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SemEval-2022-Task-10
structured-sentiment-analysis
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  2. models/opener_es/sdp_random/10/model_vi_opener_es_beto_6 +3 -0
  3. models/opener_es/sdp_random/10/model_vi_opener_es_beto_6.train.log +882 -0
  4. models/opener_es/sdp_random/10/model_vi_opener_es_xlm_6 +3 -0
  5. models/opener_es/sdp_random/10/model_vi_opener_es_xlm_6.train.log +768 -0
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+ 2024-08-12 16:41:59 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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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/opener_es/sdp_random/10/model_vi_opener_es_beto_6
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+ device | 1
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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/opener_es/head_final/sdp_random/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_es/head_final/sdp_random/10/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_es/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 | dccuchile/bert-base-spanish-wwm-cased
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2024-08-12 16:41:59 INFO Building the fields
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+ 2024-08-12 16:42:00 INFO CoNLL(
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+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
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+ (labels): ChartField()
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+ )
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+ 2024-08-12 16:42:00 INFO Building the model
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+ 2024-08-12 16:42:01 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(dccuchile/bert-base-spanish-wwm-cased, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
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+ (encoder_dropout): Dropout(p=0.33, inplace=False)
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+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
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+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
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+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
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+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
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+ (criterion): CrossEntropyLoss()
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+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
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+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
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+ (inference): SemanticDependencyMFVI(max_iter=3)
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+ )
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+
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+ 2024-08-12 16:42:01 INFO Loading the data
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+ 2024-08-12 16:42:02 INFO
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+ train: Dataset(n_sentences=142, n_batches=32, n_buckets=32)
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+ dev: Dataset(n_sentences=19, n_batches=15, n_buckets=15)
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+ test: Dataset(n_sentences=410, n_batches=32, n_buckets=32)
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+
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+ 2024-08-12 16:42:02 INFO Epoch 1 / 5000:
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+ 2024-08-12 16:42:04 INFO lr: 4.9990e-05 - loss: 0.0996 - UP: 3.36% UR: 10.21% UF: 5.05% P: 2.26% R: 6.86% F: 3.40%
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+ 2024-08-12 16:42:04 INFO dev: loss: nan - UP: 54.55% UR: 3.90% UF: 7.27% P: 45.45% R: 3.25% F: 6.06%
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+ 2024-08-12 16:42:04 INFO test: loss: 0.1856 - UP: 43.18% UR: 4.23% UF: 7.70% P: 39.00% R: 3.82% F: 6.96%
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+ 2024-08-12 16:42:06 INFO 0:00:02.680017s elapsed (saved)
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+
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+ 2024-08-12 16:42:06 INFO Epoch 2 / 5000:
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+ 2024-08-12 16:42:08 INFO lr: 4.9980e-05 - loss: 0.2502 - UP: 47.62% UR: 3.27% UF: 6.12% P: 44.05% R: 3.02% F: 5.66%
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+ 2024-08-12 16:42:08 INFO dev: loss: nan - UP: 75.76% UR: 16.23% UF: 26.74% P: 60.61% R: 12.99% F: 21.39%
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+ 2024-08-12 16:42:08 INFO test: loss: 0.1399 - UP: 56.86% UR: 14.24% UF: 22.78% P: 45.10% R: 11.30% F: 18.07%
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+ 2024-08-12 16:42:11 INFO 0:00:02.188224s elapsed (saved)
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+ 2024-08-12 16:42:11 INFO Epoch 3 / 5000:
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+ 2024-08-12 16:42:13 INFO lr: 4.9970e-05 - loss: 0.0600 - UP: 40.97% UR: 12.42% UF: 19.06% P: 39.89% R: 12.09% F: 18.56%
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+ 2024-08-12 16:42:13 INFO dev: loss: nan - UP: 56.14% UR: 20.78% UF: 30.33% P: 47.37% R: 17.53% F: 25.59%
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+ 2024-08-12 16:42:13 INFO test: loss: 0.1453 - UP: 70.69% UR: 15.01% UF: 24.76% P: 64.91% R: 13.78% F: 22.73%
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+ 2024-08-12 16:42:16 INFO 0:00:02.146019s elapsed (saved)
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+ 2024-08-12 16:42:17 INFO lr: 4.9960e-05 - loss: 0.1182 - UP: 49.51% UR: 20.59% UF: 29.08% P: 46.76% R: 19.44% F: 27.47%
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+ 2024-08-12 16:42:17 INFO dev: loss: nan - UP: 92.31% UR: 7.79% UF: 14.37% P: 76.92% R: 6.49% F: 11.98%
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+ 2024-08-12 16:42:18 INFO test: loss: 0.1339 - UP: 88.60% UR: 7.42% UF: 13.70% P: 79.48% R: 6.66% F: 12.29%
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+ 2024-08-12 16:42:18 INFO 0:00:02.247870s elapsed
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+ 2024-08-12 16:42:20 INFO lr: 4.9950e-05 - loss: 0.1052 - UP: 48.91% UR: 27.37% UF: 35.10% P: 47.15% R: 26.39% F: 33.84%
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+ 2024-08-12 16:42:20 INFO dev: loss: nan - UP: 61.29% UR: 37.01% UF: 46.15% P: 56.99% R: 34.42% F: 42.91%
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+ 2024-08-12 16:42:20 INFO test: loss: 0.1318 - UP: 63.76% UR: 26.49% UF: 37.43% P: 57.78% R: 24.01% F: 33.92%
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+ 2024-08-12 16:42:23 INFO 0:00:02.213116s elapsed (saved)
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+ 2024-08-12 16:42:24 INFO lr: 4.9940e-05 - loss: 0.0123 - UP: 68.70% UR: 29.41% UF: 41.19% P: 67.75% R: 29.00% F: 40.62%
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+ 2024-08-12 16:42:25 INFO dev: loss: nan - UP: 54.11% UR: 51.30% UF: 52.67% P: 47.95% R: 45.45% F: 46.67%
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+ 2024-08-12 16:42:25 INFO test: loss: 0.1606 - UP: 39.95% UR: 37.03% UF: 38.43% P: 35.94% R: 33.32% F: 34.58%
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+ 2024-08-12 16:42:27 INFO 0:00:02.262161s elapsed (saved)
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+ 2024-08-12 16:42:29 INFO lr: 4.9930e-05 - loss: 0.0440 - UP: 23.05% UR: 33.33% UF: 27.25% P: 22.94% R: 33.17% F: 27.12%
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+ 2024-08-12 16:42:29 INFO dev: loss: nan - UP: 70.11% UR: 39.61% UF: 50.62% P: 65.52% R: 37.01% F: 47.30%
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+ 2024-08-12 16:42:30 INFO test: loss: 0.1603 - UP: 72.15% UR: 25.87% UF: 38.08% P: 66.59% R: 23.87% F: 35.15%
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+ 2024-08-12 16:42:33 INFO 0:00:02.219181s elapsed (saved)
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+
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+ 2024-08-12 16:42:33 INFO Epoch 8 / 5000:
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+ 2024-08-12 16:42:34 INFO lr: 4.9920e-05 - loss: 0.0194 - UP: 69.56% UR: 39.95% UF: 50.75% P: 68.85% R: 39.54% F: 50.23%
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+ 2024-08-12 16:42:34 INFO dev: loss: nan - UP: 73.13% UR: 31.82% UF: 44.34% P: 71.64% R: 31.17% F: 43.44%
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+ 2024-08-12 16:42:35 INFO test: loss: 0.1338 - UP: 78.65% UR: 23.93% UF: 36.69% P: 73.81% R: 22.46% F: 34.44%
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+ 2024-08-12 16:42:35 INFO 0:00:02.162593s elapsed
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+
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+ 2024-08-12 16:42:35 INFO Epoch 9 / 5000:
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+ 2024-08-12 16:42:36 INFO lr: 4.9910e-05 - loss: 0.0623 - UP: 72.01% UR: 43.71% UF: 54.40% P: 71.74% R: 43.55% F: 54.19%
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+ 2024-08-12 16:42:36 INFO dev: loss: nan - UP: 71.64% UR: 31.17% UF: 43.44% P: 68.66% R: 29.87% F: 41.63%
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+ 2024-08-12 16:42:37 INFO test: loss: 0.1724 - UP: 78.99% UR: 16.62% UF: 27.46% P: 74.97% R: 15.77% F: 26.06%
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+ 2024-08-12 16:42:37 INFO 0:00:02.100617s elapsed
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+
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+ 2024-08-12 16:42:37 INFO Epoch 10 / 5000:
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+ 2024-08-12 16:42:38 INFO lr: 4.9900e-05 - loss: 0.0567 - UP: 78.77% UR: 43.95% UF: 56.42% P: 78.04% R: 43.55% F: 55.90%
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+ 2024-08-12 16:42:39 INFO dev: loss: nan - UP: 89.66% UR: 33.77% UF: 49.06% P: 87.93% R: 33.12% F: 48.11%
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+ 2024-08-12 16:42:39 INFO test: loss: 0.1299 - UP: 86.31% UR: 19.62% UF: 31.97% P: 81.63% R: 18.55% F: 30.24%
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+ 2024-08-12 16:42:41 INFO 0:00:02.145164s elapsed (saved)
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+ 2024-08-12 16:42:43 INFO lr: 4.9890e-05 - loss: 0.0330 - UP: 79.56% UR: 50.25% UF: 61.59% P: 79.04% R: 49.92% F: 61.19%
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+ 2024-08-12 16:42:43 INFO dev: loss: nan - UP: 65.87% UR: 53.90% UF: 59.29% P: 64.29% R: 52.60% F: 57.86%
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+ 2024-08-12 16:42:43 INFO test: loss: 0.1450 - UP: 62.77% UR: 36.29% UF: 45.99% P: 58.71% R: 33.94% F: 43.02%
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+ 2024-08-12 16:42:46 INFO 0:00:02.208283s elapsed (saved)
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+
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+ 2024-08-12 16:42:46 INFO Epoch 12 / 5000:
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+ 2024-08-12 16:42:48 INFO lr: 4.9880e-05 - loss: 0.0151 - UP: 84.54% UR: 48.69% UF: 61.79% P: 84.54% R: 48.69% F: 61.79%
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+ 2024-08-12 16:42:48 INFO dev: loss: nan - UP: 69.57% UR: 41.56% UF: 52.03% P: 67.39% R: 40.26% F: 50.41%
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+ 2024-08-12 16:42:48 INFO test: loss: 0.1452 - UP: 74.39% UR: 27.50% UF: 40.16% P: 69.00% R: 25.51% F: 37.25%
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+ 2024-08-12 16:42:48 INFO 0:00:02.251211s elapsed
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+ 2024-08-12 16:42:50 INFO lr: 4.9870e-05 - loss: 0.0337 - UP: 78.92% UR: 52.61% UF: 63.14% P: 78.55% R: 52.37% F: 62.84%
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+ 2024-08-12 16:42:50 INFO dev: loss: nan - UP: 79.27% UR: 42.21% UF: 55.08% P: 76.83% R: 40.91% F: 53.39%
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+ 2024-08-12 16:42:51 INFO test: loss: 0.1645 - UP: 77.23% UR: 29.33% UF: 42.52% P: 70.55% R: 26.79% F: 38.84%
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+ 2024-08-12 16:42:51 INFO 0:00:02.218619s elapsed
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+ 2024-08-12 16:42:51 INFO Epoch 14 / 5000:
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+ 2024-08-12 16:42:52 INFO lr: 4.9860e-05 - loss: 0.0137 - UP: 74.22% UR: 56.45% UF: 64.13% P: 74.01% R: 56.29% F: 63.94%
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+ 2024-08-12 16:42:52 INFO dev: loss: nan - UP: 77.11% UR: 41.56% UF: 54.01% P: 73.49% R: 39.61% F: 51.48%
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+ 2024-08-12 16:42:53 INFO test: loss: 0.1536 - UP: 73.76% UR: 31.30% UF: 43.95% P: 68.94% R: 29.25% F: 41.07%
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+ 2024-08-12 16:42:53 INFO 0:00:02.190658s elapsed
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+ 2024-08-12 16:42:54 INFO lr: 4.9850e-05 - loss: 0.0143 - UP: 86.83% UR: 55.47% UF: 67.70% P: 86.83% R: 55.47% F: 67.70%
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+ 2024-08-12 16:42:55 INFO dev: loss: nan - UP: 82.35% UR: 45.45% UF: 58.58% P: 80.00% R: 44.16% F: 56.90%
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+ 2024-08-12 16:42:55 INFO test: loss: 0.1585 - UP: 75.62% UR: 30.89% UF: 43.86% P: 71.08% R: 29.03% F: 41.22%
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+ 2024-08-12 16:42:55 INFO 0:00:02.147892s elapsed
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+ 2024-08-12 16:42:57 INFO lr: 4.9840e-05 - loss: 0.0056 - UP: 85.41% UR: 58.82% UF: 69.67% P: 85.41% R: 58.82% F: 69.67%
