:  loss: nan - UP: 50.12% UR: 32.58% UF: 39.49% P: 47.90% R: 31.13% F: 37.74%
+2024-03-24 10:02:31 INFO test: loss: nan - UP: 43.79% UR: 25.18% UF: 31.98% P: 41.73% R: 24.00% F: 30.48%
+2024-03-24 10:02:31 INFO 0:00:12.720514s elapsed
+2024-03-24 10:02:31 INFO Epoch 34 / 5000:
+2024-03-24 10:02:40 INFO lr: 4.9660e-05 - loss: 0.0083 - UP: 82.79% UR: 65.14% UF: 72.92% P: 82.70% R: 65.07% F: 72.84%
+2024-03-24 10:02:41 INFO dev:  loss: nan - UP: 58.78% UR: 30.98% UF: 40.57% P: 56.86% R: 29.96% F: 39.24%
+2024-03-24 10:02:43 INFO test: loss: nan - UP: 54.07% UR: 26.94% UF: 35.96% P: 51.48% R: 25.65% F: 34.24%
+2024-03-24 10:02:43 INFO 0:00:12.429512s elapsed
+2024-03-24 10:02:43 INFO Epoch 35 / 5000:
+2024-03-24 10:02:53 INFO lr: 4.9650e-05 - loss: 0.0039 - UP: 85.35% UR: 72.77% UF: 78.56% P: 85.05% R: 72.51% F: 78.28%
+2024-03-24 10:02:54 INFO dev:  loss: nan - UP: 54.74% UR: 37.66% UF: 44.62% P: 53.27% R: 36.64% F: 43.42%
+2024-03-24 10:02:55 INFO test: loss: nan - UP: 48.04% UR: 32.11% UF: 38.50% P: 46.11% R: 30.83% F: 36.95%
+2024-03-24 10:02:55 INFO 0:00:12.370113s elapsed
+2024-03-24 10:02:55 INFO Epoch 36 / 5000:
+2024-03-24 10:03:05 INFO lr: 4.9640e-05 - loss: 0.0032 - UP: 90.19% UR: 78.44% UF: 83.91% P: 90.04% R: 78.31% F: 83.77%
+2024-03-24 10:03:06 INFO dev:  loss: nan - UP: 60.08% UR: 36.09% UF: 45.10% P: 57.74% R: 34.69% F: 43.34%
+2024-03-24 10:03:08 INFO test: loss: nan - UP: 53.96% UR: 33.00% UF: 40.95% P: 52.06% R: 31.84% F: 39.51%
+2024-03-24 10:03:08 INFO 0:00:12.342836s elapsed
+2024-03-24 10:03:08 INFO Epoch 37 / 5000:
+2024-03-24 10:03:17 INFO lr: 4.9630e-05 - loss: 0.0022 - UP: 90.55% UR: 81.83% UF: 85.97% P: 90.39% R: 81.69% F: 85.82%
+2024-03-24 10:03:18 INFO dev:  loss: nan - UP: 54.81% UR: 39.14% UF: 45.67% P: 52.68% R: 37.62% F: 43.89%
+2024-03-24 10:03:20 INFO test: loss: nan - UP: 49.90% UR: 35.79% UF: 41.68% P: 48.04% R: 34.46% F: 40.13%
+2024-03-24 10:03:20 INFO 0:00:12.308148s elapsed
+2024-03-24 10:03:20 INFO Epoch 38 / 5000:
+2024-03-24 10:03:30 INFO lr: 4.9620e-05 - loss: 0.0040 - UP: 91.46% UR: 83.49% UF: 87.29% P: 91.41% R: 83.44% F: 87.24%
+2024-03-24 10:03:31 INFO dev:  loss: nan - UP: 53.79% UR: 41.60% UF: 46.92% P: 51.31% R: 39.69% F: 44.76%
+2024-03-24 10:03:32 INFO test: loss: nan - UP: 48.15% UR: 37.88% UF: 42.40% P: 46.21% R: 36.36% F: 40.70%
+2024-03-24 10:03:32 INFO 0:00:12.257101s elapsed
+2024-03-24 10:03:32 INFO Epoch 39 / 5000:
+2024-03-24 10:03:42 INFO lr: 4.9610e-05 - loss: 0.0032 - UP: 92.75% UR: 86.74% UF: 89.65% P: 92.74% R: 86.73% F: 89.63%
+2024-03-24 10:03:43 INFO dev:  loss: nan - UP: 60.84% UR: 34.53% UF: 44.06% P: 58.84% R: 33.40% F: 42.61%
+2024-03-24 10:03:45 INFO test: loss: nan - UP: 53.98% UR: 31.84% UF: 40.05% P: 51.76% R: 30.53% F: 38.41%
+2024-03-24 10:03:45 INFO 0:00:12.218926s elapsed
+2024-03-24 10:03:45 INFO Epoch 40 / 5000:
+2024-03-24 10:03:54 INFO lr: 4.9600e-05 - loss: 0.0021 - UP: 93.63% UR: 89.24% UF: 91.38% P: 93.58% R: 89.19% F: 91.33%
+2024-03-24 10:03:55 INFO dev:  loss: nan - UP: 64.68% UR: 33.05% UF: 43.74% P: 63.00% R: 32.19% F: 42.61%
+2024-03-24 10:03:57 INFO test: loss: nan - UP: 57.36% UR: 30.38% UF: 39.72% P: 55.44% R: 29.37% F: 38.40%
+2024-03-24 10:03:57 INFO 0:00:12.172307s elapsed
+2024-03-24 10:03:57 INFO Epoch 41 / 5000:
+2024-03-24 10:04:06 INFO lr: 4.9590e-05 - loss: 0.0015 - UP: 93.86% UR: 88.78% UF: 91.25% P: 93.69% R: 88.61% F: 91.08%
+2024-03-24 10:04:07 INFO dev:  loss: nan - UP: 56.29% UR: 37.23% UF: 44.82% P: 53.51% R: 35.39% F: 42.61%
+2024-03-24 10:04:09 INFO test: loss: nan - UP: 50.99% UR: 34.29% UF: 41.01% P: 48.82% R: 32.83% F: 39.26%
+2024-03-24 10:04:09 INFO 0:00:12.112378s elapsed
+2024-03-24 10:04:09 INFO Epoch 42 / 5000:
+2024-03-24 10:04:18 INFO lr: 4.9580e-05 - loss: 0.0021 - UP: 92.43% UR: 85.48% UF: 88.82% P: 92.10% R: 85.17% F: 88.50%
+2024-03-24 10:04:19 INFO dev:  loss: nan - UP: 57.95% UR: 41.02% UF: 48.03% P: 56.02% R: 39.65% F: 46.43%
+2024-03-24 10:04:21 INFO test: loss: nan - UP: 49.97% UR: 33.51% UF: 40.12% P: 47.73% R: 32.01% F: 38.32%
+2024-03-24 10:04:27 INFO 0:00:12.162830s elapsed (saved)
+2024-03-24 10:04:27 INFO Epoch 43 / 5000:
+2024-03-24 10:04:37 INFO lr: 4.9570e-05 - loss: 0.0013 - UP: 91.91% UR: 86.98% UF: 89.38% P: 91.88% R: 86.94% F: 89.34%
+2024-03-24 10:04:38 INFO dev:  loss: nan - UP: 63.25% UR: 29.65% UF: 40.37% P: 61.42% R: 28.79% F: 39.20%
+2024-03-24 10:04:39 INFO test: loss: nan - UP: 60.85% UR: 26.83% UF: 37.24% P: 58.51% R: 25.80% F: 35.81%
+2024-03-24 10:04:39 INFO 0:00:11.799373s elapsed
+2024-03-24 10:04:39 INFO Epoch 44 / 5000:
+2024-03-24 10:04:49 INFO lr: 4.9560e-05 - loss: 0.0014 - UP: 93.63% UR: 90.77% UF: 92.18% P: 93.61% R: 90.75% F: 92.16%
+2024-03-24 10:04:50 INFO dev:  loss: nan - UP: 63.06% UR: 35.27% UF: 45.24% P: 61.24% R: 34.26% F: 43.94%
+2024-03-24 10:04:51 INFO test: loss: nan - UP: 55.87% UR: 30.87% UF: 39.77% P: 53.69% R: 29.66% F: 38.21%
+2024-03-24 10:04:51 INFO 0:00:11.921414s elapsed
+2024-03-24 10:04:51 INFO Epoch 45 / 5000:
+2024-03-24 10:05:01 INFO lr: 4.9550e-05 - loss: 0.0014 - UP: 95.25% UR: 90.66% UF: 92.90% P: 95.20% R: 90.61% F: 92.85%
+2024-03-24 10:05:02 INFO dev:  loss: nan - UP: 56.64% UR: 40.62% UF: 47.32% P: 54.63% R: 39.18% F: 45.63%
+2024-03-24 10:05:03 INFO test: loss: nan - UP: 50.18% UR: 34.82% UF: 41.11% P: 47.47% R: 32.94% F: 38.89%
+2024-03-24 10:05:03 INFO 0:00:12.165865s elapsed
+2024-03-24 10:05:03 INFO Epoch 46 / 5000:
+2024-03-24 10:05:13 INFO lr: 4.9540e-05 - loss: 0.0020 - UP: 93.31% UR: 88.46% UF: 90.82% P: 93.26% R: 88.41% F: 90.77%
+2024-03-24 10:05:14 INFO dev:  loss: nan - UP: 55.01% UR: 44.80% UF: 49.39% P: 52.71% R: 42.93% F: 47.32%
+2024-03-24 10:05:16 INFO test: loss: nan - UP: 48.43% UR: 38.05% UF: 42.62% P: 46.36% R: 36.43% F: 40.80%
+2024-03-24 10:05:22 INFO 0:00:12.617374s elapsed (saved)
+2024-03-24 10:05:22 INFO Epoch 47 / 5000:
+2024-03-24 10:05:32 INFO lr: 4.9530e-05 - loss: 0.0018 - UP: 94.78% UR: 91.25% UF: 92.98% P: 94.78% R: 91.25% F: 92.98%
+2024-03-24 10:05:33 INFO dev:  loss: nan - UP: 59.51% UR: 38.12% UF: 46.48% P: 57.68% R: 36.95% F: 45.05%
+2024-03-24 10:05:34 INFO test: loss: nan - UP: 54.28% UR: 32.96% UF: 41.01% P: 51.84% R: 31.48% F: 39.17%
+2024-03-24 10:05:34 INFO 0:00:11.870270s elapsed
+2024-03-24 10:05:34 INFO Epoch 48 / 5000:
+2024-03-24 10:05:44 INFO lr: 4.9520e-05 - loss: 0.0013 - UP: 95.53% UR: 92.51% UF: 94.00% P: 95.51% R: 92.49% F: 93.97%
+2024-03-24 10:05:45 INFO dev:  loss: nan - UP: 55.99% UR: 42.70% UF: 48.45% P: 54.05% R: 41.21% F: 46.76%
+2024-03-24 10:05:46 INFO test: loss: nan - UP: 50.19% UR: 36.91% UF: 42.54% P: 48.23% R: 35.47% F: 40.88%
+2024-03-24 10:05:46 INFO 0:00:11.977236s elapsed
+2024-03-24 10:05:46 INFO Epoch 49 / 5000:
+2024-03-24 10:05:56 INFO lr: 4.9510e-05 - loss: 0.0019 - UP: 95.77% UR: 92.42% UF: 94.07% P: 95.77% R: 92.42% F: 94.07%
+2024-03-24 10:05:57 INFO dev:  loss: nan - UP: 58.25% UR: 39.73% UF: 47.24% P: 56.47% R: 38.52% F: 45.80%
+2024-03-24 10:05:59 INFO test: loss: nan - UP: 51.32% UR: 32.07% UF: 39.47% P: 48.88% R: 30.55% F: 37.60%
+2024-03-24 10:05:59 INFO 0:00:12.212952s elapsed
+2024-03-24 10:05:59 INFO Epoch 50 / 5000:
+2024-03-24 10:06:09 INFO lr: 4.9500e-05 - loss: 0.0006 - UP: 94.36% UR: 91.40% UF: 92.86% P: 94.35% R: 91.39% F: 92.84%
+2024-03-24 10:06:10 INFO dev:  loss: nan - UP: 54.18% UR: 36.95% UF: 43.94% P: 52.63% R: 35.90% F: 42.68%
+2024-03-24 10:06:12 INFO test: loss: nan - UP: 52.26% UR: 33.42% UF: 40.77% P: 49.92% R: 31.92% F: 38.94%
+2024-03-24 10:06:12 INFO 0:00:13.125144s elapsed
+2024-03-24 10:06:12 INFO Epoch 51 / 5000:
+2024-03-24 10:06:21 INFO lr: 4.9490e-05 - loss: 0.0014 - UP: 95.81% UR: 91.92% UF: 93.83% P: 95.81% R: 91.92% F: 93.83%
+2024-03-24 10:06:22 INFO dev:  loss: nan - UP: 56.07% UR: 38.59% UF: 45.72% P: 53.75% R: 36.99% F: 43.82%
+2024-03-24 10:06:24 INFO test: loss: nan - UP: 52.75% UR: 34.44% UF: 41.67% P: 50.23% R: 32.79% F: 39.68%
+2024-03-24 10:06:24 INFO 0:00:12.280120s elapsed
+2024-03-24 10:06:24 INFO Epoch 52 / 5000:
+2024-03-24 10:06:34 INFO lr: 4.9480e-05 - loss: 0.0014 - UP: 94.58% UR: 92.62% UF: 93.59% P: 94.50% R: 92.55% F: 93.52%
+2024-03-24 10:06:35 INFO dev:  loss: nan - UP: 60.53% UR: 36.72% UF: 45.71% P: 58.27% R: 35.35% F: 44.01%
+2024-03-24 10:06:36 INFO test: loss: nan - UP: 55.10% UR: 30.49% UF: 39.25% P: 52.46% R: 29.03% F: 37.38%
+2024-03-24 10:06:36 INFO 0:00:12.283029s elapsed
+2024-03-24 10:06:36 INFO Epoch 53 / 5000:
+2024-03-24 10:06:46 INFO lr: 4.9470e-05 - loss: 0.0002 - UP: 96.32% UR: 93.77% UF: 95.03% P: 96.28% R: 93.73% F: 94.99%
+2024-03-24 10:06:47 INFO dev:  loss: nan - UP: 63.22% UR: 34.37% UF: 44.53% P: 61.14% R: 33.24% F: 43.07%
+2024-03-24 10:06:48 INFO test: loss: nan - UP: 55.62% UR: 30.11% UF: 39.07% P: 53.28% R: 28.84% F: 37.42%
+2024-03-24 10:06:48 INFO 0:00:12.257566s elapsed
+2024-03-24 10:06:48 INFO Epoch 54 / 5000:
+2024-03-24 10:06:58 INFO lr: 4.9460e-05 - loss: 0.0014 - UP: 96.35% UR: 93.92% UF: 95.12% P: 96.35% R: 93.92% F: 95.12%
+2024-03-24 10:06:59 INFO dev:  loss: nan - UP: 60.04% UR: 38.32% UF: 46.78% P: 58.14% R: 37.11% F: 45.30%
+2024-03-24 10:07:01 INFO test: loss: nan - UP: 55.65% UR: 32.37% UF: 40.93% P: 53.51% R: 31.12% F: 39.35%
+2024-03-24 10:07:01 INFO 0:00:12.224264s elapsed
+2024-03-24 10:07:01 INFO Epoch 55 / 5000:
+2024-03-24 10:07:10 INFO lr: 4.9450e-05 - loss: 0.0008 - UP: 96.53% UR: 94.73% UF: 95.62% P: 96.50% R: 94.70% F: 95.59%
+2024-03-24 10:07:11 INFO dev:  loss: nan - UP: 60.36% UR: 37.54% UF: 46.29% P: 58.61% R: 36.45% F: 44.94%
+2024-03-24 10:07:13 INFO test: loss: nan - UP: 56.42% UR: 32.77% UF: 41.46% P: 54.31% R: 31.54% F: 39.91%
+2024-03-24 10:07:13 INFO 0:00:12.202604s elapsed
+2024-03-24 10:07:13 INFO Epoch 56 / 5000:
+2024-03-24 10:07:23 INFO lr: 4.9440e-05 - loss: 0.0001 - UP: 97.22% UR: 95.82% UF: 96.52% P: 97.20% R: 95.81% F: 96.50%
+2024-03-24 10:07:24 INFO dev:  loss: nan - UP: 57.62% UR: 40.90% UF: 47.84% P: 56.08% R: 39.80% F: 46.56%
+2024-03-24 10:07:25 INFO test: loss: nan - UP: 54.51% UR: 36.28% UF: 43.56% P: 52.32% R: 34.82% F: 41.81%
+2024-03-24 10:07:25 INFO 0:00:12.202892s elapsed
+2024-03-24 10:07:25 INFO Epoch 57 / 5000:
+2024-03-24 10:07:35 INFO lr: 4.9430e-05 - loss: 0.0003 - UP: 96.95% UR: 96.18% UF: 96.56% P: 96.95% R: 96.18% F: 96.56%
+2024-03-24 10:07:36 INFO dev:  loss: nan - UP: 58.93% UR: 42.15% UF: 49.15% P: 57.18% R: 40.90% F: 47.69%
+2024-03-24 10:07:37 INFO test: loss: nan - UP: 51.18% UR: 37.61% UF: 43.36% P: 49.19% R: 36.15% F: 41.68%
+2024-03-24 10:07:44 INFO 0:00:12.193460s elapsed (saved)
+2024-03-24 10:07:44 INFO Epoch 58 / 5000:
+2024-03-24 10:07:53 INFO lr: 4.9420e-05 - loss: 0.0000 - UP: 97.64% UR: 96.32% UF: 96.98% P: 97.64% R: 96.32% F: 96.98%
+2024-03-24 10:07:54 INFO dev:  loss: nan - UP: 57.28% UR: 42.58% UF: 48.85% P: 55.75% R: 41.45% F: 47.55%
+2024-03-24 10:07:55 INFO test: loss: nan - UP: 52.29% UR: 38.79% UF: 44.54% P: 50.50% R: 37.46% F: 43.01%
+2024-03-24 10:07:55 INFO 0:00:11.852195s elapsed
+2024-03-24 10:07:55 INFO Epoch 59 / 5000:
+2024-03-24 10:08:05 INFO lr: 4.9410e-05 - loss: 0.0005 - UP: 97.07% UR: 96.05% UF: 96.56% P: 97.07% R: 96.05% F: 96.56%
+2024-03-24 10:08:06 INFO dev:  loss: nan - UP: 64.29% UR: 35.16% UF: 45.45% P: 62.50% R: 34.18% F: 44.19%
+2024-03-24 10:08:07 INFO test: loss: nan - UP: 56.73% UR: 30.00% UF: 39.25% P: 54.45% R: 28.80% F: 37.67%
+2024-03-24 10:08:07 INFO 0:00:11.956269s elapsed
+2024-03-24 10:08:07 INFO Epoch 60 / 5000:
+2024-03-24 10:08:17 INFO lr: 4.9400e-05 - loss: 0.0002 - UP: 97.92% UR: 96.44% UF: 97.18% P: 97.92% R: 96.44% F: 97.18%
+2024-03-24 10:08:18 INFO dev:  loss: nan - UP: 59.23% UR: 42.11% UF: 49.22% P: 57.53% R: 40.90% F: 47.81%
+2024-03-24 10:08:20 INFO test: loss: nan - UP: 53.18% UR: 37.31% UF: 43.85% P: 51.16% R: 35.90% F: 42.19%
+2024-03-24 10:08:27 INFO 0:00:12.170784s elapsed (saved)
+2024-03-24 10:08:27 INFO Epoch 61 / 5000:
+2024-03-24 10:08:36 INFO lr: 4.9390e-05 - loss: 0.0006 - UP: 96.19% UR: 93.76% UF: 94.96% P: 96.13% R: 93.70% F: 94.90%
+2024-03-24 10:08:37 INFO dev:  loss: nan - UP: 63.50% UR: 35.82% UF: 45.80% P: 61.08% R: 34.45% F: 44.06%
+2024-03-24 10:08:38 INFO test: loss: nan - UP: 57.13% UR: 30.40% UF: 39.69% P: 55.10% R: 29.33% F: 38.28%
+2024-03-24 10:08:38 INFO 0:00:11.863911s elapsed
+2024-03-24 10:08:38 INFO Epoch 62 / 5000:
+2024-03-24 10:08:48 INFO lr: 4.9380e-05 - loss: 0.0000 - UP: 96.12% UR: 94.62% UF: 95.36% P: 96.12% R: 94.62% F: 95.36%
+2024-03-24 10:08:49 INFO dev:  loss: nan - UP: 58.85% UR: 41.68% UF: 48.80% P: 56.54% R: 40.04% F: 46.88%
+2024-03-24 10:08:50 INFO test: loss: nan - UP: 51.95% UR: 35.22% UF: 41.98% P: 49.98% R: 33.89% F: 40.39%
+2024-03-24 10:08:50 INFO 0:00:12.024138s elapsed
+2024-03-24 10:08:50 INFO Epoch 63 / 5000:
+2024-03-24 10:09:00 INFO lr: 4.9370e-05 - loss: 0.0000 - UP: 96.70% UR: 94.55% UF: 95.61% P: 96.64% R: 94.49% F: 95.55%
+2024-03-24 10:09:01 INFO dev:  loss: nan - UP: 56.04% UR: 43.83% UF: 49.19% P: 54.15% R: 42.34% F: 47.52%
+2024-03-24 10:09:03 INFO test: loss: nan - UP: 50.03% UR: 35.54% UF: 41.56% P: 48.22% R: 34.25% F: 40.05%
+2024-03-24 10:09:03 INFO 0:00:12.376420s elapsed
+2024-03-24 10:09:03 INFO Epoch 64 / 5000:
+2024-03-24 10:09:13 INFO lr: 4.9360e-05 - loss: nan - UP: 97.29% UR: 95.45% UF: 96.36% P: 97.28% R: 95.43% F: 96.35%
+2024-03-24 10:09:14 INFO dev:  loss: nan - UP: 60.12% UR: 42.46% UF: 49.77% P: 57.52% R: 40.62% F: 47.62%
+2024-03-24 10:09:15 INFO test: loss: nan - UP: 55.85% UR: 36.19% UF: 43.92% P: 53.73% R: 34.82% F: 42.26%
+2024-03-24 10:09:15 INFO 0:00:12.511881s elapsed
+2024-03-24 10:09:15 INFO Epoch 65 / 5000:
+2024-03-24 10:09:25 INFO lr: 4.9350e-05 - loss: 0.0012 - UP: 96.62% UR: 95.48% UF: 96.05% P: 96.61% R: 95.47% F: 96.04%
+2024-03-24 10:09:26 INFO dev:  loss: nan - UP: 59.25% UR: 40.16% UF: 47.87% P: 56.60% R: 38.36% F: 45.73%
+2024-03-24 10:09:28 INFO test: loss: nan - UP: 53.00% UR: 34.16% UF: 41.55% P: 50.57% R: 32.60% F: 39.65%
+2024-03-24 10:09:28 INFO 0:00:12.355709s elapsed
+2024-03-24 10:09:28 INFO Epoch 66 / 5000:
+2024-03-24 10:09:37 INFO lr: 4.9340e-05 - loss: 0.0000 - UP: 97.88% UR: 96.55% UF: 97.21% P: 97.85% R: 96.52% F: 97.18%
+2024-03-24 10:09:38 INFO dev:  loss: nan - UP: 62.52% UR: 40.08% UF: 48.85% P: 59.84% R: 38.36% F: 46.75%
+2024-03-24 10:09:40 INFO test: loss: nan - UP: 56.27% UR: 33.45% UF: 41.96% P: 53.89% R: 32.03% F: 40.18%
+2024-03-24 10:09:40 INFO 0:00:12.304738s elapsed
+2024-03-24 10:09:40 INFO Epoch 67 / 5000:
+2024-03-24 10:09:50 INFO lr: 4.9330e-05 - loss: 0.0002 - UP: 98.15% UR: 97.45% UF: 97.80% P: 98.15% R: 97.45% F: 97.80%
+2024-03-24 10:09:51 INFO dev:  loss: nan - UP: 64.15% UR: 37.19% UF: 47.08% P: 61.59% R: 35.70% F: 45.20%
+2024-03-24 10:09:52 INFO test: loss: nan - UP: 58.03% UR: 32.07% UF: 41.31% P: 55.81% R: 30.85% F: 39.73%
+2024-03-24 10:09:52 INFO 0:00:12.289852s elapsed
+2024-03-24 10:09:52 INFO Epoch 68 / 5000:
+2024-03-24 10:10:02 INFO lr: 4.9320e-05 - loss: 0.0008 - UP: 98.32% UR: 97.67% UF: 97.99% P: 98.32% R: 97.67% F: 97.99%
+2024-03-24 10:10:03 INFO dev:  loss: nan - UP: 61.54% UR: 41.13% UF: 49.31% P: 58.91% R: 39.37% F: 47.20%
+2024-03-24 10:10:05 INFO test: loss: nan - UP: 54.57% UR: 34.59% UF: 42.34% P: 52.47% R: 33.26% F: 40.71%
+2024-03-24 10:10:05 INFO 0:00:12.197814s elapsed
+2024-03-24 10:10:05 INFO Epoch 69 / 5000:
+2024-03-24 10:10:14 INFO lr: 4.9310e-05 - loss: 0.0009 - UP: 97.89% UR: 97.65% UF: 97.77% P: 97.89% R: 97.65% F: 97.77%
+2024-03-24 10:10:15 INFO dev:  loss: nan - UP: 66.42% UR: 35.23% UF: 46.04% P: 64.14% R: 34.02% F: 44.46%
+2024-03-24 10:10:17 INFO test: loss: nan - UP: 60.35% UR: 31.71% UF: 41.58% P: 58.83% R: 30.91% F: 40.53%
+2024-03-24 10:10:17 INFO 0:00:12.185427s elapsed
+2024-03-24 10:10:17 INFO Epoch 70 / 5000:
+2024-03-24 10:10:26 INFO lr: 4.9300e-05 - loss: 0.0035 - UP: 92.58% UR: 89.88% UF: 91.21% P: 92.58% R: 89.88% F: 91.21%
+2024-03-24 10:10:27 INFO dev:  loss: nan - UP: 50.54% UR: 38.12% UF: 43.46% P: 48.68% R: 36.72% F: 41.86%
+2024-03-24 10:10:29 INFO test: loss: nan - UP: 42.11% UR: 32.85% UF: 36.91% P: 40.73% R: 31.78% F: 35.70%
+2024-03-24 10:10:29 INFO 0:00:12.164767s elapsed
+2024-03-24 10:10:29 INFO Epoch 71 / 5000:
+2024-03-24 10:10:38 INFO lr: 4.9290e-05 - loss: nan - UP: 94.93% UR: 89.93% UF: 92.37% P: 94.92% R: 89.92% F: 92.35%
+2024-03-24 10:10:39 INFO dev:  loss: nan - UP: 54.41% UR: 40.23% UF: 46.26% P: 51.88% R: 38.36% F: 44.11%
+2024-03-24 10:10:41 INFO test: loss: nan - UP: 47.50% UR: 36.57% UF: 41.33% P: 45.44% R: 34.99% F: 39.54%
+2024-03-24 10:10:41 INFO 0:00:12.132253s elapsed
+2024-03-24 10:10:41 INFO Epoch 72 / 5000:
+2024-03-24 10:10:51 INFO lr: 4.9280e-05 - loss: 0.0005 - UP: 95.93% UR: 93.63% UF: 94.76% P: 95.89% R: 93.59% F: 94.73%
+2024-03-24 10:10:52 INFO dev:  loss: nan - UP: 49.93% UR: 41.80% UF: 45.50% P: 47.60% R: 39.84% F: 43.38%
+2024-03-24 10:10:53 INFO test: loss: nan - UP: 42.84% UR: 35.71% UF: 38.95% P: 41.09% R: 34.25% F: 37.36%
+2024-03-24 10:10:53 INFO 0:00:12.082750s elapsed
+2024-03-24 10:10:53 INFO Epoch 73 / 5000:
+2024-03-24 10:11:03 INFO lr: 4.9270e-05 - loss: 0.0013 - UP: 95.71% UR: 93.42% UF: 94.55% P: 95.69% R: 93.40% F: 94.53%
+2024-03-24 10:11:04 INFO dev:  loss: nan - UP: 55.20% UR: 40.23% UF: 46.54% P: 53.38% R: 38.91% F: 45.01%
+2024-03-24 10:11:05 INFO test: loss: nan - UP: 50.48% UR: 35.37% UF: 41.60% P: 48.85% R: 34.23% F: 40.25%
+2024-03-24 10:11:05 INFO 0:00:12.098673s elapsed
+2024-03-24 10:11:05 INFO Epoch 74 / 5000:
+2024-03-24 10:11:15 INFO lr: 4.9260e-05 - loss: 0.0026 - UP: 94.03% UR: 86.60% UF: 90.16% P: 93.99% R: 86.56% F: 90.12%
