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SemEval-2022-Task-10
structured-sentiment-analysis
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  2. models/mpqa/sdp_random/60/mpqa/sdp_random/60/model_vi_mpqa_infoxlm_10 +3 -0
  3. models/mpqa/sdp_random/60/mpqa/sdp_random/60/model_vi_mpqa_infoxlm_10.train.log +733 -0
  4. models/mpqa/sdp_random/60/mpqa/sdp_random/60/model_vi_mpqa_mbert_8 +3 -0
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  9. models/mpqa/sdp_random/60/mpqa/sdp_random/60/model_vi_mpqa_twxlmsa_9.train.log +1009 -0
  10. models/mpqa/sdp_random/60/mpqa/sdp_random/60/model_vi_mpqa_xlm_10 +3 -0
  11. models/mpqa/sdp_random/60/mpqa/sdp_random/60/model_vi_mpqa_xlm_10.train.log +487 -0
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+ 2023-05-24 22:17:47 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/60/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/60/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/60/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 22:17:47 INFO Building the fields
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+ 2023-05-24 22:17:50 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 22:17:50 INFO Building the model
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+ 2023-05-24 22:17:55 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 22:17:55 INFO Loading the data
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+ 2023-05-24 22:18:01 INFO
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+ train: Dataset(n_sentences=3522, n_batches=63, n_buckets=32)
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+ dev: Dataset(n_sentences=1236, n_batches=32, n_buckets=32)
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+ test: Dataset(n_sentences=2112, n_batches=45, n_buckets=32)
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+
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+ 2023-05-24 22:18:01 INFO Epoch 1 / 5000:
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+ 2023-05-24 22:18:11 INFO lr: 4.9990e-05 - loss: 0.1251 - UP: 0.21% UR: 2.08% UF: 0.38% P: 0.03% R: 0.26% F: 0.05%
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+ 2023-05-24 22:18:12 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 22:18:13 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 22:18:13 INFO 0:00:11.780626s elapsed
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+ 2023-05-24 22:18:13 INFO Epoch 2 / 5000:
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+ 2023-05-24 22:18:22 INFO lr: 4.9980e-05 - loss: 0.1290 - 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 22:18:23 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 22:18:24 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 22:18:24 INFO 0:00:11.203990s elapsed
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+ 2023-05-24 22:18:24 INFO Epoch 3 / 5000:
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+ 2023-05-24 22:18:33 INFO lr: 4.9970e-05 - loss: 0.1626 - 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 22:18:34 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 22:18:36 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 22:18:36 INFO 0:00:11.257355s elapsed
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+ 2023-05-24 22:18:36 INFO Epoch 4 / 5000:
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+ 2023-05-24 22:18:45 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 22:18:47 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 22:18:47 INFO 0:00:11.291586s elapsed
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+ 2023-05-24 22:18:56 INFO lr: 4.9950e-05 - loss: 0.0885 - UP: 4.23% UR: 0.03% UF: 0.06% P: 2.82% R: 0.02% F: 0.04%
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+ 2023-05-24 22:18:57 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 22:18:58 INFO 0:00:11.287124s elapsed
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+ 2023-05-24 22:19:07 INFO lr: 4.9940e-05 - loss: 0.0429 - UP: 16.14% UR: 0.84% UF: 1.59% P: 15.09% R: 0.78% F: 1.49%
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+ 2023-05-24 22:19:08 INFO dev: loss: nan - UP: 50.00% UR: 0.22% UF: 0.43% P: 50.00% R: 0.22% F: 0.43%
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+ 2023-05-24 22:19:10 INFO test: loss: nan - UP: 40.00% UR: 0.04% UF: 0.08% P: 40.00% R: 0.04% F: 0.08%
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+ 2023-05-24 22:19:14 INFO 0:00:11.321873s elapsed (saved)
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+ 2023-05-24 22:19:14 INFO Epoch 7 / 5000:
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+ 2023-05-24 22:19:23 INFO lr: 4.9930e-05 - loss: nan - UP: 36.28% UR: 2.68% UF: 4.99% P: 33.63% R: 2.48% F: 4.62%
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+ 2023-05-24 22:19:24 INFO dev: loss: nan - UP: 59.37% UR: 6.83% UF: 12.25% P: 56.25% R: 6.47% F: 11.60%
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+ 2023-05-24 22:19:26 INFO test: loss: nan - UP: 53.08% UR: 7.65% UF: 13.37% P: 46.77% R: 6.74% F: 11.78%
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+ 2023-05-24 22:19:32 INFO 0:00:11.299463s elapsed (saved)
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+ 2023-05-24 22:19:32 INFO Epoch 8 / 5000:
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+ 2023-05-24 22:19:41 INFO lr: 4.9920e-05 - loss: 0.0375 - UP: 43.98% UR: 5.17% UF: 9.25% P: 41.67% R: 4.90% F: 8.77%
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+ 2023-05-24 22:19:41 INFO dev: loss: nan - UP: 54.72% UR: 13.55% UF: 21.72% P: 52.83% R: 13.08% F: 20.97%
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+ 2023-05-24 22:19:43 INFO test: loss: nan - UP: 51.33% UR: 15.51% UF: 23.82% P: 48.60% R: 14.68% F: 22.55%
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+ 2023-05-24 22:19:49 INFO 0:00:11.251592s elapsed (saved)
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+ 2023-05-24 22:19:49 INFO Epoch 9 / 5000:
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+ 2023-05-24 22:19:58 INFO lr: 4.9910e-05 - loss: 0.0222 - UP: 51.95% UR: 10.74% UF: 17.80% P: 50.21% R: 10.38% F: 17.21%
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+ 2023-05-24 22:19:59 INFO dev: loss: nan - UP: 52.28% UR: 14.80% UF: 23.07% P: 50.63% R: 14.34% F: 22.35%
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+ 2023-05-24 22:20:00 INFO test: loss: nan - UP: 48.55% UR: 15.87% UF: 23.92% P: 45.18% R: 14.77% F: 22.26%
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+ 2023-05-24 22:20:07 INFO 0:00:11.261725s elapsed (saved)
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+ 2023-05-24 22:20:07 INFO Epoch 10 / 5000:
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+ 2023-05-24 22:20:15 INFO lr: 4.9900e-05 - loss: 0.0275 - UP: 54.56% UR: 14.52% UF: 22.93% P: 53.01% R: 14.11% F: 22.28%
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+ 2023-05-24 22:20:16 INFO dev: loss: nan - UP: 53.85% UR: 18.33% UF: 27.35% P: 51.53% R: 17.54% F: 26.17%
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+ 2023-05-24 22:20:18 INFO test: loss: nan - UP: 50.23% UR: 18.72% UF: 27.27% P: 47.05% R: 17.54% F: 25.55%
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+ 2023-05-24 22:20:24 INFO 0:00:11.236880s elapsed (saved)
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+ 2023-05-24 22:20:24 INFO Epoch 11 / 5000:
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+ 2023-05-24 22:20:33 INFO lr: 4.9890e-05 - loss: 0.0196 - UP: 54.40% UR: 17.36% UF: 26.32% P: 53.24% R: 16.99% F: 25.76%
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+ 2023-05-24 22:20:34 INFO dev: loss: nan - UP: 55.52% UR: 11.75% UF: 19.40% P: 53.14% R: 11.25% F: 18.56%
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+ 2023-05-24 22:20:35 INFO test: loss: nan - UP: 55.56% UR: 13.42% UF: 21.61% P: 51.44% R: 12.42% F: 20.01%
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+ 2023-05-24 22:20:35 INFO 0:00:11.252251s elapsed
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+ 2023-05-24 22:20:44 INFO lr: 4.9880e-05 - loss: 0.0161 - UP: 53.20% UR: 17.01% UF: 25.78% P: 52.18% R: 16.68% F: 25.28%
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+ 2023-05-24 22:20:45 INFO dev: loss: nan - UP: 50.33% UR: 19.15% UF: 27.75% P: 48.82% R: 18.58% F: 26.91%
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+ 2023-05-24 22:20:53 INFO 0:00:11.280658s elapsed (saved)
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+ 2023-05-24 22:21:01 INFO lr: 4.9870e-05 - loss: 0.0224 - UP: 58.36% UR: 20.90% UF: 30.77% P: 57.72% R: 20.67% F: 30.44%
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+ 2023-05-24 22:21:02 INFO dev: loss: nan - UP: 48.13% UR: 27.78% UF: 35.22% P: 46.70% R: 26.95% F: 34.18%
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+ 2023-05-24 22:21:04 INFO test: loss: nan - UP: 47.19% UR: 27.72% UF: 34.93% P: 44.71% R: 26.26% F: 33.09%
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+ 2023-05-24 22:21:10 INFO 0:00:11.223696s elapsed (saved)
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+ 2023-05-24 22:21:19 INFO lr: 4.9860e-05 - loss: 0.0122 - UP: 61.04% UR: 26.18% UF: 36.64% P: 60.48% R: 25.94% F: 36.30%
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+ 2023-05-24 22:21:20 INFO dev: loss: nan - UP: 54.58% UR: 21.20% UF: 30.54% P: 52.73% R: 20.48% F: 29.50%
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+ 2023-05-24 22:21:21 INFO test: loss: nan - UP: 53.35% UR: 22.35% UF: 31.51% P: 50.43% R: 21.13% F: 29.78%
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+ 2023-05-24 22:21:30 INFO lr: 4.9850e-05 - loss: 0.0115 - UP: 64.40% UR: 27.78% UF: 38.81% P: 63.71% R: 27.48% F: 38.40%
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+ 2023-05-24 22:21:49 INFO 0:00:11.260996s elapsed (saved)
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+ 2023-05-24 22:22:01 INFO test: loss: nan - UP: 50.39% UR: 30.02% UF: 37.63% P: 47.84% R: 28.50% F: 35.72%
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+ 2023-05-24 22:22:09 INFO lr: 4.9820e-05 - loss: 0.0100 - UP: 64.91% UR: 31.15% UF: 42.10% P: 64.41% R: 30.91% F: 41.77%
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+ 2023-05-24 22:22:12 INFO 0:00:11.286881s elapsed
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+ 2023-05-24 22:24:31 INFO lr: 4.9710e-05 - loss: 0.0053 - UP: 82.45% UR: 63.19% UF: 71.55% P: 82.26% R: 63.05% F: 71.39%
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+ 2023-05-24 22:24:43 INFO lr: 4.9700e-05 - loss: 0.0056 - UP: 80.68% UR: 60.72% UF: 69.29% P: 80.52% R: 60.60% F: 69.15%
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+ 2023-05-24 22:25:17 INFO lr: 4.9670e-05 - loss: 0.0017 - UP: 83.83% UR: 66.47% UF: 74.15% P: 83.68% R: 66.35% F: 74.01%
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+ 2023-05-24 22:25:28 INFO lr: 4.9660e-05 - loss: 0.0009 - UP: 82.55% UR: 68.02% UF: 74.59% P: 82.45% R: 67.94% F: 74.49%
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+ 2023-05-24 22:25:39 INFO lr: 4.9650e-05 - loss: 0.0037 - UP: 81.80% UR: 65.17% UF: 72.55% P: 81.72% R: 65.11% F: 72.47%
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+ 2023-05-24 22:25:51 INFO lr: 4.9640e-05 - loss: 0.0054 - UP: 84.42% UR: 67.77% UF: 75.19% P: 84.33% R: 67.70% F: 75.10%
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+ 2023-05-24 22:26:02 INFO lr: 4.9630e-05 - loss: 0.0050 - UP: 85.44% UR: 70.10% UF: 77.01% P: 85.25% R: 69.95% F: 76.85%
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+ 2023-05-24 22:26:19 INFO lr: 4.9620e-05 - loss: 0.0054 - UP: 84.59% UR: 70.46% UF: 76.88% P: 84.48% R: 70.36% F: 76.78%
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+ 2023-05-24 22:26:21 INFO test: loss: nan - UP: 47.43% UR: 34.88% UF: 40.20% P: 45.68% R: 33.59% F: 38.71%
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+ 2023-05-24 22:26:30 INFO lr: 4.9610e-05 - loss: 0.0016 - UP: 77.10% UR: 61.83% UF: 68.63% P: 76.89% R: 61.66% F: 68.43%
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+ 2023-05-24 22:26:48 INFO lr: 4.9600e-05 - loss: 0.0020 - UP: 85.34% UR: 69.42% UF: 76.56% P: 85.30% R: 69.38% F: 76.52%
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+ 2023-05-24 22:26:48 INFO dev: loss: nan - UP: 47.82% UR: 43.73% UF: 45.68% P: 46.48% R: 42.51% F: 44.41%
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+ 2023-05-24 22:26:59 INFO lr: 4.9590e-05 - loss: 0.0054 - UP: 84.59% UR: 71.69% UF: 77.61% P: 84.56% R: 71.67% F: 77.58%
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+ 2023-05-24 22:27:00 INFO dev: loss: nan - UP: 54.81% UR: 38.88% UF: 45.49% P: 53.29% R: 37.80% F: 44.23%
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+ 2023-05-24 22:30:40 INFO lr: 4.9410e-05 - loss: 0.0028 - UP: 91.09% UR: 84.24% UF: 87.53% P: 91.07% R: 84.22% F: 87.51%
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+ 2023-05-24 22:30:41 INFO dev: loss: nan - UP: 52.99% UR: 43.91% UF: 48.03% P: 51.56% R: 42.72% F: 46.73%
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+ 2023-05-24 22:30:42 INFO test: loss: nan - UP: 45.36% UR: 37.69% UF: 41.17% P: 43.38% R: 36.04% F: 39.37%
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+ 2023-05-24 22:30:49 INFO 0:00:11.284667s elapsed (saved)
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+ 2023-05-24 22:31:20 INFO lr: 4.9380e-05 - loss: 0.0018 - UP: 88.51% UR: 78.74% UF: 83.34% P: 88.38% R: 78.62% F: 83.22%
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+ 2023-05-24 22:31:34 INFO test: loss: nan - UP: 42.38% UR: 41.69% UF: 42.03% P: 40.53% R: 39.87% F: 40.20%
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+ 2023-05-24 22:31:45 INFO 0:00:11.312615s elapsed
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+ 2023-05-24 22:31:54 INFO lr: 4.9350e-05 - loss: 0.0010 - UP: 91.38% UR: 85.12% UF: 88.14% P: 91.34% R: 85.09% F: 88.11%
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+ 2023-05-24 22:31:56 INFO 0:00:11.309529s elapsed
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+ 2023-05-24 22:32:05 INFO lr: 4.9340e-05 - loss: 0.0012 - UP: 92.64% UR: 86.44% UF: 89.43% P: 92.62% R: 86.42% F: 89.41%
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+ 2023-05-24 22:32:06 INFO dev: loss: nan - UP: 49.25% UR: 48.22% UF: 48.73% P: 47.78% R: 46.78% F: 47.28%
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+ 2023-05-24 22:32:08 INFO test: loss: nan - UP: 45.64% UR: 42.28% UF: 43.90% P: 43.54% R: 40.33% F: 41.88%
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+ 2023-05-24 22:32:13 INFO 0:00:11.303800s elapsed (saved)
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+ 2023-05-24 22:32:22 INFO lr: 4.9330e-05 - loss: 0.0114 - UP: 92.07% UR: 85.35% UF: 88.59% P: 92.06% R: 85.34% F: 88.57%
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+ 2023-05-24 22:32:23 INFO dev: loss: nan - UP: 46.00% UR: 48.37% UF: 47.15% P: 44.57% R: 46.86% F: 45.68%
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+ 2023-05-24 22:32:25 INFO test: loss: nan - UP: 40.94% UR: 42.09% UF: 41.50% P: 39.13% R: 40.23% F: 39.67%
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+ 2023-05-24 22:32:25 INFO 0:00:11.312402s elapsed
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+ 2023-05-24 22:32:34 INFO lr: 4.9320e-05 - loss: 0.0136 - UP: 86.75% UR: 76.10% UF: 81.08% P: 86.65% R: 76.01% F: 80.98%
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+ 2023-05-24 22:32:35 INFO dev: loss: nan - UP: 37.84% UR: 50.09% UF: 43.11% P: 36.37% R: 48.15% F: 41.44%
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+ 2023-05-24 22:32:36 INFO test: loss: nan - UP: 36.16% UR: 44.24% UF: 39.79% P: 34.36% R: 42.05% F: 37.82%
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+ 2023-05-24 22:32:36 INFO 0:00:11.318681s elapsed
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+ 2023-05-24 22:32:45 INFO lr: 4.9310e-05 - loss: 0.0051 - UP: 87.20% UR: 77.64% UF: 82.15% P: 87.15% R: 77.60% F: 82.10%
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+ 2023-05-24 22:32:46 INFO dev: loss: nan - UP: 45.37% UR: 45.42% UF: 45.39% P: 43.83% R: 43.87% F: 43.85%
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+ 2023-05-24 22:32:47 INFO test: loss: nan - UP: 42.81% UR: 40.86% UF: 41.81% P: 40.99% R: 39.13% F: 40.04%
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+ 2023-05-24 22:32:47 INFO 0:00:11.291075s elapsed
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+ 2023-05-24 22:32:56 INFO lr: 4.9300e-05 - loss: 0.0023 - UP: 90.97% UR: 82.00% UF: 86.25% P: 90.82% R: 81.87% F: 86.11%
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+ 2023-05-24 22:32:57 INFO dev: loss: nan - UP: 45.91% UR: 43.33% UF: 44.58% P: 44.58% R: 42.08% F: 43.29%
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+ 2023-05-24 22:32:59 INFO test: loss: nan - UP: 44.23% UR: 41.31% UF: 42.72% P: 42.69% R: 39.87% F: 41.23%
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+ 2023-05-24 22:32:59 INFO 0:00:11.271490s elapsed
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+ 2023-05-24 22:33:08 INFO lr: 4.9290e-05 - loss: 0.0003 - UP: 92.11% UR: 86.42% UF: 89.17% P: 92.08% R: 86.38% F: 89.14%
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+ 2023-05-24 22:33:08 INFO dev: loss: nan - UP: 50.61% UR: 43.23% UF: 46.63% P: 49.35% R: 42.15% F: 45.47%
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+ 2023-05-24 22:33:10 INFO test: loss: nan - UP: 45.48% UR: 38.31% UF: 41.59% P: 43.50% R: 36.64% F: 39.78%
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+ 2023-05-24 22:33:10 INFO 0:00:11.316408s elapsed
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+ 2023-05-24 22:33:19 INFO lr: 4.9280e-05 - loss: 0.0030 - UP: 92.88% UR: 86.77% UF: 89.72% P: 92.85% R: 86.73% F: 89.69%
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+ 2023-05-24 22:33:20 INFO dev: loss: nan - UP: 49.00% UR: 41.47% UF: 44.92% P: 47.60% R: 40.28% F: 43.64%
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+ 2023-05-24 22:33:21 INFO test: loss: nan - UP: 45.34% UR: 37.69% UF: 41.16% P: 43.61% R: 36.26% F: 39.59%
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+ 2023-05-24 22:33:21 INFO 0:00:11.301770s elapsed
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+ 2023-05-24 22:33:30 INFO lr: 4.9270e-05 - loss: 0.0009 - UP: 93.24% UR: 88.41% UF: 90.76% P: 93.15% R: 88.32% F: 90.67%
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+ 2023-05-24 22:33:31 INFO dev: loss: nan - UP: 50.36% UR: 43.19% UF: 46.50% P: 48.89% R: 41.93% F: 45.15%
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+ 2023-05-24 22:33:33 INFO test: loss: nan - UP: 45.56% UR: 39.36% UF: 42.24% P: 43.87% R: 37.90% F: 40.67%
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+ 2023-05-24 22:33:33 INFO 0:00:11.330729s elapsed
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+ 2023-05-24 22:33:41 INFO lr: 4.9260e-05 - loss: 0.0017 - UP: 92.29% UR: 86.63% UF: 89.37% P: 92.19% R: 86.54% F: 89.27%
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+ 2023-05-24 22:33:42 INFO dev: loss: nan - UP: 51.15% UR: 43.80% UF: 47.19% P: 49.81% R: 42.65% F: 45.95%
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+ 2023-05-24 22:33:44 INFO test: loss: nan - UP: 46.65% UR: 39.45% UF: 42.75% P: 44.90% R: 37.97% F: 41.14%
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+ 2023-05-24 22:33:44 INFO 0:00:11.325411s elapsed
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+ 2023-05-24 22:33:53 INFO lr: 4.9250e-05 - loss: 0.0029 - UP: 93.47% UR: 88.30% UF: 90.81% P: 93.39% R: 88.22% F: 90.73%
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+ 2023-05-24 22:33:54 INFO dev: loss: nan - UP: 49.83% UR: 41.61% UF: 45.35% P: 48.45% R: 40.46% F: 44.10%
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+ 2023-05-24 22:33:55 INFO test: loss: nan - UP: 46.62% UR: 37.04% UF: 41.28% P: 44.79% R: 35.58% F: 39.66%
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+ 2023-05-24 22:33:55 INFO 0:00:11.311941s elapsed
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+ 2023-05-24 22:34:04 INFO lr: 4.9240e-05 - loss: 0.0014 - UP: 93.49% UR: 88.96% UF: 91.17% P: 93.48% R: 88.95% F: 91.16%
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+ 2023-05-24 22:34:05 INFO dev: loss: nan - UP: 49.33% UR: 43.62% UF: 46.30% P: 48.19% R: 42.62% F: 45.23%
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+ 2023-05-24 22:34:07 INFO test: loss: nan - UP: 46.66% UR: 39.28% UF: 42.65% P: 44.85% R: 37.76% F: 41.00%
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+ 2023-05-24 22:34:07 INFO 0:00:11.324452s elapsed
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+ 2023-05-24 22:34:15 INFO lr: 4.9230e-05 - loss: 0.0023 - UP: 94.01% UR: 89.64% UF: 91.77% P: 94.00% R: 89.63% F: 91.76%
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+ 2023-05-24 22:34:16 INFO dev: loss: nan - UP: 51.62% UR: 41.32% UF: 45.90% P: 50.09% R: 40.10% F: 44.54%
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+ 2023-05-24 22:34:18 INFO test: loss: nan - UP: 48.92% UR: 35.96% UF: 41.45% P: 46.91% R: 34.48% F: 39.75%
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+ 2023-05-24 22:34:18 INFO 0:00:11.335519s elapsed
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+ 2023-05-24 22:34:28 INFO dev: loss: nan - UP: 50.57% UR: 39.56% UF: 44.40% P: 49.29% R: 38.56% F: 43.27%
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+ 2023-05-24 22:34:29 INFO test: loss: nan - UP: 47.67% UR: 34.95% UF: 40.33% P: 45.94% R: 33.68% F: 38.86%
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+ 2023-05-24 22:34:38 INFO lr: 4.9210e-05 - loss: 0.0023 - UP: 87.58% UR: 76.93% UF: 81.91% P: 87.43% R: 76.80% F: 81.77%
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+ 2023-05-24 22:34:39 INFO dev: loss: nan - UP: 52.99% UR: 38.84% UF: 44.83% P: 51.76% R: 37.94% F: 43.79%
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+ 2023-05-24 22:34:41 INFO 0:00:11.339576s elapsed
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+ 2023-05-24 22:34:49 INFO lr: 4.9200e-05 - loss: 0.0011 - UP: 90.35% UR: 83.73% UF: 86.91% P: 90.33% R: 83.72% F: 86.90%
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+ 2023-05-24 22:34:50 INFO dev: loss: nan - UP: 50.96% UR: 52.46% UF: 51.70% P: 49.60% R: 51.06% F: 50.32%
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+ 2023-05-24 22:34:52 INFO test: loss: nan - UP: 44.79% UR: 43.99% UF: 44.39% P: 42.79% R: 42.02% F: 42.40%
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+ 2023-05-24 22:34:58 INFO 0:00:11.309823s elapsed (saved)
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+ 2023-05-24 22:35:06 INFO lr: 4.9190e-05 - loss: 0.0045 - UP: 91.46% UR: 85.92% UF: 88.60% P: 91.19% R: 85.67% F: 88.34%
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+ 2023-05-24 22:35:07 INFO dev: loss: nan - UP: 41.00% UR: 51.92% UF: 45.82% P: 38.99% R: 49.37% F: 43.57%
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+ 2023-05-24 22:35:09 INFO test: loss: nan - UP: 36.72% UR: 45.83% UF: 40.77% P: 34.86% R: 43.50% F: 38.70%