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+ 2024-08-12 16:42:57 INFO dev: loss: nan - UP: 85.00% UR: 44.16% UF: 58.12% P: 82.50% R: 42.86% F: 56.41%
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+ 2024-08-12 16:42:57 INFO test: loss: 0.1691 - UP: 81.13% UR: 28.62% UF: 42.32% P: 75.25% R: 26.55% F: 39.25%
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+ 2024-08-12 16:42:57 INFO 0:00:02.194941s elapsed
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+ 2024-08-12 16:42:57 INFO Epoch 17 / 5000:
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+ 2024-08-12 16:42:59 INFO lr: 4.9830e-05 - loss: 0.0263 - UP: 85.65% UR: 59.48% UF: 70.20% P: 85.65% R: 59.48% F: 70.20%
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+ 2024-08-12 16:42:59 INFO dev: loss: nan - UP: 80.52% UR: 40.26% UF: 53.68% P: 79.22% R: 39.61% F: 52.81%
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+ 2024-08-12 16:42:59 INFO test: loss: 0.1574 - UP: 78.51% UR: 28.40% UF: 41.72% P: 72.85% R: 26.36% F: 38.71%
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+ 2024-08-12 16:42:59 INFO 0:00:02.151517s elapsed
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+ 2024-08-12 16:42:59 INFO Epoch 18 / 5000:
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+ 2024-08-12 16:43:01 INFO lr: 4.9820e-05 - loss: 0.0059 - UP: 87.26% UR: 62.09% UF: 72.55% P: 86.91% R: 61.85% F: 72.27%
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+ 2024-08-12 16:43:01 INFO dev: loss: nan - UP: 80.72% UR: 43.51% UF: 56.54% P: 77.11% R: 41.56% F: 54.01%
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+ 2024-08-12 16:43:01 INFO test: loss: 0.1824 - UP: 80.11% UR: 28.89% UF: 42.47% P: 72.01% R: 25.98% F: 38.18%
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+ 2024-08-12 16:43:01 INFO 0:00:02.184529s elapsed
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+ 2024-08-12 16:43:01 INFO Epoch 19 / 5000:
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+ 2024-08-12 16:43:03 INFO lr: 4.9810e-05 - loss: 0.0282 - UP: 89.49% UR: 66.75% UF: 76.46% P: 89.38% R: 66.67% F: 76.37%
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+ 2024-08-12 16:43:03 INFO dev: loss: nan - UP: 81.44% UR: 51.30% UF: 62.95% P: 80.41% R: 50.65% F: 62.15%
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+ 2024-08-12 16:43:04 INFO test: loss: 0.1933 - UP: 78.41% UR: 31.81% UF: 45.26% P: 73.44% R: 29.80% F: 42.39%
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+ 2024-08-12 16:43:06 INFO 0:00:02.135508s elapsed (saved)
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+ 2024-08-12 16:43:17 INFO test: loss: 0.1769 - UP: 82.26% UR: 27.97% UF: 41.74% P: 78.25% R: 26.60% F: 39.71%
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+ 2024-08-12 16:43:19 INFO test: loss: 0.1775 - UP: 73.47% UR: 37.11% UF: 49.31% P: 68.83% R: 34.76% F: 46.19%
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+ 2024-08-12 16:43:24 INFO test: loss: 0.2572 - UP: 75.29% UR: 33.26% UF: 46.14% P: 70.35% R: 31.08% F: 43.11%
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+ 2024-08-12 16:43:26 INFO dev: loss: nan - UP: 83.53% UR: 46.10% UF: 59.41% P: 82.35% R: 45.45% F: 58.58%
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+ 2024-08-12 16:43:26 INFO test: loss: 0.2193 - UP: 73.24% UR: 35.69% UF: 47.99% P: 68.65% R: 33.45% F: 44.98%
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+ 2024-08-12 16:43:28 INFO test: loss: 0.2524 - UP: 74.70% UR: 35.36% UF: 48.00% P: 70.09% R: 33.18% F: 45.04%
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+ 2024-08-12 16:43:30 INFO dev: loss: nan - UP: 79.55% UR: 45.45% UF: 57.85% P: 78.41% R: 44.81% F: 57.02%
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+ 2024-08-12 16:43:30 INFO test: loss: 0.2266 - UP: 78.26% UR: 32.80% UF: 46.22% P: 73.89% R: 30.97% F: 43.65%
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+ 2024-08-12 16:43:34 INFO dev: loss: nan - UP: 84.09% UR: 48.05% UF: 61.16% P: 81.82% R: 46.75% F: 59.50%
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+ 2024-08-12 16:43:35 INFO test: loss: 0.1731 - UP: 75.78% UR: 30.56% UF: 43.55% P: 72.06% R: 29.06% F: 41.42%
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+ 2024-08-12 16:43:37 INFO dev: loss: nan - UP: 75.42% UR: 57.79% UF: 65.44% P: 69.49% R: 53.25% F: 60.29%
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+ 2024-08-12 16:43:37 INFO test: loss: 0.1890 - UP: 70.57% UR: 38.66% UF: 49.96% P: 65.69% R: 35.99% F: 46.50%
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+ 2024-08-12 16:43:39 INFO test: loss: 0.2218 - UP: 76.72% UR: 34.16% UF: 47.27% P: 71.20% R: 31.71% F: 43.87%
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+ 2024-08-12 16:43:41 INFO lr: 4.9670e-05 - loss: 0.0483 - UP: 84.65% UR: 73.45% UF: 78.65% P: 84.65% R: 73.45% F: 78.65%
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+ 2024-08-12 16:43:41 INFO dev: loss: nan - UP: 80.68% UR: 46.10% UF: 58.68% P: 76.14% R: 43.51% F: 55.37%
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+ 2024-08-12 16:43:42 INFO test: loss: 0.1989 - UP: 74.94% UR: 32.63% UF: 45.47% P: 69.24% R: 30.15% F: 42.01%
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+ 2024-08-12 16:43:43 INFO lr: 4.9660e-05 - loss: 0.0131 - UP: 93.29% UR: 65.93% UF: 77.26% P: 93.29% R: 65.93% F: 77.26%
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+ 2024-08-12 16:43:43 INFO dev: loss: nan - UP: 76.04% UR: 47.40% UF: 58.40% P: 75.00% R: 46.75% F: 57.60%
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+ 2024-08-12 16:43:44 INFO test: loss: 0.2186 - UP: 71.40% UR: 35.36% UF: 47.30% P: 66.17% R: 32.77% F: 43.83%
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+ 2024-08-12 16:43:46 INFO lr: 4.9650e-05 - loss: 0.0007 - UP: 88.79% UR: 73.12% UF: 80.20% P: 87.90% R: 72.39% F: 79.39%
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+ 2024-08-12 16:43:46 INFO dev: loss: nan - UP: 81.40% UR: 45.45% UF: 58.33% P: 77.91% R: 43.51% F: 55.83%
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+ 2024-08-12 16:43:46 INFO test: loss: 0.2302 - UP: 74.46% UR: 35.09% UF: 47.70% P: 68.56% R: 32.31% F: 43.92%
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+ 2024-08-12 16:43:46 INFO 0:00:02.317877s elapsed
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+ 2024-08-12 16:43:48 INFO lr: 4.9640e-05 - loss: 0.0033 - UP: 96.84% UR: 72.71% UF: 83.06% P: 96.84% R: 72.71% F: 83.06%
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+ 2024-08-12 16:43:48 INFO dev: loss: nan - UP: 77.27% UR: 55.19% UF: 64.39% P: 72.73% R: 51.95% F: 60.61%
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+ 2024-08-12 16:43:48 INFO test: loss: 0.2581 - UP: 64.00% UR: 42.05% UF: 50.75% P: 57.97% R: 38.09% F: 45.97%
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+ 2024-08-12 16:43:48 INFO 0:00:02.290976s elapsed
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+ 2024-08-12 16:43:50 INFO lr: 4.9630e-05 - loss: 0.0000 - UP: 92.79% UR: 75.65% UF: 83.35% P: 92.59% R: 75.49% F: 83.17%
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+ 2024-08-12 16:43:50 INFO dev: loss: nan - UP: 84.54% UR: 53.25% UF: 65.34% P: 83.51% R: 52.60% F: 64.54%
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+ 2024-08-12 16:43:51 INFO test: loss: 0.2203 - UP: 72.91% UR: 38.12% UF: 50.06% P: 67.54% R: 35.31% F: 46.37%
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+ 2024-08-12 16:43:53 INFO 0:00:02.253799s elapsed (saved)
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+ 2024-08-12 16:43:55 INFO lr: 4.9620e-05 - loss: 0.0000 - UP: 92.31% UR: 75.49% UF: 83.06% P: 92.11% R: 75.33% F: 82.88%
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+ 2024-08-12 16:43:55 INFO dev: loss: nan - UP: 85.87% UR: 51.30% UF: 64.23% P: 84.78% R: 50.65% F: 63.41%
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+ 2024-08-12 16:43:55 INFO test: loss: 0.2196 - UP: 75.13% UR: 36.26% UF: 48.91% P: 69.76% R: 33.67% F: 45.42%
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+ 2024-08-12 16:43:55 INFO 0:00:02.278935s elapsed
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+ 2024-08-12 16:43:57 INFO lr: 4.9610e-05 - loss: 0.0112 - UP: 95.54% UR: 77.04% UF: 85.30% P: 95.44% R: 76.96% F: 85.21%
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+ 2024-08-12 16:43:57 INFO dev: loss: nan - UP: 82.52% UR: 55.19% UF: 66.15% P: 78.64% R: 52.60% F: 63.04%
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+ 2024-08-12 16:43:57 INFO test: loss: 0.2575 - UP: 71.27% UR: 39.13% UF: 50.52% P: 64.56% R: 35.44% F: 45.76%
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+ 2024-08-12 16:43:59 INFO lr: 4.9600e-05 - loss: 0.0016 - UP: 95.42% UR: 76.55% UF: 84.95% P: 95.42% R: 76.55% F: 84.95%
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+ 2024-08-12 16:43:59 INFO dev: loss: nan - UP: 86.59% UR: 46.10% UF: 60.17% P: 81.71% R: 43.51% F: 56.78%
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+ 2024-08-12 16:44:00 INFO test: loss: 0.2344 - UP: 81.52% UR: 29.60% UF: 43.43% P: 76.56% R: 27.80% F: 40.79%
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+ 2024-08-12 16:44:01 INFO lr: 4.9590e-05 - loss: 0.0020 - UP: 94.52% UR: 77.53% UF: 85.19% P: 93.73% R: 76.88% F: 84.47%
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+ 2024-08-12 16:44:02 INFO dev: loss: nan - UP: 81.37% UR: 53.90% UF: 64.84% P: 76.47% R: 50.65% F: 60.94%
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+ 2024-08-12 16:44:02 INFO test: loss: 0.2762 - UP: 71.48% UR: 39.59% UF: 50.96% P: 65.57% R: 36.32% F: 46.74%
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+ 2024-08-12 16:44:04 INFO lr: 4.9580e-05 - loss: 0.0076 - UP: 89.18% UR: 78.76% UF: 83.64% P: 86.96% R: 76.80% F: 81.56%
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+ 2024-08-12 16:44:04 INFO dev: loss: nan - UP: 85.54% UR: 46.10% UF: 59.92% P: 83.13% R: 44.81% F: 58.23%
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+ 2024-08-12 16:44:04 INFO test: loss: 0.2101 - UP: 76.50% UR: 33.40% UF: 46.50% P: 71.44% R: 31.19% F: 43.42%
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+ 2024-08-12 16:44:06 INFO lr: 4.9570e-05 - loss: 0.0001 - UP: 93.96% UR: 72.47% UF: 81.83% P: 92.58% R: 71.41% F: 80.63%
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+ 2024-08-12 16:44:06 INFO dev: loss: nan - UP: 73.33% UR: 57.14% UF: 64.23% P: 69.17% R: 53.90% F: 60.58%
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+ 2024-08-12 16:44:06 INFO test: loss: 0.2015 - UP: 65.45% UR: 42.59% UF: 51.60% P: 60.00% R: 39.05% F: 47.31%
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+ 2024-08-12 16:44:08 INFO lr: 4.9560e-05 - loss: 0.0126 - UP: 93.69% UR: 78.84% UF: 85.63% P: 93.50% R: 78.68% F: 85.45%
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+ 2024-08-12 16:44:08 INFO dev: loss: nan - UP: 70.87% UR: 58.44% UF: 64.06% P: 65.35% R: 53.90% F: 59.07%
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+ 2024-08-12 16:44:09 INFO test: loss: 0.2266 - UP: 62.38% UR: 44.97% UF: 52.26% P: 56.96% R: 41.06% F: 47.72%
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+ 2024-08-12 16:44:10 INFO lr: 4.9550e-05 - loss: 0.0089 - UP: 91.33% UR: 80.07% UF: 85.33% P: 91.05% R: 79.82% F: 85.07%
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+ 2024-08-12 16:44:10 INFO dev: loss: nan - UP: 80.00% UR: 44.16% UF: 56.90% P: 70.59% R: 38.96% F: 50.21%
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+ 2024-08-12 16:44:11 INFO test: loss: 0.2410 - UP: 77.48% UR: 31.27% UF: 44.56% P: 71.81% R: 28.98% F: 41.29%
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+ 2024-08-12 16:44:12 INFO lr: 4.9540e-05 - loss: 0.0000 - UP: 93.59% UR: 77.53% UF: 84.81% P: 93.59% R: 77.53% F: 84.81%
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+ 2024-08-12 16:44:13 INFO dev: loss: nan - UP: 76.85% UR: 53.90% UF: 63.36% P: 73.15% R: 51.30% F: 60.31%
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+ 2024-08-12 16:44:13 INFO test: loss: 0.2101 - UP: 67.12% UR: 40.38% UF: 50.43% P: 61.50% R: 37.00% F: 46.20%
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+ 2024-08-12 16:44:15 INFO lr: 4.9530e-05 - loss: 0.0477 - UP: 92.76% UR: 75.41% UF: 83.19% P: 92.46% R: 75.16% F: 82.92%
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+ 2024-08-12 16:44:15 INFO dev: loss: nan - UP: 65.32% UR: 52.60% UF: 58.27% P: 61.29% R: 49.35% F: 54.68%
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+ 2024-08-12 16:44:15 INFO test: loss: 0.1675 - UP: 61.12% UR: 40.33% UF: 48.59% P: 55.33% R: 36.51% F: 43.99%
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+ 2024-08-12 16:44:17 INFO lr: 4.9520e-05 - loss: 0.0560 - UP: 87.12% UR: 75.74% UF: 81.03% P: 86.84% R: 75.49% F: 80.77%
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+ 2024-08-12 16:44:17 INFO dev: loss: nan - UP: 95.74% UR: 29.22% UF: 44.78% P: 93.62% R: 28.57% F: 43.78%
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+ 2024-08-12 16:44:18 INFO test: loss: 0.2212 - UP: 80.44% UR: 19.75% UF: 31.72% P: 76.11% R: 18.69% F: 30.01%
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+ 2024-08-12 16:44:19 INFO lr: 4.9510e-05 - loss: 0.0899 - UP: 87.19% UR: 75.08% UF: 80.68% P: 86.24% R: 74.26% F: 79.81%
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+ 2024-08-12 16:44:19 INFO dev: loss: nan - UP: 74.45% UR: 66.23% UF: 70.10% P: 65.69% R: 58.44% F: 61.86%
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+ 2024-08-12 16:44:20 INFO test: loss: 0.1906 - UP: 61.14% UR: 43.14% UF: 50.58% P: 55.10% R: 38.88% F: 45.59%
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+ 2024-08-12 16:44:21 INFO lr: 4.9500e-05 - loss: 0.0047 - UP: 91.59% UR: 80.07% UF: 85.44% P: 91.59% R: 80.07% F: 85.44%