+2024-03-24 10:11:16 INFO dev:  loss: nan - UP: 58.72% UR: 21.17% UF: 31.12% P: 56.01% R: 20.20% F: 29.69%
+2024-03-24 10:11:17 INFO test: loss: nan - UP: 51.61% UR: 18.64% UF: 27.38% P: 48.16% R: 17.39% F: 25.55%
+2024-03-24 10:11:17 INFO 0:00:12.112633s elapsed
+2024-03-24 10:11:17 INFO Epoch 75 / 5000:
+2024-03-24 10:11:27 INFO lr: 4.9250e-05 - loss: 0.0110 - UP: 91.72% UR: 81.37% UF: 86.24% P: 91.40% R: 81.09% F: 85.94%
+2024-03-24 10:11:28 INFO dev:  loss: nan - UP: 57.34% UR: 27.30% UF: 36.99% P: 54.47% R: 25.94% F: 35.14%
+2024-03-24 10:11:29 INFO test: loss: nan - UP: 58.55% UR: 25.97% UF: 35.98% P: 55.93% R: 24.80% F: 34.37%
+2024-03-24 10:11:29 INFO 0:00:12.114097s elapsed
+2024-03-24 10:11:29 INFO Epoch 76 / 5000:
+2024-03-24 10:11:39 INFO lr: 4.9240e-05 - loss: 0.0025 - UP: 85.70% UR: 70.83% UF: 77.56% P: 85.00% R: 70.25% F: 76.93%
+2024-03-24 10:11:40 INFO dev:  loss: nan - UP: 48.55% UR: 29.45% UF: 36.66% P: 47.07% R: 28.55% F: 35.55%
+2024-03-24 10:11:42 INFO test: loss: nan - UP: 42.44% UR: 23.18% UF: 29.98% P: 40.89% R: 22.33% F: 28.89%
+2024-03-24 10:11:42 INFO 0:00:12.146278s elapsed
+2024-03-24 10:11:42 INFO Epoch 77 / 5000:
+2024-03-24 10:11:51 INFO lr: 4.9230e-05 - loss: 0.0026 - UP: 87.05% UR: 71.07% UF: 78.25% P: 86.72% R: 70.80% F: 77.95%
+2024-03-24 10:11:52 INFO dev:  loss: nan - UP: 48.19% UR: 39.02% UF: 43.13% P: 45.83% R: 37.11% F: 41.01%
+2024-03-24 10:11:54 INFO test: loss: nan - UP: 45.69% UR: 34.61% UF: 39.38% P: 43.85% R: 33.21% F: 37.80%
+2024-03-24 10:11:54 INFO 0:00:12.166588s elapsed
+2024-03-24 10:11:54 INFO Epoch 78 / 5000:
+2024-03-24 10:12:03 INFO lr: 4.9220e-05 - loss: 0.0091 - UP: 89.85% UR: 82.38% UF: 85.95% P: 89.34% R: 81.92% F: 85.47%
+2024-03-24 10:12:04 INFO dev:  loss: nan - UP: 45.67% UR: 38.09% UF: 41.53% P: 42.90% R: 35.78% F: 39.02%
+2024-03-24 10:12:06 INFO test: loss: nan - UP: 38.89% UR: 30.66% UF: 34.29% P: 36.75% R: 28.97% F: 32.40%
+2024-03-24 10:12:06 INFO 0:00:12.222498s elapsed
+2024-03-24 10:12:06 INFO Epoch 79 / 5000:
+2024-03-24 10:12:16 INFO lr: 4.9210e-05 - loss: nan - UP: 88.30% UR: 79.41% UF: 83.62% P: 87.90% R: 79.05% F: 83.24%
+2024-03-24 10:12:17 INFO dev:  loss: nan - UP: 48.57% UR: 37.81% UF: 42.52% P: 45.91% R: 35.74% F: 40.19%
+2024-03-24 10:12:18 INFO test: loss: nan - UP: 45.82% UR: 33.09% UF: 38.42% P: 43.59% R: 31.48% F: 36.56%
+2024-03-24 10:12:18 INFO 0:00:12.252979s elapsed
+2024-03-24 10:12:18 INFO Epoch 80 / 5000:
+2024-03-24 10:12:28 INFO lr: 4.9200e-05 - loss: 0.0031 - UP: 90.54% UR: 78.07% UF: 83.84% P: 90.21% R: 77.79% F: 83.54%
+2024-03-24 10:12:29 INFO dev:  loss: nan - UP: 57.01% UR: 37.81% UF: 45.47% P: 54.65% R: 36.25% F: 43.59%
+2024-03-24 10:12:30 INFO test: loss: nan - UP: 48.49% UR: 33.66% UF: 39.74% P: 46.27% R: 32.11% F: 37.91%
+2024-03-24 10:12:30 INFO 0:00:12.308248s elapsed
+2024-03-24 10:12:30 INFO Epoch 81 / 5000:
+2024-03-24 10:12:40 INFO lr: 4.9190e-05 - loss: 0.0022 - UP: 93.35% UR: 87.71% UF: 90.44% P: 93.28% R: 87.64% F: 90.37%
+2024-03-24 10:12:41 INFO dev:  loss: nan - UP: 54.93% UR: 39.61% UF: 46.03% P: 53.20% R: 38.36% F: 44.58%
+2024-03-24 10:12:43 INFO test: loss: nan - UP: 46.76% UR: 34.92% UF: 39.99% P: 44.67% R: 33.36% F: 38.20%
+2024-03-24 10:12:43 INFO 0:00:12.479717s elapsed
+2024-03-24 10:12:43 INFO Epoch 82 / 5000:
+2024-03-24 10:12:53 INFO lr: 4.9180e-05 - loss: 0.0013 - UP: 95.16% UR: 91.08% UF: 93.07% P: 95.11% R: 91.03% F: 93.03%
+2024-03-24 10:12:54 INFO dev:  loss: nan - UP: 60.82% UR: 38.87% UF: 47.43% P: 59.11% R: 37.77% F: 46.09%
+2024-03-24 10:12:55 INFO test: loss: nan - UP: 52.05% UR: 34.14% UF: 41.24% P: 49.82% R: 32.69% F: 39.47%
+2024-03-24 10:12:55 INFO 0:00:12.467937s elapsed
+2024-03-24 10:12:55 INFO Epoch 83 / 5000:
+2024-03-24 10:13:05 INFO lr: 4.9170e-05 - loss: 0.0008 - UP: 95.79% UR: 93.58% UF: 94.67% P: 95.79% R: 93.58% F: 94.67%
+2024-03-24 10:13:06 INFO dev:  loss: nan - UP: 61.46% UR: 35.20% UF: 44.76% P: 59.14% R: 33.87% F: 43.07%
+2024-03-24 10:13:08 INFO test: loss: nan - UP: 55.16% UR: 31.50% UF: 40.10% P: 52.76% R: 30.13% F: 38.35%
+2024-03-24 10:13:08 INFO 0:00:12.374807s elapsed
+2024-03-24 10:13:08 INFO Epoch 84 / 5000:
+2024-03-24 10:13:18 INFO lr: 4.9160e-05 - loss: 0.0000 - UP: 96.44% UR: 94.56% UF: 95.49% P: 96.44% R: 94.56% F: 95.49%
+2024-03-24 10:13:19 INFO dev:  loss: nan - UP: 59.93% UR: 38.91% UF: 47.18% P: 58.18% R: 37.77% F: 45.81%
+2024-03-24 10:13:20 INFO test: loss: nan - UP: 53.87% UR: 34.69% UF: 42.21% P: 51.51% R: 33.17% F: 40.35%
+2024-03-24 10:13:20 INFO 0:00:12.365637s elapsed
+2024-03-24 10:13:20 INFO Epoch 85 / 5000:
+2024-03-24 10:13:30 INFO lr: 4.9150e-05 - loss: 0.0002 - UP: 97.06% UR: 95.39% UF: 96.22% P: 97.06% R: 95.39% F: 96.22%
+2024-03-24 10:13:31 INFO dev:  loss: nan - UP: 54.84% UR: 43.59% UF: 48.57% P: 52.92% R: 42.07% F: 46.88%
+2024-03-24 10:13:32 INFO test: loss: nan - UP: 47.35% UR: 37.16% UF: 41.64% P: 45.22% R: 35.50% F: 39.77%
+2024-03-24 10:13:32 INFO 0:00:12.316324s elapsed
+2024-03-24 10:13:32 INFO Epoch 86 / 5000:
+2024-03-24 10:13:42 INFO lr: 4.9140e-05 - loss: 0.0022 - UP: 97.09% UR: 95.84% UF: 96.46% P: 97.09% R: 95.84% F: 96.46%
+2024-03-24 10:13:43 INFO dev:  loss: nan - UP: 58.39% UR: 36.45% UF: 44.88% P: 56.70% R: 35.39% F: 43.58%
+2024-03-24 10:13:45 INFO test: loss: nan - UP: 54.49% UR: 29.75% UF: 38.49% P: 51.74% R: 28.25% F: 36.55%
+2024-03-24 10:13:45 INFO 0:00:12.283687s elapsed
+2024-03-24 10:13:45 INFO Epoch 87 / 5000:
+2024-03-24 10:13:54 INFO lr: 4.9130e-05 - loss: 0.0002 - UP: 96.86% UR: 95.58% UF: 96.21% P: 96.86% R: 95.58% F: 96.21%
+2024-03-24 10:13:55 INFO dev:  loss: nan - UP: 57.40% UR: 43.05% UF: 49.20% P: 55.47% R: 41.60% F: 47.54%
+2024-03-24 10:13:57 INFO test: loss: nan - UP: 51.74% UR: 36.45% UF: 42.77% P: 49.25% R: 34.69% F: 40.71%
+2024-03-24 10:13:57 INFO 0:00:12.238825s elapsed
+2024-03-24 10:13:57 INFO Epoch 88 / 5000:
+2024-03-24 10:14:07 INFO lr: 4.9120e-05 - loss: 0.0014 - UP: 96.44% UR: 94.29% UF: 95.35% P: 96.13% R: 93.98% F: 95.04%
+2024-03-24 10:14:08 INFO dev:  loss: nan - UP: 55.49% UR: 35.51% UF: 43.31% P: 53.60% R: 34.30% F: 41.83%
+2024-03-24 10:14:09 INFO test: loss: nan - UP: 49.84% UR: 33.55% UF: 40.11% P: 47.52% R: 31.99% F: 38.24%
+2024-03-24 10:14:09 INFO 0:00:12.190607s elapsed
+2024-03-24 10:14:09 INFO Epoch 89 / 5000:
+2024-03-24 10:14:19 INFO lr: 4.9110e-05 - loss: 0.0016 - UP: 96.06% UR: 94.22% UF: 95.13% P: 95.98% R: 94.15% F: 95.06%
+2024-03-24 10:14:20 INFO dev:  loss: nan - UP: 55.83% UR: 38.16% UF: 45.34% P: 53.83% R: 36.80% F: 43.71%
+2024-03-24 10:14:21 INFO test: loss: nan - UP: 53.70% UR: 35.85% UF: 43.00% P: 51.65% R: 34.48% F: 41.35%
+2024-03-24 10:14:21 INFO 0:00:12.184378s elapsed
+2024-03-24 10:14:21 INFO Epoch 90 / 5000:
+2024-03-24 10:14:31 INFO lr: 4.9100e-05 - loss: 0.0000 - UP: 96.23% UR: 94.13% UF: 95.17% P: 96.01% R: 93.92% F: 94.95%
+2024-03-24 10:14:32 INFO dev:  loss: nan - UP: 53.15% UR: 38.24% UF: 44.48% P: 50.22% R: 36.13% F: 42.03%
+2024-03-24 10:14:34 INFO test: loss: nan - UP: 47.46% UR: 33.49% UF: 39.27% P: 44.67% R: 31.52% F: 36.96%
+2024-03-24 10:14:34 INFO 0:00:12.155193s elapsed
+2024-03-24 10:14:42 INFO Epoch 60 saved
+2024-03-24 10:14:42 INFO dev:  UP: 59.23% UR: 42.11% UF: 49.22% P: 57.53% R: 40.90% F: 47.81%
+2024-03-24 10:14:42 INFO test: UP: 53.18% UR: 37.31% UF: 43.85% P: 51.16% R: 35.90% F: 42.19%
+2024-03-24 10:14:42 INFO 0:18:16.111406s elapsed, 0:00:12.179016s/epoch

models/mpqa/sdp_byMTLD_asc/80/model_vi_mpqa_xlm_6 ADDED Viewed

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

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+size 1179290619

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

	@@ -0,0 +1,1056 @@

+2024-03-24 10:34:52 INFO
+---------------------+-------------------------------
+Param                |             Value
+---------------------+-------------------------------
+lr                   |             5e-05
+mu                   |              0.9
+nu                   |             0.999
+eps                  |             1e-06
+weight_decay         |              0.0
+lr_rate              |               1
+patience             |               30
+update-steps         |               1
+warmup               |              0.0
+update_steps         |               1
+mode                 |             train
+path                 | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_byMTLD_asc/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_asc/80/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byMTLD_asc/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 10:34:52 INFO Building the fields
+2024-03-24 10:34:53 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-03-24 10:34:53 INFO Building the model
+2024-03-24 10:34:55 INFO VISemanticDependencyModel(
+  (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
+  (encoder_dropout): Dropout(p=0.33, inplace=False)
+  (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
+  (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
+  (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
+  (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
+  (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
+  (label_attn): Biaffine(n_in=600, n_out=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 10:34:56 INFO Loading the data
+2024-03-24 10:35:02 INFO
+train: Dataset(n_sentences=4697, n_batches=33, n_buckets=32)
+dev:   Dataset(n_sentences=1649, n_batches=32, n_buckets=32)
+test:  Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
+2024-03-24 10:35:02 INFO Epoch 1 / 5000:
+2024-03-24 10:35:11 INFO lr: 4.9990e-05 - loss: 0.1031 - UP:  0.52% UR:  1.49% UF:  0.77% P:  0.11% R:  0.31% F:  0.16%
+2024-03-24 10:35:12 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 10:35:13 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 10:35:13 INFO 0:00:11.012372s elapsed
+2024-03-24 10:35:13 INFO Epoch 2 / 5000:
+2024-03-24 10:35:21 INFO lr: 4.9980e-05 - loss: nan - UP: 33.09% UR:  0.54% UF:  1.07% P: 25.18% R:  0.41% F:  0.81%
+2024-03-24 10:35:22 INFO dev:  loss: nan - UP: 50.94% UR:  1.05% UF:  2.07% P: 35.85% R:  0.74% F:  1.45%
+2024-03-24 10:35:23 INFO test: loss: nan - UP: 64.58% UR:  1.31% UF:  2.57% P: 32.29% R:  0.65% F:  1.28%
+2024-03-24 10:35:28 INFO 0:00:10.321666s elapsed (saved)
+2024-03-24 10:35:28 INFO Epoch 3 / 5000:
+2024-03-24 10:35:36 INFO lr: 4.9970e-05 - loss: 0.0426 - UP: 32.66% UR:  2.66% UF:  4.92% P: 28.16% R:  2.29% F:  4.24%
+2024-03-24 10:35:37 INFO dev:  loss: nan - UP: 61.34% UR:  2.85% UF:  5.45% P: 52.94% R:  2.46% F:  4.70%
+2024-03-24 10:35:38 INFO test: loss: nan - UP: 72.56% UR:  2.51% UF:  4.86% P: 60.37% R:  2.09% F:  4.04%
+2024-03-24 10:35:45 INFO 0:00:10.356008s elapsed (saved)
+2024-03-24 10:35:45 INFO Epoch 4 / 5000:
+2024-03-24 10:35:53 INFO lr: 4.9960e-05 - loss: 0.0468 - UP: 44.33% UR:  2.64% UF:  4.98% P: 39.56% R:  2.35% F:  4.44%
+2024-03-24 10:35:54 INFO dev:  loss: nan - UP: 62.19% UR:  4.88% UF:  9.05% P: 55.72% R:  4.37% F:  8.11%
+2024-03-24 10:35:56 INFO test: loss: nan - UP: 65.07% UR:  3.74% UF:  7.07% P: 52.21% R:  3.00% F:  5.67%
+2024-03-24 10:36:03 INFO 0:00:10.368799s elapsed (saved)
+2024-03-24 10:36:03 INFO Epoch 5 / 5000:
+2024-03-24 10:36:10 INFO lr: 4.9950e-05 - loss: 0.0201 - UP: 50.94% UR:  7.33% UF: 12.82% P: 48.07% R:  6.92% F: 12.10%
+2024-03-24 10:36:11 INFO dev:  loss: nan - UP: 61.15% UR:  3.32% UF:  6.30% P: 59.71% R:  3.24% F:  6.15%
+2024-03-24 10:36:13 INFO test: loss: nan - UP: 48.45% UR:  2.98% UF:  5.61% P: 44.33% R:  2.73% F:  5.14%
+2024-03-24 10:36:13 INFO 0:00:10.357936s elapsed
+2024-03-24 10:36:13 INFO Epoch 6 / 5000:
+2024-03-24 10:36:21 INFO lr: 4.9940e-05 - loss: 0.0310 - UP: 56.02% UR:  8.69% UF: 15.05% P: 54.12% R:  8.40% F: 14.54%
+2024-03-24 10:36:22 INFO dev:  loss: nan - UP: 57.60% UR:  9.18% UF: 15.84% P: 55.15% R:  8.79% F: 15.16%
+2024-03-24 10:36:23 INFO test: loss: nan - UP: 57.54% UR:  7.42% UF: 13.14% P: 52.95% R:  6.82% F: 12.09%
+2024-03-24 10:36:30 INFO 0:00:10.440559s elapsed (saved)
+2024-03-24 10:36:30 INFO Epoch 7 / 5000:
+2024-03-24 10:36:38 INFO lr: 4.9930e-05 - loss: 0.0172 - UP: 59.52% UR: 15.41% UF: 24.48% P: 58.38% R: 15.12% F: 24.01%
+2024-03-24 10:36:39 INFO dev:  loss: nan - UP: 57.07% UR:  9.30% UF: 15.99% P: 55.40% R:  9.02% F: 15.52%
+2024-03-24 10:36:41 INFO test: loss: nan - UP: 63.49% UR:  8.30% UF: 14.69% P: 59.61% R:  7.80% F: 13.79%
+2024-03-24 10:36:47 INFO 0:00:10.386482s elapsed (saved)
+2024-03-24 10:36:47 INFO Epoch 8 / 5000:
+2024-03-24 10:36:55 INFO lr: 4.9920e-05 - loss: 0.0387 - UP: 61.96% UR: 17.74% UF: 27.58% P: 61.05% R: 17.48% F: 27.18%
+2024-03-24 10:36:56 INFO dev:  loss: nan - UP: 61.92% UR: 12.58% UF: 20.91% P: 60.19% R: 12.23% F: 20.32%
+2024-03-24 10:36:58 INFO test: loss: nan - UP: 53.60% UR: 10.69% UF: 17.83% P: 51.17% R: 10.20% F: 17.02%
+2024-03-24 10:37:05 INFO 0:00:10.361244s elapsed (saved)
+2024-03-24 10:37:05 INFO Epoch 9 / 5000:
+2024-03-24 10:37:13 INFO lr: 4.9910e-05 - loss: 0.0312 - UP: 61.51% UR: 16.59% UF: 26.14% P: 60.54% R: 16.33% F: 25.73%
+2024-03-24 10:37:14 INFO dev:  loss: nan - UP: 54.84% UR: 15.04% UF: 23.61% P: 53.85% R: 14.77% F: 23.18%
+2024-03-24 10:37:15 INFO test: loss: nan - UP: 51.76% UR: 14.90% UF: 23.13% P: 50.00% R: 14.39% F: 22.35%
+2024-03-24 10:37:22 INFO 0:00:10.345524s elapsed (saved)
+2024-03-24 10:37:22 INFO Epoch 10 / 5000:
+2024-03-24 10:37:30 INFO lr: 4.9900e-05 - loss: 0.0040 - UP: 65.14% UR: 23.61% UF: 34.66% P: 64.65% R: 23.43% F: 34.40%
+2024-03-24 10:37:30 INFO dev:  loss: nan - UP: 57.19% UR: 20.82% UF: 30.53% P: 56.44% R: 20.55% F: 30.13%
+2024-03-24 10:37:32 INFO test: loss: nan - UP: 52.09% UR: 16.86% UF: 25.47% P: 49.93% R: 16.16% F: 24.42%
+2024-03-24 10:37:39 INFO 0:00:10.321567s elapsed (saved)
+2024-03-24 10:37:39 INFO Epoch 11 / 5000:
+2024-03-24 10:37:47 INFO lr: 4.9890e-05 - loss: 0.0110 - UP: 70.94% UR: 31.59% UF: 43.72% P: 70.62% R: 31.45% F: 43.52%
+2024-03-24 10:37:48 INFO dev:  loss: nan - UP: 60.16% UR: 23.48% UF: 33.77% P: 59.06% R: 23.05% F: 33.16%
+2024-03-24 10:37:49 INFO test: loss: nan - UP: 56.36% UR: 18.17% UF: 27.48% P: 54.13% R: 17.45% F: 26.39%
+2024-03-24 10:37:56 INFO 0:00:10.370553s elapsed (saved)
+2024-03-24 10:37:56 INFO Epoch 12 / 5000:
+2024-03-24 10:38:04 INFO lr: 4.9880e-05 - loss: 0.0066 - UP: 73.24% UR: 35.22% UF: 47.57% P: 73.07% R: 35.14% F: 47.46%
+2024-03-24 10:38:05 INFO dev:  loss: nan - UP: 56.23% UR: 25.74% UF: 35.32% P: 54.86% R: 25.12% F: 34.46%
+2024-03-24 10:38:06 INFO test: loss: nan - UP: 52.20% UR: 20.81% UF: 29.76% P: 50.13% R: 19.99% F: 28.58%
+2024-03-24 10:38:13 INFO 0:00:10.380943s elapsed (saved)
+2024-03-24 10:38:13 INFO Epoch 13 / 5000:
+2024-03-24 10:38:21 INFO lr: 4.9870e-05 - loss: 0.0124 - UP: 74.66% UR: 37.71% UF: 50.11% P: 74.54% R: 37.65% F: 50.03%
+2024-03-24 10:38:22 INFO dev:  loss: nan - UP: 56.84% UR: 29.69% UF: 39.00% P: 55.42% R: 28.95% F: 38.03%
+2024-03-24 10:38:24 INFO test: loss: nan - UP: 49.64% UR: 24.91% UF: 33.17% P: 47.87% R: 24.02% F: 31.99%
+2024-03-24 10:38:30 INFO 0:00:10.351848s elapsed (saved)
+2024-03-24 10:38:30 INFO Epoch 14 / 5000:
+2024-03-24 10:38:38 INFO lr: 4.9860e-05 - loss: 0.0055 - UP: 75.64% UR: 41.76% UF: 53.81% P: 75.49% R: 41.68% F: 53.71%
+2024-03-24 10:38:39 INFO dev:  loss: nan - UP: 58.28% UR: 27.50% UF: 37.37% P: 56.95% R: 26.87% F: 36.52%
+2024-03-24 10:38:41 INFO test: loss: nan - UP: 52.47% UR: 22.92% UF: 31.91% P: 50.48% R: 22.06% F: 30.70%
+2024-03-24 10:38:41 INFO 0:00:10.385435s elapsed
+2024-03-24 10:38:41 INFO Epoch 15 / 5000:
+2024-03-24 10:38:49 INFO lr: 4.9850e-05 - loss: 0.0235 - UP: 76.31% UR: 47.94% UF: 58.88% P: 75.96% R: 47.71% F: 58.61%
+2024-03-24 10:38:50 INFO dev:  loss: nan - UP: 64.75% UR: 18.87% UF: 29.22% P: 62.20% R: 18.12% F: 28.07%
+2024-03-24 10:38:51 INFO test: loss: nan - UP: 62.10% UR: 15.51% UF: 24.82% P: 58.04% R: 14.49% F: 23.20%
+2024-03-24 10:38:51 INFO 0:00:10.451356s elapsed
+2024-03-24 10:38:51 INFO Epoch 16 / 5000:
+2024-03-24 10:38:59 INFO lr: 4.9840e-05 - loss: 0.0118 - UP: 74.10% UR: 41.51% UF: 53.21% P: 73.53% R: 41.19% F: 52.80%
+2024-03-24 10:39:00 INFO dev:  loss: nan - UP: 56.03% UR: 27.97% UF: 37.31% P: 54.77% R: 27.34% F: 36.48%
+2024-03-24 10:39:02 INFO test: loss: nan - UP: 51.74% UR: 22.27% UF: 31.14% P: 49.58% R: 21.34% F: 29.84%
+2024-03-24 10:39:02 INFO 0:00:10.725372s elapsed
+2024-03-24 10:39:02 INFO Epoch 17 / 5000:
+2024-03-24 10:39:11 INFO lr: 4.9830e-05 - loss: 0.0062 - UP: 74.87% UR: 46.27% UF: 57.19% P: 74.45% R: 46.01% F: 56.87%
+2024-03-24 10:39:12 INFO dev:  loss: nan - UP: 63.36% UR: 22.70% UF: 33.42% P: 61.07% R: 21.87% F: 32.21%
+2024-03-24 10:39:13 INFO test: loss: nan - UP: 60.83% UR: 19.16% UF: 29.15% P: 57.75% R: 18.19% F: 27.67%
+2024-03-24 10:39:13 INFO 0:00:11.397644s elapsed
+2024-03-24 10:39:13 INFO Epoch 18 / 5000:
+2024-03-24 10:39:22 INFO lr: 4.9820e-05 - loss: 0.0046 - UP: 77.40% UR: 46.21% UF: 57.87% P: 76.92% R: 45.93% F: 57.51%
+2024-03-24 10:39:23 INFO dev:  loss: nan - UP: 48.90% UR: 32.23% UF: 38.85% P: 47.07% R: 31.02% F: 37.39%
+2024-03-24 10:39:24 INFO test: loss: nan - UP: 47.29% UR: 28.95% UF: 35.91% P: 45.05% R: 27.57% F: 34.21%
+2024-03-24 10:39:24 INFO 0:00:11.149484s elapsed
+2024-03-24 10:39:24 INFO Epoch 19 / 5000:
+2024-03-24 10:39:33 INFO lr: 4.9810e-05 - loss: 0.0100 - UP: 76.96% UR: 51.45% UF: 61.67% P: 76.75% R: 51.31% F: 61.50%
+2024-03-24 10:39:34 INFO dev:  loss: nan - UP: 58.75% UR: 26.76% UF: 36.77% P: 56.35% R: 25.66% F: 35.27%
+2024-03-24 10:39:35 INFO test: loss: nan - UP: 54.99% UR: 19.10% UF: 28.35% P: 51.82% R: 18.00% F: 26.72%
+2024-03-24 10:39:35 INFO 0:00:11.025551s elapsed
