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SemEval-2022-Task-10
structured-sentiment-analysis
sentiment-analysis
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  1. .gitattributes +1 -0
  2. models/norec/all/model_vi_norec_twxlmsa_10 +3 -0
  3. models/norec/all/model_vi_norec_twxlmsa_10.train.log +829 -0
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+ 2023-02-22 20:32:29 INFO
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+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
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+ lr | 5e-05
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+ mu | 0.9
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+ nu | 0.999
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+ eps | 1e-06
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+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
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+ update-steps | 1
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+ warmup | 0.0
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+ batch_size | 1500
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+ update_steps | 1
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+ mode | train
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+ path | /content/gdrive/MyDrive/models_uca/model_vi_norec_twxlmsa_10
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+ device | 0
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+ seed | 1
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+ threads | 16
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+ local_rank | -1
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+ feat | None
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+ build | True
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+ checkpoint | False
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+ encoder | bert
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+ max_len | None
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+ buckets | 32
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+ train | /content/gdrive/MyDrive/sentiment_graphs/norec/head_final/sdp/train.conllu
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+ dev | /content/gdrive/MyDrive/sentiment_graphs/norec/head_final/sdp/dev.conllu
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+ test | /content/gdrive/MyDrive/sentiment_graphs/norec/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
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+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | cardiffnlp/twitter-xlm-roberta-base-sentiment
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2023-02-22 20:32:29 INFO Building the fields
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+ 2023-02-22 20:32:39 INFO CoNLL(
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+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
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+ (labels): ChartField()
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+ )
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+ 2023-02-22 20:32:39 INFO Building the model
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+ 2023-02-22 20:33:05 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(cardiffnlp/twitter-xlm-roberta-base-sentiment, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2023-02-22 20:33:05 INFO Loading the data
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+ 2023-02-22 20:33:20 INFO
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+ train: Dataset(n_sentences=8634, n_batches=110, n_buckets=32)
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+ dev: Dataset(n_sentences=1531, n_batches=35, n_buckets=32)
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+ test: Dataset(n_sentences=1272, n_batches=33, n_buckets=32)
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+
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+ 2023-02-22 20:33:20 INFO Epoch 1 / 5000:
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+ 2023-02-22 20:34:30 INFO lr: 4.9990e-05 - loss: 0.1382 - UP: 2.11% UR: 2.82% UF: 2.41% P: 1.17% R: 1.56% F: 1.34%
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+ 2023-02-22 20:34:33 INFO dev: loss: nan - UP: 62.39% UR: 1.53% UF: 2.99% P: 57.34% R: 1.41% F: 2.75%
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+ 2023-02-22 20:34:36 INFO test: loss: 0.1199 - UP: 51.55% UR: 1.35% UF: 2.62% P: 44.85% R: 1.17% F: 2.28%
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+ 2023-02-22 20:34:54 INFO 0:01:16.697525s elapsed (saved)
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+
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+ 2023-02-22 20:34:54 INFO Epoch 2 / 5000:
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+ 2023-02-22 20:36:07 INFO lr: 4.9980e-05 - loss: 0.0968 - UP: 48.04% UR: 5.25% UF: 9.46% P: 40.80% R: 4.46% F: 8.04%
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+ 2023-02-22 20:36:11 INFO dev: loss: nan - UP: 59.02% UR: 12.13% UF: 20.12% P: 48.55% R: 9.97% F: 16.55%
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+ 2023-02-22 20:36:14 INFO test: loss: 0.0885 - UP: 61.28% UR: 12.36% UF: 20.57% P: 48.26% R: 9.73% F: 16.20%
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+ 2023-02-22 20:36:33 INFO 0:01:19.533285s elapsed (saved)
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+
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+ 2023-02-22 20:36:33 INFO Epoch 3 / 5000:
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+ 2023-02-22 20:37:46 INFO lr: 4.9970e-05 - loss: 0.1062 - UP: 56.00% UR: 13.47% UF: 21.72% P: 50.59% R: 12.17% F: 19.62%
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+ 2023-02-22 20:37:50 INFO dev: loss: nan - UP: 62.90% UR: 16.51% UF: 26.15% P: 54.70% R: 14.36% F: 22.74%
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+ 2023-02-22 20:37:53 INFO test: loss: 0.0873 - UP: 66.76% UR: 16.11% UF: 25.96% P: 57.84% R: 13.96% F: 22.49%
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+ 2023-02-22 20:38:13 INFO 0:01:19.837354s elapsed (saved)
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+
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+ 2023-02-22 20:38:13 INFO Epoch 4 / 5000:
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+ 2023-02-22 20:39:26 INFO lr: 4.9960e-05 - loss: 0.0814 - UP: 60.53% UR: 20.13% UF: 30.21% P: 55.88% R: 18.58% F: 27.89%
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+ 2023-02-22 20:39:29 INFO dev: loss: nan - UP: 57.14% UR: 27.87% UF: 37.46% P: 48.38% R: 23.60% F: 31.72%
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+ 2023-02-22 20:39:32 INFO test: loss: 0.0888 - UP: 60.96% UR: 27.30% UF: 37.71% P: 52.18% R: 23.37% F: 32.28%
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+ 2023-02-22 20:39:50 INFO 0:01:19.382456s elapsed (saved)
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+
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+ 2023-02-22 20:39:50 INFO Epoch 5 / 5000:
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+ 2023-02-22 20:41:03 INFO lr: 4.9950e-05 - loss: 0.0664 - UP: 63.73% UR: 25.70% UF: 36.63% P: 60.06% R: 24.22% F: 34.52%
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+ 2023-02-22 20:41:07 INFO dev: loss: nan - UP: 56.61% UR: 30.46% UF: 39.61% P: 49.07% R: 26.40% F: 34.33%
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+ 2023-02-22 20:41:09 INFO test: loss: 0.0943 - UP: 63.28% UR: 29.09% UF: 39.86% P: 56.49% R: 25.97% F: 35.58%
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+ 2023-02-22 20:41:28 INFO 0:01:19.384887s elapsed (saved)
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+
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+ 2023-02-22 20:41:28 INFO Epoch 6 / 5000:
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+ 2023-02-22 20:42:41 INFO lr: 4.9940e-05 - loss: 0.0773 - UP: 65.10% UR: 29.60% UF: 40.70% P: 62.80% R: 28.55% F: 39.26%
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+ 2023-02-22 20:42:45 INFO dev: loss: nan - UP: 54.02% UR: 31.96% UF: 40.16% P: 45.20% R: 26.74% F: 33.60%
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+ 2023-02-22 20:42:48 INFO test: loss: 0.0975 - UP: 58.53% UR: 30.16% UF: 39.80% P: 49.49% R: 25.50% F: 33.66%
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+ 2023-02-22 20:42:48 INFO 0:01:19.572300s elapsed
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+ 2023-02-22 20:42:48 INFO Epoch 7 / 5000:
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+ 2023-02-22 20:44:00 INFO lr: 4.9930e-05 - loss: 0.0486 - UP: 67.09% UR: 35.04% UF: 46.03% P: 64.94% R: 33.91% F: 44.56%
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+ 2023-02-22 20:44:03 INFO dev: loss: nan - UP: 54.72% UR: 32.57% UF: 40.83% P: 46.81% R: 27.86% F: 34.93%
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+ 2023-02-22 20:44:06 INFO test: loss: 0.0978 - UP: 59.49% UR: 32.36% UF: 41.92% P: 50.51% R: 27.48% F: 35.59%
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+ 2023-02-22 20:44:25 INFO 0:01:18.732319s elapsed (saved)
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+
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+ 2023-02-22 20:44:25 INFO Epoch 8 / 5000:
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+ 2023-02-22 20:45:38 INFO lr: 4.9920e-05 - loss: 0.0240 - UP: 70.86% UR: 41.89% UF: 52.65% P: 69.28% R: 40.96% F: 51.48%