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+ 2024-08-12 16:44:22 INFO dev: loss: nan - UP: 82.24% UR: 57.14% UF: 67.43% P: 76.64% R: 53.25% F: 62.84%
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+ 2024-08-12 16:44:22 INFO test: loss: 0.2377 - UP: 72.12% UR: 37.63% UF: 49.45% P: 66.27% R: 34.57% F: 45.44%
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+ 2024-08-12 16:44:24 INFO lr: 4.9490e-05 - loss: 0.0019 - UP: 96.48% UR: 78.43% UF: 86.53% P: 95.98% R: 78.02% F: 86.07%
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+ 2024-08-12 16:44:24 INFO test: loss: 0.2384 - UP: 70.10% UR: 41.01% UF: 51.75% P: 63.99% R: 37.44% F: 47.24%
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+ 2024-08-12 16:44:35 INFO test: loss: 0.1865 - UP: 74.58% UR: 32.41% UF: 45.19% P: 69.55% R: 30.23% F: 42.15%
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+ 2024-08-12 16:44:37 INFO test: loss: 0.1829 - UP: 73.23% UR: 37.16% UF: 49.30% P: 67.90% R: 34.46% F: 45.72%
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+ 2024-08-12 16:44:39 INFO dev: loss: nan - UP: 79.28% UR: 57.14% UF: 66.42% P: 76.58% R: 55.19% F: 64.15%
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+ 2024-08-12 16:44:40 INFO test: loss: 0.1871 - UP: 66.95% UR: 42.46% UF: 51.96% P: 61.19% R: 38.80% F: 47.49%
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+ 2024-08-12 16:44:41 INFO dev: loss: nan - UP: 84.21% UR: 51.95% UF: 64.26% P: 78.95% R: 48.70% F: 60.24%
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+ 2024-08-12 16:44:42 INFO test: loss: 0.1993 - UP: 69.84% UR: 37.03% UF: 48.40% P: 64.23% R: 34.05% F: 44.51%
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+ 2024-08-12 16:44:42 INFO 0:00:02.218385s elapsed
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+ 2024-08-12 16:44:44 INFO dev: loss: nan - UP: 78.95% UR: 58.44% UF: 67.16% P: 72.81% R: 53.90% F: 61.94%
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+ 2024-08-12 16:44:44 INFO test: loss: 0.2396 - UP: 67.02% UR: 42.92% UF: 52.33% P: 61.01% R: 39.07% F: 47.64%
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+ 2024-08-12 16:44:46 INFO lr: 4.9390e-05 - loss: 0.0040 - UP: 94.22% UR: 85.29% UF: 89.54% P: 94.13% R: 85.21% F: 89.45%
431
+ 2024-08-12 16:44:46 INFO dev: loss: nan - UP: 83.18% UR: 57.79% UF: 68.20% P: 79.44% R: 55.19% F: 65.13%
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+ 2024-08-12 16:44:46 INFO test: loss: 0.2188 - UP: 70.35% UR: 41.50% UF: 52.21% P: 64.94% R: 38.31% F: 48.19%
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+ 2024-08-12 16:44:49 INFO 0:00:02.140337s elapsed (saved)
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+ 2024-08-12 16:44:51 INFO lr: 4.9380e-05 - loss: 0.0001 - UP: 92.42% UR: 82.68% UF: 87.28% P: 92.42% R: 82.68% F: 87.28%
437
+ 2024-08-12 16:44:51 INFO dev: loss: nan - UP: 80.00% UR: 57.14% UF: 66.67% P: 76.36% R: 54.55% F: 63.64%
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+ 2024-08-12 16:44:51 INFO test: loss: 0.2258 - UP: 69.66% UR: 42.59% UF: 52.86% P: 64.03% R: 39.15% F: 48.59%
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+ 2024-08-12 16:44:51 INFO 0:00:02.247849s elapsed
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+ 2024-08-12 16:44:53 INFO lr: 4.9370e-05 - loss: 0.0030 - UP: 96.40% UR: 83.09% UF: 89.25% P: 96.40% R: 83.09% F: 89.25%
443
+ 2024-08-12 16:44:53 INFO dev: loss: nan - UP: 85.23% UR: 48.70% UF: 61.98% P: 79.55% R: 45.45% F: 57.85%
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+ 2024-08-12 16:44:53 INFO test: loss: 0.2308 - UP: 77.92% UR: 36.02% UF: 49.26% P: 71.72% R: 33.15% F: 45.34%
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+ 2024-08-12 16:44:53 INFO 0:00:02.128733s elapsed
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+ 2024-08-12 16:44:55 INFO lr: 4.9360e-05 - loss: 0.0014 - UP: 97.10% UR: 81.94% UF: 88.88% P: 97.10% R: 81.94% F: 88.88%
449
+ 2024-08-12 16:44:55 INFO dev: loss: nan - UP: 82.46% UR: 61.04% UF: 70.15% P: 76.32% R: 56.49% F: 64.93%
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+ 2024-08-12 16:44:55 INFO test: loss: 0.2222 - UP: 67.43% UR: 43.38% UF: 52.80% P: 61.07% R: 39.29% F: 47.82%
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+ 2024-08-12 16:44:55 INFO 0:00:02.140762s elapsed
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455
+ 2024-08-12 16:44:57 INFO dev: loss: nan - UP: 83.04% UR: 60.39% UF: 69.92% P: 75.89% R: 55.19% F: 63.91%
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+ 2024-08-12 16:44:58 INFO test: loss: 0.2334 - UP: 70.24% UR: 40.76% UF: 51.59% P: 64.13% R: 37.22% F: 47.10%
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+ 2024-08-12 16:44:59 INFO lr: 4.9340e-05 - loss: 0.0001 - UP: 96.66% UR: 85.21% UF: 90.58% P: 96.66% R: 85.21% F: 90.58%
461
+ 2024-08-12 16:44:59 INFO dev: loss: nan - UP: 81.25% UR: 59.09% UF: 68.42% P: 75.89% R: 55.19% F: 63.91%
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+ 2024-08-12 16:45:00 INFO test: loss: 0.2171 - UP: 69.30% UR: 43.25% UF: 53.26% P: 63.71% R: 39.75% F: 48.96%
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+ 2024-08-12 16:45:00 INFO 0:00:02.169369s elapsed
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+ 2024-08-12 16:45:01 INFO lr: 4.9330e-05 - loss: 0.0003 - UP: 97.10% UR: 87.66% UF: 92.14% P: 97.10% R: 87.66% F: 92.14%
467
+ 2024-08-12 16:45:01 INFO dev: loss: nan - UP: 83.70% UR: 50.00% UF: 62.60% P: 79.35% R: 47.40% F: 59.35%
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+ 2024-08-12 16:45:02 INFO test: loss: 0.2169 - UP: 75.40% UR: 35.80% UF: 48.55% P: 70.11% R: 33.29% F: 45.14%
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+ 2024-08-12 16:45:02 INFO 0:00:02.148943s elapsed
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+ 2024-08-12 16:45:04 INFO lr: 4.9320e-05 - loss: 0.0010 - UP: 97.28% UR: 87.75% UF: 92.27% P: 97.28% R: 87.75% F: 92.27%
473
+ 2024-08-12 16:45:04 INFO dev: loss: nan - UP: 80.00% UR: 62.34% UF: 70.07% P: 71.67% R: 55.84% F: 62.77%
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+ 2024-08-12 16:45:04 INFO test: loss: 0.2253 - UP: 65.60% UR: 45.78% UF: 53.93% P: 60.09% R: 41.94% F: 49.40%
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+ 2024-08-12 16:45:04 INFO 0:00:02.241609s elapsed
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+ 2024-08-12 16:45:06 INFO lr: 4.9310e-05 - loss: 0.0015 - UP: 95.45% UR: 87.34% UF: 91.21% P: 95.45% R: 87.34% F: 91.21%
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+ 2024-08-12 16:45:06 INFO dev: loss: nan - UP: 84.78% UR: 50.65% UF: 63.41% P: 78.26% R: 46.75% F: 58.54%
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+ 2024-08-12 16:45:06 INFO test: loss: 0.2409 - UP: 75.23% UR: 35.55% UF: 48.29% P: 70.09% R: 33.12% F: 44.99%
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+ 2024-08-12 16:45:06 INFO 0:00:02.175159s elapsed
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+ 2024-08-12 16:45:08 INFO lr: 4.9300e-05 - loss: 0.0087 - UP: 90.66% UR: 83.25% UF: 86.80% P: 90.66% R: 83.25% F: 86.80%
485
+ 2024-08-12 16:45:08 INFO dev: loss: nan - UP: 86.87% UR: 55.84% UF: 67.98% P: 84.85% R: 54.55% F: 66.40%
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+ 2024-08-12 16:45:08 INFO test: loss: 0.2279 - UP: 70.96% UR: 36.94% UF: 48.59% P: 65.36% R: 34.02% F: 44.75%
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+ 2024-08-12 16:45:11 INFO 0:00:02.176877s elapsed (saved)
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+ 2024-08-12 16:45:13 INFO lr: 4.9290e-05 - loss: 0.0058 - UP: 95.20% UR: 84.31% UF: 89.43% P: 95.20% R: 84.31% F: 89.43%
491
+ 2024-08-12 16:45:13 INFO dev: loss: nan - UP: 77.45% UR: 51.30% UF: 61.72% P: 73.53% R: 48.70% F: 58.59%
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+ 2024-08-12 16:45:13 INFO test: loss: 0.2079 - UP: 74.62% UR: 37.38% UF: 49.81% P: 69.34% R: 34.73% F: 46.28%
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+ 2024-08-12 16:45:13 INFO 0:00:02.159042s elapsed
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+ 2024-08-12 16:45:15 INFO lr: 4.9280e-05 - loss: 0.0001 - UP: 98.29% UR: 84.40% UF: 90.81% P: 98.29% R: 84.40% F: 90.81%
497
+ 2024-08-12 16:45:15 INFO dev: loss: nan - UP: 78.05% UR: 62.34% UF: 69.31% P: 74.80% R: 59.74% F: 66.43%
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+ 2024-08-12 16:45:15 INFO test: loss: 0.2231 - UP: 69.02% UR: 43.27% UF: 53.19% P: 63.05% R: 39.54% F: 48.60%
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+ 2024-08-12 16:45:18 INFO 0:00:02.139054s elapsed (saved)
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+ 2024-08-12 16:45:18 INFO Epoch 73 / 5000:
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+ 2024-08-12 16:45:20 INFO lr: 4.9270e-05 - loss: 0.0006 - UP: 97.54% UR: 87.50% UF: 92.25% P: 97.54% R: 87.50% F: 92.25%
503
+ 2024-08-12 16:45:20 INFO dev: loss: nan - UP: 79.66% UR: 61.04% UF: 69.12% P: 77.12% R: 59.09% F: 66.91%
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+ 2024-08-12 16:45:20 INFO test: loss: 0.2241 - UP: 70.38% UR: 42.40% UF: 52.92% P: 64.67% R: 38.96% F: 48.63%
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+ 2024-08-12 16:45:22 INFO 0:00:02.398445s elapsed (saved)
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+ 2024-08-12 16:45:24 INFO lr: 4.9260e-05 - loss: 0.0003 - UP: 98.54% UR: 87.99% UF: 92.97% P: 98.54% R: 87.99% F: 92.97%
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+ 2024-08-12 16:45:24 INFO dev: loss: nan - UP: 81.20% UR: 61.69% UF: 70.11% P: 76.07% R: 57.79% F: 65.68%
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+ 2024-08-12 16:45:25 INFO test: loss: 0.2270 - UP: 69.83% UR: 43.38% UF: 53.52% P: 63.72% R: 39.59% F: 48.84%
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+ 2024-08-12 16:45:25 INFO 0:00:02.245740s elapsed
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+ 2024-08-12 16:45:26 INFO lr: 4.9250e-05 - loss: 0.0001 - UP: 97.83% UR: 88.48% UF: 92.92% P: 97.83% R: 88.48% F: 92.92%
515
+ 2024-08-12 16:45:26 INFO dev: loss: nan - UP: 78.63% UR: 59.74% UF: 67.90% P: 75.21% R: 57.14% F: 64.94%
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+ 2024-08-12 16:45:27 INFO test: loss: 0.2302 - UP: 69.23% UR: 43.41% UF: 53.36% P: 63.79% R: 40.00% F: 49.17%
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+ 2024-08-12 16:45:27 INFO 0:00:02.259066s elapsed
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+ 2024-08-12 16:45:29 INFO lr: 4.9240e-05 - loss: 0.0001 - UP: 96.28% UR: 88.73% UF: 92.35% P: 96.28% R: 88.73% F: 92.35%
521
+ 2024-08-12 16:45:29 INFO dev: loss: nan - UP: 84.69% UR: 53.90% UF: 65.87% P: 80.61% R: 51.30% F: 62.70%
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+ 2024-08-12 16:45:29 INFO test: loss: 0.2195 - UP: 75.01% UR: 37.19% UF: 49.73% P: 68.96% R: 34.19% F: 45.71%
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+ 2024-08-12 16:45:29 INFO 0:00:02.251226s elapsed
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+ 2024-08-12 16:45:31 INFO lr: 4.9230e-05 - loss: 0.0080 - UP: 97.01% UR: 84.89% UF: 90.54% P: 96.73% R: 84.64% F: 90.28%
527
+ 2024-08-12 16:45:31 INFO dev: loss: nan - UP: 81.82% UR: 52.60% UF: 64.03% P: 78.79% R: 50.65% F: 61.66%
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+ 2024-08-12 16:45:31 INFO test: loss: 0.2126 - UP: 74.84% UR: 36.04% UF: 48.66% P: 69.63% R: 33.53% F: 45.27%
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+ 2024-08-12 16:45:31 INFO 0:00:02.284617s elapsed
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+ 2024-08-12 16:45:33 INFO lr: 4.9220e-05 - loss: 0.0056 - UP: 93.04% UR: 85.13% UF: 88.91% P: 92.86% R: 84.97% F: 88.74%
533
+ 2024-08-12 16:45:33 INFO dev: loss: nan - UP: 83.52% UR: 49.35% UF: 62.04% P: 82.42% R: 48.70% F: 61.22%
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+ 2024-08-12 16:45:33 INFO test: loss: 0.2482 - UP: 75.75% UR: 31.54% UF: 44.54% P: 71.89% R: 29.93% F: 42.27%
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+ 2024-08-12 16:45:33 INFO 0:00:02.161353s elapsed
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+ 2024-08-12 16:45:35 INFO lr: 4.9210e-05 - loss: 0.0074 - UP: 93.14% UR: 79.82% UF: 85.97% P: 92.47% R: 79.25% F: 85.35%
539
+ 2024-08-12 16:45:35 INFO dev: loss: nan - UP: 77.88% UR: 57.14% UF: 65.92% P: 70.80% R: 51.95% F: 59.93%
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+ 2024-08-12 16:45:36 INFO test: loss: 0.2213 - UP: 69.53% UR: 37.79% UF: 48.97% P: 64.61% R: 35.12% F: 45.50%
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+ 2024-08-12 16:45:36 INFO 0:00:02.146593s elapsed
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+ 2024-08-12 16:45:37 INFO lr: 4.9200e-05 - loss: 0.0010 - UP: 94.52% UR: 80.31% UF: 86.84% P: 94.52% R: 80.31% F: 86.84%
545
+ 2024-08-12 16:45:37 INFO dev: loss: nan - UP: 74.11% UR: 53.90% UF: 62.41% P: 65.18% R: 47.40% F: 54.89%
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+ 2024-08-12 16:45:38 INFO test: loss: 0.2826 - UP: 69.53% UR: 40.03% UF: 50.81% P: 61.28% R: 35.28% F: 44.78%
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+ 2024-08-12 16:45:39 INFO lr: 4.9190e-05 - loss: 0.0118 - UP: 93.30% UR: 81.94% UF: 87.26% P: 92.93% R: 81.62% F: 86.91%
551
+ 2024-08-12 16:45:40 INFO dev: loss: nan - UP: 79.63% UR: 55.84% UF: 65.65% P: 75.00% R: 52.60% F: 61.83%
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+ 2024-08-12 16:45:40 INFO test: loss: 0.2212 - UP: 71.72% UR: 40.00% UF: 51.36% P: 66.59% R: 37.14% F: 47.68%
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+ 2024-08-12 16:45:40 INFO 0:00:02.217964s elapsed
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+ 2024-08-12 16:45:42 INFO lr: 4.9180e-05 - loss: 0.0066 - UP: 95.89% UR: 80.07% UF: 87.27% P: 95.50% R: 79.74% F: 86.91%