+2024-03-24 10:39:35 INFO Epoch 20 / 5000:
+2024-03-24 10:39:44 INFO lr: 4.9800e-05 - loss: 0.0002 - UP: 78.95% UR: 51.06% UF: 62.01% P: 78.91% R: 51.03% F: 61.98%
+2024-03-24 10:39:45 INFO dev:  loss: nan - UP: 46.32% UR: 39.88% UF: 42.86% P: 44.83% R: 38.59% F: 41.48%
+2024-03-24 10:39:46 INFO test: loss: nan - UP: 41.76% UR: 33.83% UF: 37.38% P: 40.25% R: 32.60% F: 36.02%
+2024-03-24 10:39:53 INFO 0:00:10.924253s elapsed (saved)
+2024-03-24 10:39:53 INFO Epoch 21 / 5000:
+2024-03-24 10:40:01 INFO lr: 4.9790e-05 - loss: 0.0087 - UP: 78.87% UR: 56.30% UF: 65.70% P: 78.81% R: 56.25% F: 65.65%
+2024-03-24 10:40:02 INFO dev:  loss: nan - UP: 56.13% UR: 33.28% UF: 41.79% P: 54.28% R: 32.19% F: 40.41%
+2024-03-24 10:40:03 INFO test: loss: nan - UP: 52.28% UR: 27.83% UF: 36.32% P: 50.10% R: 26.66% F: 34.80%
+2024-03-24 10:40:03 INFO 0:00:10.349179s elapsed
+2024-03-24 10:40:03 INFO Epoch 22 / 5000:
+2024-03-24 10:40:11 INFO lr: 4.9780e-05 - loss: 0.0083 - UP: 83.28% UR: 59.27% UF: 69.25% P: 83.20% R: 59.21% F: 69.18%
+2024-03-24 10:40:12 INFO dev:  loss: nan - UP: 56.97% UR: 29.06% UF: 38.49% P: 55.44% R: 28.28% F: 37.45%
+2024-03-24 10:40:14 INFO test: loss: nan - UP: 55.56% UR: 24.38% UF: 33.89% P: 53.39% R: 23.43% F: 32.57%
+2024-03-24 10:40:14 INFO 0:00:10.434291s elapsed
+2024-03-24 10:40:14 INFO Epoch 23 / 5000:
+2024-03-24 10:40:22 INFO lr: 4.9770e-05 - loss: 0.0000 - UP: 84.31% UR: 62.52% UF: 71.80% P: 84.31% R: 62.52% F: 71.80%
+2024-03-24 10:40:23 INFO dev:  loss: nan - UP: 61.08% UR: 29.73% UF: 39.99% P: 59.39% R: 28.91% F: 38.89%
+2024-03-24 10:40:24 INFO test: loss: nan - UP: 57.53% UR: 24.36% UF: 34.23% P: 55.04% R: 23.30% F: 32.74%
+2024-03-24 10:40:24 INFO 0:00:10.617205s elapsed
+2024-03-24 10:40:24 INFO Epoch 24 / 5000:
+2024-03-24 10:40:33 INFO lr: 4.9760e-05 - loss: 0.0000 - UP: 84.06% UR: 64.04% UF: 72.70% P: 84.03% R: 64.02% F: 72.67%
+2024-03-24 10:40:34 INFO dev:  loss: nan - UP: 56.56% UR: 34.37% UF: 42.76% P: 55.08% R: 33.48% F: 41.64%
+2024-03-24 10:40:35 INFO test: loss: nan - UP: 53.00% UR: 28.21% UF: 36.82% P: 50.81% R: 27.04% F: 35.30%
+2024-03-24 10:40:42 INFO 0:00:11.108318s elapsed (saved)
+2024-03-24 10:40:42 INFO Epoch 25 / 5000:
+2024-03-24 10:40:50 INFO lr: 4.9750e-05 - loss: 0.0014 - UP: 85.07% UR: 64.70% UF: 73.50% P: 85.01% R: 64.65% F: 73.44%
+2024-03-24 10:40:51 INFO dev:  loss: nan - UP: 53.68% UR: 33.32% UF: 41.12% P: 51.86% R: 32.19% F: 39.72%
+2024-03-24 10:40:52 INFO test: loss: nan - UP: 49.10% UR: 28.27% UF: 35.88% P: 46.86% R: 26.98% F: 34.25%
+2024-03-24 10:40:52 INFO 0:00:10.401272s elapsed
+2024-03-24 10:40:52 INFO Epoch 26 / 5000:
+2024-03-24 10:41:00 INFO lr: 4.9740e-05 - loss: 0.0048 - UP: 85.93% UR: 66.72% UF: 75.11% P: 85.85% R: 66.66% F: 75.05%
+2024-03-24 10:41:01 INFO dev:  loss: nan - UP: 56.51% UR: 34.92% UF: 43.17% P: 54.68% R: 33.79% F: 41.77%
+2024-03-24 10:41:03 INFO test: loss: nan - UP: 54.72% UR: 26.83% UF: 36.01% P: 52.56% R: 25.78% F: 34.59%
+2024-03-24 10:41:09 INFO 0:00:10.483535s elapsed (saved)
+2024-03-24 10:41:09 INFO Epoch 27 / 5000:
+2024-03-24 10:41:17 INFO lr: 4.9730e-05 - loss: 0.0056 - UP: 86.64% UR: 69.88% UF: 77.36% P: 86.61% R: 69.85% F: 77.33%
+2024-03-24 10:41:18 INFO dev:  loss: nan - UP: 52.69% UR: 37.50% UF: 43.82% P: 50.55% R: 35.98% F: 42.04%
+2024-03-24 10:41:19 INFO test: loss: nan - UP: 48.02% UR: 31.29% UF: 37.89% P: 45.69% R: 29.77% F: 36.05%
+2024-03-24 10:41:26 INFO 0:00:10.385557s elapsed (saved)
+2024-03-24 10:41:26 INFO Epoch 28 / 5000:
+2024-03-24 10:41:34 INFO lr: 4.9720e-05 - loss: 0.0037 - UP: 83.87% UR: 71.21% UF: 77.02% P: 83.81% R: 71.16% F: 76.97%
+2024-03-24 10:41:35 INFO dev:  loss: nan - UP: 49.95% UR: 40.66% UF: 44.83% P: 48.13% R: 39.18% F: 43.20%
+2024-03-24 10:41:37 INFO test: loss: nan - UP: 43.15% UR: 32.92% UF: 37.34% P: 41.54% R: 31.69% F: 35.95%
+2024-03-24 10:41:43 INFO 0:00:10.369808s elapsed (saved)
+2024-03-24 10:41:43 INFO Epoch 29 / 5000:
+2024-03-24 10:41:51 INFO lr: 4.9710e-05 - loss: 0.0056 - UP: 82.65% UR: 64.28% UF: 72.32% P: 82.59% R: 64.23% F: 72.26%
+2024-03-24 10:41:52 INFO dev:  loss: nan - UP: 51.60% UR: 37.11% UF: 43.17% P: 50.03% R: 35.98% F: 41.85%
+2024-03-24 10:41:54 INFO test: loss: nan - UP: 53.65% UR: 32.43% UF: 40.43% P: 51.63% R: 31.21% F: 38.90%
+2024-03-24 10:41:54 INFO 0:00:10.378253s elapsed
+2024-03-24 10:41:54 INFO Epoch 30 / 5000:
+2024-03-24 10:42:02 INFO lr: 4.9700e-05 - loss: 0.0048 - UP: 85.65% UR: 69.04% UF: 76.45% P: 85.59% R: 68.99% F: 76.40%
+2024-03-24 10:42:03 INFO dev:  loss: nan - UP: 50.07% UR: 39.88% UF: 44.40% P: 48.26% R: 38.44% F: 42.79%
+2024-03-24 10:42:04 INFO test: loss: nan - UP: 50.00% UR: 33.36% UF: 40.02% P: 47.88% R: 31.95% F: 38.32%
+2024-03-24 10:42:04 INFO 0:00:10.437108s elapsed
+2024-03-24 10:42:04 INFO Epoch 31 / 5000:
+2024-03-24 10:42:12 INFO lr: 4.9690e-05 - loss: 0.0029 - UP: 83.22% UR: 65.41% UF: 73.25% P: 83.10% R: 65.31% F: 73.14%
+2024-03-24 10:42:13 INFO dev:  loss: nan - UP: 58.13% UR: 32.97% UF: 42.07% P: 55.99% R: 31.76% F: 40.53%
+2024-03-24 10:42:15 INFO test: loss: nan - UP: 57.22% UR: 27.30% UF: 36.96% P: 55.05% R: 26.26% F: 35.56%
+2024-03-24 10:42:15 INFO 0:00:10.727526s elapsed
+2024-03-24 10:42:15 INFO Epoch 32 / 5000:
+2024-03-24 10:42:24 INFO lr: 4.9680e-05 - loss: 0.0010 - UP: 86.16% UR: 67.74% UF: 75.84% P: 86.10% R: 67.69% F: 75.79%
+2024-03-24 10:42:25 INFO dev:  loss: nan - UP: 57.01% UR: 33.52% UF: 42.21% P: 54.49% R: 32.03% F: 40.34%
+2024-03-24 10:42:26 INFO test: loss: nan - UP: 52.36% UR: 27.85% UF: 36.36% P: 49.38% R: 26.26% F: 34.29%
+2024-03-24 10:42:26 INFO 0:00:11.528805s elapsed
+2024-03-24 10:42:26 INFO Epoch 33 / 5000:
+2024-03-24 10:42:35 INFO lr: 4.9670e-05 - loss: 0.0046 - UP: 86.84% UR: 71.98% UF: 78.72% P: 86.79% R: 71.93% F: 78.67%
+2024-03-24 10:42:36 INFO dev:  loss: nan - UP: 52.99% UR: 41.87% UF: 46.78% P: 50.72% R: 40.08% F: 44.77%
+2024-03-24 10:42:38 INFO test: loss: nan - UP: 46.76% UR: 36.26% UF: 40.84% P: 44.52% R: 34.52% F: 38.89%
+2024-03-24 10:42:44 INFO 0:00:11.205046s elapsed (saved)
+2024-03-24 10:42:44 INFO Epoch 34 / 5000:
+2024-03-24 10:42:52 INFO lr: 4.9660e-05 - loss: 0.0114 - UP: 86.77% UR: 71.05% UF: 78.12% P: 86.39% R: 70.74% F: 77.79%
+2024-03-24 10:42:53 INFO dev:  loss: nan - UP: 58.97% UR: 30.94% UF: 40.58% P: 57.04% R: 29.92% F: 39.25%
+2024-03-24 10:42:55 INFO test: loss: nan - UP: 59.20% UR: 26.58% UF: 36.69% P: 56.38% R: 25.31% F: 34.94%
+2024-03-24 10:42:55 INFO 0:00:10.362853s elapsed
+2024-03-24 10:42:55 INFO Epoch 35 / 5000:
+2024-03-24 10:43:03 INFO lr: 4.9650e-05 - loss: 0.0067 - UP: 83.64% UR: 65.36% UF: 73.38% P: 83.09% R: 64.93% F: 72.90%
+2024-03-24 10:43:04 INFO dev:  loss: nan - UP: 52.67% UR: 35.12% UF: 42.14% P: 50.91% R: 33.95% F: 40.73%
+2024-03-24 10:43:05 INFO test: loss: nan - UP: 46.56% UR: 29.88% UF: 36.40% P: 45.14% R: 28.97% F: 35.29%
+2024-03-24 10:43:05 INFO 0:00:10.468711s elapsed
+2024-03-24 10:43:05 INFO Epoch 36 / 5000:
+2024-03-24 10:43:14 INFO lr: 4.9640e-05 - loss: 0.0117 - UP: 79.45% UR: 65.11% UF: 71.57% P: 79.17% R: 64.88% F: 71.32%
+2024-03-24 10:43:14 INFO dev:  loss: nan - UP: 62.30% UR: 26.91% UF: 37.59% P: 60.58% R: 26.17% F: 36.55%
+2024-03-24 10:43:16 INFO test: loss: nan - UP: 61.23% UR: 20.96% UF: 31.23% P: 58.95% R: 20.18% F: 30.06%
+2024-03-24 10:43:16 INFO 0:00:10.715614s elapsed
+2024-03-24 10:43:16 INFO Epoch 37 / 5000:
+2024-03-24 10:43:25 INFO lr: 4.9630e-05 - loss: 0.0093 - UP: 82.60% UR: 61.32% UF: 70.39% P: 82.43% R: 61.19% F: 70.24%
+2024-03-24 10:43:26 INFO dev:  loss: nan - UP: 53.50% UR: 36.99% UF: 43.74% P: 51.47% R: 35.59% F: 42.08%
+2024-03-24 10:43:27 INFO test: loss: nan - UP: 49.96% UR: 28.71% UF: 36.47% P: 47.54% R: 27.32% F: 34.70%
+2024-03-24 10:43:27 INFO 0:00:11.190016s elapsed
+2024-03-24 10:43:27 INFO Epoch 38 / 5000:
+2024-03-24 10:43:36 INFO lr: 4.9620e-05 - loss: 0.0021 - UP: 85.80% UR: 68.81% UF: 76.37% P: 85.71% R: 68.74% F: 76.29%
+2024-03-24 10:43:37 INFO dev:  loss: nan - UP: 58.03% UR: 35.59% UF: 44.12% P: 55.86% R: 34.26% F: 42.47%
+2024-03-24 10:43:38 INFO test: loss: nan - UP: 52.89% UR: 30.51% UF: 38.70% P: 50.62% R: 29.20% F: 37.04%
+2024-03-24 10:43:38 INFO 0:00:11.015308s elapsed
+2024-03-24 10:43:38 INFO Epoch 39 / 5000:
+2024-03-24 10:43:47 INFO lr: 4.9610e-05 - loss: 0.0043 - UP: 89.35% UR: 72.61% UF: 80.11% P: 89.30% R: 72.57% F: 80.07%
+2024-03-24 10:43:48 INFO dev:  loss: nan - UP: 59.02% UR: 35.66% UF: 44.46% P: 57.21% R: 34.57% F: 43.10%
+2024-03-24 10:43:49 INFO test: loss: nan - UP: 55.19% UR: 29.33% UF: 38.30% P: 53.12% R: 28.23% F: 36.87%
+2024-03-24 10:43:49 INFO 0:00:10.967124s elapsed
+2024-03-24 10:43:49 INFO Epoch 40 / 5000:
+2024-03-24 10:43:58 INFO lr: 4.9600e-05 - loss: 0.0035 - UP: 89.12% UR: 77.37% UF: 82.83% P: 89.05% R: 77.32% F: 82.77%
+2024-03-24 10:43:59 INFO dev:  loss: nan - UP: 57.71% UR: 38.16% UF: 45.94% P: 55.94% R: 36.99% F: 44.53%
+2024-03-24 10:44:00 INFO test: loss: nan - UP: 53.78% UR: 30.80% UF: 39.17% P: 51.60% R: 29.56% F: 37.59%
+2024-03-24 10:44:00 INFO 0:00:10.931469s elapsed
+2024-03-24 10:44:00 INFO Epoch 41 / 5000:
+2024-03-24 10:44:09 INFO lr: 4.9590e-05 - loss: 0.0048 - UP: 90.30% UR: 79.35% UF: 84.47% P: 90.27% R: 79.33% F: 84.44%
+2024-03-24 10:44:09 INFO dev:  loss: nan - UP: 55.14% UR: 41.68% UF: 47.47% P: 53.33% R: 40.31% F: 45.92%
+2024-03-24 10:44:11 INFO test: loss: nan - UP: 50.21% UR: 32.94% UF: 39.78% P: 47.63% R: 31.25% F: 37.74%
+2024-03-24 10:44:18 INFO 0:00:10.900028s elapsed (saved)
+2024-03-24 10:44:18 INFO Epoch 42 / 5000:
+2024-03-24 10:44:26 INFO lr: 4.9580e-05 - loss: 0.0007 - UP: 90.26% UR: 80.41% UF: 85.05% P: 90.24% R: 80.40% F: 85.04%
+2024-03-24 10:44:27 INFO dev:  loss: nan - UP: 56.60% UR: 40.51% UF: 47.22% P: 54.86% R: 39.26% F: 45.77%
+2024-03-24 10:44:28 INFO test: loss: nan - UP: 51.59% UR: 32.94% UF: 40.21% P: 48.97% R: 31.27% F: 38.17%
+2024-03-24 10:44:28 INFO 0:00:10.361958s elapsed
+2024-03-24 10:44:28 INFO Epoch 43 / 5000:
+2024-03-24 10:44:36 INFO lr: 4.9570e-05 - loss: 0.0008 - UP: 90.63% UR: 82.38% UF: 86.31% P: 90.62% R: 82.37% F: 86.29%
+2024-03-24 10:44:37 INFO dev:  loss: nan - UP: 60.63% UR: 35.86% UF: 45.07% P: 58.45% R: 34.57% F: 43.45%
+2024-03-24 10:44:39 INFO test: loss: nan - UP: 56.25% UR: 30.02% UF: 39.15% P: 53.68% R: 28.65% F: 37.36%
+2024-03-24 10:44:39 INFO 0:00:10.418749s elapsed
+2024-03-24 10:44:39 INFO Epoch 44 / 5000:
+2024-03-24 10:44:47 INFO lr: 4.9560e-05 - loss: 0.0023 - UP: 92.17% UR: 81.27% UF: 86.37% P: 92.17% R: 81.27% F: 86.37%
+2024-03-24 10:44:48 INFO dev:  loss: nan - UP: 57.35% UR: 40.55% UF: 47.51% P: 55.41% R: 39.18% F: 45.90%
+2024-03-24 10:44:49 INFO test: loss: nan - UP: 52.40% UR: 33.62% UF: 40.96% P: 50.33% R: 32.28% F: 39.34%
+2024-03-24 10:44:49 INFO 0:00:10.615073s elapsed
+2024-03-24 10:44:49 INFO Epoch 45 / 5000:
+2024-03-24 10:44:58 INFO lr: 4.9550e-05 - loss: 0.0025 - UP: 91.43% UR: 83.62% UF: 87.35% P: 91.43% R: 83.62% F: 87.35%
+2024-03-24 10:44:59 INFO dev:  loss: nan - UP: 59.95% UR: 38.95% UF: 47.22% P: 58.03% R: 37.70% F: 45.70%
+2024-03-24 10:45:00 INFO test: loss: nan - UP: 55.58% UR: 32.43% UF: 40.96% P: 53.08% R: 30.97% F: 39.12%
+2024-03-24 10:45:00 INFO 0:00:11.103426s elapsed
+2024-03-24 10:45:00 INFO Epoch 46 / 5000:
+2024-03-24 10:45:09 INFO lr: 4.9540e-05 - loss: 0.0009 - UP: 92.71% UR: 85.35% UF: 88.88% P: 92.69% R: 85.32% F: 88.85%
+2024-03-24 10:45:10 INFO dev:  loss: nan - UP: 60.42% UR: 36.80% UF: 45.74% P: 58.43% R: 35.59% F: 44.23%
+2024-03-24 10:45:12 INFO test: loss: nan - UP: 56.86% UR: 30.13% UF: 39.39% P: 54.15% R: 28.69% F: 37.51%
+2024-03-24 10:45:12 INFO 0:00:11.118228s elapsed
+2024-03-24 10:45:12 INFO Epoch 47 / 5000:
+2024-03-24 10:45:20 INFO lr: 4.9530e-05 - loss: 0.0057 - UP: 92.49% UR: 86.27% UF: 89.27% P: 92.47% R: 86.24% F: 89.25%
+2024-03-24 10:45:21 INFO dev:  loss: nan - UP: 57.97% UR: 40.08% UF: 47.39% P: 56.16% R: 38.83% F: 45.91%
+2024-03-24 10:45:22 INFO test: loss: nan - UP: 55.21% UR: 32.79% UF: 41.15% P: 52.69% R: 31.29% F: 39.26%
+2024-03-24 10:45:22 INFO 0:00:10.978049s elapsed
+2024-03-24 10:45:22 INFO Epoch 48 / 5000:
+2024-03-24 10:45:31 INFO lr: 4.9520e-05 - loss: 0.0017 - UP: 93.22% UR: 86.40% UF: 89.68% P: 93.17% R: 86.35% F: 89.63%
+2024-03-24 10:45:32 INFO dev:  loss: nan - UP: 56.61% UR: 42.30% UF: 48.42% P: 54.94% R: 41.05% F: 46.99%
+2024-03-24 10:45:33 INFO test: loss: nan - UP: 51.79% UR: 33.85% UF: 40.94% P: 49.47% R: 32.33% F: 39.10%
+2024-03-24 10:45:40 INFO 0:00:10.892338s elapsed (saved)
+2024-03-24 10:45:40 INFO Epoch 49 / 5000:
+2024-03-24 10:45:48 INFO lr: 4.9510e-05 - loss: 0.0008 - UP: 93.07% UR: 87.32% UF: 90.10% P: 93.07% R: 87.32% F: 90.10%
+2024-03-24 10:45:49 INFO dev:  loss: nan - UP: 59.18% UR: 39.02% UF: 47.03% P: 57.52% R: 37.93% F: 45.72%
+2024-03-24 10:45:50 INFO test: loss: nan - UP: 55.65% UR: 32.26% UF: 40.85% P: 53.17% R: 30.83% F: 39.03%
+2024-03-24 10:45:50 INFO 0:00:10.369720s elapsed
+2024-03-24 10:45:50 INFO Epoch 50 / 5000:
+2024-03-24 10:45:58 INFO lr: 4.9500e-05 - loss: 0.0043 - UP: 93.79% UR: 86.49% UF: 90.00% P: 93.75% R: 86.46% F: 89.96%
+2024-03-24 10:45:59 INFO dev:  loss: nan - UP: 59.21% UR: 38.28% UF: 46.50% P: 57.46% R: 37.15% F: 45.12%
+2024-03-24 10:46:01 INFO test: loss: nan - UP: 53.25% UR: 31.67% UF: 39.72% P: 50.94% R: 30.30% F: 38.00%
+2024-03-24 10:46:01 INFO 0:00:10.448440s elapsed
+2024-03-24 10:46:01 INFO Epoch 51 / 5000:
+2024-03-24 10:46:09 INFO lr: 4.9490e-05 - loss: 0.0002 - UP: 93.85% UR: 88.50% UF: 91.10% P: 93.83% R: 88.48% F: 91.08%
+2024-03-24 10:46:10 INFO dev:  loss: nan - UP: 58.76% UR: 38.63% UF: 46.62% P: 56.74% R: 37.30% F: 45.02%
+2024-03-24 10:46:11 INFO test: loss: nan - UP: 52.31% UR: 31.08% UF: 38.99% P: 49.68% R: 29.52% F: 37.03%
+2024-03-24 10:46:11 INFO 0:00:10.636710s elapsed
+2024-03-24 10:46:11 INFO Epoch 52 / 5000:
+2024-03-24 10:46:20 INFO lr: 4.9480e-05 - loss: 0.0006 - UP: 93.72% UR: 89.44% UF: 91.53% P: 93.68% R: 89.40% F: 91.49%
+2024-03-24 10:46:21 INFO dev:  loss: nan - UP: 64.25% UR: 35.94% UF: 46.09% P: 62.22% R: 34.80% F: 44.64%
+2024-03-24 10:46:23 INFO test: loss: nan - UP: 57.27% UR: 30.47% UF: 39.77% P: 55.08% R: 29.30% F: 38.26%
+2024-03-24 10:46:23 INFO 0:00:11.160245s elapsed
+2024-03-24 10:46:23 INFO Epoch 53 / 5000:
+2024-03-24 10:46:31 INFO lr: 4.9470e-05 - loss: 0.0001 - UP: 92.91% UR: 88.80% UF: 90.81% P: 92.91% R: 88.80% F: 90.81%
+2024-03-24 10:46:32 INFO dev:  loss: nan - UP: 63.19% UR: 35.74% UF: 45.66% P: 61.53% R: 34.80% F: 44.46%
+2024-03-24 10:46:34 INFO test: loss: nan - UP: 58.77% UR: 31.35% UF: 40.89% P: 56.40% R: 30.09% F: 39.24%
+2024-03-24 10:46:34 INFO 0:00:11.227393s elapsed
+2024-03-24 10:46:34 INFO Epoch 54 / 5000:
+2024-03-24 10:46:42 INFO lr: 4.9460e-05 - loss: 0.0013 - UP: 92.22% UR: 86.52% UF: 89.28% P: 92.22% R: 86.52% F: 89.28%
+2024-03-24 10:46:43 INFO dev:  loss: nan - UP: 57.07% UR: 40.98% UF: 47.70% P: 55.44% R: 39.80% F: 46.34%
+2024-03-24 10:46:45 INFO test: loss: nan - UP: 52.92% UR: 33.51% UF: 41.03% P: 50.62% R: 32.05% F: 39.25%
+2024-03-24 10:46:45 INFO 0:00:10.994312s elapsed
+2024-03-24 10:46:45 INFO Epoch 55 / 5000:
+2024-03-24 10:46:53 INFO lr: 4.9450e-05 - loss: 0.0032 - UP: 94.21% UR: 87.81% UF: 90.90% P: 94.19% R: 87.78% F: 90.87%
+2024-03-24 10:46:54 INFO dev:  loss: nan - UP: 65.71% UR: 33.24% UF: 44.15% P: 63.78% R: 32.27% F: 42.85%
+2024-03-24 10:46:56 INFO test: loss: nan - UP: 58.07% UR: 27.91% UF: 37.70% P: 55.91% R: 26.88% F: 36.30%
+2024-03-24 10:46:56 INFO 0:00:10.822026s elapsed
+2024-03-24 10:46:56 INFO Epoch 56 / 5000:
+2024-03-24 10:47:04 INFO lr: 4.9440e-05 - loss: 0.0001 - UP: 94.39% UR: 89.28% UF: 91.76% P: 94.36% R: 89.26% F: 91.74%
+2024-03-24 10:47:05 INFO dev:  loss: nan - UP: 58.59% UR: 38.36% UF: 46.36% P: 56.26% R: 36.84% F: 44.52%
+2024-03-24 10:47:06 INFO test: loss: nan - UP: 53.82% UR: 31.23% UF: 39.52% P: 51.49% R: 29.88% F: 37.81%
+2024-03-24 10:47:06 INFO 0:00:10.745970s elapsed
+2024-03-24 10:47:06 INFO Epoch 57 / 5000:
+2024-03-24 10:47:14 INFO lr: 4.9430e-05 - loss: 0.0026 - UP: 93.68% UR: 88.52% UF: 91.02% P: 93.63% R: 88.47% F: 90.98%
+2024-03-24 10:47:15 INFO dev:  loss: nan - UP: 58.69% UR: 40.12% UF: 47.66% P: 56.80% R: 38.83% F: 46.13%
+2024-03-24 10:47:17 INFO test: loss: nan - UP: 51.72% UR: 32.96% UF: 40.26% P: 49.44% R: 31.50% F: 38.48%
+2024-03-24 10:47:17 INFO 0:00:10.675374s elapsed
+2024-03-24 10:47:17 INFO Epoch 58 / 5000:
+2024-03-24 10:47:25 INFO lr: 4.9420e-05 - loss: 0.0000 - UP: 93.92% UR: 89.36% UF: 91.58% P: 93.85% R: 89.28% F: 91.51%
+2024-03-24 10:47:26 INFO dev:  loss: nan - UP: 59.83% UR: 35.43% UF: 44.50% P: 57.19% R: 33.87% F: 42.54%
+2024-03-24 10:47:28 INFO test: loss: nan - UP: 53.46% UR: 31.02% UF: 39.26% P: 50.29% R: 29.18% F: 36.93%
+2024-03-24 10:47:28 INFO 0:00:10.662778s elapsed
+2024-03-24 10:47:28 INFO Epoch 59 / 5000:
+2024-03-24 10:47:36 INFO lr: 4.9410e-05 - loss: 0.0008 - UP: 93.68% UR: 88.07% UF: 90.79% P: 93.61% R: 88.00% F: 90.72%
+2024-03-24 10:47:37 INFO dev:  loss: nan - UP: 60.51% UR: 36.99% UF: 45.92% P: 58.40% R: 35.70% F: 44.32%
+2024-03-24 10:47:38 INFO test: loss: nan - UP: 53.59% UR: 31.35% UF: 39.56% P: 50.96% R: 29.81% F: 37.62%
+2024-03-24 10:47:38 INFO 0:00:10.670513s elapsed
+2024-03-24 10:47:38 INFO Epoch 60 / 5000:
+2024-03-24 10:47:46 INFO lr: 4.9400e-05 - loss: 0.0023 - UP: 88.32% UR: 80.51% UF: 84.23% P: 88.28% R: 80.47% F: 84.20%
+2024-03-24 10:47:47 INFO dev:  loss: nan - UP: 71.95% UR: 20.94% UF: 32.44% P: 69.53% R: 20.23% F: 31.35%
+2024-03-24 10:47:49 INFO test: loss: nan - UP: 69.68% UR: 18.55% UF: 29.30% P: 67.14% R: 17.87% F: 28.23%