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+ 2023-02-22 20:45:41 INFO dev: loss: nan - UP: 52.55% UR: 38.18% UF: 44.23% P: 46.07% R: 33.47% F: 38.77%
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+ 2023-02-22 20:45:44 INFO test: loss: 0.1131 - UP: 58.18% UR: 36.23% UF: 44.65% P: 50.14% R: 31.22% F: 38.48%
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+ 2023-02-22 20:46:02 INFO 0:01:19.680419s elapsed (saved)
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+
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+ 2023-02-22 20:46:02 INFO Epoch 9 / 5000:
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+ 2023-02-22 20:47:16 INFO lr: 4.9910e-05 - loss: 0.0292 - UP: 73.81% UR: 48.45% UF: 58.50% P: 72.54% R: 47.61% F: 57.49%
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+ 2023-02-22 20:47:19 INFO dev: loss: nan - UP: 56.26% UR: 34.37% UF: 42.67% P: 49.25% R: 30.09% F: 37.36%
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+ 2023-02-22 20:47:22 INFO test: loss: 0.1178 - UP: 63.15% UR: 34.33% UF: 44.48% P: 54.23% R: 29.48% F: 38.20%
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+ 2023-02-22 20:47:22 INFO 0:01:19.496102s elapsed
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+
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+ 2023-02-22 20:47:22 INFO Epoch 10 / 5000:
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+ 2023-02-22 20:48:34 INFO lr: 4.9900e-05 - loss: 0.0252 - UP: 76.50% UR: 52.98% UF: 62.60% P: 75.40% R: 52.21% F: 61.70%
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+ 2023-02-22 20:48:37 INFO dev: loss: nan - UP: 49.29% UR: 45.93% UF: 47.55% P: 42.85% R: 39.94% F: 41.34%
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+ 2023-02-22 20:48:40 INFO test: loss: 0.1191 - UP: 53.04% UR: 44.08% UF: 48.14% P: 45.44% R: 37.76% F: 41.25%
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+ 2023-02-22 20:49:00 INFO 0:01:18.456580s elapsed (saved)
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+
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+ 2023-02-22 20:49:00 INFO Epoch 11 / 5000:
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+ 2023-02-22 20:50:13 INFO lr: 4.9890e-05 - loss: 0.0195 - UP: 78.11% UR: 56.34% UF: 65.47% P: 77.27% R: 55.73% F: 64.76%
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+ 2023-02-22 20:50:16 INFO dev: loss: nan - UP: 57.79% UR: 36.08% UF: 44.43% P: 51.11% R: 31.91% F: 39.29%
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+ 2023-02-22 20:50:19 INFO test: loss: 0.1299 - UP: 60.98% UR: 34.29% UF: 43.89% P: 53.87% R: 30.29% F: 38.78%
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+ 2023-02-22 20:50:19 INFO 0:01:19.521583s elapsed
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+
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+ 2023-02-22 20:50:19 INFO Epoch 12 / 5000:
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+ 2023-02-22 20:51:32 INFO lr: 4.9880e-05 - loss: 0.0186 - UP: 80.76% UR: 61.62% UF: 69.90% P: 79.99% R: 61.04% F: 69.24%
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+ 2023-02-22 20:51:35 INFO dev: loss: nan - UP: 53.50% UR: 42.66% UF: 47.47% P: 46.90% R: 37.40% F: 41.61%
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+ 2023-02-22 20:51:38 INFO test: loss: 0.1297 - UP: 58.32% UR: 41.96% UF: 48.81% P: 50.42% R: 36.28% F: 42.20%
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+ 2023-02-22 20:51:57 INFO 0:01:18.886654s elapsed (saved)
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+
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+ 2023-02-22 20:51:57 INFO Epoch 13 / 5000:
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+ 2023-02-22 20:53:10 INFO lr: 4.9870e-05 - loss: 0.0158 - UP: 79.35% UR: 60.66% UF: 68.75% P: 78.17% R: 59.76% F: 67.74%
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+ 2023-02-22 20:53:13 INFO dev: loss: nan - UP: 49.14% UR: 48.47% UF: 48.80% P: 42.82% R: 42.24% F: 42.53%
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+ 2023-02-22 20:53:16 INFO test: loss: 0.1183 - UP: 54.21% UR: 46.32% UF: 49.96% P: 45.57% R: 38.95% F: 42.00%
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+ 2023-02-22 20:53:36 INFO 0:01:19.477808s elapsed (saved)
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+
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+ 2023-02-22 20:53:36 INFO Epoch 14 / 5000:
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+ 2023-02-22 20:54:49 INFO lr: 4.9860e-05 - loss: 0.0091 - UP: 81.74% UR: 64.33% UF: 72.00% P: 80.84% R: 63.63% F: 71.21%
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+ 2023-02-22 20:54:53 INFO dev: loss: nan - UP: 55.34% UR: 37.53% UF: 44.73% P: 49.26% R: 33.40% F: 39.81%