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+ 2023-05-24 22:35:18 INFO lr: 4.9180e-05 - loss: 0.0011 - UP: 91.32% UR: 84.41% UF: 87.73% P: 91.11% R: 84.22% F: 87.53%
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+ 2023-05-24 22:35:20 INFO test: loss: nan - UP: 48.38% UR: 35.41% UF: 40.89% P: 46.36% R: 33.93% F: 39.19%
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+ 2023-05-24 22:35:41 INFO dev: loss: nan - UP: 52.69% UR: 42.26% UF: 46.90% P: 50.81% R: 40.75% F: 45.22%
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+ 2023-05-24 22:35:52 INFO lr: 4.9150e-05 - loss: 0.0018 - UP: 93.84% UR: 90.43% UF: 92.11% P: 93.84% R: 90.43% F: 92.11%
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600
+ 2023-05-24 22:36:38 INFO dev: loss: nan - UP: 52.19% UR: 41.57% UF: 46.28% P: 50.61% R: 40.32% F: 44.88%
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+ 2023-05-24 22:36:39 INFO test: loss: nan - UP: 46.44% UR: 38.47% UF: 42.08% P: 44.45% R: 36.83% F: 40.28%
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+ 2023-05-24 22:36:48 INFO lr: 4.9100e-05 - loss: 0.0029 - UP: 95.16% UR: 92.11% UF: 93.61% P: 95.14% R: 92.09% F: 93.59%
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+ 2023-05-24 22:36:49 INFO dev: loss: nan - UP: 51.10% UR: 44.41% UF: 47.52% P: 49.69% R: 43.19% F: 46.21%
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+ 2023-05-24 22:36:51 INFO test: loss: nan - UP: 44.68% UR: 40.57% UF: 42.52% P: 42.96% R: 39.00% F: 40.89%
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+ 2023-05-24 22:36:51 INFO 0:00:11.315294s elapsed
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+ 2023-05-24 22:37:00 INFO lr: 4.9090e-05 - loss: 0.0009 - UP: 96.18% UR: 92.77% UF: 94.44% P: 96.18% R: 92.77% F: 94.44%
612
+ 2023-05-24 22:37:01 INFO dev: loss: nan - UP: 54.49% UR: 38.41% UF: 45.06% P: 53.06% R: 37.41% F: 43.88%
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+ 2023-05-24 22:37:02 INFO test: loss: nan - UP: 48.62% UR: 33.81% UF: 39.88% P: 46.73% R: 32.50% F: 38.33%
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+ 2023-05-24 22:37:02 INFO 0:00:11.320659s elapsed
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618
+ 2023-05-24 22:37:12 INFO dev: loss: nan - UP: 51.50% UR: 44.41% UF: 47.69% P: 50.12% R: 43.23% F: 46.42%
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+ 2023-05-24 22:37:13 INFO 0:00:11.330030s elapsed
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624
+ 2023-05-24 22:37:23 INFO dev: loss: nan - UP: 48.94% UR: 40.75% UF: 44.47% P: 47.78% R: 39.78% F: 43.41%
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+ 2023-05-24 22:37:25 INFO test: loss: nan - UP: 45.81% UR: 37.33% UF: 41.14% P: 44.05% R: 35.90% F: 39.56%
626
+ 2023-05-24 22:37:25 INFO 0:00:11.325065s elapsed
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+ 2023-05-24 22:37:25 INFO Epoch 94 / 5000:
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+ 2023-05-24 22:37:34 INFO lr: 4.9060e-05 - loss: 0.0008 - UP: 96.98% UR: 93.33% UF: 95.12% P: 96.98% R: 93.33% F: 95.12%
630
+ 2023-05-24 22:37:35 INFO dev: loss: nan - UP: 52.73% UR: 43.01% UF: 47.38% P: 51.50% R: 42.01% F: 46.27%
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+ 2023-05-24 22:37:36 INFO test: loss: nan - UP: 47.26% UR: 37.42% UF: 41.77% P: 45.40% R: 35.94% F: 40.12%
632
+ 2023-05-24 22:37:36 INFO 0:00:11.340963s elapsed
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+ 2023-05-24 22:37:36 INFO Epoch 95 / 5000:
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+ 2023-05-24 22:37:45 INFO lr: 4.9050e-05 - loss: 0.0098 - UP: 92.73% UR: 87.49% UF: 90.04% P: 92.69% R: 87.45% F: 89.99%
636
+ 2023-05-24 22:37:46 INFO dev: loss: nan - UP: 54.50% UR: 35.90% UF: 43.28% P: 52.70% R: 34.71% F: 41.85%
637
+ 2023-05-24 22:37:47 INFO test: loss: nan - UP: 50.32% UR: 31.57% UF: 38.80% P: 48.30% R: 30.30% F: 37.24%
638
+ 2023-05-24 22:37:47 INFO 0:00:11.315749s elapsed
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+ 2023-05-24 22:37:47 INFO Epoch 96 / 5000:
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+ 2023-05-24 22:37:56 INFO lr: 4.9040e-05 - loss: 0.0033 - UP: 91.15% UR: 87.67% UF: 89.38% P: 91.07% R: 87.59% F: 89.30%
642
+ 2023-05-24 22:37:57 INFO dev: loss: nan - UP: 49.50% UR: 39.35% UF: 43.84% P: 47.69% R: 37.91% F: 42.24%
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+ 2023-05-24 22:37:59 INFO test: loss: nan - UP: 46.60% UR: 37.48% UF: 41.55% P: 44.37% R: 35.69% F: 39.56%
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+ 2023-05-24 22:37:59 INFO 0:00:11.358118s elapsed
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+ 2023-05-24 22:38:08 INFO lr: 4.9030e-05 - loss: 0.0013 - UP: 87.05% UR: 75.49% UF: 80.86% P: 86.83% R: 75.30% F: 80.66%
648
+ 2023-05-24 22:38:09 INFO dev: loss: nan - UP: 57.78% UR: 34.42% UF: 43.14% P: 56.03% R: 33.38% F: 41.84%
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+ 2023-05-24 22:38:10 INFO test: loss: nan - UP: 55.15% UR: 30.78% UF: 39.51% P: 53.03% R: 29.60% F: 37.99%
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+ 2023-05-24 22:38:10 INFO 0:00:11.349458s elapsed
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+ 2023-05-24 22:38:10 INFO Epoch 98 / 5000:
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+ 2023-05-24 22:38:19 INFO lr: 4.9020e-05 - loss: 0.0018 - UP: 91.66% UR: 85.18% UF: 88.30% P: 91.61% R: 85.13% F: 88.25%
654
+ 2023-05-24 22:38:20 INFO dev: loss: nan - UP: 50.79% UR: 42.65% UF: 46.37% P: 48.74% R: 40.93% F: 44.49%
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+ 2023-05-24 22:38:21 INFO test: loss: nan - UP: 45.88% UR: 36.32% UF: 40.54% P: 43.77% R: 34.65% F: 38.68%
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+ 2023-05-24 22:38:21 INFO 0:00:11.329515s elapsed
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+ 2023-05-24 22:38:21 INFO Epoch 99 / 5000:
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+ 2023-05-24 22:38:30 INFO lr: 4.9010e-05 - loss: 0.0015 - UP: 91.46% UR: 83.73% UF: 87.43% P: 91.32% R: 83.60% F: 87.29%
660
+ 2023-05-24 22:38:31 INFO dev: loss: nan - UP: 46.76% UR: 44.05% UF: 45.37% P: 45.19% R: 42.58% F: 43.85%
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+ 2023-05-24 22:38:33 INFO test: loss: nan - UP: 46.41% UR: 39.24% UF: 42.52% P: 44.41% R: 37.54% F: 40.69%
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+ 2023-05-24 22:38:33 INFO 0:00:11.335907s elapsed
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+ 2023-05-24 22:38:33 INFO Epoch 100 / 5000:
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+ 2023-05-24 22:38:42 INFO lr: 4.9000e-05 - loss: 0.0047 - UP: 90.98% UR: 84.04% UF: 87.37% P: 90.96% R: 84.03% F: 87.36%
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+ 2023-05-24 22:38:43 INFO dev: loss: nan - UP: 40.36% UR: 36.58% UF: 38.38% P: 38.22% R: 34.64% F: 36.34%
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+ 2023-05-24 22:38:44 INFO test: loss: nan - UP: 37.22% UR: 34.71% UF: 35.92% P: 34.59% R: 32.26% F: 33.39%
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+ 2023-05-24 22:38:44 INFO 0:00:11.314791s elapsed
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+ 2023-05-24 22:38:44 INFO Epoch 101 / 5000:
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+ 2023-05-24 22:38:53 INFO lr: 4.8990e-05 - loss: 0.0052 - UP: 86.71% UR: 76.15% UF: 81.09% P: 86.57% R: 76.02% F: 80.95%
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+ 2023-05-24 22:38:54 INFO dev: loss: nan - UP: 42.90% UR: 44.20% UF: 43.54% P: 41.19% R: 42.44% F: 41.81%
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+ 2023-05-24 22:38:55 INFO test: loss: nan - UP: 41.23% UR: 41.88% UF: 41.55% P: 39.13% R: 39.74% F: 39.43%
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+ 2023-05-24 22:38:55 INFO 0:00:11.352189s elapsed
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+ 2023-05-24 22:38:55 INFO Epoch 102 / 5000:
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+ 2023-05-24 22:39:04 INFO lr: 4.8980e-05 - loss: 0.0015 - UP: 88.75% UR: 76.75% UF: 82.32% P: 88.50% R: 76.53% F: 82.08%
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+ 2023-05-24 22:39:05 INFO dev: loss: nan - UP: 48.98% UR: 45.02% UF: 46.92% P: 47.54% R: 43.69% F: 45.53%
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+ 2023-05-24 22:39:07 INFO test: loss: nan - UP: 44.14% UR: 37.50% UF: 40.55% P: 41.98% R: 35.66% F: 38.57%
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+ 2023-05-24 22:39:07 INFO 0:00:11.363578s elapsed
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+ 2023-05-24 22:39:07 INFO Epoch 103 / 5000:
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+ 2023-05-24 22:39:16 INFO lr: 4.8970e-05 - loss: 0.0007 - UP: 91.74% UR: 85.07% UF: 88.28% P: 91.62% R: 84.96% F: 88.16%
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+ 2023-05-24 22:39:17 INFO dev: loss: nan - UP: 51.78% UR: 42.40% UF: 46.62% P: 50.42% R: 41.29% F: 45.40%
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+ 2023-05-24 22:39:18 INFO test: loss: nan - UP: 49.16% UR: 37.50% UF: 42.55% P: 47.00% R: 35.85% F: 40.68%
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+ 2023-05-24 22:39:18 INFO 0:00:11.348645s elapsed
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+ 2023-05-24 22:39:18 INFO Epoch 104 / 5000:
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+ 2023-05-24 22:39:27 INFO lr: 4.8960e-05 - loss: 0.0033 - UP: 89.63% UR: 78.43% UF: 83.65% P: 89.38% R: 78.21% F: 83.42%
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+ 2023-05-24 22:39:28 INFO dev: loss: nan - UP: 46.91% UR: 39.02% UF: 42.60% P: 45.18% R: 37.59% F: 41.04%
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+ 2023-05-24 22:39:29 INFO test: loss: nan - UP: 46.22% UR: 35.88% UF: 40.39% P: 44.07% R: 34.21% F: 38.52%
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+ 2023-05-24 22:39:29 INFO 0:00:11.330270s elapsed
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+ 2023-05-24 22:39:29 INFO Epoch 105 / 5000:
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+ 2023-05-24 22:39:38 INFO lr: 4.8950e-05 - loss: 0.0013 - UP: 90.72% UR: 81.56% UF: 85.90% P: 90.67% R: 81.52% F: 85.85%
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+ 2023-05-24 22:39:39 INFO dev: loss: nan - UP: 50.00% UR: 46.64% UF: 48.26% P: 48.07% R: 44.84% F: 46.40%
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+ 2023-05-24 22:39:41 INFO test: loss: nan - UP: 46.15% UR: 40.35% UF: 43.06% P: 44.14% R: 38.60% F: 41.19%
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+ 2023-05-24 22:39:41 INFO 0:00:11.343066s elapsed
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+ 2023-05-24 22:39:50 INFO lr: 4.8940e-05 - loss: 0.0008 - UP: 92.81% UR: 88.05% UF: 90.37% P: 92.77% R: 88.02% F: 90.33%
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+ 2023-05-24 22:39:51 INFO dev: loss: nan - UP: 46.01% UR: 48.33% UF: 47.14% P: 44.41% R: 46.64% F: 45.50%
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+ 2023-05-24 22:39:52 INFO test: loss: nan - UP: 43.61% UR: 42.66% UF: 43.13% P: 41.17% R: 40.27% F: 40.71%
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+ 2023-05-24 22:39:52 INFO 0:00:11.338035s elapsed
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+ 2023-05-24 22:40:01 INFO lr: 4.8930e-05 - loss: 0.0010 - UP: 94.29% UR: 88.42% UF: 91.26% P: 94.23% R: 88.37% F: 91.20%
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+ 2023-05-24 22:40:02 INFO dev: loss: nan - UP: 45.87% UR: 48.69% UF: 47.24% P: 44.45% R: 47.18% F: 45.77%
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+ 2023-05-24 22:40:03 INFO test: loss: nan - UP: 43.77% UR: 42.68% UF: 43.22% P: 41.30% R: 40.27% F: 40.78%
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+ 2023-05-24 22:40:03 INFO 0:00:11.334431s elapsed
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+ 2023-05-24 22:40:12 INFO lr: 4.8920e-05 - loss: 0.0009 - UP: 94.10% UR: 90.08% UF: 92.05% P: 94.08% R: 90.06% F: 92.03%
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+ 2023-05-24 22:40:13 INFO dev: loss: nan - UP: 55.14% UR: 43.95% UF: 48.91% P: 53.56% R: 42.69% F: 47.51%
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+ 2023-05-24 22:40:15 INFO test: loss: nan - UP: 51.92% UR: 37.67% UF: 43.66% P: 49.07% R: 35.60% F: 41.26%
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+ 2023-05-24 22:40:15 INFO 0:00:11.357912s elapsed
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+ 2023-05-24 22:40:24 INFO lr: 4.8910e-05 - loss: 0.0011 - UP: 95.58% UR: 93.38% UF: 94.47% P: 95.58% R: 93.38% F: 94.47%
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+ 2023-05-24 22:40:25 INFO dev: loss: nan - UP: 55.32% UR: 42.44% UF: 48.03% P: 53.91% R: 41.36% F: 46.81%
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+ 2023-05-24 22:40:26 INFO test: loss: nan - UP: 54.10% UR: 36.36% UF: 43.49% P: 51.37% R: 34.52% F: 41.29%
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+ 2023-05-24 22:40:26 INFO 0:00:11.334942s elapsed
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+ 2023-05-24 22:40:35 INFO lr: 4.8900e-05 - loss: 0.0016 - UP: 95.89% UR: 93.88% UF: 94.87% P: 95.89% R: 93.88% F: 94.87%
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+ 2023-05-24 22:40:36 INFO dev: loss: nan - UP: 52.07% UR: 46.57% UF: 49.17% P: 50.70% R: 45.35% F: 47.88%
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+ 2023-05-24 22:40:37 INFO test: loss: nan - UP: 49.56% UR: 40.29% UF: 44.45% P: 46.88% R: 38.12% F: 42.05%
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+ 2023-05-24 22:40:37 INFO 0:00:11.352809s elapsed
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+ 2023-05-24 22:40:48 INFO Epoch 80 saved
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+ 2023-05-24 22:40:48 INFO dev: UP: 50.96% UR: 52.46% UF: 51.70% P: 49.60% R: 51.06% F: 50.32%
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+ 2023-05-24 22:40:48 INFO test: UP: 44.79% UR: 43.99% UF: 44.39% P: 42.79% R: 42.02% F: 42.40%
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+ 2023-05-24 22:40:48 INFO 0:20:43.997158s elapsed, 0:00:11.309065s/epoch
models/mpqa/sdp_random/60/mpqa/sdp_random/60/model_vi_mpqa_mbert_8 ADDED
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1
+ 2023-05-24 21:37:24 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 | 4000
15
+ update_steps | 1
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+ mode | train
17
+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/60/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/60/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/60/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 21:37:24 INFO Building the fields
40
+ 2023-05-24 21:37:24 INFO CoNLL(
41
+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
42
+ (labels): ChartField()
43
+ )
44
+ 2023-05-24 21:37:24 INFO Building the model
45
+ 2023-05-24 21:37:28 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 21:37:28 INFO Loading the data
65
+ 2023-05-24 21:37:34 INFO
66
+ train: Dataset(n_sentences=3522, n_batches=36, n_buckets=32)
67
+ dev: Dataset(n_sentences=1236, n_batches=32, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=34, n_buckets=32)
69
+
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+ 2023-05-24 21:37:34 INFO Epoch 1 / 5000:
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+ 2023-05-24 21:37:42 INFO lr: 4.9990e-05 - loss: 0.1084 - UP: 0.31% UR: 0.54% UF: 0.40% P: 0.04% R: 0.08% F: 0.06%
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+ 2023-05-24 21:37:43 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 21:37:44 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 21:37:44 INFO 0:00:10.065114s elapsed
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+
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+ 2023-05-24 21:37:52 INFO lr: 4.9980e-05 - loss: 0.0282 - UP: 0.19% UR: 0.01% UF: 0.02% P: 0.19% R: 0.01% F: 0.02%
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+ 2023-05-24 21:37:52 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 21:37:54 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 21:37:54 INFO 0:00:09.583846s elapsed
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+
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+ 2023-05-24 21:38:01 INFO lr: 4.9970e-05 - loss: 0.0418 - UP: 3.33% UR: 0.07% UF: 0.13% P: 2.22% R: 0.04% F: 0.09%
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+ 2023-05-24 21:38:02 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 21:38:03 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 21:38:03 INFO 0:00:09.522502s elapsed
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+
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+ 2023-05-24 21:38:11 INFO lr: 4.9960e-05 - loss: 0.0181 - UP: 17.42% UR: 0.50% UF: 0.97% P: 14.77% R: 0.42% F: 0.83%
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+ 2023-05-24 21:38:11 INFO dev: loss: nan - UP: 87.50% UR: 0.25% UF: 0.50% P: 62.50% R: 0.18% F: 0.36%
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+ 2023-05-24 21:38:13 INFO test: loss: nan - UP: 62.50% UR: 0.11% UF: 0.21% P: 50.00% R: 0.08% F: 0.17%
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+ 2023-05-24 21:38:16 INFO 0:00:09.543913s elapsed (saved)
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+
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+ 2023-05-24 21:38:16 INFO Epoch 5 / 5000:
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+ 2023-05-24 21:38:23 INFO lr: 4.9950e-05 - loss: nan - UP: 32.17% UR: 2.11% UF: 3.96% P: 30.35% R: 1.99% F: 3.74%
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+ 2023-05-24 21:38:24 INFO dev: loss: nan - UP: 79.31% UR: 0.83% UF: 1.64% P: 65.52% R: 0.68% F: 1.35%
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+ 2023-05-24 21:38:25 INFO test: loss: nan - UP: 78.18% UR: 0.91% UF: 1.80% P: 56.36% R: 0.65% F: 1.29%
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+ 2023-05-24 21:38:29 INFO 0:00:09.644754s elapsed (saved)
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+ 2023-05-24 21:38:37 INFO lr: 4.9940e-05 - loss: 0.0331 - UP: 31.20% UR: 2.60% UF: 4.80% P: 30.29% R: 2.53% F: 4.66%
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+ 2023-05-24 21:38:37 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 21:38:39 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 21:38:39 INFO 0:00:09.564006s elapsed
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+ 2023-05-24 21:38:46 INFO lr: 4.9930e-05 - loss: 0.0247 - UP: 34.57% UR: 1.41% UF: 2.72% P: 32.45% R: 1.33% F: 2.55%
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+ 2023-05-24 21:38:47 INFO dev: loss: nan - UP: 65.91% UR: 1.04% UF: 2.05% P: 65.91% R: 1.04% F: 2.05%
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+ 2023-05-24 21:38:48 INFO test: loss: nan - UP: 68.66% UR: 0.97% UF: 1.92% P: 55.22% R: 0.78% F: 1.54%
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+ 2023-05-24 21:38:52 INFO 0:00:09.644136s elapsed (saved)
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+ 2023-05-24 21:39:00 INFO lr: 4.9920e-05 - loss: 0.0281 - UP: 21.37% UR: 1.60% UF: 2.98% P: 20.78% R: 1.56% F: 2.90%
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+ 2023-05-24 21:39:01 INFO dev: loss: nan - UP: 63.49% UR: 1.44% UF: 2.81% P: 53.97% R: 1.22% F: 2.39%
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+ 2023-05-24 21:39:02 INFO test: loss: nan - UP: 77.00% UR: 1.63% UF: 3.19% P: 52.00% R: 1.10% F: 2.15%
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+ 2023-05-24 21:39:07 INFO 0:00:09.730376s elapsed (saved)
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+
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+ 2023-05-24 21:39:07 INFO Epoch 9 / 5000:
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+ 2023-05-24 21:39:14 INFO lr: 4.9910e-05 - loss: 0.0135 - UP: 48.98% UR: 3.38% UF: 6.33% P: 48.19% R: 3.33% F: 6.23%
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+ 2023-05-24 21:39:15 INFO dev: loss: nan - UP: 62.38% UR: 4.53% UF: 8.44% P: 55.94% R: 4.06% F: 7.57%
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+ 2023-05-24 21:39:16 INFO test: loss: nan - UP: 60.18% UR: 4.25% UF: 7.93% P: 49.70% R: 3.51% F: 6.55%
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+ 2023-05-24 21:39:20 INFO 0:00:09.717393s elapsed (saved)
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+
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+ 2023-05-24 21:39:20 INFO Epoch 10 / 5000:
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+ 2023-05-24 21:39:28 INFO lr: 4.9900e-05 - loss: 0.0028 - UP: 49.70% UR: 6.36% UF: 11.27% P: 48.77% R: 6.24% F: 11.06%
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+ 2023-05-24 21:39:29 INFO dev: loss: nan - UP: 59.67% UR: 6.54% UF: 11.79% P: 53.77% R: 5.89% F: 10.62%
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+ 2023-05-24 21:39:30 INFO test: loss: nan - UP: 56.25% UR: 5.70% UF: 10.36% P: 48.96% R: 4.97% F: 9.02%
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+ 2023-05-24 21:39:34 INFO 0:00:09.605126s elapsed (saved)
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+ 2023-05-24 21:39:41 INFO lr: 4.9890e-05 - loss: nan - UP: 55.79% UR: 9.44% UF: 16.14% P: 54.18% R: 9.16% F: 15.68%
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+ 2023-05-24 21:39:42 INFO dev: loss: nan - UP: 47.30% UR: 9.45% UF: 15.75% P: 42.45% R: 8.48% F: 14.14%
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+ 2023-05-24 21:39:43 INFO test: loss: nan - UP: 50.51% UR: 8.45% UF: 14.48% P: 44.07% R: 7.37% F: 12.63%
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+ 2023-05-24 21:39:47 INFO 0:00:09.677318s elapsed (saved)
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+ 2023-05-24 21:39:55 INFO lr: 4.9880e-05 - loss: 0.0140 - UP: 53.75% UR: 10.14% UF: 17.07% P: 52.65% R: 9.94% F: 16.72%
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+ 2023-05-24 21:39:56 INFO dev: loss: nan - UP: 56.07% UR: 8.30% UF: 14.46% P: 52.91% R: 7.83% F: 13.65%
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+ 2023-05-24 21:39:57 INFO test: loss: nan - UP: 55.92% UR: 7.88% UF: 13.81% P: 50.82% R: 7.16% F: 12.56%
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+ 2023-05-24 21:39:57 INFO 0:00:09.742194s elapsed
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+ 2023-05-24 21:40:05 INFO lr: 4.9870e-05 - loss: 0.0191 - UP: 52.38% UR: 12.10% UF: 19.66% P: 52.00% R: 12.02% F: 19.52%
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+ 2023-05-24 21:40:05 INFO dev: loss: nan - UP: 57.58% UR: 5.46% UF: 9.98% P: 53.41% R: 5.07% F: 9.26%
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+ 2023-05-24 21:40:07 INFO test: loss: nan - UP: 58.15% UR: 5.58% UF: 10.18% P: 51.76% R: 4.97% F: 9.06%
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+ 2023-05-24 21:40:07 INFO 0:00:09.650345s elapsed
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+ 2023-05-24 21:40:14 INFO lr: 4.9860e-05 - loss: 0.0155 - UP: 52.89% UR: 10.56% UF: 17.60% P: 52.56% R: 10.49% F: 17.49%