+2024-03-24 10:47:49 INFO 0:00:10.649585s elapsed
+2024-03-24 10:47:49 INFO Epoch 61 / 5000:
+2024-03-24 10:47:57 INFO lr: 4.9390e-05 - loss: 0.0018 - UP: 92.01% UR: 83.87% UF: 87.75% P: 91.98% R: 83.84% F: 87.72%
+2024-03-24 10:47:58 INFO dev:  loss: nan - UP: 58.90% UR: 35.43% UF: 44.24% P: 57.34% R: 34.49% F: 43.07%
+2024-03-24 10:48:00 INFO test: loss: nan - UP: 52.68% UR: 31.61% UF: 39.51% P: 50.25% R: 30.15% F: 37.69%
+2024-03-24 10:48:00 INFO 0:00:10.655428s elapsed
+2024-03-24 10:48:00 INFO Epoch 62 / 5000:
+2024-03-24 10:48:08 INFO lr: 4.9380e-05 - loss: 0.0000 - UP: 94.41% UR: 88.53% UF: 91.38% P: 94.40% R: 88.52% F: 91.36%
+2024-03-24 10:48:09 INFO dev:  loss: nan - UP: 52.91% UR: 43.98% UF: 48.04% P: 50.94% R: 42.34% F: 46.25%
+2024-03-24 10:48:10 INFO test: loss: nan - UP: 45.48% UR: 37.82% UF: 41.30% P: 43.42% R: 36.11% F: 39.43%
+2024-03-24 10:48:10 INFO 0:00:10.667542s elapsed
+2024-03-24 10:48:10 INFO Epoch 63 / 5000:
+2024-03-24 10:48:18 INFO lr: 4.9370e-05 - loss: 0.0000 - UP: 94.41% UR: 88.94% UF: 91.60% P: 94.41% R: 88.94% F: 91.60%
+2024-03-24 10:48:19 INFO dev:  loss: nan - UP: 57.62% UR: 42.23% UF: 48.74% P: 55.22% R: 40.47% F: 46.71%
+2024-03-24 10:48:21 INFO test: loss: nan - UP: 50.25% UR: 36.23% UF: 42.11% P: 48.17% R: 34.73% F: 40.36%
+2024-03-24 10:48:21 INFO 0:00:10.699703s elapsed
+2024-03-24 10:48:21 INFO Epoch 64 / 5000:
+2024-03-24 10:48:29 INFO lr: 4.9360e-05 - loss: nan - UP: 94.45% UR: 91.25% UF: 92.82% P: 94.44% R: 91.24% F: 92.81%
+2024-03-24 10:48:30 INFO dev:  loss: nan - UP: 57.56% UR: 41.80% UF: 48.43% P: 55.51% R: 40.31% F: 46.71%
+2024-03-24 10:48:32 INFO test: loss: nan - UP: 51.89% UR: 35.33% UF: 42.04% P: 49.60% R: 33.76% F: 40.18%
+2024-03-24 10:48:32 INFO 0:00:10.713610s elapsed
+2024-03-24 10:48:32 INFO Epoch 65 / 5000:
+2024-03-24 10:48:40 INFO lr: 4.9350e-05 - loss: 0.0048 - UP: 95.90% UR: 91.85% UF: 93.83% P: 95.90% R: 91.85% F: 93.83%
+2024-03-24 10:48:41 INFO dev:  loss: nan - UP: 63.31% UR: 33.16% UF: 43.53% P: 60.85% R: 31.87% F: 41.84%
+2024-03-24 10:48:42 INFO test: loss: nan - UP: 56.22% UR: 27.78% UF: 37.19% P: 53.78% R: 26.58% F: 35.58%
+2024-03-24 10:48:42 INFO 0:00:10.751083s elapsed
+2024-03-24 10:48:42 INFO Epoch 66 / 5000:
+2024-03-24 10:48:51 INFO lr: 4.9340e-05 - loss: 0.0006 - UP: 95.86% UR: 91.52% UF: 93.64% P: 95.85% R: 91.51% F: 93.63%
+2024-03-24 10:48:52 INFO dev:  loss: nan - UP: 55.17% UR: 44.57% UF: 49.31% P: 53.19% R: 42.97% F: 47.54%
+2024-03-24 10:48:53 INFO test: loss: nan - UP: 47.04% UR: 37.54% UF: 41.76% P: 44.94% R: 35.88% F: 39.90%
+2024-03-24 10:49:00 INFO 0:00:10.774792s elapsed (saved)
+2024-03-24 10:49:00 INFO Epoch 67 / 5000:
+2024-03-24 10:49:08 INFO lr: 4.9330e-05 - loss: 0.0013 - UP: 95.02% UR: 91.13% UF: 93.03% P: 94.99% R: 91.11% F: 93.01%
+2024-03-24 10:49:09 INFO dev:  loss: nan - UP: 62.20% UR: 38.63% UF: 47.66% P: 59.81% R: 37.15% F: 45.83%
+2024-03-24 10:49:10 INFO test: loss: nan - UP: 53.01% UR: 31.48% UF: 39.50% P: 50.52% R: 30.00% F: 37.65%
+2024-03-24 10:49:10 INFO 0:00:10.376013s elapsed
+2024-03-24 10:49:10 INFO Epoch 68 / 5000:
+2024-03-24 10:49:18 INFO lr: 4.9320e-05 - loss: 0.0014 - UP: 96.03% UR: 93.02% UF: 94.50% P: 96.02% R: 93.01% F: 94.49%
+2024-03-24 10:49:19 INFO dev:  loss: nan - UP: 60.20% UR: 39.65% UF: 47.81% P: 57.89% R: 38.12% F: 45.97%
+2024-03-24 10:49:21 INFO test: loss: nan - UP: 52.94% UR: 33.09% UF: 40.72% P: 50.61% R: 31.63% F: 38.93%
+2024-03-24 10:49:21 INFO 0:00:10.473554s elapsed
+2024-03-24 10:49:21 INFO Epoch 69 / 5000:
+2024-03-24 10:49:29 INFO lr: 4.9310e-05 - loss: 0.0011 - UP: 96.05% UR: 93.10% UF: 94.55% P: 96.02% R: 93.08% F: 94.53%
+2024-03-24 10:49:30 INFO dev:  loss: nan - UP: 56.56% UR: 41.25% UF: 47.71% P: 54.63% R: 39.84% F: 46.08%
+2024-03-24 10:49:32 INFO test: loss: nan - UP: 49.91% UR: 34.80% UF: 41.01% P: 47.82% R: 33.34% F: 39.29%
+2024-03-24 10:49:32 INFO 0:00:10.701625s elapsed
+2024-03-24 10:49:32 INFO Epoch 70 / 5000:
+2024-03-24 10:49:40 INFO lr: 4.9300e-05 - loss: 0.0008 - UP: 96.10% UR: 93.51% UF: 94.78% P: 96.09% R: 93.49% F: 94.77%
+2024-03-24 10:49:41 INFO dev:  loss: nan - UP: 63.92% UR: 35.70% UF: 45.81% P: 61.68% R: 34.45% F: 44.21%
+2024-03-24 10:49:43 INFO test: loss: nan - UP: 56.42% UR: 31.19% UF: 40.17% P: 54.01% R: 29.85% F: 38.45%
+2024-03-24 10:49:43 INFO 0:00:11.233806s elapsed
+2024-03-24 10:49:43 INFO Epoch 71 / 5000:
+2024-03-24 10:49:51 INFO lr: 4.9290e-05 - loss: nan - UP: 96.45% UR: 93.73% UF: 95.07% P: 96.43% R: 93.72% F: 95.06%
+2024-03-24 10:49:52 INFO dev:  loss: nan - UP: 58.11% UR: 41.29% UF: 48.28% P: 55.91% R: 39.73% F: 46.45%
+2024-03-24 10:49:54 INFO test: loss: nan - UP: 51.86% UR: 35.62% UF: 42.23% P: 49.68% R: 34.12% F: 40.46%
+2024-03-24 10:49:54 INFO 0:00:11.052569s elapsed
+2024-03-24 10:49:54 INFO Epoch 72 / 5000:
+2024-03-24 10:50:02 INFO lr: 4.9280e-05 - loss: 0.0010 - UP: 95.77% UR: 92.75% UF: 94.24% P: 95.76% R: 92.74% F: 94.23%
+2024-03-24 10:50:03 INFO dev:  loss: nan - UP: 62.32% UR: 35.27% UF: 45.05% P: 60.32% R: 34.14% F: 43.60%
+2024-03-24 10:50:05 INFO test: loss: nan - UP: 56.65% UR: 31.04% UF: 40.10% P: 54.38% R: 29.79% F: 38.49%
+2024-03-24 10:50:05 INFO 0:00:10.974797s elapsed
+2024-03-24 10:50:05 INFO Epoch 73 / 5000:
+2024-03-24 10:50:13 INFO lr: 4.9270e-05 - loss: 0.0022 - UP: 95.22% UR: 90.98% UF: 93.05% P: 95.22% R: 90.98% F: 93.05%
+2024-03-24 10:50:14 INFO dev:  loss: nan - UP: 61.26% UR: 37.93% UF: 46.85% P: 58.93% R: 36.48% F: 45.07%
+2024-03-24 10:50:16 INFO test: loss: nan - UP: 55.37% UR: 31.59% UF: 40.23% P: 53.04% R: 30.26% F: 38.53%
+2024-03-24 10:50:16 INFO 0:00:10.882587s elapsed
+2024-03-24 10:50:16 INFO Epoch 74 / 5000:
+2024-03-24 10:50:24 INFO lr: 4.9260e-05 - loss: 0.0007 - UP: 95.94% UR: 93.02% UF: 94.46% P: 95.91% R: 93.00% F: 94.43%
+2024-03-24 10:50:25 INFO dev:  loss: nan - UP: 63.85% UR: 28.91% UF: 39.80% P: 60.91% R: 27.58% F: 37.97%
+2024-03-24 10:50:26 INFO test: loss: nan - UP: 59.85% UR: 25.67% UF: 35.93% P: 56.90% R: 24.40% F: 34.16%
+2024-03-24 10:50:26 INFO 0:00:10.828073s elapsed
+2024-03-24 10:50:26 INFO Epoch 75 / 5000:
+2024-03-24 10:50:35 INFO lr: 4.9250e-05 - loss: 0.0302 - UP: 87.48% UR: 83.03% UF: 85.19% P: 87.05% R: 82.63% F: 84.78%
+2024-03-24 10:50:36 INFO dev:  loss: nan - UP: 60.54% UR: 27.93% UF: 38.23% P: 57.83% R: 26.68% F: 36.51%
+2024-03-24 10:50:37 INFO test: loss: nan - UP: 59.20% UR: 21.95% UF: 32.03% P: 55.56% R: 20.60% F: 30.06%
+2024-03-24 10:50:37 INFO 0:00:10.781072s elapsed
+2024-03-24 10:50:37 INFO Epoch 76 / 5000:
+2024-03-24 10:50:46 INFO lr: 4.9240e-05 - loss: 0.0523 - UP: 80.36% UR: 59.95% UF: 68.67% P: 79.98% R: 59.67% F: 68.35%
+2024-03-24 10:50:46 INFO dev:  loss: nan - UP: 47.00% UR: 37.03% UF: 41.42% P: 44.22% R: 34.84% F: 38.98%
+2024-03-24 10:50:48 INFO test: loss: nan - UP: 43.78% UR: 29.66% UF: 35.37% P: 40.97% R: 27.76% F: 33.10%
+2024-03-24 10:50:48 INFO 0:00:10.736473s elapsed
+2024-03-24 10:50:48 INFO Epoch 77 / 5000:
+2024-03-24 10:50:56 INFO lr: 4.9230e-05 - loss: 0.0053 - UP: 81.59% UR: 63.47% UF: 71.39% P: 81.25% R: 63.21% F: 71.10%
+2024-03-24 10:50:57 INFO dev:  loss: nan - UP: 59.09% UR: 31.87% UF: 41.41% P: 57.42% R: 30.98% F: 40.24%
+2024-03-24 10:50:59 INFO test: loss: nan - UP: 54.68% UR: 29.37% UF: 38.21% P: 52.68% R: 28.29% F: 36.81%
+2024-03-24 10:50:59 INFO 0:00:10.699186s elapsed
+2024-03-24 10:50:59 INFO Epoch 78 / 5000:
+2024-03-24 10:51:07 INFO lr: 4.9220e-05 - loss: 0.0030 - UP: 88.40% UR: 76.53% UF: 82.04% P: 88.22% R: 76.38% F: 81.88%
+2024-03-24 10:51:08 INFO dev:  loss: nan - UP: 56.57% UR: 38.87% UF: 46.08% P: 54.24% R: 37.27% F: 44.18%
+2024-03-24 10:51:09 INFO test: loss: nan - UP: 52.04% UR: 34.48% UF: 41.48% P: 49.36% R: 32.71% F: 39.34%
+2024-03-24 10:51:09 INFO 0:00:10.716177s elapsed
+2024-03-24 10:51:09 INFO Epoch 79 / 5000:
+2024-03-24 10:51:18 INFO lr: 4.9210e-05 - loss: nan - UP: 89.09% UR: 79.50% UF: 84.02% P: 88.80% R: 79.24% F: 83.75%
+2024-03-24 10:51:19 INFO dev:  loss: nan - UP: 49.50% UR: 44.06% UF: 46.62% P: 46.95% R: 41.80% F: 44.22%
+2024-03-24 10:51:20 INFO test: loss: nan - UP: 42.97% UR: 36.49% UF: 39.47% P: 40.93% R: 34.76% F: 37.59%
+2024-03-24 10:51:20 INFO 0:00:10.702168s elapsed
+2024-03-24 10:51:20 INFO Epoch 80 / 5000:
+2024-03-24 10:51:28 INFO lr: 4.9200e-05 - loss: 0.0049 - UP: 88.18% UR: 80.79% UF: 84.32% P: 87.93% R: 80.57% F: 84.09%
+2024-03-24 10:51:29 INFO dev:  loss: nan - UP: 50.94% UR: 36.13% UF: 42.28% P: 49.06% R: 34.80% F: 40.72%
+2024-03-24 10:51:31 INFO test: loss: nan - UP: 46.05% UR: 30.32% UF: 36.57% P: 43.65% R: 28.73% F: 34.65%
+2024-03-24 10:51:31 INFO 0:00:10.692966s elapsed
+2024-03-24 10:51:31 INFO Epoch 81 / 5000:
+2024-03-24 10:51:39 INFO lr: 4.9190e-05 - loss: 0.0096 - UP: 88.80% UR: 72.89% UF: 80.06% P: 88.24% R: 72.43% F: 79.56%
+2024-03-24 10:51:40 INFO dev:  loss: nan - UP: 40.28% UR: 43.63% UF: 41.89% P: 37.83% R: 40.98% F: 39.34%
+2024-03-24 10:51:42 INFO test: loss: nan - UP: 36.25% UR: 37.97% UF: 37.09% P: 33.95% R: 35.56% F: 34.74%
+2024-03-24 10:51:42 INFO 0:00:10.694895s elapsed
+2024-03-24 10:51:42 INFO Epoch 82 / 5000:
+2024-03-24 10:51:50 INFO lr: 4.9180e-05 - loss: 0.0114 - UP: 84.38% UR: 70.88% UF: 77.05% P: 83.36% R: 70.02% F: 76.11%
+2024-03-24 10:51:51 INFO dev:  loss: nan - UP: 53.01% UR: 36.76% UF: 43.41% P: 51.15% R: 35.47% F: 41.89%
+2024-03-24 10:51:52 INFO test: loss: nan - UP: 49.44% UR: 32.81% UF: 39.45% P: 47.18% R: 31.31% F: 37.64%
+2024-03-24 10:51:52 INFO 0:00:10.687878s elapsed
+2024-03-24 10:51:52 INFO Epoch 83 / 5000:
+2024-03-24 10:52:00 INFO lr: 4.9170e-05 - loss: 0.0013 - UP: 86.57% UR: 77.61% UF: 81.85% P: 85.99% R: 77.09% F: 81.30%
+2024-03-24 10:52:01 INFO dev:  loss: nan - UP: 50.46% UR: 36.13% UF: 42.11% P: 48.50% R: 34.73% F: 40.47%
+2024-03-24 10:52:03 INFO test: loss: nan - UP: 44.88% UR: 31.38% UF: 36.93% P: 42.82% R: 29.94% F: 35.24%
+2024-03-24 10:52:03 INFO 0:00:10.727701s elapsed
+2024-03-24 10:52:03 INFO Epoch 84 / 5000:
+2024-03-24 10:52:11 INFO lr: 4.9160e-05 - loss: 0.0085 - UP: 90.94% UR: 81.64% UF: 86.04% P: 90.78% R: 81.50% F: 85.89%
+2024-03-24 10:52:12 INFO dev:  loss: nan - UP: 49.19% UR: 44.10% UF: 46.51% P: 47.28% R: 42.38% F: 44.70%
+2024-03-24 10:52:14 INFO test: loss: nan - UP: 44.54% UR: 38.62% UF: 41.37% P: 42.52% R: 36.87% F: 39.49%
+2024-03-24 10:52:14 INFO 0:00:10.776751s elapsed
+2024-03-24 10:52:14 INFO Epoch 85 / 5000:
+2024-03-24 10:52:22 INFO lr: 4.9150e-05 - loss: 0.0015 - UP: 89.55% UR: 80.57% UF: 84.82% P: 89.37% R: 80.40% F: 84.65%
+2024-03-24 10:52:23 INFO dev:  loss: nan - UP: 59.57% UR: 35.74% UF: 44.68% P: 57.23% R: 34.34% F: 42.92%
+2024-03-24 10:52:25 INFO test: loss: nan - UP: 52.08% UR: 31.02% UF: 38.88% P: 49.84% R: 29.69% F: 37.21%
+2024-03-24 10:52:25 INFO 0:00:10.809223s elapsed
+2024-03-24 10:52:25 INFO Epoch 86 / 5000:
+2024-03-24 10:52:33 INFO lr: 4.9140e-05 - loss: 0.0032 - UP: 92.11% UR: 84.93% UF: 88.38% P: 92.05% R: 84.87% F: 88.31%
+2024-03-24 10:52:34 INFO dev:  loss: nan - UP: 58.52% UR: 36.87% UF: 45.24% P: 55.86% R: 35.20% F: 43.18%
+2024-03-24 10:52:35 INFO test: loss: nan - UP: 52.87% UR: 30.95% UF: 39.05% P: 50.49% R: 29.56% F: 37.29%
+2024-03-24 10:52:35 INFO 0:00:10.780651s elapsed
+2024-03-24 10:52:35 INFO Epoch 87 / 5000:
+2024-03-24 10:52:44 INFO lr: 4.9130e-05 - loss: 0.0006 - UP: 92.94% UR: 88.47% UF: 90.65% P: 92.89% R: 88.42% F: 90.60%
+2024-03-24 10:52:45 INFO dev:  loss: nan - UP: 57.03% UR: 43.28% UF: 49.21% P: 55.12% R: 41.84% F: 47.57%
+2024-03-24 10:52:46 INFO test: loss: nan - UP: 48.11% UR: 35.50% UF: 40.85% P: 46.28% R: 34.14% F: 39.29%
+2024-03-24 10:52:52 INFO 0:00:10.802435s elapsed (saved)
+2024-03-24 10:52:52 INFO Epoch 88 / 5000:
+2024-03-24 10:53:00 INFO lr: 4.9120e-05 - loss: 0.0011 - UP: 94.64% UR: 90.27% UF: 92.40% P: 94.64% R: 90.27% F: 92.40%
+2024-03-24 10:53:01 INFO dev:  loss: nan - UP: 60.36% UR: 38.48% UF: 46.99% P: 58.27% R: 37.15% F: 45.37%
+2024-03-24 10:53:03 INFO test: loss: nan - UP: 52.51% UR: 32.09% UF: 39.84% P: 50.54% R: 30.89% F: 38.34%
+2024-03-24 10:53:03 INFO 0:00:10.384490s elapsed
+2024-03-24 10:53:03 INFO Epoch 89 / 5000:
+2024-03-24 10:53:11 INFO lr: 4.9110e-05 - loss: 0.0014 - UP: 95.41% UR: 89.14% UF: 92.17% P: 95.41% R: 89.14% F: 92.17%
+2024-03-24 10:53:12 INFO dev:  loss: nan - UP: 55.14% UR: 41.68% UF: 47.47% P: 52.97% R: 40.04% F: 45.61%
+2024-03-24 10:53:13 INFO test: loss: nan - UP: 46.43% UR: 34.31% UF: 39.46% P: 44.48% R: 32.88% F: 37.81%
+2024-03-24 10:53:13 INFO 0:00:10.465670s elapsed
+2024-03-24 10:53:13 INFO Epoch 90 / 5000:
+2024-03-24 10:53:21 INFO lr: 4.9100e-05 - loss: 0.0000 - UP: 93.33% UR: 90.99% UF: 92.14% P: 93.29% R: 90.95% F: 92.11%
+2024-03-24 10:53:22 INFO dev:  loss: nan - UP: 57.56% UR: 41.21% UF: 48.03% P: 55.54% R: 39.77% F: 46.35%
+2024-03-24 10:53:24 INFO test: loss: nan - UP: 49.98% UR: 33.97% UF: 40.45% P: 48.18% R: 32.75% F: 38.99%
+2024-03-24 10:53:24 INFO 0:00:10.715313s elapsed
+2024-03-24 10:53:24 INFO Epoch 91 / 5000:
+2024-03-24 10:53:33 INFO lr: 4.9090e-05 - loss: 0.0009 - UP: 94.44% UR: 91.60% UF: 93.00% P: 94.44% R: 91.60% F: 93.00%
+2024-03-24 10:53:34 INFO dev:  loss: nan - UP: 53.98% UR: 44.45% UF: 48.76% P: 52.28% R: 43.05% F: 47.22%
+2024-03-24 10:53:35 INFO test: loss: nan - UP: 47.27% UR: 35.43% UF: 40.50% P: 45.43% R: 34.06% F: 38.93%
+2024-03-24 10:53:35 INFO 0:00:11.246829s elapsed
+2024-03-24 10:53:35 INFO Epoch 92 / 5000:
+2024-03-24 10:53:44 INFO lr: 4.9080e-05 - loss: 0.0012 - UP: 95.71% UR: 92.16% UF: 93.90% P: 95.71% R: 92.16% F: 93.90%
+2024-03-24 10:53:45 INFO dev:  loss: nan - UP: 56.95% UR: 38.40% UF: 45.87% P: 54.87% R: 36.99% F: 44.19%
+2024-03-24 10:53:46 INFO test: loss: nan - UP: 51.27% UR: 32.35% UF: 39.67% P: 49.33% R: 31.12% F: 38.17%
+2024-03-24 10:53:46 INFO 0:00:11.103772s elapsed
+2024-03-24 10:53:46 INFO Epoch 93 / 5000:
+2024-03-24 10:53:55 INFO lr: 4.9070e-05 - loss: 0.0015 - UP: 95.81% UR: 92.50% UF: 94.13% P: 95.79% R: 92.48% F: 94.10%
+2024-03-24 10:53:56 INFO dev:  loss: nan - UP: 57.58% UR: 39.30% UF: 46.71% P: 55.07% R: 37.58% F: 44.67%
+2024-03-24 10:53:57 INFO test: loss: nan - UP: 52.39% UR: 32.41% UF: 40.05% P: 50.03% R: 30.95% F: 38.25%
+2024-03-24 10:53:57 INFO 0:00:11.029381s elapsed
+2024-03-24 10:53:57 INFO Epoch 94 / 5000:
+2024-03-24 10:54:06 INFO lr: 4.9060e-05 - loss: 0.0012 - UP: 95.29% UR: 92.40% UF: 93.82% P: 95.27% R: 92.37% F: 93.80%
+2024-03-24 10:54:07 INFO dev:  loss: nan - UP: 54.31% UR: 39.41% UF: 45.68% P: 52.31% R: 37.97% F: 44.00%
+2024-03-24 10:54:08 INFO test: loss: nan - UP: 48.84% UR: 33.81% UF: 39.96% P: 46.73% R: 32.35% F: 38.23%
+2024-03-24 10:54:08 INFO 0:00:10.947956s elapsed
+2024-03-24 10:54:08 INFO Epoch 95 / 5000:
+2024-03-24 10:54:17 INFO lr: 4.9050e-05 - loss: 0.0000 - UP: 95.93% UR: 92.80% UF: 94.34% P: 95.90% R: 92.77% F: 94.31%
+2024-03-24 10:54:18 INFO dev:  loss: nan - UP: 58.94% UR: 39.65% UF: 47.41% P: 56.79% R: 38.20% F: 45.68%
+2024-03-24 10:54:19 INFO test: loss: nan - UP: 54.27% UR: 34.76% UF: 42.38% P: 52.00% R: 33.30% F: 40.60%
+2024-03-24 10:54:19 INFO 0:00:10.818093s elapsed
+2024-03-24 10:54:19 INFO Epoch 96 / 5000:
+2024-03-24 10:54:27 INFO lr: 4.9040e-05 - loss: 0.0002 - UP: 95.94% UR: 93.79% UF: 94.85% P: 95.92% R: 93.78% F: 94.84%
+2024-03-24 10:54:28 INFO dev:  loss: nan - UP: 60.56% UR: 36.52% UF: 45.57% P: 58.16% R: 35.08% F: 43.76%
+2024-03-24 10:54:30 INFO test: loss: nan - UP: 55.19% UR: 32.71% UF: 41.07% P: 53.05% R: 31.44% F: 39.48%
+2024-03-24 10:54:30 INFO 0:00:10.755016s elapsed
+2024-03-24 10:54:30 INFO Epoch 97 / 5000:
+2024-03-24 10:54:38 INFO lr: 4.9030e-05 - loss: 0.0014 - UP: 96.22% UR: 93.14% UF: 94.66% P: 96.20% R: 93.12% F: 94.63%
+2024-03-24 10:54:39 INFO dev:  loss: nan - UP: 61.00% UR: 37.03% UF: 46.09% P: 59.07% R: 35.86% F: 44.63%
+2024-03-24 10:54:41 INFO test: loss: nan - UP: 56.53% UR: 32.39% UF: 41.18% P: 54.24% R: 31.08% F: 39.52%
+2024-03-24 10:54:41 INFO 0:00:10.729668s elapsed
+2024-03-24 10:54:41 INFO Epoch 98 / 5000:
+2024-03-24 10:54:49 INFO lr: 4.9020e-05 - loss: 0.0006 - UP: 94.27% UR: 92.49% UF: 93.37% P: 94.20% R: 92.42% F: 93.30%
+2024-03-24 10:54:50 INFO dev:  loss: nan - UP: 62.45% UR: 38.40% UF: 47.56% P: 59.91% R: 36.84% F: 45.62%
+2024-03-24 10:54:51 INFO test: loss: nan - UP: 54.31% UR: 30.89% UF: 39.38% P: 52.04% R: 29.60% F: 37.74%
+2024-03-24 10:54:51 INFO 0:00:10.703763s elapsed
+2024-03-24 10:54:51 INFO Epoch 99 / 5000:
+2024-03-24 10:55:00 INFO lr: 4.9010e-05 - loss: 0.0018 - UP: 95.51% UR: 91.54% UF: 93.48% P: 95.45% R: 91.48% F: 93.42%
+2024-03-24 10:55:01 INFO dev:  loss: nan - UP: 56.45% UR: 44.26% UF: 49.62% P: 54.16% R: 42.46% F: 47.60%
+2024-03-24 10:55:02 INFO test: loss: nan - UP: 47.76% UR: 34.73% UF: 40.22% P: 45.85% R: 33.34% F: 38.61%
+2024-03-24 10:55:08 INFO 0:00:10.710284s elapsed (saved)
+2024-03-24 10:55:08 INFO Epoch 100 / 5000:
+2024-03-24 10:55:16 INFO lr: 4.9000e-05 - loss: 0.0013 - UP: 92.68% UR: 89.93% UF: 91.28% P: 92.59% R: 89.85% F: 91.20%
+2024-03-24 10:55:17 INFO dev:  loss: nan - UP: 67.57% UR: 31.33% UF: 42.81% P: 63.94% R: 29.65% F: 40.51%
+2024-03-24 10:55:19 INFO test: loss: nan - UP: 56.15% UR: 25.65% UF: 35.21% P: 53.28% R: 24.34% F: 33.42%
+2024-03-24 10:55:19 INFO 0:00:10.337712s elapsed
+2024-03-24 10:55:19 INFO Epoch 101 / 5000:
+2024-03-24 10:55:27 INFO lr: 4.8990e-05 - loss: 0.0051 - UP: 92.33% UR: 87.27% UF: 89.73% P: 92.04% R: 87.00% F: 89.45%
+2024-03-24 10:55:28 INFO dev:  loss: nan - UP: 52.72% UR: 40.86% UF: 46.04% P: 50.30% R: 38.98% F: 43.93%
+2024-03-24 10:55:29 INFO test: loss: nan - UP: 47.79% UR: 34.06% UF: 39.77% P: 45.39% R: 32.35% F: 37.77%
