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SemEval-2022-Task-10
structured-sentiment-analysis
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  2. models/mpqa/sdp_random/20/mpqa/sdp_random/20/model_vi_mpqa_infoxlm_10 +3 -0
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+ 2023-05-24 19:45:36 INFO
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+ ---------------------+-------------------------------
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+ 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 | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/20/model_vi_mpqa_infoxlm_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 | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/20/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/20/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/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 | microsoft/infoxlm-base
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2023-05-24 19:45:36 INFO Building the fields
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+ 2023-05-24 19:45:38 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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+ 2023-05-24 19:45:38 INFO Building the model
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+ 2023-05-24 19:45:42 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(microsoft/infoxlm-base, 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=5, 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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+ 2023-05-24 19:45:42 INFO Loading the data
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+ 2023-05-24 19:45:46 INFO
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+ train: Dataset(n_sentences=1173, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=411, n_batches=32, n_buckets=32)
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+ test: Dataset(n_sentences=2112, n_batches=42, n_buckets=32)
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+
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+ 2023-05-24 19:45:46 INFO Epoch 1 / 5000:
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+ 2023-05-24 19:45:51 INFO lr: 4.9990e-05 - loss: 0.2435 - UP: 0.47% UR: 2.42% UF: 0.79% P: 0.10% R: 0.50% F: 0.16%
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+ 2023-05-24 19:45:52 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 19:45:56 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 19:45:56 INFO 0:00:10.046218s elapsed
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+
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+ 2023-05-24 19:45:56 INFO Epoch 2 / 5000:
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+ 2023-05-24 19:46:01 INFO lr: 4.9980e-05 - loss: 0.1065 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 19:46:02 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 19:46:03 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 19:46:03 INFO 0:00:07.665739s elapsed
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+
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+ 2023-05-24 19:46:03 INFO Epoch 3 / 5000:
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+ 2023-05-24 19:46:08 INFO lr: 4.9970e-05 - loss: 0.1021 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 19:46:08 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 19:46:10 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 19:46:10 INFO 0:00:06.420879s elapsed
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+
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+ 2023-05-24 19:46:10 INFO Epoch 4 / 5000:
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+ 2023-05-24 19:46:14 INFO lr: 4.9960e-05 - loss: 0.0697 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 19:46:14 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 19:46:16 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 19:46:16 INFO 0:00:06.410248s elapsed
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+
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+ 2023-05-24 19:46:16 INFO Epoch 5 / 5000:
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+ 2023-05-24 19:46:20 INFO lr: 4.9950e-05 - loss: 0.0520 - UP: 5.09% UR: 0.37% UF: 0.69% P: 4.17% R: 0.30% F: 0.56%
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+ 2023-05-24 19:46:21 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 19:46:23 INFO test: loss: nan - UP: 100.00% UR: 0.02% UF: 0.04% P: 100.00% R: 0.02% F: 0.04%
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+ 2023-05-24 19:46:23 INFO 0:00:06.441704s elapsed
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+ 2023-05-24 19:46:27 INFO lr: 4.9940e-05 - loss: 0.0587 - UP: 40.00% UR: 0.13% UF: 0.27% P: 40.00% R: 0.13% F: 0.27%
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+ 2023-05-24 19:46:27 INFO dev: loss: nan - UP: 5.88% UR: 0.21% UF: 0.41% P: 5.88% R: 0.21% F: 0.41%
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+ 2023-05-24 19:46:31 INFO test: loss: nan - UP: 9.28% UR: 2.01% UF: 3.30% P: 9.08% R: 1.96% F: 3.23%
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+ 2023-05-24 19:46:36 INFO 0:00:08.164684s elapsed (saved)
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+ 2023-05-24 19:46:36 INFO Epoch 7 / 5000:
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+ 2023-05-24 19:46:40 INFO lr: 4.9930e-05 - loss: nan - UP: 11.71% UR: 0.44% UF: 0.84% P: 11.71% R: 0.44% F: 0.84%
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+ 2023-05-24 19:46:40 INFO dev: loss: nan - UP: 57.41% UR: 3.29% UF: 6.22% P: 48.15% R: 2.76% F: 5.22%
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+ 2023-05-24 19:46:42 INFO test: loss: nan - UP: 61.72% UR: 3.34% UF: 6.33% P: 50.00% R: 2.70% F: 5.13%
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+ 2023-05-24 19:46:48 INFO 0:00:06.398249s elapsed (saved)
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+
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+ 2023-05-24 19:46:48 INFO Epoch 8 / 5000:
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+ 2023-05-24 19:46:54 INFO lr: 4.9920e-05 - loss: 0.0398 - UP: 31.75% UR: 2.02% UF: 3.79% P: 30.16% R: 1.92% F: 3.60%
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+ 2023-05-24 19:46:55 INFO dev: loss: nan - UP: 18.12% UR: 6.15% UF: 9.18% P: 15.62% R: 5.30% F: 7.92%
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+ 2023-05-24 19:46:57 INFO test: loss: nan - UP: 46.03% UR: 5.64% UF: 10.05% P: 38.10% R: 4.67% F: 8.32%
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+ 2023-05-24 19:47:03 INFO 0:00:08.317667s elapsed (saved)
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+
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+ 2023-05-24 19:47:03 INFO Epoch 9 / 5000:
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+ 2023-05-24 19:47:10 INFO lr: 4.9910e-05 - loss: 0.0566 - UP: 38.33% UR: 2.32% UF: 4.37% P: 36.67% R: 2.22% F: 4.18%
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+ 2023-05-24 19:47:10 INFO dev: loss: nan - UP: 54.39% UR: 3.29% UF: 6.20% P: 43.86% R: 2.65% F: 5.00%
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+ 2023-05-24 19:47:12 INFO test: loss: nan - UP: 54.98% UR: 3.85% UF: 7.19% P: 44.71% R: 3.13% F: 5.85%
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+ 2023-05-24 19:47:12 INFO 0:00:09.396740s elapsed
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+
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+ 2023-05-24 19:47:12 INFO Epoch 10 / 5000:
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+ 2023-05-24 19:47:16 INFO lr: 4.9900e-05 - loss: 0.0215 - UP: 38.46% UR: 2.02% UF: 3.83% P: 33.97% R: 1.78% F: 3.39%
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+ 2023-05-24 19:47:17 INFO dev: loss: nan - UP: 48.94% UR: 2.44% UF: 4.65% P: 38.30% R: 1.91% F: 3.64%
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+ 2023-05-24 19:47:19 INFO 0:00:06.491450s elapsed
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+ 2023-05-24 19:47:23 INFO lr: 4.9890e-05 - loss: 0.0251 - UP: 20.83% UR: 1.34% UF: 2.53% P: 20.31% R: 1.31% F: 2.46%
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+ 2023-05-24 19:47:23 INFO dev: loss: nan - UP: 57.45% UR: 2.86% UF: 5.45% P: 53.19% R: 2.65% F: 5.05%
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+ 2023-05-24 19:47:25 INFO 0:00:06.445815s elapsed
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+ 2023-05-24 19:47:29 INFO lr: 4.9880e-05 - loss: 0.0509 - UP: 35.81% UR: 2.76% UF: 5.12% P: 34.93% R: 2.69% F: 4.99%
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+ 2023-05-24 19:47:32 INFO test: loss: nan - UP: 49.29% UR: 6.57% UF: 11.60% P: 39.46% R: 5.26% F: 9.28%
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+ 2023-05-24 19:47:38 INFO 0:00:06.458101s elapsed (saved)
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+ 2023-05-24 19:47:42 INFO lr: 4.9870e-05 - loss: 0.0110 - UP: 55.42% UR: 6.02% UF: 10.86% P: 55.11% R: 5.98% F: 10.79%
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+ 2023-05-24 19:47:43 INFO dev: loss: nan - UP: 38.28% UR: 5.20% UF: 9.15% P: 33.59% R: 4.56% F: 8.03%
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+ 2023-05-24 19:47:45 INFO 0:00:06.823839s elapsed
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+ 2023-05-24 19:47:49 INFO lr: 4.9860e-05 - loss: 0.0240 - UP: 60.91% UR: 9.48% UF: 16.40% P: 59.40% R: 9.24% F: 16.00%
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+ 2023-05-24 19:48:33 INFO 0:00:09.077924s elapsed
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+ 2023-05-24 19:48:39 INFO test: loss: nan - UP: 27.99% UR: 23.01% UF: 25.26% P: 25.75% R: 21.17% F: 23.24%
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+ 2023-05-24 19:51:23 INFO lr: 4.9630e-05 - loss: 0.0026 - UP: 78.16% UR: 49.21% UF: 60.40% P: 77.84% R: 49.01% F: 60.15%
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+ 2023-05-24 19:51:29 INFO lr: 4.9620e-05 - loss: 0.0050 - UP: 79.80% UR: 56.84% UF: 66.39% P: 79.61% R: 56.71% F: 66.23%
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+ 2023-05-24 19:51:53 INFO lr: 4.9590e-05 - loss: 0.0104 - UP: 79.47% UR: 54.92% UF: 64.96% P: 79.28% R: 54.79% F: 64.80%
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+ 2023-05-24 19:55:20 INFO 0:00:06.520823s elapsed
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+ 2023-05-24 19:55:27 INFO test: loss: nan - UP: 41.74% UR: 26.11% UF: 32.13% P: 39.11% R: 24.47% F: 30.10%
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+ 2023-05-24 19:55:27 INFO 0:00:06.476398s elapsed
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+ 2023-05-24 19:55:31 INFO dev: loss: nan - UP: 45.34% UR: 29.37% UF: 35.65% P: 40.43% R: 26.19% F: 31.79%
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+ 2023-05-24 19:55:33 INFO test: loss: nan - UP: 38.69% UR: 28.19% UF: 32.61% P: 36.37% R: 26.49% F: 30.66%
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+ 2023-05-24 19:55:40 INFO 0:00:06.440946s elapsed
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+ 2023-05-24 19:55:46 INFO lr: 4.9310e-05 - loss: 0.0168 - UP: 90.49% UR: 79.33% UF: 84.54% P: 90.49% R: 79.33% F: 84.54%
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+ 2023-05-24 19:55:50 INFO 0:00:10.714315s elapsed
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+ 2023-05-24 19:55:55 INFO lr: 4.9300e-05 - loss: 0.0011 - UP: 88.78% UR: 76.07% UF: 81.93% P: 88.66% R: 75.97% F: 81.82%
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+ 2023-05-24 19:55:55 INFO dev: loss: nan - UP: 39.59% UR: 38.49% UF: 39.03% P: 36.31% R: 35.31% F: 35.81%
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+ 2023-05-24 19:55:57 INFO test: loss: nan - UP: 31.73% UR: 34.40% UF: 33.01% P: 29.94% R: 32.45% F: 31.14%
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+ 2023-05-24 19:55:57 INFO 0:00:06.849032s elapsed
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+ 2023-05-24 19:56:01 INFO lr: 4.9290e-05 - loss: 0.0009 - UP: 89.06% UR: 80.71% UF: 84.68% P: 89.02% R: 80.67% F: 84.64%
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+ 2023-05-24 19:56:04 INFO test: loss: nan - UP: 45.97% UR: 25.67% UF: 32.94% P: 43.66% R: 24.38% F: 31.29%
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+ 2023-05-24 19:56:04 INFO 0:00:06.419938s elapsed
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+ 2023-05-24 19:56:08 INFO lr: 4.9280e-05 - loss: 0.0008 - UP: 92.03% UR: 80.37% UF: 85.81% P: 91.99% R: 80.34% F: 85.77%
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+ 2023-05-24 19:56:08 INFO dev: loss: nan - UP: 48.78% UR: 31.92% UF: 38.59% P: 44.89% R: 29.37% F: 35.51%
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+ 2023-05-24 19:56:10 INFO 0:00:06.497046s elapsed
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+ 2023-05-24 19:56:14 INFO lr: 4.9270e-05 - loss: 0.0005 - UP: 90.76% UR: 82.89% UF: 86.65% P: 90.73% R: 82.86% F: 86.61%
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+ 2023-05-24 19:56:23 INFO 0:00:06.453275s elapsed (saved)
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+ 2023-05-24 19:56:27 INFO lr: 4.9260e-05 - loss: 0.0105 - UP: 87.29% UR: 78.49% UF: 82.65% P: 87.14% R: 78.35% F: 82.51%
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+ 2023-05-24 19:56:28 INFO dev: loss: nan - UP: 53.33% UR: 16.12% UF: 24.76% P: 47.02% R: 14.21% F: 21.82%
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+ 2023-05-24 19:56:29 INFO test: loss: nan - UP: 46.71% UR: 15.59% UF: 23.38% P: 42.28% R: 14.11% F: 21.16%
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+ 2023-05-24 19:56:29 INFO 0:00:06.484253s elapsed
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+ 2023-05-24 19:56:34 INFO lr: 4.9250e-05 - loss: 0.0025 - UP: 86.11% UR: 62.29% UF: 72.28% P: 85.92% R: 62.15% F: 72.13%
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+ 2023-05-24 19:56:34 INFO dev: loss: nan - UP: 48.42% UR: 30.97% UF: 37.77% P: 45.11% R: 28.84% F: 35.19%
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+ 2023-05-24 19:56:36 INFO 0:00:06.493285s elapsed
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+ 2023-05-24 19:56:40 INFO lr: 4.9240e-05 - loss: 0.0057 - UP: 90.50% UR: 75.56% UF: 82.36% P: 90.46% R: 75.53% F: 82.32%
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+ 2023-05-24 19:56:42 INFO test: loss: nan - UP: 38.64% UR: 26.75% UF: 31.61% P: 36.63% R: 25.35% F: 29.97%
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+ 2023-05-24 19:56:46 INFO lr: 4.9230e-05 - loss: 0.0002 - UP: 88.75% UR: 79.56% UF: 83.91% P: 88.64% R: 79.46% F: 83.80%