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+ 2023-05-24 21:40:15 INFO dev: loss: nan - UP: 52.02% UR: 10.17% UF: 17.01% P: 48.71% R: 9.52% F: 15.93%
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+ 2023-05-24 21:40:17 INFO test: loss: nan - UP: 53.81% UR: 11.18% UF: 18.51% P: 49.14% R: 10.20% F: 16.90%
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+ 2023-05-24 21:40:21 INFO 0:00:09.695020s elapsed (saved)
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+ 2023-05-24 21:40:28 INFO lr: 4.9850e-05 - loss: 0.0218 - UP: 63.12% UR: 17.23% UF: 27.07% P: 62.92% R: 17.17% F: 26.98%
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+ 2023-05-24 21:40:29 INFO dev: loss: nan - UP: 55.42% UR: 9.92% UF: 16.82% P: 52.01% R: 9.31% F: 15.79%
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+ 2023-05-24 21:40:30 INFO test: loss: nan - UP: 53.02% UR: 9.66% UF: 16.34% P: 47.33% R: 8.62% F: 14.58%
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+ 2023-05-24 21:40:30 INFO 0:00:09.726496s elapsed
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+ 2023-05-24 21:40:38 INFO lr: 4.9840e-05 - loss: 0.0330 - UP: 47.42% UR: 10.20% UF: 16.79% P: 47.17% R: 10.14% F: 16.70%
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+ 2023-05-24 21:40:39 INFO dev: loss: nan - UP: 46.25% UR: 5.53% UF: 9.88% P: 43.84% R: 5.25% F: 9.37%
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+ 2023-05-24 21:40:40 INFO test: loss: nan - UP: 42.42% UR: 5.62% UF: 9.93% P: 39.55% R: 5.24% F: 9.25%
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+ 2023-05-24 21:40:40 INFO 0:00:09.732131s elapsed
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+ 2023-05-24 21:40:47 INFO lr: 4.9830e-05 - loss: 0.0260 - UP: 38.90% UR: 7.07% UF: 11.97% P: 38.30% R: 6.97% F: 11.79%
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+ 2023-05-24 21:40:48 INFO dev: loss: nan - UP: 55.90% UR: 7.83% UF: 13.74% P: 48.46% R: 6.79% F: 11.91%
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+ 2023-05-24 21:40:50 INFO test: loss: nan - UP: 52.67% UR: 7.92% UF: 13.77% P: 48.03% R: 7.23% F: 12.56%
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+ 2023-05-24 21:40:50 INFO 0:00:09.734356s elapsed
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+ 2023-05-24 21:40:57 INFO lr: 4.9820e-05 - loss: 0.0128 - UP: 50.61% UR: 9.50% UF: 16.00% P: 49.51% R: 9.29% F: 15.65%
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+ 2023-05-24 21:40:58 INFO dev: loss: nan - UP: 53.71% UR: 14.30% UF: 22.59% P: 51.28% R: 13.65% F: 21.57%
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+ 2023-05-24 21:40:59 INFO test: loss: nan - UP: 49.51% UR: 12.78% UF: 20.32% P: 46.07% R: 11.90% F: 18.91%
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+ 2023-05-24 21:41:04 INFO 0:00:09.671625s elapsed (saved)
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+ 2023-05-24 21:41:11 INFO lr: 4.9810e-05 - loss: 0.0082 - UP: 62.77% UR: 19.85% UF: 30.16% P: 62.49% R: 19.76% F: 30.03%
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+ 2023-05-24 21:41:12 INFO dev: loss: nan - UP: 53.62% UR: 17.82% UF: 26.75% P: 49.95% R: 16.60% F: 24.92%
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+ 2023-05-24 21:41:13 INFO test: loss: nan - UP: 45.69% UR: 16.59% UF: 24.34% P: 42.08% R: 15.28% F: 22.42%
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+ 2023-05-24 21:41:17 INFO 0:00:09.735359s elapsed (saved)
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+ 2023-05-24 21:41:25 INFO lr: 4.9800e-05 - loss: 0.0095 - UP: 58.51% UR: 21.95% UF: 31.93% P: 58.14% R: 21.81% F: 31.72%
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+ 2023-05-24 21:41:26 INFO dev: loss: nan - UP: 70.94% UR: 5.17% UF: 9.65% P: 67.49% R: 4.92% F: 9.18%
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+ 2023-05-24 21:41:27 INFO test: loss: nan - UP: 62.03% UR: 6.97% UF: 12.54% P: 58.08% R: 6.53% F: 11.74%
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+ 2023-05-24 21:41:27 INFO 0:00:09.686345s elapsed
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+ 2023-05-24 21:41:35 INFO lr: 4.9790e-05 - loss: 0.0200 - UP: 57.47% UR: 12.56% UF: 20.61% P: 56.92% R: 12.44% F: 20.42%
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+ 2023-05-24 21:41:35 INFO dev: loss: nan - UP: 50.13% UR: 13.44% UF: 21.20% P: 47.59% R: 12.76% F: 20.12%
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+ 2023-05-24 21:41:37 INFO test: loss: nan - UP: 45.36% UR: 13.31% UF: 20.58% P: 41.04% R: 12.04% F: 18.62%
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+ 2023-05-24 21:41:37 INFO 0:00:09.701635s elapsed
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+ 2023-05-24 21:41:44 INFO lr: 4.9780e-05 - loss: 0.0226 - UP: 59.36% UR: 14.85% UF: 23.75% P: 59.18% R: 14.80% F: 23.68%
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+ 2023-05-24 21:41:45 INFO dev: loss: nan - UP: 56.70% UR: 8.52% UF: 14.81% P: 54.31% R: 8.16% F: 14.18%
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+ 2023-05-24 21:41:46 INFO test: loss: nan - UP: 49.57% UR: 8.49% UF: 14.50% P: 46.12% R: 7.90% F: 13.49%
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+ 2023-05-24 21:41:46 INFO 0:00:09.673512s elapsed
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+ 2023-05-24 21:41:54 INFO lr: 4.9770e-05 - loss: 0.0052 - UP: 60.71% UR: 18.85% UF: 28.77% P: 60.36% R: 18.74% F: 28.60%
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+ 2023-05-24 21:41:55 INFO dev: loss: nan - UP: 68.98% UR: 6.07% UF: 11.16% P: 64.49% R: 5.68% F: 10.44%
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+ 2023-05-24 21:41:56 INFO test: loss: nan - UP: 68.87% UR: 6.59% UF: 12.03% P: 62.03% R: 5.94% F: 10.84%
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+ 2023-05-24 21:41:56 INFO 0:00:09.766932s elapsed
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+ 2023-05-24 21:42:06 INFO test: loss: nan - UP: 65.00% UR: 4.39% UF: 8.23% P: 61.25% R: 4.14% F: 7.76%
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+ 2023-05-24 21:44:33 INFO lr: 4.9620e-05 - loss: 0.0034 - UP: 85.66% UR: 69.09% UF: 76.49% P: 85.63% R: 69.07% F: 76.46%
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+ 2023-05-24 21:44:43 INFO lr: 4.9610e-05 - loss: 0.0011 - UP: 85.48% UR: 70.67% UF: 77.37% P: 85.47% R: 70.66% F: 77.36%
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+ 2023-05-24 21:44:53 INFO lr: 4.9600e-05 - loss: 0.0038 - UP: 88.36% UR: 72.34% UF: 79.55% P: 88.36% R: 72.34% F: 79.55%
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+ 2023-05-24 21:44:54 INFO dev: loss: nan - UP: 52.83% UR: 27.52% UF: 36.19% P: 50.69% R: 26.41% F: 34.73%
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+ 2023-05-24 21:45:02 INFO lr: 4.9590e-05 - loss: 0.0008 - UP: 87.83% UR: 74.72% UF: 80.75% P: 87.83% R: 74.72% F: 80.75%
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+ 2023-05-24 21:45:03 INFO dev: loss: nan - UP: 57.92% UR: 23.25% UF: 33.18% P: 56.13% R: 22.53% F: 32.15%
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+ 2023-05-24 21:45:05 INFO test: loss: nan - UP: 54.27% UR: 21.49% UF: 30.79% P: 51.39% R: 20.35% F: 29.15%
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+ 2023-05-24 21:45:13 INFO dev: loss: nan - UP: 56.38% UR: 24.94% UF: 34.58% P: 54.35% R: 24.04% F: 33.33%
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+ 2023-05-24 21:45:22 INFO lr: 4.9570e-05 - loss: 0.0026 - UP: 89.13% UR: 76.56% UF: 82.37% P: 89.13% R: 76.56% F: 82.37%
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+ 2023-05-24 21:45:23 INFO dev: loss: nan - UP: 55.26% UR: 27.38% UF: 36.62% P: 53.08% R: 26.30% F: 35.18%
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+ 2023-05-24 21:45:32 INFO dev: loss: nan - UP: 55.42% UR: 26.63% UF: 35.97% P: 53.33% R: 25.62% F: 34.61%
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+ 2023-05-24 21:45:42 INFO dev: loss: nan - UP: 54.48% UR: 27.31% UF: 36.38% P: 52.19% R: 26.16% F: 34.85%
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+ 2023-05-24 21:45:52 INFO dev: loss: nan - UP: 54.77% UR: 27.63% UF: 36.73% P: 52.64% R: 26.55% F: 35.30%
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+ 2023-05-24 21:45:53 INFO test: loss: nan - UP: 50.58% UR: 25.99% UF: 34.33% P: 47.99% R: 24.66% F: 32.58%
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+ 2023-05-24 21:45:57 INFO 0:00:09.713081s elapsed (saved)
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+ 2023-05-24 21:48:22 INFO dev: loss: nan - UP: 41.31% UR: 29.14% UF: 34.18% P: 39.17% R: 27.63% F: 32.41%
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+ 2023-05-24 21:48:23 INFO test: loss: nan - UP: 35.00% UR: 27.83% UF: 31.00% P: 32.63% R: 25.95% F: 28.91%
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+ 2023-05-24 21:48:41 INFO dev: loss: nan - UP: 55.42% UR: 30.15% UF: 39.05% P: 53.50% R: 29.11% F: 37.70%
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+ 2023-05-24 21:48:42 INFO test: loss: nan - UP: 48.76% UR: 26.66% UF: 34.48% P: 45.60% R: 24.93% F: 32.24%
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+ 2023-05-24 21:48:50 INFO lr: 4.9380e-05 - loss: 0.0011 - UP: 91.82% UR: 84.87% UF: 88.21% P: 91.79% R: 84.85% F: 88.19%
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+ 2023-05-24 21:48:52 INFO test: loss: nan - UP: 50.02% UR: 25.52% UF: 33.80% P: 48.24% R: 24.61% F: 32.60%
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+ 2023-05-24 21:49:00 INFO lr: 4.9370e-05 - loss: 0.0013 - UP: 91.89% UR: 86.33% UF: 89.02% P: 91.81% R: 86.25% F: 88.95%
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+ 2023-05-24 21:49:01 INFO dev: loss: nan - UP: 52.97% UR: 35.21% UF: 42.31% P: 50.97% R: 33.88% F: 40.71%
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+ 2023-05-24 21:49:02 INFO test: loss: nan - UP: 46.21% UR: 32.31% UF: 38.03% P: 43.88% R: 30.68% F: 36.11%
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+ 2023-05-24 21:49:06 INFO 0:00:09.725455s elapsed (saved)
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+ 2023-05-24 21:49:14 INFO dev: loss: nan - UP: 54.67% UR: 33.24% UF: 41.34% P: 52.19% R: 31.73% F: 39.46%
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+ 2023-05-24 21:49:16 INFO test: loss: nan - UP: 47.11% UR: 29.14% UF: 36.01% P: 44.69% R: 27.64% F: 34.15%
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+ 2023-05-24 21:49:34 INFO dev: loss: nan - UP: 55.94% UR: 33.67% UF: 42.04% P: 53.97% R: 32.48% F: 40.56%
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+ 2023-05-24 21:49:43 INFO dev: loss: nan - UP: 57.70% UR: 31.91% UF: 41.09% P: 55.49% R: 30.69% F: 39.52%
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+ 2023-05-24 21:49:45 INFO test: loss: nan - UP: 48.29% UR: 28.33% UF: 35.71% P: 45.84% R: 26.90% F: 33.90%
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+ 2023-05-24 21:50:09 INFO 0:00:09.822369s elapsed (saved)
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+ 2023-05-24 21:50:16 INFO lr: 4.9300e-05 - loss: 0.0013 - UP: 93.00% UR: 86.62% UF: 89.70% P: 92.91% R: 86.54% F: 89.61%
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+ 2023-05-24 21:50:17 INFO dev: loss: nan - UP: 43.53% UR: 32.73% UF: 37.37% P: 41.71% R: 31.37% F: 35.81%
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+ 2023-05-24 21:50:18 INFO test: loss: nan - UP: 41.45% UR: 31.19% UF: 35.59% P: 38.75% R: 29.16% F: 33.28%
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+ 2023-05-24 21:50:18 INFO 0:00:09.697635s elapsed
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+ 2023-05-24 21:50:27 INFO dev: loss: nan - UP: 46.56% UR: 37.19% UF: 41.35% P: 45.12% R: 36.04% F: 40.07%
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+ 2023-05-24 21:50:28 INFO test: loss: nan - UP: 43.51% UR: 33.97% UF: 38.15% P: 41.34% R: 32.28% F: 36.26%
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+ 2023-05-24 21:50:28 INFO 0:00:09.769752s elapsed
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+ 2023-05-24 21:50:35 INFO lr: 4.9280e-05 - loss: 0.0006 - UP: 93.68% UR: 88.15% UF: 90.83% P: 93.68% R: 88.15% F: 90.83%
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+ 2023-05-24 21:50:36 INFO dev: loss: nan - UP: 49.86% UR: 32.23% UF: 39.15% P: 48.03% R: 31.05% F: 37.71%
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+ 2023-05-24 21:50:38 INFO test: loss: nan - UP: 45.41% UR: 29.69% UF: 35.90% P: 43.02% R: 28.12% F: 34.01%
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+ 2023-05-24 21:50:38 INFO 0:00:09.749332s elapsed
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+ 2023-05-24 21:50:45 INFO lr: 4.9270e-05 - loss: 0.0024 - UP: 93.98% UR: 90.54% UF: 92.23% P: 93.96% R: 90.52% F: 92.21%
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+ 2023-05-24 21:50:46 INFO dev: loss: nan - UP: 54.13% UR: 27.99% UF: 36.90% P: 52.54% R: 27.16% F: 35.81%
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+ 2023-05-24 21:50:48 INFO test: loss: nan - UP: 49.39% UR: 26.45% UF: 34.45% P: 47.30% R: 25.33% F: 32.99%
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+ 2023-05-24 21:50:55 INFO lr: 4.9260e-05 - loss: 0.0009 - UP: 95.29% UR: 90.27% UF: 92.71% P: 95.23% R: 90.22% F: 92.66%
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+ 2023-05-24 21:50:56 INFO dev: loss: nan - UP: 54.55% UR: 31.44% UF: 39.89% P: 52.99% R: 30.54% F: 38.75%
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+ 2023-05-24 21:50:57 INFO test: loss: nan - UP: 49.74% UR: 28.02% UF: 35.84% P: 47.64% R: 26.83% F: 34.33%
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+ 2023-05-24 21:50:57 INFO 0:00:09.742302s elapsed
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+ 2023-05-24 21:51:05 INFO lr: 4.9250e-05 - loss: 0.0013 - UP: 95.62% UR: 92.61% UF: 94.09% P: 95.60% R: 92.59% F: 94.07%
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+ 2023-05-24 21:51:06 INFO dev: loss: nan - UP: 53.52% UR: 32.20% UF: 40.21% P: 51.79% R: 31.15% F: 38.91%
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+ 2023-05-24 21:51:07 INFO test: loss: nan - UP: 48.42% UR: 30.04% UF: 37.08% P: 45.76% R: 28.40% F: 35.05%
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+ 2023-05-24 21:51:07 INFO 0:00:09.784380s elapsed
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+ 2023-05-24 21:51:14 INFO lr: 4.9240e-05 - loss: 0.0006 - UP: 95.67% UR: 92.79% UF: 94.21% P: 95.67% R: 92.79% F: 94.21%
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+ 2023-05-24 21:51:15 INFO dev: loss: nan - UP: 54.57% UR: 33.27% UF: 41.34% P: 52.50% R: 32.02% F: 39.78%
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+ 2023-05-24 21:51:17 INFO test: loss: nan - UP: 49.39% UR: 30.00% UF: 37.33% P: 46.50% R: 28.25% F: 35.15%
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+ 2023-05-24 21:51:17 INFO 0:00:09.701681s elapsed
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+ 2023-05-24 21:51:24 INFO lr: 4.9230e-05 - loss: 0.0006 - UP: 95.95% UR: 93.00% UF: 94.45% P: 95.95% R: 93.00% F: 94.45%
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+ 2023-05-24 21:51:25 INFO dev: loss: nan - UP: 56.89% UR: 32.91% UF: 41.70% P: 55.09% R: 31.87% F: 40.38%
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+ 2023-05-24 21:51:26 INFO test: loss: nan - UP: 50.68% UR: 29.94% UF: 37.64% P: 48.25% R: 28.50% F: 35.83%
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+ 2023-05-24 21:51:26 INFO 0:00:09.738293s elapsed
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+ 2023-05-24 21:51:34 INFO lr: 4.9220e-05 - loss: 0.0007 - UP: 96.46% UR: 93.15% UF: 94.78% P: 96.46% R: 93.15% F: 94.78%
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+ 2023-05-24 21:51:35 INFO dev: loss: nan - UP: 56.71% UR: 32.63% UF: 41.42% P: 54.72% R: 31.48% F: 39.96%
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+ 2023-05-24 21:51:36 INFO test: loss: nan - UP: 52.12% UR: 29.37% UF: 37.57% P: 49.04% R: 27.64% F: 35.35%
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+ 2023-05-24 21:51:36 INFO 0:00:09.796957s elapsed
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+ 2023-05-24 21:51:44 INFO lr: 4.9210e-05 - loss: 0.0003 - UP: 96.27% UR: 93.42% UF: 94.82% P: 96.24% R: 93.39% F: 94.80%
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+ 2023-05-24 21:51:45 INFO dev: loss: nan - UP: 50.81% UR: 37.30% UF: 43.02% P: 49.00% R: 35.97% F: 41.48%
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+ 2023-05-24 21:51:46 INFO test: loss: nan - UP: 46.01% UR: 33.36% UF: 38.68% P: 43.21% R: 31.33% F: 36.33%
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+ 2023-05-24 21:51:50 INFO 0:00:09.735009s elapsed (saved)
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+ 2023-05-24 21:51:57 INFO lr: 4.9200e-05 - loss: 0.0009 - UP: 96.31% UR: 94.49% UF: 95.39% P: 96.31% R: 94.49% F: 95.39%
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+ 2023-05-24 21:51:58 INFO dev: loss: nan - UP: 55.46% UR: 32.66% UF: 41.11% P: 53.69% R: 31.62% F: 39.80%
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+ 2023-05-24 21:52:00 INFO test: loss: nan - UP: 52.50% UR: 30.83% UF: 38.84% P: 49.59% R: 29.11% F: 36.69%
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+ 2023-05-24 21:52:00 INFO 0:00:09.708820s elapsed
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+ 2023-05-24 21:52:08 INFO dev: loss: nan - UP: 54.36% UR: 32.05% UF: 40.33% P: 52.35% R: 30.87% F: 38.83%
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+ 2023-05-24 21:52:09 INFO test: loss: nan - UP: 50.41% UR: 29.71% UF: 37.38% P: 48.01% R: 28.29% F: 35.60%
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+ 2023-05-24 21:52:17 INFO lr: 4.9180e-05 - loss: 0.0002 - UP: 96.96% UR: 94.82% UF: 95.88% P: 96.95% R: 94.81% F: 95.87%
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+ 2023-05-24 21:52:18 INFO dev: loss: nan - UP: 54.28% UR: 31.66% UF: 39.99% P: 52.50% R: 30.61% F: 38.67%
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+ 2023-05-24 21:52:19 INFO test: loss: nan - UP: 51.43% UR: 29.24% UF: 37.28% P: 48.87% R: 27.78% F: 35.43%
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+ 2023-05-24 21:52:27 INFO lr: 4.9170e-05 - loss: 0.0015 - UP: 96.96% UR: 95.23% UF: 96.09% P: 96.96% R: 95.23% F: 96.09%
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+ 2023-05-24 21:52:27 INFO dev: loss: nan - UP: 55.94% UR: 31.66% UF: 40.43% P: 54.10% R: 30.61% F: 39.10%
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+ 2023-05-24 21:52:29 INFO test: loss: nan - UP: 53.26% UR: 29.16% UF: 37.68% P: 50.87% R: 27.85% F: 35.99%
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+ 2023-05-24 21:52:37 INFO dev: loss: nan - UP: 57.36% UR: 33.17% UF: 42.03% P: 55.56% R: 32.12% F: 40.71%
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+ 2023-05-24 21:52:47 INFO dev: loss: nan - UP: 56.70% UR: 32.99% UF: 41.71% P: 55.03% R: 32.02% F: 40.48%
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+ 2023-05-24 21:52:48 INFO test: loss: nan - UP: 53.48% UR: 30.07% UF: 38.49% P: 50.85% R: 28.59% F: 36.60%
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+ 2023-05-24 21:52:48 INFO 0:00:09.728020s elapsed
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+ 2023-05-24 21:52:58 INFO test: loss: nan - UP: 52.84% UR: 30.70% UF: 38.83% P: 50.18% R: 29.16% F: 36.88%
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+ 2023-05-24 21:53:05 INFO lr: 4.9130e-05 - loss: 0.0005 - UP: 97.45% UR: 95.93% UF: 96.68% P: 97.45% R: 95.93% F: 96.68%
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+ 2023-05-24 21:53:06 INFO dev: loss: nan - UP: 56.59% UR: 33.31% UF: 41.94% P: 54.95% R: 32.34% F: 40.71%
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+ 2023-05-24 21:53:08 INFO test: loss: nan - UP: 51.95% UR: 30.09% UF: 38.11% P: 49.65% R: 28.76% F: 36.42%
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+ 2023-05-24 21:54:15 INFO test: loss: nan - UP: 50.92% UR: 29.85% UF: 37.64% P: 48.25% R: 28.29% F: 35.67%
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+ 2023-05-24 21:54:32 INFO lr: 4.9050e-05 - loss: 0.0002 - UP: 97.60% UR: 95.30% UF: 96.44% P: 97.59% R: 95.29% F: 96.43%
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+ 2023-05-24 21:54:34 INFO test: loss: nan - UP: 48.98% UR: 30.80% UF: 37.82% P: 46.52% R: 29.26% F: 35.93%
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+ 2023-05-24 21:54:44 INFO test: loss: nan - UP: 50.03% UR: 31.12% UF: 38.37% P: 47.08% R: 29.28% F: 36.11%
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+ 2023-05-24 21:55:13 INFO test: loss: nan - UP: 53.77% UR: 28.61% UF: 37.35% P: 51.31% R: 27.30% F: 35.64%
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+ 2023-05-24 21:55:13 INFO 0:00:09.748700s elapsed
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+ 2023-05-24 21:55:21 INFO lr: 4.9000e-05 - loss: 0.0012 - UP: 97.79% UR: 96.97% UF: 97.38% P: 97.79% R: 96.97% F: 97.38%
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+ 2023-05-24 21:55:23 INFO test: loss: nan - UP: 50.16% UR: 32.62% UF: 39.53% P: 47.53% R: 30.91% F: 37.46%
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+ 2023-05-24 21:55:23 INFO 0:00:09.753987s elapsed
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+ 2023-05-24 21:55:30 INFO lr: 4.8990e-05 - loss: 0.0068 - UP: 98.18% UR: 94.56% UF: 96.34% P: 98.18% R: 94.56% F: 96.34%
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+ 2023-05-24 21:55:31 INFO dev: loss: nan - UP: 64.13% UR: 15.42% UF: 24.86% P: 60.99% R: 14.66% F: 23.64%
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+ 2023-05-24 21:55:33 INFO test: loss: nan - UP: 61.64% UR: 14.94% UF: 24.05% P: 57.89% R: 14.03% F: 22.59%
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+ 2023-05-24 21:55:40 INFO lr: 4.8980e-05 - loss: 0.0150 - UP: 78.60% UR: 61.52% UF: 69.02% P: 78.51% R: 61.45% F: 68.94%
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+ 2023-05-24 21:55:41 INFO dev: loss: nan - UP: 46.41% UR: 5.10% UF: 9.19% P: 37.25% R: 4.10% F: 7.38%
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+ 2023-05-24 21:55:43 INFO test: loss: nan - UP: 38.10% UR: 5.24% UF: 9.21% P: 31.18% R: 4.29% F: 7.54%
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+ 2023-05-24 21:55:43 INFO 0:00:09.744930s elapsed
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+ 2023-05-24 21:55:50 INFO lr: 4.8970e-05 - loss: 0.0301 - UP: 43.42% UR: 3.48% UF: 6.45% P: 42.61% R: 3.42% F: 6.33%
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+ 2023-05-24 21:55:51 INFO dev: loss: nan - UP: 63.27% UR: 1.11% UF: 2.19% P: 61.22% R: 1.08% F: 2.12%
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+ 2023-05-24 21:55:52 INFO test: loss: nan - UP: 69.05% UR: 1.23% UF: 2.41% P: 63.10% R: 1.12% F: 2.20%
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+ 2023-05-24 21:55:52 INFO 0:00:09.655885s elapsed
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+ 2023-05-24 21:56:00 INFO lr: 4.8960e-05 - loss: 0.0440 - UP: 42.34% UR: 3.04% UF: 5.67% P: 42.03% R: 3.01% F: 5.63%