+2024-03-24 10:55:29 INFO 0:00:10.425269s elapsed
+2024-03-24 10:55:29 INFO Epoch 102 / 5000:
+2024-03-24 10:55:37 INFO lr: 4.8980e-05 - loss: 0.0014 - UP: 91.91% UR: 87.17% UF: 89.47% P: 91.72% R: 86.99% F: 89.29%
+2024-03-24 10:55:38 INFO dev:  loss: nan - UP: 53.14% UR: 46.25% UF: 49.46% P: 51.35% R: 44.69% F: 47.79%
+2024-03-24 10:55:40 INFO test: loss: nan - UP: 42.43% UR: 37.00% UF: 39.53% P: 40.76% R: 35.54% F: 37.97%
+2024-03-24 10:55:47 INFO 0:00:10.633787s elapsed (saved)
+2024-03-24 10:55:47 INFO Epoch 103 / 5000:
+2024-03-24 10:55:55 INFO lr: 4.8970e-05 - loss: nan - UP: 93.02% UR: 88.86% UF: 90.89% P: 92.93% R: 88.78% F: 90.81%
+2024-03-24 10:55:56 INFO dev:  loss: nan - UP: 56.98% UR: 36.21% UF: 44.28% P: 54.95% R: 34.92% F: 42.70%
+2024-03-24 10:55:57 INFO test: loss: nan - UP: 52.89% UR: 30.51% UF: 38.70% P: 50.81% R: 29.30% F: 37.17%
+2024-03-24 10:55:57 INFO 0:00:10.429327s elapsed
+2024-03-24 10:55:57 INFO Epoch 104 / 5000:
+2024-03-24 10:56:05 INFO lr: 4.8960e-05 - loss: 0.0015 - UP: 95.08% UR: 90.23% UF: 92.59% P: 95.04% R: 90.20% F: 92.55%
+2024-03-24 10:56:06 INFO dev:  loss: nan - UP: 60.25% UR: 37.42% UF: 46.17% P: 57.67% R: 35.82% F: 44.19%
+2024-03-24 10:56:08 INFO test: loss: nan - UP: 53.79% UR: 32.07% UF: 40.19% P: 52.06% R: 31.04% F: 38.89%
+2024-03-24 10:56:08 INFO 0:00:10.540781s elapsed
+2024-03-24 10:56:08 INFO Epoch 105 / 5000:
+2024-03-24 10:56:16 INFO lr: 4.8950e-05 - loss: 0.0044 - UP: 94.90% UR: 91.98% UF: 93.42% P: 94.90% R: 91.98% F: 93.42%
+2024-03-24 10:56:17 INFO dev:  loss: nan - UP: 59.09% UR: 42.93% UF: 49.73% P: 56.56% R: 41.09% F: 47.60%
+2024-03-24 10:56:19 INFO test: loss: nan - UP: 50.98% UR: 34.48% UF: 41.14% P: 49.05% R: 33.17% F: 39.58%
+2024-03-24 10:56:19 INFO 0:00:10.853399s elapsed
+2024-03-24 10:56:19 INFO Epoch 106 / 5000:
+2024-03-24 10:56:27 INFO lr: 4.8940e-05 - loss: 0.0006 - UP: 95.89% UR: 92.94% UF: 94.39% P: 95.88% R: 92.93% F: 94.38%
+2024-03-24 10:56:28 INFO dev:  loss: nan - UP: 58.36% UR: 43.09% UF: 49.57% P: 55.71% R: 41.13% F: 47.33%
+2024-03-24 10:56:30 INFO test: loss: nan - UP: 49.36% UR: 36.66% UF: 42.07% P: 47.20% R: 35.05% F: 40.23%
+2024-03-24 10:56:30 INFO 0:00:11.318474s elapsed
+2024-03-24 10:56:30 INFO Epoch 107 / 5000:
+2024-03-24 10:56:39 INFO lr: 4.8930e-05 - loss: 0.0007 - UP: 95.48% UR: 92.09% UF: 93.75% P: 95.46% R: 92.08% F: 93.74%
+2024-03-24 10:56:40 INFO dev:  loss: nan - UP: 56.76% UR: 46.05% UF: 50.85% P: 54.41% R: 44.14% F: 48.74%
+2024-03-24 10:56:41 INFO test: loss: nan - UP: 46.89% UR: 37.29% UF: 41.54% P: 44.74% R: 35.58% F: 39.64%
+2024-03-24 10:56:48 INFO 0:00:11.179177s elapsed (saved)
+2024-03-24 10:56:48 INFO Epoch 108 / 5000:
+2024-03-24 10:56:56 INFO lr: 4.8920e-05 - loss: 0.0021 - UP: 95.01% UR: 92.31% UF: 93.64% P: 94.94% R: 92.24% F: 93.57%
+2024-03-24 10:56:56 INFO dev:  loss: nan - UP: 59.32% UR: 34.92% UF: 43.96% P: 56.20% R: 33.09% F: 41.65%
+2024-03-24 10:56:58 INFO test: loss: nan - UP: 51.40% UR: 27.99% UF: 36.25% P: 48.68% R: 26.52% F: 34.33%
+2024-03-24 10:56:58 INFO 0:00:10.369054s elapsed
+2024-03-24 10:56:58 INFO Epoch 109 / 5000:
+2024-03-24 10:57:06 INFO lr: 4.8910e-05 - loss: 0.0005 - UP: 93.38% UR: 89.31% UF: 91.30% P: 93.36% R: 89.28% F: 91.28%
+2024-03-24 10:57:07 INFO dev:  loss: nan - UP: 57.46% UR: 42.73% UF: 49.01% P: 55.04% R: 40.94% F: 46.95%
+2024-03-24 10:57:08 INFO test: loss: nan - UP: 49.11% UR: 35.56% UF: 41.25% P: 47.51% R: 34.40% F: 39.90%
+2024-03-24 10:57:08 INFO 0:00:10.441526s elapsed
+2024-03-24 10:57:08 INFO Epoch 110 / 5000:
+2024-03-24 10:57:17 INFO lr: 4.8900e-05 - loss: 0.0000 - UP: 93.56% UR: 90.22% UF: 91.86% P: 93.36% R: 90.03% F: 91.67%
+2024-03-24 10:57:18 INFO dev:  loss: nan - UP: 51.70% UR: 43.87% UF: 47.46% P: 49.86% R: 42.30% F: 45.77%
+2024-03-24 10:57:19 INFO test: loss: nan - UP: 44.10% UR: 36.38% UF: 39.87% P: 42.18% R: 34.80% F: 38.13%
+2024-03-24 10:57:19 INFO 0:00:10.667178s elapsed
+2024-03-24 10:57:19 INFO Epoch 111 / 5000:
+2024-03-24 10:57:28 INFO lr: 4.8890e-05 - loss: nan - UP: 93.05% UR: 86.64% UF: 89.73% P: 92.98% R: 86.56% F: 89.66%
+2024-03-24 10:57:29 INFO dev:  loss: nan - UP: 45.94% UR: 50.12% UF: 47.94% P: 44.29% R: 48.32% F: 46.22%
+2024-03-24 10:57:30 INFO test: loss: nan - UP: 39.10% UR: 40.00% UF: 39.54% P: 37.22% R: 38.07% F: 37.64%
+2024-03-24 10:57:30 INFO 0:00:11.155655s elapsed
+2024-03-24 10:57:30 INFO Epoch 112 / 5000:
+2024-03-24 10:57:39 INFO lr: 4.8880e-05 - loss: 0.0002 - UP: 95.13% UR: 91.22% UF: 93.14% P: 95.10% R: 91.20% F: 93.11%
+2024-03-24 10:57:40 INFO dev:  loss: nan - UP: 57.63% UR: 41.02% UF: 47.92% P: 55.65% R: 39.61% F: 46.28%
+2024-03-24 10:57:41 INFO test: loss: nan - UP: 51.51% UR: 33.19% UF: 40.37% P: 49.61% R: 31.97% F: 38.88%
+2024-03-24 10:57:41 INFO 0:00:11.186568s elapsed
+2024-03-24 10:57:41 INFO Epoch 113 / 5000:
+2024-03-24 10:57:50 INFO lr: 4.8870e-05 - loss: 0.0128 - UP: 88.23% UR: 82.03% UF: 85.02% P: 87.90% R: 81.73% F: 84.70%
+2024-03-24 10:57:51 INFO dev:  loss: nan - UP: 45.50% UR: 37.50% UF: 41.11% P: 44.69% R: 36.84% F: 40.39%
+2024-03-24 10:57:52 INFO test: loss: nan - UP: 37.45% UR: 31.35% UF: 34.13% P: 36.66% R: 30.70% F: 33.42%
+2024-03-24 10:57:52 INFO 0:00:11.023119s elapsed
+2024-03-24 10:57:52 INFO Epoch 114 / 5000:
+2024-03-24 10:58:01 INFO lr: 4.8860e-05 - loss: 0.0164 - UP: 88.72% UR: 81.40% UF: 84.90% P: 88.35% R: 81.05% F: 84.54%
+2024-03-24 10:58:02 INFO dev:  loss: nan - UP: 51.98% UR: 45.62% UF: 48.60% P: 49.62% R: 43.55% F: 46.39%
+2024-03-24 10:58:03 INFO test: loss: nan - UP: 42.87% UR: 35.69% UF: 38.95% P: 40.20% R: 33.47% F: 36.53%
+2024-03-24 10:58:03 INFO 0:00:10.901589s elapsed
+2024-03-24 10:58:03 INFO Epoch 115 / 5000:
+2024-03-24 10:58:12 INFO lr: 4.8850e-05 - loss: 0.0045 - UP: 90.66% UR: 77.42% UF: 83.52% P: 90.08% R: 76.92% F: 82.99%
+2024-03-24 10:58:13 INFO dev:  loss: nan - UP: 43.18% UR: 51.48% UF: 46.97% P: 41.32% R: 49.26% F: 44.94%
+2024-03-24 10:58:14 INFO test: loss: nan - UP: 33.75% UR: 44.45% UF: 38.37% P: 32.24% R: 42.47% F: 36.66%
+2024-03-24 10:58:14 INFO 0:00:10.787059s elapsed
+2024-03-24 10:58:14 INFO Epoch 116 / 5000:
+2024-03-24 10:58:22 INFO lr: 4.8840e-05 - loss: 0.0087 - UP: 87.75% UR: 81.54% UF: 84.53% P: 87.44% R: 81.24% F: 84.23%
+2024-03-24 10:58:23 INFO dev:  loss: nan - UP: 54.38% UR: 43.16% UF: 48.13% P: 52.17% R: 41.41% F: 46.17%
+2024-03-24 10:58:25 INFO test: loss: nan - UP: 46.07% UR: 37.76% UF: 41.50% P: 43.98% R: 36.04% F: 39.62%
+2024-03-24 10:58:25 INFO 0:00:10.727868s elapsed
+2024-03-24 10:58:25 INFO Epoch 117 / 5000:
+2024-03-24 10:58:33 INFO lr: 4.8830e-05 - loss: nan - UP: 89.38% UR: 80.05% UF: 84.46% P: 88.91% R: 79.62% F: 84.01%
+2024-03-24 10:58:34 INFO dev:  loss: nan - UP: 57.09% UR: 30.66% UF: 39.90% P: 54.47% R: 29.26% F: 38.07%
+2024-03-24 10:58:36 INFO test: loss: nan - UP: 53.33% UR: 24.19% UF: 33.28% P: 50.44% R: 22.88% F: 31.48%
+2024-03-24 10:58:36 INFO 0:00:10.724311s elapsed
+2024-03-24 10:58:36 INFO Epoch 118 / 5000:
+2024-03-24 10:58:44 INFO lr: 4.8820e-05 - loss: 0.0033 - UP: 91.82% UR: 78.63% UF: 84.71% P: 91.66% R: 78.49% F: 84.56%
+2024-03-24 10:58:45 INFO dev:  loss: nan - UP: 63.24% UR: 38.91% UF: 48.17% P: 61.21% R: 37.66% F: 46.63%
+2024-03-24 10:58:46 INFO test: loss: nan - UP: 52.73% UR: 31.02% UF: 39.06% P: 51.08% R: 30.04% F: 37.83%
+2024-03-24 10:58:46 INFO 0:00:10.667126s elapsed
+2024-03-24 10:58:46 INFO Epoch 119 / 5000:
+2024-03-24 10:58:54 INFO lr: 4.8810e-05 - loss: 0.0027 - UP: 93.18% UR: 87.16% UF: 90.07% P: 93.08% R: 87.06% F: 89.97%
+2024-03-24 10:58:55 INFO dev:  loss: nan - UP: 61.45% UR: 37.30% UF: 46.43% P: 59.40% R: 36.05% F: 44.87%
+2024-03-24 10:58:57 INFO test: loss: nan - UP: 54.43% UR: 32.35% UF: 40.58% P: 52.26% R: 31.06% F: 38.96%
+2024-03-24 10:58:57 INFO 0:00:10.653174s elapsed
+2024-03-24 10:58:57 INFO Epoch 120 / 5000:
+2024-03-24 10:59:05 INFO lr: 4.8800e-05 - loss: 0.0021 - UP: 92.96% UR: 89.59% UF: 91.24% P: 92.86% R: 89.50% F: 91.15%
+2024-03-24 10:59:06 INFO dev:  loss: nan - UP: 57.99% UR: 40.27% UF: 47.53% P: 56.02% R: 38.91% F: 45.92%
+2024-03-24 10:59:08 INFO test: loss: nan - UP: 51.47% UR: 33.02% UF: 40.23% P: 49.52% R: 31.78% F: 38.71%
+2024-03-24 10:59:08 INFO 0:00:10.699860s elapsed
+2024-03-24 10:59:08 INFO Epoch 121 / 5000:
+2024-03-24 10:59:16 INFO lr: 4.8790e-05 - loss: 0.0011 - UP: 95.49% UR: 91.13% UF: 93.26% P: 95.45% R: 91.09% F: 93.22%
+2024-03-24 10:59:17 INFO dev:  loss: nan - UP: 59.58% UR: 40.82% UF: 48.45% P: 57.81% R: 39.61% F: 47.01%
+2024-03-24 10:59:18 INFO test: loss: nan - UP: 52.98% UR: 34.02% UF: 41.43% P: 51.30% R: 32.94% F: 40.12%
+2024-03-24 10:59:18 INFO 0:00:10.687661s elapsed
+2024-03-24 10:59:18 INFO Epoch 122 / 5000:
+2024-03-24 10:59:26 INFO lr: 4.8780e-05 - loss: 0.0017 - UP: 95.46% UR: 92.83% UF: 94.13% P: 95.44% R: 92.81% F: 94.11%
+2024-03-24 10:59:27 INFO dev:  loss: nan - UP: 60.31% UR: 41.13% UF: 48.91% P: 58.36% R: 39.80% F: 47.33%
+2024-03-24 10:59:29 INFO test: loss: nan - UP: 53.62% UR: 34.44% UF: 41.94% P: 51.61% R: 33.15% F: 40.37%
+2024-03-24 10:59:29 INFO 0:00:10.709402s elapsed
+2024-03-24 10:59:29 INFO Epoch 123 / 5000:
+2024-03-24 10:59:37 INFO lr: 4.8770e-05 - loss: 0.0003 - UP: 96.32% UR: 93.49% UF: 94.89% P: 96.32% R: 93.49% F: 94.89%
+2024-03-24 10:59:38 INFO dev:  loss: nan - UP: 62.59% UR: 39.53% UF: 48.46% P: 60.73% R: 38.36% F: 47.02%
+2024-03-24 10:59:40 INFO test: loss: nan - UP: 54.64% UR: 33.07% UF: 41.20% P: 52.83% R: 31.97% F: 39.83%
+2024-03-24 10:59:40 INFO 0:00:10.711255s elapsed
+2024-03-24 10:59:40 INFO Epoch 124 / 5000:
+2024-03-24 10:59:48 INFO lr: 4.8760e-05 - loss: 0.0009 - UP: 96.11% UR: 93.81% UF: 94.95% P: 96.11% R: 93.81% F: 94.95%
+2024-03-24 10:59:49 INFO dev:  loss: nan - UP: 60.19% UR: 41.99% UF: 49.47% P: 58.34% R: 40.70% F: 47.95%
+2024-03-24 10:59:50 INFO test: loss: nan - UP: 53.12% UR: 35.05% UF: 42.24% P: 51.30% R: 33.85% F: 40.78%
+2024-03-24 10:59:50 INFO 0:00:10.701424s elapsed
+2024-03-24 10:59:50 INFO Epoch 125 / 5000:
+2024-03-24 10:59:59 INFO lr: 4.8750e-05 - loss: 0.0010 - UP: 95.80% UR: 95.03% UF: 95.42% P: 95.80% R: 95.03% F: 95.42%
+2024-03-24 11:00:00 INFO dev:  loss: nan - UP: 60.94% UR: 41.68% UF: 49.50% P: 59.28% R: 40.55% F: 48.16%
+2024-03-24 11:00:01 INFO test: loss: nan - UP: 51.16% UR: 34.80% UF: 41.42% P: 49.46% R: 33.64% F: 40.04%
+2024-03-24 11:00:01 INFO 0:00:10.772750s elapsed
+2024-03-24 11:00:01 INFO Epoch 126 / 5000:
+2024-03-24 11:00:09 INFO lr: 4.8740e-05 - loss: 0.0000 - UP: 97.00% UR: 94.48% UF: 95.72% P: 96.99% R: 94.46% F: 95.71%
+2024-03-24 11:00:10 INFO dev:  loss: nan - UP: 60.70% UR: 40.66% UF: 48.70% P: 58.95% R: 39.49% F: 47.30%
+2024-03-24 11:00:12 INFO test: loss: nan - UP: 54.34% UR: 34.80% UF: 42.43% P: 52.52% R: 33.64% F: 41.01%
+2024-03-24 11:00:12 INFO 0:00:10.818616s elapsed
+2024-03-24 11:00:12 INFO Epoch 127 / 5000:
+2024-03-24 11:00:20 INFO lr: 4.8730e-05 - loss: 0.0005 - UP: 96.66% UR: 95.61% UF: 96.14% P: 96.65% R: 95.60% F: 96.12%
+2024-03-24 11:00:21 INFO dev:  loss: nan - UP: 59.90% UR: 41.72% UF: 49.18% P: 58.16% R: 40.51% F: 47.76%
+2024-03-24 11:00:23 INFO test: loss: nan - UP: 52.50% UR: 35.56% UF: 42.40% P: 50.59% R: 34.27% F: 40.86%
+2024-03-24 11:00:23 INFO 0:00:10.844278s elapsed
+2024-03-24 11:00:23 INFO Epoch 128 / 5000:
+2024-03-24 11:00:31 INFO lr: 4.8720e-05 - loss: 0.0004 - UP: 97.04% UR: 95.65% UF: 96.34% P: 97.02% R: 95.64% F: 96.32%
+2024-03-24 11:00:32 INFO dev:  loss: nan - UP: 60.88% UR: 42.19% UF: 49.84% P: 59.02% R: 40.90% F: 48.32%
+2024-03-24 11:00:34 INFO test: loss: nan - UP: 53.08% UR: 34.78% UF: 42.02% P: 51.21% R: 33.55% F: 40.54%
+2024-03-24 11:00:34 INFO 0:00:10.959704s elapsed
+2024-03-24 11:00:34 INFO Epoch 129 / 5000:
+2024-03-24 11:00:42 INFO lr: 4.8710e-05 - loss: 0.0008 - UP: 97.14% UR: 95.97% UF: 96.55% P: 97.14% R: 95.97% F: 96.55%
+2024-03-24 11:00:43 INFO dev:  loss: nan - UP: 62.92% UR: 40.23% UF: 49.08% P: 60.84% R: 38.91% F: 47.46%
+2024-03-24 11:00:45 INFO test: loss: nan - UP: 55.99% UR: 33.49% UF: 41.91% P: 54.01% R: 32.31% F: 40.43%
+2024-03-24 11:00:45 INFO 0:00:11.116641s elapsed
+2024-03-24 11:00:45 INFO Epoch 130 / 5000:
+2024-03-24 11:00:53 INFO lr: 4.8700e-05 - loss: 0.0000 - UP: 97.27% UR: 96.01% UF: 96.64% P: 97.27% R: 96.01% F: 96.64%
+2024-03-24 11:00:54 INFO dev:  loss: nan - UP: 64.33% UR: 38.05% UF: 47.82% P: 62.29% R: 36.84% F: 46.29%
+2024-03-24 11:00:56 INFO test: loss: nan - UP: 57.80% UR: 31.92% UF: 41.13% P: 55.74% R: 30.78% F: 39.66%
+2024-03-24 11:00:56 INFO 0:00:10.920673s elapsed
+2024-03-24 11:00:56 INFO Epoch 131 / 5000:
+2024-03-24 11:01:04 INFO lr: 4.8690e-05 - loss: 0.0008 - UP: 97.46% UR: 96.38% UF: 96.92% P: 97.46% R: 96.38% F: 96.92%
+2024-03-24 11:01:05 INFO dev:  loss: nan - UP: 62.81% UR: 40.51% UF: 49.25% P: 60.87% R: 39.26% F: 47.73%
+2024-03-24 11:01:07 INFO test: loss: nan - UP: 56.30% UR: 34.19% UF: 42.54% P: 54.31% R: 32.98% F: 41.04%
+2024-03-24 11:01:07 INFO 0:00:10.812107s elapsed
+2024-03-24 11:01:07 INFO Epoch 132 / 5000:
+2024-03-24 11:01:15 INFO lr: 4.8680e-05 - loss: 0.0010 - UP: 97.38% UR: 96.59% UF: 96.98% P: 97.38% R: 96.59% F: 96.98%
+2024-03-24 11:01:16 INFO dev:  loss: nan - UP: 61.67% UR: 41.91% UF: 49.91% P: 59.77% R: 40.62% F: 48.37%
+2024-03-24 11:01:17 INFO test: loss: nan - UP: 55.08% UR: 34.59% UF: 42.49% P: 53.03% R: 33.30% F: 40.91%
+2024-03-24 11:01:17 INFO 0:00:10.773278s elapsed
+2024-03-24 11:01:17 INFO Epoch 133 / 5000:
+2024-03-24 11:01:26 INFO lr: 4.8670e-05 - loss: 0.0007 - UP: 97.96% UR: 96.68% UF: 97.32% P: 97.96% R: 96.68% F: 97.32%
+2024-03-24 11:01:27 INFO dev:  loss: nan - UP: 64.21% UR: 40.86% UF: 49.94% P: 62.12% R: 39.53% F: 48.32%
+2024-03-24 11:01:28 INFO test: loss: nan - UP: 57.51% UR: 33.66% UF: 42.46% P: 55.52% R: 32.50% F: 41.00%
+2024-03-24 11:01:28 INFO 0:00:10.710453s elapsed
+2024-03-24 11:01:28 INFO Epoch 134 / 5000:
+2024-03-24 11:01:36 INFO lr: 4.8660e-05 - loss: 0.0011 - UP: 97.70% UR: 96.33% UF: 97.01% P: 97.67% R: 96.31% F: 96.99%
+2024-03-24 11:01:37 INFO dev:  loss: nan - UP: 60.57% UR: 43.20% UF: 50.43% P: 58.54% R: 41.76% F: 48.75%
+2024-03-24 11:01:39 INFO test: loss: nan - UP: 51.78% UR: 36.51% UF: 42.83% P: 49.90% R: 35.18% F: 41.26%
+2024-03-24 11:01:45 INFO 0:00:10.740615s elapsed (saved)
+2024-03-24 11:01:45 INFO Epoch 135 / 5000:
+2024-03-24 11:01:53 INFO lr: 4.8650e-05 - loss: 0.0005 - UP: 97.75% UR: 96.82% UF: 97.28% P: 97.75% R: 96.82% F: 97.28%
+2024-03-24 11:01:54 INFO dev:  loss: nan - UP: 61.34% UR: 42.58% UF: 50.27% P: 59.37% R: 41.21% F: 48.65%
+2024-03-24 11:01:56 INFO test: loss: nan - UP: 53.17% UR: 35.43% UF: 42.53% P: 51.20% R: 34.12% F: 40.95%
+2024-03-24 11:01:56 INFO 0:00:10.389423s elapsed
+2024-03-24 11:01:56 INFO Epoch 136 / 5000:
+2024-03-24 11:02:04 INFO lr: 4.8640e-05 - loss: 0.0002 - UP: 97.89% UR: 97.17% UF: 97.53% P: 97.89% R: 97.17% F: 97.53%
+2024-03-24 11:02:05 INFO dev:  loss: nan - UP: 62.46% UR: 41.52% UF: 49.88% P: 60.52% R: 40.23% F: 48.33%
+2024-03-24 11:02:06 INFO test: loss: nan - UP: 54.37% UR: 33.93% UF: 41.78% P: 52.23% R: 32.60% F: 40.15%
+2024-03-24 11:02:06 INFO 0:00:10.447117s elapsed
+2024-03-24 11:02:06 INFO Epoch 137 / 5000:
+2024-03-24 11:02:14 INFO lr: 4.8630e-05 - loss: 0.0004 - UP: 98.11% UR: 96.84% UF: 97.47% P: 98.11% R: 96.84% F: 97.47%
+2024-03-24 11:02:15 INFO dev:  loss: nan - UP: 60.04% UR: 42.85% UF: 50.01% P: 58.24% R: 41.56% F: 48.51%
+2024-03-24 11:02:17 INFO test: loss: nan - UP: 51.15% UR: 35.39% UF: 41.83% P: 49.19% R: 34.04% F: 40.23%
+2024-03-24 11:02:17 INFO 0:00:10.649566s elapsed
+2024-03-24 11:02:17 INFO Epoch 138 / 5000:
+2024-03-24 11:02:25 INFO lr: 4.8620e-05 - loss: 0.0000 - UP: 97.81% UR: 97.36% UF: 97.59% P: 97.81% R: 97.36% F: 97.59%
+2024-03-24 11:02:26 INFO dev:  loss: nan - UP: 62.55% UR: 38.95% UF: 48.00% P: 60.35% R: 37.58% F: 46.32%
+2024-03-24 11:02:28 INFO test: loss: nan - UP: 57.26% UR: 32.81% UF: 41.72% P: 54.94% R: 31.48% F: 40.03%
+2024-03-24 11:02:28 INFO 0:00:11.136293s elapsed
+2024-03-24 11:02:28 INFO Epoch 139 / 5000:
+2024-03-24 11:02:36 INFO lr: 4.8610e-05 - loss: 0.0000 - UP: 98.07% UR: 97.29% UF: 97.68% P: 98.07% R: 97.29% F: 97.68%
+2024-03-24 11:02:37 INFO dev:  loss: nan - UP: 62.91% UR: 39.30% UF: 48.38% P: 60.79% R: 37.97% F: 46.74%
+2024-03-24 11:02:39 INFO test: loss: nan - UP: 58.01% UR: 32.35% UF: 41.54% P: 55.82% R: 31.12% F: 39.96%
+2024-03-24 11:02:39 INFO 0:00:11.174810s elapsed
+2024-03-24 11:02:39 INFO Epoch 140 / 5000:
+2024-03-24 11:02:47 INFO lr: 4.8600e-05 - loss: nan - UP: 98.26% UR: 97.45% UF: 97.85% P: 98.26% R: 97.45% F: 97.85%
+2024-03-24 11:02:48 INFO dev:  loss: nan - UP: 64.26% UR: 38.63% UF: 48.26% P: 62.25% R: 37.42% F: 46.74%
+2024-03-24 11:02:50 INFO test: loss: nan - UP: 58.77% UR: 32.01% UF: 41.44% P: 56.75% R: 30.91% F: 40.02%
+2024-03-24 11:02:50 INFO 0:00:10.990944s elapsed
+2024-03-24 11:02:50 INFO Epoch 141 / 5000:
+2024-03-24 11:02:58 INFO lr: 4.8590e-05 - loss: 0.0006 - UP: 97.92% UR: 97.54% UF: 97.73% P: 97.92% R: 97.54% F: 97.73%
+2024-03-24 11:02:59 INFO dev:  loss: nan - UP: 64.60% UR: 38.63% UF: 48.35% P: 62.51% R: 37.38% F: 46.79%
+2024-03-24 11:03:01 INFO test: loss: nan - UP: 58.96% UR: 31.48% UF: 41.05% P: 56.94% R: 30.40% F: 39.64%
+2024-03-24 11:03:01 INFO 0:00:10.848552s elapsed
+2024-03-24 11:03:01 INFO Epoch 142 / 5000:
+2024-03-24 11:03:09 INFO lr: 4.8580e-05 - loss: 0.0003 - UP: 98.41% UR: 97.95% UF: 98.18% P: 98.41% R: 97.95% F: 98.18%
+2024-03-24 11:03:10 INFO dev:  loss: nan - UP: 64.10% UR: 40.04% UF: 49.29% P: 61.91% R: 38.67% F: 47.61%
+2024-03-24 11:03:12 INFO test: loss: nan - UP: 57.97% UR: 32.58% UF: 41.72% P: 55.90% R: 31.42% F: 40.23%