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+ 2023-05-24 19:56:54 INFO lr: 4.9220e-05 - loss: 0.0001 - UP: 92.07% UR: 81.98% UF: 86.74% P: 92.07% R: 81.98% F: 86.74%
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+ 2023-05-24 19:57:04 INFO lr: 4.9210e-05 - loss: 0.0029 - UP: 92.78% UR: 84.64% UF: 88.52% P: 92.74% R: 84.61% F: 88.49%
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+ 2023-05-24 19:57:10 INFO lr: 4.9200e-05 - loss: nan - UP: 92.30% UR: 83.87% UF: 87.88% P: 92.30% R: 83.87% F: 87.88%
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+ 2023-05-24 19:57:26 INFO test: loss: nan - UP: 42.14% UR: 28.71% UF: 34.15% P: 39.84% R: 27.15% F: 32.29%
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+ 2023-05-24 19:57:47 INFO lr: 4.9150e-05 - loss: 0.0400 - UP: 93.97% UR: 87.43% UF: 90.58% P: 93.93% R: 87.39% F: 90.55%
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+ 2023-05-24 19:58:00 INFO lr: 4.9130e-05 - loss: 0.0008 - UP: 94.75% UR: 89.14% UF: 91.86% P: 94.75% R: 89.14% F: 91.86%
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+ 2023-05-24 19:58:17 INFO lr: 4.9110e-05 - loss: 0.0013 - UP: 94.22% UR: 88.74% UF: 91.40% P: 94.22% R: 88.74% F: 91.40%
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+ 2023-05-24 19:58:24 INFO lr: 4.9100e-05 - loss: 0.0007 - UP: 95.63% UR: 90.45% UF: 92.97% P: 95.63% R: 90.45% F: 92.97%
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+ 2023-05-24 19:58:31 INFO lr: 4.9090e-05 - loss: 0.0004 - UP: 95.67% UR: 91.36% UF: 93.47% P: 95.67% R: 91.36% F: 93.47%
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+ 2023-05-24 19:58:31 INFO dev: loss: nan - UP: 51.19% UR: 31.81% UF: 39.24% P: 46.76% R: 29.06% F: 35.84%
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+ 2023-05-24 19:58:33 INFO test: loss: nan - UP: 40.79% UR: 31.44% UF: 35.51% P: 38.82% R: 29.92% F: 33.79%
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+ 2023-05-24 19:58:46 INFO 0:00:06.407611s elapsed
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+ 2023-05-24 19:58:52 INFO lr: 4.9060e-05 - loss: 0.0013 - UP: 95.85% UR: 89.31% UF: 92.47% P: 95.82% R: 89.28% F: 92.43%
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+ 2023-05-24 19:58:53 INFO dev: loss: nan - UP: 50.50% UR: 32.24% UF: 39.35% P: 46.68% R: 29.80% F: 36.38%
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+ 2023-05-24 19:58:57 INFO 0:00:10.644033s elapsed
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+ 2023-05-24 19:59:01 INFO lr: 4.9050e-05 - loss: 0.0015 - UP: 94.32% UR: 91.60% UF: 92.94% P: 94.08% R: 91.36% F: 92.70%
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+ 2023-05-24 19:59:04 INFO test: loss: nan - UP: 44.00% UR: 28.97% UF: 34.93% P: 41.69% R: 27.45% F: 33.10%
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+ 2023-05-24 19:59:04 INFO 0:00:06.911374s elapsed
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+ 2023-05-24 19:59:08 INFO lr: 4.9040e-05 - loss: 0.0008 - UP: 95.27% UR: 90.79% UF: 92.98% P: 95.10% R: 90.62% F: 92.81%
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+ 2023-05-24 19:59:10 INFO test: loss: nan - UP: 35.72% UR: 31.19% UF: 33.30% P: 33.49% R: 29.24% F: 31.22%
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+ 2023-05-24 19:59:10 INFO 0:00:06.410326s elapsed
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+ 2023-05-24 19:59:15 INFO dev: loss: nan - UP: 60.65% UR: 21.74% UF: 32.01% P: 55.92% R: 20.04% F: 29.51%
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+ 2023-05-24 19:59:16 INFO test: loss: nan - UP: 50.19% UR: 21.85% UF: 30.44% P: 47.77% R: 20.79% F: 28.97%
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+ 2023-05-24 19:59:16 INFO 0:00:06.436759s elapsed
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+ 2023-05-24 19:59:21 INFO lr: 4.9020e-05 - loss: 0.0036 - UP: 92.03% UR: 81.51% UF: 86.45% P: 91.99% R: 81.48% F: 86.42%
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+ 2023-05-24 19:59:21 INFO dev: loss: nan - UP: 45.91% UR: 42.31% UF: 44.04% P: 42.81% R: 39.45% F: 41.06%
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+ 2023-05-24 19:59:23 INFO test: loss: nan - UP: 33.50% UR: 37.84% UF: 35.54% P: 31.59% R: 35.69% F: 33.52%
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+ 2023-05-24 19:59:29 INFO 0:00:06.459194s elapsed (saved)
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+ 2023-05-24 19:59:33 INFO lr: 4.9010e-05 - loss: 0.0011 - UP: 92.52% UR: 84.40% UF: 88.28% P: 92.41% R: 84.30% F: 88.17%
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+ 2023-05-24 19:59:34 INFO dev: loss: nan - UP: 49.90% UR: 26.94% UF: 34.99% P: 47.35% R: 25.56% F: 33.20%
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+ 2023-05-24 19:59:36 INFO test: loss: nan - UP: 39.15% UR: 25.97% UF: 31.22% P: 37.78% R: 25.06% F: 30.13%
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+ 2023-05-24 19:59:36 INFO 0:00:06.713783s elapsed
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+ 2023-05-24 19:59:40 INFO lr: 4.9000e-05 - loss: 0.0006 - UP: 91.04% UR: 85.34% UF: 88.10% P: 91.00% R: 85.31% F: 88.06%
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+ 2023-05-24 19:59:40 INFO dev: loss: nan - UP: 46.57% UR: 30.97% UF: 37.20% P: 42.42% R: 28.21% F: 33.89%
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+ 2023-05-24 19:59:42 INFO test: loss: nan - UP: 39.13% UR: 31.65% UF: 35.00% P: 37.15% R: 30.04% F: 33.22%
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+ 2023-05-24 19:59:42 INFO 0:00:06.459325s elapsed
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+ 2023-05-24 19:59:46 INFO lr: 4.8990e-05 - loss: 0.0011 - UP: 95.89% UR: 86.29% UF: 90.84% P: 95.85% R: 86.25% F: 90.80%
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+ 2023-05-24 19:59:47 INFO dev: loss: nan - UP: 48.93% UR: 31.39% UF: 38.24% P: 43.80% R: 28.10% F: 34.24%
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+ 2023-05-24 19:59:49 INFO test: loss: nan - UP: 40.86% UR: 31.82% UF: 35.78% P: 39.07% R: 30.42% F: 34.21%
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+ 2023-05-24 19:59:49 INFO 0:00:06.454045s elapsed
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+ 2023-05-24 19:59:53 INFO lr: 4.8980e-05 - loss: 0.0016 - UP: 95.37% UR: 90.76% UF: 93.01% P: 95.37% R: 90.76% F: 93.01%
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+ 2023-05-24 19:59:53 INFO dev: loss: nan - UP: 53.78% UR: 26.41% UF: 35.42% P: 50.32% R: 24.71% F: 33.14%
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+ 2023-05-24 19:59:55 INFO test: loss: nan - UP: 44.49% UR: 27.74% UF: 34.17% P: 42.26% R: 26.35% F: 32.46%
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+ 2023-05-24 19:59:55 INFO 0:00:06.456171s elapsed
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+ 2023-05-24 19:59:59 INFO lr: 4.8970e-05 - loss: 0.0004 - UP: 95.24% UR: 90.79% UF: 92.96% P: 95.24% R: 90.79% F: 92.96%
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+ 2023-05-24 20:00:01 INFO dev: loss: nan - UP: 46.53% UR: 32.66% UF: 38.38% P: 41.99% R: 29.48% F: 34.64%
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+ 2023-05-24 20:00:04 INFO test: loss: nan - UP: 40.55% UR: 33.32% UF: 36.58% P: 38.57% R: 31.69% F: 34.79%
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+ 2023-05-24 20:00:04 INFO 0:00:09.292312s elapsed
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+ 2023-05-24 20:00:10 INFO lr: 4.8960e-05 - loss: 0.0009 - UP: 95.44% UR: 92.24% UF: 93.81% P: 95.44% R: 92.24% F: 93.81%
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+ 2023-05-24 20:00:11 INFO dev: loss: nan - UP: 48.20% UR: 31.28% UF: 37.94% P: 44.44% R: 28.84% F: 34.98%
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+ 2023-05-24 20:00:13 INFO test: loss: nan - UP: 39.01% UR: 31.54% UF: 34.88% P: 36.95% R: 29.88% F: 33.04%
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+ 2023-05-24 20:00:13 INFO 0:00:08.214653s elapsed
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+ 2023-05-24 20:00:17 INFO lr: 4.8950e-05 - loss: 0.0016 - UP: 95.12% UR: 91.06% UF: 93.04% P: 95.12% R: 91.06% F: 93.04%
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+ 2023-05-24 20:00:17 INFO dev: loss: nan - UP: 48.26% UR: 27.89% UF: 35.35% P: 44.04% R: 25.45% F: 32.26%
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+ 2023-05-24 20:00:19 INFO test: loss: nan - UP: 40.15% UR: 29.62% UF: 34.09% P: 38.29% R: 28.25% F: 32.51%
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+ 2023-05-24 20:00:19 INFO 0:00:06.438200s elapsed
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+ 2023-05-24 20:00:23 INFO lr: 4.8940e-05 - loss: 0.0014 - UP: 95.86% UR: 92.57% UF: 94.19% P: 95.86% R: 92.57% F: 94.19%
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+ 2023-05-24 20:00:24 INFO dev: loss: nan - UP: 51.70% UR: 28.95% UF: 37.12% P: 47.16% R: 26.41% F: 33.85%
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+ 2023-05-24 20:00:26 INFO test: loss: nan - UP: 42.35% UR: 29.75% UF: 34.95% P: 40.39% R: 28.38% F: 33.33%
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+ 2023-05-24 20:00:26 INFO 0:00:06.448825s elapsed
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+ 2023-05-24 20:00:30 INFO lr: 4.8930e-05 - loss: 0.0011 - UP: 96.23% UR: 92.67% UF: 94.42% P: 96.20% R: 92.64% F: 94.38%
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+ 2023-05-24 20:00:30 INFO dev: loss: nan - UP: 54.42% UR: 28.74% UF: 37.61% P: 49.20% R: 25.98% F: 34.00%
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+ 2023-05-24 20:00:32 INFO test: loss: nan - UP: 43.31% UR: 27.89% UF: 33.93% P: 41.14% R: 26.49% F: 32.23%
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+ 2023-05-24 20:00:32 INFO 0:00:06.477541s elapsed
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+ 2023-05-24 20:00:36 INFO lr: 4.8920e-05 - loss: 0.0005 - UP: 95.04% UR: 92.81% UF: 93.91% P: 94.94% R: 92.71% F: 93.81%
714
+ 2023-05-24 20:00:37 INFO dev: loss: nan - UP: 51.58% UR: 31.07% UF: 38.78% P: 47.89% R: 28.84% F: 36.00%
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+ 2023-05-24 20:00:40 INFO test: loss: nan - UP: 40.48% UR: 30.59% UF: 34.85% P: 38.78% R: 29.30% F: 33.38%
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+ 2023-05-24 20:00:40 INFO 0:00:07.744013s elapsed
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+ 2023-05-24 20:00:47 INFO lr: 4.8910e-05 - loss: 0.0002 - UP: 95.80% UR: 91.90% UF: 93.81% P: 95.76% R: 91.87% F: 93.77%
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+ 2023-05-24 20:00:48 INFO dev: loss: nan - UP: 50.89% UR: 27.36% UF: 35.59% P: 46.75% R: 25.13% F: 32.69%
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+ 2023-05-24 20:00:50 INFO test: loss: nan - UP: 43.24% UR: 30.28% UF: 35.62% P: 41.64% R: 29.16% F: 34.30%
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+ 2023-05-24 20:00:50 INFO 0:00:09.838902s elapsed
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+ 2023-05-24 20:00:54 INFO lr: 4.8900e-05 - loss: 0.0002 - UP: 95.87% UR: 92.10% UF: 93.95% P: 95.87% R: 92.10% F: 93.95%
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+ 2023-05-24 20:00:54 INFO dev: loss: nan - UP: 49.64% UR: 29.59% UF: 37.08% P: 45.37% R: 27.04% F: 33.89%
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+ 2023-05-24 20:00:56 INFO test: loss: nan - UP: 41.71% UR: 31.92% UF: 36.17% P: 39.58% R: 30.30% F: 34.32%
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+ 2023-05-24 20:01:00 INFO lr: 4.8890e-05 - loss: 0.0020 - UP: 95.80% UR: 93.45% UF: 94.61% P: 95.80% R: 93.45% F: 94.61%
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+ 2023-05-24 20:01:01 INFO dev: loss: nan - UP: 53.25% UR: 28.63% UF: 37.24% P: 48.92% R: 26.30% F: 34.21%
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+ 2023-05-24 20:01:02 INFO test: loss: nan - UP: 43.34% UR: 30.91% UF: 36.08% P: 41.68% R: 29.73% F: 34.70%
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+ 2023-05-24 20:01:06 INFO lr: 4.8880e-05 - loss: nan - UP: 96.23% UR: 92.64% UF: 94.40% P: 96.19% R: 92.61% F: 94.37%
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+ 2023-05-24 20:01:13 INFO dev: loss: nan - UP: 56.43% UR: 28.84% UF: 38.18% P: 51.45% R: 26.30% F: 34.81%
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+ 2023-05-24 20:01:15 INFO test: loss: nan - UP: 47.17% UR: 30.64% UF: 37.15% P: 45.12% R: 29.30% F: 35.53%
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+ 2023-05-24 20:01:21 INFO lr: 4.8860e-05 - loss: 0.0000 - UP: 95.46% UR: 94.05% UF: 94.75% P: 95.43% R: 94.02% F: 94.72%
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+ 2023-05-24 20:01:25 INFO 0:00:10.148226s elapsed
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+ 2023-05-24 20:01:25 INFO Epoch 115 / 5000:
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+ 2023-05-24 20:01:30 INFO lr: 4.8850e-05 - loss: 0.0004 - UP: 96.91% UR: 90.62% UF: 93.66% P: 96.87% R: 90.59% F: 93.63%
756
+ 2023-05-24 20:01:31 INFO dev: loss: nan - UP: 52.49% UR: 31.28% UF: 39.20% P: 47.69% R: 28.42% F: 35.61%
757
+ 2023-05-24 20:01:33 INFO test: loss: nan - UP: 42.33% UR: 33.26% UF: 37.25% P: 40.75% R: 32.01% F: 35.85%
758
+ 2023-05-24 20:01:33 INFO 0:00:07.364581s elapsed
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+
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+ 2023-05-24 20:01:33 INFO Epoch 116 / 5000:
761
+ 2023-05-24 20:01:37 INFO lr: 4.8840e-05 - loss: 0.0017 - UP: 96.29% UR: 93.28% UF: 94.76% P: 96.29% R: 93.28% F: 94.76%
762
+ 2023-05-24 20:01:37 INFO dev: loss: nan - UP: 61.34% UR: 25.24% UF: 35.76% P: 56.19% R: 23.12% F: 32.76%
763
+ 2023-05-24 20:01:39 INFO test: loss: nan - UP: 50.54% UR: 27.59% UF: 35.70% P: 48.45% R: 26.45% F: 34.22%
764
+ 2023-05-24 20:01:39 INFO 0:00:06.419039s elapsed
765
+
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+ 2023-05-24 20:01:39 INFO Epoch 117 / 5000:
767
+ 2023-05-24 20:01:43 INFO lr: 4.8830e-05 - loss: 0.0008 - UP: 93.90% UR: 88.00% UF: 90.86% P: 93.90% R: 88.00% F: 90.86%
768
+ 2023-05-24 20:01:44 INFO dev: loss: nan - UP: 52.70% UR: 25.87% UF: 34.71% P: 49.46% R: 24.28% F: 32.57%
769
+ 2023-05-24 20:01:46 INFO test: loss: nan - UP: 44.50% UR: 24.70% UF: 31.77% P: 41.49% R: 23.03% F: 29.62%
770
+ 2023-05-24 20:01:46 INFO 0:00:06.389647s elapsed
771
+
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+ 2023-05-24 20:01:46 INFO Epoch 118 / 5000:
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+ 2023-05-24 20:01:50 INFO lr: 4.8820e-05 - loss: 0.0011 - UP: 89.72% UR: 73.61% UF: 80.87% P: 89.68% R: 73.58% F: 80.83%
774
+ 2023-05-24 20:01:50 INFO dev: loss: nan - UP: 20.68% UR: 47.08% UF: 28.74% P: 18.82% R: 42.84% F: 26.15%
775
+ 2023-05-24 20:01:52 INFO test: loss: nan - UP: 17.39% UR: 44.62% UF: 25.03% P: 16.51% R: 42.36% F: 23.76%
776
+ 2023-05-24 20:01:52 INFO 0:00:06.400442s elapsed
777
+
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+ 2023-05-24 20:01:52 INFO Epoch 119 / 5000:
779
+ 2023-05-24 20:01:56 INFO lr: 4.8810e-05 - loss: 0.0113 - UP: 69.26% UR: 46.96% UF: 55.97% P: 69.26% R: 46.96% F: 55.97%
780
+ 2023-05-24 20:01:57 INFO dev: loss: nan - UP: 25.95% UR: 31.71% UF: 28.54% P: 23.70% R: 28.95% F: 26.06%
781
+ 2023-05-24 20:02:00 INFO test: loss: nan - UP: 24.40% UR: 33.09% UF: 28.08% P: 22.71% R: 30.80% F: 26.15%
782
+ 2023-05-24 20:02:00 INFO 0:00:07.888149s elapsed
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+
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+ 2023-05-24 20:02:00 INFO Epoch 120 / 5000:
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+ 2023-05-24 20:02:07 INFO lr: 4.8800e-05 - loss: 0.0017 - UP: 82.27% UR: 60.97% UF: 70.04% P: 82.22% R: 60.94% F: 70.00%
786
+ 2023-05-24 20:02:08 INFO dev: loss: nan - UP: 53.39% UR: 21.74% UF: 30.90% P: 49.48% R: 20.15% F: 28.64%
787
+ 2023-05-24 20:02:09 INFO test: loss: nan - UP: 48.01% UR: 21.95% UF: 30.13% P: 46.16% R: 21.11% F: 28.97%
788
+ 2023-05-24 20:02:09 INFO 0:00:09.643786s elapsed
789
+
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+ 2023-05-24 20:02:09 INFO Epoch 121 / 5000:
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+ 2023-05-24 20:02:14 INFO lr: 4.8790e-05 - loss: 0.0018 - UP: 89.48% UR: 70.89% UF: 79.11% P: 89.39% R: 70.82% F: 79.03%
792
+ 2023-05-24 20:02:14 INFO dev: loss: nan - UP: 46.33% UR: 33.51% UF: 38.89% P: 42.52% R: 30.75% F: 35.69%
793
+ 2023-05-24 20:02:16 INFO test: loss: nan - UP: 40.07% UR: 30.74% UF: 34.79% P: 37.73% R: 28.95% F: 32.76%
794
+ 2023-05-24 20:02:16 INFO 0:00:06.451761s elapsed
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+ 2023-05-24 20:02:20 INFO lr: 4.8780e-05 - loss: 0.0040 - UP: 90.69% UR: 78.55% UF: 84.19% P: 90.61% R: 78.49% F: 84.11%
798
+ 2023-05-24 20:02:21 INFO dev: loss: nan - UP: 35.42% UR: 39.66% UF: 37.42% P: 33.62% R: 37.65% F: 35.52%
799
+ 2023-05-24 20:02:22 INFO test: loss: nan - UP: 31.15% UR: 35.94% UF: 33.38% P: 29.74% R: 34.31% F: 31.87%
800
+ 2023-05-24 20:02:22 INFO 0:00:06.408479s elapsed
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+
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+ 2023-05-24 20:02:22 INFO Epoch 123 / 5000:
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+ 2023-05-24 20:02:26 INFO lr: 4.8770e-05 - loss: 0.0026 - UP: 92.26% UR: 82.92% UF: 87.34% P: 92.22% R: 82.89% F: 87.31%
804
+ 2023-05-24 20:02:27 INFO dev: loss: nan - UP: 50.22% UR: 24.71% UF: 33.12% P: 46.98% R: 23.12% F: 30.99%
805
+ 2023-05-24 20:02:29 INFO test: loss: nan - UP: 48.65% UR: 25.82% UF: 33.73% P: 46.14% R: 24.49% F: 31.99%
806
+ 2023-05-24 20:02:29 INFO 0:00:06.464758s elapsed
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+
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+ 2023-05-24 20:02:29 INFO Epoch 124 / 5000:
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+ 2023-05-24 20:02:33 INFO lr: 4.8760e-05 - loss: 0.0004 - UP: 92.27% UR: 84.24% UF: 88.07% P: 92.16% R: 84.13% F: 87.96%
810
+ 2023-05-24 20:02:33 INFO dev: loss: nan - UP: 47.49% UR: 37.12% UF: 41.67% P: 44.91% R: 35.10% F: 39.40%
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+ 2023-05-24 20:02:35 INFO test: loss: nan - UP: 40.33% UR: 35.81% UF: 37.94% P: 38.02% R: 33.76% F: 35.77%
812
+ 2023-05-24 20:02:35 INFO 0:00:06.471398s elapsed
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+ 2023-05-24 20:02:42 INFO lr: 4.8750e-05 - loss: 0.0012 - UP: 93.02% UR: 86.02% UF: 89.38% P: 92.98% R: 85.98% F: 89.35%
816
+ 2023-05-24 20:02:43 INFO dev: loss: nan - UP: 46.40% UR: 30.75% UF: 36.99% P: 42.24% R: 28.00% F: 33.67%
817
+ 2023-05-24 20:02:46 INFO test: loss: nan - UP: 42.19% UR: 31.67% UF: 36.18% P: 39.38% R: 29.56% F: 33.77%
818
+ 2023-05-24 20:02:46 INFO 0:00:11.151682s elapsed
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+
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+ 2023-05-24 20:02:46 INFO Epoch 126 / 5000:
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+ 2023-05-24 20:02:51 INFO lr: 4.8740e-05 - loss: 0.0012 - UP: 91.27% UR: 79.03% UF: 84.71% P: 91.11% R: 78.89% F: 84.56%
822
+ 2023-05-24 20:02:51 INFO dev: loss: nan - UP: 43.54% UR: 27.15% UF: 33.44% P: 38.61% R: 24.07% F: 29.65%
823
+ 2023-05-24 20:02:53 INFO test: loss: nan - UP: 38.22% UR: 30.68% UF: 34.04% P: 36.04% R: 28.92% F: 32.09%
824
+ 2023-05-24 20:02:53 INFO 0:00:06.608526s elapsed
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+ 2023-05-24 20:02:57 INFO lr: 4.8730e-05 - loss: nan - UP: 89.32% UR: 83.76% UF: 86.45% P: 89.25% R: 83.70% F: 86.38%
828
+ 2023-05-24 20:02:58 INFO dev: loss: nan - UP: 49.32% UR: 27.04% UF: 34.93% P: 46.23% R: 25.34% F: 32.74%
829
+ 2023-05-24 20:02:59 INFO test: loss: nan - UP: 44.15% UR: 29.56% UF: 35.41% P: 42.00% R: 28.12% F: 33.69%
830
+ 2023-05-24 20:02:59 INFO 0:00:06.454364s elapsed
831
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+ 2023-05-24 20:02:59 INFO Epoch 128 / 5000:
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+ 2023-05-24 20:03:04 INFO lr: 4.8720e-05 - loss: nan - UP: 91.80% UR: 85.08% UF: 88.31% P: 91.80% R: 85.08% F: 88.31%
834
+ 2023-05-24 20:03:04 INFO dev: loss: nan - UP: 44.69% UR: 33.93% UF: 38.58% P: 42.32% R: 32.13% F: 36.53%
835
+ 2023-05-24 20:03:06 INFO test: loss: nan - UP: 39.06% UR: 34.21% UF: 36.47% P: 37.03% R: 32.43% F: 34.58%
836
+ 2023-05-24 20:03:06 INFO 0:00:06.554774s elapsed
837
+
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+ 2023-05-24 20:03:18 INFO Epoch 98 saved
839
+ 2023-05-24 20:03:18 INFO dev: UP: 45.91% UR: 42.31% UF: 44.04% P: 42.81% R: 39.45% F: 41.06%
840
+ 2023-05-24 20:03:18 INFO test: UP: 33.50% UR: 37.84% UF: 35.54% P: 31.59% R: 35.69% F: 33.52%
841
+ 2023-05-24 20:03:18 INFO 0:15:33.922632s elapsed, 0:00:07.296271s/epoch
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1
+ 2023-05-24 19:20:17 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
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+ warmup | 0.0
14
+ batch_size | 4000
15
+ update_steps | 1
16
+ mode | train
17
+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/20/model_vi_mpqa_mbert_8
18
+ device | 0
19
+ seed | 1
20
+ threads | 16
21
+ local_rank | -1
22
+ feat | None
23
+ build | True
24
+ checkpoint | False
25
+ encoder | bert
26
+ max_len | None
27
+ buckets | 32
28
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/20/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/20/dev.conllu
30
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
31
+ embed | data/glove.6B.100d.txt
32
+ unk | unk
33
+ n_embed | 100
34
+ n_embed_proj | 125
35
+ bert | bert-base-multilingual-cased
36
+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2023-05-24 19:20:17 INFO Building the fields
40
+ 2023-05-24 19:20:18 INFO CoNLL(
41
+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
42
+ (labels): ChartField()
43
+ )
44
+ 2023-05-24 19:20:18 INFO Building the model
45
+ 2023-05-24 19:20:22 INFO VISemanticDependencyModel(
46
+ (encoder): TransformerEmbedding(bert-base-multilingual-cased, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=0, requires_grad=True)
47
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
48
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
50
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
52
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
53
+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
54
+ (criterion): CrossEntropyLoss()
55
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
58
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
61
+ (inference): SemanticDependencyMFVI(max_iter=3)
62
+ )
63
+
64
+ 2023-05-24 19:20:22 INFO Loading the data
65
+ 2023-05-24 19:20:25 INFO
66
+ train: Dataset(n_sentences=1173, n_batches=32, n_buckets=32)
67
+ dev: Dataset(n_sentences=411, n_batches=32, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
69
+
70
+ 2023-05-24 19:20:25 INFO Epoch 1 / 5000:
71
+ 2023-05-24 19:20:32 INFO lr: 4.9990e-05 - loss: 0.1339 - UP: 0.25% UR: 4.87% UF: 0.48% P: 0.01% R: 0.17% F: 0.02%
72
+ 2023-05-24 19:20:34 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2023-05-24 19:20:37 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
74
+ 2023-05-24 19:20:37 INFO 0:00:11.097457s elapsed
75
+
76
+ 2023-05-24 19:20:37 INFO Epoch 2 / 5000:
77
+ 2023-05-24 19:20:41 INFO lr: 4.9980e-05 - loss: 0.0910 - UP: 2.96% UR: 0.30% UF: 0.55% P: 2.96% R: 0.30% F: 0.55%
78
+ 2023-05-24 19:20:43 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
79
+ 2023-05-24 19:20:46 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
80
+ 2023-05-24 19:20:46 INFO 0:00:09.622881s elapsed
81
+
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+ 2023-05-24 19:20:46 INFO Epoch 3 / 5000:
83
+ 2023-05-24 19:20:51 INFO lr: 4.9970e-05 - loss: 0.0268 - UP: 2.13% UR: 0.07% UF: 0.13% P: 2.13% R: 0.07% F: 0.13%
84
+ 2023-05-24 19:20:52 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
85
+ 2023-05-24 19:20:55 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
86
+ 2023-05-24 19:20:55 INFO 0:00:08.864020s elapsed
87
+
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+ 2023-05-24 19:20:55 INFO Epoch 4 / 5000:
89
+ 2023-05-24 19:21:01 INFO lr: 4.9960e-05 - loss: 0.0655 - UP: 7.50% UR: 0.50% UF: 0.94% P: 7.50% R: 0.50% F: 0.94%
90
+ 2023-05-24 19:21:02 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
91
+ 2023-05-24 19:21:04 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
92
+ 2023-05-24 19:21:04 INFO 0:00:09.150505s elapsed
93
+
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+ 2023-05-24 19:21:04 INFO Epoch 5 / 5000:
95
+ 2023-05-24 19:21:08 INFO lr: 4.9950e-05 - loss: 0.0216 - UP: 5.05% UR: 0.34% UF: 0.63% P: 5.05% R: 0.34% F: 0.63%
96
+ 2023-05-24 19:21:08 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
97
+ 2023-05-24 19:21:09 INFO test: loss: nan - UP: 83.33% UR: 0.11% UF: 0.21% P: 83.33% R: 0.11% F: 0.21%
98
+ 2023-05-24 19:21:09 INFO 0:00:05.187797s elapsed
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+
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+ 2023-05-24 19:21:09 INFO Epoch 6 / 5000:
101
+ 2023-05-24 19:21:13 INFO lr: 4.9940e-05 - loss: 0.0120 - UP: 21.69% UR: 1.21% UF: 2.29% P: 21.69% R: 1.21% F: 2.29%
102
+ 2023-05-24 19:21:13 INFO dev: loss: nan - UP: 66.67% UR: 0.42% UF: 0.84% P: 66.67% R: 0.42% F: 0.84%
103
+ 2023-05-24 19:21:14 INFO test: loss: nan - UP: 68.52% UR: 0.78% UF: 1.55% P: 48.15% R: 0.55% F: 1.09%
104
+ 2023-05-24 19:21:18 INFO 0:00:05.144500s elapsed (saved)
105
+
106
+ 2023-05-24 19:21:18 INFO Epoch 7 / 5000:
107
+ 2023-05-24 19:21:24 INFO lr: 4.9930e-05 - loss: nan - UP: 30.15% UR: 2.02% UF: 3.78% P: 28.64% R: 1.92% F: 3.59%
108
+ 2023-05-24 19:21:25 INFO dev: loss: nan - UP: 33.33% UR: 0.11% UF: 0.21% P: 33.33% R: 0.11% F: 0.21%
109
+ 2023-05-24 19:21:27 INFO test: loss: nan - UP: 51.72% UR: 0.32% UF: 0.63% P: 44.83% R: 0.27% F: 0.55%
110
+ 2023-05-24 19:21:27 INFO 0:00:09.066363s elapsed
111
+
112
+ 2023-05-24 19:21:27 INFO Epoch 8 / 5000:
113
+ 2023-05-24 19:21:30 INFO lr: 4.9920e-05 - loss: nan - UP: 19.39% UR: 1.28% UF: 2.40% P: 19.39% R: 1.28% F: 2.40%
114
+ 2023-05-24 19:21:30 INFO dev: loss: nan - UP: 42.86% UR: 0.32% UF: 0.63% P: 42.86% R: 0.32% F: 0.63%
115
+ 2023-05-24 19:21:32 INFO test: loss: nan - UP: 64.71% UR: 0.46% UF: 0.92% P: 52.94% R: 0.38% F: 0.76%
116
+ 2023-05-24 19:21:32 INFO 0:00:05.183425s elapsed
117
+
118
+ 2023-05-24 19:21:32 INFO Epoch 9 / 5000:
119
+ 2023-05-24 19:21:35 INFO lr: 4.9910e-05 - loss: 0.0321 - UP: 14.61% UR: 1.31% UF: 2.41% P: 14.23% R: 1.28% F: 2.34%
120
+ 2023-05-24 19:21:36 INFO dev: loss: nan - UP: 39.13% UR: 0.95% UF: 1.86% P: 39.13% R: 0.95% F: 1.86%
121
+ 2023-05-24 19:21:37 INFO test: loss: nan - UP: 39.22% UR: 0.42% UF: 0.84% P: 31.37% R: 0.34% F: 0.67%
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+ 2023-05-24 19:24:19 INFO lr: 4.9750e-05 - loss: 0.0065 - UP: 66.49% UR: 20.94% UF: 31.85% P: 66.17% R: 20.84% F: 31.70%
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+ 2023-05-24 19:24:21 INFO test: loss: nan - UP: 37.85% UR: 11.85% UF: 18.05% P: 32.25% R: 10.10% F: 15.38%
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+ 2023-05-24 19:24:30 INFO lr: 4.9740e-05 - loss: 0.0138 - UP: 69.42% UR: 22.05% UF: 33.47% P: 68.47% R: 21.75% F: 33.01%
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+ 2023-05-24 19:24:31 INFO dev: loss: nan - UP: 61.90% UR: 5.51% UF: 10.13% P: 48.81% R: 4.35% F: 7.98%
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+ 2023-05-24 19:24:34 INFO test: loss: nan - UP: 54.40% UR: 6.40% UF: 11.46% P: 44.70% R: 5.26% F: 9.41%
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+ 2023-05-24 19:24:40 INFO lr: 4.9730e-05 - loss: 0.0406 - UP: 68.21% UR: 27.76% UF: 39.46% P: 67.55% R: 27.50% F: 39.08%
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+ 2023-05-24 19:24:54 INFO test: loss: nan - UP: 64.36% UR: 4.12% UF: 7.74% P: 56.77% R: 3.63% F: 6.83%
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+ 2023-05-24 19:24:58 INFO lr: 4.9710e-05 - loss: 0.0002 - UP: 72.11% UR: 28.50% UF: 40.86% P: 72.02% R: 28.47% F: 40.81%
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+ 2023-05-24 19:25:09 INFO lr: 4.9700e-05 - loss: 0.0174 - UP: 64.06% UR: 35.23% UF: 45.46% P: 63.94% R: 35.16% F: 45.37%
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+ 2023-05-24 19:25:12 INFO test: loss: nan - UP: 73.23% UR: 3.06% UF: 5.88% P: 65.15% R: 2.73% F: 5.23%
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+ 2023-05-24 19:25:27 INFO lr: 4.9680e-05 - loss: 0.0253 - UP: 61.85% UR: 15.53% UF: 24.83% P: 61.71% R: 15.50% F: 24.77%
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+ 2023-05-24 19:25:36 INFO lr: 4.9670e-05 - loss: 0.0003 - UP: 81.00% UR: 19.06% UF: 30.86% P: 80.86% R: 19.03% F: 30.80%
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+ 2023-05-24 19:25:56 INFO lr: 4.9650e-05 - loss: 0.0057 - UP: 78.90% UR: 46.39% UF: 58.43% P: 78.90% R: 46.39% F: 58.43%
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+ 2023-05-24 19:26:04 INFO lr: 4.9640e-05 - loss: 0.0037 - UP: 86.29% UR: 43.60% UF: 57.93% P: 86.29% R: 43.60% F: 57.93%