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+ 2023-02-22 20:54:56 INFO test: loss: 0.1208 - UP: 60.14% UR: 37.17% UF: 45.94% P: 52.65% R: 32.54% F: 40.22%
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+ 2023-02-22 20:54:56 INFO 0:01:19.565069s elapsed
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+
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+ 2023-02-22 20:54:56 INFO Epoch 15 / 5000:
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+ 2023-02-22 20:56:08 INFO lr: 4.9850e-05 - loss: 0.0148 - UP: 83.69% UR: 68.02% UF: 75.05% P: 82.90% R: 67.38% F: 74.34%
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+ 2023-02-22 20:56:11 INFO dev: loss: nan - UP: 53.95% UR: 40.51% UF: 46.28% P: 47.23% R: 35.46% F: 40.51%
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+ 2023-02-22 20:56:14 INFO test: loss: 0.1327 - UP: 58.97% UR: 40.01% UF: 47.67% P: 50.85% R: 34.50% F: 41.11%
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+ 2023-02-22 20:56:14 INFO 0:01:18.904756s elapsed
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+ 2023-02-22 20:56:14 INFO Epoch 16 / 5000:
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+ 2023-02-22 20:57:26 INFO lr: 4.9840e-05 - loss: 0.0111 - UP: 85.04% UR: 71.75% UF: 77.83% P: 84.49% R: 71.29% F: 77.33%
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+ 2023-02-22 20:57:30 INFO dev: loss: nan - UP: 54.69% UR: 41.41% UF: 47.13% P: 48.45% R: 36.69% F: 41.76%
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+ 2023-02-22 20:57:33 INFO test: loss: 0.1342 - UP: 60.62% UR: 40.70% UF: 48.70% P: 52.98% R: 35.57% F: 42.56%
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+ 2023-02-22 20:57:33 INFO 0:01:18.647932s elapsed
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+ 2023-02-22 20:57:33 INFO Epoch 17 / 5000:
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+ 2023-02-22 20:58:45 INFO lr: 4.9830e-05 - loss: 0.0138 - UP: 86.23% UR: 73.94% UF: 79.61% P: 85.75% R: 73.52% F: 79.17%
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+ 2023-02-22 20:58:49 INFO dev: loss: nan - UP: 57.15% UR: 38.08% UF: 45.71% P: 50.96% R: 33.95% F: 40.75%
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+ 2023-02-22 20:58:52 INFO test: loss: 0.1568 - UP: 61.05% UR: 37.10% UF: 46.16% P: 53.37% R: 32.43% F: 40.35%
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+ 2023-02-22 20:58:52 INFO 0:01:19.036953s elapsed
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+
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+ 2023-02-22 20:58:52 INFO Epoch 18 / 5000:
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+ 2023-02-22 21:00:04 INFO lr: 4.9820e-05 - loss: 0.0129 - UP: 86.98% UR: 77.18% UF: 81.78% P: 86.46% R: 76.72% F: 81.30%
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+ 2023-02-22 21:00:08 INFO dev: loss: nan - UP: 54.79% UR: 38.72% UF: 45.37% P: 48.06% R: 33.96% F: 39.80%
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+ 2023-02-22 21:00:11 INFO test: loss: 0.1480 - UP: 60.49% UR: 39.43% UF: 47.74% P: 52.75% R: 34.38% F: 41.63%
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+ 2023-02-22 21:00:11 INFO 0:01:18.847586s elapsed
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+ 2023-02-22 21:00:11 INFO Epoch 19 / 5000:
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+ 2023-02-22 21:01:23 INFO lr: 4.9810e-05 - loss: 0.0150 - UP: 87.34% UR: 77.45% UF: 82.10% P: 86.89% R: 77.05% F: 81.67%
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+ 2023-02-22 21:01:27 INFO dev: loss: nan - UP: 52.74% UR: 42.68% UF: 47.18% P: 46.17% R: 37.36% F: 41.30%
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+ 2023-02-22 21:01:30 INFO test: loss: 0.1643 - UP: 58.04% UR: 43.78% UF: 49.91% P: 50.28% R: 37.92% F: 43.24%
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+ 2023-02-22 21:01:30 INFO 0:01:18.562254s elapsed
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+ 2023-02-22 21:01:30 INFO Epoch 20 / 5000:
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+ 2023-02-22 21:02:42 INFO lr: 4.9800e-05 - loss: 0.0151 - UP: 87.05% UR: 77.74% UF: 82.13% P: 86.21% R: 76.99% F: 81.34%
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+ 2023-02-22 21:02:45 INFO dev: loss: nan - UP: 53.88% UR: 43.25% UF: 47.98% P: 46.20% R: 37.09% F: 41.15%
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+ 2023-02-22 21:02:48 INFO test: loss: 0.1446 - UP: 58.24% UR: 42.33% UF: 49.03% P: 50.31% R: 36.56% F: 42.35%
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+ 2023-02-22 21:02:48 INFO 0:01:18.769190s elapsed
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+ 2023-02-22 21:02:48 INFO Epoch 21 / 5000:
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+ 2023-02-22 21:04:00 INFO lr: 4.9790e-05 - loss: 0.0149 - UP: 87.03% UR: 74.26% UF: 80.14% P: 86.03% R: 73.41% F: 79.22%