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+ 2023-05-24 21:56:01 INFO dev: loss: nan - UP: 62.75% UR: 3.45% UF: 6.54% P: 58.82% R: 3.23% F: 6.13%
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+ 2023-05-24 21:56:02 INFO test: loss: nan - UP: 72.47% UR: 3.78% UF: 7.19% P: 65.18% R: 3.40% F: 6.47%
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+ 2023-05-24 21:56:02 INFO 0:00:09.751609s elapsed
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+ 2023-05-24 21:56:09 INFO lr: 4.8950e-05 - loss: 0.0307 - UP: 54.34% UR: 5.72% UF: 10.36% P: 54.24% R: 5.71% F: 10.34%
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+ 2023-05-24 21:56:10 INFO dev: loss: nan - UP: 61.66% UR: 5.61% UF: 10.28% P: 57.71% R: 5.25% F: 9.62%
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+ 2023-05-24 21:56:12 INFO test: loss: nan - UP: 66.92% UR: 5.64% UF: 10.41% P: 59.40% R: 5.01% F: 9.24%
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+ 2023-05-24 21:56:12 INFO 0:00:09.793294s elapsed
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+ 2023-05-24 21:56:19 INFO lr: 4.8940e-05 - loss: 0.0202 - UP: 49.52% UR: 12.24% UF: 19.63% P: 49.21% R: 12.17% F: 19.51%
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+ 2023-05-24 21:56:20 INFO dev: loss: nan - UP: 73.00% UR: 2.62% UF: 5.06% P: 66.00% R: 2.37% F: 4.58%
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+ 2023-05-24 21:56:21 INFO test: loss: nan - UP: 72.90% UR: 2.39% UF: 4.62% P: 60.65% R: 1.99% F: 3.85%
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+ 2023-05-24 21:56:21 INFO 0:00:09.741344s elapsed
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+ 2023-05-24 21:56:29 INFO lr: 4.8930e-05 - loss: 0.0196 - UP: 66.87% UR: 6.04% UF: 11.08% P: 66.27% R: 5.99% F: 10.98%
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+ 2023-05-24 21:56:30 INFO dev: loss: nan - UP: 68.80% UR: 6.58% UF: 12.00% P: 67.67% R: 6.47% F: 11.81%
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+ 2023-05-24 21:56:31 INFO test: loss: nan - UP: 61.36% UR: 6.68% UF: 12.04% P: 57.09% R: 6.21% F: 11.20%
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+ 2023-05-24 21:56:31 INFO 0:00:09.847295s elapsed
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+ 2023-05-24 21:56:39 INFO lr: 4.8920e-05 - loss: nan - UP: 51.33% UR: 10.11% UF: 16.89% P: 50.72% R: 9.99% F: 16.69%
714
+ 2023-05-24 21:56:40 INFO dev: loss: nan - UP: 43.31% UR: 12.32% UF: 19.19% P: 40.53% R: 11.53% F: 17.96%
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+ 2023-05-24 21:56:41 INFO test: loss: nan - UP: 44.23% UR: 12.47% UF: 19.45% P: 40.03% R: 11.28% F: 17.60%
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+ 2023-05-24 21:56:41 INFO 0:00:09.770613s elapsed
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+ 2023-05-24 21:56:49 INFO lr: 4.8910e-05 - loss: 0.0034 - UP: 65.99% UR: 19.18% UF: 29.72% P: 65.36% R: 18.99% F: 29.43%
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+ 2023-05-24 21:56:49 INFO dev: loss: nan - UP: 49.27% UR: 17.07% UF: 25.35% P: 47.10% R: 16.31% F: 24.23%
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+ 2023-05-24 21:56:51 INFO test: loss: nan - UP: 47.16% UR: 15.95% UF: 23.84% P: 43.72% R: 14.79% F: 22.10%
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+ 2023-05-24 21:56:51 INFO 0:00:09.735129s elapsed
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+ 2023-05-24 21:56:51 INFO Epoch 110 / 5000:
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+ 2023-05-24 21:56:58 INFO lr: 4.8900e-05 - loss: 0.0018 - UP: 71.66% UR: 36.58% UF: 48.44% P: 71.30% R: 36.40% F: 48.19%
726
+ 2023-05-24 21:56:59 INFO dev: loss: nan - UP: 43.94% UR: 25.26% UF: 32.08% P: 42.69% R: 24.54% F: 31.17%
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+ 2023-05-24 21:57:01 INFO test: loss: nan - UP: 41.74% UR: 24.83% UF: 31.13% P: 39.82% R: 23.68% F: 29.70%
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+ 2023-05-24 21:57:01 INFO 0:00:09.755686s elapsed
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+ 2023-05-24 21:57:08 INFO lr: 4.8890e-05 - loss: 0.0038 - UP: 77.88% UR: 48.16% UF: 59.52% P: 77.79% R: 48.11% F: 59.45%
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+ 2023-05-24 21:57:09 INFO dev: loss: nan - UP: 49.18% UR: 24.65% UF: 32.84% P: 47.96% R: 24.04% F: 32.02%
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+ 2023-05-24 21:57:10 INFO test: loss: nan - UP: 46.08% UR: 23.75% UF: 31.34% P: 43.54% R: 22.44% F: 29.62%
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+ 2023-05-24 21:57:10 INFO 0:00:09.710116s elapsed
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+ 2023-05-24 21:57:18 INFO lr: 4.8880e-05 - loss: 0.0074 - UP: 76.64% UR: 46.23% UF: 57.67% P: 76.49% R: 46.15% F: 57.57%
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+ 2023-05-24 21:57:19 INFO dev: loss: nan - UP: 40.50% UR: 16.85% UF: 23.80% P: 38.69% R: 16.10% F: 22.74%
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+ 2023-05-24 21:57:20 INFO test: loss: nan - UP: 40.71% UR: 15.42% UF: 22.37% P: 37.14% R: 14.07% F: 20.41%
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+ 2023-05-24 21:57:20 INFO 0:00:09.758663s elapsed
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+ 2023-05-24 21:57:28 INFO lr: 4.8870e-05 - loss: 0.0068 - UP: 69.98% UR: 50.11% UF: 58.40% P: 69.89% R: 50.04% F: 58.32%
744
+ 2023-05-24 21:57:28 INFO dev: loss: nan - UP: 46.54% UR: 32.63% UF: 38.36% P: 44.95% R: 31.51% F: 37.05%
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+ 2023-05-24 21:57:30 INFO test: loss: nan - UP: 42.11% UR: 28.57% UF: 34.04% P: 39.52% R: 26.81% F: 31.95%
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+ 2023-05-24 21:57:30 INFO 0:00:09.784538s elapsed
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+ 2023-05-24 21:57:37 INFO lr: 4.8860e-05 - loss: 0.0051 - UP: 80.24% UR: 54.96% UF: 65.24% P: 80.24% R: 54.96% F: 65.24%
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+ 2023-05-24 21:57:40 INFO test: loss: nan - UP: 48.54% UR: 24.30% UF: 32.39% P: 45.88% R: 22.97% F: 30.61%
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+ 2023-05-24 21:57:40 INFO 0:00:09.730998s elapsed
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+ 2023-05-24 21:57:47 INFO lr: 4.8850e-05 - loss: 0.0059 - UP: 84.69% UR: 67.82% UF: 75.32% P: 84.67% R: 67.79% F: 75.30%
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+ 2023-05-24 21:57:49 INFO test: loss: nan - UP: 48.80% UR: 25.78% UF: 33.73% P: 46.44% R: 24.53% F: 32.10%
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+ 2023-05-24 21:57:49 INFO 0:00:09.680207s elapsed
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+ 2023-05-24 21:57:57 INFO lr: 4.8840e-05 - loss: 0.0049 - UP: 84.92% UR: 66.02% UF: 74.29% P: 84.91% R: 66.01% F: 74.28%
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+ 2023-05-24 21:57:59 INFO test: loss: nan - UP: 45.36% UR: 25.71% UF: 32.82% P: 42.56% R: 24.13% F: 30.80%
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+ 2023-05-24 21:57:59 INFO 0:00:09.743944s elapsed
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+ 2023-05-24 21:58:06 INFO lr: 4.8830e-05 - loss: 0.0038 - UP: 85.71% UR: 75.44% UF: 80.24% P: 85.67% R: 75.40% F: 80.21%
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+ 2023-05-24 21:58:07 INFO dev: loss: nan - UP: 58.31% UR: 22.82% UF: 32.80% P: 56.11% R: 21.95% F: 31.56%
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+ 2023-05-24 21:58:09 INFO test: loss: nan - UP: 53.75% UR: 19.67% UF: 28.80% P: 50.46% R: 18.47% F: 27.04%
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+ 2023-05-24 21:58:09 INFO 0:00:09.706286s elapsed
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+ 2023-05-24 21:58:16 INFO lr: 4.8820e-05 - loss: nan - UP: 87.44% UR: 73.40% UF: 79.81% P: 87.42% R: 73.39% F: 79.79%
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+ 2023-05-24 21:58:18 INFO test: loss: nan - UP: 45.41% UR: 27.49% UF: 34.25% P: 42.86% R: 25.95% F: 32.32%
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+ 2023-05-24 21:58:18 INFO 0:00:09.708022s elapsed
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+ 2023-05-24 21:58:18 INFO Epoch 119 / 5000:
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+ 2023-05-24 21:58:26 INFO lr: 4.8810e-05 - loss: 0.0020 - UP: 89.03% UR: 79.76% UF: 84.14% P: 89.03% R: 79.76% F: 84.14%
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+ 2023-05-24 21:58:27 INFO dev: loss: nan - UP: 46.14% UR: 35.82% UF: 40.33% P: 44.56% R: 34.60% F: 38.96%
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+ 2023-05-24 21:58:28 INFO test: loss: nan - UP: 41.00% UR: 31.86% UF: 35.86% P: 38.72% R: 30.09% F: 33.86%
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+ 2023-05-24 21:58:28 INFO 0:00:09.737858s elapsed
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+ 2023-05-24 21:58:35 INFO Epoch 89 saved
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+ 2023-05-24 21:58:35 INFO dev: UP: 56.40% UR: 36.08% UF: 44.01% P: 54.55% R: 34.89% F: 42.56%
786
+ 2023-05-24 21:58:35 INFO test: UP: 49.65% UR: 31.29% UF: 38.39% P: 46.77% R: 29.47% F: 36.16%
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1
+ 2023-05-24 21:58:37 INFO
2
+ ---------------------+-------------------------------
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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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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/60/model_vi_mpqa_roberta_6
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+ device | 0
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+ seed | 1
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+ threads | 16
20
+ 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
26
+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/60/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/60/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 | roberta-base
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+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2023-05-24 21:58:37 INFO Building the fields
39
+ 2023-05-24 21:58:39 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-05-24 21:58:39 INFO Building the model
44
+ 2023-05-24 21:58:41 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 21:58:41 INFO Loading the data
64
+ 2023-05-24 21:58:48 INFO
65
+ train: Dataset(n_sentences=3522, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=1236, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
68
+
69
+ 2023-05-24 21:58:48 INFO Epoch 1 / 5000:
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+ 2023-05-24 21:58:56 INFO lr: 4.9990e-05 - loss: 0.0884 - UP: 0.39% UR: 3.27% UF: 0.70% P: 0.04% R: 0.30% F: 0.07%
71
+ 2023-05-24 21:58:57 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 21:58:58 INFO 0:00:10.266991s elapsed
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+
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+ 2023-05-24 21:58:58 INFO Epoch 2 / 5000:
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+ 2023-05-24 21:59:06 INFO lr: 4.9980e-05 - loss: 0.0457 - 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 21:59:06 INFO dev: loss: nan - UP: 1.11% UR: 0.07% UF: 0.13% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 21:59:08 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 21:59:08 INFO 0:00:09.672374s elapsed
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+
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+ 2023-05-24 21:59:08 INFO Epoch 3 / 5000:
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+ 2023-05-24 21:59:15 INFO lr: 4.9970e-05 - loss: 0.0450 - UP: 6.34% UR: 0.10% UF: 0.19% P: 5.63% R: 0.09% F: 0.17%
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+ 2023-05-24 21:59:16 INFO dev: loss: nan - UP: 100.00% UR: 0.04% UF: 0.07% P: 0.00% R: 0.00% F: 0.00%
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+ 2023-05-24 21:59:18 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 21:59:18 INFO 0:00:09.658073s elapsed
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+
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+ 2023-05-24 21:59:18 INFO Epoch 4 / 5000:
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+ 2023-05-24 21:59:25 INFO lr: 4.9960e-05 - loss: nan - UP: 9.52% UR: 0.15% UF: 0.30% P: 8.84% R: 0.14% F: 0.28%
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+ 2023-05-24 21:59:26 INFO dev: loss: nan - UP: 33.33% UR: 0.04% UF: 0.07% P: 33.33% R: 0.04% F: 0.07%
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+ 2023-05-24 21:59:27 INFO test: loss: nan - UP: 9.88% UR: 0.34% UF: 0.65% P: 9.26% R: 0.32% F: 0.61%
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+ 2023-05-24 21:59:29 INFO 0:00:09.720048s elapsed (saved)
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+
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+ 2023-05-24 21:59:29 INFO Epoch 5 / 5000:
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+ 2023-05-24 21:59:36 INFO lr: 4.9950e-05 - loss: 0.0145 - UP: 16.06% UR: 0.38% UF: 0.74% P: 14.68% R: 0.35% F: 0.68%
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+ 2023-05-24 21:59:37 INFO dev: loss: nan - UP: 40.00% UR: 0.14% UF: 0.29% P: 40.00% R: 0.14% F: 0.29%
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+ 2023-05-24 21:59:39 INFO test: loss: nan - UP: 34.78% UR: 0.17% UF: 0.34% P: 34.78% R: 0.17% F: 0.34%
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+ 2023-05-24 21:59:42 INFO 0:00:09.795179s elapsed (saved)
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+
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+ 2023-05-24 21:59:42 INFO Epoch 6 / 5000:
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+ 2023-05-24 21:59:49 INFO lr: 4.9940e-05 - loss: 0.0058 - UP: 20.16% UR: 0.82% UF: 1.57% P: 20.16% R: 0.82% F: 1.57%
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+ 2023-05-24 21:59:50 INFO dev: loss: nan - UP: 40.91% UR: 0.32% UF: 0.64% P: 40.91% R: 0.32% F: 0.64%
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+ 2023-05-24 21:59:51 INFO test: loss: nan - UP: 20.45% UR: 0.19% UF: 0.38% P: 18.18% R: 0.17% F: 0.33%
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+ 2023-05-24 21:59:54 INFO 0:00:09.696391s elapsed (saved)
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+
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+ 2023-05-24 21:59:54 INFO Epoch 7 / 5000:
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+ 2023-05-24 22:00:01 INFO lr: 4.9930e-05 - loss: 0.0373 - UP: 30.19% UR: 1.22% UF: 2.34% P: 29.65% R: 1.20% F: 2.30%
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+ 2023-05-24 22:00:02 INFO dev: loss: nan - UP: 33.33% UR: 0.18% UF: 0.36% P: 33.33% R: 0.18% F: 0.36%
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+ 2023-05-24 22:00:04 INFO test: loss: nan - UP: 53.85% UR: 0.44% UF: 0.88% P: 48.72% R: 0.40% F: 0.80%
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+ 2023-05-24 22:00:04 INFO 0:00:09.655403s elapsed
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+
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+ 2023-05-24 22:00:04 INFO Epoch 8 / 5000:
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+ 2023-05-24 22:00:11 INFO lr: 4.9920e-05 - loss: nan - UP: 29.62% UR: 1.85% UF: 3.48% P: 28.57% R: 1.78% F: 3.36%
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+ 2023-05-24 22:00:12 INFO dev: loss: nan - UP: 55.41% UR: 1.47% UF: 2.87% P: 55.41% R: 1.47% F: 2.87%
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+ 2023-05-24 22:00:13 INFO test: loss: nan - UP: 34.27% UR: 1.04% UF: 2.01% P: 32.17% R: 0.97% F: 1.89%
115
+ 2023-05-24 22:00:16 INFO 0:00:09.680886s elapsed (saved)
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+
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+ 2023-05-24 22:00:16 INFO Epoch 9 / 5000:
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+ 2023-05-24 22:00:23 INFO lr: 4.9910e-05 - loss: nan - UP: 40.34% UR: 3.36% UF: 6.21% P: 39.69% R: 3.31% F: 6.11%
119
+ 2023-05-24 22:00:24 INFO dev: loss: nan - UP: 56.94% UR: 4.42% UF: 8.20% P: 53.70% R: 4.17% F: 7.74%
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+ 2023-05-24 22:00:26 INFO test: loss: nan - UP: 50.90% UR: 4.20% UF: 7.77% P: 45.01% R: 3.72% F: 6.87%
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+ 2023-05-24 22:00:28 INFO 0:00:09.692944s elapsed (saved)
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+
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+ 2023-05-24 22:00:28 INFO Epoch 10 / 5000:
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+ 2023-05-24 22:00:37 INFO dev: loss: nan - UP: 58.91% UR: 5.82% UF: 10.60% P: 57.09% R: 5.64% F: 10.27%
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+ 2023-05-24 22:00:38 INFO test: loss: nan - UP: 51.81% UR: 4.84% UF: 8.85% P: 47.51% R: 4.44% F: 8.12%
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+ 2023-05-24 22:00:41 INFO 0:00:09.736276s elapsed (saved)
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+ 2023-05-24 22:00:48 INFO lr: 4.9890e-05 - loss: 0.0059 - UP: 51.94% UR: 8.46% UF: 14.55% P: 51.14% R: 8.33% F: 14.32%
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+ 2023-05-24 22:00:51 INFO test: loss: nan - UP: 50.66% UR: 5.66% UF: 10.19% P: 48.02% R: 5.37% F: 9.65%
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+ 2023-05-24 22:00:51 INFO 0:00:09.739203s elapsed
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+ 2023-05-24 22:00:58 INFO lr: 4.9880e-05 - loss: nan - UP: 51.50% UR: 13.28% UF: 21.11% P: 51.03% R: 13.16% F: 20.92%
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+ 2023-05-24 22:00:59 INFO dev: loss: nan - UP: 62.32% UR: 1.55% UF: 3.02% P: 57.97% R: 1.44% F: 2.81%
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+ 2023-05-24 22:01:00 INFO test: loss: nan - UP: 65.32% UR: 1.71% UF: 3.34% P: 56.45% R: 1.48% F: 2.88%
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+ 2023-05-24 22:01:00 INFO 0:00:09.676624s elapsed
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+
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+ 2023-05-24 22:01:09 INFO dev: loss: nan - UP: 67.65% UR: 1.65% UF: 3.23% P: 66.18% R: 1.62% F: 3.16%
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+ 2023-05-24 22:01:10 INFO test: loss: nan - UP: 59.54% UR: 1.65% UF: 3.21% P: 52.67% R: 1.46% F: 2.84%
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+ 2023-05-24 22:01:10 INFO 0:00:09.726208s elapsed
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+ 2023-05-24 22:01:17 INFO lr: 4.9860e-05 - loss: 0.0232 - UP: 46.53% UR: 7.43% UF: 12.82% P: 45.64% R: 7.29% F: 12.58%
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+ 2023-05-24 22:01:18 INFO dev: loss: nan - UP: 45.82% UR: 8.66% UF: 14.57% P: 42.97% R: 8.12% F: 13.66%
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+ 2023-05-24 22:01:20 INFO test: loss: nan - UP: 38.58% UR: 8.39% UF: 13.78% P: 35.76% R: 7.78% F: 12.77%
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+ 2023-05-24 22:01:22 INFO 0:00:09.698309s elapsed (saved)
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+
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+ 2023-05-24 22:01:30 INFO lr: 4.9850e-05 - loss: nan - UP: 52.11% UR: 10.60% UF: 17.62% P: 51.04% R: 10.38% F: 17.26%
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+ 2023-05-24 22:01:31 INFO dev: loss: nan - UP: 58.10% UR: 4.38% UF: 8.15% P: 50.95% R: 3.84% F: 7.15%
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+ 2023-05-24 22:01:32 INFO test: loss: nan - UP: 49.69% UR: 5.01% UF: 9.10% P: 41.30% R: 4.16% F: 7.56%
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+ 2023-05-24 22:01:32 INFO 0:00:09.697628s elapsed
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+ 2023-05-24 22:01:39 INFO lr: 4.9840e-05 - loss: 0.0148 - UP: 57.26% UR: 9.61% UF: 16.46% P: 55.90% R: 9.38% F: 16.07%
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+ 2023-05-24 22:01:42 INFO test: loss: nan - UP: 66.54% UR: 3.61% UF: 6.85% P: 57.98% R: 3.15% F: 5.97%
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+ 2023-05-24 22:01:42 INFO 0:00:09.737383s elapsed
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+ 2023-05-24 22:01:49 INFO lr: 4.9830e-05 - loss: 0.0093 - UP: 58.82% UR: 7.59% UF: 13.44% P: 57.47% R: 7.41% F: 13.13%
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+ 2023-05-24 22:01:50 INFO dev: loss: nan - UP: 42.38% UR: 7.29% UF: 12.45% P: 38.20% R: 6.58% F: 11.22%
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+ 2023-05-24 22:01:51 INFO test: loss: nan - UP: 36.18% UR: 8.41% UF: 13.65% P: 32.00% R: 7.44% F: 12.07%
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+ 2023-05-24 22:01:51 INFO 0:00:09.714429s elapsed
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+ 2023-05-24 22:01:59 INFO lr: 4.9820e-05 - loss: nan - UP: 49.94% UR: 8.62% UF: 14.70% P: 48.87% R: 8.43% F: 14.39%
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+ 2023-05-24 22:02:00 INFO dev: loss: nan - UP: 48.50% UR: 16.89% UF: 25.05% P: 47.16% R: 16.42% F: 24.36%
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+ 2023-05-24 22:02:01 INFO test: loss: nan - UP: 39.73% UR: 18.19% UF: 24.96% P: 37.24% R: 17.05% F: 23.39%
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+ 2023-05-24 22:02:04 INFO 0:00:09.741562s elapsed (saved)
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+ 2023-05-24 22:02:11 INFO lr: 4.9810e-05 - loss: nan - UP: 62.40% UR: 18.40% UF: 28.42% P: 61.92% R: 18.26% F: 28.21%
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+ 2023-05-24 22:02:12 INFO dev: loss: nan - UP: 59.11% UR: 9.56% UF: 16.46% P: 58.22% R: 9.41% F: 16.21%
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+ 2023-05-24 22:02:14 INFO test: loss: nan - UP: 51.54% UR: 12.40% UF: 19.99% P: 48.90% R: 11.77% F: 18.97%
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+ 2023-05-24 22:02:14 INFO 0:00:09.720958s elapsed
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+ 2023-05-24 22:02:21 INFO lr: 4.9800e-05 - loss: 0.0115 - UP: 66.96% UR: 26.16% UF: 37.63% P: 66.71% R: 26.07% F: 37.49%
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+ 2023-05-24 22:02:23 INFO 0:00:09.743705s elapsed
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+ 2023-05-24 22:02:32 INFO dev: loss: nan - UP: 51.26% UR: 22.71% UF: 31.47% P: 49.55% R: 21.95% F: 30.43%
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+ 2023-05-24 22:02:35 INFO 0:00:09.755377s elapsed (saved)
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+ 2023-05-24 22:02:43 INFO lr: 4.9780e-05 - loss: 0.0074 - UP: 70.96% UR: 33.49% UF: 45.50% P: 70.85% R: 33.43% F: 45.43%
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+ 2023-05-24 22:02:44 INFO dev: loss: nan - UP: 66.59% UR: 10.10% UF: 17.54% P: 64.69% R: 9.81% F: 17.04%
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+ 2023-05-24 22:02:45 INFO test: loss: nan - UP: 54.20% UR: 10.08% UF: 17.00% P: 51.48% R: 9.57% F: 16.14%