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+ 2023-05-24 19:26:17 INFO lr: 4.9630e-05 - loss: 0.0056 - UP: 82.92% UR: 54.82% UF: 66.01% P: 82.92% R: 54.82% F: 66.01%
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+ 2023-05-24 19:27:00 INFO lr: 4.9590e-05 - loss: 0.0023 - UP: 84.34% UR: 56.67% UF: 67.79% P: 84.34% R: 56.67% F: 67.79%
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+ 2023-05-24 19:29:26 INFO 0:00:09.124033s elapsed
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+ 2023-05-24 19:29:29 INFO lr: 4.9430e-05 - loss: 0.0032 - UP: 88.92% UR: 69.31% UF: 77.90% P: 88.92% R: 69.31% F: 77.90%
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+ 2023-05-24 19:29:30 INFO dev: loss: nan - UP: 39.36% UR: 21.00% UF: 27.39% P: 34.59% R: 18.45% F: 24.07%
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+ 2023-05-24 19:29:31 INFO test: loss: nan - UP: 36.17% UR: 21.91% UF: 27.29% P: 32.65% R: 19.78% F: 24.63%
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+ 2023-05-24 19:29:35 INFO 0:00:05.117593s elapsed (saved)
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+ 2023-05-24 19:29:39 INFO lr: 4.9420e-05 - loss: 0.0031 - UP: 86.09% UR: 72.00% UF: 78.42% P: 86.09% R: 72.00% F: 78.42%
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+ 2023-05-24 19:29:40 INFO dev: loss: nan - UP: 48.40% UR: 12.83% UF: 20.28% P: 45.20% R: 11.98% F: 18.94%
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+ 2023-05-24 19:29:43 INFO test: loss: nan - UP: 49.02% UR: 16.99% UF: 25.23% P: 45.55% R: 15.78% F: 23.44%
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+ 2023-05-24 19:29:43 INFO 0:00:07.874082s elapsed
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+ 2023-05-24 19:29:49 INFO lr: 4.9410e-05 - loss: 0.0020 - UP: 92.47% UR: 78.82% UF: 85.10% P: 92.47% R: 78.82% F: 85.10%
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+ 2023-05-24 19:29:50 INFO dev: loss: nan - UP: 48.84% UR: 13.36% UF: 20.98% P: 45.35% R: 12.41% F: 19.48%
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+ 2023-05-24 19:29:52 INFO test: loss: nan - UP: 51.29% UR: 18.13% UF: 26.79% P: 48.30% R: 17.07% F: 25.23%
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+ 2023-05-24 19:29:52 INFO 0:00:08.713998s elapsed
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+ 2023-05-24 19:29:58 INFO lr: 4.9400e-05 - loss: nan - UP: 94.23% UR: 82.32% UF: 87.87% P: 94.23% R: 82.32% F: 87.87%
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+ 2023-05-24 19:30:00 INFO dev: loss: nan - UP: 54.55% UR: 14.00% UF: 22.28% P: 49.59% R: 12.73% F: 20.25%
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+ 2023-05-24 19:30:02 INFO test: loss: nan - UP: 53.29% UR: 15.91% UF: 24.50% P: 48.83% R: 14.58% F: 22.45%
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+ 2023-05-24 19:30:02 INFO 0:00:10.098936s elapsed
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+ 2023-05-24 19:30:07 INFO lr: 4.9390e-05 - loss: 0.0012 - UP: 92.94% UR: 83.23% UF: 87.82% P: 92.94% R: 83.23% F: 87.82%
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+ 2023-05-24 19:30:09 INFO dev: loss: nan - UP: 46.84% UR: 17.29% UF: 25.25% P: 42.24% R: 15.59% F: 22.77%
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+ 2023-05-24 19:30:12 INFO test: loss: nan - UP: 46.76% UR: 19.69% UF: 27.71% P: 43.70% R: 18.40% F: 25.90%
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+ 2023-05-24 19:30:12 INFO 0:00:09.732936s elapsed
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+ 2023-05-24 19:30:17 INFO lr: 4.9380e-05 - loss: 0.0046 - UP: 88.04% UR: 75.97% UF: 81.56% P: 88.00% R: 75.93% F: 81.52%
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+ 2023-05-24 19:30:17 INFO dev: loss: nan - UP: 47.81% UR: 12.73% UF: 20.10% P: 43.43% R: 11.56% F: 18.26%
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+ 2023-05-24 19:30:21 INFO test: loss: nan - UP: 51.32% UR: 14.81% UF: 22.99% P: 45.90% R: 13.25% F: 20.56%
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+ 2023-05-24 19:30:21 INFO 0:00:08.962544s elapsed
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+ 2023-05-24 19:30:27 INFO lr: 4.9370e-05 - loss: 0.0032 - UP: 90.05% UR: 80.27% UF: 84.88% P: 90.01% R: 80.24% F: 84.84%
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+ 2023-05-24 19:30:28 INFO dev: loss: nan - UP: 47.32% UR: 15.91% UF: 23.81% P: 41.01% R: 13.79% F: 20.63%
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+ 2023-05-24 19:30:30 INFO test: loss: nan - UP: 45.23% UR: 17.33% UF: 25.05% P: 41.53% R: 15.91% F: 23.01%
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+ 2023-05-24 19:30:36 INFO lr: 4.9360e-05 - loss: 0.0014 - UP: 91.00% UR: 80.54% UF: 85.45% P: 90.96% R: 80.50% F: 85.41%
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+ 2023-05-24 19:30:37 INFO dev: loss: nan - UP: 43.31% UR: 14.42% UF: 21.64% P: 38.22% R: 12.73% F: 19.09%
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+ 2023-05-24 19:30:40 INFO test: loss: nan - UP: 46.97% UR: 16.37% UF: 24.28% P: 42.67% R: 14.87% F: 22.06%
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+ 2023-05-24 19:30:45 INFO lr: 4.9350e-05 - loss: 0.0086 - UP: 87.89% UR: 81.98% UF: 84.83% P: 87.89% R: 81.98% F: 84.83%
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+ 2023-05-24 19:30:46 INFO dev: loss: nan - UP: 54.19% UR: 10.29% UF: 17.29% P: 44.69% R: 8.48% F: 14.26%
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+ 2023-05-24 19:30:49 INFO test: loss: nan - UP: 54.79% UR: 12.09% UF: 19.80% P: 49.04% R: 10.82% F: 17.73%
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+ 2023-05-24 19:30:49 INFO 0:00:09.041915s elapsed
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+ 2023-05-24 19:30:55 INFO lr: 4.9340e-05 - loss: 0.0067 - UP: 89.62% UR: 67.93% UF: 77.28% P: 89.62% R: 67.93% F: 77.28%
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+ 2023-05-24 19:30:55 INFO dev: loss: nan - UP: 42.47% UR: 13.15% UF: 20.08% P: 38.01% R: 11.77% F: 17.98%
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+ 2023-05-24 19:30:58 INFO test: loss: nan - UP: 44.44% UR: 17.39% UF: 25.00% P: 41.36% R: 16.18% F: 23.26%
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+ 2023-05-24 19:31:04 INFO lr: 4.9330e-05 - loss: 0.0022 - UP: 91.11% UR: 81.31% UF: 85.93% P: 91.11% R: 81.31% F: 85.93%
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+ 2023-05-24 19:31:06 INFO dev: loss: nan - UP: 47.93% UR: 17.18% UF: 25.29% P: 42.60% R: 15.27% F: 22.48%
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+ 2023-05-24 19:31:08 INFO test: loss: nan - UP: 42.36% UR: 19.10% UF: 26.33% P: 39.46% R: 17.79% F: 24.52%
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+ 2023-05-24 19:31:13 INFO lr: 4.9320e-05 - loss: 0.0027 - UP: 92.79% UR: 86.99% UF: 89.80% P: 92.79% R: 86.99% F: 89.80%
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+ 2023-05-24 19:31:23 INFO lr: 4.9310e-05 - loss: 0.0020 - UP: 95.28% UR: 86.89% UF: 90.89% P: 95.28% R: 86.89% F: 90.89%
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+ 2023-05-24 19:31:24 INFO dev: loss: nan - UP: 53.82% UR: 15.69% UF: 24.30% P: 48.36% R: 14.10% F: 21.84%
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+ 2023-05-24 19:31:27 INFO test: loss: nan - UP: 50.64% UR: 16.63% UF: 25.04% P: 46.20% R: 15.17% F: 22.84%
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+ 2023-05-24 19:31:33 INFO lr: 4.9300e-05 - loss: 0.0009 - UP: 93.45% UR: 86.39% UF: 89.78% P: 93.35% R: 86.29% F: 89.68%
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+ 2023-05-24 19:31:34 INFO dev: loss: nan - UP: 52.27% UR: 17.07% UF: 25.74% P: 48.38% R: 15.80% F: 23.82%
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+ 2023-05-24 19:31:36 INFO test: loss: nan - UP: 44.73% UR: 17.83% UF: 25.50% P: 41.76% R: 16.65% F: 23.81%
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+ 2023-05-24 19:31:43 INFO lr: 4.9290e-05 - loss: 0.0020 - UP: 94.38% UR: 85.18% UF: 89.54% P: 94.38% R: 85.18% F: 89.54%
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+ 2023-05-24 19:31:44 INFO dev: loss: nan - UP: 49.84% UR: 16.76% UF: 25.08% P: 44.48% R: 14.95% F: 22.38%
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+ 2023-05-24 19:31:46 INFO test: loss: nan - UP: 45.99% UR: 17.71% UF: 25.57% P: 42.70% R: 16.44% F: 23.74%
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+ 2023-05-24 19:32:01 INFO lr: 4.9270e-05 - loss: 0.0026 - UP: 95.15% UR: 88.40% UF: 91.65% P: 95.12% R: 88.37% F: 91.62%
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+ 2023-05-24 19:32:05 INFO 0:00:09.170805s elapsed
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+
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+ 2023-05-24 19:32:11 INFO lr: 4.9260e-05 - loss: nan - UP: 94.63% UR: 89.45% UF: 91.96% P: 94.63% R: 89.45% F: 91.96%
510
+ 2023-05-24 19:32:12 INFO dev: loss: nan - UP: 50.89% UR: 15.16% UF: 23.37% P: 45.55% R: 13.57% F: 20.92%
511
+ 2023-05-24 19:32:14 INFO test: loss: nan - UP: 48.07% UR: 17.39% UF: 25.54% P: 44.45% R: 16.08% F: 23.62%
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+ 2023-05-24 19:32:14 INFO 0:00:08.684603s elapsed
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+
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+ 2023-05-24 19:32:21 INFO lr: 4.9250e-05 - loss: 0.0002 - UP: 91.43% UR: 87.46% UF: 89.40% P: 91.43% R: 87.46% F: 89.40%
516
+ 2023-05-24 19:32:22 INFO dev: loss: nan - UP: 44.26% UR: 16.76% UF: 24.31% P: 40.34% R: 15.27% F: 22.15%
517
+ 2023-05-24 19:32:24 INFO test: loss: nan - UP: 37.90% UR: 17.73% UF: 24.15% P: 35.23% R: 16.48% F: 22.46%
518
+ 2023-05-24 19:32:24 INFO 0:00:10.396931s elapsed
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+ 2023-05-24 19:32:30 INFO lr: 4.9240e-05 - loss: 0.0020 - UP: 92.60% UR: 84.54% UF: 88.39% P: 92.60% R: 84.54% F: 88.39%
522
+ 2023-05-24 19:32:31 INFO dev: loss: nan - UP: 52.78% UR: 14.10% UF: 22.26% P: 46.83% R: 12.51% F: 19.75%
523
+ 2023-05-24 19:32:34 INFO test: loss: nan - UP: 50.24% UR: 15.70% UF: 23.92% P: 46.11% R: 14.41% F: 21.96%
524
+ 2023-05-24 19:32:34 INFO 0:00:09.749853s elapsed
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+
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+ 2023-05-24 19:32:34 INFO Epoch 77 / 5000:
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+ 2023-05-24 19:32:39 INFO lr: 4.9230e-05 - loss: 0.0053 - UP: 95.01% UR: 89.51% UF: 92.18% P: 95.01% R: 89.51% F: 92.18%
528
+ 2023-05-24 19:32:40 INFO dev: loss: nan - UP: 53.08% UR: 16.44% UF: 25.10% P: 46.92% R: 14.53% F: 22.19%
529
+ 2023-05-24 19:32:43 INFO test: loss: nan - UP: 47.80% UR: 17.66% UF: 25.79% P: 44.65% R: 16.50% F: 24.10%
530
+ 2023-05-24 19:32:43 INFO 0:00:08.825334s elapsed
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+ 2023-05-24 19:32:43 INFO Epoch 78 / 5000:
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+ 2023-05-24 19:32:49 INFO lr: 4.9220e-05 - loss: 0.0001 - UP: 93.90% UR: 86.45% UF: 90.02% P: 93.90% R: 86.45% F: 90.02%
534
+ 2023-05-24 19:32:50 INFO dev: loss: nan - UP: 47.79% UR: 17.18% UF: 25.27% P: 40.71% R: 14.63% F: 21.53%
535
+ 2023-05-24 19:32:52 INFO test: loss: nan - UP: 43.50% UR: 17.33% UF: 24.78% P: 39.63% R: 15.78% F: 22.57%
536
+ 2023-05-24 19:32:52 INFO 0:00:09.164743s elapsed
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+ 2023-05-24 19:32:58 INFO lr: 4.9210e-05 - loss: 0.0680 - UP: 73.68% UR: 53.82% UF: 62.20% P: 72.94% R: 53.28% F: 61.58%
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+ 2023-05-24 19:33:00 INFO dev: loss: nan - UP: 20.30% UR: 17.07% UF: 18.55% P: 15.38% R: 12.94% F: 14.06%
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+ 2023-05-24 19:33:03 INFO test: loss: nan - UP: 19.22% UR: 18.55% UF: 18.88% P: 14.73% R: 14.22% F: 14.47%
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+ 2023-05-24 19:33:03 INFO 0:00:10.449403s elapsed
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+ 2023-05-24 19:33:07 INFO lr: 4.9200e-05 - loss: 0.0144 - UP: 55.95% UR: 9.48% UF: 16.21% P: 53.57% R: 9.08% F: 15.52%
546
+ 2023-05-24 19:33:09 INFO dev: loss: nan - UP: 36.65% UR: 7.42% UF: 12.35% P: 28.80% R: 5.83% F: 9.70%
547
+ 2023-05-24 19:33:12 INFO test: loss: nan - UP: 35.50% UR: 7.97% UF: 13.01% P: 27.87% R: 6.25% F: 10.22%
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+ 2023-05-24 19:33:12 INFO 0:00:09.288819s elapsed
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+ 2023-05-24 19:33:17 INFO lr: 4.9190e-05 - loss: 0.0612 - UP: 57.39% UR: 14.22% UF: 22.79% P: 54.95% R: 13.61% F: 21.82%
552
+ 2023-05-24 19:33:18 INFO dev: loss: nan - UP: 34.10% UR: 7.85% UF: 12.76% P: 25.81% R: 5.94% F: 9.66%
553
+ 2023-05-24 19:33:21 INFO test: loss: nan - UP: 31.88% UR: 8.05% UF: 12.85% P: 24.69% R: 6.23% F: 9.95%
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+ 2023-05-24 19:33:21 INFO 0:00:08.822008s elapsed
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+ 2023-05-24 19:33:27 INFO lr: 4.9180e-05 - loss: 0.0271 - UP: 34.29% UR: 7.19% UF: 11.89% P: 33.33% R: 6.99% F: 11.56%
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+ 2023-05-24 19:33:28 INFO dev: loss: nan - UP: 47.62% UR: 2.12% UF: 4.06% P: 35.71% R: 1.59% F: 3.05%
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+ 2023-05-24 19:33:30 INFO test: loss: nan - UP: 59.20% UR: 3.13% UF: 5.94% P: 48.00% R: 2.54% F: 4.82%
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+ 2023-05-24 19:33:30 INFO 0:00:09.595884s elapsed
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+ 2023-05-24 19:33:36 INFO lr: 4.9170e-05 - loss: nan - UP: 48.85% UR: 9.24% UF: 15.55% P: 48.13% R: 9.11% F: 15.32%
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+ 2023-05-24 19:33:37 INFO dev: loss: nan - UP: 33.02% UR: 7.53% UF: 12.26% P: 27.91% R: 6.36% F: 10.36%
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+ 2023-05-24 19:33:41 INFO test: loss: nan - UP: 26.46% UR: 8.81% UF: 13.22% P: 23.67% R: 7.88% F: 11.82%
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+ 2023-05-24 19:33:41 INFO 0:00:10.303846s elapsed
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+ 2023-05-24 19:33:45 INFO lr: 4.9160e-05 - loss: 0.0229 - UP: 51.57% UR: 14.32% UF: 22.42% P: 51.33% R: 14.25% F: 22.31%
570
+ 2023-05-24 19:33:47 INFO dev: loss: nan - UP: 34.75% UR: 4.35% UF: 7.73% P: 27.97% R: 3.50% F: 6.22%
571
+ 2023-05-24 19:33:50 INFO test: loss: nan - UP: 38.79% UR: 6.21% UF: 10.71% P: 33.77% R: 5.41% F: 9.32%
572
+ 2023-05-24 19:33:50 INFO 0:00:09.092642s elapsed