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+ 2024-08-12 16:45:42 INFO dev: loss: nan - UP: 80.65% UR: 48.70% UF: 60.73% P: 72.04% R: 43.51% F: 54.25%
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+ 2024-08-12 16:45:42 INFO test: loss: 0.2749 - UP: 73.72% UR: 29.93% UF: 42.58% P: 66.26% R: 26.90% F: 38.27%
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+ 2024-08-12 16:45:42 INFO 0:00:02.199167s elapsed
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+ 2024-08-12 16:45:44 INFO lr: 4.9170e-05 - loss: 0.0265 - UP: 87.74% UR: 75.41% UF: 81.11% P: 87.45% R: 75.16% F: 80.84%
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+ 2024-08-12 16:45:48 INFO lr: 4.9150e-05 - loss: 0.0236 - UP: 90.78% UR: 79.66% UF: 84.86% P: 90.50% R: 79.41% F: 84.60%
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+ 2024-08-12 16:45:49 INFO test: loss: 0.1979 - UP: 78.52% UR: 33.92% UF: 47.37% P: 72.77% R: 31.43% F: 43.90%
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+ 2024-08-12 16:45:53 INFO lr: 4.9130e-05 - loss: 0.0193 - UP: 94.99% UR: 80.47% UF: 87.13% P: 94.79% R: 80.31% F: 86.95%
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+ 2024-08-12 16:45:53 INFO test: loss: 0.2108 - UP: 74.73% UR: 37.93% UF: 50.32% P: 69.62% R: 35.33% F: 46.88%
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+ 2024-08-12 16:45:55 INFO dev: loss: nan - UP: 80.37% UR: 55.84% UF: 65.90% P: 74.77% R: 51.95% F: 61.30%
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+ 2024-08-12 16:45:56 INFO test: loss: 0.2136 - UP: 67.69% UR: 41.34% UF: 51.33% P: 61.71% R: 37.68% F: 46.79%
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+ 2024-08-12 16:45:58 INFO test: loss: 0.2674 - UP: 75.75% UR: 31.54% UF: 44.54% P: 68.28% R: 28.43% F: 40.15%
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+ 2024-08-12 16:46:00 INFO lr: 4.9100e-05 - loss: 0.0041 - UP: 95.85% UR: 79.25% UF: 86.76% P: 95.85% R: 79.25% F: 86.76%
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+ 2024-08-12 16:46:00 INFO dev: loss: nan - UP: 74.58% UR: 57.14% UF: 64.71% P: 69.49% R: 53.25% F: 60.29%
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+ 2024-08-12 16:46:00 INFO test: loss: 0.1885 - UP: 66.25% UR: 38.99% UF: 49.09% P: 60.73% R: 35.74% F: 45.00%
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+ 2024-08-12 16:46:02 INFO dev: loss: nan - UP: 77.55% UR: 49.35% UF: 60.32% P: 72.45% R: 46.10% F: 56.35%
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+ 2024-08-12 16:46:02 INFO test: loss: 0.1855 - UP: 73.20% UR: 35.99% UF: 48.25% P: 67.76% R: 33.32% F: 44.67%
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+ 2024-08-12 16:46:05 INFO test: loss: 0.2032 - UP: 73.55% UR: 35.20% UF: 47.61% P: 67.96% R: 32.52% F: 43.99%
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+ 2024-08-12 16:46:06 INFO dev: loss: nan - UP: 75.59% UR: 62.34% UF: 68.33% P: 70.08% R: 57.79% F: 63.35%
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+ 2024-08-12 16:46:07 INFO test: loss: 0.2057 - UP: 63.55% UR: 44.15% UF: 52.10% P: 58.13% R: 40.38% F: 47.66%
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+ 2024-08-12 16:46:08 INFO lr: 4.9060e-05 - loss: 0.0052 - UP: 99.05% UR: 85.05% UF: 91.52% P: 99.05% R: 85.05% F: 91.52%
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+ 2024-08-12 16:46:09 INFO dev: loss: nan - UP: 76.47% UR: 59.09% UF: 66.67% P: 70.59% R: 54.55% F: 61.54%
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+ 2024-08-12 16:46:09 INFO test: loss: 0.2141 - UP: 65.65% UR: 43.55% UF: 52.36% P: 60.47% R: 40.11% F: 48.23%
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+ 2024-08-12 16:46:09 INFO Epoch 95 / 5000:
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+ 2024-08-12 16:46:11 INFO lr: 4.9050e-05 - loss: 0.0009 - UP: 96.10% UR: 88.48% UF: 92.13% P: 96.10% R: 88.48% F: 92.13%
635
+ 2024-08-12 16:46:11 INFO dev: loss: nan - UP: 76.19% UR: 62.34% UF: 68.57% P: 71.43% R: 58.44% F: 64.29%
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+ 2024-08-12 16:46:11 INFO test: loss: 0.2172 - UP: 64.39% UR: 46.22% UF: 53.81% P: 58.95% R: 42.32% F: 49.27%
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+ 2024-08-12 16:46:13 INFO test: loss: 0.2267 - UP: 77.11% UR: 35.93% UF: 49.02% P: 71.43% R: 33.29% F: 45.41%
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+ 2024-08-12 16:46:15 INFO dev: loss: nan - UP: 80.31% UR: 66.23% UF: 72.60% P: 74.80% R: 61.69% F: 67.62%
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+ 2024-08-12 16:46:15 INFO test: loss: 0.2318 - UP: 65.62% UR: 47.18% UF: 54.89% P: 59.81% R: 43.00% F: 50.03%
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+ 2024-08-12 16:46:18 INFO 0:00:02.124624s elapsed (saved)
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+ 2024-08-12 16:46:20 INFO lr: 4.9020e-05 - loss: 0.0002 - UP: 98.46% UR: 88.89% UF: 93.43% P: 98.46% R: 88.89% F: 93.43%
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+ 2024-08-12 16:46:20 INFO dev: loss: nan - UP: 82.76% UR: 62.34% UF: 71.11% P: 76.72% R: 57.79% F: 65.93%
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+ 2024-08-12 16:46:20 INFO test: loss: 0.2505 - UP: 69.35% UR: 43.22% UF: 53.25% P: 63.35% R: 39.48% F: 48.65%
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+ 2024-08-12 16:46:22 INFO lr: 4.9010e-05 - loss: 0.0001 - UP: 97.76% UR: 89.30% UF: 93.34% P: 97.76% R: 89.30% F: 93.34%
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+ 2024-08-12 16:46:22 INFO dev: loss: nan - UP: 84.21% UR: 62.34% UF: 71.64% P: 78.07% R: 57.79% F: 66.42%
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+ 2024-08-12 16:46:22 INFO test: loss: 0.2500 - UP: 72.51% UR: 41.53% UF: 52.81% P: 66.79% R: 38.25% F: 48.65%
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+ 2024-08-12 16:46:22 INFO 0:00:02.133272s elapsed
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+ 2024-08-12 16:46:22 INFO Epoch 100 / 5000:
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+ 2024-08-12 16:46:24 INFO lr: 4.9000e-05 - loss: 0.0028 - UP: 99.26% UR: 87.83% UF: 93.19% P: 99.26% R: 87.83% F: 93.19%
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+ 2024-08-12 16:46:24 INFO dev: loss: nan - UP: 81.45% UR: 65.58% UF: 72.66% P: 75.81% R: 61.04% F: 67.63%
666
+ 2024-08-12 16:46:25 INFO test: loss: 0.2322 - UP: 65.26% UR: 45.98% UF: 53.95% P: 59.76% R: 42.10% F: 49.40%
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+ 2024-08-12 16:46:27 INFO 0:00:02.149076s elapsed (saved)
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+ 2024-08-12 16:46:29 INFO lr: 4.8990e-05 - loss: 0.0022 - UP: 97.88% UR: 90.60% UF: 94.10% P: 97.88% R: 90.60% F: 94.10%
671
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+ 2024-08-12 16:46:29 INFO test: loss: 0.2339 - UP: 69.90% UR: 42.46% UF: 52.83% P: 64.29% R: 39.05% F: 48.58%
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+ 2024-08-12 16:46:29 INFO 0:00:02.185173s elapsed
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+ 2024-08-12 16:46:29 INFO Epoch 102 / 5000:
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+ 2024-08-12 16:46:31 INFO lr: 4.8980e-05 - loss: 0.0000 - UP: 97.55% UR: 91.18% UF: 94.26% P: 97.55% R: 91.18% F: 94.26%
677
+ 2024-08-12 16:46:31 INFO dev: loss: nan - UP: 80.17% UR: 62.99% UF: 70.55% P: 74.38% R: 58.44% F: 65.45%
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+ 2024-08-12 16:46:32 INFO test: loss: 0.2493 - UP: 66.35% UR: 46.06% UF: 54.37% P: 60.65% R: 42.10% F: 49.70%
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+ 2024-08-12 16:46:32 INFO 0:00:02.186838s elapsed
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+ 2024-08-12 16:46:32 INFO Epoch 103 / 5000:
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+ 2024-08-12 16:46:33 INFO lr: 4.8970e-05 - loss: 0.0001 - UP: 97.00% UR: 92.32% UF: 94.60% P: 97.00% R: 92.32% F: 94.60%
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+ 2024-08-12 16:46:33 INFO dev: loss: nan - UP: 81.90% UR: 61.69% UF: 70.37% P: 75.86% R: 57.14% F: 65.19%
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+ 2024-08-12 16:46:34 INFO test: loss: 0.2585 - UP: 69.09% UR: 44.15% UF: 53.87% P: 63.49% R: 40.57% F: 49.51%
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+ 2024-08-12 16:46:34 INFO 0:00:02.229274s elapsed
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+ 2024-08-12 16:46:34 INFO Epoch 104 / 5000:
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+ 2024-08-12 16:46:35 INFO lr: 4.8960e-05 - loss: 0.0000 - UP: 98.93% UR: 90.93% UF: 94.76% P: 98.93% R: 90.93% F: 94.76%
689
+ 2024-08-12 16:46:36 INFO dev: loss: nan - UP: 83.04% UR: 60.39% UF: 69.92% P: 76.79% R: 55.84% F: 64.66%
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+ 2024-08-12 16:46:36 INFO test: loss: 0.2629 - UP: 71.91% UR: 42.89% UF: 53.73% P: 66.19% R: 39.48% F: 49.46%
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+ 2024-08-12 16:46:36 INFO 0:00:02.176505s elapsed
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+ 2024-08-12 16:46:36 INFO Epoch 105 / 5000:
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+ 2024-08-12 16:46:38 INFO lr: 4.8950e-05 - loss: 0.0000 - UP: 99.73% UR: 90.28% UF: 94.77% P: 99.73% R: 90.28% F: 94.77%
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+ 2024-08-12 16:46:38 INFO dev: loss: nan - UP: 84.48% UR: 63.64% UF: 72.59% P: 79.31% R: 59.74% F: 68.15%
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+ 2024-08-12 16:46:38 INFO test: loss: 0.2639 - UP: 70.16% UR: 43.68% UF: 53.84% P: 64.24% R: 40.00% F: 49.30%
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+ 2024-08-12 16:46:41 INFO 0:00:02.243490s elapsed (saved)
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+ 2024-08-12 16:46:41 INFO Epoch 106 / 5000:
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+ 2024-08-12 16:46:42 INFO lr: 4.8940e-05 - loss: 0.0000 - UP: 97.26% UR: 92.89% UF: 95.03% P: 97.26% R: 92.89% F: 95.03%
701
+ 2024-08-12 16:46:43 INFO dev: loss: nan - UP: 82.64% UR: 64.94% UF: 72.73% P: 76.86% R: 60.39% F: 67.64%
702
+ 2024-08-12 16:46:43 INFO test: loss: 0.2666 - UP: 66.98% UR: 44.61% UF: 53.55% P: 61.41% R: 40.90% F: 49.10%
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+ 2024-08-12 16:46:43 INFO 0:00:02.240434s elapsed
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+ 2024-08-12 16:46:43 INFO Epoch 107 / 5000:
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+ 2024-08-12 16:46:45 INFO lr: 4.8930e-05 - loss: 0.0000 - UP: 99.28% UR: 90.44% UF: 94.66% P: 99.28% R: 90.44% F: 94.66%
707
+ 2024-08-12 16:46:45 INFO dev: loss: nan - UP: 81.36% UR: 62.34% UF: 70.59% P: 75.42% R: 57.79% F: 65.44%
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+ 2024-08-12 16:46:45 INFO test: loss: 0.2531 - UP: 67.67% UR: 44.61% UF: 53.77% P: 62.13% R: 40.95% F: 49.37%
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+ 2024-08-12 16:46:45 INFO 0:00:02.380336s elapsed
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+ 2024-08-12 16:46:47 INFO lr: 4.8920e-05 - loss: 0.0000 - UP: 98.60% UR: 91.99% UF: 95.18% P: 98.60% R: 91.99% F: 95.18%
713
+ 2024-08-12 16:46:47 INFO dev: loss: nan - UP: 82.30% UR: 60.39% UF: 69.66% P: 76.11% R: 55.84% F: 64.42%
714
+ 2024-08-12 16:46:48 INFO test: loss: 0.2695 - UP: 69.56% UR: 42.89% UF: 53.06% P: 64.16% R: 39.56% F: 48.95%
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+ 2024-08-12 16:46:48 INFO 0:00:02.266946s elapsed
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+ 2024-08-12 16:46:49 INFO lr: 4.8910e-05 - loss: 0.0194 - UP: 93.99% UR: 89.38% UF: 91.62% P: 93.99% R: 89.38% F: 91.62%
719
+ 2024-08-12 16:46:49 INFO dev: loss: nan - UP: 79.66% UR: 61.04% UF: 69.12% P: 76.27% R: 58.44% F: 66.18%
720
+ 2024-08-12 16:46:50 INFO test: loss: 0.2128 - UP: 65.23% UR: 45.87% UF: 53.86% P: 58.98% R: 41.47% F: 48.70%
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+ 2024-08-12 16:46:50 INFO 0:00:02.213522s elapsed
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+ 2024-08-12 16:46:52 INFO lr: 4.8900e-05 - loss: 0.0052 - UP: 97.48% UR: 88.64% UF: 92.85% P: 97.48% R: 88.64% F: 92.85%
725
+ 2024-08-12 16:46:52 INFO dev: loss: nan - UP: 82.00% UR: 53.25% UF: 64.57% P: 79.00% R: 51.30% F: 62.20%
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+ 2024-08-12 16:46:52 INFO test: loss: 0.2370 - UP: 68.41% UR: 39.70% UF: 50.24% P: 62.53% R: 36.29% F: 45.93%
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+ 2024-08-12 16:46:52 INFO 0:00:02.249824s elapsed
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+ 2024-08-12 16:46:52 INFO Epoch 111 / 5000:
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+ 2024-08-12 16:46:54 INFO lr: 4.8890e-05 - loss: 0.0003 - UP: 96.09% UR: 82.27% UF: 88.64% P: 96.09% R: 82.27% F: 88.64%
731
+ 2024-08-12 16:46:54 INFO dev: loss: nan - UP: 88.30% UR: 53.90% UF: 66.94% P: 86.17% R: 52.60% F: 65.32%
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+ 2024-08-12 16:46:54 INFO test: loss: 0.2183 - UP: 73.08% UR: 35.25% UF: 47.56% P: 67.08% R: 32.36% F: 43.66%
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+ 2024-08-12 16:46:54 INFO 0:00:02.377988s elapsed
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+ 2024-08-12 16:46:56 INFO lr: 4.8880e-05 - loss: 0.0181 - UP: 94.94% UR: 84.40% UF: 89.36% P: 94.85% R: 84.31% F: 89.27%
737
+ 2024-08-12 16:46:56 INFO dev: loss: nan - UP: 75.86% UR: 57.14% UF: 65.19% P: 69.83% R: 52.60% F: 60.00%
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+ 2024-08-12 16:46:57 INFO test: loss: 0.2574 - UP: 60.61% UR: 43.79% UF: 50.85% P: 55.32% R: 39.97% F: 46.41%
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+ 2024-08-12 16:46:57 INFO 0:00:02.185800s elapsed
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+ 2024-08-12 16:46:58 INFO lr: 4.8870e-05 - loss: 0.0001 - UP: 94.79% UR: 87.75% UF: 91.13% P: 94.79% R: 87.75% F: 91.13%