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+ 2023-05-24 22:02:45 INFO 0:00:09.720516s elapsed
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+ 2023-05-24 22:02:52 INFO lr: 4.9770e-05 - loss: 0.0046 - UP: 58.95% UR: 22.80% UF: 32.88% P: 58.75% R: 22.73% F: 32.77%
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+ 2023-05-24 22:04:01 INFO lr: 4.9700e-05 - loss: 0.0015 - UP: 69.44% UR: 29.20% UF: 41.11% P: 69.23% R: 29.11% F: 40.99%
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+ 2023-05-24 22:04:15 INFO 0:00:09.768384s elapsed (saved)
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+ 2023-05-24 22:04:23 INFO lr: 4.9680e-05 - loss: 0.0059 - UP: 74.03% UR: 40.51% UF: 52.36% P: 73.97% R: 40.48% F: 52.32%
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+ 2023-05-24 22:04:45 INFO lr: 4.9660e-05 - loss: 0.0064 - UP: 75.90% UR: 48.67% UF: 59.31% P: 75.90% R: 48.67% F: 59.31%
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+ 2023-05-24 22:04:50 INFO 0:00:09.703688s elapsed (saved)
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+ 2023-05-24 22:04:57 INFO lr: 4.9650e-05 - loss: 0.0010 - UP: 78.27% UR: 49.78% UF: 60.86% P: 78.27% R: 49.78% F: 60.86%
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+ 2023-05-24 22:05:10 INFO lr: 4.9640e-05 - loss: 0.0063 - UP: 79.49% UR: 54.97% UF: 65.00% P: 79.46% R: 54.95% F: 64.97%
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+ 2023-05-24 22:05:15 INFO 0:00:09.709813s elapsed (saved)
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+ 2023-05-24 22:05:22 INFO lr: 4.9630e-05 - loss: 0.0037 - UP: 82.27% UR: 56.66% UF: 67.10% P: 82.27% R: 56.66% F: 67.10%
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+ 2023-05-24 22:05:24 INFO 0:00:09.731392s elapsed
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+ 2023-05-24 22:05:32 INFO lr: 4.9620e-05 - loss: nan - UP: 81.55% UR: 58.73% UF: 68.28% P: 81.55% R: 58.73% F: 68.28%
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+ 2023-05-24 22:05:42 INFO lr: 4.9610e-05 - loss: 0.0032 - UP: 82.72% UR: 61.41% UF: 70.49% P: 82.70% R: 61.40% F: 70.47%
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+ 2023-05-24 22:05:44 INFO 0:00:09.724044s elapsed
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+ 2023-05-24 22:05:51 INFO lr: 4.9600e-05 - loss: 0.0064 - UP: 84.29% UR: 63.87% UF: 72.67% P: 84.24% R: 63.83% F: 72.63%
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+ 2023-05-24 22:05:54 INFO test: loss: nan - UP: 44.92% UR: 29.73% UF: 35.78% P: 42.94% R: 28.42% F: 34.20%
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+ 2023-05-24 22:05:57 INFO 0:00:09.743593s elapsed (saved)
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+ 2023-05-24 22:06:04 INFO lr: 4.9590e-05 - loss: 0.0054 - UP: 83.93% UR: 64.52% UF: 72.96% P: 83.90% R: 64.50% F: 72.93%
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+ 2023-05-24 22:06:05 INFO dev: loss: nan - UP: 59.11% UR: 25.66% UF: 35.78% P: 57.78% R: 25.08% F: 34.98%
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+ 2023-05-24 22:06:06 INFO test: loss: nan - UP: 50.15% UR: 24.89% UF: 33.27% P: 48.53% R: 24.09% F: 32.19%
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+ 2023-05-24 22:06:14 INFO lr: 4.9580e-05 - loss: 0.0000 - UP: 85.19% UR: 62.47% UF: 72.08% P: 85.14% R: 62.44% F: 72.05%
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+ 2023-05-24 22:06:15 INFO dev: loss: nan - UP: 48.84% UR: 35.61% UF: 41.19% P: 47.22% R: 34.42% F: 39.82%
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+ 2023-05-24 22:06:16 INFO test: loss: nan - UP: 41.62% UR: 33.00% UF: 36.81% P: 40.10% R: 31.80% F: 35.47%
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+ 2023-05-24 22:06:19 INFO 0:00:09.712687s elapsed (saved)
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+ 2023-05-24 22:06:26 INFO lr: 4.9570e-05 - loss: nan - UP: 83.07% UR: 64.31% UF: 72.50% P: 83.07% R: 64.31% F: 72.50%
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+ 2023-05-24 22:06:27 INFO dev: loss: nan - UP: 55.93% UR: 30.65% UF: 39.60% P: 53.84% R: 29.50% F: 38.12%
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+ 2023-05-24 22:06:29 INFO test: loss: nan - UP: 45.22% UR: 28.16% UF: 34.71% P: 43.22% R: 26.92% F: 33.17%
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+ 2023-05-24 22:06:29 INFO 0:00:09.712177s elapsed
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+ 2023-05-24 22:06:36 INFO lr: 4.9560e-05 - loss: 0.0059 - UP: 85.50% UR: 68.64% UF: 76.15% P: 85.48% R: 68.63% F: 76.14%
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+ 2023-05-24 22:06:37 INFO dev: loss: nan - UP: 56.19% UR: 30.65% UF: 39.67% P: 53.95% R: 29.43% F: 38.08%
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+ 2023-05-24 22:06:39 INFO test: loss: nan - UP: 46.61% UR: 28.78% UF: 35.58% P: 44.66% R: 27.57% F: 34.10%
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+ 2023-05-24 22:06:39 INFO 0:00:09.726123s elapsed
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+ 2023-05-24 22:06:46 INFO lr: 4.9550e-05 - loss: 0.0028 - UP: 86.59% UR: 69.58% UF: 77.16% P: 86.59% R: 69.58% F: 77.16%
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+ 2023-05-24 22:06:47 INFO dev: loss: nan - UP: 56.89% UR: 28.35% UF: 37.84% P: 54.65% R: 27.24% F: 36.35%
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+ 2023-05-24 22:06:48 INFO test: loss: nan - UP: 46.71% UR: 27.42% UF: 34.56% P: 44.91% R: 26.37% F: 33.23%
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+ 2023-05-24 22:06:48 INFO 0:00:09.719884s elapsed
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+ 2023-05-24 22:06:56 INFO lr: 4.9540e-05 - loss: nan - UP: 86.76% UR: 72.49% UF: 78.98% P: 86.74% R: 72.46% F: 78.96%
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+ 2023-05-24 22:06:57 INFO dev: loss: nan - UP: 60.22% UR: 26.16% UF: 36.47% P: 58.31% R: 25.33% F: 35.32%
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+ 2023-05-24 22:06:58 INFO test: loss: nan - UP: 50.24% UR: 24.61% UF: 33.04% P: 48.60% R: 23.81% F: 31.96%
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+ 2023-05-24 22:06:58 INFO 0:00:09.755966s elapsed
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+ 2023-05-24 22:07:05 INFO lr: 4.9530e-05 - loss: 0.0087 - UP: 85.28% UR: 68.52% UF: 75.99% P: 85.24% R: 68.49% F: 75.95%
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+ 2023-05-24 22:07:08 INFO test: loss: nan - UP: 44.92% UR: 29.26% UF: 35.44% P: 42.91% R: 27.95% F: 33.85%
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+ 2023-05-24 22:07:15 INFO lr: 4.9520e-05 - loss: 0.0037 - UP: 83.07% UR: 66.97% UF: 74.15% P: 83.02% R: 66.92% F: 74.11%
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+ 2023-05-24 22:07:17 INFO test: loss: nan - UP: 43.94% UR: 23.73% UF: 30.81% P: 41.28% R: 22.29% F: 28.95%
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+ 2023-05-24 22:07:25 INFO lr: 4.9510e-05 - loss: 0.0098 - UP: 75.48% UR: 47.12% UF: 58.02% P: 75.05% R: 46.84% F: 57.68%
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+ 2023-05-24 22:07:27 INFO test: loss: nan - UP: 43.50% UR: 33.26% UF: 37.70% P: 42.15% R: 32.22% F: 36.52%
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+ 2023-05-24 22:07:30 INFO 0:00:09.756994s elapsed (saved)
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+ 2023-05-24 22:07:37 INFO lr: 4.9500e-05 - loss: 0.0097 - UP: 82.30% UR: 59.62% UF: 69.15% P: 82.17% R: 59.52% F: 69.04%
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+ 2023-05-24 22:07:47 INFO lr: 4.9490e-05 - loss: 0.0072 - UP: 85.43% UR: 64.25% UF: 73.34% P: 85.35% R: 64.19% F: 73.28%
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+ 2023-05-24 22:07:57 INFO lr: 4.9480e-05 - loss: 0.0068 - UP: 84.77% UR: 68.75% UF: 75.93% P: 84.73% R: 68.72% F: 75.89%
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+ 2023-05-24 22:08:19 INFO lr: 4.9460e-05 - loss: 0.0059 - UP: 87.65% UR: 72.56% UF: 79.40% P: 87.63% R: 72.54% F: 79.37%
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+ 2023-05-24 22:08:28 INFO lr: 4.9450e-05 - loss: 0.0019 - UP: 88.22% UR: 75.73% UF: 81.50% P: 88.17% R: 75.69% F: 81.45%
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+ 2023-05-24 22:09:00 INFO test: loss: nan - UP: 47.32% UR: 30.83% UF: 37.33% P: 45.44% R: 29.60% F: 35.85%
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+ 2023-05-24 22:09:49 INFO lr: 4.9370e-05 - loss: 0.0030 - UP: 91.27% UR: 82.72% UF: 86.78% P: 91.27% R: 82.72% F: 86.78%
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+ 2023-05-24 22:09:59 INFO lr: 4.9360e-05 - loss: 0.0023 - UP: 91.52% UR: 83.53% UF: 87.34% P: 91.51% R: 83.52% F: 87.33%
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+ 2023-05-24 22:10:24 INFO 0:00:09.743754s elapsed
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+ 2023-05-24 22:10:43 INFO 0:00:09.734799s elapsed
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+ 2023-05-24 22:10:53 INFO 0:00:09.743047s elapsed
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+ 2023-05-24 22:11:00 INFO lr: 4.9300e-05 - loss: 0.0016 - UP: 91.97% UR: 84.01% UF: 87.81% P: 91.96% R: 84.00% F: 87.80%
485
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+ 2023-05-24 22:11:03 INFO test: loss: nan - UP: 48.89% UR: 33.55% UF: 39.79% P: 46.92% R: 32.20% F: 38.19%
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+ 2023-05-24 22:11:03 INFO 0:00:09.742300s elapsed
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+ 2023-05-24 22:11:10 INFO lr: 4.9290e-05 - loss: 0.0019 - UP: 93.04% UR: 85.81% UF: 89.28% P: 93.04% R: 85.81% F: 89.28%
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+ 2023-05-24 22:11:11 INFO dev: loss: nan - UP: 56.13% UR: 37.84% UF: 45.20% P: 54.16% R: 36.51% F: 43.61%
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+ 2023-05-24 22:11:12 INFO test: loss: nan - UP: 47.91% UR: 34.21% UF: 39.92% P: 45.90% R: 32.77% F: 38.24%
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+ 2023-05-24 22:11:12 INFO 0:00:09.769350s elapsed
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+ 2023-05-24 22:11:20 INFO lr: 4.9280e-05 - loss: 0.0012 - UP: 92.64% UR: 86.74% UF: 89.60% P: 92.64% R: 86.74% F: 89.60%
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+ 2023-05-24 22:11:21 INFO dev: loss: nan - UP: 57.01% UR: 38.84% UF: 46.21% P: 55.06% R: 37.51% F: 44.62%
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+ 2023-05-24 22:11:22 INFO test: loss: nan - UP: 48.32% UR: 32.75% UF: 39.04% P: 46.51% R: 31.52% F: 37.58%
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+ 2023-05-24 22:11:22 INFO 0:00:09.733806s elapsed
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+ 2023-05-24 22:11:29 INFO lr: 4.9270e-05 - loss: 0.0005 - UP: 93.05% UR: 86.96% UF: 89.90% P: 93.05% R: 86.96% F: 89.90%
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+ 2023-05-24 22:11:30 INFO dev: loss: nan - UP: 58.51% UR: 38.77% UF: 46.64% P: 56.89% R: 37.69% F: 45.34%
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+ 2023-05-24 22:11:32 INFO test: loss: nan - UP: 49.95% UR: 33.81% UF: 40.32% P: 47.96% R: 32.45% F: 38.71%
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+ 2023-05-24 22:11:32 INFO 0:00:09.764904s elapsed
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+ 2023-05-24 22:11:32 INFO Epoch 74 / 5000:
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+ 2023-05-24 22:11:39 INFO lr: 4.9260e-05 - loss: nan - UP: 94.86% UR: 88.46% UF: 91.55% P: 94.85% R: 88.45% F: 91.54%
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+ 2023-05-24 22:11:40 INFO dev: loss: nan - UP: 58.72% UR: 38.70% UF: 46.65% P: 57.14% R: 37.66% F: 45.40%
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+ 2023-05-24 22:11:42 INFO test: loss: nan - UP: 49.23% UR: 33.64% UF: 39.96% P: 47.31% R: 32.33% F: 38.41%
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+ 2023-05-24 22:11:42 INFO 0:00:09.733272s elapsed
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+ 2023-05-24 22:11:49 INFO lr: 4.9250e-05 - loss: 0.0002 - UP: 93.83% UR: 89.52% UF: 91.62% P: 93.81% R: 89.50% F: 91.60%
515
+ 2023-05-24 22:11:50 INFO dev: loss: nan - UP: 57.76% UR: 42.54% UF: 49.00% P: 56.20% R: 41.39% F: 47.67%
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+ 2023-05-24 22:11:51 INFO test: loss: nan - UP: 48.73% UR: 35.77% UF: 41.26% P: 47.12% R: 34.59% F: 39.89%
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+ 2023-05-24 22:11:54 INFO 0:00:09.757361s elapsed (saved)
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+ 2023-05-24 22:12:01 INFO lr: 4.9240e-05 - loss: 0.0020 - UP: 94.63% UR: 89.16% UF: 91.81% P: 94.62% R: 89.15% F: 91.80%
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+ 2023-05-24 22:12:02 INFO dev: loss: nan - UP: 58.07% UR: 37.87% UF: 45.85% P: 56.36% R: 36.76% F: 44.50%
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+ 2023-05-24 22:12:04 INFO test: loss: nan - UP: 49.78% UR: 33.17% UF: 39.81% P: 48.03% R: 32.01% F: 38.42%
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+ 2023-05-24 22:12:04 INFO 0:00:09.770641s elapsed
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+ 2023-05-24 22:12:11 INFO lr: 4.9230e-05 - loss: 0.0011 - UP: 95.43% UR: 89.94% UF: 92.60% P: 95.43% R: 89.94% F: 92.60%
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+ 2023-05-24 22:12:12 INFO dev: loss: nan - UP: 58.37% UR: 40.71% UF: 47.97% P: 56.83% R: 39.63% F: 46.70%
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+ 2023-05-24 22:12:14 INFO test: loss: nan - UP: 49.86% UR: 34.44% UF: 40.74% P: 48.09% R: 33.21% F: 39.29%
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+ 2023-05-24 22:12:14 INFO 0:00:09.766537s elapsed
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+ 2023-05-24 22:12:21 INFO lr: 4.9220e-05 - loss: 0.0018 - UP: 94.51% UR: 90.80% UF: 92.62% P: 94.51% R: 90.80% F: 92.62%
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+ 2023-05-24 22:12:22 INFO dev: loss: nan - UP: 55.13% UR: 42.69% UF: 48.12% P: 53.41% R: 41.36% F: 46.62%
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+ 2023-05-24 22:12:23 INFO test: loss: nan - UP: 47.36% UR: 36.57% UF: 41.27% P: 45.47% R: 35.12% F: 39.63%
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+ 2023-05-24 22:12:23 INFO 0:00:09.767742s elapsed
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+ 2023-05-24 22:12:31 INFO lr: 4.9210e-05 - loss: 0.0012 - UP: 94.38% UR: 90.80% UF: 92.56% P: 94.37% R: 90.79% F: 92.54%
539
+ 2023-05-24 22:12:32 INFO dev: loss: nan - UP: 60.33% UR: 37.55% UF: 46.29% P: 58.66% R: 36.51% F: 45.01%
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+ 2023-05-24 22:12:33 INFO test: loss: nan - UP: 51.24% UR: 32.79% UF: 39.99% P: 49.39% R: 31.61% F: 38.55%
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+ 2023-05-24 22:12:33 INFO 0:00:09.758212s elapsed
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+ 2023-05-24 22:12:40 INFO lr: 4.9200e-05 - loss: 0.0016 - UP: 95.43% UR: 90.92% UF: 93.12% P: 95.43% R: 90.92% F: 93.12%
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+ 2023-05-24 22:12:41 INFO dev: loss: nan - UP: 58.08% UR: 43.91% UF: 50.01% P: 56.18% R: 42.47% F: 48.37%
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+ 2023-05-24 22:12:43 INFO test: loss: nan - UP: 48.37% UR: 35.83% UF: 41.17% P: 46.63% R: 34.54% F: 39.69%
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+ 2023-05-24 22:12:45 INFO 0:00:09.774170s elapsed (saved)
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+ 2023-05-24 22:12:53 INFO lr: 4.9190e-05 - loss: 0.0013 - UP: 94.67% UR: 89.90% UF: 92.22% P: 94.67% R: 89.90% F: 92.22%
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+ 2023-05-24 22:12:54 INFO dev: loss: nan - UP: 55.97% UR: 34.21% UF: 42.46% P: 53.73% R: 32.84% F: 40.77%
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+ 2023-05-24 22:12:55 INFO test: loss: nan - UP: 50.33% UR: 32.54% UF: 39.52% P: 48.33% R: 31.25% F: 37.96%
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+ 2023-05-24 22:12:55 INFO 0:00:09.825935s elapsed
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+ 2023-05-24 22:13:03 INFO lr: 4.9180e-05 - loss: nan - UP: 94.26% UR: 90.73% UF: 92.46% P: 94.26% R: 90.73% F: 92.46%
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+ 2023-05-24 22:13:04 INFO dev: loss: nan - UP: 60.57% UR: 37.69% UF: 46.47% P: 58.83% R: 36.62% F: 45.14%
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+ 2023-05-24 22:13:05 INFO test: loss: nan - UP: 51.74% UR: 32.60% UF: 40.00% P: 49.93% R: 31.46% F: 38.60%
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+ 2023-05-24 22:13:12 INFO lr: 4.9170e-05 - loss: 0.0010 - UP: 89.26% UR: 88.19% UF: 88.72% P: 89.22% R: 88.15% F: 88.68%
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+ 2023-05-24 22:13:13 INFO dev: loss: nan - UP: 72.29% UR: 19.40% UF: 30.59% P: 69.08% R: 18.54% F: 29.24%
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+ 2023-05-24 22:13:15 INFO test: loss: nan - UP: 61.99% UR: 18.57% UF: 28.58% P: 59.38% R: 17.79% F: 27.38%
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+ 2023-05-24 22:13:15 INFO 0:00:09.760176s elapsed
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+ 2023-05-24 22:13:22 INFO lr: 4.9160e-05 - loss: 0.0024 - UP: 93.00% UR: 81.06% UF: 86.62% P: 92.97% R: 81.04% F: 86.60%
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+ 2023-05-24 22:13:25 INFO test: loss: nan - UP: 48.40% UR: 33.19% UF: 39.38% P: 45.84% R: 31.44% F: 37.30%
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+ 2023-05-24 22:13:25 INFO 0:00:09.709900s elapsed
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+ 2023-05-24 22:13:32 INFO lr: 4.9150e-05 - loss: 0.0006 - UP: 94.57% UR: 89.04% UF: 91.72% P: 94.57% R: 89.04% F: 91.72%
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+ 2023-05-24 22:13:33 INFO dev: loss: nan - UP: 58.35% UR: 40.53% UF: 47.84% P: 57.01% R: 39.60% F: 46.73%
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+ 2023-05-24 22:13:34 INFO test: loss: nan - UP: 48.05% UR: 36.13% UF: 41.24% P: 46.22% R: 34.76% F: 39.68%
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+ 2023-05-24 22:13:34 INFO 0:00:09.752282s elapsed
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+ 2023-05-24 22:13:42 INFO lr: 4.9140e-05 - loss: 0.0018 - UP: 94.83% UR: 90.79% UF: 92.77% P: 94.83% R: 90.79% F: 92.77%
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+ 2023-05-24 22:13:43 INFO dev: loss: nan - UP: 59.98% UR: 35.11% UF: 44.29% P: 58.20% R: 34.06% F: 42.97%
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+ 2023-05-24 22:13:44 INFO test: loss: nan - UP: 52.80% UR: 33.23% UF: 40.79% P: 50.79% R: 31.97% F: 39.24%
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+ 2023-05-24 22:13:51 INFO lr: 4.9130e-05 - loss: nan - UP: 95.67% UR: 91.48% UF: 93.53% P: 95.67% R: 91.48% F: 93.53%
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+ 2023-05-24 22:14:52 INFO test: loss: nan - UP: 50.34% UR: 9.42% UF: 15.87% P: 45.37% R: 8.49% F: 14.31%
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+ 2023-05-24 22:14:52 INFO 0:00:09.768208s elapsed
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+ 2023-05-24 22:15:02 INFO test: loss: nan - UP: 54.47% UR: 16.86% UF: 25.75% P: 51.67% R: 15.99% F: 24.43%
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+ 2023-05-24 22:15:02 INFO 0:00:09.751126s elapsed
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+ 2023-05-24 22:15:10 INFO dev: loss: nan - UP: 46.65% UR: 34.28% UF: 39.52% P: 45.09% R: 33.13% F: 38.19%
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+ 2023-05-24 22:15:12 INFO test: loss: nan - UP: 40.06% UR: 34.38% UF: 37.00% P: 38.56% R: 33.09% F: 35.62%
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+ 2023-05-24 22:15:20 INFO dev: loss: nan - UP: 55.02% UR: 22.46% UF: 31.90% P: 51.85% R: 21.16% F: 30.06%
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+ 2023-05-24 22:15:30 INFO dev: loss: nan - UP: 53.39% UR: 25.15% UF: 34.20% P: 51.26% R: 24.15% F: 32.83%
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+ 2023-05-24 22:15:31 INFO test: loss: nan - UP: 42.71% UR: 24.80% UF: 31.38% P: 40.63% R: 23.60% F: 29.86%
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+ 2023-05-24 22:15:40 INFO dev: loss: nan - UP: 56.78% UR: 31.30% UF: 40.35% P: 54.95% R: 30.29% F: 39.05%
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+ 2023-05-24 22:15:51 INFO 0:00:09.752037s elapsed
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+ 2023-05-24 22:16:01 INFO 0:00:09.740038s elapsed
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+ 2023-05-24 22:16:10 INFO 0:00:09.776452s elapsed
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+ 2023-05-24 22:17:38 INFO 0:00:09.787031s elapsed
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+ 2023-05-24 22:17:45 INFO Epoch 80 saved
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731
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+ 2023-05-24 22:17:45 INFO 0:17:52.570425s elapsed, 0:00:09.750640s/epoch
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/60/model_vi_mpqa_twxlmsa_9
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/60/dev.conllu
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+ embed | data/glove.6B.100d.txt
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
39
+ 2023-05-24 22:40:51 INFO Building the fields
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+ 2023-05-24 22:40:54 INFO CoNLL(
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+ 2023-05-24 22:40:54 INFO Building the model
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+ 2023-05-24 22:40:59 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)
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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 22:40:59 INFO Loading the data
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+ 2023-05-24 22:41:06 INFO
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+ train: Dataset(n_sentences=3522, n_batches=40, n_buckets=32)
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+ dev: Dataset(n_sentences=1236, n_batches=32, n_buckets=32)
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+ test: Dataset(n_sentences=2112, n_batches=34, n_buckets=32)
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+
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+ 2023-05-24 22:41:06 INFO Epoch 1 / 5000:
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+ 2023-05-24 22:41:15 INFO lr: 4.9990e-05 - loss: 0.0740 - UP: 0.25% UR: 1.15% UF: 0.41% P: 0.04% R: 0.21% F: 0.07%
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+ 2023-05-24 22:41:16 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 22:41:17 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 22:41:17 INFO 0:00:11.064795s elapsed
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+ 2023-05-24 22:41:25 INFO lr: 4.9980e-05 - loss: 0.0454 - UP: 17.91% UR: 0.26% UF: 0.51% P: 17.91% R: 0.26% F: 0.51%