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+ 2023-05-24 19:33:56 INFO lr: 4.9150e-05 - loss: nan - UP: 59.76% UR: 13.28% UF: 21.73% P: 59.30% R: 13.18% F: 21.56%
576
+ 2023-05-24 19:33:56 INFO dev: loss: nan - UP: 41.98% UR: 3.61% UF: 6.64% P: 33.33% R: 2.86% F: 5.27%
577
+ 2023-05-24 19:33:58 INFO test: loss: nan - UP: 51.39% UR: 4.69% UF: 8.60% P: 40.74% R: 3.72% F: 6.82%
578
+ 2023-05-24 19:33:58 INFO 0:00:08.218748s elapsed
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+ 2023-05-24 19:34:01 INFO lr: 4.9140e-05 - loss: 0.0076 - UP: 64.79% UR: 14.72% UF: 23.99% P: 64.35% R: 14.62% F: 23.83%
582
+ 2023-05-24 19:34:02 INFO dev: loss: nan - UP: 28.67% UR: 13.26% UF: 18.13% P: 23.17% R: 10.71% F: 14.65%
583
+ 2023-05-24 19:34:03 INFO test: loss: nan - UP: 28.48% UR: 14.37% UF: 19.10% P: 23.53% R: 11.87% F: 15.78%
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+ 2023-05-24 19:34:03 INFO 0:00:05.107960s elapsed
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+ 2023-05-24 19:34:06 INFO lr: 4.9130e-05 - loss: 0.0098 - UP: 66.46% UR: 24.71% UF: 36.02% P: 66.00% R: 24.54% F: 35.78%
588
+ 2023-05-24 19:34:07 INFO dev: loss: nan - UP: 40.53% UR: 8.17% UF: 13.59% P: 36.32% R: 7.32% F: 12.18%
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+ 2023-05-24 19:34:08 INFO test: loss: nan - UP: 29.32% UR: 8.49% UF: 13.17% P: 26.48% R: 7.67% F: 11.89%
590
+ 2023-05-24 19:34:08 INFO 0:00:05.171136s elapsed
591
+
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+ 2023-05-24 19:34:15 INFO Epoch 57 saved
593
+ 2023-05-24 19:34:15 INFO dev: UP: 39.36% UR: 21.00% UF: 27.39% P: 34.59% R: 18.45% F: 24.07%
594
+ 2023-05-24 19:34:15 INFO test: UP: 36.17% UR: 21.91% UF: 27.29% P: 32.65% R: 19.78% F: 24.63%
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+ 2023-05-24 19:34:15 INFO 0:12:37.618784s elapsed, 0:00:08.708262s/epoch
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1
+ 2023-05-24 19:34:17 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ 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
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/20/model_vi_mpqa_roberta_6
17
+ device | 0
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
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+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/20/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/20/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
33
+ n_embed_proj | 125
34
+ bert | roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2023-05-24 19:34:17 INFO Building the fields
39
+ 2023-05-24 19:34:19 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-05-24 19:34:19 INFO Building the model
44
+ 2023-05-24 19:34:22 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2023-05-24 19:34:22 INFO Loading the data
64
+ 2023-05-24 19:34:26 INFO
65
+ train: Dataset(n_sentences=1173, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=411, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
68
+
69
+ 2023-05-24 19:34:26 INFO Epoch 1 / 5000:
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+ 2023-05-24 19:34:33 INFO lr: 4.9990e-05 - loss: 0.1463 - UP: 0.30% UR: 5.61% UF: 0.57% P: 0.02% R: 0.34% F: 0.03%
71
+ 2023-05-24 19:34:34 INFO dev: loss: nan - UP: 0.41% UR: 0.32% UF: 0.36% P: 0.14% R: 0.11% F: 0.12%
72
+ 2023-05-24 19:34:36 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2023-05-24 19:34:38 INFO 0:00:10.745168s elapsed (saved)
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+
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+ 2023-05-24 19:34:38 INFO Epoch 2 / 5000:
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+ 2023-05-24 19:34:42 INFO lr: 4.9980e-05 - loss: 0.0631 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
77
+ 2023-05-24 19:34:42 INFO dev: loss: nan - UP: 100.00% UR: 0.11% UF: 0.21% P: 0.00% R: 0.00% F: 0.00%
78
+ 2023-05-24 19:34:44 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
79
+ 2023-05-24 19:34:44 INFO 0:00:05.822252s elapsed
80
+
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+ 2023-05-24 19:34:44 INFO Epoch 3 / 5000:
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+ 2023-05-24 19:34:48 INFO lr: 4.9970e-05 - loss: 0.0774 - UP: 0.63% UR: 0.03% UF: 0.06% P: 0.63% R: 0.03% F: 0.06%
83
+ 2023-05-24 19:34:48 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
84
+ 2023-05-24 19:34:50 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
85
+ 2023-05-24 19:34:50 INFO 0:00:05.866264s elapsed
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+
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+ 2023-05-24 19:34:50 INFO Epoch 4 / 5000:
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+ 2023-05-24 19:34:53 INFO lr: 4.9960e-05 - loss: 0.0163 - UP: 18.27% UR: 0.64% UF: 1.23% P: 16.35% R: 0.57% F: 1.10%
89
+ 2023-05-24 19:34:54 INFO dev: loss: nan - UP: 35.71% UR: 1.59% UF: 3.05% P: 26.19% R: 1.17% F: 2.23%
90
+ 2023-05-24 19:34:55 INFO test: loss: nan - UP: 42.78% UR: 1.69% UF: 3.25% P: 29.41% R: 1.16% F: 2.24%
91
+ 2023-05-24 19:34:58 INFO 0:00:05.343820s elapsed (saved)
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+
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+ 2023-05-24 19:34:58 INFO Epoch 5 / 5000:
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+ 2023-05-24 19:35:01 INFO lr: 4.9950e-05 - loss: 0.0220 - UP: 12.70% UR: 0.81% UF: 1.52% P: 12.17% R: 0.77% F: 1.45%
95
+ 2023-05-24 19:35:03 INFO dev: loss: nan - UP: 28.57% UR: 0.64% UF: 1.24% P: 19.05% R: 0.42% F: 0.83%
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+ 2023-05-24 19:35:06 INFO test: loss: nan - UP: 43.75% UR: 1.18% UF: 2.30% P: 38.28% R: 1.04% F: 2.02%
97
+ 2023-05-24 19:35:06 INFO 0:00:07.779269s elapsed
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+
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+ 2023-05-24 19:35:06 INFO Epoch 6 / 5000:
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+ 2023-05-24 19:35:12 INFO lr: 4.9940e-05 - loss: 0.0232 - UP: 28.57% UR: 2.96% UF: 5.36% P: 28.25% R: 2.92% F: 5.30%
101
+ 2023-05-24 19:35:12 INFO dev: loss: nan - UP: 28.57% UR: 0.21% UF: 0.42% P: 28.57% R: 0.21% F: 0.42%
102
+ 2023-05-24 19:35:14 INFO test: loss: nan - UP: 51.11% UR: 0.49% UF: 0.96% P: 48.89% R: 0.46% F: 0.92%
103
+ 2023-05-24 19:35:14 INFO 0:00:08.097397s elapsed
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+
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+ 2023-05-24 19:35:14 INFO Epoch 7 / 5000:
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+ 2023-05-24 19:35:18 INFO lr: 4.9930e-05 - loss: 0.0102 - UP: 27.63% UR: 3.97% UF: 6.94% P: 27.40% R: 3.93% F: 6.88%
107
+ 2023-05-24 19:35:18 INFO dev: loss: nan - UP: 41.67% UR: 1.06% UF: 2.07% P: 37.50% R: 0.95% F: 1.86%
108
+ 2023-05-24 19:35:20 INFO test: loss: nan - UP: 49.44% UR: 1.88% UF: 3.62% P: 39.44% R: 1.50% F: 2.89%
109
+ 2023-05-24 19:35:20 INFO 0:00:05.850091s elapsed
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+
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+ 2023-05-24 19:35:20 INFO Epoch 8 / 5000:
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+ 2023-05-24 19:35:23 INFO lr: 4.9920e-05 - loss: 0.0400 - UP: 14.69% UR: 1.21% UF: 2.24% P: 14.69% R: 1.21% F: 2.24%
113
+ 2023-05-24 19:35:24 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 19:35:26 INFO test: loss: nan - UP: 33.33% UR: 0.02% UF: 0.04% P: 33.33% R: 0.02% F: 0.04%
115
+ 2023-05-24 19:35:26 INFO 0:00:05.828567s elapsed
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+
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+ 2023-05-24 19:35:26 INFO Epoch 9 / 5000:
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+ 2023-05-24 19:35:29 INFO lr: 4.9910e-05 - loss: 0.0491 - UP: 41.15% UR: 2.89% UF: 5.40% P: 41.15% R: 2.89% F: 5.40%
119
+ 2023-05-24 19:35:30 INFO dev: loss: nan - UP: 25.00% UR: 0.11% UF: 0.21% P: 25.00% R: 0.11% F: 0.21%
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+ 2023-05-24 19:36:40 INFO lr: 4.9820e-05 - loss: 0.0129 - UP: 68.71% UR: 27.53% UF: 39.31% P: 68.62% R: 27.50% F: 39.26%
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+ 2023-05-24 19:36:50 INFO lr: 4.9810e-05 - loss: 0.0074 - UP: 78.35% UR: 32.00% UF: 45.44% P: 78.35% R: 32.00% F: 45.44%
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+ 2023-05-24 19:36:56 INFO lr: 4.9800e-05 - loss: 0.0092 - UP: 74.98% UR: 34.66% UF: 47.40% P: 74.98% R: 34.66% F: 47.40%
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+ 2023-05-24 19:36:57 INFO dev: loss: nan - UP: 34.95% UR: 6.89% UF: 11.51% P: 32.80% R: 6.47% F: 10.81%
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+ 2023-05-24 19:37:02 INFO lr: 4.9790e-05 - loss: 0.0180 - UP: 76.25% UR: 38.86% UF: 51.48% P: 76.19% R: 38.82% F: 51.44%
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+ 2023-05-24 19:37:18 INFO lr: 4.9770e-05 - loss: 0.0013 - UP: 76.19% UR: 35.39% UF: 48.34% P: 76.05% R: 35.33% F: 48.24%
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+ 2023-05-24 19:37:24 INFO lr: 4.9760e-05 - loss: 0.0021 - UP: 77.64% UR: 43.43% UF: 55.70% P: 77.58% R: 43.39% F: 55.66%
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+ 2023-05-24 19:37:25 INFO dev: loss: nan - UP: 28.62% UR: 9.44% UF: 14.19% P: 25.40% R: 8.38% F: 12.60%
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+ 2023-05-24 19:37:27 INFO test: loss: nan - UP: 34.12% UR: 16.44% UF: 22.19% P: 30.92% R: 14.90% F: 20.11%
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+ 2023-05-24 19:37:27 INFO 0:00:05.849112s elapsed
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+ 2023-05-24 19:37:30 INFO lr: 4.9750e-05 - loss: 0.0043 - UP: 78.34% UR: 48.50% UF: 59.91% P: 78.18% R: 48.40% F: 59.79%
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+ 2023-05-24 19:37:31 INFO dev: loss: nan - UP: 37.82% UR: 7.74% UF: 12.85% P: 35.75% R: 7.32% F: 12.15%
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+ 2023-05-24 19:37:33 INFO test: loss: nan - UP: 40.16% UR: 12.42% UF: 18.98% P: 38.18% R: 11.81% F: 18.04%
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+ 2023-05-24 19:37:36 INFO lr: 4.9740e-05 - loss: 0.0063 - UP: 79.44% UR: 50.02% UF: 61.39% P: 79.34% R: 49.95% F: 61.30%
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+ 2023-05-24 19:37:37 INFO dev: loss: nan - UP: 33.33% UR: 6.89% UF: 11.42% P: 31.79% R: 6.57% F: 10.90%
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+ 2023-05-24 19:37:38 INFO test: loss: nan - UP: 36.39% UR: 12.59% UF: 18.71% P: 35.59% R: 12.32% F: 18.30%
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+ 2023-05-24 19:37:42 INFO lr: 4.9730e-05 - loss: 0.0027 - UP: 78.03% UR: 45.48% UF: 57.46% P: 77.97% R: 45.45% F: 57.42%
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+ 2023-05-24 19:37:43 INFO dev: loss: nan - UP: 42.06% UR: 9.54% UF: 15.56% P: 39.25% R: 8.91% F: 14.52%
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+ 2023-05-24 19:37:44 INFO test: loss: nan - UP: 39.70% UR: 12.87% UF: 19.44% P: 37.61% R: 12.19% F: 18.41%
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+ 2023-05-24 19:37:47 INFO lr: 4.9720e-05 - loss: 0.0096 - UP: 80.23% UR: 50.18% UF: 61.75% P: 80.17% R: 50.15% F: 61.70%
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+ 2023-05-24 19:37:48 INFO dev: loss: nan - UP: 39.16% UR: 12.83% UF: 19.33% P: 37.22% R: 12.20% F: 18.37%
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+ 2023-05-24 19:37:49 INFO test: loss: nan - UP: 38.93% UR: 17.83% UF: 24.46% P: 36.81% R: 16.86% F: 23.13%
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+ 2023-05-24 19:37:52 INFO 0:00:05.003629s elapsed (saved)
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+ 2023-05-24 19:37:56 INFO lr: 4.9710e-05 - loss: 0.0057 - UP: 83.52% UR: 56.54% UF: 67.43% P: 83.47% R: 56.50% F: 67.39%
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+ 2023-05-24 19:37:57 INFO dev: loss: nan - UP: 39.13% UR: 13.36% UF: 19.92% P: 36.65% R: 12.51% F: 18.66%
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+ 2023-05-24 19:38:00 INFO test: loss: nan - UP: 39.28% UR: 19.54% UF: 26.10% P: 36.39% R: 18.11% F: 24.18%
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+ 2023-05-24 19:38:03 INFO 0:00:08.107053s elapsed (saved)
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+ 2023-05-24 19:38:07 INFO lr: 4.9700e-05 - loss: 0.0056 - UP: 87.35% UR: 65.48% UF: 74.85% P: 87.26% R: 65.41% F: 74.77%
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+ 2023-05-24 19:38:07 INFO dev: loss: nan - UP: 38.31% UR: 11.98% UF: 18.26% P: 35.59% R: 11.13% F: 16.96%
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+ 2023-05-24 19:38:09 INFO test: loss: nan - UP: 41.92% UR: 18.64% UF: 25.80% P: 39.73% R: 17.66% F: 24.46%
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+ 2023-05-24 19:38:13 INFO lr: 4.9690e-05 - loss: 0.0023 - UP: 86.59% UR: 67.29% UF: 75.73% P: 86.46% R: 67.19% F: 75.62%
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+ 2023-05-24 19:38:13 INFO dev: loss: nan - UP: 39.95% UR: 16.44% UF: 23.29% P: 38.14% R: 15.69% F: 22.24%
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+ 2023-05-24 19:38:21 INFO lr: 4.9680e-05 - loss: 0.0085 - UP: 79.99% UR: 58.32% UF: 67.46% P: 79.99% R: 58.32% F: 67.46%
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+ 2023-05-24 19:38:21 INFO dev: loss: nan - UP: 51.05% UR: 7.74% UF: 13.44% P: 47.55% R: 7.21% F: 12.52%
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+ 2023-05-24 19:38:23 INFO test: loss: nan - UP: 49.57% UR: 12.28% UF: 19.68% P: 47.53% R: 11.77% F: 18.87%
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+ 2023-05-24 19:38:26 INFO lr: 4.9670e-05 - loss: 0.0042 - UP: 83.28% UR: 65.31% UF: 73.21% P: 83.24% R: 65.28% F: 73.17%
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+ 2023-05-24 19:38:26 INFO dev: loss: nan - UP: 42.77% UR: 14.42% UF: 21.57% P: 39.94% R: 13.47% F: 20.14%
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+ 2023-05-24 19:38:33 INFO lr: 4.9660e-05 - loss: 0.0014 - UP: 86.33% UR: 67.93% UF: 76.03% P: 86.33% R: 67.93% F: 76.03%
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+ 2023-05-24 19:38:42 INFO lr: 4.9650e-05 - loss: 0.0048 - UP: 81.13% UR: 58.39% UF: 67.90% P: 81.13% R: 58.39% F: 67.90%
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+ 2023-05-24 19:38:47 INFO lr: 4.9640e-05 - loss: nan - UP: 84.77% UR: 63.06% UF: 72.32% P: 84.77% R: 63.06% F: 72.32%
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+ 2023-05-24 19:38:53 INFO lr: 4.9630e-05 - loss: 0.0017 - UP: 89.74% UR: 72.00% UF: 79.90% P: 89.74% R: 72.00% F: 79.90%