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+ 2024-08-12 16:46:59 INFO dev: loss: nan - UP: 78.50% UR: 54.55% UF: 64.37% P: 73.83% R: 51.30% F: 60.54%
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+ 2024-08-12 16:46:59 INFO test: loss: 0.2194 - UP: 69.31% UR: 41.91% UF: 52.24% P: 63.45% R: 38.36% F: 47.81%
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+ 2024-08-12 16:46:59 INFO 0:00:02.251494s elapsed
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+ 2024-08-12 16:47:01 INFO lr: 4.8860e-05 - loss: 0.0003 - UP: 96.88% UR: 86.19% UF: 91.22% P: 96.79% R: 86.11% F: 91.14%
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+ 2024-08-12 16:47:01 INFO dev: loss: nan - UP: 80.19% UR: 55.19% UF: 65.38% P: 75.47% R: 51.95% F: 61.54%
750
+ 2024-08-12 16:47:01 INFO test: loss: 0.2337 - UP: 69.23% UR: 43.17% UF: 53.18% P: 62.98% R: 39.26% F: 48.37%
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+ 2024-08-12 16:47:03 INFO test: loss: 0.2494 - UP: 69.81% UR: 42.46% UF: 52.80% P: 63.44% R: 38.58% F: 47.98%
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+ 2024-08-12 16:47:05 INFO dev: loss: nan - UP: 82.08% UR: 56.49% UF: 66.92% P: 78.30% R: 53.90% F: 63.85%
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+ 2024-08-12 16:47:06 INFO test: loss: 0.2459 - UP: 68.30% UR: 42.16% UF: 52.13% P: 62.78% R: 38.74% F: 47.92%
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+ 2024-08-12 16:47:06 INFO 0:00:02.303086s elapsed
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+ 2024-08-12 16:47:07 INFO dev: loss: nan - UP: 82.08% UR: 56.49% UF: 66.92% P: 78.30% R: 53.90% F: 63.85%
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+ 2024-08-12 16:47:08 INFO test: loss: 0.2591 - UP: 67.96% UR: 42.18% UF: 52.05% P: 61.98% R: 38.47% F: 47.47%
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+ 2024-08-12 16:47:10 INFO dev: loss: nan - UP: 80.00% UR: 57.14% UF: 66.67% P: 75.45% R: 53.90% F: 62.88%
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+ 2024-08-12 16:47:10 INFO test: loss: 0.2442 - UP: 66.29% UR: 43.57% UF: 52.58% P: 60.77% R: 39.95% F: 48.21%
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+ 2024-08-12 16:47:12 INFO dev: loss: nan - UP: 93.06% UR: 43.51% UF: 59.29% P: 88.89% R: 41.56% F: 56.64%
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+ 2024-08-12 16:47:12 INFO test: loss: 0.2412 - UP: 80.86% UR: 27.20% UF: 40.71% P: 76.40% R: 25.70% F: 38.46%
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+ 2024-08-12 16:47:12 INFO 0:00:02.189383s elapsed
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+ 2024-08-12 16:47:14 INFO dev: loss: nan - UP: 83.15% UR: 48.05% UF: 60.91% P: 77.53% R: 44.81% F: 56.79%
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+ 2024-08-12 16:47:14 INFO test: loss: 0.1941 - UP: 74.34% UR: 35.17% UF: 47.75% P: 67.94% R: 32.14% F: 43.64%
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+ 2024-08-12 16:47:14 INFO 0:00:02.168846s elapsed
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+ 2024-08-12 16:47:16 INFO dev: loss: nan - UP: 82.11% UR: 50.65% UF: 62.65% P: 75.79% R: 46.75% F: 57.83%
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+ 2024-08-12 16:47:17 INFO test: loss: 0.2592 - UP: 74.11% UR: 34.52% UF: 47.10% P: 68.37% R: 31.84% F: 43.45%
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+ 2024-08-12 16:47:19 INFO dev: loss: nan - UP: 76.85% UR: 53.90% UF: 63.36% P: 75.00% R: 52.60% F: 61.83%
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+ 2024-08-12 16:47:19 INFO test: loss: 0.2260 - UP: 68.21% UR: 37.76% UF: 48.61% P: 62.15% R: 34.41% F: 44.29%
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+ 2024-08-12 16:47:19 INFO 0:00:02.203199s elapsed
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+ 2024-08-12 16:47:21 INFO dev: loss: nan - UP: 68.92% UR: 66.23% UF: 67.55% P: 58.11% R: 55.84% F: 56.95%
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+ 2024-08-12 16:47:21 INFO test: loss: 0.2907 - UP: 57.87% UR: 47.83% UF: 52.38% P: 49.98% R: 41.31% F: 45.23%
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+ 2024-08-12 16:47:21 INFO 0:00:02.274827s elapsed
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+ 2024-08-12 16:47:23 INFO lr: 4.8760e-05 - loss: 0.0010 - UP: 86.21% UR: 87.34% UF: 86.77% P: 85.97% R: 87.09% F: 86.53%
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+ 2024-08-12 16:47:23 INFO dev: loss: nan - UP: 75.57% UR: 64.29% UF: 69.47% P: 69.47% R: 59.09% F: 63.86%
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+ 2024-08-12 16:47:23 INFO test: loss: 0.2399 - UP: 62.89% UR: 44.53% UF: 52.14% P: 57.15% R: 40.46% F: 47.38%
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+ 2024-08-12 16:47:23 INFO 0:00:02.245112s elapsed
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+ 2024-08-12 16:47:25 INFO lr: 4.8750e-05 - loss: 0.0002 - UP: 97.97% UR: 86.93% UF: 92.12% P: 97.79% R: 86.76% F: 91.95%
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+ 2024-08-12 16:47:25 INFO dev: loss: nan - UP: 80.95% UR: 66.23% UF: 72.86% P: 73.02% R: 59.74% F: 65.71%
816
+ 2024-08-12 16:47:26 INFO test: loss: 0.2600 - UP: 65.84% UR: 43.96% UF: 52.72% P: 59.26% R: 39.56% F: 47.45%
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+ 2024-08-12 16:47:26 INFO 0:00:02.215459s elapsed
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+ 2024-08-12 16:47:27 INFO lr: 4.8740e-05 - loss: 0.0001 - UP: 97.73% UR: 87.75% UF: 92.47% P: 97.73% R: 87.75% F: 92.47%
821
+ 2024-08-12 16:47:28 INFO dev: loss: nan - UP: 86.21% UR: 48.70% UF: 62.24% P: 82.76% R: 46.75% F: 59.75%
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+ 2024-08-12 16:47:28 INFO test: loss: 0.2396 - UP: 74.05% UR: 36.13% UF: 48.56% P: 68.62% R: 33.48% F: 45.00%
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+ 2024-08-12 16:47:28 INFO 0:00:02.286248s elapsed
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+ 2024-08-12 16:47:30 INFO lr: 4.8730e-05 - loss: 0.0140 - UP: 96.27% UR: 90.69% UF: 93.40% P: 96.27% R: 90.69% F: 93.40%
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+ 2024-08-12 16:47:30 INFO dev: loss: nan - UP: 80.83% UR: 62.99% UF: 70.80% P: 74.17% R: 57.79% F: 64.96%
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+ 2024-08-12 16:47:30 INFO test: loss: 0.2402 - UP: 64.97% UR: 44.83% UF: 53.05% P: 59.31% R: 40.93% F: 48.43%
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833
+ 2024-08-12 16:47:32 INFO dev: loss: nan - UP: 83.02% UR: 57.14% UF: 67.69% P: 79.25% R: 54.55% F: 64.62%
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+ 2024-08-12 16:47:32 INFO test: loss: 0.2325 - UP: 69.05% UR: 41.94% UF: 52.18% P: 63.48% R: 38.55% F: 47.97%
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+ 2024-08-12 16:47:32 INFO 0:00:02.147380s elapsed
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+ 2024-08-12 16:47:34 INFO lr: 4.8710e-05 - loss: 0.0016 - UP: 96.67% UR: 90.03% UF: 93.23% P: 96.67% R: 90.03% F: 93.23%
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+ 2024-08-12 16:47:34 INFO dev: loss: nan - UP: 83.49% UR: 59.09% UF: 69.20% P: 76.15% R: 53.90% F: 63.12%
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+ 2024-08-12 16:47:34 INFO test: loss: 0.2380 - UP: 71.71% UR: 40.38% UF: 51.67% P: 65.65% R: 36.97% F: 47.30%
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+ 2024-08-12 16:47:34 INFO 0:00:02.127504s elapsed
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+ 2024-08-12 16:47:36 INFO lr: 4.8700e-05 - loss: 0.0001 - UP: 98.10% UR: 88.56% UF: 93.09% P: 98.10% R: 88.56% F: 93.09%
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+ 2024-08-12 16:47:36 INFO dev: loss: nan - UP: 78.38% UR: 56.49% UF: 65.66% P: 70.27% R: 50.65% F: 58.87%
846
+ 2024-08-12 16:47:37 INFO test: loss: 0.2481 - UP: 66.64% UR: 43.71% UF: 52.79% P: 60.07% R: 39.40% F: 47.59%
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+ 2024-08-12 16:47:37 INFO 0:00:02.246150s elapsed
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+ 2024-08-12 16:47:38 INFO lr: 4.8690e-05 - loss: 0.0009 - UP: 99.09% UR: 89.22% UF: 93.90% P: 99.09% R: 89.22% F: 93.90%
851
+ 2024-08-12 16:47:39 INFO dev: loss: nan - UP: 85.44% UR: 57.14% UF: 68.48% P: 77.67% R: 51.95% F: 62.26%
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+ 2024-08-12 16:47:39 INFO test: loss: 0.2420 - UP: 71.39% UR: 40.85% UF: 51.96% P: 65.43% R: 37.44% F: 47.62%
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+ 2024-08-12 16:47:39 INFO 0:00:02.246067s elapsed
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+ 2024-08-12 16:47:41 INFO lr: 4.8680e-05 - loss: 0.0000 - UP: 98.86% UR: 91.99% UF: 95.30% P: 98.86% R: 91.99% F: 95.30%
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+ 2024-08-12 16:47:41 INFO dev: loss: nan - UP: 83.62% UR: 62.99% UF: 71.85% P: 75.86% R: 57.14% F: 65.19%
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+ 2024-08-12 16:47:41 INFO test: loss: 0.2549 - UP: 68.09% UR: 44.67% UF: 53.95% P: 61.98% R: 40.65% F: 49.10%
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+ 2024-08-12 16:47:41 INFO 0:00:02.157795s elapsed
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+ 2024-08-12 16:47:43 INFO lr: 4.8670e-05 - loss: 0.0004 - UP: 98.61% UR: 92.97% UF: 95.71% P: 98.61% R: 92.97% F: 95.71%
863
+ 2024-08-12 16:47:43 INFO dev: loss: nan - UP: 80.99% UR: 63.64% UF: 71.27% P: 72.73% R: 57.14% F: 64.00%
864
+ 2024-08-12 16:47:43 INFO test: loss: 0.2654 - UP: 67.67% UR: 45.51% UF: 54.42% P: 61.62% R: 41.45% F: 49.56%
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+ 2024-08-12 16:47:45 INFO lr: 4.8660e-05 - loss: 0.0000 - UP: 99.22% UR: 93.30% UF: 96.17% P: 99.22% R: 93.30% F: 96.17%
869
+ 2024-08-12 16:47:45 INFO dev: loss: nan - UP: 78.81% UR: 60.39% UF: 68.38% P: 71.19% R: 54.55% F: 61.76%
870
+ 2024-08-12 16:47:45 INFO test: loss: 0.2675 - UP: 68.05% UR: 45.98% UF: 54.88% P: 62.20% R: 42.02% F: 50.15%
871
+ 2024-08-12 16:47:45 INFO 0:00:02.220064s elapsed
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+ 2024-08-12 16:47:47 INFO lr: 4.8650e-05 - loss: 0.0002 - UP: 97.72% UR: 94.53% UF: 96.10% P: 97.64% R: 94.44% F: 96.01%
875
+ 2024-08-12 16:47:47 INFO dev: loss: nan - UP: 82.57% UR: 58.44% UF: 68.44% P: 74.31% R: 52.60% F: 61.60%
876
+ 2024-08-12 16:47:48 INFO test: loss: 0.2676 - UP: 71.86% UR: 43.06% UF: 53.85% P: 66.12% R: 39.62% F: 49.55%
877
+ 2024-08-12 16:47:48 INFO 0:00:02.282353s elapsed
878
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+ 2024-08-12 16:47:51 INFO Epoch 105 saved
880
+ 2024-08-12 16:47:51 INFO dev: UP: 84.48% UR: 63.64% UF: 72.59% P: 79.31% R: 59.74% F: 68.15%
881
+ 2024-08-12 16:47:51 INFO test: UP: 70.16% UR: 43.68% UF: 53.84% P: 64.24% R: 40.00% F: 49.30%
882
+ 2024-08-12 16:47:51 INFO 0:04:58.863419s elapsed, 0:00:02.213803s/epoch
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1
+ 2024-08-12 16:47:53 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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+ update_steps | 1
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+ mode | train
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+ path | /home/marvin/structured-sentiment-analysis-bis/models/opener_es/sdp_random/10/model_vi_opener_es_xlm_6
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+ device | 1
18
+ seed | 1
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+ threads | 16
20
+ local_rank | -1
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+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
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+ max_len | None
26
+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_es/head_final/sdp_random/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_es/head_final/sdp_random/10/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_es/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
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+ n_embed | 100
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+ n_embed_proj | 125
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-08-12 16:47:53 INFO Building the fields
39
+ 2024-08-12 16:47:54 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-12 16:47:54 INFO Building the model
44
+ 2024-08-12 16:47:56 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(xlm-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=4, 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
+ 2024-08-12 16:47:56 INFO Loading the data
64
+ 2024-08-12 16:47:57 INFO
65
+ train: Dataset(n_sentences=142, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=19, n_batches=15, n_buckets=15)
67
+ test: Dataset(n_sentences=410, n_batches=32, n_buckets=32)
68
+
69
+ 2024-08-12 16:47:57 INFO Epoch 1 / 5000:
70
+ 2024-08-12 16:48:00 INFO lr: 4.9990e-05 - loss: 0.1905 - UP: 3.46% UR: 6.62% UF: 4.54% P: 1.79% R: 3.43% F: 2.36%
71
+ 2024-08-12 16:48:00 INFO dev: loss: nan - UP: 100.00% UR: 0.65% UF: 1.29% P: 100.00% R: 0.65% F: 1.29%
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+ 2024-08-12 16:48:54 INFO test: loss: 0.1333 - UP: 74.47% UR: 13.37% UF: 22.67% P: 70.52% R: 12.66% F: 21.47%
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+ 2024-08-12 16:48:56 INFO dev: loss: nan - UP: 77.03% UR: 37.01% UF: 50.00% P: 72.97% R: 35.06% F: 47.37%
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+ 2024-08-12 16:48:57 INFO test: loss: 0.1330 - UP: 78.16% UR: 23.44% UF: 36.06% P: 74.80% R: 22.43% F: 34.51%
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+ 2024-08-12 16:49:06 INFO lr: 4.9900e-05 - loss: 0.0031 - UP: 69.29% UR: 38.89% UF: 49.82% P: 68.41% R: 38.40% F: 49.19%
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+ 2024-08-12 16:49:07 INFO test: loss: 0.1295 - UP: 60.98% UR: 31.60% UF: 41.62% P: 57.56% R: 29.82% F: 39.29%