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+ 2023-05-24 22:41:26 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 22:41:27 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 22:41:36 INFO lr: 4.9970e-05 - loss: 0.0083 - UP: 14.93% UR: 0.22% UF: 0.43% P: 13.43% R: 0.20% F: 0.39%
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+ 2023-05-24 22:41:37 INFO dev: loss: nan - UP: 66.67% UR: 0.22% UF: 0.43% P: 55.56% R: 0.18% F: 0.36%
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+ 2023-05-24 22:41:38 INFO test: loss: nan - UP: 59.09% UR: 0.27% UF: 0.55% P: 40.91% R: 0.19% F: 0.38%
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+ 2023-05-24 22:41:43 INFO 0:00:10.533674s elapsed (saved)
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+ 2023-05-24 22:41:51 INFO lr: 4.9960e-05 - loss: 0.0295 - UP: 29.00% UR: 1.80% UF: 3.38% P: 28.82% R: 1.78% F: 3.36%
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+ 2023-05-24 22:41:52 INFO dev: loss: nan - UP: 57.26% UR: 2.41% UF: 4.62% P: 51.28% R: 2.16% F: 4.14%
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+ 2023-05-24 22:41:53 INFO test: loss: nan - UP: 64.11% UR: 2.83% UF: 5.42% P: 55.50% R: 2.45% F: 4.69%
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+ 2023-05-24 22:41:59 INFO 0:00:10.510999s elapsed (saved)
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+ 2023-05-24 22:42:07 INFO lr: 4.9950e-05 - loss: 0.0244 - UP: 27.35% UR: 2.02% UF: 3.77% P: 25.44% R: 1.88% F: 3.51%
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+ 2023-05-24 22:42:08 INFO dev: loss: nan - UP: 66.67% UR: 0.07% UF: 0.14% P: 66.67% R: 0.07% F: 0.14%
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+ 2023-05-24 22:42:10 INFO test: loss: nan - UP: 58.82% UR: 0.21% UF: 0.42% P: 29.41% R: 0.11% F: 0.21%
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+ 2023-05-24 22:42:10 INFO 0:00:10.458194s elapsed
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+ 2023-05-24 22:42:18 INFO lr: 4.9940e-05 - loss: nan - UP: 46.48% UR: 4.53% UF: 8.25% P: 46.26% R: 4.51% F: 8.21%
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+ 2023-05-24 22:42:19 INFO dev: loss: nan - UP: 53.99% UR: 5.35% UF: 9.74% P: 50.72% R: 5.03% F: 9.15%
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+ 2023-05-24 22:42:20 INFO test: loss: nan - UP: 51.86% UR: 4.42% UF: 8.14% P: 45.16% R: 3.85% F: 7.09%
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+ 2023-05-24 22:42:26 INFO 0:00:10.521637s elapsed (saved)
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+ 2023-05-24 22:42:34 INFO lr: 4.9930e-05 - loss: 0.0206 - UP: 53.29% UR: 9.97% UF: 16.80% P: 52.88% R: 9.89% F: 16.67%
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+ 2023-05-24 22:42:35 INFO dev: loss: nan - UP: 57.31% UR: 6.90% UF: 12.32% P: 54.93% R: 6.61% F: 11.80%
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+ 2023-05-24 22:42:37 INFO test: loss: nan - UP: 51.75% UR: 7.50% UF: 13.10% P: 48.83% R: 7.08% F: 12.36%
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+ 2023-05-24 22:42:43 INFO 0:00:10.496062s elapsed (saved)
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+ 2023-05-24 22:42:51 INFO lr: 4.9920e-05 - loss: 0.0188 - UP: 60.73% UR: 14.23% UF: 23.05% P: 60.27% R: 14.12% F: 22.87%
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+ 2023-05-24 22:42:52 INFO dev: loss: nan - UP: 57.49% UR: 14.34% UF: 22.95% P: 55.62% R: 13.87% F: 22.20%
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+ 2023-05-24 22:42:54 INFO test: loss: nan - UP: 53.64% UR: 14.32% UF: 22.61% P: 50.63% R: 13.52% F: 21.34%
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+ 2023-05-24 22:43:00 INFO 0:00:10.532553s elapsed (saved)
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+
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+ 2023-05-24 22:43:00 INFO Epoch 9 / 5000:
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+ 2023-05-24 22:43:08 INFO lr: 4.9910e-05 - loss: 0.0132 - UP: 56.65% UR: 12.70% UF: 20.75% P: 56.36% R: 12.64% F: 20.64%
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+ 2023-05-24 22:43:09 INFO dev: loss: nan - UP: 61.47% UR: 7.22% UF: 12.93% P: 57.19% R: 6.72% F: 12.03%
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+ 2023-05-24 22:43:10 INFO test: loss: nan - UP: 57.42% UR: 6.87% UF: 12.27% P: 50.53% R: 6.04% F: 10.79%
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+ 2023-05-24 22:43:10 INFO 0:00:10.528982s elapsed
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+ 2023-05-24 22:43:19 INFO lr: 4.9900e-05 - loss: nan - UP: 62.97% UR: 17.49% UF: 27.38% P: 62.85% R: 17.46% F: 27.33%
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+ 2023-05-24 22:43:19 INFO dev: loss: nan - UP: 67.37% UR: 8.08% UF: 14.44% P: 65.87% R: 7.91% F: 14.12%
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+ 2023-05-24 22:43:21 INFO test: loss: nan - UP: 62.29% UR: 9.21% UF: 16.05% P: 58.29% R: 8.62% F: 15.02%
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+ 2023-05-24 22:43:29 INFO lr: 4.9890e-05 - loss: 0.0131 - UP: 61.54% UR: 18.28% UF: 28.19% P: 61.43% R: 18.25% F: 28.14%
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+ 2023-05-24 22:43:30 INFO dev: loss: nan - UP: 45.48% UR: 20.23% UF: 28.00% P: 42.41% R: 18.86% F: 26.11%
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+ 2023-05-24 22:43:32 INFO test: loss: nan - UP: 43.48% UR: 20.94% UF: 28.27% P: 41.20% R: 19.84% F: 26.78%
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+ 2023-05-24 22:43:38 INFO 0:00:10.569765s elapsed (saved)
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+ 2023-05-24 22:43:46 INFO lr: 4.9880e-05 - loss: 0.0158 - UP: 64.18% UR: 23.79% UF: 34.71% P: 64.15% R: 23.78% F: 34.70%
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+ 2023-05-24 22:43:47 INFO dev: loss: nan - UP: 49.49% UR: 15.56% UF: 23.67% P: 48.23% R: 15.16% F: 23.07%
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+ 2023-05-24 22:43:49 INFO test: loss: nan - UP: 42.64% UR: 16.40% UF: 23.68% P: 40.71% R: 15.66% F: 22.62%
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+ 2023-05-24 22:43:57 INFO lr: 4.9870e-05 - loss: 0.0155 - UP: 64.59% UR: 23.70% UF: 34.68% P: 64.18% R: 23.55% F: 34.46%
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+ 2023-05-24 22:43:58 INFO dev: loss: nan - UP: 52.11% UR: 19.08% UF: 27.93% P: 50.05% R: 18.33% F: 26.83%
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+ 2023-05-24 22:43:59 INFO test: loss: nan - UP: 42.46% UR: 18.49% UF: 25.76% P: 40.17% R: 17.49% F: 24.37%
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+ 2023-05-24 22:44:05 INFO 0:00:10.520436s elapsed (saved)
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+ 2023-05-24 22:44:14 INFO lr: 4.9860e-05 - loss: 0.0127 - UP: 62.08% UR: 25.12% UF: 35.77% P: 61.57% R: 24.91% F: 35.47%
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+ 2023-05-24 22:44:14 INFO dev: loss: nan - UP: 53.56% UR: 18.36% UF: 27.35% P: 52.20% R: 17.89% F: 26.65%
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+ 2023-05-24 22:44:16 INFO test: loss: nan - UP: 45.86% UR: 18.36% UF: 26.22% P: 43.11% R: 17.26% F: 24.65%
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+ 2023-05-24 22:44:24 INFO lr: 4.9850e-05 - loss: 0.0206 - UP: 68.16% UR: 25.04% UF: 36.63% P: 68.01% R: 24.99% F: 36.55%
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+ 2023-05-24 22:44:25 INFO dev: loss: nan - UP: 53.03% UR: 14.16% UF: 22.35% P: 51.28% R: 13.69% F: 21.61%
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+ 2023-05-24 22:44:26 INFO test: loss: nan - UP: 51.32% UR: 13.94% UF: 21.93% P: 48.13% R: 13.08% F: 20.57%
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+ 2023-05-24 22:44:35 INFO lr: 4.9840e-05 - loss: 0.0198 - UP: 58.18% UR: 18.08% UF: 27.58% P: 58.00% R: 18.02% F: 27.50%
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+ 2023-05-24 22:44:36 INFO dev: loss: nan - UP: 63.39% UR: 7.65% UF: 13.66% P: 61.61% R: 7.44% F: 13.27%
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+ 2023-05-24 22:44:37 INFO test: loss: nan - UP: 66.96% UR: 8.05% UF: 14.37% P: 63.27% R: 7.61% F: 13.58%
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+ 2023-05-24 22:44:37 INFO 0:00:10.543705s elapsed
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+ 2023-05-24 22:44:45 INFO lr: 4.9830e-05 - loss: nan - UP: 71.25% UR: 31.61% UF: 43.79% P: 71.10% R: 31.54% F: 43.70%
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+ 2023-05-24 22:44:46 INFO dev: loss: nan - UP: 50.35% UR: 28.53% UF: 36.42% P: 48.83% R: 27.67% F: 35.32%
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+ 2023-05-24 22:44:48 INFO test: loss: nan - UP: 43.09% UR: 26.09% UF: 32.50% P: 41.31% R: 25.02% F: 31.16%
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+ 2023-05-24 22:44:54 INFO 0:00:10.623102s elapsed (saved)
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+ 2023-05-24 22:45:02 INFO lr: 4.9820e-05 - loss: 0.0092 - UP: 74.36% UR: 41.92% UF: 53.62% P: 74.31% R: 41.89% F: 53.58%
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+ 2023-05-24 22:45:03 INFO dev: loss: nan - UP: 49.82% UR: 29.86% UF: 37.34% P: 47.84% R: 28.67% F: 35.86%
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+ 2023-05-24 22:45:04 INFO test: loss: nan - UP: 43.93% UR: 25.90% UF: 32.59% P: 41.60% R: 24.53% F: 30.86%
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+ 2023-05-24 22:45:11 INFO 0:00:10.574247s elapsed (saved)
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+ 2023-05-24 22:45:19 INFO lr: 4.9810e-05 - loss: 0.0067 - UP: 75.83% UR: 45.15% UF: 56.60% P: 75.80% R: 45.12% F: 56.57%
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+ 2023-05-24 22:45:20 INFO dev: loss: nan - UP: 54.28% UR: 24.83% UF: 34.07% P: 52.40% R: 23.97% F: 32.89%
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+ 2023-05-24 22:45:21 INFO test: loss: nan - UP: 49.60% UR: 23.64% UF: 32.02% P: 47.25% R: 22.52% F: 30.51%
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+ 2023-05-24 22:45:29 INFO lr: 4.9800e-05 - loss: 0.0063 - UP: 78.50% UR: 48.92% UF: 60.28% P: 78.48% R: 48.91% F: 60.27%
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+ 2023-05-24 22:45:30 INFO dev: loss: nan - UP: 54.27% UR: 27.20% UF: 36.24% P: 52.54% R: 26.34% F: 35.09%
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+ 2023-05-24 22:45:32 INFO test: loss: nan - UP: 50.88% UR: 23.94% UF: 32.56% P: 48.85% R: 22.99% F: 31.26%
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+ 2023-05-24 22:45:32 INFO 0:00:10.547075s elapsed
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+ 2023-05-24 22:45:40 INFO lr: 4.9790e-05 - loss: 0.0057 - UP: 78.90% UR: 53.22% UF: 63.56% P: 78.83% R: 53.18% F: 63.51%
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+ 2023-05-24 22:45:41 INFO dev: loss: nan - UP: 51.81% UR: 29.28% UF: 37.42% P: 49.59% R: 28.03% F: 35.81%
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+ 2023-05-24 22:45:42 INFO test: loss: nan - UP: 48.01% UR: 27.09% UF: 34.63% P: 45.73% R: 25.80% F: 32.99%
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+ 2023-05-24 22:45:42 INFO 0:00:10.562274s elapsed
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+ 2023-05-24 22:45:50 INFO lr: 4.9780e-05 - loss: 0.0074 - UP: 80.64% UR: 58.71% UF: 67.95% P: 80.55% R: 58.64% F: 67.87%
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+ 2023-05-24 22:45:53 INFO test: loss: nan - UP: 48.02% UR: 27.42% UF: 34.91% P: 45.99% R: 26.26% F: 33.43%
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+ 2023-05-24 22:45:59 INFO 0:00:10.581301s elapsed (saved)
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+ 2023-05-24 22:46:07 INFO lr: 4.9770e-05 - loss: nan - UP: 80.18% UR: 57.87% UF: 67.22% P: 80.06% R: 57.78% F: 67.12%
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+ 2023-05-24 22:46:08 INFO dev: loss: nan - UP: 56.33% UR: 21.60% UF: 31.22% P: 53.51% R: 20.52% F: 29.66%
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+ 2023-05-24 22:46:09 INFO test: loss: nan - UP: 51.76% UR: 21.47% UF: 30.35% P: 48.96% R: 20.30% F: 28.70%
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+ 2023-05-24 22:46:09 INFO 0:00:10.597767s elapsed
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+ 2023-05-24 22:46:18 INFO lr: 4.9760e-05 - loss: nan - UP: 75.39% UR: 48.01% UF: 58.66% P: 74.74% R: 47.59% F: 58.16%
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+ 2023-05-24 22:46:18 INFO dev: loss: nan - UP: 59.38% UR: 20.01% UF: 29.94% P: 57.46% R: 19.37% F: 28.97%
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+ 2023-05-24 22:46:20 INFO test: loss: nan - UP: 57.42% UR: 19.63% UF: 29.26% P: 54.20% R: 18.53% F: 27.62%
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+ 2023-05-24 22:46:20 INFO 0:00:10.566029s elapsed
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+ 2023-05-24 22:46:28 INFO lr: 4.9750e-05 - loss: 0.0053 - UP: 79.53% UR: 56.55% UF: 66.10% P: 79.46% R: 56.50% F: 66.04%
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+ 2023-05-24 22:46:31 INFO test: loss: nan - UP: 49.21% UR: 24.49% UF: 32.70% P: 47.64% R: 23.71% F: 31.66%
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+ 2023-05-24 22:46:39 INFO lr: 4.9740e-05 - loss: nan - UP: 82.64% UR: 59.72% UF: 69.33% P: 82.59% R: 59.69% F: 69.29%
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+ 2023-05-24 22:46:40 INFO dev: loss: nan - UP: 57.16% UR: 23.54% UF: 33.34% P: 55.50% R: 22.85% F: 32.37%
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+ 2023-05-24 22:46:41 INFO test: loss: nan - UP: 56.70% UR: 22.18% UF: 31.89% P: 54.43% R: 21.30% F: 30.62%
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+ 2023-05-24 22:46:49 INFO lr: 4.9730e-05 - loss: 0.0041 - UP: 83.77% UR: 64.66% UF: 72.99% P: 83.73% R: 64.63% F: 72.95%
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+ 2023-05-24 22:46:50 INFO dev: loss: nan - UP: 49.70% UR: 29.86% UF: 37.31% P: 47.97% R: 28.82% F: 36.00%
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+ 2023-05-24 22:47:00 INFO lr: 4.9720e-05 - loss: 0.0041 - UP: 84.85% UR: 67.28% UF: 75.05% P: 84.85% R: 67.28% F: 75.05%
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+ 2023-05-24 22:47:01 INFO dev: loss: nan - UP: 48.10% UR: 34.03% UF: 39.86% P: 46.32% R: 32.77% F: 38.38%
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+ 2023-05-24 22:47:02 INFO test: loss: nan - UP: 46.41% UR: 30.02% UF: 36.46% P: 44.12% R: 28.54% F: 34.66%
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+ 2023-05-24 22:47:16 INFO lr: 4.9710e-05 - loss: 0.0028 - UP: 86.38% UR: 69.28% UF: 76.89% P: 86.36% R: 69.26% F: 76.87%
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+ 2023-05-24 22:50:42 INFO dev: loss: nan - UP: 42.41% UR: 39.13% UF: 40.70% P: 41.24% R: 38.05% F: 39.58%
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+ 2023-05-24 22:50:43 INFO test: loss: nan - UP: 36.56% UR: 35.31% UF: 35.92% P: 35.14% R: 33.93% F: 34.53%
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+ 2023-05-24 22:51:00 INFO 0:00:10.595519s elapsed (saved)
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+ 2023-05-24 22:51:50 INFO lr: 4.9480e-05 - loss: 0.0031 - UP: 88.59% UR: 75.09% UF: 81.28% P: 88.56% R: 75.07% F: 81.26%
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+ 2023-05-24 22:53:05 INFO dev: loss: nan - UP: 41.58% UR: 25.37% UF: 31.51% P: 41.05% R: 25.04% F: 31.11%
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+ 2023-05-24 22:53:36 INFO lr: 4.9380e-05 - loss: 0.0036 - UP: 86.35% UR: 70.23% UF: 77.46% P: 86.31% R: 70.20% F: 77.43%
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+ 2023-05-24 22:55:01 INFO lr: 4.9300e-05 - loss: 0.0024 - UP: 94.35% UR: 85.85% UF: 89.90% P: 94.35% R: 85.85% F: 89.90%
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+ 2023-05-24 22:55:54 INFO lr: 4.9250e-05 - loss: 0.0017 - UP: 94.83% UR: 90.04% UF: 92.37% P: 94.83% R: 90.04% F: 92.37%
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+ 2023-05-24 22:55:56 INFO 0:00:10.601406s elapsed
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+ 2023-05-24 22:56:05 INFO lr: 4.9240e-05 - loss: 0.0021 - UP: 95.98% UR: 90.16% UF: 92.98% P: 95.98% R: 90.16% F: 92.98%
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+ 2023-05-24 22:56:05 INFO dev: loss: nan - UP: 56.94% UR: 36.69% UF: 44.62% P: 55.10% R: 35.50% F: 43.18%
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+ 2023-05-24 22:56:07 INFO test: loss: nan - UP: 49.71% UR: 34.25% UF: 40.56% P: 47.78% R: 32.92% F: 38.98%
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+ 2023-05-24 22:56:13 INFO 0:00:10.584643s elapsed (saved)
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+ 2023-05-24 22:56:21 INFO lr: 4.9230e-05 - loss: 0.0019 - UP: 95.81% UR: 91.29% UF: 93.50% P: 95.81% R: 91.29% F: 93.50%
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+ 2023-05-24 22:56:23 INFO test: loss: nan - UP: 48.86% UR: 32.47% UF: 39.02% P: 46.85% R: 31.14% F: 37.42%
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+ 2023-05-24 22:56:23 INFO 0:00:10.554288s elapsed
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+ 2023-05-24 22:56:31 INFO lr: 4.9220e-05 - loss: 0.0020 - UP: 93.86% UR: 88.57% UF: 91.14% P: 93.84% R: 88.55% F: 91.12%
534
+ 2023-05-24 22:56:32 INFO dev: loss: nan - UP: 53.98% UR: 36.04% UF: 43.22% P: 51.88% R: 34.64% F: 41.54%
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+ 2023-05-24 22:56:34 INFO test: loss: nan - UP: 45.82% UR: 32.90% UF: 38.30% P: 44.06% R: 31.63% F: 36.82%
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+ 2023-05-24 22:56:34 INFO 0:00:10.535008s elapsed
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+ 2023-05-24 22:56:42 INFO lr: 4.9210e-05 - loss: 0.0016 - UP: 95.19% UR: 90.69% UF: 92.89% P: 95.19% R: 90.69% F: 92.89%
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+ 2023-05-24 22:56:43 INFO dev: loss: nan - UP: 55.77% UR: 35.93% UF: 43.71% P: 53.88% R: 34.71% F: 42.22%
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+ 2023-05-24 22:56:44 INFO 0:00:10.586880s elapsed
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+ 2023-05-24 22:56:53 INFO lr: 4.9200e-05 - loss: 0.0015 - UP: 95.72% UR: 91.85% UF: 93.75% P: 95.72% R: 91.85% F: 93.75%
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+ 2023-05-24 22:56:54 INFO dev: loss: nan - UP: 55.64% UR: 34.93% UF: 42.91% P: 53.69% R: 33.70% F: 41.41%
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+ 2023-05-24 22:56:55 INFO test: loss: nan - UP: 49.15% UR: 32.41% UF: 39.06% P: 47.36% R: 31.23% F: 37.64%
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+ 2023-05-24 22:56:55 INFO 0:00:10.583823s elapsed
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+ 2023-05-24 22:57:03 INFO lr: 4.9190e-05 - loss: 0.0014 - UP: 95.55% UR: 93.08% UF: 94.30% P: 95.55% R: 93.08% F: 94.30%
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+ 2023-05-24 22:57:04 INFO dev: loss: nan - UP: 55.66% UR: 36.72% UF: 44.25% P: 53.54% R: 35.32% F: 42.56%
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+ 2023-05-24 22:57:06 INFO test: loss: nan - UP: 48.77% UR: 34.35% UF: 40.31% P: 46.70% R: 32.90% F: 38.60%
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+ 2023-05-24 22:57:06 INFO 0:00:10.576715s elapsed
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+ 2023-05-24 22:57:14 INFO lr: 4.9180e-05 - loss: 0.0004 - UP: 96.60% UR: 93.35% UF: 94.95% P: 96.60% R: 93.35% F: 94.95%
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+ 2023-05-24 22:57:15 INFO dev: loss: nan - UP: 60.39% UR: 34.67% UF: 44.05% P: 58.51% R: 33.60% F: 42.68%
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+ 2023-05-24 22:57:16 INFO test: loss: nan - UP: 51.18% UR: 31.50% UF: 39.00% P: 49.33% R: 30.36% F: 37.59%
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+ 2023-05-24 22:57:16 INFO 0:00:10.602306s elapsed
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+ 2023-05-24 22:57:24 INFO lr: 4.9170e-05 - loss: 0.0012 - UP: 96.36% UR: 93.67% UF: 94.99% P: 96.36% R: 93.67% F: 94.99%
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+ 2023-05-24 22:57:25 INFO dev: loss: nan - UP: 61.44% UR: 35.03% UF: 44.62% P: 59.61% R: 33.99% F: 43.30%
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+ 2023-05-24 22:57:27 INFO test: loss: nan - UP: 51.99% UR: 32.33% UF: 39.86% P: 50.29% R: 31.27% F: 38.56%
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+ 2023-05-24 22:57:33 INFO 0:00:10.595931s elapsed (saved)
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+ 2023-05-24 22:57:41 INFO lr: 4.9160e-05 - loss: 0.0009 - UP: 96.39% UR: 94.29% UF: 95.33% P: 96.39% R: 94.29% F: 95.33%
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+ 2023-05-24 22:57:42 INFO dev: loss: nan - UP: 57.25% UR: 37.87% UF: 45.59% P: 55.13% R: 36.47% F: 43.90%
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+ 2023-05-24 22:57:43 INFO test: loss: nan - UP: 47.42% UR: 35.47% UF: 40.58% P: 45.64% R: 34.14% F: 39.06%
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+ 2023-05-24 22:57:50 INFO 0:00:10.596968s elapsed (saved)
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+ 2023-05-24 22:57:58 INFO lr: 4.9150e-05 - loss: 0.0009 - UP: 96.97% UR: 94.65% UF: 95.79% P: 96.97% R: 94.65% F: 95.79%
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+ 2023-05-24 22:57:59 INFO dev: loss: nan - UP: 59.45% UR: 34.14% UF: 43.37% P: 57.32% R: 32.91% F: 41.82%
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+ 2023-05-24 22:58:01 INFO test: loss: nan - UP: 50.72% UR: 32.05% UF: 39.28% P: 48.71% R: 30.78% F: 37.73%
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+ 2023-05-24 22:58:01 INFO 0:00:10.535978s elapsed
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+ 2023-05-24 22:58:09 INFO lr: 4.9140e-05 - loss: 0.0007 - UP: 96.94% UR: 94.70% UF: 95.80% P: 96.94% R: 94.70% F: 95.80%
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+ 2023-05-24 22:58:10 INFO dev: loss: nan - UP: 58.67% UR: 35.00% UF: 43.84% P: 56.63% R: 33.78% F: 42.31%
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+ 2023-05-24 22:58:11 INFO test: loss: nan - UP: 49.79% UR: 32.96% UF: 39.66% P: 47.75% R: 31.61% F: 38.04%
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+ 2023-05-24 22:58:11 INFO 0:00:10.539946s elapsed
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+ 2023-05-24 22:58:19 INFO lr: 4.9130e-05 - loss: 0.0006 - UP: 97.13% UR: 94.60% UF: 95.85% P: 97.12% R: 94.59% F: 95.84%
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+ 2023-05-24 22:58:20 INFO dev: loss: nan - UP: 59.32% UR: 35.79% UF: 44.64% P: 57.36% R: 34.60% F: 43.16%
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+ 2023-05-24 22:58:22 INFO test: loss: nan - UP: 50.27% UR: 33.64% UF: 40.30% P: 48.41% R: 32.39% F: 38.81%
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+ 2023-05-24 22:58:22 INFO 0:00:10.531261s elapsed
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+ 2023-05-24 22:58:30 INFO lr: 4.9120e-05 - loss: nan - UP: 96.68% UR: 95.06% UF: 95.86% P: 96.67% R: 95.05% F: 95.85%
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+ 2023-05-24 22:58:32 INFO test: loss: nan - UP: 50.76% UR: 33.34% UF: 40.24% P: 49.08% R: 32.24% F: 38.92%