+2024-03-24 11:03:12 INFO 0:00:10.777003s elapsed
+2024-03-24 11:03:12 INFO Epoch 143 / 5000:
+2024-03-24 11:03:20 INFO lr: 4.8570e-05 - loss: 0.0000 - UP: 98.27% UR: 98.05% UF: 98.16% P: 98.27% R: 98.05% F: 98.16%
+2024-03-24 11:03:21 INFO dev:  loss: nan - UP: 62.02% UR: 41.02% UF: 49.38% P: 59.72% R: 39.49% F: 47.54%
+2024-03-24 11:03:22 INFO test: loss: nan - UP: 56.76% UR: 33.81% UF: 42.37% P: 54.66% R: 32.56% F: 40.81%
+2024-03-24 11:03:22 INFO 0:00:10.723933s elapsed
+2024-03-24 11:03:22 INFO Epoch 144 / 5000:
+2024-03-24 11:03:31 INFO lr: 4.8560e-05 - loss: 0.0001 - UP: 98.53% UR: 97.79% UF: 98.16% P: 98.53% R: 97.79% F: 98.16%
+2024-03-24 11:03:32 INFO dev:  loss: nan - UP: 63.85% UR: 40.98% UF: 49.92% P: 61.78% R: 39.65% F: 48.30%
+2024-03-24 11:03:33 INFO test: loss: nan - UP: 57.77% UR: 32.98% UF: 41.99% P: 55.70% R: 31.80% F: 40.48%
+2024-03-24 11:03:33 INFO 0:00:10.726531s elapsed
+2024-03-24 11:03:33 INFO Epoch 145 / 5000:
+2024-03-24 11:03:41 INFO lr: 4.8550e-05 - loss: 0.0000 - UP: 98.33% UR: 98.21% UF: 98.27% P: 98.33% R: 98.21% F: 98.27%
+2024-03-24 11:03:42 INFO dev:  loss: nan - UP: 64.77% UR: 40.51% UF: 49.84% P: 62.71% R: 39.22% F: 48.26%
+2024-03-24 11:03:44 INFO test: loss: nan - UP: 58.14% UR: 32.52% UF: 41.71% P: 56.10% R: 31.38% F: 40.24%
+2024-03-24 11:03:44 INFO 0:00:10.697597s elapsed
+2024-03-24 11:03:44 INFO Epoch 146 / 5000:
+2024-03-24 11:03:52 INFO lr: 4.8540e-05 - loss: 0.0021 - UP: 98.48% UR: 97.81% UF: 98.14% P: 98.48% R: 97.81% F: 98.14%
+2024-03-24 11:03:53 INFO dev:  loss: nan - UP: 61.47% UR: 40.94% UF: 49.14% P: 59.35% R: 39.53% F: 47.46%
+2024-03-24 11:03:54 INFO test: loss: nan - UP: 56.65% UR: 32.77% UF: 41.52% P: 54.53% R: 31.54% F: 39.97%
+2024-03-24 11:03:54 INFO 0:00:10.697913s elapsed
+2024-03-24 11:03:54 INFO Epoch 147 / 5000:
+2024-03-24 11:04:03 INFO lr: 4.8530e-05 - loss: 0.0002 - UP: 98.54% UR: 97.58% UF: 98.06% P: 98.54% R: 97.58% F: 98.06%
+2024-03-24 11:04:04 INFO dev:  loss: nan - UP: 62.59% UR: 41.17% UF: 49.67% P: 60.51% R: 39.80% F: 48.02%
+2024-03-24 11:04:05 INFO test: loss: nan - UP: 58.03% UR: 33.81% UF: 42.72% P: 55.93% R: 32.58% F: 41.17%
+2024-03-24 11:04:05 INFO 0:00:10.683135s elapsed
+2024-03-24 11:04:05 INFO Epoch 148 / 5000:
+2024-03-24 11:04:13 INFO lr: 4.8520e-05 - loss: 0.0005 - UP: 98.07% UR: 97.24% UF: 97.65% P: 98.07% R: 97.24% F: 97.65%
+2024-03-24 11:04:14 INFO dev:  loss: nan - UP: 62.51% UR: 40.31% UF: 49.01% P: 60.45% R: 38.98% F: 47.40%
+2024-03-24 11:04:16 INFO test: loss: nan - UP: 55.48% UR: 34.10% UF: 42.24% P: 53.66% R: 32.98% F: 40.85%
+2024-03-24 11:04:16 INFO 0:00:10.696443s elapsed
+2024-03-24 11:04:16 INFO Epoch 149 / 5000:
+2024-03-24 11:04:24 INFO lr: 4.8510e-05 - loss: nan - UP: 98.16% UR: 96.65% UF: 97.40% P: 98.16% R: 96.65% F: 97.40%
+2024-03-24 11:04:25 INFO dev:  loss: nan - UP: 63.82% UR: 38.59% UF: 48.10% P: 62.08% R: 37.54% F: 46.79%
+2024-03-24 11:04:27 INFO test: loss: nan - UP: 57.83% UR: 32.05% UF: 41.25% P: 55.89% R: 30.97% F: 39.86%
+2024-03-24 11:04:27 INFO 0:00:10.702230s elapsed
+2024-03-24 11:04:27 INFO Epoch 150 / 5000:
+2024-03-24 11:04:35 INFO lr: 4.8500e-05 - loss: 0.0000 - UP: 98.29% UR: 97.79% UF: 98.04% P: 98.28% R: 97.78% F: 98.03%
+2024-03-24 11:04:36 INFO dev:  loss: nan - UP: 63.24% UR: 40.39% UF: 49.30% P: 61.16% R: 39.06% F: 47.68%
+2024-03-24 11:04:37 INFO test: loss: nan - UP: 57.18% UR: 33.89% UF: 42.56% P: 55.29% R: 32.77% F: 41.15%
+2024-03-24 11:04:37 INFO 0:00:10.709729s elapsed
+2024-03-24 11:04:37 INFO Epoch 151 / 5000:
+2024-03-24 11:04:45 INFO lr: 4.8490e-05 - loss: 0.0000 - UP: 98.67% UR: 97.29% UF: 97.98% P: 98.64% R: 97.27% F: 97.95%
+2024-03-24 11:04:46 INFO dev:  loss: nan - UP: 61.41% UR: 40.47% UF: 48.79% P: 59.28% R: 39.06% F: 47.09%
+2024-03-24 11:04:48 INFO test: loss: nan - UP: 54.31% UR: 34.46% UF: 42.17% P: 52.28% R: 33.17% F: 40.59%
+2024-03-24 11:04:48 INFO 0:00:10.736260s elapsed
+2024-03-24 11:04:48 INFO Epoch 152 / 5000:
+2024-03-24 11:04:56 INFO lr: 4.8480e-05 - loss: 0.0026 - UP: 98.31% UR: 97.02% UF: 97.66% P: 98.15% R: 96.87% F: 97.51%
+2024-03-24 11:04:57 INFO dev:  loss: nan - UP: 60.42% UR: 41.91% UF: 49.49% P: 57.77% R: 40.08% F: 47.32%
+2024-03-24 11:04:59 INFO test: loss: nan - UP: 53.67% UR: 33.87% UF: 41.53% P: 51.62% R: 32.58% F: 39.95%
+2024-03-24 11:04:59 INFO 0:00:10.744900s elapsed
+2024-03-24 11:04:59 INFO Epoch 153 / 5000:
+2024-03-24 11:05:07 INFO lr: 4.8470e-05 - loss: 0.0010 - UP: 97.61% UR: 96.89% UF: 97.25% P: 97.57% R: 96.85% F: 97.21%
+2024-03-24 11:05:08 INFO dev:  loss: nan - UP: 61.44% UR: 38.28% UF: 47.17% P: 58.68% R: 36.56% F: 45.05%
+2024-03-24 11:05:10 INFO test: loss: nan - UP: 55.34% UR: 33.70% UF: 41.89% P: 52.85% R: 32.18% F: 40.00%
+2024-03-24 11:05:10 INFO 0:00:10.792667s elapsed
+2024-03-24 11:05:10 INFO Epoch 154 / 5000:
+2024-03-24 11:05:18 INFO lr: 4.8460e-05 - loss: 0.0008 - UP: 97.49% UR: 97.03% UF: 97.26% P: 97.39% R: 96.92% F: 97.15%
+2024-03-24 11:05:19 INFO dev:  loss: nan - UP: 63.30% UR: 35.23% UF: 45.27% P: 60.07% R: 33.44% F: 42.96%
+2024-03-24 11:05:20 INFO test: loss: nan - UP: 54.99% UR: 30.38% UF: 39.14% P: 52.81% R: 29.18% F: 37.59%
+2024-03-24 11:05:20 INFO 0:00:10.835767s elapsed
+2024-03-24 11:05:20 INFO Epoch 155 / 5000:
+2024-03-24 11:05:29 INFO lr: 4.8450e-05 - loss: 0.0018 - UP: 97.33% UR: 95.88% UF: 96.60% P: 97.25% R: 95.80% F: 96.52%
+2024-03-24 11:05:30 INFO dev:  loss: nan - UP: 58.13% UR: 38.95% UF: 46.64% P: 56.03% R: 37.54% F: 44.96%
+2024-03-24 11:05:31 INFO test: loss: nan - UP: 48.05% UR: 30.66% UF: 37.43% P: 45.99% R: 29.35% F: 35.83%
+2024-03-24 11:05:31 INFO 0:00:10.903498s elapsed
+2024-03-24 11:05:31 INFO Epoch 156 / 5000:
+2024-03-24 11:05:40 INFO lr: 4.8440e-05 - loss: 0.0003 - UP: 95.18% UR: 92.92% UF: 94.03% P: 95.11% R: 92.84% F: 93.96%
+2024-03-24 11:05:41 INFO dev:  loss: nan - UP: 52.97% UR: 46.37% UF: 49.45% P: 50.65% R: 44.34% F: 47.28%
+2024-03-24 11:05:42 INFO test: loss: nan - UP: 40.57% UR: 37.12% UF: 38.77% P: 39.07% R: 35.75% F: 37.33%
+2024-03-24 11:05:42 INFO 0:00:10.985188s elapsed
+2024-03-24 11:05:42 INFO Epoch 157 / 5000:
+2024-03-24 11:05:51 INFO lr: 4.8430e-05 - loss: 0.0019 - UP: 95.04% UR: 92.86% UF: 93.93% P: 95.00% R: 92.82% F: 93.90%
+2024-03-24 11:05:52 INFO dev:  loss: nan - UP: 58.89% UR: 42.81% UF: 49.58% P: 56.53% R: 41.09% F: 47.59%
+2024-03-24 11:05:53 INFO test: loss: nan - UP: 47.94% UR: 34.23% UF: 39.94% P: 45.87% R: 32.75% F: 38.21%
+2024-03-24 11:05:53 INFO 0:00:11.018149s elapsed
+2024-03-24 11:05:53 INFO Epoch 158 / 5000:
+2024-03-24 11:06:02 INFO lr: 4.8420e-05 - loss: 0.0006 - UP: 96.39% UR: 92.74% UF: 94.53% P: 96.35% R: 92.70% F: 94.49%
+2024-03-24 11:06:03 INFO dev:  loss: nan - UP: 55.87% UR: 43.71% UF: 49.05% P: 53.62% R: 41.95% F: 47.07%
+2024-03-24 11:06:04 INFO test: loss: nan - UP: 46.05% UR: 35.35% UF: 40.00% P: 43.96% R: 33.74% F: 38.18%
+2024-03-24 11:06:04 INFO 0:00:11.010420s elapsed
+2024-03-24 11:06:04 INFO Epoch 159 / 5000:
+2024-03-24 11:06:13 INFO lr: 4.8410e-05 - loss: 0.0035 - UP: 93.53% UR: 91.09% UF: 92.29% P: 93.27% R: 90.85% F: 92.04%
+2024-03-24 11:06:14 INFO dev:  loss: nan - UP: 55.01% UR: 38.20% UF: 45.09% P: 52.98% R: 36.80% F: 43.43%
+2024-03-24 11:06:15 INFO test: loss: nan - UP: 46.68% UR: 31.08% UF: 37.32% P: 43.89% R: 29.22% F: 35.08%
+2024-03-24 11:06:15 INFO 0:00:10.950131s elapsed
+2024-03-24 11:06:15 INFO Epoch 160 / 5000:
+2024-03-24 11:06:24 INFO lr: 4.8400e-05 - loss: 0.0120 - UP: 88.57% UR: 81.47% UF: 84.87% P: 88.21% R: 81.14% F: 84.52%
+2024-03-24 11:06:25 INFO dev:  loss: nan - UP: 62.65% UR: 28.63% UF: 39.30% P: 59.91% R: 27.38% F: 37.59%
+2024-03-24 11:06:26 INFO test: loss: nan - UP: 55.98% UR: 26.71% UF: 36.16% P: 53.94% R: 25.73% F: 34.84%
+2024-03-24 11:06:26 INFO 0:00:10.898252s elapsed
+2024-03-24 11:06:26 INFO Epoch 161 / 5000:
+2024-03-24 11:06:34 INFO lr: 4.8390e-05 - loss: 0.0020 - UP: 91.02% UR: 84.90% UF: 87.85% P: 90.51% R: 84.42% F: 87.36%
+2024-03-24 11:06:35 INFO dev:  loss: nan - UP: 58.64% UR: 37.93% UF: 46.06% P: 56.22% R: 36.37% F: 44.17%
+2024-03-24 11:06:37 INFO test: loss: nan - UP: 49.12% UR: 30.51% UF: 37.64% P: 47.14% R: 29.28% F: 36.13%
+2024-03-24 11:06:37 INFO 0:00:10.852690s elapsed
+2024-03-24 11:06:37 INFO Epoch 162 / 5000:
+2024-03-24 11:06:45 INFO lr: 4.8380e-05 - loss: 0.0030 - UP: 91.20% UR: 84.04% UF: 87.47% P: 90.95% R: 83.82% F: 87.24%
+2024-03-24 11:06:46 INFO dev:  loss: nan - UP: 67.19% UR: 30.00% UF: 41.48% P: 64.65% R: 28.87% F: 39.91%
+2024-03-24 11:06:48 INFO test: loss: nan - UP: 59.12% UR: 25.33% UF: 35.47% P: 56.26% R: 24.11% F: 33.75%
+2024-03-24 11:06:48 INFO 0:00:10.805195s elapsed
+2024-03-24 11:06:48 INFO Epoch 163 / 5000:
+2024-03-24 11:06:56 INFO lr: 4.8370e-05 - loss: 0.0015 - UP: 94.73% UR: 91.99% UF: 93.34% P: 94.70% R: 91.97% F: 93.32%
+2024-03-24 11:06:57 INFO dev:  loss: nan - UP: 54.28% UR: 46.37% UF: 50.01% P: 52.22% R: 44.61% F: 48.11%
+2024-03-24 11:06:59 INFO test: loss: nan - UP: 43.95% UR: 37.44% UF: 40.43% P: 41.96% R: 35.75% F: 38.61%
+2024-03-24 11:06:59 INFO 0:00:10.774251s elapsed
+2024-03-24 11:06:59 INFO Epoch 164 / 5000:
+2024-03-24 11:07:07 INFO lr: 4.8360e-05 - loss: 0.0015 - UP: 96.37% UR: 92.02% UF: 94.14% P: 96.35% R: 91.99% F: 94.12%
+2024-03-24 11:07:08 INFO dev:  loss: nan - UP: 63.31% UR: 39.57% UF: 48.70% P: 60.75% R: 37.97% F: 46.73%
+2024-03-24 11:07:09 INFO test: loss: nan - UP: 56.41% UR: 32.18% UF: 40.98% P: 54.15% R: 30.89% F: 39.34%
+2024-03-24 11:07:09 INFO 0:00:10.772492s elapsed
+2024-03-24 11:07:18 INFO Epoch 134 saved
+2024-03-24 11:07:18 INFO dev:  UP: 60.57% UR: 43.20% UF: 50.43% P: 58.54% R: 41.76% F: 48.75%
+2024-03-24 11:07:18 INFO test: UP: 51.78% UR: 36.51% UF: 42.83% P: 49.90% R: 35.18% F: 41.26%
+2024-03-24 11:07:18 INFO 0:29:22.097451s elapsed, 0:00:10.744497s/epoch

models/mpqa/sdp_byMTLD_asc/80/model_vi_mpqa_xlm_9 ADDED Viewed

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

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+size 1179290619

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

	@@ -0,0 +1,655 @@

+2024-03-24 10:14:45 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_asc/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_asc/80/train.conllu
+dev                  | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_byMTLD_asc/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 10:14:45 INFO Building the fields
+2024-03-24 10:14:46 INFO CoNLL(
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
+ (labels): ChartField()
+)
+2024-03-24 10:14:46 INFO Building the model
+2024-03-24 10:14:49 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 10:14:49 INFO Loading the data
+2024-03-24 10:14:55 INFO
+train: Dataset(n_sentences=4697, n_batches=37, n_buckets=32)
+dev:   Dataset(n_sentences=1649, n_batches=32, n_buckets=32)
+test:  Dataset(n_sentences=2112, n_batches=33, n_buckets=32)
+2024-03-24 10:14:55 INFO Epoch 1 / 5000:
+2024-03-24 10:15:04 INFO lr: 4.9990e-05 - loss: 0.0962 - UP:  0.50% UR:  1.43% UF:  0.74% P:  0.10% R:  0.27% F:  0.14%
+2024-03-24 10:15:05 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 10:15:06 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 10:15:06 INFO 0:00:11.150194s elapsed
+2024-03-24 10:15:06 INFO Epoch 2 / 5000:
+2024-03-24 10:15:15 INFO lr: 4.9980e-05 - loss: nan - UP: 29.93% UR:  0.48% UF:  0.95% P: 20.44% R:  0.33% F:  0.65%
+2024-03-24 10:15:15 INFO dev:  loss: nan - UP: 51.72% UR:  1.17% UF:  2.29% P: 36.21% R:  0.82% F:  1.60%
+2024-03-24 10:15:17 INFO test: loss: nan - UP: 50.00% UR:  1.12% UF:  2.19% P: 24.53% R:  0.55% F:  1.07%
+2024-03-24 10:15:21 INFO 0:00:10.452587s elapsed (saved)
+2024-03-24 10:15:21 INFO Epoch 3 / 5000:
+2024-03-24 10:15:30 INFO lr: 4.9970e-05 - loss: 0.0402 - UP: 37.27% UR:  2.13% UF:  4.03% P: 31.06% R:  1.77% F:  3.36%
+2024-03-24 10:15:31 INFO dev:  loss: nan - UP: 69.23% UR:  0.70% UF:  1.39% P: 69.23% R:  0.70% F:  1.39%
+2024-03-24 10:15:32 INFO test: loss: nan - UP: 76.32% UR:  0.61% UF:  1.22% P: 63.16% R:  0.51% F:  1.01%
+2024-03-24 10:15:32 INFO 0:00:10.524198s elapsed
+2024-03-24 10:15:32 INFO Epoch 4 / 5000:
+2024-03-24 10:15:40 INFO lr: 4.9960e-05 - loss: 0.0413 - UP: 48.11% UR:  4.21% UF:  7.74% P: 44.05% R:  3.86% F:  7.09%
+2024-03-24 10:15:41 INFO dev:  loss: nan - UP: 49.30% UR:  4.14% UF:  7.64% P: 46.51% R:  3.91% F:  7.21%
+2024-03-24 10:15:43 INFO test: loss: nan - UP: 46.65% UR:  3.97% UF:  7.32% P: 41.44% R:  3.53% F:  6.50%
+2024-03-24 10:15:49 INFO 0:00:10.619459s elapsed (saved)
+2024-03-24 10:15:49 INFO Epoch 5 / 5000:
+2024-03-24 10:15:57 INFO lr: 4.9950e-05 - loss: 0.0250 - UP: 45.16% UR:  5.96% UF: 10.53% P: 42.92% R:  5.67% F: 10.01%
+2024-03-24 10:15:58 INFO dev:  loss: nan - UP: 68.54% UR:  5.70% UF: 10.53% P: 66.67% R:  5.55% F: 10.24%
+2024-03-24 10:16:00 INFO test: loss: nan - UP: 54.66% UR:  3.72% UF:  6.96% P: 50.00% R:  3.40% F:  6.37%
+2024-03-24 10:16:07 INFO 0:00:10.530654s elapsed (saved)
+2024-03-24 10:16:07 INFO Epoch 6 / 5000:
+2024-03-24 10:16:15 INFO lr: 4.9940e-05 - loss: 0.0266 - UP: 58.16% UR:  9.99% UF: 17.06% P: 56.30% R:  9.67% F: 16.51%
+2024-03-24 10:16:16 INFO dev:  loss: nan - UP: 51.76% UR: 15.47% UF: 23.82% P: 49.80% R: 14.88% F: 22.92%
+2024-03-24 10:16:17 INFO test: loss: nan - UP: 48.35% UR: 12.97% UF: 20.46% P: 43.86% R: 11.77% F: 18.56%
+2024-03-24 10:16:24 INFO 0:00:10.514387s elapsed (saved)
+2024-03-24 10:16:24 INFO Epoch 7 / 5000:
+2024-03-24 10:16:32 INFO lr: 4.9930e-05 - loss: 0.0169 - UP: 61.27% UR: 17.98% UF: 27.80% P: 60.38% R: 17.72% F: 27.40%
+2024-03-24 10:16:33 INFO dev:  loss: nan - UP: 55.45% UR: 15.90% UF: 24.71% P: 53.54% R: 15.35% F: 23.86%
+2024-03-24 10:16:34 INFO test: loss: nan - UP: 52.85% UR: 14.71% UF: 23.01% P: 48.67% R: 13.54% F: 21.19%
+2024-03-24 10:16:41 INFO 0:00:10.500911s elapsed (saved)
+2024-03-24 10:16:41 INFO Epoch 8 / 5000:
+2024-03-24 10:16:49 INFO lr: 4.9920e-05 - loss: 0.0125 - UP: 66.74% UR: 21.62% UF: 32.66% P: 66.05% R: 21.40% F: 32.32%
+2024-03-24 10:16:50 INFO dev:  loss: nan - UP: 51.83% UR: 19.34% UF: 28.17% P: 50.79% R: 18.95% F: 27.60%
+2024-03-24 10:16:52 INFO test: loss: nan - UP: 51.10% UR: 19.61% UF: 28.34% P: 48.73% R: 18.70% F: 27.03%
+2024-03-24 10:16:59 INFO 0:00:10.505251s elapsed (saved)
+2024-03-24 10:16:59 INFO Epoch 9 / 5000:
+2024-03-24 10:17:07 INFO lr: 4.9910e-05 - loss: 0.0187 - UP: 66.55% UR: 28.73% UF: 40.13% P: 66.08% R: 28.53% F: 39.85%
+2024-03-24 10:17:08 INFO dev:  loss: nan - UP: 76.36% UR: 13.12% UF: 22.40% P: 75.00% R: 12.89% F: 22.00%
+2024-03-24 10:17:09 INFO test: loss: nan - UP: 68.97% UR:  9.49% UF: 16.68% P: 65.59% R:  9.02% F: 15.86%
+2024-03-24 10:17:09 INFO 0:00:10.494197s elapsed
+2024-03-24 10:17:09 INFO Epoch 10 / 5000:
+2024-03-24 10:17:17 INFO lr: 4.9900e-05 - loss: 0.0002 - UP: 71.39% UR: 31.19% UF: 43.41% P: 71.22% R: 31.12% F: 43.31%
+2024-03-24 10:17:18 INFO dev:  loss: nan - UP: 53.01% UR: 26.45% UF: 35.29% P: 51.76% R: 25.82% F: 34.45%
+2024-03-24 10:17:20 INFO test: loss: nan - UP: 51.51% UR: 24.13% UF: 32.86% P: 49.21% R: 23.05% F: 31.40%
+2024-03-24 10:17:25 INFO 0:00:10.571163s elapsed (saved)
+2024-03-24 10:17:25 INFO Epoch 11 / 5000:
+2024-03-24 10:17:34 INFO lr: 4.9890e-05 - loss: 0.0093 - UP: 73.16% UR: 38.53% UF: 50.48% P: 72.94% R: 38.42% F: 50.33%
+2024-03-24 10:17:35 INFO dev:  loss: nan - UP: 56.82% UR: 25.86% UF: 35.54% P: 55.71% R: 25.35% F: 34.85%
+2024-03-24 10:17:36 INFO test: loss: nan - UP: 54.09% UR: 23.60% UF: 32.86% P: 51.82% R: 22.61% F: 31.48%
+2024-03-24 10:17:43 INFO 0:00:10.512465s elapsed (saved)
+2024-03-24 10:17:43 INFO Epoch 12 / 5000:
+2024-03-24 10:17:51 INFO lr: 4.9880e-05 - loss: 0.0195 - UP: 74.67% UR: 37.20% UF: 49.66% P: 73.91% R: 36.82% F: 49.15%
+2024-03-24 10:17:52 INFO dev:  loss: nan - UP: 50.17% UR: 29.10% UF: 36.84% P: 47.88% R: 27.77% F: 35.15%
+2024-03-24 10:17:53 INFO test: loss: nan - UP: 43.02% UR: 25.86% UF: 32.30% P: 40.74% R: 24.49% F: 30.59%
+2024-03-24 10:18:00 INFO 0:00:10.486502s elapsed (saved)
+2024-03-24 10:18:00 INFO Epoch 13 / 5000:
+2024-03-24 10:18:08 INFO lr: 4.9870e-05 - loss: 0.0155 - UP: 71.32% UR: 39.96% UF: 51.22% P: 70.47% R: 39.49% F: 50.62%
+2024-03-24 10:18:09 INFO dev:  loss: nan - UP: 55.05% UR: 23.44% UF: 32.88% P: 53.12% R: 22.62% F: 31.73%
+2024-03-24 10:18:11 INFO test: loss: nan - UP: 49.74% UR: 18.19% UF: 26.64% P: 47.37% R: 17.33% F: 25.37%
+2024-03-24 10:18:11 INFO 0:00:10.501564s elapsed
+2024-03-24 10:18:11 INFO Epoch 14 / 5000:
+2024-03-24 10:18:19 INFO lr: 4.9860e-05 - loss: 0.0088 - UP: 76.53% UR: 44.12% UF: 55.97% P: 76.26% R: 43.96% F: 55.77%
+2024-03-24 10:18:20 INFO dev:  loss: nan - UP: 49.40% UR: 28.83% UF: 36.41% P: 46.85% R: 27.34% F: 34.53%
+2024-03-24 10:18:21 INFO test: loss: nan - UP: 46.50% UR: 24.97% UF: 32.49% P: 43.59% R: 23.41% F: 30.46%
+2024-03-24 10:18:21 INFO 0:00:10.577843s elapsed
+2024-03-24 10:18:21 INFO Epoch 15 / 5000:
+2024-03-24 10:18:29 INFO lr: 4.9850e-05 - loss: 0.0204 - UP: 75.59% UR: 44.87% UF: 56.32% P: 75.01% R: 44.53% F: 55.89%
+2024-03-24 10:18:30 INFO dev:  loss: nan - UP: 55.48% UR: 30.43% UF: 39.30% P: 52.42% R: 28.75% F: 37.13%
+2024-03-24 10:18:32 INFO test: loss: nan - UP: 52.25% UR: 25.04% UF: 33.85% P: 49.03% R: 23.49% F: 31.77%
+2024-03-24 10:18:39 INFO 0:00:10.846877s elapsed (saved)
+2024-03-24 10:18:39 INFO Epoch 16 / 5000:
+2024-03-24 10:18:47 INFO lr: 4.9840e-05 - loss: 0.0152 - UP: 73.80% UR: 44.78% UF: 55.74% P: 73.16% R: 44.39% F: 55.25%
+2024-03-24 10:18:48 INFO dev:  loss: nan - UP: 51.20% UR: 26.60% UF: 35.01% P: 49.70% R: 25.82% F: 33.98%