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+ 2023-02-22 21:11:00 INFO test: loss: 0.1803 - UP: 68.82% UR: 27.07% UF: 38.86% P: 62.83% R: 24.72% F: 35.48%
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+ 2023-02-22 21:24:20 INFO lr: 4.9640e-05 - loss: 0.0069 - UP: 93.94% UR: 90.84% UF: 92.36% P: 93.75% R: 90.65% F: 92.17%
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+ 2023-02-22 21:25:38 INFO lr: 4.9630e-05 - loss: 0.0162 - UP: 93.77% UR: 90.12% UF: 91.91% P: 93.49% R: 89.85% F: 91.63%
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+ 2023-02-22 21:29:34 INFO lr: 4.9600e-05 - loss: 0.0065 - UP: 92.19% UR: 88.59% UF: 90.36% P: 91.79% R: 88.21% F: 89.96%
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+ 2023-02-22 21:29:38 INFO dev: loss: nan - UP: 54.87% UR: 42.83% UF: 48.11% P: 47.29% R: 36.92% F: 41.47%
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+ 2023-02-22 21:29:41 INFO test: loss: 0.2007 - UP: 57.30% UR: 42.66% UF: 48.91% P: 49.23% R: 36.66% F: 42.02%
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+ 2023-02-22 21:30:57 INFO dev: loss: nan - UP: 55.30% UR: 42.06% UF: 47.78% P: 47.70% R: 36.27% F: 41.21%
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+ 2023-02-22 21:31:00 INFO test: loss: 0.1831 - UP: 60.71% UR: 43.54% UF: 50.71% P: 52.90% R: 37.94% F: 44.19%
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+ 2023-02-22 21:32:12 INFO lr: 4.9580e-05 - loss: 0.0051 - UP: 94.86% UR: 92.66% UF: 93.75% P: 94.75% R: 92.55% F: 93.64%
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+ 2023-02-22 21:32:19 INFO test: loss: 0.1929 - UP: 58.70% UR: 44.94% UF: 50.90% P: 51.26% R: 39.24% F: 44.45%
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+ 2023-02-22 21:34:56 INFO test: loss: 0.1668 - UP: 56.03% UR: 45.62% UF: 50.29% P: 48.39% R: 39.40% F: 43.44%
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+ 2023-02-22 21:36:15 INFO test: loss: 0.1567 - UP: 60.61% UR: 38.88% UF: 47.37% P: 53.47% R: 34.30% F: 41.79%
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+ 2023-02-22 21:37:34 INFO test: loss: 0.1713 - UP: 60.12% UR: 38.80% UF: 47.16% P: 52.50% R: 33.89% F: 41.19%
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+ 2023-02-22 21:54:37 INFO test: loss: 0.2012 - UP: 59.96% UR: 44.05% UF: 50.79% P: 51.70% R: 37.98% F: 43.79%
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+ 2023-02-22 21:57:11 INFO dev: loss: nan - UP: 55.69% UR: 39.62% UF: 46.30% P: 49.03% R: 34.88% F: 40.76%
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+ 2023-02-22 21:58:52 INFO 0:01:18.989325s elapsed (saved)
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+ 2023-02-22 22:04:09 INFO 0:01:18.969155s elapsed
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+ 2023-02-22 22:05:28 INFO test: loss: 0.1984 - UP: 60.68% UR: 39.73% UF: 48.02% P: 52.56% R: 34.41% F: 41.59%
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+ 2023-02-22 22:05:28 INFO 0:01:18.866165s elapsed
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+ 2023-02-22 22:06:46 INFO 0:01:18.367723s elapsed
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+ 2023-02-22 22:08:05 INFO 0:01:18.220141s elapsed
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+ 2023-02-22 22:09:17 INFO lr: 4.9300e-05 - loss: 0.0025 - UP: 97.34% UR: 96.60% UF: 96.97% P: 97.26% R: 96.51% F: 96.89%
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+ 2023-02-22 22:09:23 INFO test: loss: 0.2126 - UP: 58.81% UR: 39.54% UF: 47.29% P: 51.58% R: 34.68% F: 41.47%
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+ 2023-02-22 22:09:23 INFO 0:01:18.692332s elapsed
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+ 2023-02-22 22:10:42 INFO test: loss: 0.2209 - UP: 58.35% UR: 46.08% UF: 51.50% P: 49.61% R: 39.18% F: 43.78%
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+ 2023-02-22 22:11:00 INFO 0:01:18.981322s elapsed (saved)
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+ 2023-02-22 22:12:16 INFO dev: loss: nan - UP: 57.76% UR: 41.35% UF: 48.19% P: 51.54% R: 36.89% F: 43.01%
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+ 2023-02-22 22:12:19 INFO test: loss: 0.2292 - UP: 61.05% UR: 40.31% UF: 48.56% P: 52.71% R: 34.80% F: 41.92%
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+ 2023-02-22 22:13:32 INFO lr: 4.9270e-05 - loss: 0.0011 - UP: 97.78% UR: 97.14% UF: 97.46% P: 97.68% R: 97.05% F: 97.36%
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+ 2023-02-22 22:13:39 INFO test: loss: 0.2269 - UP: 59.48% UR: 44.37% UF: 50.83% P: 51.36% R: 38.31% F: 43.89%
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+ 2023-02-22 22:14:51 INFO lr: 4.9260e-05 - loss: 0.0020 - UP: 97.82% UR: 97.26% UF: 97.54% P: 97.77% R: 97.21% F: 97.49%