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+ 2023-05-24 22:58:40 INFO lr: 4.9110e-05 - loss: 0.0011 - UP: 97.45% UR: 95.24% UF: 96.33% P: 97.44% R: 95.23% F: 96.32%
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+ 2023-05-24 22:58:43 INFO test: loss: nan - UP: 50.75% UR: 33.42% UF: 40.31% P: 48.89% R: 32.20% F: 38.83%
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+ 2023-05-24 22:58:51 INFO lr: 4.9100e-05 - loss: nan - UP: 97.71% UR: 95.77% UF: 96.73% P: 97.71% R: 95.77% F: 96.73%
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+ 2023-05-24 22:58:53 INFO test: loss: nan - UP: 50.43% UR: 32.11% UF: 39.24% P: 48.67% R: 31.00% F: 37.87%
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+ 2023-05-24 22:59:02 INFO lr: 4.9090e-05 - loss: 0.0004 - UP: 97.39% UR: 95.68% UF: 96.52% P: 97.39% R: 95.68% F: 96.52%
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+ 2023-05-24 22:59:02 INFO dev: loss: nan - UP: 59.40% UR: 34.85% UF: 43.93% P: 57.26% R: 33.60% F: 42.35%
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+ 2023-05-24 22:59:04 INFO test: loss: nan - UP: 51.47% UR: 31.84% UF: 39.34% P: 49.32% R: 30.51% F: 37.70%
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+ 2023-05-24 22:59:12 INFO lr: 4.9080e-05 - loss: 0.0003 - UP: 97.58% UR: 96.50% UF: 97.03% P: 97.57% R: 96.48% F: 97.02%
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+ 2023-05-24 22:59:13 INFO dev: loss: nan - UP: 59.69% UR: 34.32% UF: 43.58% P: 57.62% R: 33.13% F: 42.07%
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+ 2023-05-24 22:59:33 INFO lr: 4.9060e-05 - loss: 0.0005 - UP: 97.91% UR: 95.96% UF: 96.93% P: 97.91% R: 95.96% F: 96.93%
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+ 2023-05-24 23:01:06 INFO lr: 4.8990e-05 - loss: 0.0002 - UP: 98.44% UR: 96.89% UF: 97.66% P: 98.44% R: 96.89% F: 97.66%
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+ 2023-05-24 23:01:16 INFO lr: 4.8980e-05 - loss: 0.0005 - UP: 98.16% UR: 97.46% UF: 97.81% P: 98.16% R: 97.46% F: 97.81%
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+ 2023-05-24 23:01:27 INFO lr: 4.8970e-05 - loss: 0.0000 - UP: 97.55% UR: 96.15% UF: 96.84% P: 97.54% R: 96.14% F: 96.83%
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+ 2023-05-24 23:01:48 INFO lr: 4.8950e-05 - loss: nan - UP: 98.20% UR: 97.00% UF: 97.60% P: 98.20% R: 97.00% F: 97.60%
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+ 2023-05-24 23:01:51 INFO 0:00:10.606057s elapsed
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+ 2023-05-24 23:01:59 INFO lr: 4.8940e-05 - loss: 0.0002 - UP: 98.28% UR: 97.29% UF: 97.78% P: 98.28% R: 97.29% F: 97.78%
702
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+ 2023-05-24 23:02:01 INFO test: loss: nan - UP: 53.53% UR: 34.29% UF: 41.80% P: 51.42% R: 32.94% F: 40.15%
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+ 2023-05-24 23:02:01 INFO 0:00:10.578813s elapsed
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+ 2023-05-24 23:02:09 INFO lr: 4.8930e-05 - loss: 0.0002 - UP: 95.92% UR: 91.52% UF: 93.67% P: 95.87% R: 91.48% F: 93.62%
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+ 2023-05-24 23:02:10 INFO dev: loss: nan - UP: 34.99% UR: 52.89% UF: 42.12% P: 33.11% R: 50.05% F: 39.86%
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+ 2023-05-24 23:02:12 INFO test: loss: nan - UP: 28.80% UR: 49.27% UF: 36.36% P: 27.45% R: 46.95% F: 34.64%
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+ 2023-05-24 23:02:12 INFO 0:00:10.608524s elapsed
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+ 2023-05-24 23:02:20 INFO lr: 4.8920e-05 - loss: 0.0018 - UP: 94.15% UR: 90.66% UF: 92.37% P: 94.03% R: 90.55% F: 92.26%
714
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+ 2023-05-24 23:02:22 INFO test: loss: nan - UP: 49.24% UR: 33.47% UF: 39.85% P: 47.19% R: 32.07% F: 38.19%
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+ 2023-05-24 23:02:22 INFO 0:00:10.564511s elapsed
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+ 2023-05-24 23:02:31 INFO lr: 4.8910e-05 - loss: 0.0054 - UP: 90.13% UR: 85.31% UF: 87.65% P: 89.71% R: 84.90% F: 87.24%
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+ 2023-05-24 23:02:31 INFO dev: loss: nan - UP: 39.83% UR: 42.58% UF: 41.16% P: 37.92% R: 40.53% F: 39.18%
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+ 2023-05-24 23:02:33 INFO test: loss: nan - UP: 32.28% UR: 40.02% UF: 35.74% P: 30.49% R: 37.80% F: 33.75%
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+ 2023-05-24 23:02:33 INFO 0:00:10.604722s elapsed
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+ 2023-05-24 23:02:33 INFO Epoch 110 / 5000:
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+ 2023-05-24 23:02:41 INFO lr: 4.8900e-05 - loss: nan - UP: 83.18% UR: 68.72% UF: 75.26% P: 82.81% R: 68.42% F: 74.93%
726
+ 2023-05-24 23:02:42 INFO dev: loss: nan - UP: 40.04% UR: 23.82% UF: 29.87% P: 38.41% R: 22.85% F: 28.66%
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+ 2023-05-24 23:02:44 INFO test: loss: nan - UP: 36.12% UR: 20.92% UF: 26.49% P: 34.18% R: 19.80% F: 25.07%
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+ 2023-05-24 23:02:44 INFO 0:00:10.587432s elapsed
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+ 2023-05-24 23:02:44 INFO Epoch 111 / 5000:
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+ 2023-05-24 23:02:52 INFO lr: 4.8890e-05 - loss: 0.0018 - UP: 86.65% UR: 74.88% UF: 80.34% P: 86.44% R: 74.70% F: 80.14%
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+ 2023-05-24 23:02:53 INFO dev: loss: nan - UP: 53.18% UR: 35.18% UF: 42.34% P: 50.79% R: 33.60% F: 40.44%
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+ 2023-05-24 23:02:54 INFO test: loss: nan - UP: 46.50% UR: 31.69% UF: 37.69% P: 44.67% R: 30.45% F: 36.21%
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+ 2023-05-24 23:02:54 INFO 0:00:10.601090s elapsed
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+ 2023-05-24 23:03:02 INFO lr: 4.8880e-05 - loss: 0.0041 - UP: 92.35% UR: 84.95% UF: 88.49% P: 92.26% R: 84.87% F: 88.41%
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+ 2023-05-24 23:03:03 INFO dev: loss: nan - UP: 55.16% UR: 32.09% UF: 40.57% P: 52.87% R: 30.76% F: 38.89%
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+ 2023-05-24 23:03:05 INFO test: loss: nan - UP: 49.69% UR: 28.57% UF: 36.28% P: 47.34% R: 27.21% F: 34.56%
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+ 2023-05-24 23:03:05 INFO 0:00:10.606087s elapsed
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+ 2023-05-24 23:03:13 INFO lr: 4.8870e-05 - loss: nan - UP: 91.84% UR: 81.18% UF: 86.18% P: 91.55% R: 80.93% F: 85.92%
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+ 2023-05-24 23:03:14 INFO dev: loss: nan - UP: 48.90% UR: 37.37% UF: 42.36% P: 47.77% R: 36.51% F: 41.38%
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+ 2023-05-24 23:03:15 INFO test: loss: nan - UP: 42.65% UR: 33.15% UF: 37.30% P: 40.77% R: 31.69% F: 35.66%
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+ 2023-05-24 23:03:15 INFO 0:00:10.585975s elapsed
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+ 2023-05-24 23:03:24 INFO lr: 4.8860e-05 - loss: 0.0020 - UP: 93.62% UR: 90.78% UF: 92.18% P: 93.61% R: 90.77% F: 92.17%
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+ 2023-05-24 23:03:24 INFO dev: loss: nan - UP: 56.61% UR: 38.48% UF: 45.82% P: 55.02% R: 37.41% F: 44.53%
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+ 2023-05-24 23:03:26 INFO test: loss: nan - UP: 49.27% UR: 33.32% UF: 39.75% P: 46.95% R: 31.76% F: 37.89%
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+ 2023-05-24 23:03:26 INFO 0:00:10.619486s elapsed
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+ 2023-05-24 23:03:26 INFO Epoch 115 / 5000:
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+ 2023-05-24 23:03:34 INFO lr: 4.8850e-05 - loss: nan - UP: 95.14% UR: 89.93% UF: 92.46% P: 95.13% R: 89.92% F: 92.45%
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+ 2023-05-24 23:03:35 INFO dev: loss: nan - UP: 50.65% UR: 38.99% UF: 44.06% P: 49.11% R: 37.80% F: 42.72%
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+ 2023-05-24 23:03:37 INFO test: loss: nan - UP: 44.62% UR: 34.90% UF: 39.17% P: 42.44% R: 33.19% F: 37.25%
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+ 2023-05-24 23:03:37 INFO 0:00:10.602994s elapsed
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+ 2023-05-24 23:03:37 INFO Epoch 116 / 5000:
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+ 2023-05-24 23:03:45 INFO lr: 4.8840e-05 - loss: 0.0011 - UP: 95.91% UR: 92.37% UF: 94.11% P: 95.90% R: 92.36% F: 94.10%
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+ 2023-05-24 23:03:46 INFO dev: loss: nan - UP: 54.01% UR: 38.52% UF: 44.97% P: 52.44% R: 37.41% F: 43.67%
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+ 2023-05-24 23:03:47 INFO test: loss: nan - UP: 46.39% UR: 34.99% UF: 39.89% P: 44.17% R: 33.32% F: 37.99%
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+ 2023-05-24 23:03:47 INFO 0:00:10.606296s elapsed
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+ 2023-05-24 23:03:55 INFO lr: 4.8830e-05 - loss: 0.0000 - UP: 96.29% UR: 93.91% UF: 95.08% P: 96.29% R: 93.91% F: 95.08%
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+ 2023-05-24 23:03:56 INFO dev: loss: nan - UP: 56.73% UR: 37.73% UF: 45.32% P: 55.27% R: 36.76% F: 44.15%
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+ 2023-05-24 23:03:58 INFO test: loss: nan - UP: 48.89% UR: 33.53% UF: 39.78% P: 46.95% R: 32.20% F: 38.20%
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+ 2023-05-24 23:03:58 INFO 0:00:10.608443s elapsed
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+ 2023-05-24 23:03:58 INFO Epoch 118 / 5000:
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+ 2023-05-24 23:04:06 INFO lr: 4.8820e-05 - loss: 0.0009 - UP: 97.22% UR: 94.69% UF: 95.94% P: 97.22% R: 94.69% F: 95.94%
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+ 2023-05-24 23:04:07 INFO dev: loss: nan - UP: 57.33% UR: 35.68% UF: 43.99% P: 55.89% R: 34.78% F: 42.88%
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+ 2023-05-24 23:04:08 INFO test: loss: nan - UP: 51.24% UR: 32.69% UF: 39.91% P: 49.25% R: 31.42% F: 38.36%
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+ 2023-05-24 23:04:08 INFO 0:00:10.621407s elapsed
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+ 2023-05-24 23:04:08 INFO Epoch 119 / 5000:
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+ 2023-05-24 23:04:17 INFO lr: 4.8810e-05 - loss: 0.0005 - UP: 96.98% UR: 94.86% UF: 95.91% P: 96.98% R: 94.86% F: 95.91%
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+ 2023-05-24 23:04:18 INFO dev: loss: nan - UP: 60.03% UR: 34.10% UF: 43.49% P: 58.57% R: 33.27% F: 42.44%
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+ 2023-05-24 23:04:19 INFO test: loss: nan - UP: 53.07% UR: 31.92% UF: 39.87% P: 50.90% R: 30.61% F: 38.23%
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+ 2023-05-24 23:04:19 INFO 0:00:10.604521s elapsed
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+ 2023-05-24 23:04:27 INFO lr: 4.8800e-05 - loss: 0.0005 - UP: 96.93% UR: 94.99% UF: 95.95% P: 96.93% R: 94.99% F: 95.95%
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+ 2023-05-24 23:04:28 INFO dev: loss: nan - UP: 53.77% UR: 35.36% UF: 42.66% P: 52.30% R: 34.39% F: 41.49%
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+ 2023-05-24 23:04:30 INFO test: loss: nan - UP: 48.80% UR: 33.49% UF: 39.72% P: 46.77% R: 32.09% F: 38.07%
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+ 2023-05-24 23:04:30 INFO 0:00:10.603870s elapsed
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+ 2023-05-24 23:04:38 INFO lr: 4.8790e-05 - loss: 0.0006 - UP: 96.95% UR: 95.85% UF: 96.40% P: 96.95% R: 95.85% F: 96.40%
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+ 2023-05-24 23:04:39 INFO dev: loss: nan - UP: 58.16% UR: 34.21% UF: 43.08% P: 56.69% R: 33.35% F: 41.99%
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+ 2023-05-24 23:04:40 INFO test: loss: nan - UP: 52.42% UR: 32.24% UF: 39.93% P: 50.26% R: 30.91% F: 38.28%
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+ 2023-05-24 23:04:40 INFO 0:00:10.634501s elapsed
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+ 2023-05-24 23:04:48 INFO lr: 4.8780e-05 - loss: 0.0008 - UP: 97.85% UR: 96.08% UF: 96.96% P: 97.85% R: 96.08% F: 96.96%
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+ 2023-05-24 23:04:49 INFO dev: loss: nan - UP: 57.13% UR: 35.39% UF: 43.71% P: 55.68% R: 34.50% F: 42.60%
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+ 2023-05-24 23:04:51 INFO 0:00:10.626078s elapsed
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+ 2023-05-24 23:04:59 INFO lr: 4.8770e-05 - loss: 0.0001 - UP: 97.09% UR: 95.74% UF: 96.41% P: 97.09% R: 95.74% F: 96.41%
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+ 2023-05-24 23:05:02 INFO test: loss: nan - UP: 49.59% UR: 34.57% UF: 40.74% P: 47.56% R: 33.15% F: 39.07%
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+ 2023-05-24 23:05:10 INFO lr: 4.8760e-05 - loss: 0.0001 - UP: 97.98% UR: 96.32% UF: 97.15% P: 97.98% R: 96.32% F: 97.15%
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+ 2023-05-24 23:05:11 INFO dev: loss: nan - UP: 54.83% UR: 38.99% UF: 45.57% P: 53.36% R: 37.94% F: 44.35%
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+ 2023-05-24 23:05:12 INFO test: loss: nan - UP: 48.87% UR: 36.21% UF: 41.60% P: 46.96% R: 34.80% F: 39.98%
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+ 2023-05-24 23:05:12 INFO 0:00:10.580896s elapsed
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+ 2023-05-24 23:05:20 INFO lr: 4.8750e-05 - loss: 0.0001 - UP: 98.00% UR: 96.99% UF: 97.49% P: 98.00% R: 96.99% F: 97.49%
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+ 2023-05-24 23:05:23 INFO test: loss: nan - UP: 51.96% UR: 33.28% UF: 40.57% P: 49.82% R: 31.90% F: 38.90%
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+ 2023-05-24 23:05:23 INFO 0:00:10.570235s elapsed
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+ 2023-05-24 23:05:31 INFO lr: 4.8740e-05 - loss: nan - UP: 98.37% UR: 96.77% UF: 97.56% P: 98.37% R: 96.77% F: 97.56%
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+ 2023-05-24 23:07:33 INFO lr: 4.8630e-05 - loss: 0.0004 - UP: 98.33% UR: 97.32% UF: 97.82% P: 98.33% R: 97.32% F: 97.82%
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+ 2023-05-24 23:07:34 INFO dev: loss: nan - UP: 55.76% UR: 33.56% UF: 41.90% P: 54.09% R: 32.55% F: 40.65%
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+ 2023-05-24 23:07:36 INFO test: loss: nan - UP: 51.50% UR: 32.96% UF: 40.20% P: 49.39% R: 31.61% F: 38.55%
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+ 2023-05-24 23:07:44 INFO lr: 4.8620e-05 - loss: 0.0006 - UP: 98.18% UR: 97.65% UF: 97.92% P: 98.17% R: 97.64% F: 97.90%
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902
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+ 2023-05-24 23:08:05 INFO lr: 4.8600e-05 - loss: 0.0007 - UP: 98.55% UR: 97.47% UF: 98.01% P: 98.55% R: 97.47% F: 98.01%
906
+ 2023-05-24 23:08:06 INFO dev: loss: nan - UP: 56.12% UR: 37.91% UF: 45.25% P: 54.52% R: 36.83% F: 43.96%
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+ 2023-05-24 23:08:07 INFO test: loss: nan - UP: 51.80% UR: 34.99% UF: 41.77% P: 49.61% R: 33.51% F: 40.00%
908
+ 2023-05-24 23:08:07 INFO 0:00:10.631832s elapsed
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+ 2023-05-24 23:08:16 INFO lr: 4.8590e-05 - loss: 0.0003 - UP: 98.13% UR: 97.71% UF: 97.92% P: 98.13% R: 97.71% F: 97.92%
912
+ 2023-05-24 23:08:17 INFO dev: loss: nan - UP: 54.83% UR: 37.94% UF: 44.85% P: 53.12% R: 36.76% F: 43.45%
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+ 2023-05-24 23:08:18 INFO test: loss: nan - UP: 50.49% UR: 34.61% UF: 41.07% P: 48.40% R: 33.17% F: 39.36%
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+ 2023-05-24 23:08:18 INFO 0:00:10.624792s elapsed
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+ 2023-05-24 23:08:26 INFO lr: 4.8580e-05 - loss: 0.0002 - UP: 98.01% UR: 97.16% UF: 97.58% P: 98.01% R: 97.16% F: 97.58%
918
+ 2023-05-24 23:08:27 INFO dev: loss: nan - UP: 55.34% UR: 37.98% UF: 45.05% P: 53.72% R: 36.87% F: 43.72%
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+ 2023-05-24 23:08:29 INFO 0:00:10.609887s elapsed
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+ 2023-05-24 23:08:37 INFO lr: 4.8570e-05 - loss: 0.0003 - UP: 98.57% UR: 97.93% UF: 98.25% P: 98.57% R: 97.93% F: 98.25%
924
+ 2023-05-24 23:08:38 INFO dev: loss: nan - UP: 55.04% UR: 36.87% UF: 44.16% P: 53.54% R: 35.86% F: 42.95%
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+ 2023-05-24 23:08:39 INFO test: loss: nan - UP: 51.70% UR: 35.24% UF: 41.91% P: 49.69% R: 33.87% F: 40.28%
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+ 2023-05-24 23:08:39 INFO 0:00:10.623157s elapsed
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+ 2023-05-24 23:08:47 INFO lr: 4.8560e-05 - loss: 0.0000 - UP: 98.48% UR: 97.45% UF: 97.96% P: 98.48% R: 97.45% F: 97.96%
930
+ 2023-05-24 23:08:48 INFO dev: loss: nan - UP: 55.58% UR: 35.97% UF: 43.67% P: 53.86% R: 34.85% F: 42.32%
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+ 2023-05-24 23:08:50 INFO test: loss: nan - UP: 51.80% UR: 33.81% UF: 40.91% P: 49.60% R: 32.37% F: 39.17%
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+ 2023-05-24 23:08:50 INFO 0:00:10.589925s elapsed
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+ 2023-05-24 23:08:58 INFO lr: 4.8550e-05 - loss: 0.0005 - UP: 97.92% UR: 96.31% UF: 97.11% P: 97.91% R: 96.30% F: 97.10%
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+ 2023-05-24 23:08:59 INFO dev: loss: nan - UP: 59.22% UR: 30.58% UF: 40.33% P: 57.06% R: 29.46% F: 38.86%
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+ 2023-05-24 23:09:00 INFO test: loss: nan - UP: 55.28% UR: 28.42% UF: 37.54% P: 52.86% R: 27.17% F: 35.89%
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+ 2023-05-24 23:09:00 INFO 0:00:10.604900s elapsed
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+ 2023-05-24 23:09:09 INFO lr: 4.8540e-05 - loss: 0.0017 - UP: 97.44% UR: 97.03% UF: 97.24% P: 97.40% R: 96.99% F: 97.19%
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+ 2023-05-24 23:09:10 INFO dev: loss: nan - UP: 52.76% UR: 39.13% UF: 44.94% P: 50.82% R: 37.69% F: 43.28%
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+ 2023-05-24 23:09:11 INFO test: loss: nan - UP: 47.64% UR: 36.43% UF: 41.28% P: 45.62% R: 34.88% F: 39.54%
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+ 2023-05-24 23:09:11 INFO 0:00:10.633214s elapsed
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+ 2023-05-24 23:09:19 INFO lr: 4.8530e-05 - loss: 0.0021 - UP: 97.29% UR: 95.96% UF: 96.62% P: 97.08% R: 95.76% F: 96.41%
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+ 2023-05-24 23:09:20 INFO dev: loss: nan - UP: 46.76% UR: 38.34% UF: 42.13% P: 44.70% R: 36.65% F: 40.28%
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+ 2023-05-24 23:09:22 INFO 0:00:10.635739s elapsed
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+ 2023-05-24 23:09:30 INFO lr: 4.8520e-05 - loss: 0.0008 - UP: 96.27% UR: 93.89% UF: 95.07% P: 96.24% R: 93.86% F: 95.04%
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+ 2023-05-24 23:09:31 INFO dev: loss: nan - UP: 55.57% UR: 35.64% UF: 43.43% P: 53.84% R: 34.53% F: 42.08%
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+ 2023-05-24 23:09:32 INFO test: loss: nan - UP: 49.72% UR: 33.34% UF: 39.91% P: 48.02% R: 32.20% F: 38.55%
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+ 2023-05-24 23:09:40 INFO lr: 4.8510e-05 - loss: 0.0009 - UP: 97.74% UR: 96.52% UF: 97.13% P: 97.67% R: 96.45% F: 97.06%
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+ 2023-05-24 23:09:41 INFO dev: loss: nan - UP: 56.44% UR: 36.54% UF: 44.36% P: 54.72% R: 35.43% F: 43.01%
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+ 2023-05-24 23:09:43 INFO test: loss: nan - UP: 50.53% UR: 34.38% UF: 40.92% P: 48.48% R: 32.98% F: 39.26%
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+ 2023-05-24 23:09:51 INFO lr: 4.8500e-05 - loss: 0.0008 - UP: 98.14% UR: 97.10% UF: 97.62% P: 98.14% R: 97.10% F: 97.62%
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+ 2023-05-24 23:09:52 INFO dev: loss: nan - UP: 55.31% UR: 36.51% UF: 43.98% P: 53.57% R: 35.36% F: 42.60%
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+ 2023-05-24 23:09:53 INFO test: loss: nan - UP: 50.60% UR: 34.86% UF: 41.28% P: 48.64% R: 33.51% F: 39.68%
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+ 2023-05-24 23:10:02 INFO lr: 4.8490e-05 - loss: 0.0004 - UP: 98.31% UR: 97.78% UF: 98.05% P: 98.31% R: 97.78% F: 98.05%
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+ 2023-05-24 23:10:03 INFO dev: loss: nan - UP: 59.06% UR: 35.82% UF: 44.60% P: 57.41% R: 34.82% F: 43.35%
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+ 2023-05-24 23:10:04 INFO test: loss: nan - UP: 54.46% UR: 34.92% UF: 42.56% P: 52.39% R: 33.59% F: 40.94%
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+ 2023-05-24 23:10:12 INFO lr: 4.8480e-05 - loss: nan - UP: 98.76% UR: 97.67% UF: 98.21% P: 98.75% R: 97.66% F: 98.20%
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+ 2023-05-24 23:10:13 INFO dev: loss: nan - UP: 56.27% UR: 38.70% UF: 45.86% P: 54.70% R: 37.62% F: 44.58%
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+ 2023-05-24 23:10:24 INFO dev: loss: nan - UP: 55.77% UR: 36.65% UF: 44.23% P: 53.80% R: 35.36% F: 42.67%
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+ 2023-05-24 23:10:34 INFO lr: 4.8460e-05 - loss: 0.0009 - UP: 95.12% UR: 93.75% UF: 94.43% P: 95.12% R: 93.75% F: 94.43%
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+ 2023-05-24 23:10:34 INFO dev: loss: nan - UP: 45.96% UR: 43.95% UF: 44.93% P: 44.68% R: 42.72% F: 43.68%
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+ 2023-05-24 23:10:36 INFO test: loss: nan - UP: 39.31% UR: 39.95% UF: 39.63% P: 37.53% R: 38.14% F: 37.83%
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+ 2023-05-24 23:10:44 INFO lr: 4.8450e-05 - loss: 0.0003 - UP: 93.39% UR: 89.66% UF: 91.49% P: 93.38% R: 89.65% F: 91.48%
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+ 2023-05-24 23:10:46 INFO test: loss: nan - UP: 45.39% UR: 36.34% UF: 40.37% P: 43.57% R: 34.88% F: 38.75%
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+ 2023-05-24 23:10:56 INFO dev: loss: nan - UP: 47.70% UR: 42.15% UF: 44.75% P: 46.03% R: 40.68% F: 43.19%
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+ 2023-05-24 23:10:57 INFO test: loss: nan - UP: 41.00% UR: 37.19% UF: 39.00% P: 39.23% R: 35.58% F: 37.31%
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+ 2023-05-24 23:11:10 INFO Epoch 126 saved