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+ 2024-08-12 16:49:20 INFO test: loss: 0.1221 - UP: 67.77% UR: 27.26% UF: 38.88% P: 64.52% R: 25.95% F: 37.01%
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+ 2024-08-12 16:49:23 INFO test: loss: 0.1611 - UP: 64.80% UR: 26.82% UF: 37.94% P: 61.50% R: 25.46% F: 36.01%
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+ 2024-08-12 16:49:33 INFO test: loss: 0.1502 - UP: 70.73% UR: 28.49% UF: 40.61% P: 67.01% R: 26.98% F: 38.48%
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+ 2024-08-12 16:49:35 INFO lr: 4.9850e-05 - loss: 0.0469 - UP: 79.35% UR: 49.59% UF: 61.04% P: 79.08% R: 49.43% F: 60.83%
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+ 2024-08-12 16:49:36 INFO test: loss: 0.1282 - UP: 76.24% UR: 25.48% UF: 38.20% P: 72.73% R: 24.31% F: 36.44%
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+ 2024-08-12 16:49:38 INFO lr: 4.9840e-05 - loss: 0.0249 - UP: 85.09% UR: 50.82% UF: 63.63% P: 84.82% R: 50.65% F: 63.43%
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+ 2024-08-12 16:49:39 INFO test: loss: 0.1273 - UP: 69.63% UR: 29.03% UF: 40.98% P: 66.03% R: 27.53% F: 38.86%
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+ 2024-08-12 16:49:46 INFO 0:00:02.698831s elapsed (saved)
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+ 2024-08-12 16:49:48 INFO lr: 4.9830e-05 - loss: 0.0170 - UP: 74.15% UR: 53.68% UF: 62.27% P: 73.93% R: 53.51% F: 62.09%
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+ 2024-08-12 16:49:49 INFO dev: loss: nan - UP: 71.90% UR: 56.49% UF: 63.27% P: 71.07% R: 55.84% F: 62.55%
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+ 2024-08-12 16:49:49 INFO test: loss: 0.1333 - UP: 64.76% UR: 31.24% UF: 42.15% P: 61.76% R: 29.80% F: 40.20%
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+ 2024-08-12 16:49:56 INFO 0:00:02.831877s elapsed (saved)
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+ 2024-08-12 16:49:58 INFO lr: 4.9820e-05 - loss: 0.0323 - UP: 80.82% UR: 58.17% UF: 67.65% P: 80.25% R: 57.76% F: 67.17%
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+ 2024-08-12 16:49:58 INFO dev: loss: nan - UP: 77.65% UR: 42.86% UF: 55.23% P: 75.29% R: 41.56% F: 53.56%
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+ 2024-08-12 16:49:59 INFO test: loss: 0.1325 - UP: 76.16% UR: 26.41% UF: 39.22% P: 71.28% R: 24.72% F: 36.71%
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+ 2024-08-12 16:50:01 INFO lr: 4.9810e-05 - loss: 0.0078 - UP: 77.46% UR: 55.88% UF: 64.93% P: 77.35% R: 55.80% F: 64.83%
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+ 2024-08-12 16:50:01 INFO dev: loss: nan - UP: 71.68% UR: 52.60% UF: 60.67% P: 70.80% R: 51.95% F: 59.93%
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+ 2024-08-12 16:50:02 INFO test: loss: 0.1335 - UP: 65.61% UR: 30.50% UF: 41.65% P: 62.09% R: 28.87% F: 39.41%
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+ 2024-08-12 16:50:04 INFO lr: 4.9800e-05 - loss: 0.0311 - UP: 80.74% UR: 60.95% UF: 69.46% P: 80.63% R: 60.87% F: 69.37%
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+ 2024-08-12 16:50:04 INFO dev: loss: nan - UP: 74.34% UR: 54.55% UF: 62.92% P: 69.91% R: 51.30% F: 59.18%
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+ 2024-08-12 16:50:04 INFO test: loss: 0.1440 - UP: 67.92% UR: 33.40% UF: 44.78% P: 63.60% R: 31.27% F: 41.92%
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+ 2024-08-12 16:50:04 INFO 0:00:02.670582s elapsed
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+ 2024-08-12 16:50:07 INFO lr: 4.9790e-05 - loss: 0.0263 - UP: 85.36% UR: 56.70% UF: 68.14% P: 85.36% R: 56.70% F: 68.14%
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+ 2024-08-12 16:50:07 INFO dev: loss: nan - UP: 75.00% UR: 56.49% UF: 64.44% P: 73.28% R: 55.19% F: 62.96%
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+ 2024-08-12 16:50:07 INFO test: loss: 0.1341 - UP: 66.68% UR: 34.08% UF: 45.11% P: 63.91% R: 32.66% F: 43.23%
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+ 2024-08-12 16:50:14 INFO 0:00:02.818452s elapsed (saved)
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+ 2024-08-12 16:50:16 INFO lr: 4.9780e-05 - loss: 0.0002 - UP: 84.57% UR: 64.95% UF: 73.48% P: 84.57% R: 64.95% F: 73.48%
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+ 2024-08-12 16:50:17 INFO dev: loss: nan - UP: 81.91% UR: 50.00% UF: 62.10% P: 78.72% R: 48.05% F: 59.68%
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+ 2024-08-12 16:50:17 INFO test: loss: 0.1440 - UP: 73.87% UR: 28.54% UF: 41.17% P: 69.77% R: 26.96% F: 38.89%
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+ 2024-08-12 16:50:19 INFO lr: 4.9770e-05 - loss: 0.0023 - UP: 88.53% UR: 63.07% UF: 73.66% P: 88.30% R: 62.91% F: 73.47%
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+ 2024-08-12 16:50:19 INFO dev: loss: nan - UP: 69.92% UR: 60.39% UF: 64.81% P: 66.92% R: 57.79% F: 62.02%
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+ 2024-08-12 16:50:20 INFO test: loss: 0.1549 - UP: 61.46% UR: 36.37% UF: 45.70% P: 57.68% R: 34.13% F: 42.89%
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+ 2024-08-12 16:50:22 INFO lr: 4.9760e-05 - loss: 0.0021 - UP: 84.73% UR: 63.48% UF: 72.58% P: 84.62% R: 63.40% F: 72.49%
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+ 2024-08-12 16:50:22 INFO dev: loss: nan - UP: 76.64% UR: 53.25% UF: 62.84% P: 74.77% R: 51.95% F: 61.30%
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+ 2024-08-12 16:50:22 INFO test: loss: 0.1361 - UP: 68.91% UR: 31.51% UF: 43.25% P: 64.56% R: 29.52% F: 40.52%
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+ 2024-08-12 16:50:22 INFO 0:00:02.780741s elapsed
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+ 2024-08-12 16:50:25 INFO lr: 4.9750e-05 - loss: 0.0078 - UP: 87.27% UR: 66.67% UF: 75.59% P: 87.27% R: 66.67% F: 75.59%
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+ 2024-08-12 16:50:25 INFO dev: loss: nan - UP: 77.14% UR: 52.60% UF: 62.55% P: 74.29% R: 50.65% F: 60.23%
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+ 2024-08-12 16:50:25 INFO test: loss: 0.1399 - UP: 68.40% UR: 34.08% UF: 45.49% P: 64.73% R: 32.25% F: 43.05%
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+ 2024-08-12 16:50:27 INFO lr: 4.9740e-05 - loss: 0.0002 - UP: 87.14% UR: 67.57% UF: 76.12% P: 87.04% R: 67.48% F: 76.02%
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+ 2024-08-12 16:50:28 INFO dev: loss: nan - UP: 85.37% UR: 45.45% UF: 59.32% P: 82.93% R: 44.16% F: 57.63%
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+ 2024-08-12 16:50:28 INFO test: loss: 0.1445 - UP: 75.00% UR: 29.63% UF: 42.48% P: 71.27% R: 28.16% F: 40.37%
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+ 2024-08-12 16:50:30 INFO lr: 4.9730e-05 - loss: 0.0359 - UP: 91.69% UR: 66.67% UF: 77.20% P: 91.69% R: 66.67% F: 77.20%
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+ 2024-08-12 16:50:30 INFO dev: loss: nan - UP: 76.24% UR: 50.00% UF: 60.39% P: 72.28% R: 47.40% F: 57.25%
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+ 2024-08-12 16:50:31 INFO test: loss: 0.1638 - UP: 67.12% UR: 32.31% UF: 43.62% P: 62.87% R: 30.26% F: 40.85%
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+ 2024-08-12 16:50:33 INFO lr: 4.9720e-05 - loss: 0.0062 - UP: 90.61% UR: 66.99% UF: 77.03% P: 90.61% R: 66.99% F: 77.03%
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+ 2024-08-12 16:50:33 INFO dev: loss: nan - UP: 83.70% UR: 50.00% UF: 62.60% P: 79.35% R: 47.40% F: 59.35%
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+ 2024-08-12 16:50:33 INFO test: loss: 0.1511 - UP: 75.05% UR: 31.76% UF: 44.63% P: 70.99% R: 30.04% F: 42.22%
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+ 2024-08-12 16:50:36 INFO lr: 4.9710e-05 - loss: 0.0269 - UP: 86.74% UR: 71.08% UF: 78.13% P: 86.04% R: 70.51% F: 77.50%
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+ 2024-08-12 16:50:36 INFO dev: loss: nan - UP: 81.91% UR: 50.00% UF: 62.10% P: 78.72% R: 48.05% F: 59.68%
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+ 2024-08-12 16:50:36 INFO test: loss: 0.1484 - UP: 75.77% UR: 29.60% UF: 42.57% P: 71.16% R: 27.80% F: 39.98%
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+ 2024-08-12 16:50:38 INFO lr: 4.9700e-05 - loss: 0.0005 - UP: 90.34% UR: 66.50% UF: 76.61% P: 90.23% R: 66.42% F: 76.52%
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+ 2024-08-12 16:50:38 INFO dev: loss: nan - UP: 77.88% UR: 52.60% UF: 62.79% P: 75.96% R: 51.30% F: 61.24%
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+ 2024-08-12 16:50:39 INFO test: loss: 0.1507 - UP: 68.49% UR: 33.40% UF: 44.90% P: 64.13% R: 31.27% F: 42.04%
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+ 2024-08-12 16:50:41 INFO lr: 4.9690e-05 - loss: 0.0292 - UP: 91.15% UR: 73.20% UF: 81.20% P: 90.95% R: 73.04% F: 81.01%
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+ 2024-08-12 16:50:41 INFO dev: loss: nan - UP: 74.75% UR: 48.05% UF: 58.50% P: 72.73% R: 46.75% F: 56.92%
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+ 2024-08-12 16:50:42 INFO test: loss: 0.1595 - UP: 70.09% UR: 34.41% UF: 46.16% P: 66.09% R: 32.44% F: 43.52%
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+ 2024-08-12 16:50:44 INFO lr: 4.9680e-05 - loss: 0.0115 - UP: 93.09% UR: 70.42% UF: 80.19% P: 92.76% R: 70.18% F: 79.91%
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+ 2024-08-12 16:50:44 INFO dev: loss: nan - UP: 79.21% UR: 51.95% UF: 62.75% P: 77.23% R: 50.65% F: 61.18%
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+ 2024-08-12 16:50:44 INFO test: loss: 0.1653 - UP: 69.46% UR: 35.01% UF: 46.55% P: 65.35% R: 32.93% F: 43.80%
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+ 2024-08-12 16:50:47 INFO test: loss: 0.1624 - UP: 69.31% UR: 34.32% UF: 45.91% P: 64.74% R: 32.06% F: 42.88%
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+ 2024-08-12 16:51:05 INFO lr: 4.9630e-05 - loss: 0.0206 - UP: 90.32% UR: 70.92% UF: 79.45% P: 90.22% R: 70.83% F: 79.36%
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+ 2024-08-12 16:51:06 INFO test: loss: 0.1576 - UP: 72.75% UR: 33.15% UF: 45.55% P: 67.96% R: 30.97% F: 42.55%
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+ 2024-08-12 16:51:16 INFO test: loss: 0.1697 - UP: 65.80% UR: 39.15% UF: 49.09% P: 60.66% R: 36.10% F: 45.26%
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+ 2024-08-12 16:51:22 INFO test: loss: 0.1790 - UP: 70.09% UR: 36.32% UF: 47.84% P: 65.24% R: 33.81% F: 44.54%
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+ 2024-08-12 16:51:32 INFO test: loss: 0.1602 - UP: 78.06% UR: 30.97% UF: 44.34% P: 74.42% R: 29.52% F: 42.27%
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+ 2024-08-12 16:51:35 INFO test: loss: 0.2183 - UP: 65.26% UR: 37.11% UF: 47.31% P: 60.08% R: 34.16% F: 43.56%
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+ 2024-08-12 16:51:38 INFO test: loss: 0.1825 - UP: 76.68% UR: 32.93% UF: 46.08% P: 72.49% R: 31.13% F: 43.56%
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+ 2024-08-12 16:51:40 INFO dev: loss: nan - UP: 87.38% UR: 58.44% UF: 70.04% P: 77.67% R: 51.95% F: 62.26%
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+ 2024-08-12 16:51:40 INFO test: loss: 0.2035 - UP: 68.11% UR: 39.56% UF: 50.05% P: 63.74% R: 37.03% F: 46.84%
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+ 2024-08-12 16:51:43 INFO dev: loss: nan - UP: 87.63% UR: 55.19% UF: 67.73% P: 76.29% R: 48.05% F: 58.96%
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+ 2024-08-12 16:51:43 INFO test: loss: 0.2007 - UP: 75.54% UR: 32.28% UF: 45.23% P: 71.14% R: 30.40% F: 42.59%
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+ 2024-08-12 16:51:45 INFO dev: loss: nan - UP: 75.00% UR: 64.29% UF: 69.23% P: 71.21% R: 61.04% F: 65.73%
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+ 2024-08-12 16:51:46 INFO test: loss: 0.1785 - UP: 65.92% UR: 41.96% UF: 51.28% P: 61.21% R: 38.96% F: 47.62%
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+ 2024-08-12 16:51:53 INFO 0:00:02.643439s elapsed (saved)
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+ 2024-08-12 16:51:56 INFO lr: 4.9530e-05 - loss: 0.0173 - UP: 94.24% UR: 74.92% UF: 83.48% P: 94.04% R: 74.75% F: 83.30%
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+ 2024-08-12 16:51:56 INFO dev: loss: nan - UP: 84.76% UR: 57.79% UF: 68.73% P: 79.05% R: 53.90% F: 64.09%
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+ 2024-08-12 16:51:56 INFO test: loss: 0.1779 - UP: 72.41% UR: 38.39% UF: 50.18% P: 68.24% R: 36.18% F: 47.29%
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+ 2024-08-12 16:51:58 INFO lr: 4.9520e-05 - loss: 0.0012 - UP: 90.83% UR: 76.88% UF: 83.27% P: 90.35% R: 76.47% F: 82.83%
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+ 2024-08-12 16:51:59 INFO dev: loss: nan - UP: 86.00% UR: 55.84% UF: 67.72% P: 83.00% R: 53.90% F: 65.35%
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+ 2024-08-12 16:51:59 INFO test: loss: 0.1658 - UP: 74.41% UR: 35.23% UF: 47.81% P: 70.14% R: 33.21% F: 45.07%
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+ 2024-08-12 16:51:59 INFO 0:00:02.815188s elapsed
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+ 2024-08-12 16:52:01 INFO lr: 4.9510e-05 - loss: 0.0038 - UP: 93.34% UR: 77.86% UF: 84.90% P: 93.24% R: 77.78% F: 84.81%
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+ 2024-08-12 16:52:01 INFO dev: loss: nan - UP: 93.62% UR: 57.14% UF: 70.97% P: 90.43% R: 55.19% F: 68.55%
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+ 2024-08-12 16:52:02 INFO test: loss: 0.1694 - UP: 74.97% UR: 37.76% UF: 50.23% P: 70.04% R: 35.28% F: 46.92%
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+ 2024-08-12 16:52:09 INFO 0:00:02.704484s elapsed (saved)