+2024-03-24 10:18:49 INFO test: loss: nan - UP: 43.49% UR: 23.58% UF: 30.58% P: 41.89% R: 22.71% F: 29.46%
+2024-03-24 10:18:49 INFO 0:00:10.550683s elapsed
+2024-03-24 10:18:49 INFO Epoch 17 / 5000:
+2024-03-24 10:18:58 INFO lr: 4.9830e-05 - loss: 0.0078 - UP: 74.02% UR: 41.08% UF: 52.83% P: 73.68% R: 40.89% F: 52.59%
+2024-03-24 10:18:59 INFO dev:  loss: nan - UP: 62.61% UR: 25.51% UF: 36.25% P: 60.98% R: 24.84% F: 35.30%
+2024-03-24 10:19:00 INFO test: loss: nan - UP: 58.32% UR: 22.44% UF: 32.41% P: 55.63% R: 21.40% F: 30.91%
+2024-03-24 10:19:00 INFO 0:00:10.726001s elapsed
+2024-03-24 10:19:00 INFO Epoch 18 / 5000:
+2024-03-24 10:19:09 INFO lr: 4.9820e-05 - loss: 0.0059 - UP: 78.91% UR: 50.46% UF: 61.55% P: 78.80% R: 50.38% F: 61.47%
+2024-03-24 10:19:10 INFO dev:  loss: nan - UP: 55.08% UR: 27.97% UF: 37.10% P: 53.23% R: 27.03% F: 35.85%
+2024-03-24 10:19:11 INFO test: loss: nan - UP: 55.20% UR: 25.69% UF: 35.06% P: 52.47% R: 24.42% F: 33.33%
+2024-03-24 10:19:11 INFO 0:00:11.115169s elapsed
+2024-03-24 10:19:11 INFO Epoch 19 / 5000:
+2024-03-24 10:19:20 INFO lr: 4.9810e-05 - loss: 0.0087 - UP: 81.79% UR: 54.87% UF: 65.68% P: 81.70% R: 54.81% F: 65.60%
+2024-03-24 10:19:21 INFO dev:  loss: nan - UP: 51.75% UR: 32.27% UF: 39.75% P: 50.31% R: 31.37% F: 38.64%
+2024-03-24 10:19:22 INFO test: loss: nan - UP: 50.10% UR: 31.02% UF: 38.31% P: 47.82% R: 29.60% F: 36.57%
+2024-03-24 10:19:29 INFO 0:00:11.261526s elapsed (saved)
+2024-03-24 10:19:29 INFO Epoch 20 / 5000:
+2024-03-24 10:19:37 INFO lr: 4.9800e-05 - loss: 0.0011 - UP: 82.79% UR: 58.66% UF: 68.67% P: 82.71% R: 58.60% F: 68.60%
+2024-03-24 10:19:38 INFO dev:  loss: nan - UP: 55.00% UR: 34.14% UF: 42.13% P: 53.30% R: 33.09% F: 40.83%
+2024-03-24 10:19:39 INFO test: loss: nan - UP: 50.08% UR: 32.28% UF: 39.26% P: 48.21% R: 31.08% F: 37.80%
+2024-03-24 10:19:46 INFO 0:00:10.516767s elapsed (saved)
+2024-03-24 10:19:46 INFO Epoch 21 / 5000:
+2024-03-24 10:19:54 INFO lr: 4.9790e-05 - loss: 0.0046 - UP: 83.57% UR: 62.21% UF: 71.33% P: 83.51% R: 62.16% F: 71.27%
+2024-03-24 10:19:55 INFO dev:  loss: nan - UP: 57.60% UR: 32.27% UF: 41.36% P: 56.35% R: 31.56% F: 40.46%
+2024-03-24 10:19:56 INFO test: loss: nan - UP: 53.80% UR: 29.60% UF: 38.19% P: 51.77% R: 28.48% F: 36.75%
+2024-03-24 10:19:56 INFO 0:00:10.485244s elapsed
+2024-03-24 10:19:56 INFO Epoch 22 / 5000:
+2024-03-24 10:20:04 INFO lr: 4.9780e-05 - loss: 0.0075 - UP: 85.15% UR: 63.87% UF: 72.99% P: 85.10% R: 63.83% F: 72.95%
+2024-03-24 10:20:05 INFO dev:  loss: nan - UP: 55.68% UR: 29.69% UF: 38.73% P: 54.36% R: 28.98% F: 37.81%
+2024-03-24 10:20:07 INFO test: loss: nan - UP: 54.49% UR: 28.95% UF: 37.81% P: 52.35% R: 27.80% F: 36.32%
+2024-03-24 10:20:07 INFO 0:00:10.561294s elapsed
+2024-03-24 10:20:07 INFO Epoch 23 / 5000:
+2024-03-24 10:20:15 INFO lr: 4.9770e-05 - loss: 0.0000 - UP: 83.94% UR: 67.95% UF: 75.10% P: 83.88% R: 67.90% F: 75.05%
+2024-03-24 10:20:16 INFO dev:  loss: nan - UP: 57.77% UR: 31.64% UF: 40.89% P: 56.28% R: 30.82% F: 39.83%
+2024-03-24 10:20:18 INFO test: loss: nan - UP: 55.42% UR: 30.47% UF: 39.32% P: 53.46% R: 29.39% F: 37.93%
+2024-03-24 10:20:18 INFO 0:00:10.794004s elapsed
+2024-03-24 10:20:18 INFO Epoch 24 / 5000:
+2024-03-24 10:20:27 INFO lr: 4.9760e-05 - loss: 0.0000 - UP: 86.47% UR: 68.72% UF: 76.58% P: 86.43% R: 68.68% F: 76.54%
+2024-03-24 10:20:28 INFO dev:  loss: nan - UP: 56.76% UR: 32.62% UF: 41.43% P: 54.66% R: 31.41% F: 39.89%
+2024-03-24 10:20:29 INFO test: loss: nan - UP: 53.17% UR: 31.04% UF: 39.19% P: 51.10% R: 29.83% F: 37.67%
+2024-03-24 10:20:29 INFO 0:00:11.647868s elapsed
+2024-03-24 10:20:29 INFO Epoch 25 / 5000:
+2024-03-24 10:20:38 INFO lr: 4.9750e-05 - loss: 0.0012 - UP: 86.98% UR: 72.32% UF: 78.98% P: 86.98% R: 72.32% F: 78.98%
+2024-03-24 10:20:39 INFO dev:  loss: nan - UP: 59.28% UR: 31.05% UF: 40.76% P: 56.97% R: 29.84% F: 39.17%
+2024-03-24 10:20:41 INFO test: loss: nan - UP: 54.53% UR: 29.35% UF: 38.16% P: 52.45% R: 28.23% F: 36.70%
+2024-03-24 10:20:41 INFO 0:00:11.175295s elapsed
+2024-03-24 10:20:41 INFO Epoch 26 / 5000:
+2024-03-24 10:20:49 INFO lr: 4.9740e-05 - loss: 0.0051 - UP: 87.48% UR: 74.12% UF: 80.25% P: 87.47% R: 74.11% F: 80.24%
+2024-03-24 10:20:50 INFO dev:  loss: nan - UP: 56.58% UR: 31.91% UF: 40.81% P: 54.50% R: 30.74% F: 39.31%
+2024-03-24 10:20:52 INFO test: loss: nan - UP: 54.35% UR: 30.61% UF: 39.17% P: 52.36% R: 29.50% F: 37.73%
+2024-03-24 10:20:52 INFO 0:00:11.185058s elapsed
+2024-03-24 10:20:52 INFO Epoch 27 / 5000:
+2024-03-24 10:21:00 INFO lr: 4.9730e-05 - loss: 0.0053 - UP: 89.72% UR: 75.32% UF: 81.89% P: 89.69% R: 75.29% F: 81.86%
+2024-03-24 10:21:01 INFO dev:  loss: nan - UP: 58.93% UR: 32.85% UF: 42.19% P: 56.90% R: 31.72% F: 40.73%
+2024-03-24 10:21:03 INFO test: loss: nan - UP: 54.01% UR: 30.57% UF: 39.04% P: 51.77% R: 29.30% F: 37.43%
+2024-03-24 10:21:03 INFO 0:00:11.097733s elapsed
+2024-03-24 10:21:03 INFO Epoch 28 / 5000:
+2024-03-24 10:21:11 INFO lr: 4.9720e-05 - loss: 0.0022 - UP: 88.67% UR: 76.20% UF: 81.97% P: 88.66% R: 76.19% F: 81.95%
+2024-03-24 10:21:12 INFO dev:  loss: nan - UP: 56.73% UR: 33.24% UF: 41.92% P: 55.00% R: 32.23% F: 40.64%
+2024-03-24 10:21:14 INFO test: loss: nan - UP: 50.60% UR: 30.11% UF: 37.75% P: 48.62% R: 28.92% F: 36.27%
+2024-03-24 10:21:14 INFO 0:00:11.109090s elapsed
+2024-03-24 10:21:14 INFO Epoch 29 / 5000:
+2024-03-24 10:21:22 INFO lr: 4.9710e-05 - loss: 0.0040 - UP: 88.76% UR: 76.62% UF: 82.24% P: 88.75% R: 76.61% F: 82.23%
+2024-03-24 10:21:23 INFO dev:  loss: nan - UP: 58.33% UR: 33.63% UF: 42.67% P: 55.96% R: 32.27% F: 40.93%
+2024-03-24 10:21:25 INFO test: loss: nan - UP: 53.66% UR: 30.70% UF: 39.05% P: 51.51% R: 29.47% F: 37.49%
+2024-03-24 10:21:31 INFO 0:00:11.045597s elapsed (saved)
+2024-03-24 10:21:31 INFO Epoch 30 / 5000:
+2024-03-24 10:21:39 INFO lr: 4.9700e-05 - loss: 0.0041 - UP: 88.78% UR: 77.05% UF: 82.50% P: 88.78% R: 77.05% F: 82.50%
+2024-03-24 10:21:40 INFO dev:  loss: nan - UP: 53.81% UR: 39.14% UF: 45.32% P: 52.09% R: 37.89% F: 43.87%
+2024-03-24 10:21:42 INFO test: loss: nan - UP: 47.75% UR: 35.71% UF: 40.86% P: 45.86% R: 34.29% F: 39.24%
+2024-03-24 10:21:49 INFO 0:00:10.514334s elapsed (saved)
+2024-03-24 10:21:49 INFO Epoch 31 / 5000:
+2024-03-24 10:21:57 INFO lr: 4.9690e-05 - loss: 0.0026 - UP: 85.58% UR: 74.56% UF: 79.69% P: 85.53% R: 74.51% F: 79.64%
+2024-03-24 10:21:58 INFO dev:  loss: nan - UP: 61.61% UR: 25.70% UF: 36.27% P: 58.71% R: 24.49% F: 34.56%
+2024-03-24 10:21:59 INFO test: loss: nan - UP: 59.30% UR: 23.18% UF: 33.33% P: 56.49% R: 22.08% F: 31.75%
+2024-03-24 10:21:59 INFO 0:00:10.502285s elapsed
+2024-03-24 10:21:59 INFO Epoch 32 / 5000:
+2024-03-24 10:22:07 INFO lr: 4.9680e-05 - loss: 0.0020 - UP: 89.29% UR: 75.72% UF: 81.95% P: 89.29% R: 75.72% F: 81.95%
+2024-03-24 10:22:08 INFO dev:  loss: nan - UP: 55.81% UR: 36.95% UF: 44.47% P: 53.45% R: 35.39% F: 42.59%
+2024-03-24 10:22:10 INFO test: loss: nan - UP: 51.13% UR: 30.55% UF: 38.25% P: 48.90% R: 29.22% F: 36.58%
+2024-03-24 10:22:10 INFO 0:00:10.558223s elapsed
+2024-03-24 10:22:10 INFO Epoch 33 / 5000:
+2024-03-24 10:22:18 INFO lr: 4.9670e-05 - loss: 0.0032 - UP: 91.22% UR: 80.27% UF: 85.40% P: 91.16% R: 80.21% F: 85.34%
+2024-03-24 10:22:19 INFO dev:  loss: nan - UP: 59.05% UR: 33.63% UF: 42.86% P: 56.79% R: 32.34% F: 41.21%
+2024-03-24 10:22:20 INFO test: loss: nan - UP: 54.59% UR: 30.13% UF: 38.83% P: 52.37% R: 28.90% F: 37.25%
+2024-03-24 10:22:20 INFO 0:00:10.751008s elapsed
+2024-03-24 10:22:20 INFO Epoch 34 / 5000:
+2024-03-24 10:22:29 INFO lr: 4.9660e-05 - loss: 0.0041 - UP: 91.04% UR: 80.40% UF: 85.39% P: 90.99% R: 80.35% F: 85.34%
+2024-03-24 10:22:30 INFO dev:  loss: nan - UP: 58.86% UR: 33.20% UF: 42.46% P: 56.65% R: 31.95% F: 40.86%
+2024-03-24 10:22:32 INFO test: loss: nan - UP: 53.82% UR: 29.92% UF: 38.46% P: 52.00% R: 28.90% F: 37.15%
+2024-03-24 10:22:32 INFO 0:00:11.316482s elapsed
+2024-03-24 10:22:32 INFO Epoch 35 / 5000:
+2024-03-24 10:22:40 INFO lr: 4.9650e-05 - loss: 0.0034 - UP: 91.42% UR: 82.65% UF: 86.81% P: 91.38% R: 82.61% F: 86.78%
+2024-03-24 10:22:41 INFO dev:  loss: nan - UP: 55.16% UR: 39.69% UF: 46.16% P: 53.09% R: 38.20% F: 44.43%
+2024-03-24 10:22:43 INFO test: loss: nan - UP: 49.29% UR: 35.43% UF: 41.23% P: 47.27% R: 33.97% F: 39.53%
+2024-03-24 10:22:50 INFO 0:00:11.293613s elapsed (saved)
+2024-03-24 10:22:50 INFO Epoch 36 / 5000:
+2024-03-24 10:22:58 INFO lr: 4.9640e-05 - loss: 0.0028 - UP: 88.31% UR: 77.86% UF: 82.76% P: 88.23% R: 77.79% F: 82.68%
+2024-03-24 10:22:59 INFO dev:  loss: nan - UP: 54.51% UR: 36.56% UF: 43.77% P: 52.30% R: 35.08% F: 41.99%
+2024-03-24 10:23:00 INFO test: loss: nan - UP: 50.95% UR: 33.49% UF: 40.41% P: 48.99% R: 32.20% F: 38.86%
+2024-03-24 10:23:00 INFO 0:00:10.494012s elapsed
+2024-03-24 10:23:00 INFO Epoch 37 / 5000:
+2024-03-24 10:23:08 INFO lr: 4.9630e-05 - loss: 0.0044 - UP: 89.83% UR: 80.15% UF: 84.72% P: 89.77% R: 80.09% F: 84.66%
+2024-03-24 10:23:09 INFO dev:  loss: nan - UP: 51.40% UR: 42.27% UF: 46.39% P: 49.79% R: 40.94% F: 44.93%
+2024-03-24 10:23:11 INFO test: loss: nan - UP: 45.08% UR: 37.67% UF: 41.05% P: 43.51% R: 36.36% F: 39.62%
+2024-03-24 10:23:17 INFO 0:00:10.559493s elapsed (saved)
+2024-03-24 10:23:17 INFO Epoch 38 / 5000:
+2024-03-24 10:23:25 INFO lr: 4.9620e-05 - loss: 0.0009 - UP: 90.89% UR: 81.74% UF: 86.07% P: 90.85% R: 81.70% F: 86.03%
+2024-03-24 10:23:26 INFO dev:  loss: nan - UP: 56.07% UR: 37.54% UF: 44.97% P: 54.03% R: 36.17% F: 43.33%
+2024-03-24 10:23:28 INFO test: loss: nan - UP: 50.74% UR: 32.71% UF: 39.77% P: 48.64% R: 31.35% F: 38.13%
+2024-03-24 10:23:28 INFO 0:00:10.495578s elapsed
+2024-03-24 10:23:28 INFO Epoch 39 / 5000:
+2024-03-24 10:23:36 INFO lr: 4.9610e-05 - loss: 0.0037 - UP: 89.01% UR: 78.91% UF: 83.66% P: 88.98% R: 78.89% F: 83.63%
+2024-03-24 10:23:37 INFO dev:  loss: nan - UP: 57.11% UR: 34.18% UF: 42.77% P: 54.05% R: 32.34% F: 40.47%
+2024-03-24 10:23:39 INFO test: loss: nan - UP: 51.27% UR: 29.90% UF: 37.77% P: 48.95% R: 28.54% F: 36.06%
+2024-03-24 10:23:39 INFO 0:00:10.637888s elapsed
+2024-03-24 10:23:39 INFO Epoch 40 / 5000:
+2024-03-24 10:23:47 INFO lr: 4.9600e-05 - loss: 0.0034 - UP: 89.91% UR: 81.35% UF: 85.41% P: 89.78% R: 81.23% F: 85.29%
+2024-03-24 10:23:48 INFO dev:  loss: nan - UP: 52.01% UR: 42.42% UF: 46.73% P: 50.00% R: 40.78% F: 44.92%
+2024-03-24 10:23:50 INFO test: loss: nan - UP: 46.39% UR: 38.56% UF: 42.11% P: 44.53% R: 37.02% F: 40.43%
+2024-03-24 10:23:50 INFO 0:00:11.028204s elapsed
+2024-03-24 10:23:50 INFO Epoch 41 / 5000:
+2024-03-24 10:23:58 INFO lr: 4.9590e-05 - loss: 0.0018 - UP: 91.89% UR: 84.55% UF: 88.07% P: 91.85% R: 84.52% F: 88.03%
+2024-03-24 10:23:59 INFO dev:  loss: nan - UP: 55.64% UR: 35.66% UF: 43.47% P: 53.44% R: 34.26% F: 41.75%
+2024-03-24 10:24:01 INFO test: loss: nan - UP: 51.36% UR: 33.19% UF: 40.32% P: 49.59% R: 32.05% F: 38.94%
+2024-03-24 10:24:01 INFO 0:00:11.271671s elapsed
+2024-03-24 10:24:01 INFO Epoch 42 / 5000:
+2024-03-24 10:24:10 INFO lr: 4.9580e-05 - loss: 0.0007 - UP: 93.00% UR: 85.93% UF: 89.32% P: 93.00% R: 85.93% F: 89.32%
+2024-03-24 10:24:11 INFO dev:  loss: nan - UP: 55.95% UR: 42.23% UF: 48.13% P: 53.99% R: 40.74% F: 46.44%
+2024-03-24 10:24:13 INFO test: loss: nan - UP: 47.88% UR: 36.68% UF: 41.54% P: 46.06% R: 35.28% F: 39.96%
+2024-03-24 10:24:19 INFO 0:00:11.756888s elapsed (saved)
+2024-03-24 10:24:19 INFO Epoch 43 / 5000:
+2024-03-24 10:24:27 INFO lr: 4.9570e-05 - loss: 0.0006 - UP: 94.08% UR: 86.21% UF: 89.97% P: 94.01% R: 86.15% F: 89.91%
+2024-03-24 10:24:28 INFO dev:  loss: nan - UP: 56.82% UR: 43.63% UF: 49.36% P: 54.78% R: 42.07% F: 47.59%
+2024-03-24 10:24:29 INFO test: loss: nan - UP: 47.54% UR: 39.07% UF: 42.89% P: 45.80% R: 37.63% F: 41.31%
+2024-03-24 10:24:36 INFO 0:00:10.512432s elapsed (saved)
+2024-03-24 10:24:36 INFO Epoch 44 / 5000:
+2024-03-24 10:24:44 INFO lr: 4.9560e-05 - loss: 0.0024 - UP: 92.90% UR: 86.85% UF: 89.77% P: 92.88% R: 86.82% F: 89.75%
+2024-03-24 10:24:45 INFO dev:  loss: nan - UP: 55.19% UR: 43.59% UF: 48.71% P: 53.36% R: 42.15% F: 47.10%
+2024-03-24 10:24:47 INFO test: loss: nan - UP: 47.85% UR: 38.37% UF: 42.59% P: 46.19% R: 37.04% F: 41.11%
+2024-03-24 10:24:47 INFO 0:00:10.477968s elapsed
+2024-03-24 10:24:47 INFO Epoch 45 / 5000:
+2024-03-24 10:24:55 INFO lr: 4.9550e-05 - loss: 0.0017 - UP: 94.18% UR: 88.61% UF: 91.31% P: 94.17% R: 88.60% F: 91.30%
+2024-03-24 10:24:56 INFO dev:  loss: nan - UP: 58.99% UR: 38.20% UF: 46.37% P: 56.69% R: 36.72% F: 44.57%
+2024-03-24 10:24:57 INFO test: loss: nan - UP: 51.17% UR: 35.66% UF: 42.03% P: 49.26% R: 34.33% F: 40.46%
+2024-03-24 10:24:57 INFO 0:00:10.567584s elapsed
+2024-03-24 10:24:57 INFO Epoch 46 / 5000:
+2024-03-24 10:25:05 INFO lr: 4.9540e-05 - loss: 0.0010 - UP: 90.28% UR: 86.27% UF: 88.23% P: 90.23% R: 86.22% F: 88.18%
+2024-03-24 10:25:06 INFO dev:  loss: nan - UP: 59.81% UR: 38.36% UF: 46.74% P: 58.10% R: 37.27% F: 45.41%
+2024-03-24 10:25:08 INFO test: loss: nan - UP: 54.16% UR: 32.58% UF: 40.69% P: 52.62% R: 31.65% F: 39.53%
+2024-03-24 10:25:08 INFO 0:00:10.804726s elapsed
+2024-03-24 10:25:08 INFO Epoch 47 / 5000:
+2024-03-24 10:25:17 INFO lr: 4.9530e-05 - loss: 0.0052 - UP: 91.28% UR: 82.46% UF: 86.65% P: 91.19% R: 82.38% F: 86.56%
+2024-03-24 10:25:18 INFO dev:  loss: nan - UP: 56.65% UR: 37.77% UF: 45.32% P: 54.60% R: 36.41% F: 43.68%
+2024-03-24 10:25:20 INFO test: loss: nan - UP: 50.37% UR: 32.96% UF: 39.85% P: 48.82% R: 31.95% F: 38.62%
+2024-03-24 10:25:20 INFO 0:00:11.749684s elapsed
+2024-03-24 10:25:20 INFO Epoch 48 / 5000:
+2024-03-24 10:25:28 INFO lr: 4.9520e-05 - loss: 0.0057 - UP: 89.58% UR: 78.88% UF: 83.89% P: 89.48% R: 78.79% F: 83.80%
+2024-03-24 10:25:29 INFO dev:  loss: nan - UP: 62.73% UR: 24.26% UF: 34.99% P: 60.81% R: 23.52% F: 33.92%
+2024-03-24 10:25:31 INFO test: loss: nan - UP: 57.56% UR: 25.10% UF: 34.96% P: 55.52% R: 24.21% F: 33.72%
+2024-03-24 10:25:31 INFO 0:00:11.108034s elapsed
+2024-03-24 10:25:31 INFO Epoch 49 / 5000:
+2024-03-24 10:25:40 INFO lr: 4.9510e-05 - loss: 0.0020 - UP: 86.13% UR: 70.53% UF: 77.55% P: 85.90% R: 70.34% F: 77.34%
+2024-03-24 10:25:41 INFO dev:  loss: nan - UP: 52.44% UR: 38.98% UF: 44.72% P: 50.29% R: 37.38% F: 42.89%
+2024-03-24 10:25:42 INFO test: loss: nan - UP: 47.14% UR: 33.28% UF: 39.01% P: 44.60% R: 31.48% F: 36.91%
+2024-03-24 10:25:42 INFO 0:00:11.618805s elapsed
+2024-03-24 10:25:42 INFO Epoch 50 / 5000:
+2024-03-24 10:25:51 INFO lr: 4.9500e-05 - loss: 0.0043 - UP: 86.78% UR: 73.81% UF: 79.77% P: 86.58% R: 73.65% F: 79.59%
+2024-03-24 10:25:52 INFO dev:  loss: nan - UP: 43.41% UR: 24.84% UF: 31.60% P: 40.75% R: 23.32% F: 29.66%
+2024-03-24 10:25:53 INFO test: loss: nan - UP: 40.02% UR: 19.56% UF: 26.28% P: 36.04% R: 17.62% F: 23.67%
+2024-03-24 10:25:53 INFO 0:00:10.976571s elapsed
+2024-03-24 10:25:53 INFO Epoch 51 / 5000:
+2024-03-24 10:26:02 INFO lr: 4.9490e-05 - loss: 0.0084 - UP: 79.92% UR: 60.54% UF: 68.90% P: 79.34% R: 60.11% F: 68.40%
+2024-03-24 10:26:03 INFO dev:  loss: nan - UP: 51.69% UR: 34.10% UF: 41.09% P: 49.32% R: 32.54% F: 39.21%
+2024-03-24 10:26:04 INFO test: loss: nan - UP: 47.86% UR: 29.73% UF: 36.67% P: 45.61% R: 28.33% F: 34.95%
+2024-03-24 10:26:04 INFO 0:00:10.993917s elapsed
+2024-03-24 10:26:04 INFO Epoch 52 / 5000:
+2024-03-24 10:26:13 INFO lr: 4.9480e-05 - loss: 0.0159 - UP: 78.03% UR: 66.00% UF: 71.51% P: 77.60% R: 65.63% F: 71.11%
+2024-03-24 10:26:14 INFO dev:  loss: nan - UP: 66.43% UR: 18.16% UF: 28.53% P: 63.86% R: 17.46% F: 27.42%
+2024-03-24 10:26:15 INFO test: loss: nan - UP: 69.08% UR: 15.72% UF: 25.61% P: 65.65% R: 14.94% F: 24.34%
+2024-03-24 10:26:15 INFO 0:00:10.960161s elapsed
+2024-03-24 10:26:15 INFO Epoch 53 / 5000:
+2024-03-24 10:26:24 INFO lr: 4.9470e-05 - loss: 0.0096 - UP: 73.71% UR: 48.46% UF: 58.47% P: 73.34% R: 48.21% F: 58.17%
+2024-03-24 10:26:25 INFO dev:  loss: nan - UP: 57.21% UR: 28.52% UF: 38.06% P: 55.49% R: 27.66% F: 36.91%
+2024-03-24 10:26:26 INFO test: loss: nan - UP: 48.09% UR: 26.01% UF: 33.76% P: 46.25% R: 25.02% F: 32.47%
+2024-03-24 10:26:26 INFO 0:00:10.956061s elapsed
+2024-03-24 10:26:26 INFO Epoch 54 / 5000:
+2024-03-24 10:26:35 INFO lr: 4.9460e-05 - loss: 0.0047 - UP: 82.82% UR: 63.42% UF: 71.83% P: 82.73% R: 63.35% F: 71.75%
+2024-03-24 10:26:36 INFO dev:  loss: nan - UP: 56.86% UR: 32.70% UF: 41.52% P: 55.03% R: 31.64% F: 40.18%
+2024-03-24 10:26:37 INFO test: loss: nan - UP: 49.11% UR: 28.12% UF: 35.77% P: 47.01% R: 26.92% F: 34.23%
+2024-03-24 10:26:37 INFO 0:00:10.941908s elapsed
+2024-03-24 10:26:37 INFO Epoch 55 / 5000:
+2024-03-24 10:26:46 INFO lr: 4.9450e-05 - loss: 0.0045 - UP: 88.69% UR: 78.38% UF: 83.22% P: 88.66% R: 78.36% F: 83.19%
+2024-03-24 10:26:47 INFO dev:  loss: nan - UP: 53.40% UR: 42.89% UF: 47.57% P: 51.75% R: 41.56% F: 46.10%
+2024-03-24 10:26:48 INFO test: loss: nan - UP: 46.04% UR: 35.85% UF: 40.31% P: 44.11% R: 34.35% F: 38.63%
+2024-03-24 10:26:48 INFO 0:00:10.930175s elapsed
+2024-03-24 10:26:48 INFO Epoch 56 / 5000:
+2024-03-24 10:26:57 INFO lr: 4.9440e-05 - loss: 0.0007 - UP: 90.93% UR: 82.05% UF: 86.26% P: 90.85% R: 81.98% F: 86.19%
+2024-03-24 10:26:58 INFO dev:  loss: nan - UP: 59.23% UR: 37.73% UF: 46.10% P: 56.96% R: 36.29% F: 44.33%
+2024-03-24 10:26:59 INFO test: loss: nan - UP: 52.04% UR: 31.84% UF: 39.51% P: 49.55% R: 30.32% F: 37.62%
+2024-03-24 10:26:59 INFO 0:00:10.951129s elapsed
+2024-03-24 10:26:59 INFO Epoch 57 / 5000:
+2024-03-24 10:27:08 INFO lr: 4.9430e-05 - loss: 0.0010 - UP: 93.00% UR: 84.55% UF: 88.58% P: 93.00% R: 84.55% F: 88.58%
+2024-03-24 10:27:09 INFO dev:  loss: nan - UP: 57.54% UR: 40.55% UF: 47.57% P: 55.16% R: 38.87% F: 45.60%