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+ 2023-05-24 23:11:10 INFO dev: UP: 55.81% UR: 39.53% UF: 46.28% P: 54.64% R: 38.70% F: 45.31%
1008
+ 2023-05-24 23:11:10 INFO test: UP: 48.82% UR: 36.19% UF: 41.57% P: 46.74% R: 34.65% F: 39.80%
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+ 2023-05-24 23:11:10 INFO 0:27:31.211399s elapsed, 0:00:10.584688s/epoch
models/mpqa/sdp_random/60/mpqa/sdp_random/60/model_vi_mpqa_xlm_10 ADDED
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models/mpqa/sdp_random/60/mpqa/sdp_random/60/model_vi_mpqa_xlm_10.train.log ADDED
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1
+ 2023-05-24 23:11:12 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
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+ eps | 1e-06
9
+ weight_decay | 0.0
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+ lr_rate | 1
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+ patience | 30
12
+ update-steps | 1
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+ warmup | 0.0
14
+ batch_size | 1500
15
+ update_steps | 1
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+ mode | train
17
+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_random/60/model_vi_mpqa_xlm_10
18
+ device | 0
19
+ seed | 1
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+ threads | 16
21
+ local_rank | -1
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+ feat | None
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+ build | True
24
+ checkpoint | False
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+ encoder | bert
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+ max_len | None
27
+ buckets | 32
28
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/60/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_random/60/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 | xlm-roberta-base
36
+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2023-05-24 23:11:12 INFO Building the fields
40
+ 2023-05-24 23:11:14 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2023-05-24 23:11:14 INFO Building the model
45
+ 2023-05-24 23:11:19 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 23:11:19 INFO Loading the data
65
+ 2023-05-24 23:11:25 INFO
66
+ train: Dataset(n_sentences=3522, n_batches=63, n_buckets=32)
67
+ dev: Dataset(n_sentences=1236, n_batches=32, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=45, n_buckets=32)
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+
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+ 2023-05-24 23:11:25 INFO Epoch 1 / 5000:
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+ 2023-05-24 23:11:35 INFO lr: 4.9990e-05 - loss: 0.0360 - UP: 0.25% UR: 1.89% UF: 0.44% P: 0.03% R: 0.24% F: 0.06%
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+ 2023-05-24 23:11:35 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 23:11:37 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 23:11:37 INFO 0:00:11.766619s elapsed
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+
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+ 2023-05-24 23:11:47 INFO dev: loss: nan - UP: 63.89% UR: 3.31% UF: 6.29% P: 59.03% R: 3.05% F: 5.81%
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+ 2023-05-24 23:11:48 INFO test: loss: nan - UP: 58.29% UR: 2.30% UF: 4.43% P: 46.52% R: 1.84% F: 3.54%
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+ 2023-05-24 23:11:53 INFO 0:00:11.198687s elapsed (saved)
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+ 2023-05-24 23:12:03 INFO dev: loss: nan - UP: 59.20% UR: 5.32% UF: 9.76% P: 51.20% R: 4.60% F: 8.44%
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+ 2023-05-24 23:12:04 INFO test: loss: nan - UP: 54.17% UR: 5.22% UF: 9.52% P: 43.64% R: 4.20% F: 7.67%
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+ 2023-05-24 23:12:10 INFO 0:00:11.228799s elapsed (saved)
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+ 2023-05-24 23:12:20 INFO dev: loss: nan - UP: 43.97% UR: 15.85% UF: 23.30% P: 41.97% R: 15.13% F: 22.24%
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+ 2023-05-24 23:12:21 INFO test: loss: nan - UP: 38.97% UR: 14.75% UF: 21.40% P: 36.07% R: 13.65% F: 19.80%
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+ 2023-05-24 23:12:27 INFO 0:00:11.223620s elapsed (saved)
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+ 2023-05-24 23:12:27 INFO Epoch 5 / 5000:
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+ 2023-05-24 23:12:37 INFO dev: loss: nan - UP: 52.92% UR: 14.34% UF: 22.56% P: 49.07% R: 13.30% F: 20.92%
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+ 2023-05-24 23:12:39 INFO test: loss: nan - UP: 48.44% UR: 14.45% UF: 22.26% P: 43.84% R: 13.08% F: 20.15%
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+ 2023-05-24 23:12:39 INFO 0:00:11.212913s elapsed
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+ 2023-05-24 23:12:48 INFO lr: 4.9940e-05 - loss: 0.0163 - UP: 55.15% UR: 14.63% UF: 23.12% P: 54.37% R: 14.42% F: 22.80%
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+ 2023-05-24 23:12:48 INFO dev: loss: nan - UP: 56.89% UR: 12.61% UF: 20.65% P: 54.46% R: 12.07% F: 19.76%
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+ 2023-05-24 23:12:50 INFO test: loss: nan - UP: 56.66% UR: 13.75% UF: 22.14% P: 53.09% R: 12.89% F: 20.74%
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+ 2023-05-24 23:12:50 INFO 0:00:11.257646s elapsed
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+ 2023-05-24 23:13:00 INFO dev: loss: nan - UP: 62.23% UR: 17.46% UF: 27.27% P: 60.05% R: 16.85% F: 26.32%
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+ 2023-05-24 23:13:01 INFO test: loss: nan - UP: 59.47% UR: 16.65% UF: 26.02% P: 56.30% R: 15.76% F: 24.63%
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+ 2023-05-24 23:13:07 INFO 0:00:11.281019s elapsed (saved)
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+ 2023-05-24 23:13:16 INFO lr: 4.9920e-05 - loss: 0.0158 - UP: 66.07% UR: 26.04% UF: 37.36% P: 65.52% R: 25.83% F: 37.05%
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+ 2023-05-24 23:13:17 INFO dev: loss: nan - UP: 64.52% UR: 15.49% UF: 24.98% P: 63.32% R: 15.20% F: 24.51%
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+ 2023-05-24 23:13:19 INFO test: loss: nan - UP: 62.46% UR: 13.82% UF: 22.63% P: 59.31% R: 13.12% F: 21.49%
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+ 2023-05-24 23:13:19 INFO 0:00:11.233735s elapsed
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+ 2023-05-24 23:13:19 INFO Epoch 9 / 5000:
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+ 2023-05-24 23:13:27 INFO lr: 4.9910e-05 - loss: 0.0103 - UP: 69.15% UR: 33.35% UF: 45.00% P: 69.01% R: 33.28% F: 44.91%
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+ 2023-05-24 23:13:28 INFO dev: loss: nan - UP: 52.26% UR: 25.33% UF: 34.12% P: 51.30% R: 24.87% F: 33.49%
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+ 2023-05-24 23:13:30 INFO test: loss: nan - UP: 48.47% UR: 23.47% UF: 31.63% P: 46.77% R: 22.65% F: 30.52%
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+ 2023-05-24 23:13:35 INFO 0:00:11.269054s elapsed (saved)
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+ 2023-05-24 23:13:35 INFO Epoch 10 / 5000:
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+ 2023-05-24 23:13:44 INFO lr: 4.9900e-05 - loss: 0.0125 - UP: 72.52% UR: 38.90% UF: 50.64% P: 72.46% R: 38.87% F: 50.60%
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+ 2023-05-24 23:13:45 INFO dev: loss: nan - UP: 61.68% UR: 22.39% UF: 32.85% P: 60.00% R: 21.78% F: 31.95%
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+ 2023-05-24 23:13:47 INFO test: loss: nan - UP: 59.20% UR: 20.33% UF: 30.26% P: 56.12% R: 19.27% F: 28.69%
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+ 2023-05-24 23:13:47 INFO 0:00:11.256655s elapsed
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+ 2023-05-24 23:13:56 INFO lr: 4.9890e-05 - loss: 0.0086 - UP: 75.35% UR: 42.77% UF: 54.57% P: 75.29% R: 42.74% F: 54.53%
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+ 2023-05-24 23:13:56 INFO dev: loss: nan - UP: 56.33% UR: 28.31% UF: 37.69% P: 54.40% R: 27.34% F: 36.39%
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+ 2023-05-24 23:13:58 INFO test: loss: nan - UP: 48.71% UR: 24.28% UF: 32.40% P: 45.95% R: 22.90% F: 30.57%
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+ 2023-05-24 23:14:04 INFO 0:00:11.277394s elapsed (saved)
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+ 2023-05-24 23:14:13 INFO lr: 4.9880e-05 - loss: 0.0078 - UP: 75.55% UR: 47.49% UF: 58.32% P: 75.45% R: 47.42% F: 58.24%
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+ 2023-05-24 23:14:14 INFO dev: loss: nan - UP: 58.41% UR: 16.35% UF: 25.55% P: 56.35% R: 15.77% F: 24.65%
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+ 2023-05-24 23:14:15 INFO test: loss: nan - UP: 52.31% UR: 16.52% UF: 25.11% P: 49.23% R: 15.55% F: 23.64%
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+ 2023-05-24 23:14:15 INFO 0:00:11.274476s elapsed
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+ 2023-05-24 23:14:24 INFO lr: 4.9870e-05 - loss: 0.0109 - UP: 72.59% UR: 43.38% UF: 54.31% P: 72.37% R: 43.25% F: 54.15%
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+ 2023-05-24 23:14:25 INFO dev: loss: nan - UP: 53.34% UR: 32.41% UF: 40.32% P: 51.51% R: 31.30% F: 38.94%
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+ 2023-05-24 23:14:27 INFO test: loss: nan - UP: 47.85% UR: 30.07% UF: 36.93% P: 46.00% R: 28.90% F: 35.50%
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+ 2023-05-24 23:14:33 INFO 0:00:11.286085s elapsed (saved)
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+ 2023-05-24 23:14:42 INFO lr: 4.9860e-05 - loss: 0.0065 - UP: 78.66% UR: 51.72% UF: 62.41% P: 78.66% R: 51.72% F: 62.41%
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+ 2023-05-24 23:14:43 INFO dev: loss: nan - UP: 58.06% UR: 26.52% UF: 36.41% P: 57.28% R: 26.16% F: 35.92%
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+ 2023-05-24 23:14:44 INFO test: loss: nan - UP: 53.20% UR: 23.37% UF: 32.47% P: 51.37% R: 22.56% F: 31.36%
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+ 2023-05-24 23:14:53 INFO lr: 4.9850e-05 - loss: 0.0062 - UP: 81.39% UR: 58.18% UF: 67.86% P: 81.11% R: 57.98% F: 67.62%
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+ 2023-05-24 23:14:54 INFO dev: loss: nan - UP: 57.11% UR: 30.15% UF: 39.46% P: 55.14% R: 29.11% F: 38.10%
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+ 2023-05-24 23:14:55 INFO test: loss: nan - UP: 51.61% UR: 26.43% UF: 34.96% P: 48.97% R: 25.08% F: 33.17%
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+ 2023-05-24 23:15:05 INFO dev: loss: nan - UP: 56.69% UR: 35.00% UF: 43.28% P: 55.12% R: 34.03% F: 42.08%
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+ 2023-05-24 23:15:07 INFO test: loss: nan - UP: 53.83% UR: 29.39% UF: 38.02% P: 51.74% R: 28.25% F: 36.55%
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+ 2023-05-24 23:15:12 INFO 0:00:11.268614s elapsed (saved)
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+ 2023-05-24 23:15:21 INFO lr: 4.9830e-05 - loss: 0.0067 - UP: 79.50% UR: 55.21% UF: 65.17% P: 79.27% R: 55.05% F: 64.98%
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+ 2023-05-24 23:15:22 INFO dev: loss: nan - UP: 50.47% UR: 34.78% UF: 41.18% P: 48.33% R: 33.31% F: 39.44%
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+ 2023-05-24 23:15:24 INFO test: loss: nan - UP: 47.29% UR: 31.29% UF: 37.66% P: 45.21% R: 29.92% F: 36.01%
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+ 2023-05-24 23:15:33 INFO lr: 4.9820e-05 - loss: 0.0055 - UP: 82.48% UR: 63.28% UF: 71.61% P: 82.37% R: 63.19% F: 71.52%
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+ 2023-05-24 23:15:33 INFO dev: loss: nan - UP: 55.66% UR: 37.12% UF: 44.54% P: 53.93% R: 35.97% F: 43.16%
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+ 2023-05-24 23:15:35 INFO test: loss: nan - UP: 51.00% UR: 33.26% UF: 40.26% P: 48.44% R: 31.59% F: 38.24%
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+ 2023-05-24 23:15:41 INFO 0:00:11.293700s elapsed (saved)
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+ 2023-05-24 23:15:50 INFO lr: 4.9810e-05 - loss: 0.0037 - UP: 85.51% UR: 66.75% UF: 74.98% P: 85.47% R: 66.72% F: 74.94%
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+ 2023-05-24 23:15:51 INFO dev: loss: nan - UP: 51.09% UR: 43.05% UF: 46.72% P: 49.34% R: 41.57% F: 45.12%
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+ 2023-05-24 23:15:52 INFO test: loss: nan - UP: 44.15% UR: 38.52% UF: 41.14% P: 42.17% R: 36.78% F: 39.29%
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+ 2023-05-24 23:15:58 INFO 0:00:11.261958s elapsed (saved)
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+ 2023-05-24 23:16:07 INFO lr: 4.9800e-05 - loss: 0.0049 - UP: 82.39% UR: 65.73% UF: 73.12% P: 82.26% R: 65.63% F: 73.01%
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+ 2023-05-24 23:16:08 INFO dev: loss: nan - UP: 53.76% UR: 36.44% UF: 43.44% P: 51.64% R: 35.00% F: 41.72%
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+ 2023-05-24 23:16:10 INFO test: loss: nan - UP: 45.64% UR: 32.77% UF: 38.15% P: 43.70% R: 31.38% F: 36.53%
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+ 2023-05-24 23:16:19 INFO dev: loss: nan - UP: 51.44% UR: 37.19% UF: 43.17% P: 49.25% R: 35.61% F: 41.33%
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+ 2023-05-24 23:16:21 INFO test: loss: nan - UP: 44.53% UR: 29.75% UF: 35.67% P: 41.90% R: 27.99% F: 33.57%
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+ 2023-05-24 23:16:30 INFO lr: 4.9780e-05 - loss: 0.0066 - UP: 81.17% UR: 63.06% UF: 70.98% P: 80.92% R: 62.86% F: 70.76%
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+ 2023-05-24 23:16:31 INFO dev: loss: nan - UP: 45.61% UR: 39.35% UF: 42.25% P: 44.27% R: 38.20% F: 41.01%
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+ 2023-05-24 23:16:32 INFO test: loss: nan - UP: 43.75% UR: 35.45% UF: 39.17% P: 42.03% R: 34.06% F: 37.63%
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+ 2023-05-24 23:16:41 INFO lr: 4.9770e-05 - loss: 0.0060 - UP: 87.08% UR: 69.86% UF: 77.53% P: 86.94% R: 69.74% F: 77.40%
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+ 2023-05-24 23:16:42 INFO dev: loss: nan - UP: 53.58% UR: 37.15% UF: 43.88% P: 52.23% R: 36.22% F: 42.78%
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+ 2023-05-24 23:16:43 INFO test: loss: nan - UP: 48.57% UR: 32.60% UF: 39.01% P: 46.99% R: 31.54% F: 37.75%
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+ 2023-05-24 23:16:53 INFO dev: loss: nan - UP: 46.76% UR: 34.46% UF: 39.68% P: 44.95% R: 33.13% F: 38.15%
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+ 2023-05-24 23:16:55 INFO test: loss: nan - UP: 41.35% UR: 32.60% UF: 36.46% P: 39.68% R: 31.29% F: 34.99%
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+ 2023-05-24 23:21:27 INFO test: loss: nan - UP: 49.42% UR: 35.98% UF: 41.64% P: 47.56% R: 34.63% F: 40.08%
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+ 2023-05-24 23:23:29 INFO lr: 4.9430e-05 - loss: 0.0082 - UP: 76.62% UR: 37.55% UF: 50.40% P: 76.15% R: 37.32% F: 50.09%
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+ 2023-05-24 23:23:30 INFO dev: loss: nan - UP: 42.43% UR: 34.03% UF: 37.77% P: 41.58% R: 33.35% F: 37.01%
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+ 2023-05-24 23:23:31 INFO test: loss: nan - UP: 42.19% UR: 30.64% UF: 35.50% P: 40.56% R: 29.45% F: 34.12%
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+ 2023-05-24 23:23:31 INFO 0:00:11.324816s elapsed
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+ 2023-05-24 23:23:40 INFO lr: 4.9420e-05 - loss: 0.0092 - UP: 80.47% UR: 56.92% UF: 66.68% P: 80.35% R: 56.84% F: 66.58%
414
+ 2023-05-24 23:23:41 INFO dev: loss: nan - UP: 52.65% UR: 30.36% UF: 38.51% P: 51.53% R: 29.72% F: 37.69%
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+ 2023-05-24 23:23:43 INFO test: loss: nan - UP: 43.28% UR: 27.07% UF: 33.30% P: 40.71% R: 25.46% F: 31.33%
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+ 2023-05-24 23:23:43 INFO 0:00:11.327172s elapsed
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+ 2023-05-24 23:23:52 INFO lr: 4.9410e-05 - loss: 0.0174 - UP: 84.21% UR: 63.72% UF: 72.55% P: 83.69% R: 63.33% F: 72.10%
420
+ 2023-05-24 23:23:53 INFO dev: loss: nan - UP: 54.91% UR: 28.14% UF: 37.21% P: 52.45% R: 26.88% F: 35.54%
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+ 2023-05-24 23:23:54 INFO test: loss: nan - UP: 50.89% UR: 24.15% UF: 32.76% P: 47.77% R: 22.67% F: 30.75%
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+ 2023-05-24 23:23:54 INFO 0:00:11.309802s elapsed
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+ 2023-05-24 23:24:03 INFO lr: 4.9400e-05 - loss: 0.0064 - UP: 83.46% UR: 63.88% UF: 72.37% P: 83.08% R: 63.58% F: 72.03%
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+ 2023-05-24 23:24:04 INFO dev: loss: nan - UP: 62.36% UR: 33.27% UF: 43.39% P: 60.88% R: 32.48% F: 42.36%
427
+ 2023-05-24 23:24:05 INFO test: loss: nan - UP: 51.25% UR: 27.66% UF: 35.93% P: 49.02% R: 26.45% F: 34.36%
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+ 2023-05-24 23:24:05 INFO 0:00:11.303318s elapsed
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+ 2023-05-24 23:24:14 INFO lr: 4.9390e-05 - loss: 0.0033 - UP: 87.65% UR: 71.38% UF: 78.68% P: 87.62% R: 71.35% F: 78.66%
432
+ 2023-05-24 23:24:15 INFO dev: loss: nan - UP: 56.44% UR: 39.99% UF: 46.81% P: 55.12% R: 39.06% F: 45.72%
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+ 2023-05-24 23:24:17 INFO test: loss: nan - UP: 47.69% UR: 36.07% UF: 41.07% P: 45.77% R: 34.61% F: 39.41%
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+ 2023-05-24 23:24:17 INFO 0:00:11.315476s elapsed
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+ 2023-05-24 23:24:17 INFO Epoch 62 / 5000:
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+ 2023-05-24 23:24:26 INFO lr: 4.9380e-05 - loss: 0.0022 - UP: 90.59% UR: 77.99% UF: 83.82% P: 90.57% R: 77.97% F: 83.80%
438
+ 2023-05-24 23:24:26 INFO dev: loss: nan - UP: 58.75% UR: 36.90% UF: 45.33% P: 57.21% R: 35.93% F: 44.14%
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+ 2023-05-24 23:24:28 INFO test: loss: nan - UP: 47.22% UR: 33.26% UF: 39.03% P: 45.33% R: 31.92% F: 37.47%
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+ 2023-05-24 23:24:28 INFO 0:00:11.299254s elapsed
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+ 2023-05-24 23:24:37 INFO lr: 4.9370e-05 - loss: 0.0027 - UP: 90.73% UR: 82.66% UF: 86.51% P: 90.73% R: 82.66% F: 86.51%
444
+ 2023-05-24 23:24:38 INFO dev: loss: nan - UP: 59.40% UR: 36.54% UF: 45.25% P: 58.24% R: 35.82% F: 44.36%
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+ 2023-05-24 23:24:39 INFO test: loss: nan - UP: 47.82% UR: 31.92% UF: 38.29% P: 45.82% R: 30.59% F: 36.69%
446
+ 2023-05-24 23:24:39 INFO 0:00:11.338831s elapsed
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+ 2023-05-24 23:24:39 INFO Epoch 64 / 5000:
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+ 2023-05-24 23:24:48 INFO lr: 4.9360e-05 - loss: 0.0004 - UP: 92.57% UR: 85.87% UF: 89.10% P: 92.56% R: 85.86% F: 89.09%
450
+ 2023-05-24 23:24:49 INFO dev: loss: nan - UP: 62.25% UR: 35.14% UF: 44.92% P: 60.92% R: 34.39% F: 43.96%
451
+ 2023-05-24 23:24:51 INFO test: loss: nan - UP: 51.54% UR: 31.46% UF: 39.07% P: 49.22% R: 30.04% F: 37.31%
452
+ 2023-05-24 23:24:51 INFO 0:00:11.319646s elapsed
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+ 2023-05-24 23:24:51 INFO Epoch 65 / 5000:
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+ 2023-05-24 23:25:00 INFO lr: 4.9350e-05 - loss: 0.0008 - UP: 93.16% UR: 86.80% UF: 89.86% P: 93.16% R: 86.80% F: 89.86%
456
+ 2023-05-24 23:25:00 INFO dev: loss: nan - UP: 59.16% UR: 38.88% UF: 46.92% P: 57.79% R: 37.98% F: 45.84%
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+ 2023-05-24 23:25:02 INFO test: loss: nan - UP: 47.46% UR: 32.96% UF: 38.90% P: 45.36% R: 31.50% F: 37.18%
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+ 2023-05-24 23:25:02 INFO 0:00:11.314089s elapsed
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+ 2023-05-24 23:25:02 INFO Epoch 66 / 5000:
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+ 2023-05-24 23:25:11 INFO lr: 4.9340e-05 - loss: 0.0005 - UP: 93.33% UR: 88.52% UF: 90.86% P: 93.33% R: 88.52% F: 90.86%
462
+ 2023-05-24 23:25:12 INFO dev: loss: nan - UP: 63.01% UR: 36.54% UF: 46.26% P: 61.77% R: 35.82% F: 45.35%
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+ 2023-05-24 23:25:13 INFO test: loss: nan - UP: 51.40% UR: 30.93% UF: 38.62% P: 49.12% R: 29.56% F: 36.91%
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+ 2023-05-24 23:25:13 INFO 0:00:11.306751s elapsed
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+ 2023-05-24 23:25:13 INFO Epoch 67 / 5000:
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+ 2023-05-24 23:25:22 INFO lr: 4.9330e-05 - loss: 0.0015 - UP: 94.26% UR: 89.08% UF: 91.60% P: 94.26% R: 89.08% F: 91.60%
468
+ 2023-05-24 23:25:23 INFO dev: loss: nan - UP: 60.31% UR: 37.94% UF: 46.58% P: 59.22% R: 37.26% F: 45.74%
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+ 2023-05-24 23:25:25 INFO test: loss: nan - UP: 49.12% UR: 33.78% UF: 40.04% P: 47.07% R: 32.37% F: 38.36%
470
+ 2023-05-24 23:25:25 INFO 0:00:11.332426s elapsed
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+ 2023-05-24 23:25:25 INFO Epoch 68 / 5000:
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+ 2023-05-24 23:25:34 INFO lr: 4.9320e-05 - loss: 0.0008 - UP: 94.94% UR: 90.67% UF: 92.76% P: 94.91% R: 90.64% F: 92.72%
474
+ 2023-05-24 23:25:34 INFO dev: loss: nan - UP: 61.54% UR: 37.26% UF: 46.42% P: 60.42% R: 36.58% F: 45.57%
475
+ 2023-05-24 23:25:36 INFO test: loss: nan - UP: 52.14% UR: 32.47% UF: 40.02% P: 50.07% R: 31.19% F: 38.43%
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+ 2023-05-24 23:25:36 INFO 0:00:11.348978s elapsed
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+ 2023-05-24 23:25:36 INFO Epoch 69 / 5000:
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+ 2023-05-24 23:25:45 INFO lr: 4.9310e-05 - loss: 0.0007 - UP: 94.34% UR: 90.47% UF: 92.36% P: 94.34% R: 90.47% F: 92.36%
480
+ 2023-05-24 23:25:46 INFO dev: loss: nan - UP: 60.01% UR: 38.02% UF: 46.55% P: 58.82% R: 37.26% F: 45.62%
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+ 2023-05-24 23:25:47 INFO test: loss: nan - UP: 49.52% UR: 32.56% UF: 39.29% P: 47.62% R: 31.31% F: 37.78%
482
+ 2023-05-24 23:25:47 INFO 0:00:11.320336s elapsed
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+ 2023-05-24 23:25:58 INFO Epoch 39 saved
485
+ 2023-05-24 23:25:58 INFO dev: UP: 56.35% UR: 42.72% UF: 48.60% P: 54.41% R: 41.25% F: 46.92%
486
+ 2023-05-24 23:25:58 INFO test: UP: 49.29% UR: 36.72% UF: 42.09% P: 47.25% R: 35.20% F: 40.34%
487
+ 2023-05-24 23:25:58 INFO 0:12:59.599917s elapsed, 0:00:11.298550s/epoch