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+ 2024-08-12 16:52:12 INFO lr: 4.9500e-05 - loss: 0.0100 - UP: 88.24% UR: 77.86% UF: 82.73% P: 88.06% R: 77.70% F: 82.55%
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+ 2024-08-12 16:52:12 INFO dev: loss: nan - UP: 91.00% UR: 59.09% UF: 71.65% P: 83.00% R: 53.90% F: 65.35%
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+ 2024-08-12 16:52:12 INFO test: loss: 0.1812 - UP: 75.60% UR: 36.70% UF: 49.41% P: 69.59% R: 33.78% F: 45.48%
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+ 2024-08-12 16:52:12 INFO 0:00:02.706425s elapsed
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+ 2024-08-12 16:52:14 INFO lr: 4.9490e-05 - loss: 0.0043 - UP: 95.95% UR: 75.57% UF: 84.55% P: 95.64% R: 75.33% F: 84.28%
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+ 2024-08-12 16:52:15 INFO dev: loss: nan - UP: 84.07% UR: 61.69% UF: 71.16% P: 76.99% R: 56.49% F: 65.17%
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+ 2024-08-12 16:52:15 INFO test: loss: 0.1831 - UP: 68.89% UR: 41.75% UF: 51.99% P: 63.76% R: 38.64% F: 48.11%
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+ 2024-08-12 16:52:17 INFO lr: 4.9480e-05 - loss: 0.0047 - UP: 94.01% UR: 78.19% UF: 85.37% P: 94.01% R: 78.19% F: 85.37%
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+ 2024-08-12 16:52:17 INFO dev: loss: nan - UP: 89.11% UR: 58.44% UF: 70.59% P: 83.17% R: 54.55% F: 65.88%
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+ 2024-08-12 16:52:18 INFO test: loss: 0.1961 - UP: 73.09% UR: 36.62% UF: 48.79% P: 68.08% R: 34.11% F: 45.45%
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+ 2024-08-12 16:52:20 INFO lr: 4.9470e-05 - loss: 0.0037 - UP: 96.50% UR: 78.92% UF: 86.83% P: 96.50% R: 78.92% F: 86.83%
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+ 2024-08-12 16:52:20 INFO dev: loss: nan - UP: 81.82% UR: 64.29% UF: 72.00% P: 72.73% R: 57.14% F: 64.00%
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+ 2024-08-12 16:52:20 INFO test: loss: 0.2200 - UP: 66.43% UR: 43.63% UF: 52.67% P: 60.49% R: 39.73% F: 47.96%
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+ 2024-08-12 16:52:20 INFO 0:00:02.748976s elapsed
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+ 2024-08-12 16:52:23 INFO lr: 4.9460e-05 - loss: 0.0000 - UP: 95.69% UR: 81.62% UF: 88.10% P: 95.69% R: 81.62% F: 88.10%
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+ 2024-08-12 16:52:23 INFO dev: loss: nan - UP: 90.18% UR: 65.58% UF: 75.94% P: 85.71% R: 62.34% F: 72.18%
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+ 2024-08-12 16:52:23 INFO test: loss: 0.1974 - UP: 73.37% UR: 40.60% UF: 52.27% P: 67.80% R: 37.52% F: 48.30%
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+ 2024-08-12 16:52:31 INFO 0:00:02.821373s elapsed (saved)
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+ 2024-08-12 16:52:33 INFO lr: 4.9450e-05 - loss: 0.0223 - UP: 94.83% UR: 82.43% UF: 88.20% P: 94.83% R: 82.43% F: 88.20%
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+ 2024-08-12 16:52:33 INFO dev: loss: nan - UP: 87.60% UR: 68.83% UF: 77.09% P: 83.47% R: 65.58% F: 73.45%
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+ 2024-08-12 16:52:34 INFO test: loss: 0.2029 - UP: 69.09% UR: 43.25% UF: 53.20% P: 63.86% R: 39.97% F: 49.17%
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+ 2024-08-12 16:52:41 INFO 0:00:02.729788s elapsed (saved)
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+ 2024-08-12 16:52:43 INFO lr: 4.9440e-05 - loss: 0.0032 - UP: 96.41% UR: 83.42% UF: 89.44% P: 96.41% R: 83.42% F: 89.44%
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+ 2024-08-12 16:52:43 INFO dev: loss: nan - UP: 86.84% UR: 64.29% UF: 73.88% P: 81.58% R: 60.39% F: 69.40%
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+ 2024-08-12 16:52:44 INFO test: loss: 0.2123 - UP: 70.45% UR: 42.86% UF: 53.30% P: 64.93% R: 39.51% F: 49.13%
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+ 2024-08-12 16:52:46 INFO lr: 4.9430e-05 - loss: 0.0017 - UP: 97.99% UR: 83.66% UF: 90.26% P: 97.99% R: 83.66% F: 90.26%
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+ 2024-08-12 16:52:46 INFO dev: loss: nan - UP: 85.83% UR: 66.88% UF: 75.18% P: 82.50% R: 64.29% F: 72.26%
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+ 2024-08-12 16:52:46 INFO test: loss: 0.2108 - UP: 69.78% UR: 44.99% UF: 54.71% P: 63.56% R: 40.98% F: 49.83%
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+ 2024-08-12 16:52:49 INFO lr: 4.9420e-05 - loss: 0.0000 - UP: 96.75% UR: 85.05% UF: 90.52% P: 96.75% R: 85.05% F: 90.52%
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+ 2024-08-12 16:52:49 INFO dev: loss: nan - UP: 86.44% UR: 66.23% UF: 75.00% P: 82.20% R: 62.99% F: 71.32%
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+ 2024-08-12 16:52:49 INFO test: loss: 0.2171 - UP: 70.37% UR: 44.64% UF: 54.62% P: 64.56% R: 40.95% F: 50.12%
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+ 2024-08-12 16:52:51 INFO lr: 4.9410e-05 - loss: 0.0001 - UP: 97.23% UR: 86.11% UF: 91.33% P: 97.23% R: 86.11% F: 91.33%
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+ 2024-08-12 16:52:51 INFO dev: loss: nan - UP: 84.43% UR: 66.88% UF: 74.64% P: 80.33% R: 63.64% F: 71.01%
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+ 2024-08-12 16:52:52 INFO test: loss: 0.2122 - UP: 70.01% UR: 45.87% UF: 55.42% P: 64.43% R: 42.21% F: 51.01%
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+ 2024-08-12 16:52:54 INFO lr: 4.9400e-05 - loss: 0.0008 - UP: 97.79% UR: 86.76% UF: 91.95% P: 97.79% R: 86.76% F: 91.95%
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+ 2024-08-12 16:52:54 INFO dev: loss: nan - UP: 88.29% UR: 63.64% UF: 73.96% P: 84.68% R: 61.04% F: 70.94%
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+ 2024-08-12 16:52:54 INFO test: loss: 0.2120 - UP: 73.05% UR: 41.72% UF: 53.11% P: 68.18% R: 38.94% F: 49.57%
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+ 2024-08-12 16:52:57 INFO lr: 4.9390e-05 - loss: 0.0000 - UP: 94.32% UR: 86.85% UF: 90.43% P: 94.32% R: 86.85% F: 90.43%
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+ 2024-08-12 16:52:57 INFO dev: loss: nan - UP: 81.45% UR: 65.58% UF: 72.66% P: 77.42% R: 62.34% F: 69.06%
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+ 2024-08-12 16:52:57 INFO test: loss: 0.2198 - UP: 68.77% UR: 46.49% UF: 55.48% P: 63.48% R: 42.92% F: 51.21%
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+ 2024-08-12 16:52:59 INFO lr: 4.9380e-05 - loss: 0.0009 - UP: 96.04% UR: 85.21% UF: 90.30% P: 96.04% R: 85.21% F: 90.30%
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+ 2024-08-12 16:52:59 INFO dev: loss: nan - UP: 89.19% UR: 64.29% UF: 74.72% P: 85.59% R: 61.69% F: 71.70%
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+ 2024-08-12 16:53:00 INFO test: loss: 0.2076 - UP: 73.37% UR: 40.82% UF: 52.45% P: 68.76% R: 38.25% F: 49.16%
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+ 2024-08-12 16:53:00 INFO 0:00:02.659946s elapsed
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+ 2024-08-12 16:53:02 INFO lr: 4.9370e-05 - loss: 0.0032 - UP: 96.46% UR: 84.64% UF: 90.17% P: 96.46% R: 84.64% F: 90.17%
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+ 2024-08-12 16:53:02 INFO dev: loss: nan - UP: 80.33% UR: 63.64% UF: 71.01% P: 72.13% R: 57.14% F: 63.77%
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+ 2024-08-12 16:53:03 INFO test: loss: 0.2384 - UP: 64.12% UR: 48.32% UF: 55.11% P: 57.86% R: 43.60% F: 49.73%
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+ 2024-08-12 16:53:03 INFO 0:00:02.844889s elapsed
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+ 2024-08-12 16:53:05 INFO lr: 4.9360e-05 - loss: 0.0045 - UP: 96.72% UR: 81.86% UF: 88.67% P: 96.43% R: 81.62% F: 88.41%
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+ 2024-08-12 16:53:05 INFO dev: loss: nan - UP: 80.83% UR: 62.99% UF: 70.80% P: 76.67% R: 59.74% F: 67.15%
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+ 2024-08-12 16:53:05 INFO test: loss: 0.1939 - UP: 64.87% UR: 42.67% UF: 51.48% P: 59.52% R: 39.15% F: 47.24%
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+ 2024-08-12 16:53:11 INFO test: loss: 0.2104 - UP: 64.30% UR: 41.04% UF: 50.10% P: 59.00% R: 37.65% F: 45.97%
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+ 2024-08-12 16:53:14 INFO test: loss: 0.1968 - UP: 72.97% UR: 33.81% UF: 46.21% P: 68.37% R: 31.68% F: 43.30%
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+ 2024-08-12 16:53:25 INFO test: loss: 0.1969 - UP: 64.35% UR: 44.28% UF: 52.46% P: 58.13% R: 40.00% F: 47.39%
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+ 2024-08-12 16:53:27 INFO test: loss: 0.1867 - UP: 67.89% UR: 42.40% UF: 52.20% P: 62.65% R: 39.13% F: 48.17%
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+ 2024-08-12 16:53:37 INFO test: loss: 0.1854 - UP: 67.98% UR: 44.67% UF: 53.91% P: 62.25% R: 40.90% F: 49.37%
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+ 2024-08-12 16:53:39 INFO dev: loss: nan - UP: 86.96% UR: 64.94% UF: 74.35% P: 84.35% R: 62.99% F: 72.12%
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+ 2024-08-12 16:53:40 INFO test: loss: 0.1930 - UP: 71.00% UR: 40.82% UF: 51.84% P: 65.97% R: 37.93% F: 48.16%
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515
+ 2024-08-12 16:53:42 INFO dev: loss: nan - UP: 80.95% UR: 66.23% UF: 72.86% P: 78.57% R: 64.29% F: 70.71%
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+ 2024-08-12 16:53:42 INFO test: loss: 0.1889 - UP: 61.74% UR: 46.63% UF: 53.13% P: 57.41% R: 43.36% F: 49.40%
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+ 2024-08-12 16:53:45 INFO lr: 4.9240e-05 - loss: 0.0045 - UP: 93.88% UR: 82.76% UF: 87.97% P: 93.88% R: 82.76% F: 87.97%
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+ 2024-08-12 16:53:45 INFO dev: loss: nan - UP: 76.12% UR: 66.23% UF: 70.83% P: 71.64% R: 62.34% F: 66.67%
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+ 2024-08-12 16:53:45 INFO test: loss: 0.1738 - UP: 60.08% UR: 47.67% UF: 53.16% P: 55.33% R: 43.90% F: 48.96%
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+ 2024-08-12 16:53:47 INFO lr: 4.9230e-05 - loss: 0.0042 - UP: 96.01% UR: 80.56% UF: 87.61% P: 96.01% R: 80.56% F: 87.61%
527
+ 2024-08-12 16:53:48 INFO dev: loss: nan - UP: 88.68% UR: 61.04% UF: 72.31% P: 86.79% R: 59.74% F: 70.77%
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+ 2024-08-12 16:53:48 INFO test: loss: 0.1649 - UP: 71.08% UR: 37.90% UF: 49.44% P: 66.63% R: 35.53% F: 46.34%
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+ 2024-08-12 16:53:48 INFO 0:00:02.812891s elapsed
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+ 2024-08-12 16:53:50 INFO lr: 4.9220e-05 - loss: 0.0162 - UP: 95.34% UR: 85.21% UF: 89.99% P: 95.34% R: 85.21% F: 89.99%
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+ 2024-08-12 16:53:50 INFO dev: loss: nan - UP: 84.25% UR: 69.48% UF: 76.16% P: 77.95% R: 64.29% F: 70.46%
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+ 2024-08-12 16:53:51 INFO test: loss: 0.1780 - UP: 65.52% UR: 46.82% UF: 54.61% P: 59.41% R: 42.46% F: 49.52%
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+ 2024-08-12 16:53:51 INFO 0:00:02.744690s elapsed
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+ 2024-08-12 16:53:51 INFO Epoch 79 / 5000:
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+ 2024-08-12 16:53:53 INFO lr: 4.9210e-05 - loss: 0.0033 - UP: 95.09% UR: 82.35% UF: 88.27% P: 94.72% R: 82.03% F: 87.92%
539
+ 2024-08-12 16:53:53 INFO dev: loss: nan - UP: 91.67% UR: 64.29% UF: 75.57% P: 87.96% R: 61.69% F: 72.52%
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+ 2024-08-12 16:53:53 INFO test: loss: 0.2018 - UP: 72.54% UR: 39.07% UF: 50.79% P: 67.73% R: 36.48% F: 47.42%
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+ 2024-08-12 16:53:53 INFO 0:00:02.765364s elapsed
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+ 2024-08-12 16:53:53 INFO Epoch 80 / 5000:
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+ 2024-08-12 16:53:56 INFO lr: 4.9200e-05 - loss: 0.0000 - UP: 96.42% UR: 83.58% UF: 89.54% P: 96.32% R: 83.50% F: 89.45%
545
+ 2024-08-12 16:53:56 INFO dev: loss: nan - UP: 87.20% UR: 70.78% UF: 78.14% P: 82.40% R: 66.88% F: 73.84%
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+ 2024-08-12 16:53:56 INFO test: loss: 0.1949 - UP: 66.38% UR: 46.60% UF: 54.76% P: 60.98% R: 42.81% F: 50.30%
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+ 2024-08-12 16:54:04 INFO 0:00:02.710250s elapsed (saved)
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+ 2024-08-12 16:54:04 INFO Epoch 81 / 5000:
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+ 2024-08-12 16:54:06 INFO lr: 4.9190e-05 - loss: 0.0073 - UP: 96.75% UR: 82.60% UF: 89.11% P: 96.75% R: 82.60% F: 89.11%
551
+ 2024-08-12 16:54:06 INFO dev: loss: nan - UP: 84.96% UR: 73.38% UF: 78.75% P: 76.69% R: 66.23% F: 71.08%
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+ 2024-08-12 16:54:06 INFO test: loss: 0.2189 - UP: 63.38% UR: 48.08% UF: 54.68% P: 57.45% R: 43.57% F: 49.56%
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+ 2024-08-12 16:54:06 INFO 0:00:02.698284s elapsed
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+ 2024-08-12 16:54:06 INFO Epoch 82 / 5000:
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+ 2024-08-12 16:54:08 INFO lr: 4.9180e-05 - loss: 0.0006 - UP: 97.33% UR: 83.42% UF: 89.84% P: 97.33% R: 83.42% F: 89.84%
557
+ 2024-08-12 16:54:09 INFO dev: loss: nan - UP: 89.17% UR: 69.48% UF: 78.10% P: 83.33% R: 64.94% F: 72.99%
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+ 2024-08-12 16:54:09 INFO test: loss: 0.2180 - UP: 68.72% UR: 43.52% UF: 53.29% P: 63.25% R: 40.05% F: 49.05%