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+ 2023-05-24 19:38:59 INFO lr: 4.9620e-05 - loss: 0.0020 - UP: 88.50% UR: 76.34% UF: 81.97% P: 88.50% R: 76.34% F: 81.97%
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+ 2023-05-24 19:39:07 INFO lr: 4.9610e-05 - loss: 0.0034 - UP: 91.25% UR: 72.61% UF: 80.87% P: 91.25% R: 72.61% F: 80.87%
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+ 2023-05-24 19:41:01 INFO 0:00:05.878034s elapsed
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+ 2023-05-24 19:41:05 INFO lr: 4.9430e-05 - loss: 0.0176 - UP: 51.28% UR: 10.79% UF: 17.83% P: 50.64% R: 10.66% F: 17.61%
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+ 2023-05-24 19:41:05 INFO dev: loss: nan - UP: 59.09% UR: 4.14% UF: 7.73% P: 54.55% R: 3.82% F: 7.14%
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+ 2023-05-24 19:41:07 INFO test: loss: nan - UP: 57.06% UR: 4.27% UF: 7.94% P: 48.02% R: 3.59% F: 6.68%
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+ 2023-05-24 19:41:07 INFO 0:00:05.913945s elapsed
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+ 2023-05-24 19:41:11 INFO lr: 4.9420e-05 - loss: 0.0078 - UP: 68.09% UR: 23.09% UF: 34.49% P: 67.49% R: 22.89% F: 34.19%
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+ 2023-05-24 19:41:11 INFO dev: loss: nan - UP: 64.29% UR: 3.82% UF: 7.21% P: 60.71% R: 3.61% F: 6.81%
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+ 2023-05-24 19:41:13 INFO test: loss: nan - UP: 56.68% UR: 4.48% UF: 8.30% P: 51.60% R: 4.08% F: 7.56%
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+ 2023-05-24 19:41:13 INFO 0:00:05.916249s elapsed
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+ 2023-05-24 19:41:17 INFO dev: loss: nan - UP: 48.20% UR: 7.10% UF: 12.38% P: 39.57% R: 5.83% F: 10.17%
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+ 2023-05-24 19:41:19 INFO test: loss: nan - UP: 43.40% UR: 7.29% UF: 12.48% P: 37.11% R: 6.23% F: 10.67%
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+ 2023-05-24 19:41:19 INFO 0:00:05.524311s elapsed
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+ 2023-05-24 19:41:22 INFO lr: 4.9400e-05 - loss: 0.0069 - UP: 62.59% UR: 18.39% UF: 28.42% P: 62.13% R: 18.25% F: 28.22%
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+ 2023-05-24 19:41:22 INFO dev: loss: nan - UP: 49.72% UR: 9.33% UF: 15.71% P: 41.81% R: 7.85% F: 13.21%
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+ 2023-05-24 19:41:24 INFO test: loss: nan - UP: 43.19% UR: 10.65% UF: 17.08% P: 40.27% R: 9.93% F: 15.93%
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+ 2023-05-24 19:41:24 INFO 0:00:05.031841s elapsed
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+ 2023-05-24 19:41:27 INFO lr: 4.9390e-05 - loss: nan - UP: 74.33% UR: 42.92% UF: 54.42% P: 73.98% R: 42.72% F: 54.17%
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+ 2023-05-24 19:41:27 INFO dev: loss: nan - UP: 47.44% UR: 11.77% UF: 18.86% P: 44.02% R: 10.92% F: 17.50%
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+ 2023-05-24 19:41:30 INFO test: loss: nan - UP: 43.81% UR: 13.99% UF: 21.20% P: 41.16% R: 13.14% F: 19.92%
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+ 2023-05-24 19:41:30 INFO 0:00:06.086202s elapsed
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+ 2023-05-24 19:41:36 INFO lr: 4.9380e-05 - loss: 0.1009 - UP: 84.74% UR: 49.28% UF: 62.32% P: 84.62% R: 49.21% F: 62.23%
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+ 2023-05-24 19:41:37 INFO dev: loss: nan - UP: 45.27% UR: 14.21% UF: 21.63% P: 41.22% R: 12.94% F: 19.69%
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+ 2023-05-24 19:41:39 INFO test: loss: nan - UP: 41.96% UR: 15.99% UF: 23.16% P: 39.69% R: 15.13% F: 21.91%
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+ 2023-05-24 19:41:39 INFO 0:00:09.617711s elapsed
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+ 2023-05-24 19:41:43 INFO lr: 4.9370e-05 - loss: 0.0169 - UP: 83.45% UR: 54.42% UF: 65.88% P: 83.45% R: 54.42% F: 65.88%
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+ 2023-05-24 19:41:43 INFO dev: loss: nan - UP: 40.25% UR: 20.78% UF: 27.41% P: 35.32% R: 18.24% F: 24.06%
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+ 2023-05-24 19:41:45 INFO test: loss: nan - UP: 32.43% UR: 23.71% UF: 27.39% P: 30.29% R: 22.14% F: 25.58%
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+ 2023-05-24 19:41:49 INFO lr: 4.9360e-05 - loss: 0.0043 - UP: 84.65% UR: 52.64% UF: 64.91% P: 84.59% R: 52.61% F: 64.87%
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+ 2023-05-24 19:41:51 INFO test: loss: nan - UP: 42.16% UR: 12.68% UF: 19.49% P: 39.14% R: 11.77% F: 18.10%
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+ 2023-05-24 19:41:55 INFO lr: 4.9350e-05 - loss: 0.0089 - UP: 77.95% UR: 48.47% UF: 59.77% P: 77.95% R: 48.47% F: 59.77%
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+ 2023-05-24 19:41:55 INFO dev: loss: nan - UP: 39.78% UR: 23.12% UF: 29.24% P: 35.58% R: 20.68% F: 26.16%
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+ 2023-05-24 19:41:57 INFO 0:00:05.899287s elapsed
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+ 2023-05-24 19:42:01 INFO lr: 4.9340e-05 - loss: 0.0034 - UP: 86.98% UR: 65.58% UF: 74.78% P: 86.98% R: 65.58% F: 74.78%
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+ 2023-05-24 19:42:01 INFO dev: loss: nan - UP: 43.51% UR: 26.30% UF: 32.78% P: 39.82% R: 24.07% F: 30.01%
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+ 2023-05-24 19:42:03 INFO test: loss: nan - UP: 34.64% UR: 28.67% UF: 31.37% P: 32.98% R: 27.30% F: 29.87%
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+ 2023-05-24 19:42:05 INFO 0:00:05.867981s elapsed (saved)
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+ 2023-05-24 19:42:12 INFO lr: 4.9330e-05 - loss: nan - UP: 86.93% UR: 69.78% UF: 77.42% P: 86.93% R: 69.78% F: 77.42%
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+ 2023-05-24 19:42:12 INFO dev: loss: nan - UP: 48.21% UR: 25.66% UF: 33.49% P: 43.63% R: 23.22% F: 30.31%
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+ 2023-05-24 19:42:14 INFO test: loss: nan - UP: 37.28% UR: 25.57% UF: 30.33% P: 35.15% R: 24.11% F: 28.60%
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+ 2023-05-24 19:42:17 INFO 0:00:08.497097s elapsed (saved)
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+ 2023-05-24 19:42:20 INFO lr: 4.9320e-05 - loss: 0.0020 - UP: 88.74% UR: 75.50% UF: 81.58% P: 88.62% R: 75.39% F: 81.47%
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+ 2023-05-24 19:42:26 INFO lr: 4.9310e-05 - loss: 0.0016 - UP: 88.70% UR: 73.08% UF: 80.13% P: 88.70% R: 73.08% F: 80.13%
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+ 2023-05-24 19:42:28 INFO test: loss: nan - UP: 39.55% UR: 23.62% UF: 29.58% P: 38.03% R: 22.71% F: 28.44%
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+ 2023-05-24 19:42:31 INFO lr: 4.9300e-05 - loss: 0.0026 - UP: 89.32% UR: 76.47% UF: 82.40% P: 89.28% R: 76.44% F: 82.36%
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+ 2023-05-24 19:42:33 INFO test: loss: nan - UP: 34.52% UR: 28.50% UF: 31.22% P: 32.70% R: 27.00% F: 29.58%
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+ 2023-05-24 19:42:36 INFO lr: 4.9290e-05 - loss: 0.0029 - UP: 90.56% UR: 74.49% UF: 81.74% P: 90.52% R: 74.45% F: 81.70%
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+ 2023-05-24 19:42:38 INFO test: loss: nan - UP: 36.02% UR: 27.89% UF: 31.44% P: 34.02% R: 26.35% F: 29.70%
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+ 2023-05-24 19:42:44 INFO lr: 4.9280e-05 - loss: 0.0022 - UP: 90.73% UR: 77.65% UF: 83.68% P: 90.69% R: 77.61% F: 83.64%
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+ 2023-05-24 19:42:48 INFO test: loss: nan - UP: 44.40% UR: 21.53% UF: 29.00% P: 42.70% R: 20.71% F: 27.89%
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+ 2023-05-24 19:42:52 INFO lr: 4.9270e-05 - loss: 0.0026 - UP: 92.47% UR: 79.29% UF: 85.38% P: 92.47% R: 79.29% F: 85.38%
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+ 2023-05-24 19:42:54 INFO test: loss: nan - UP: 40.21% UR: 26.14% UF: 31.68% P: 38.43% R: 24.97% F: 30.27%
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+ 2023-05-24 19:43:00 INFO test: loss: nan - UP: 45.18% UR: 22.06% UF: 29.64% P: 43.49% R: 21.23% F: 28.53%
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+ 2023-05-24 19:43:04 INFO dev: loss: nan - UP: 46.72% UR: 17.39% UF: 25.35% P: 42.74% R: 15.91% F: 23.18%
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+ 2023-05-24 19:43:10 INFO dev: loss: nan - UP: 45.45% UR: 16.44% UF: 24.14% P: 42.52% R: 15.38% F: 22.59%
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+ 2023-05-24 19:43:12 INFO test: loss: nan - UP: 44.74% UR: 22.37% UF: 29.83% P: 43.09% R: 21.55% F: 28.73%
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+ 2023-05-24 19:43:17 INFO test: loss: nan - UP: 43.75% UR: 23.98% UF: 30.98% P: 41.83% R: 22.92% F: 29.62%
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+ 2023-05-24 19:43:21 INFO dev: loss: nan - UP: 47.83% UR: 19.83% UF: 28.04% P: 44.50% R: 18.45% F: 26.09%
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+ 2023-05-24 19:43:22 INFO test: loss: nan - UP: 43.13% UR: 24.00% UF: 30.84% P: 41.19% R: 22.92% F: 29.46%
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+ 2023-05-24 19:43:27 INFO dev: loss: nan - UP: 50.81% UR: 16.65% UF: 25.08% P: 45.31% R: 14.85% F: 22.36%
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+ 2023-05-24 19:43:30 INFO test: loss: nan - UP: 48.08% UR: 21.95% UF: 30.14% P: 46.14% R: 21.06% F: 28.92%
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+ 2023-05-24 19:43:37 INFO dev: loss: nan - UP: 48.55% UR: 19.51% UF: 27.84% P: 43.80% R: 17.60% F: 25.11%
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+ 2023-05-24 19:43:38 INFO test: loss: nan - UP: 43.54% UR: 23.83% UF: 30.80% P: 41.64% R: 22.80% F: 29.46%
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+ 2023-05-24 19:43:38 INFO 0:00:08.051901s elapsed
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551
+ 2023-05-24 19:43:43 INFO dev: loss: nan - UP: 48.42% UR: 19.51% UF: 27.82% P: 44.21% R: 17.82% F: 25.40%
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+ 2023-05-24 19:43:44 INFO test: loss: nan - UP: 44.33% UR: 24.11% UF: 31.23% P: 42.46% R: 23.09% F: 29.92%
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+ 2023-05-24 19:43:44 INFO 0:00:05.875779s elapsed
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+ 2023-05-24 19:43:48 INFO dev: loss: nan - UP: 47.44% UR: 22.59% UF: 30.60% P: 43.88% R: 20.89% F: 28.30%
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+ 2023-05-24 19:43:50 INFO test: loss: nan - UP: 42.87% UR: 25.84% UF: 32.24% P: 41.25% R: 24.87% F: 31.03%
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+ 2023-05-24 19:43:50 INFO 0:00:05.886672s elapsed
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+ 2023-05-24 19:43:54 INFO lr: 4.9170e-05 - loss: 0.0000 - UP: 94.45% UR: 88.03% UF: 91.13% P: 94.45% R: 88.03% F: 91.13%
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+ 2023-05-24 19:43:54 INFO dev: loss: nan - UP: 47.09% UR: 21.42% UF: 29.45% P: 42.89% R: 19.51% F: 26.82%
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+ 2023-05-24 19:43:56 INFO test: loss: nan - UP: 43.97% UR: 25.10% UF: 31.96% P: 42.23% R: 24.11% F: 30.69%
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+ 2023-05-24 19:43:56 INFO 0:00:05.869257s elapsed
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+ 2023-05-24 19:44:00 INFO dev: loss: nan - UP: 49.06% UR: 19.30% UF: 27.70% P: 43.67% R: 17.18% F: 24.66%
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+ 2023-05-24 19:44:03 INFO test: loss: nan - UP: 46.60% UR: 23.62% UF: 31.35% P: 44.56% R: 22.59% F: 29.98%
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+ 2023-05-24 19:44:03 INFO 0:00:06.786653s elapsed
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+ 2023-05-24 19:44:09 INFO lr: 4.9150e-05 - loss: 0.0011 - UP: 95.62% UR: 89.51% UF: 92.47% P: 95.62% R: 89.51% F: 92.47%
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+ 2023-05-24 19:44:10 INFO dev: loss: nan - UP: 49.86% UR: 18.98% UF: 27.50% P: 44.85% R: 17.07% F: 24.73%
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+ 2023-05-24 19:44:12 INFO test: loss: nan - UP: 47.26% UR: 22.59% UF: 30.56% P: 45.36% R: 21.68% F: 29.34%
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+ 2023-05-24 19:44:12 INFO 0:00:09.499749s elapsed
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+ 2023-05-24 19:44:16 INFO lr: 4.9140e-05 - loss: 0.0008 - UP: 93.89% UR: 89.82% UF: 91.81% P: 93.89% R: 89.82% F: 91.81%
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+ 2023-05-24 19:44:16 INFO dev: loss: nan - UP: 45.79% UR: 18.45% UF: 26.30% P: 40.79% R: 16.44% F: 23.43%
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+ 2023-05-24 19:44:18 INFO test: loss: nan - UP: 45.99% UR: 22.67% UF: 30.37% P: 44.06% R: 21.72% F: 29.10%
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+ 2023-05-24 19:44:18 INFO 0:00:05.850071s elapsed
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+ 2023-05-24 19:44:22 INFO lr: 4.9130e-05 - loss: 0.0004 - UP: 95.36% UR: 89.18% UF: 92.17% P: 95.36% R: 89.18% F: 92.17%
587
+ 2023-05-24 19:44:22 INFO dev: loss: nan - UP: 43.93% UR: 19.94% UF: 27.43% P: 39.72% R: 18.03% F: 24.80%
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+ 2023-05-24 19:44:24 INFO test: loss: nan - UP: 43.82% UR: 23.96% UF: 30.98% P: 41.65% R: 22.78% F: 29.45%
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+ 2023-05-24 19:44:24 INFO 0:00:05.866437s elapsed
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+ 2023-05-24 19:44:28 INFO lr: 4.9120e-05 - loss: 0.0018 - UP: 94.61% UR: 90.92% UF: 92.73% P: 94.61% R: 90.92% F: 92.73%
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+ 2023-05-24 19:44:28 INFO dev: loss: nan - UP: 44.05% UR: 19.62% UF: 27.15% P: 39.76% R: 17.71% F: 24.50%
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+ 2023-05-24 19:44:30 INFO test: loss: nan - UP: 44.74% UR: 23.45% UF: 30.77% P: 42.77% R: 22.42% F: 29.42%
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+ 2023-05-24 19:44:30 INFO 0:00:05.893987s elapsed
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+ 2023-05-24 19:44:33 INFO lr: 4.9110e-05 - loss: 0.0017 - UP: 95.69% UR: 90.22% UF: 92.87% P: 95.69% R: 90.22% F: 92.87%
599