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+ 2023-02-22 22:14:57 INFO test: loss: 0.2269 - UP: 51.83% UR: 52.50% UF: 52.16% P: 43.97% R: 44.55% F: 44.26%
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+ 2023-02-22 22:15:16 INFO 0:01:18.966034s elapsed (saved)
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+ 2023-02-22 22:16:29 INFO lr: 4.9250e-05 - loss: 0.0017 - UP: 97.16% UR: 96.04% UF: 96.60% P: 97.07% R: 95.95% F: 96.51%
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+ 2023-02-22 22:16:36 INFO test: loss: 0.2177 - UP: 56.90% UR: 46.04% UF: 50.90% P: 48.89% R: 39.57% F: 43.74%
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+ 2023-02-22 22:16:36 INFO 0:01:19.465510s elapsed
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+ 2023-02-22 22:17:47 INFO lr: 4.9240e-05 - loss: 0.0019 - UP: 97.38% UR: 96.85% UF: 97.11% P: 97.25% R: 96.72% F: 96.99%
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+ 2023-02-22 22:17:54 INFO test: loss: 0.1891 - UP: 59.66% UR: 46.66% UF: 52.36% P: 50.91% R: 39.82% F: 44.69%
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+ 2023-02-22 22:19:06 INFO lr: 4.9230e-05 - loss: 0.0050 - UP: 97.19% UR: 96.24% UF: 96.71% P: 97.00% R: 96.05% F: 96.52%
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+ 2023-02-22 22:19:12 INFO test: loss: 0.1802 - UP: 62.72% UR: 38.41% UF: 47.64% P: 54.39% R: 33.31% F: 41.31%
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+ 2023-02-22 22:19:12 INFO 0:01:18.271679s elapsed
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+ 2023-02-22 22:20:24 INFO lr: 4.9220e-05 - loss: 0.0021 - UP: 96.53% UR: 95.25% UF: 95.89% P: 96.21% R: 94.93% F: 95.56%
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+ 2023-02-22 22:20:31 INFO test: loss: 0.1881 - UP: 61.84% UR: 37.86% UF: 46.96% P: 54.37% R: 33.28% F: 41.29%
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+ 2023-02-22 22:21:43 INFO lr: 4.9210e-05 - loss: 0.0053 - UP: 96.03% UR: 94.39% UF: 95.20% P: 95.34% R: 93.71% F: 94.52%
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+ 2023-02-22 22:44:26 INFO 0:01:18.374952s elapsed (saved)
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+ 2023-02-22 22:48:23 INFO 0:01:18.653363s elapsed
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+ 2023-02-22 22:49:35 INFO lr: 4.9000e-05 - loss: 0.0050 - UP: 98.50% UR: 98.09% UF: 98.29% P: 98.44% R: 98.03% F: 98.23%
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+ 2023-02-22 22:49:42 INFO test: loss: 0.2297 - UP: 60.13% UR: 42.69% UF: 49.93% P: 51.69% R: 36.70% F: 42.92%
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+ 2023-02-22 22:49:42 INFO 0:01:19.142430s elapsed
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+ 2023-02-22 22:50:54 INFO lr: 4.8990e-05 - loss: 0.0003 - UP: 98.49% UR: 98.05% UF: 98.27% P: 98.40% R: 97.96% F: 98.18%
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+ 2023-02-22 22:51:01 INFO test: loss: 0.2267 - UP: 61.79% UR: 38.19% UF: 47.21% P: 53.43% R: 33.02% F: 40.82%
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+ 2023-02-22 22:51:01 INFO 0:01:18.732546s elapsed
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+ 2023-02-22 22:52:13 INFO lr: 4.8980e-05 - loss: 0.0027 - UP: 98.32% UR: 98.04% UF: 98.18% P: 98.21% R: 97.93% F: 98.07%
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+ 2023-02-22 22:52:20 INFO 0:01:18.730617s elapsed
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+ 2023-02-22 22:53:32 INFO lr: 4.8970e-05 - loss: nan - UP: 97.55% UR: 96.55% UF: 97.05% P: 97.37% R: 96.37% F: 96.87%
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+ 2023-02-22 22:54:51 INFO lr: 4.8960e-05 - loss: 0.0052 - UP: 98.24% UR: 97.61% UF: 97.92% P: 98.13% R: 97.50% F: 97.82%
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+ 2023-02-22 22:54:57 INFO test: loss: 0.2115 - UP: 55.70% UR: 44.63% UF: 49.55% P: 47.58% R: 38.13% F: 42.33%
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+ 2023-02-22 22:54:57 INFO 0:01:18.757340s elapsed
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+ 2023-02-22 22:56:09 INFO lr: 4.8950e-05 - loss: 0.0031 - UP: 98.21% UR: 97.80% UF: 98.01% P: 98.13% R: 97.72% F: 97.93%
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+ 2023-02-22 22:56:16 INFO test: loss: 0.2148 - UP: 63.71% UR: 36.28% UF: 46.23% P: 56.10% R: 31.95% F: 40.71%
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+ 2023-02-22 22:56:16 INFO 0:01:18.637813s elapsed
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+ 2023-02-22 22:57:27 INFO lr: 4.8940e-05 - loss: 0.0107 - UP: 97.90% UR: 96.96% UF: 97.43% P: 97.72% R: 96.79% F: 97.25%