+2024-03-24 10:27:10 INFO test: loss: nan - UP: 51.43% UR: 34.99% UF: 41.64% P: 49.01% R: 33.34% F: 39.68%
+2024-03-24 10:27:10 INFO 0:00:10.931920s elapsed
+2024-03-24 10:27:10 INFO Epoch 58 / 5000:
+2024-03-24 10:27:18 INFO lr: 4.9420e-05 - loss: 0.0000 - UP: 93.24% UR: 87.98% UF: 90.54% P: 93.23% R: 87.97% F: 90.53%
+2024-03-24 10:27:19 INFO dev:  loss: nan - UP: 57.20% UR: 38.63% UF: 46.12% P: 54.95% R: 37.11% F: 44.30%
+2024-03-24 10:27:21 INFO test: loss: nan - UP: 52.46% UR: 33.83% UF: 41.13% P: 50.10% R: 32.31% F: 39.28%
+2024-03-24 10:27:21 INFO 0:00:10.921260s elapsed
+2024-03-24 10:27:21 INFO Epoch 59 / 5000:
+2024-03-24 10:27:29 INFO lr: 4.9410e-05 - loss: 0.0005 - UP: 94.18% UR: 88.73% UF: 91.37% P: 94.16% R: 88.72% F: 91.36%
+2024-03-24 10:27:30 INFO dev:  loss: nan - UP: 59.41% UR: 40.70% UF: 48.31% P: 57.30% R: 39.26% F: 46.59%
+2024-03-24 10:27:32 INFO test: loss: nan - UP: 52.06% UR: 33.64% UF: 40.87% P: 49.84% R: 32.20% F: 39.12%
+2024-03-24 10:27:32 INFO 0:00:10.929522s elapsed
+2024-03-24 10:27:32 INFO Epoch 60 / 5000:
+2024-03-24 10:27:40 INFO lr: 4.9400e-05 - loss: 0.0004 - UP: 93.57% UR: 88.85% UF: 91.15% P: 93.57% R: 88.85% F: 91.15%
+2024-03-24 10:27:41 INFO dev:  loss: nan - UP: 57.74% UR: 40.35% UF: 47.51% P: 55.79% R: 38.98% F: 45.90%
+2024-03-24 10:27:43 INFO test: loss: nan - UP: 51.11% UR: 33.53% UF: 40.50% P: 48.95% R: 32.11% F: 38.79%
+2024-03-24 10:27:43 INFO 0:00:10.968260s elapsed
+2024-03-24 10:27:43 INFO Epoch 61 / 5000:
+2024-03-24 10:27:51 INFO lr: 4.9390e-05 - loss: 0.0015 - UP: 94.70% UR: 90.22% UF: 92.40% P: 94.70% R: 90.22% F: 92.40%
+2024-03-24 10:27:52 INFO dev:  loss: nan - UP: 59.88% UR: 38.48% UF: 46.85% P: 58.18% R: 37.38% F: 45.52%
+2024-03-24 10:27:54 INFO test: loss: nan - UP: 51.68% UR: 32.58% UF: 39.96% P: 49.56% R: 31.25% F: 38.33%
+2024-03-24 10:27:54 INFO 0:00:10.931532s elapsed
+2024-03-24 10:27:54 INFO Epoch 62 / 5000:
+2024-03-24 10:28:02 INFO lr: 4.9380e-05 - loss: 0.0000 - UP: 94.76% UR: 90.27% UF: 92.46% P: 94.74% R: 90.24% F: 92.43%
+2024-03-24 10:28:03 INFO dev:  loss: nan - UP: 57.58% UR: 43.32% UF: 49.44% P: 55.87% R: 42.03% F: 47.97%
+2024-03-24 10:28:05 INFO test: loss: nan - UP: 48.80% UR: 35.16% UF: 40.87% P: 46.54% R: 33.53% F: 38.98%
+2024-03-24 10:28:11 INFO 0:00:10.955900s elapsed (saved)
+2024-03-24 10:28:11 INFO Epoch 63 / 5000:
+2024-03-24 10:28:19 INFO lr: 4.9370e-05 - loss: 0.0000 - UP: 94.04% UR: 91.05% UF: 92.52% P: 94.04% R: 91.05% F: 92.52%
+2024-03-24 10:28:20 INFO dev:  loss: nan - UP: 62.58% UR: 39.73% UF: 48.60% P: 60.74% R: 38.55% F: 47.17%
+2024-03-24 10:28:21 INFO test: loss: nan - UP: 53.35% UR: 31.61% UF: 39.70% P: 51.07% R: 30.26% F: 38.00%
+2024-03-24 10:28:21 INFO 0:00:10.528603s elapsed
+2024-03-24 10:28:21 INFO Epoch 64 / 5000:
+2024-03-24 10:28:30 INFO lr: 4.9360e-05 - loss: nan - UP: 95.00% UR: 92.31% UF: 93.64% P: 94.99% R: 92.30% F: 93.62%
+2024-03-24 10:28:31 INFO dev:  loss: nan - UP: 60.56% UR: 37.30% UF: 46.17% P: 58.91% R: 36.29% F: 44.91%
+2024-03-24 10:28:32 INFO test: loss: nan - UP: 54.73% UR: 30.95% UF: 39.54% P: 52.33% R: 29.60% F: 37.81%
+2024-03-24 10:28:32 INFO 0:00:10.627279s elapsed
+2024-03-24 10:28:32 INFO Epoch 65 / 5000:
+2024-03-24 10:28:40 INFO lr: 4.9350e-05 - loss: 0.0064 - UP: 95.21% UR: 91.31% UF: 93.22% P: 95.20% R: 91.30% F: 93.21%
+2024-03-24 10:28:41 INFO dev:  loss: nan - UP: 60.86% UR: 40.27% UF: 48.47% P: 58.97% R: 39.02% F: 46.97%
+2024-03-24 10:28:43 INFO test: loss: nan - UP: 54.98% UR: 32.09% UF: 40.53% P: 52.59% R: 30.70% F: 38.77%
+2024-03-24 10:28:43 INFO 0:00:10.828296s elapsed
+2024-03-24 10:28:43 INFO Epoch 66 / 5000:
+2024-03-24 10:28:52 INFO lr: 4.9340e-05 - loss: 0.0001 - UP: 95.58% UR: 91.35% UF: 93.42% P: 95.53% R: 91.31% F: 93.37%
+2024-03-24 10:28:53 INFO dev:  loss: nan - UP: 61.03% UR: 32.54% UF: 42.45% P: 58.61% R: 31.25% F: 40.76%
+2024-03-24 10:28:54 INFO test: loss: nan - UP: 55.81% UR: 27.61% UF: 36.95% P: 53.07% R: 26.26% F: 35.14%
+2024-03-24 10:28:54 INFO 0:00:11.508443s elapsed
+2024-03-24 10:28:54 INFO Epoch 67 / 5000:
+2024-03-24 10:29:03 INFO lr: 4.9330e-05 - loss: 0.0013 - UP: 94.69% UR: 92.13% UF: 93.39% P: 94.68% R: 92.12% F: 93.38%
+2024-03-24 10:29:04 INFO dev:  loss: nan - UP: 59.32% UR: 42.77% UF: 49.70% P: 57.64% R: 41.56% F: 48.30%
+2024-03-24 10:29:06 INFO test: loss: nan - UP: 51.48% UR: 34.92% UF: 41.62% P: 49.39% R: 33.51% F: 39.93%
+2024-03-24 10:29:13 INFO 0:00:11.305189s elapsed (saved)
+2024-03-24 10:29:13 INFO Epoch 68 / 5000:
+2024-03-24 10:29:21 INFO lr: 4.9320e-05 - loss: 0.0017 - UP: 95.45% UR: 93.22% UF: 94.32% P: 95.43% R: 93.21% F: 94.31%
+2024-03-24 10:29:22 INFO dev:  loss: nan - UP: 63.59% UR: 37.19% UF: 46.93% P: 61.46% R: 35.94% F: 45.35%
+2024-03-24 10:29:23 INFO test: loss: nan - UP: 54.75% UR: 31.16% UF: 39.72% P: 52.49% R: 29.88% F: 38.08%
+2024-03-24 10:29:23 INFO 0:00:10.499908s elapsed
+2024-03-24 10:29:23 INFO Epoch 69 / 5000:
+2024-03-24 10:29:31 INFO lr: 4.9310e-05 - loss: 0.0013 - UP: 96.58% UR: 93.12% UF: 94.82% P: 96.57% R: 93.10% F: 94.80%
+2024-03-24 10:29:32 INFO dev:  loss: nan - UP: 60.06% UR: 40.82% UF: 48.60% P: 57.93% R: 39.37% F: 46.88%
+2024-03-24 10:29:34 INFO test: loss: nan - UP: 52.13% UR: 34.14% UF: 41.26% P: 49.87% R: 32.66% F: 39.47%
+2024-03-24 10:29:34 INFO 0:00:10.563238s elapsed
+2024-03-24 10:29:34 INFO Epoch 70 / 5000:
+2024-03-24 10:29:42 INFO lr: 4.9300e-05 - loss: 0.0004 - UP: 96.58% UR: 94.41% UF: 95.48% P: 96.58% R: 94.41% F: 95.48%
+2024-03-24 10:29:43 INFO dev:  loss: nan - UP: 61.21% UR: 40.86% UF: 49.00% P: 59.22% R: 39.53% F: 47.41%
+2024-03-24 10:29:45 INFO test: loss: nan - UP: 52.63% UR: 33.85% UF: 41.20% P: 50.36% R: 32.39% F: 39.42%
+2024-03-24 10:29:45 INFO 0:00:10.811915s elapsed
+2024-03-24 10:29:45 INFO Epoch 71 / 5000:
+2024-03-24 10:29:53 INFO lr: 4.9290e-05 - loss: nan - UP: 96.39% UR: 94.22% UF: 95.29% P: 96.39% R: 94.22% F: 95.29%
+2024-03-24 10:29:54 INFO dev:  loss: nan - UP: 62.28% UR: 37.54% UF: 46.84% P: 60.21% R: 36.29% F: 45.28%
+2024-03-24 10:29:56 INFO test: loss: nan - UP: 54.59% UR: 31.76% UF: 40.15% P: 52.23% R: 30.38% F: 38.42%
+2024-03-24 10:29:56 INFO 0:00:11.467698s elapsed
+2024-03-24 10:29:56 INFO Epoch 72 / 5000:
+2024-03-24 10:30:05 INFO lr: 4.9280e-05 - loss: 0.0012 - UP: 96.58% UR: 93.29% UF: 94.91% P: 96.58% R: 93.29% F: 94.91%
+2024-03-24 10:30:06 INFO dev:  loss: nan - UP: 58.26% UR: 42.42% UF: 49.10% P: 56.33% R: 41.02% F: 47.47%
+2024-03-24 10:30:07 INFO test: loss: nan - UP: 50.14% UR: 34.71% UF: 41.02% P: 47.97% R: 33.21% F: 39.25%
+2024-03-24 10:30:07 INFO 0:00:11.120708s elapsed
+2024-03-24 10:30:07 INFO Epoch 73 / 5000:
+2024-03-24 10:30:16 INFO lr: 4.9270e-05 - loss: 0.0009 - UP: 96.38% UR: 94.43% UF: 95.39% P: 96.38% R: 94.43% F: 95.39%
+2024-03-24 10:30:17 INFO dev:  loss: nan - UP: 62.06% UR: 38.91% UF: 47.83% P: 60.00% R: 37.62% F: 46.24%
+2024-03-24 10:30:18 INFO test: loss: nan - UP: 54.32% UR: 32.52% UF: 40.68% P: 52.17% R: 31.23% F: 39.07%
+2024-03-24 10:30:18 INFO 0:00:11.000192s elapsed
+2024-03-24 10:30:18 INFO Epoch 74 / 5000:
+2024-03-24 10:30:27 INFO lr: 4.9260e-05 - loss: 0.0002 - UP: 97.32% UR: 93.74% UF: 95.50% P: 97.32% R: 93.74% F: 95.50%
+2024-03-24 10:30:28 INFO dev:  loss: nan - UP: 51.42% UR: 44.69% UF: 47.82% P: 49.62% R: 43.12% F: 46.14%
+2024-03-24 10:30:29 INFO test: loss: nan - UP: 43.67% UR: 39.28% UF: 41.36% P: 41.37% R: 37.21% F: 39.18%
+2024-03-24 10:30:29 INFO 0:00:10.954028s elapsed
+2024-03-24 10:30:29 INFO Epoch 75 / 5000:
+2024-03-24 10:30:37 INFO lr: 4.9250e-05 - loss: 0.0014 - UP: 95.64% UR: 94.00% UF: 94.82% P: 95.62% R: 93.98% F: 94.79%
+2024-03-24 10:30:38 INFO dev:  loss: nan - UP: 58.71% UR: 42.54% UF: 49.33% P: 57.30% R: 41.52% F: 48.15%
+2024-03-24 10:30:40 INFO test: loss: nan - UP: 47.92% UR: 34.12% UF: 39.86% P: 45.99% R: 32.75% F: 38.26%
+2024-03-24 10:30:40 INFO 0:00:10.889466s elapsed
+2024-03-24 10:30:40 INFO Epoch 76 / 5000:
+2024-03-24 10:30:48 INFO lr: 4.9240e-05 - loss: 0.0002 - UP: 95.64% UR: 91.59% UF: 93.57% P: 95.62% R: 91.57% F: 93.55%
+2024-03-24 10:30:49 INFO dev:  loss: nan - UP: 62.44% UR: 32.93% UF: 43.12% P: 60.37% R: 31.84% F: 41.69%
+2024-03-24 10:30:51 INFO test: loss: nan - UP: 54.49% UR: 28.73% UF: 37.63% P: 52.32% R: 27.59% F: 36.13%
+2024-03-24 10:30:51 INFO 0:00:10.818625s elapsed
+2024-03-24 10:30:51 INFO Epoch 77 / 5000:
+2024-03-24 10:30:59 INFO lr: 4.9230e-05 - loss: 0.0024 - UP: 91.86% UR: 86.86% UF: 89.29% P: 91.82% R: 86.82% F: 89.25%
+2024-03-24 10:31:00 INFO dev:  loss: nan - UP: 58.92% UR: 40.12% UF: 47.73% P: 57.09% R: 38.87% F: 46.25%
+2024-03-24 10:31:02 INFO test: loss: nan - UP: 50.60% UR: 34.00% UF: 40.67% P: 48.71% R: 32.73% F: 39.15%
+2024-03-24 10:31:02 INFO 0:00:10.838637s elapsed
+2024-03-24 10:31:02 INFO Epoch 78 / 5000:
+2024-03-24 10:31:10 INFO lr: 4.9220e-05 - loss: 0.0012 - UP: 95.15% UR: 91.50% UF: 93.29% P: 95.13% R: 91.47% F: 93.26%
+2024-03-24 10:31:11 INFO dev:  loss: nan - UP: 57.14% UR: 39.37% UF: 46.62% P: 54.93% R: 37.85% F: 44.82%
+2024-03-24 10:31:12 INFO test: loss: nan - UP: 51.95% UR: 33.55% UF: 40.77% P: 49.43% R: 31.92% F: 38.79%
+2024-03-24 10:31:12 INFO 0:00:10.845318s elapsed
+2024-03-24 10:31:12 INFO Epoch 79 / 5000:
+2024-03-24 10:31:21 INFO lr: 4.9210e-05 - loss: nan - UP: 95.96% UR: 93.86% UF: 94.90% P: 95.94% R: 93.84% F: 94.88%
+2024-03-24 10:31:22 INFO dev:  loss: nan - UP: 56.39% UR: 43.24% UF: 48.95% P: 54.76% R: 41.99% F: 47.53%
+2024-03-24 10:31:23 INFO test: loss: nan - UP: 47.55% UR: 35.75% UF: 40.82% P: 45.56% R: 34.25% F: 39.10%
+2024-03-24 10:31:23 INFO 0:00:10.823233s elapsed
+2024-03-24 10:31:23 INFO Epoch 80 / 5000:
+2024-03-24 10:31:32 INFO lr: 4.9200e-05 - loss: 0.0010 - UP: 96.10% UR: 93.28% UF: 94.67% P: 96.10% R: 93.28% F: 94.67%
+2024-03-24 10:31:33 INFO dev:  loss: nan - UP: 50.60% UR: 49.10% UF: 49.84% P: 48.71% R: 47.27% F: 47.98%
+2024-03-24 10:31:34 INFO test: loss: nan - UP: 43.79% UR: 40.59% UF: 42.13% P: 41.49% R: 38.45% F: 39.91%
+2024-03-24 10:31:34 INFO 0:00:10.843359s elapsed
+2024-03-24 10:31:34 INFO Epoch 81 / 5000:
+2024-03-24 10:31:43 INFO lr: 4.9190e-05 - loss: 0.0040 - UP: 96.09% UR: 94.39% UF: 95.23% P: 96.09% R: 94.39% F: 95.23%
+2024-03-24 10:31:43 INFO dev:  loss: nan - UP: 55.03% UR: 44.84% UF: 49.42% P: 52.92% R: 43.12% F: 47.52%
+2024-03-24 10:31:45 INFO test: loss: nan - UP: 47.15% UR: 38.05% UF: 42.11% P: 44.92% R: 36.26% F: 40.13%
+2024-03-24 10:31:45 INFO 0:00:10.851318s elapsed
+2024-03-24 10:31:45 INFO Epoch 82 / 5000:
+2024-03-24 10:31:53 INFO lr: 4.9180e-05 - loss: 0.0007 - UP: 96.83% UR: 95.08% UF: 95.95% P: 96.83% R: 95.08% F: 95.95%
+2024-03-24 10:31:54 INFO dev:  loss: nan - UP: 58.58% UR: 38.95% UF: 46.79% P: 56.82% R: 37.77% F: 45.38%
+2024-03-24 10:31:56 INFO test: loss: nan - UP: 51.14% UR: 33.72% UF: 40.64% P: 48.86% R: 32.22% F: 38.83%
+2024-03-24 10:31:56 INFO 0:00:10.833947s elapsed
+2024-03-24 10:31:56 INFO Epoch 83 / 5000:
+2024-03-24 10:32:04 INFO lr: 4.9170e-05 - loss: 0.0002 - UP: 96.88% UR: 95.06% UF: 95.96% P: 96.84% R: 95.02% F: 95.92%
+2024-03-24 10:32:05 INFO dev:  loss: nan - UP: 58.51% UR: 38.28% UF: 46.28% P: 56.54% R: 36.99% F: 44.72%
+2024-03-24 10:32:07 INFO test: loss: nan - UP: 52.64% UR: 33.28% UF: 40.78% P: 50.47% R: 31.90% F: 39.09%
+2024-03-24 10:32:07 INFO 0:00:10.883387s elapsed
+2024-03-24 10:32:07 INFO Epoch 84 / 5000:
+2024-03-24 10:32:15 INFO lr: 4.9160e-05 - loss: 0.0000 - UP: 97.78% UR: 95.13% UF: 96.43% P: 97.78% R: 95.13% F: 96.43%
+2024-03-24 10:32:16 INFO dev:  loss: nan - UP: 55.99% UR: 38.71% UF: 45.77% P: 54.46% R: 37.66% F: 44.53%
+2024-03-24 10:32:18 INFO test: loss: nan - UP: 51.33% UR: 35.09% UF: 41.69% P: 49.35% R: 33.74% F: 40.08%
+2024-03-24 10:32:18 INFO 0:00:10.866078s elapsed
+2024-03-24 10:32:18 INFO Epoch 85 / 5000:
+2024-03-24 10:32:26 INFO lr: 4.9150e-05 - loss: 0.0002 - UP: 97.03% UR: 95.69% UF: 96.36% P: 97.00% R: 95.67% F: 96.33%
+2024-03-24 10:32:27 INFO dev:  loss: nan - UP: 56.50% UR: 43.12% UF: 48.91% P: 54.86% R: 41.87% F: 47.50%
+2024-03-24 10:32:29 INFO test: loss: nan - UP: 49.08% UR: 37.33% UF: 42.41% P: 46.89% R: 35.66% F: 40.51%
+2024-03-24 10:32:29 INFO 0:00:10.923477s elapsed
+2024-03-24 10:32:29 INFO Epoch 86 / 5000:
+2024-03-24 10:32:37 INFO lr: 4.9140e-05 - loss: 0.0008 - UP: 97.51% UR: 95.92% UF: 96.71% P: 97.50% R: 95.91% F: 96.70%
+2024-03-24 10:32:38 INFO dev:  loss: nan - UP: 56.60% UR: 41.72% UF: 48.03% P: 54.80% R: 40.39% F: 46.50%
+2024-03-24 10:32:39 INFO test: loss: nan - UP: 50.57% UR: 36.72% UF: 42.55% P: 48.44% R: 35.18% F: 40.76%
+2024-03-24 10:32:39 INFO 0:00:10.945724s elapsed
+2024-03-24 10:32:39 INFO Epoch 87 / 5000:
+2024-03-24 10:32:48 INFO lr: 4.9130e-05 - loss: 0.0003 - UP: 97.60% UR: 96.71% UF: 97.15% P: 97.59% R: 96.70% F: 97.14%
+2024-03-24 10:32:49 INFO dev:  loss: nan - UP: 58.54% UR: 39.37% UF: 47.08% P: 57.03% R: 38.36% F: 45.87%
+2024-03-24 10:32:50 INFO test: loss: nan - UP: 51.17% UR: 33.78% UF: 40.70% P: 48.90% R: 32.28% F: 38.89%
+2024-03-24 10:32:50 INFO 0:00:10.969321s elapsed
+2024-03-24 10:32:50 INFO Epoch 88 / 5000:
+2024-03-24 10:32:59 INFO lr: 4.9120e-05 - loss: 0.0007 - UP: 98.05% UR: 96.87% UF: 97.45% P: 98.05% R: 96.87% F: 97.45%
+2024-03-24 10:33:00 INFO dev:  loss: nan - UP: 59.01% UR: 36.72% UF: 45.27% P: 57.50% R: 35.78% F: 44.11%
+2024-03-24 10:33:01 INFO test: loss: nan - UP: 53.80% UR: 32.88% UF: 40.81% P: 51.45% R: 31.44% F: 39.03%
+2024-03-24 10:33:01 INFO 0:00:11.010858s elapsed
+2024-03-24 10:33:01 INFO Epoch 89 / 5000:
+2024-03-24 10:33:10 INFO lr: 4.9110e-05 - loss: 0.0016 - UP: 97.52% UR: 96.75% UF: 97.13% P: 97.52% R: 96.75% F: 97.13%
+2024-03-24 10:33:11 INFO dev:  loss: nan - UP: 56.71% UR: 40.12% UF: 46.99% P: 55.05% R: 38.95% F: 45.62%
+2024-03-24 10:33:13 INFO test: loss: nan - UP: 51.30% UR: 35.05% UF: 41.65% P: 49.13% R: 33.57% F: 39.89%
+2024-03-24 10:33:13 INFO 0:00:11.120453s elapsed
+2024-03-24 10:33:13 INFO Epoch 90 / 5000:
+2024-03-24 10:33:21 INFO lr: 4.9100e-05 - loss: 0.0000 - UP: 97.38% UR: 96.62% UF: 97.00% P: 97.38% R: 96.62% F: 97.00%
+2024-03-24 10:33:22 INFO dev:  loss: nan - UP: 59.48% UR: 35.55% UF: 44.50% P: 57.58% R: 34.41% F: 43.08%
+2024-03-24 10:33:24 INFO test: loss: nan - UP: 55.74% UR: 31.59% UF: 40.32% P: 53.13% R: 30.11% F: 38.44%
+2024-03-24 10:33:24 INFO 0:00:11.158465s elapsed
+2024-03-24 10:33:24 INFO Epoch 91 / 5000:
+2024-03-24 10:33:32 INFO lr: 4.9090e-05 - loss: 0.0003 - UP: 98.10% UR: 96.53% UF: 97.31% P: 98.10% R: 96.53% F: 97.31%
+2024-03-24 10:33:33 INFO dev:  loss: nan - UP: 58.02% UR: 38.44% UF: 46.24% P: 56.37% R: 37.34% F: 44.92%
+2024-03-24 10:33:35 INFO test: loss: nan - UP: 52.24% UR: 33.55% UF: 40.86% P: 49.84% R: 32.01% F: 38.98%
+2024-03-24 10:33:35 INFO 0:00:11.095502s elapsed
+2024-03-24 10:33:35 INFO Epoch 92 / 5000:
+2024-03-24 10:33:43 INFO lr: 4.9080e-05 - loss: 0.0008 - UP: 98.00% UR: 97.30% UF: 97.65% P: 98.00% R: 97.30% F: 97.65%
+2024-03-24 10:33:44 INFO dev:  loss: nan - UP: 59.77% UR: 36.56% UF: 45.37% P: 57.73% R: 35.31% F: 43.82%
+2024-03-24 10:33:46 INFO test: loss: nan - UP: 54.38% UR: 32.16% UF: 40.41% P: 51.77% R: 30.61% F: 38.48%
+2024-03-24 10:33:46 INFO 0:00:10.982616s elapsed
+2024-03-24 10:33:46 INFO Epoch 93 / 5000:
+2024-03-24 10:33:54 INFO lr: 4.9070e-05 - loss: 0.0000 - UP: 97.73% UR: 96.66% UF: 97.19% P: 97.69% R: 96.63% F: 97.16%
+2024-03-24 10:33:55 INFO dev:  loss: nan - UP: 59.33% UR: 39.49% UF: 47.42% P: 57.81% R: 38.48% F: 46.20%
+2024-03-24 10:33:57 INFO test: loss: nan - UP: 52.81% UR: 33.95% UF: 41.33% P: 50.58% R: 32.52% F: 39.58%
+2024-03-24 10:33:57 INFO 0:00:10.905049s elapsed
+2024-03-24 10:33:57 INFO Epoch 94 / 5000:
+2024-03-24 10:34:05 INFO lr: 4.9060e-05 - loss: 0.0005 - UP: 98.05% UR: 97.29% UF: 97.67% P: 98.05% R: 97.29% F: 97.67%
+2024-03-24 10:34:06 INFO dev:  loss: nan - UP: 59.26% UR: 39.26% UF: 47.23% P: 57.37% R: 38.01% F: 45.72%
+2024-03-24 10:34:08 INFO test: loss: nan - UP: 53.63% UR: 34.35% UF: 41.88% P: 50.89% R: 32.60% F: 39.74%
+2024-03-24 10:34:08 INFO 0:00:10.886336s elapsed
+2024-03-24 10:34:08 INFO Epoch 95 / 5000:
+2024-03-24 10:34:16 INFO lr: 4.9050e-05 - loss: 0.0000 - UP: 98.35% UR: 97.15% UF: 97.74% P: 98.34% R: 97.14% F: 97.73%
+2024-03-24 10:34:17 INFO dev:  loss: nan - UP: 61.23% UR: 40.47% UF: 48.73% P: 59.52% R: 39.34% F: 47.37%
+2024-03-24 10:34:18 INFO test: loss: nan - UP: 54.49% UR: 35.41% UF: 42.92% P: 52.54% R: 34.14% F: 41.39%
+2024-03-24 10:34:18 INFO 0:00:10.858489s elapsed
+2024-03-24 10:34:18 INFO Epoch 96 / 5000:
+2024-03-24 10:34:27 INFO lr: 4.9040e-05 - loss: 0.0001 - UP: 97.96% UR: 97.35% UF: 97.66% P: 97.95% R: 97.34% F: 97.64%
+2024-03-24 10:34:28 INFO dev:  loss: nan - UP: 60.14% UR: 42.15% UF: 49.56% P: 58.42% R: 40.94% F: 48.14%
+2024-03-24 10:34:29 INFO test: loss: nan - UP: 52.19% UR: 35.52% UF: 42.27% P: 49.77% R: 33.87% F: 40.31%
+2024-03-24 10:34:29 INFO 0:00:10.847980s elapsed
+2024-03-24 10:34:29 INFO Epoch 97 / 5000:
+2024-03-24 10:34:38 INFO lr: 4.9030e-05 - loss: 0.0012 - UP: 96.90% UR: 94.16% UF: 95.51% P: 96.88% R: 94.15% F: 95.50%
+2024-03-24 10:34:39 INFO dev:  loss: nan - UP: 60.00% UR: 37.73% UF: 46.33% P: 57.95% R: 36.45% F: 44.75%
+2024-03-24 10:34:40 INFO test: loss: nan - UP: 55.11% UR: 34.95% UF: 42.77% P: 52.82% R: 33.49% F: 40.99%
+2024-03-24 10:34:40 INFO 0:00:10.833386s elapsed
+2024-03-24 10:34:49 INFO Epoch 67 saved
+2024-03-24 10:34:49 INFO dev:  UP: 59.32% UR: 42.77% UF: 49.70% P: 57.64% R: 41.56% F: 48.30%
+2024-03-24 10:34:49 INFO test: UP: 51.48% UR: 34.92% UF: 41.62% P: 49.39% R: 33.51% F: 39.93%
+2024-03-24 10:34:49 INFO 0:17:34.673330s elapsed, 0:00:10.872921s/epoch