+ 2023-05-24 19:44:34 INFO dev: loss: nan - UP: 43.35% UR: 22.48% UF: 29.61% P: 39.26% R: 20.36% F: 26.82%
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+ 2023-05-24 19:44:36 INFO test: loss: nan - UP: 42.62% UR: 24.95% UF: 31.48% P: 40.67% R: 23.81% F: 30.04%
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+ 2023-05-24 19:44:36 INFO 0:00:05.901552s elapsed
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+ 2023-05-24 19:44:39 INFO lr: 4.9100e-05 - loss: 0.0000 - UP: 95.94% UR: 91.33% UF: 93.58% P: 95.94% R: 91.33% F: 93.58%
605
+ 2023-05-24 19:44:39 INFO dev: loss: nan - UP: 44.66% UR: 22.16% UF: 29.62% P: 40.17% R: 19.94% F: 26.65%
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+ 2023-05-24 19:44:41 INFO test: loss: nan - UP: 43.36% UR: 25.10% UF: 31.79% P: 41.57% R: 24.07% F: 30.48%
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+ 2023-05-24 19:44:41 INFO 0:00:05.163495s elapsed
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+ 2023-05-24 19:44:44 INFO lr: 4.9090e-05 - loss: 0.0013 - UP: 96.57% UR: 91.83% UF: 94.14% P: 96.57% R: 91.83% F: 94.14%
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+ 2023-05-24 19:44:45 INFO dev: loss: nan - UP: 49.18% UR: 19.09% UF: 27.50% P: 44.26% R: 17.18% F: 24.75%
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+ 2023-05-24 19:44:46 INFO test: loss: nan - UP: 47.38% UR: 22.50% UF: 30.51% P: 45.42% R: 21.57% F: 29.25%
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+ 2023-05-24 19:44:46 INFO 0:00:05.037345s elapsed
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+ 2023-05-24 19:44:50 INFO lr: 4.9080e-05 - loss: 0.0000 - UP: 96.46% UR: 91.56% UF: 93.95% P: 96.46% R: 91.56% F: 93.95%
617
+ 2023-05-24 19:44:51 INFO dev: loss: nan - UP: 46.50% UR: 19.72% UF: 27.70% P: 42.25% R: 17.92% F: 25.17%
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+ 2023-05-24 19:44:55 INFO test: loss: nan - UP: 45.94% UR: 23.66% UF: 31.24% P: 43.89% R: 22.61% F: 29.84%
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+ 2023-05-24 19:44:55 INFO 0:00:08.553978s elapsed
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+ 2023-05-24 19:45:00 INFO lr: 4.9070e-05 - loss: 0.0010 - UP: 96.12% UR: 92.50% UF: 94.28% P: 96.12% R: 92.50% F: 94.28%
623
+ 2023-05-24 19:45:00 INFO dev: loss: nan - UP: 47.63% UR: 18.13% UF: 26.27% P: 42.62% R: 16.22% F: 23.50%
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+ 2023-05-24 19:45:02 INFO test: loss: nan - UP: 47.43% UR: 22.18% UF: 30.23% P: 45.26% R: 21.17% F: 28.85%
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+ 2023-05-24 19:45:02 INFO 0:00:07.453131s elapsed
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+ 2023-05-24 19:45:06 INFO lr: 4.9060e-05 - loss: nan - UP: 95.03% UR: 91.93% UF: 93.46% P: 95.03% R: 91.93% F: 93.46%
629
+ 2023-05-24 19:45:06 INFO dev: loss: nan - UP: 48.51% UR: 13.79% UF: 21.47% P: 42.54% R: 12.09% F: 18.83%
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+ 2023-05-24 19:45:08 INFO test: loss: nan - UP: 50.25% UR: 18.80% UF: 27.37% P: 48.28% R: 18.06% F: 26.29%
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+ 2023-05-24 19:45:08 INFO 0:00:05.968986s elapsed
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+ 2023-05-24 19:45:12 INFO lr: 4.9050e-05 - loss: 0.0030 - UP: 96.52% UR: 90.49% UF: 93.41% P: 96.52% R: 90.49% F: 93.41%
635
+ 2023-05-24 19:45:12 INFO dev: loss: nan - UP: 45.05% UR: 21.21% UF: 28.84% P: 40.32% R: 18.98% F: 25.81%
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+ 2023-05-24 19:45:14 INFO test: loss: nan - UP: 44.11% UR: 24.13% UF: 31.19% P: 42.06% R: 23.01% F: 29.75%
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+ 2023-05-24 19:45:14 INFO 0:00:05.880585s elapsed
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+ 2023-05-24 19:45:17 INFO lr: 4.9040e-05 - loss: 0.0027 - UP: 87.89% UR: 66.35% UF: 75.62% P: 87.89% R: 66.35% F: 75.62%
641
+ 2023-05-24 19:45:18 INFO dev: loss: nan - UP: 39.39% UR: 16.33% UF: 23.09% P: 35.55% R: 14.74% F: 20.84%
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+ 2023-05-24 19:45:20 INFO test: loss: nan - UP: 41.93% UR: 22.29% UF: 29.11% P: 40.54% R: 21.55% F: 28.14%
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+ 2023-05-24 19:45:20 INFO 0:00:05.903037s elapsed
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+ 2023-05-24 19:45:23 INFO lr: 4.9030e-05 - loss: 0.0012 - UP: 89.15% UR: 73.21% UF: 80.40% P: 89.15% R: 73.21% F: 80.40%
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+ 2023-05-24 19:45:24 INFO dev: loss: nan - UP: 30.09% UR: 30.86% UF: 30.47% P: 27.20% R: 27.89% F: 27.54%
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+ 2023-05-24 19:45:27 INFO test: loss: nan - UP: 25.87% UR: 29.98% UF: 27.77% P: 24.63% R: 28.54% F: 26.44%
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+ 2023-05-24 19:45:27 INFO 0:00:07.528995s elapsed
650
+
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+ 2023-05-24 19:45:34 INFO Epoch 67 saved
652
+ 2023-05-24 19:45:34 INFO dev: UP: 48.21% UR: 25.66% UF: 33.49% P: 43.63% R: 23.22% F: 30.31%
653
+ 2023-05-24 19:45:34 INFO test: UP: 37.28% UR: 25.57% UF: 30.33% P: 35.15% R: 24.11% F: 28.60%
654
+ 2023-05-24 19:45:34 INFO 0:10:23.879494s elapsed, 0:00:06.431747s/epoch
models/mpqa/sdp_random/20/mpqa/sdp_random/20/model_vi_mpqa_twxlmsa_9.train.log ADDED
@@ -0,0 +1,76 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2023-05-24 20:03:21 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ batch_size | 3000
15
+ update_steps | 1
16
+ mode | train
17
+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/20/model_vi_mpqa_twxlmsa_9
18
+ device | 0
19
+ seed | 1
20
+ threads | 16
21
+ local_rank | -1
22
+ feat | None
23
+ build | True
24
+ checkpoint | False
25
+ encoder | bert
26
+ max_len | None
27
+ buckets | 32
28
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/20/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/20/dev.conllu
30
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
31
+ embed | data/glove.6B.100d.txt
32
+ unk | unk
33
+ n_embed | 100
34
+ n_embed_proj | 125
35
+ bert | cardiffnlp/twitter-xlm-roberta-base-sentiment
36
+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2023-05-24 20:03:21 INFO Building the fields
40
+ 2023-05-24 20:03:24 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2023-05-24 20:03:24 INFO Building the model
45
+ 2023-05-24 20:03:29 INFO VISemanticDependencyModel(
46
+ (encoder): TransformerEmbedding(cardiffnlp/twitter-xlm-roberta-base-sentiment, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
47
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
48
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
50
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
52
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
53
+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
54
+ (criterion): CrossEntropyLoss()
55
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
58
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
61
+ (inference): SemanticDependencyMFVI(max_iter=3)
62
+ )
63
+
64
+ 2023-05-24 20:03:30 INFO Loading the data
65
+ 2023-05-24 20:03:33 INFO
66
+ train: Dataset(n_sentences=1173, n_batches=32, n_buckets=32)
67
+ dev: Dataset(n_sentences=411, n_batches=32, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
69
+
70
+ 2023-05-24 20:03:33 INFO Epoch 1 / 5000:
71
+ 2023-05-24 20:03:40 INFO lr: 4.9990e-05 - loss: 0.0708 - UP: 0.80% UR: 0.17% UF: 0.28% P: 0.32% R: 0.07% F: 0.11%
72
+ 2023-05-24 20:03:41 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2023-05-24 20:03:43 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 20:03:43 INFO Epoch 2 / 5000:
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+ 2023-05-24 20:03:45 INFO
2
+ ---------------------+-------------------------------
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 | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/20/model_vi_mpqa_xlm_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 | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/20/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/20/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
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+ embed | data/glove.6B.100d.txt
32
+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
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+ bert | xlm-roberta-base
36
+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2023-05-24 20:03:45 INFO Building the fields
40
+ 2023-05-24 20:03:48 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2023-05-24 20:03:48 INFO Building the model
45
+ 2023-05-24 20:03:53 INFO VISemanticDependencyModel(
46
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
47
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
48
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
50
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
52
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
53
+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
54
+ (criterion): CrossEntropyLoss()
55
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
58
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
61
+ (inference): SemanticDependencyMFVI(max_iter=3)
62
+ )
63
+
64
+ 2023-05-24 20:03:53 INFO Loading the data
65
+ 2023-05-24 20:03:57 INFO
66
+ train: Dataset(n_sentences=1173, n_batches=32, n_buckets=32)
67
+ dev: Dataset(n_sentences=411, n_batches=32, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=42, n_buckets=32)
69
+
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+ 2023-05-24 20:03:57 INFO Epoch 1 / 5000:
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+ 2023-05-24 20:04:03 INFO lr: 4.9990e-05 - loss: 0.0851 - UP: 0.66% UR: 1.75% UF: 0.96% P: 0.09% R: 0.24% F: 0.13%
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+ 2023-05-24 20:04:07 INFO 0:00:10.721663s elapsed
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+
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+ 2023-05-24 20:04:13 INFO lr: 4.9980e-05 - loss: 0.0616 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 20:04:15 INFO test: loss: nan - UP: 80.00% UR: 0.08% UF: 0.17% P: 60.00% R: 0.06% F: 0.13%
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+ 2023-05-24 20:04:15 INFO 0:00:07.671499s elapsed
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+ 2023-05-24 20:04:20 INFO dev: loss: nan - UP: 56.25% UR: 0.95% UF: 1.88% P: 50.00% R: 0.85% F: 1.67%
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+ 2023-05-24 20:04:22 INFO test: loss: nan - UP: 53.51% UR: 1.29% UF: 2.52% P: 40.35% R: 0.97% F: 1.90%
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+ 2023-05-24 20:04:26 INFO 0:00:06.449960s elapsed (saved)
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+ 2023-05-24 20:04:36 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 20:04:36 INFO 0:00:09.390068s elapsed
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+ 2023-05-24 20:04:36 INFO Epoch 5 / 5000:
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+ 2023-05-24 20:04:49 INFO 0:00:06.447730s elapsed (saved)
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+ 2023-05-24 20:04:55 INFO test: loss: nan - UP: 100.00% UR: 0.08% UF: 0.17% P: 100.00% R: 0.08% F: 0.17%
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+ 2023-05-24 20:04:55 INFO 0:00:05.534317s elapsed
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+ 2023-05-24 20:05:01 INFO test: loss: nan - UP: 48.35% UR: 3.40% UF: 6.36% P: 45.05% R: 3.17% F: 5.92%
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+ 2023-05-24 20:05:07 INFO 0:00:05.941781s elapsed (saved)
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+ 2023-05-24 20:05:12 INFO dev: loss: nan - UP: 39.09% UR: 9.12% UF: 14.79% P: 36.36% R: 8.48% F: 13.76%
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+ 2023-05-24 20:05:14 INFO test: loss: nan - UP: 32.64% UR: 12.99% UF: 18.59% P: 31.05% R: 12.36% F: 17.68%
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+ 2023-05-24 20:05:21 INFO 0:00:06.385037s elapsed (saved)
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+ 2023-05-24 20:05:21 INFO Epoch 9 / 5000:
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+ 2023-05-24 20:05:25 INFO dev: loss: nan - UP: 54.67% UR: 4.35% UF: 8.06% P: 45.33% R: 3.61% F: 6.68%
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+ 2023-05-24 20:05:26 INFO test: loss: nan - UP: 53.90% UR: 6.42% UF: 11.48% P: 48.76% R: 5.81% F: 10.38%
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+ 2023-05-24 20:05:26 INFO 0:00:05.454435s elapsed
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+ 2023-05-24 20:05:26 INFO Epoch 10 / 5000:
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+ 2023-05-24 20:05:31 INFO test: loss: nan - UP: 71.58% UR: 4.20% UF: 7.94% P: 61.15% R: 3.59% F: 6.79%
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+ 2023-05-24 20:05:31 INFO 0:00:05.425105s elapsed
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+ 2023-05-24 20:05:37 INFO test: loss: nan - UP: 35.76% UR: 13.06% UF: 19.13% P: 34.26% R: 12.51% F: 18.33%
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+ 2023-05-24 20:05:44 INFO 0:00:05.354365s elapsed (saved)
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+ 2023-05-24 20:05:48 INFO dev: loss: nan - UP: 45.00% UR: 10.50% UF: 17.02% P: 37.73% R: 8.80% F: 14.27%
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+ 2023-05-24 20:05:49 INFO test: loss: nan - UP: 45.92% UR: 14.75% UF: 22.33% P: 42.83% R: 13.75% F: 20.82%
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+ 2023-05-24 20:05:49 INFO 0:00:05.472190s elapsed
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+ 2023-05-24 20:05:53 INFO dev: loss: nan - UP: 50.71% UR: 7.53% UF: 13.11% P: 42.86% R: 6.36% F: 11.08%
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+ 2023-05-24 20:05:54 INFO test: loss: nan - UP: 56.65% UR: 11.79% UF: 19.52% P: 53.40% R: 11.11% F: 18.40%
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+ 2023-05-24 20:05:54 INFO 0:00:05.362168s elapsed
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+ 2023-05-24 20:05:58 INFO dev: loss: nan - UP: 53.44% UR: 10.71% UF: 17.84% P: 47.62% R: 9.54% F: 15.90%
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+ 2023-05-24 20:06:29 INFO test: loss: nan - UP: 50.47% UR: 10.14% UF: 16.89% P: 45.53% R: 9.15% F: 15.24%
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+ 2023-05-24 20:06:33 INFO lr: 4.9820e-05 - loss: 0.0067 - UP: 84.18% UR: 42.39% UF: 56.38% P: 84.18% R: 42.39% F: 56.38%
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+ 2023-05-24 20:06:41 INFO 0:00:05.362623s elapsed (saved)