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+ 2023-02-22 22:57:34 INFO test: loss: 0.1856 - UP: 57.56% UR: 38.11% UF: 45.86% P: 49.25% R: 32.61% F: 39.24%
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+ 2023-02-22 22:57:34 INFO 0:01:18.155180s elapsed
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+ 2023-02-22 22:58:46 INFO lr: 4.8930e-05 - loss: 0.0150 - UP: 96.38% UR: 94.95% UF: 95.66% P: 95.95% R: 94.53% F: 95.24%
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+ 2023-02-22 22:58:50 INFO dev: loss: nan - UP: 52.48% UR: 47.77% UF: 50.01% P: 45.51% R: 41.42% F: 43.37%
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+ 2023-02-22 22:58:53 INFO test: loss: 0.2090 - UP: 54.41% UR: 44.79% UF: 49.13% P: 46.20% R: 38.03% F: 41.72%
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+ 2023-02-22 22:58:53 INFO 0:01:18.467780s elapsed
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+ 2023-02-22 23:00:05 INFO lr: 4.8920e-05 - loss: 0.0038 - UP: 97.45% UR: 96.45% UF: 96.95% P: 97.26% R: 96.27% F: 96.76%
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+ 2023-02-22 23:00:11 INFO test: loss: 0.2177 - UP: 59.15% UR: 41.41% UF: 48.72% P: 51.12% R: 35.78% F: 42.10%
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+ 2023-02-22 23:00:11 INFO 0:01:18.603158s elapsed
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+ 2023-02-22 23:01:23 INFO lr: 4.8910e-05 - loss: 0.0016 - UP: 97.87% UR: 96.86% UF: 97.36% P: 97.71% R: 96.70% F: 97.20%
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+ 2023-02-22 23:01:30 INFO test: loss: 0.1808 - UP: 61.42% UR: 41.02% UF: 49.19% P: 52.99% R: 35.39% F: 42.44%
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+ 2023-02-22 23:01:30 INFO 0:01:18.747702s elapsed
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+ 2023-02-22 23:02:42 INFO lr: 4.8900e-05 - loss: 0.0023 - UP: 97.93% UR: 97.27% UF: 97.60% P: 97.83% R: 97.18% F: 97.51%
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+ 2023-02-22 23:02:49 INFO test: loss: 0.1966 - UP: 60.66% UR: 42.54% UF: 50.01% P: 54.35% R: 38.11% F: 44.80%
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+ 2023-02-22 23:04:01 INFO lr: 4.8890e-05 - loss: 0.0025 - UP: 98.52% UR: 97.98% UF: 98.25% P: 98.42% R: 97.89% F: 98.15%
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+ 2023-02-22 23:04:07 INFO test: loss: 0.2049 - UP: 61.76% UR: 39.24% UF: 47.99% P: 55.34% R: 35.16% F: 43.00%
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+ 2023-02-22 23:05:19 INFO lr: 4.8880e-05 - loss: 0.0017 - UP: 98.52% UR: 98.00% UF: 98.26% P: 98.49% R: 97.97% F: 98.23%
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+ 2023-02-22 23:07:57 INFO lr: 4.8860e-05 - loss: 0.0021 - UP: 98.54% UR: 97.92% UF: 98.23% P: 98.50% R: 97.88% F: 98.19%
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+ 2023-02-22 23:09:15 INFO lr: 4.8850e-05 - loss: 0.0025 - UP: 98.35% UR: 97.72% UF: 98.04% P: 98.20% R: 97.58% F: 97.89%
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+ 2023-02-22 23:10:34 INFO lr: 4.8840e-05 - loss: 0.0019 - UP: 98.01% UR: 97.29% UF: 97.65% P: 97.89% R: 97.17% F: 97.53%
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+ 2023-02-22 23:10:38 INFO dev: loss: nan - UP: 54.21% UR: 46.55% UF: 50.09% P: 46.90% R: 40.27% F: 43.33%
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+ 2023-02-22 23:10:41 INFO test: loss: 0.2197 - UP: 57.56% UR: 46.72% UF: 51.58% P: 48.72% R: 39.54% F: 43.65%
764
+ 2023-02-22 23:10:41 INFO 0:01:18.556272s elapsed
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+ 2023-02-22 23:10:41 INFO Epoch 117 / 5000:
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+ 2023-02-22 23:11:53 INFO lr: 4.8830e-05 - loss: nan - UP: 97.87% UR: 97.13% UF: 97.50% P: 97.54% R: 96.80% F: 97.17%
768
+ 2023-02-22 23:11:56 INFO dev: loss: nan - UP: 55.54% UR: 43.19% UF: 48.60% P: 49.50% R: 38.49% F: 43.31%
769
+ 2023-02-22 23:11:59 INFO test: loss: 0.2001 - UP: 59.50% UR: 43.47% UF: 50.24% P: 51.41% R: 37.56% F: 43.41%
770
+ 2023-02-22 23:11:59 INFO 0:01:18.715887s elapsed
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+ 2023-02-22 23:11:59 INFO Epoch 118 / 5000:
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+ 2023-02-22 23:13:11 INFO lr: 4.8820e-05 - loss: 0.0022 - UP: 97.49% UR: 96.43% UF: 96.96% P: 97.34% R: 96.27% F: 96.80%
774
+ 2023-02-22 23:13:15 INFO dev: loss: nan - UP: 57.28% UR: 41.65% UF: 48.23% P: 50.18% R: 36.49% F: 42.25%
775
+ 2023-02-22 23:13:18 INFO test: loss: 0.1883 - UP: 62.11% UR: 40.75% UF: 49.21% P: 54.08% R: 35.49% F: 42.85%
776
+ 2023-02-22 23:13:18 INFO 0:01:18.624991s elapsed
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+ 2023-02-22 23:13:18 INFO Epoch 119 / 5000:
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+ 2023-02-22 23:14:30 INFO lr: 4.8810e-05 - loss: 0.0023 - UP: 97.89% UR: 96.71% UF: 97.30% P: 97.61% R: 96.44% F: 97.02%
780
+ 2023-02-22 23:14:33 INFO dev: loss: nan - UP: 60.81% UR: 36.65% UF: 45.73% P: 53.74% R: 32.39% F: 40.42%
781
+ 2023-02-22 23:14:36 INFO test: loss: 0.2032 - UP: 64.51% UR: 35.92% UF: 46.14% P: 57.59% R: 32.07% F: 41.20%
782
+ 2023-02-22 23:14:36 INFO 0:01:18.485260s elapsed
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+ 2023-02-22 23:14:36 INFO Epoch 120 / 5000:
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+ 2023-02-22 23:15:48 INFO lr: 4.8800e-05 - loss: 0.0019 - UP: 97.73% UR: 97.22% UF: 97.47% P: 97.66% R: 97.16% F: 97.41%
786
+ 2023-02-22 23:15:52 INFO dev: loss: nan - UP: 59.27% UR: 38.63% UF: 46.77% P: 51.59% R: 33.63% F: 40.71%
787
+ 2023-02-22 23:15:55 INFO test: loss: 0.1887 - UP: 63.96% UR: 38.13% UF: 47.77% P: 57.50% R: 34.28% F: 42.95%
788
+ 2023-02-22 23:15:55 INFO 0:01:18.706510s elapsed
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+
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+ 2023-02-22 23:15:55 INFO Epoch 121 / 5000:
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+ 2023-02-22 23:17:07 INFO lr: 4.8790e-05 - loss: 0.0007 - UP: 98.30% UR: 97.79% UF: 98.05% P: 98.21% R: 97.70% F: 97.95%
792
+ 2023-02-22 23:17:11 INFO dev: loss: nan - UP: 58.74% UR: 40.92% UF: 48.23% P: 51.49% R: 35.87% F: 42.28%
793
+ 2023-02-22 23:17:14 INFO test: loss: 0.2016 - UP: 63.37% UR: 40.31% UF: 49.27% P: 56.00% R: 35.62% F: 43.54%
794
+ 2023-02-22 23:17:14 INFO 0:01:18.949634s elapsed
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+ 2023-02-22 23:17:14 INFO Epoch 122 / 5000:
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+ 2023-02-22 23:18:26 INFO lr: 4.8780e-05 - loss: 0.0013 - UP: 98.89% UR: 98.51% UF: 98.70% P: 98.83% R: 98.45% F: 98.64%
798
+ 2023-02-22 23:18:29 INFO dev: loss: nan - UP: 57.70% UR: 42.88% UF: 49.20% P: 50.36% R: 37.42% F: 42.94%
799
+ 2023-02-22 23:18:32 INFO test: loss: 0.2198 - UP: 61.54% UR: 43.24% UF: 50.79% P: 54.53% R: 38.31% F: 45.01%
800
+ 2023-02-22 23:18:32 INFO 0:01:18.329965s elapsed
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+ 2023-02-22 23:18:32 INFO Epoch 123 / 5000:
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+ 2023-02-22 23:19:44 INFO lr: 4.8770e-05 - loss: 0.0009 - UP: 98.88% UR: 98.44% UF: 98.66% P: 98.82% R: 98.39% F: 98.60%
804
+ 2023-02-22 23:19:48 INFO dev: loss: nan - UP: 56.63% UR: 44.15% UF: 49.62% P: 49.85% R: 38.87% F: 43.68%
805
+ 2023-02-22 23:19:51 INFO test: loss: 0.2102 - UP: 59.35% UR: 42.56% UF: 49.57% P: 52.18% R: 37.41% F: 43.58%
806
+ 2023-02-22 23:19:51 INFO 0:01:18.753426s elapsed
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+ 2023-02-22 23:19:51 INFO Epoch 124 / 5000:
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+ 2023-02-22 23:21:03 INFO lr: 4.8760e-05 - loss: 0.0007 - UP: 98.79% UR: 98.62% UF: 98.71% P: 98.77% R: 98.60% F: 98.68%
810
+ 2023-02-22 23:21:07 INFO dev: loss: nan - UP: 58.86% UR: 43.01% UF: 49.70% P: 51.13% R: 37.37% F: 43.18%
811
+ 2023-02-22 23:21:10 INFO test: loss: 0.2119 - UP: 62.74% UR: 41.99% UF: 50.31% P: 54.74% R: 36.63% F: 43.89%
812
+ 2023-02-22 23:21:10 INFO 0:01:18.778411s elapsed
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+ 2023-02-22 23:21:10 INFO Epoch 125 / 5000:
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+ 2023-02-22 23:22:22 INFO lr: 4.8750e-05 - loss: 0.0009 - UP: 98.99% UR: 98.76% UF: 98.87% P: 98.97% R: 98.73% F: 98.85%
816
+ 2023-02-22 23:22:26 INFO dev: loss: nan - UP: 58.39% UR: 42.99% UF: 49.52% P: 51.32% R: 37.78% F: 43.52%
817
+ 2023-02-22 23:22:29 INFO test: loss: 0.2157 - UP: 62.32% UR: 41.84% UF: 50.07% P: 55.12% R: 37.01% F: 44.29%
818
+ 2023-02-22 23:22:29 INFO 0:01:18.787960s elapsed
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+ 2023-02-22 23:22:29 INFO Epoch 126 / 5000:
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+ 2023-02-22 23:23:40 INFO lr: 4.8740e-05 - loss: 0.0009 - UP: 98.90% UR: 98.61% UF: 98.76% P: 98.82% R: 98.53% F: 98.68%
822
+ 2023-02-22 23:23:44 INFO dev: loss: nan - UP: 56.64% UR: 44.82% UF: 50.04% P: 49.49% R: 39.16% F: 43.72%
823
+ 2023-02-22 23:23:47 INFO test: loss: 0.2045 - UP: 60.79% UR: 44.04% UF: 51.07% P: 53.47% R: 38.73% F: 44.92%
824
+ 2023-02-22 23:23:47 INFO 0:01:18.444933s elapsed
825
+
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+ 2023-02-22 23:24:45 INFO Epoch 96 saved
827
+ 2023-02-22 23:24:45 INFO dev: UP: 55.62% UR: 46.92% UF: 50.90% P: 49.16% R: 41.47% F: 44.99%
828
+ 2023-02-22 23:24:45 INFO test: UP: 58.61% UR: 45.15% UF: 51.01% P: 51.48% R: 39.66% F: 44.80%
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+ 2023-02-22 23:24:45 INFO 2:45:27.449487s elapsed, 0:01:18.789282s/epoch