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+ 2023-05-24 20:06:47 INFO test: loss: nan - UP: 47.05% UR: 18.87% UF: 26.93% P: 43.84% R: 17.58% F: 25.09%
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+ 2023-05-24 20:07:11 INFO test: loss: nan - UP: 49.43% UR: 16.61% UF: 24.86% P: 46.54% R: 15.63% F: 23.41%
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+ 2023-05-24 20:07:11 INFO 0:00:05.359159s elapsed
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+ 2023-05-24 20:07:16 INFO test: loss: nan - UP: 50.63% UR: 15.38% UF: 23.59% P: 48.26% R: 14.66% F: 22.49%
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+ 2023-05-24 20:07:16 INFO 0:00:05.326488s elapsed
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+ 2023-05-24 20:07:25 INFO lr: 4.9760e-05 - loss: 0.0040 - UP: 87.55% UR: 63.13% UF: 73.36% P: 87.37% R: 62.99% F: 73.20%
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+ 2023-05-24 20:08:49 INFO lr: 4.9640e-05 - loss: 0.0089 - UP: 84.73% UR: 60.44% UF: 70.55% P: 84.68% R: 60.40% F: 70.51%
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+ 2023-05-24 20:09:12 INFO lr: 4.9610e-05 - loss: 0.0060 - UP: 81.77% UR: 52.77% UF: 64.15% P: 81.72% R: 52.74% F: 64.11%
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+ 2023-05-24 20:09:17 INFO dev: loss: nan - UP: 59.09% UR: 15.16% UF: 24.14% P: 53.31% R: 13.68% F: 21.77%
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+ 2023-05-24 20:09:22 INFO lr: 4.9590e-05 - loss: 0.0088 - UP: 89.84% UR: 67.80% UF: 77.28% P: 89.84% R: 67.80% F: 77.28%
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+ 2023-05-24 20:09:23 INFO dev: loss: nan - UP: 55.63% UR: 25.13% UF: 34.62% P: 52.58% R: 23.75% F: 32.72%
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+ 2023-05-24 20:09:24 INFO test: loss: nan - UP: 50.33% UR: 25.63% UF: 33.96% P: 48.22% R: 24.55% F: 32.54%
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+ 2023-05-24 20:09:28 INFO lr: 4.9580e-05 - loss: 0.0025 - UP: 89.50% UR: 76.24% UF: 82.34% P: 89.42% R: 76.17% F: 82.27%
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+ 2023-05-24 20:09:28 INFO dev: loss: nan - UP: 57.30% UR: 27.47% UF: 37.13% P: 54.20% R: 25.98% F: 35.13%
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+ 2023-05-24 20:09:36 INFO 0:00:05.448336s elapsed (saved)
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+ 2023-05-24 20:09:40 INFO lr: 4.9570e-05 - loss: 0.0037 - UP: 92.52% UR: 76.54% UF: 83.77% P: 92.52% R: 76.54% F: 83.77%
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+ 2023-05-24 20:09:46 INFO dev: loss: nan - UP: 59.24% UR: 29.59% UF: 39.46% P: 56.26% R: 28.10% F: 37.48%
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+ 2023-05-24 20:09:54 INFO 0:00:05.408121s elapsed (saved)
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+ 2023-05-24 20:09:57 INFO lr: 4.9550e-05 - loss: 0.0015 - UP: 92.50% UR: 81.65% UF: 86.73% P: 92.50% R: 81.65% F: 86.73%
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+ 2023-05-24 20:09:58 INFO dev: loss: nan - UP: 62.92% UR: 25.56% UF: 36.35% P: 59.01% R: 23.97% F: 34.09%
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+ 2023-05-24 20:10:03 INFO lr: 4.9540e-05 - loss: 0.0031 - UP: 93.73% UR: 84.87% UF: 89.08% P: 93.73% R: 84.87% F: 89.08%
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+ 2023-05-24 20:10:03 INFO dev: loss: nan - UP: 64.99% UR: 24.60% UF: 35.69% P: 60.78% R: 23.01% F: 33.38%
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+ 2023-05-24 20:10:05 INFO test: loss: nan - UP: 53.32% UR: 22.54% UF: 31.69% P: 50.92% R: 21.53% F: 30.26%
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+ 2023-05-24 20:10:13 INFO lr: 4.9520e-05 - loss: 0.0084 - UP: 92.16% UR: 80.57% UF: 85.98% P: 92.12% R: 80.54% F: 85.94%
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+ 2023-05-24 20:10:14 INFO dev: loss: nan - UP: 49.53% UR: 22.48% UF: 30.93% P: 43.69% R: 19.83% F: 27.28%
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+ 2023-05-24 20:10:15 INFO test: loss: nan - UP: 41.75% UR: 22.14% UF: 28.94% P: 38.88% R: 20.62% F: 26.95%
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+ 2023-05-24 20:10:19 INFO dev: loss: nan - UP: 56.95% UR: 13.47% UF: 21.78% P: 49.78% R: 11.77% F: 19.04%
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+ 2023-05-24 20:10:24 INFO lr: 4.9500e-05 - loss: 0.0043 - UP: 87.39% UR: 69.68% UF: 77.54% P: 87.10% R: 69.45% F: 77.28%
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+ 2023-05-24 20:10:57 INFO lr: 4.9440e-05 - loss: 0.0020 - UP: 94.29% UR: 86.66% UF: 90.31% P: 94.29% R: 86.66% F: 90.31%
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+ 2023-05-24 20:10:57 INFO dev: loss: nan - UP: 52.41% UR: 21.95% UF: 30.94% P: 47.09% R: 19.72% F: 27.80%
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+ 2023-05-24 20:10:59 INFO test: loss: nan - UP: 54.97% UR: 25.25% UF: 34.60% P: 51.93% R: 23.85% F: 32.69%
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+ 2023-05-24 20:11:02 INFO lr: 4.9430e-05 - loss: 0.0013 - UP: 94.59% UR: 87.63% UF: 90.98% P: 94.59% R: 87.63% F: 90.98%
408
+ 2023-05-24 20:11:03 INFO dev: loss: nan - UP: 48.72% UR: 24.18% UF: 32.32% P: 44.44% R: 22.06% F: 29.48%
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+ 2023-05-24 20:11:04 INFO test: loss: nan - UP: 51.09% UR: 26.26% UF: 34.69% P: 48.54% R: 24.95% F: 32.96%
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+ 2023-05-24 20:11:08 INFO lr: 4.9420e-05 - loss: 0.0005 - UP: 92.81% UR: 87.19% UF: 89.91% P: 92.81% R: 87.19% F: 89.91%
414
+ 2023-05-24 20:11:08 INFO dev: loss: nan - UP: 49.03% UR: 21.53% UF: 29.92% P: 42.75% R: 18.77% F: 26.09%
415
+ 2023-05-24 20:11:09 INFO test: loss: nan - UP: 49.94% UR: 24.45% UF: 32.82% P: 47.13% R: 23.07% F: 30.98%
416
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+ 2023-05-24 20:11:13 INFO lr: 4.9410e-05 - loss: 0.0018 - UP: 94.62% UR: 87.56% UF: 90.96% P: 94.62% R: 87.56% F: 90.96%
420
+ 2023-05-24 20:11:13 INFO dev: loss: nan - UP: 53.00% UR: 22.48% UF: 31.57% P: 47.00% R: 19.94% F: 28.00%
421
+ 2023-05-24 20:11:15 INFO test: loss: nan - UP: 51.54% UR: 24.45% UF: 33.16% P: 48.95% R: 23.22% F: 31.50%
422
+ 2023-05-24 20:11:15 INFO 0:00:05.405439s elapsed
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+ 2023-05-24 20:11:18 INFO lr: 4.9400e-05 - loss: 0.0011 - UP: 94.34% UR: 89.01% UF: 91.59% P: 94.30% R: 88.97% F: 91.56%
426
+ 2023-05-24 20:11:19 INFO dev: loss: nan - UP: 40.69% UR: 26.41% UF: 32.03% P: 35.95% R: 23.33% F: 28.30%
427
+ 2023-05-24 20:11:20 INFO test: loss: nan - UP: 44.47% UR: 28.44% UF: 34.69% P: 42.15% R: 26.96% F: 32.89%
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+ 2023-05-24 20:11:20 INFO 0:00:05.396235s elapsed
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+ 2023-05-24 20:11:24 INFO lr: 4.9390e-05 - loss: 0.0005 - UP: 94.78% UR: 90.32% UF: 92.50% P: 94.78% R: 90.32% F: 92.50%
432
+ 2023-05-24 20:11:24 INFO dev: loss: nan - UP: 55.13% UR: 19.94% UF: 29.28% P: 49.27% R: 17.82% F: 26.17%
433
+ 2023-05-24 20:11:26 INFO test: loss: nan - UP: 54.89% UR: 23.96% UF: 33.36% P: 51.84% R: 22.63% F: 31.50%
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+ 2023-05-24 20:11:26 INFO 0:00:05.461781s elapsed
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+ 2023-05-24 20:11:29 INFO lr: 4.9380e-05 - loss: 0.0022 - UP: 95.94% UR: 90.52% UF: 93.15% P: 95.94% R: 90.52% F: 93.15%
438
+ 2023-05-24 20:11:30 INFO dev: loss: nan - UP: 50.83% UR: 22.80% UF: 31.48% P: 45.86% R: 20.57% F: 28.40%
439
+ 2023-05-24 20:11:31 INFO test: loss: nan - UP: 53.50% UR: 24.21% UF: 33.34% P: 50.93% R: 23.05% F: 31.74%
440
+ 2023-05-24 20:11:31 INFO 0:00:05.391801s elapsed
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+ 2023-05-24 20:11:35 INFO lr: 4.9370e-05 - loss: 0.0017 - UP: 95.98% UR: 92.34% UF: 94.12% P: 95.98% R: 92.34% F: 94.12%
444
+ 2023-05-24 20:11:35 INFO dev: loss: nan - UP: 52.07% UR: 21.31% UF: 30.25% P: 47.15% R: 19.30% F: 27.39%
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+ 2023-05-24 20:11:37 INFO test: loss: nan - UP: 53.65% UR: 23.43% UF: 32.62% P: 51.28% R: 22.40% F: 31.18%
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+ 2023-05-24 20:11:37 INFO 0:00:05.416208s elapsed
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+ 2023-05-24 20:11:40 INFO lr: 4.9360e-05 - loss: 0.0002 - UP: 96.97% UR: 91.29% UF: 94.04% P: 96.97% R: 91.29% F: 94.04%
450
+ 2023-05-24 20:11:40 INFO dev: loss: nan - UP: 51.39% UR: 21.63% UF: 30.45% P: 46.85% R: 19.72% F: 27.76%
451
+ 2023-05-24 20:11:42 INFO test: loss: nan - UP: 54.28% UR: 24.11% UF: 33.39% P: 51.90% R: 23.05% F: 31.92%
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+ 2023-05-24 20:11:42 INFO 0:00:05.396889s elapsed
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+ 2023-05-24 20:11:45 INFO lr: 4.9350e-05 - loss: 0.0000 - UP: 96.16% UR: 92.50% UF: 94.30% P: 96.16% R: 92.50% F: 94.30%
456
+ 2023-05-24 20:11:46 INFO dev: loss: nan - UP: 48.63% UR: 26.41% UF: 34.23% P: 43.16% R: 23.44% F: 30.38%
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+ 2023-05-24 20:11:47 INFO test: loss: nan - UP: 49.75% UR: 27.02% UF: 35.02% P: 47.34% R: 25.71% F: 33.32%
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+ 2023-05-24 20:11:47 INFO 0:00:05.396285s elapsed
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+ 2023-05-24 20:11:51 INFO lr: 4.9340e-05 - loss: 0.0014 - UP: 97.64% UR: 93.14% UF: 95.34% P: 97.64% R: 93.14% F: 95.34%
462
+ 2023-05-24 20:11:51 INFO dev: loss: nan - UP: 51.98% UR: 26.51% UF: 35.11% P: 46.15% R: 23.54% F: 31.18%
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+ 2023-05-24 20:11:53 INFO test: loss: nan - UP: 51.25% UR: 26.49% UF: 34.93% P: 48.67% R: 25.16% F: 33.18%
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+ 2023-05-24 20:11:53 INFO 0:00:05.386078s elapsed
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+ 2023-05-24 20:11:56 INFO lr: 4.9330e-05 - loss: 0.0003 - UP: 96.20% UR: 92.74% UF: 94.44% P: 96.20% R: 92.74% F: 94.44%
468
+ 2023-05-24 20:11:57 INFO dev: loss: nan - UP: 52.35% UR: 22.48% UF: 31.45% P: 47.16% R: 20.25% F: 28.34%
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+ 2023-05-24 20:11:58 INFO test: loss: nan - UP: 53.34% UR: 23.81% UF: 32.92% P: 51.11% R: 22.82% F: 31.55%
470
+ 2023-05-24 20:11:58 INFO 0:00:05.414897s elapsed
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+ 2023-05-24 20:12:02 INFO lr: 4.9320e-05 - loss: 0.0010 - UP: 97.43% UR: 94.22% UF: 95.80% P: 97.43% R: 94.22% F: 95.80%
474
+ 2023-05-24 20:12:02 INFO dev: loss: nan - UP: 54.11% UR: 23.01% UF: 32.29% P: 48.38% R: 20.57% F: 28.87%
475
+ 2023-05-24 20:12:04 INFO test: loss: nan - UP: 54.91% UR: 24.09% UF: 33.49% P: 52.36% R: 22.97% F: 31.93%
476
+ 2023-05-24 20:12:04 INFO 0:00:05.411239s elapsed
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+ 2023-05-24 20:12:07 INFO lr: 4.9310e-05 - loss: 0.0016 - UP: 96.31% UR: 93.82% UF: 95.05% P: 96.31% R: 93.82% F: 95.05%
480
+ 2023-05-24 20:12:07 INFO dev: loss: nan - UP: 50.68% UR: 27.68% UF: 35.80% P: 44.85% R: 24.50% F: 31.69%
481
+ 2023-05-24 20:12:09 INFO test: loss: nan - UP: 49.68% UR: 26.22% UF: 34.32% P: 47.24% R: 24.93% F: 32.64%
482
+ 2023-05-24 20:12:09 INFO 0:00:05.395651s elapsed
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+ 2023-05-24 20:12:09 INFO Epoch 70 / 5000:
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+ 2023-05-24 20:12:12 INFO lr: 4.9300e-05 - loss: 0.0002 - UP: 97.54% UR: 94.45% UF: 95.97% P: 97.54% R: 94.45% F: 95.97%
486
+ 2023-05-24 20:12:13 INFO dev: loss: nan - UP: 53.44% UR: 24.71% UF: 33.79% P: 47.94% R: 22.16% F: 30.31%
487
+ 2023-05-24 20:12:14 INFO test: loss: nan - UP: 53.75% UR: 25.44% UF: 34.53% P: 51.25% R: 24.26% F: 32.93%
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+ 2023-05-24 20:12:14 INFO 0:00:05.397466s elapsed
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+ 2023-05-24 20:12:14 INFO Epoch 71 / 5000:
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+ 2023-05-24 20:12:18 INFO lr: 4.9290e-05 - loss: 0.0002 - UP: 97.54% UR: 94.79% UF: 96.15% P: 97.54% R: 94.79% F: 96.15%
492
+ 2023-05-24 20:12:18 INFO dev: loss: nan - UP: 50.80% UR: 23.54% UF: 32.17% P: 45.77% R: 21.21% F: 28.99%
493
+ 2023-05-24 20:12:20 INFO test: loss: nan - UP: 52.98% UR: 23.85% UF: 32.90% P: 50.35% R: 22.67% F: 31.26%
494
+ 2023-05-24 20:12:20 INFO 0:00:05.430047s elapsed
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+ 2023-05-24 20:12:20 INFO Epoch 72 / 5000:
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+ 2023-05-24 20:12:23 INFO lr: 4.9280e-05 - loss: 0.0001 - UP: 97.95% UR: 94.69% UF: 96.29% P: 97.95% R: 94.69% F: 96.29%
498
+ 2023-05-24 20:12:24 INFO dev: loss: nan - UP: 48.14% UR: 28.84% UF: 36.07% P: 43.89% R: 26.30% F: 32.89%
499
+ 2023-05-24 20:12:25 INFO test: loss: nan - UP: 48.32% UR: 27.87% UF: 35.35% P: 46.08% R: 26.58% F: 33.71%
500
+ 2023-05-24 20:12:25 INFO 0:00:05.454504s elapsed
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+ 2023-05-24 20:12:25 INFO Epoch 73 / 5000:
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+ 2023-05-24 20:12:29 INFO lr: 4.9270e-05 - loss: 0.0001 - UP: 96.59% UR: 95.23% UF: 95.90% P: 96.59% R: 95.23% F: 95.90%
504
+ 2023-05-24 20:12:29 INFO dev: loss: nan - UP: 52.43% UR: 21.74% UF: 30.73% P: 47.06% R: 19.51% F: 27.59%
505
+ 2023-05-24 20:12:31 INFO test: loss: nan - UP: 54.64% UR: 24.53% UF: 33.86% P: 51.76% R: 23.24% F: 32.08%
506
+ 2023-05-24 20:12:31 INFO 0:00:05.371345s elapsed
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+ 2023-05-24 20:12:31 INFO Epoch 74 / 5000:
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+ 2023-05-24 20:12:34 INFO lr: 4.9260e-05 - loss: 0.0005 - UP: 97.19% UR: 95.50% UF: 96.34% P: 97.19% R: 95.50% F: 96.34%
510
+ 2023-05-24 20:12:34 INFO dev: loss: nan - UP: 56.56% UR: 20.57% UF: 30.17% P: 50.73% R: 18.45% F: 27.06%
511
+ 2023-05-24 20:12:36 INFO test: loss: nan - UP: 56.08% UR: 22.50% UF: 32.12% P: 53.50% R: 21.47% F: 30.64%
512
+ 2023-05-24 20:12:36 INFO 0:00:05.400373s elapsed
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+
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+ 2023-05-24 20:12:47 INFO Epoch 44 saved
515
+ 2023-05-24 20:12:47 INFO dev: UP: 59.24% UR: 29.59% UF: 39.46% P: 56.26% R: 28.10% F: 37.48%
516
+ 2023-05-24 20:12:47 INFO test: UP: 49.51% UR: 26.81% UF: 34.79% P: 47.25% R: 25.59% F: 33.20%
517
+ 2023-05-24 20:12:47 INFO 0:06:54.443729s elapsed, 0:00:05.600591s/epoch