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+ 2024-08-12 16:54:09 INFO 0:00:02.665930s elapsed
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+ 2024-08-12 16:54:09 INFO Epoch 83 / 5000:
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+ 2024-08-12 16:54:11 INFO lr: 4.9170e-05 - loss: 0.0006 - UP: 97.73% UR: 84.31% UF: 90.53% P: 97.73% R: 84.31% F: 90.53%
563
+ 2024-08-12 16:54:11 INFO dev: loss: nan - UP: 90.27% UR: 66.23% UF: 76.40% P: 86.73% R: 63.64% F: 73.41%
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+ 2024-08-12 16:54:12 INFO test: loss: 0.2018 - UP: 68.40% UR: 45.89% UF: 54.93% P: 63.48% R: 42.59% F: 50.98%
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+ 2024-08-12 16:54:12 INFO 0:00:02.701694s elapsed
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+ 2024-08-12 16:54:12 INFO Epoch 84 / 5000:
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+ 2024-08-12 16:54:14 INFO lr: 4.9160e-05 - loss: 0.0020 - UP: 97.31% UR: 85.78% UF: 91.19% P: 97.31% R: 85.78% F: 91.19%
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+ 2024-08-12 16:54:14 INFO dev: loss: nan - UP: 87.20% UR: 70.78% UF: 78.14% P: 81.60% R: 66.23% F: 73.12%
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+ 2024-08-12 16:54:14 INFO test: loss: 0.2071 - UP: 65.55% UR: 48.54% UF: 55.78% P: 60.35% R: 44.69% F: 51.36%
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+ 2024-08-12 16:54:14 INFO 0:00:02.634542s elapsed
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+ 2024-08-12 16:54:14 INFO Epoch 85 / 5000:
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+ 2024-08-12 16:54:17 INFO lr: 4.9150e-05 - loss: 0.0012 - UP: 93.95% UR: 87.50% UF: 90.61% P: 93.95% R: 87.50% F: 90.61%
575
+ 2024-08-12 16:54:17 INFO dev: loss: nan - UP: 89.57% UR: 66.88% UF: 76.58% P: 86.09% R: 64.29% F: 73.61%
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+ 2024-08-12 16:54:17 INFO test: loss: 0.2126 - UP: 71.43% UR: 43.33% UF: 53.94% P: 65.99% R: 40.03% F: 49.83%
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+ 2024-08-12 16:54:17 INFO 0:00:02.727711s elapsed
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+ 2024-08-12 16:54:17 INFO Epoch 86 / 5000:
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+ 2024-08-12 16:54:19 INFO lr: 4.9140e-05 - loss: 0.0000 - UP: 98.33% UR: 86.76% UF: 92.19% P: 98.33% R: 86.76% F: 92.19%
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+ 2024-08-12 16:54:19 INFO dev: loss: nan - UP: 91.45% UR: 69.48% UF: 78.97% P: 88.03% R: 66.88% F: 76.01%
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+ 2024-08-12 16:54:20 INFO test: loss: 0.2141 - UP: 70.56% UR: 45.18% UF: 55.09% P: 65.02% R: 41.64% F: 50.77%
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+ 2024-08-12 16:54:28 INFO 0:00:02.675745s elapsed (saved)
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+ 2024-08-12 16:54:28 INFO Epoch 87 / 5000:
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+ 2024-08-12 16:54:30 INFO lr: 4.9130e-05 - loss: 0.0002 - UP: 98.36% UR: 88.24% UF: 93.02% P: 98.36% R: 88.24% F: 93.02%
587
+ 2024-08-12 16:54:30 INFO dev: loss: nan - UP: 90.68% UR: 69.48% UF: 78.68% P: 87.29% R: 66.88% F: 75.74%
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+ 2024-08-12 16:54:30 INFO test: loss: 0.2149 - UP: 70.35% UR: 46.41% UF: 55.93% P: 65.34% R: 43.11% F: 51.95%
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+ 2024-08-12 16:54:30 INFO 0:00:02.668553s elapsed
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+ 2024-08-12 16:54:30 INFO Epoch 88 / 5000:
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+ 2024-08-12 16:54:32 INFO lr: 4.9120e-05 - loss: 0.0003 - UP: 97.92% UR: 88.64% UF: 93.05% P: 97.92% R: 88.64% F: 93.05%
593
+ 2024-08-12 16:54:33 INFO dev: loss: nan - UP: 92.92% UR: 68.18% UF: 78.65% P: 89.38% R: 65.58% F: 75.66%
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+ 2024-08-12 16:54:33 INFO test: loss: 0.2173 - UP: 71.51% UR: 46.77% UF: 56.55% P: 66.67% R: 43.60% F: 52.72%
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+ 2024-08-12 16:54:33 INFO 0:00:02.664883s elapsed
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+ 2024-08-12 16:54:33 INFO Epoch 89 / 5000:
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+ 2024-08-12 16:54:35 INFO lr: 4.9110e-05 - loss: 0.0015 - UP: 95.84% UR: 88.40% UF: 91.97% P: 95.84% R: 88.40% F: 91.97%
599
+ 2024-08-12 16:54:35 INFO dev: loss: nan - UP: 90.68% UR: 69.48% UF: 78.68% P: 86.44% R: 66.23% F: 75.00%
600
+ 2024-08-12 16:54:36 INFO test: loss: 0.2230 - UP: 68.75% UR: 48.08% UF: 56.58% P: 63.60% R: 44.47% F: 52.34%
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+ 2024-08-12 16:54:36 INFO 0:00:02.697200s elapsed
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+ 2024-08-12 16:54:36 INFO Epoch 90 / 5000:
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+ 2024-08-12 16:54:38 INFO lr: 4.9100e-05 - loss: 0.0000 - UP: 97.32% UR: 88.89% UF: 92.91% P: 97.32% R: 88.89% F: 92.91%
605
+ 2024-08-12 16:54:38 INFO dev: loss: nan - UP: 90.60% UR: 68.83% UF: 78.23% P: 86.32% R: 65.58% F: 74.54%
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+ 2024-08-12 16:54:38 INFO test: loss: 0.2233 - UP: 70.40% UR: 46.47% UF: 55.98% P: 65.23% R: 43.06% F: 51.87%
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+ 2024-08-12 16:54:38 INFO 0:00:02.657749s elapsed
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+ 2024-08-12 16:54:38 INFO Epoch 91 / 5000:
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+ 2024-08-12 16:54:40 INFO lr: 4.9090e-05 - loss: 0.0013 - UP: 98.36% UR: 88.15% UF: 92.98% P: 98.36% R: 88.15% F: 92.98%
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+ 2024-08-12 16:54:41 INFO dev: loss: nan - UP: 87.50% UR: 68.18% UF: 76.64% P: 83.33% R: 64.94% F: 72.99%
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+ 2024-08-12 16:54:41 INFO test: loss: 0.2349 - UP: 65.16% UR: 49.80% UF: 56.45% P: 60.12% R: 45.95% F: 52.09%
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+ 2024-08-12 16:54:41 INFO 0:00:02.724728s elapsed
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+ 2024-08-12 16:54:43 INFO lr: 4.9080e-05 - loss: 0.0000 - UP: 97.24% UR: 89.38% UF: 93.15% P: 97.24% R: 89.38% F: 93.15%
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+ 2024-08-12 16:54:43 INFO dev: loss: nan - UP: 91.96% UR: 66.88% UF: 77.44% P: 87.50% R: 63.64% F: 73.68%
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+ 2024-08-12 16:54:44 INFO test: loss: 0.2255 - UP: 71.21% UR: 46.49% UF: 56.26% P: 66.07% R: 43.14% F: 52.20%
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+ 2024-08-12 16:54:44 INFO 0:00:02.720269s elapsed
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+ 2024-08-12 16:54:46 INFO lr: 4.9070e-05 - loss: 0.0038 - UP: 89.27% UR: 85.62% UF: 87.41% P: 89.27% R: 85.62% F: 87.41%
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+ 2024-08-12 16:54:46 INFO dev: loss: nan - UP: 84.73% UR: 72.08% UF: 77.89% P: 79.39% R: 67.53% F: 72.98%
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+ 2024-08-12 16:54:46 INFO test: loss: 0.1819 - UP: 66.40% UR: 47.89% UF: 55.64% P: 60.50% R: 43.63% F: 50.70%
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+ 2024-08-12 16:54:46 INFO 0:00:02.782989s elapsed
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+ 2024-08-12 16:54:49 INFO lr: 4.9060e-05 - loss: 0.0023 - UP: 89.53% UR: 81.78% UF: 85.48% P: 89.53% R: 81.78% F: 85.48%
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+ 2024-08-12 16:54:49 INFO dev: loss: nan - UP: 73.47% UR: 70.13% UF: 71.76% P: 71.43% R: 68.18% F: 69.77%
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+ 2024-08-12 16:54:49 INFO test: loss: 0.1781 - UP: 58.59% UR: 51.57% UF: 54.85% P: 53.41% R: 47.01% F: 50.01%
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+ 2024-08-12 16:54:49 INFO 0:00:02.718162s elapsed
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+ 2024-08-12 16:54:49 INFO Epoch 95 / 5000:
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+ 2024-08-12 16:54:51 INFO lr: 4.9050e-05 - loss: 0.0025 - UP: 92.19% UR: 82.03% UF: 86.81% P: 91.83% R: 81.70% F: 86.47%
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+ 2024-08-12 16:54:52 INFO dev: loss: nan - UP: 85.95% UR: 67.53% UF: 75.64% P: 83.47% R: 65.58% F: 73.45%
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+ 2024-08-12 16:54:52 INFO test: loss: 0.2004 - UP: 70.12% UR: 41.94% UF: 52.48% P: 64.37% R: 38.50% F: 48.18%
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+ 2024-08-12 16:54:52 INFO 0:00:02.692192s elapsed
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+ 2024-08-12 16:54:52 INFO Epoch 96 / 5000:
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+ 2024-08-12 16:54:54 INFO lr: 4.9040e-05 - loss: 0.0016 - UP: 97.09% UR: 84.40% UF: 90.30% P: 96.71% R: 84.07% F: 89.95%
641
+ 2024-08-12 16:54:54 INFO dev: loss: nan - UP: 85.71% UR: 62.34% UF: 72.18% P: 75.00% R: 54.55% F: 63.16%
642
+ 2024-08-12 16:54:55 INFO test: loss: 0.2508 - UP: 72.97% UR: 42.73% UF: 53.90% P: 56.80% R: 33.26% F: 41.95%
643
+ 2024-08-12 16:54:55 INFO 0:00:02.734749s elapsed
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+ 2024-08-12 16:54:57 INFO lr: 4.9030e-05 - loss: 0.2541 - UP: 94.94% UR: 84.23% UF: 89.26% P: 90.33% R: 80.15% F: 84.94%
647
+ 2024-08-12 16:54:57 INFO dev: loss: nan - UP: 83.87% UR: 67.53% UF: 74.82% P: 67.74% R: 54.55% F: 60.43%
648
+ 2024-08-12 16:54:57 INFO test: loss: 0.2838 - UP: 68.29% UR: 43.30% UF: 53.00% P: 58.73% R: 37.24% F: 45.58%
649
+ 2024-08-12 16:54:57 INFO 0:00:02.690040s elapsed
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+ 2024-08-12 16:55:00 INFO lr: 4.9020e-05 - loss: 0.0046 - UP: 94.21% UR: 79.82% UF: 86.42% P: 91.22% R: 77.29% F: 83.68%
653
+ 2024-08-12 16:55:00 INFO dev: loss: nan - UP: 83.76% UR: 63.64% UF: 72.32% P: 75.21% R: 57.14% F: 64.94%
654
+ 2024-08-12 16:55:00 INFO test: loss: 0.1735 - UP: 63.84% UR: 44.12% UF: 52.18% P: 57.88% R: 40.00% F: 47.31%
655
+ 2024-08-12 16:55:00 INFO 0:00:02.772230s elapsed
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+ 2024-08-12 16:55:02 INFO lr: 4.9010e-05 - loss: 0.0040 - UP: 96.69% UR: 78.68% UF: 86.76% P: 96.29% R: 78.35% F: 86.40%
659
+ 2024-08-12 16:55:02 INFO dev: loss: nan - UP: 84.68% UR: 61.04% UF: 70.94% P: 80.18% R: 57.79% F: 67.17%
660
+ 2024-08-12 16:55:03 INFO test: loss: 0.1882 - UP: 67.40% UR: 42.02% UF: 51.76% P: 60.70% R: 37.84% F: 46.62%
661
+ 2024-08-12 16:55:03 INFO 0:00:02.672048s elapsed
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+ 2024-08-12 16:55:05 INFO lr: 4.9000e-05 - loss: 0.0063 - UP: 93.85% UR: 83.58% UF: 88.42% P: 93.67% R: 83.42% F: 88.25%
665
+ 2024-08-12 16:55:05 INFO dev: loss: nan - UP: 85.59% UR: 65.58% UF: 74.26% P: 82.20% R: 62.99% F: 71.32%
666
+ 2024-08-12 16:55:05 INFO test: loss: 0.2004 - UP: 63.20% UR: 48.40% UF: 54.82% P: 55.93% R: 42.84% F: 48.52%
667
+ 2024-08-12 16:55:05 INFO 0:00:02.686022s elapsed
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+ 2024-08-12 16:55:08 INFO lr: 4.8990e-05 - loss: 0.0028 - UP: 95.27% UR: 82.19% UF: 88.25% P: 95.27% R: 82.19% F: 88.25%
671
+ 2024-08-12 16:55:08 INFO dev: loss: nan - UP: 86.29% UR: 69.48% UF: 76.98% P: 82.26% R: 66.23% F: 73.38%
672
+ 2024-08-12 16:55:08 INFO test: loss: 0.2102 - UP: 65.68% UR: 43.38% UF: 52.25% P: 59.64% R: 39.40% F: 47.45%
673
+ 2024-08-12 16:55:08 INFO 0:00:02.631976s elapsed
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+ 2024-08-12 16:55:10 INFO lr: 4.8980e-05 - loss: 0.0015 - UP: 96.77% UR: 83.17% UF: 89.46% P: 96.77% R: 83.17% F: 89.46%
677
+ 2024-08-12 16:55:10 INFO dev: loss: nan - UP: 87.27% UR: 62.34% UF: 72.73% P: 80.91% R: 57.79% F: 67.42%
678
+ 2024-08-12 16:55:11 INFO test: loss: 0.1827 - UP: 70.85% UR: 43.63% UF: 54.00% P: 64.33% R: 39.62% F: 49.04%
679
+ 2024-08-12 16:55:11 INFO 0:00:02.767981s elapsed
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+ 2024-08-12 16:55:13 INFO lr: 4.8970e-05 - loss: 0.0136 - UP: 88.30% UR: 77.04% UF: 82.29% P: 87.92% R: 76.72% F: 81.94%
683
+ 2024-08-12 16:55:13 INFO dev: loss: nan - UP: 91.01% UR: 52.60% UF: 66.67% P: 85.39% R: 49.35% F: 62.55%
684
+ 2024-08-12 16:55:14 INFO test: loss: 0.1854 - UP: 73.20% UR: 33.32% UF: 45.79% P: 68.11% R: 31.00% F: 42.60%
685
+ 2024-08-12 16:55:14 INFO 0:00:02.682719s elapsed
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+ 2024-08-12 16:55:14 INFO Epoch 104 / 5000:
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+ 2024-08-12 16:55:16 INFO lr: 4.8960e-05 - loss: 0.0237 - UP: 94.51% UR: 81.54% UF: 87.54% P: 94.32% R: 81.37% F: 87.37%
689
+ 2024-08-12 16:55:16 INFO dev: loss: nan - UP: 81.20% UR: 61.69% UF: 70.11% P: 72.65% R: 55.19% F: 62.73%
690
+ 2024-08-12 16:55:16 INFO test: loss: 0.1991 - UP: 65.99% UR: 42.78% UF: 51.91% P: 59.26% R: 38.42% F: 46.61%
691
+ 2024-08-12 16:55:16 INFO 0:00:02.633745s elapsed
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+ 2024-08-12 16:55:16 INFO Epoch 105 / 5000:
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+ 2024-08-12 16:55:18 INFO lr: 4.8950e-05 - loss: 0.0037 - UP: 95.27% UR: 82.19% UF: 88.25% P: 94.98% R: 81.94% F: 87.98%
695
+ 2024-08-12 16:55:18 INFO dev: loss: nan - UP: 88.04% UR: 52.60% UF: 65.85% P: 82.61% R: 49.35% F: 61.79%
696
+ 2024-08-12 16:55:19 INFO test: loss: 0.1724 - UP: 76.90% UR: 32.33% UF: 45.52% P: 71.77% R: 30.18% F: 42.49%
697
+ 2024-08-12 16:55:19 INFO 0:00:02.576653s elapsed
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+ 2024-08-12 16:55:19 INFO Epoch 106 / 5000:
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+ 2024-08-12 16:55:21 INFO lr: 4.8940e-05 - loss: 0.0033 - UP: 97.35% UR: 83.99% UF: 90.18% P: 97.25% R: 83.91% F: 90.09%
701
+ 2024-08-12 16:55:21 INFO dev: loss: nan - UP: 80.53% UR: 59.09% UF: 68.16% P: 74.34% R: 54.55% F: 62.92%
702
+ 2024-08-12 16:55:21 INFO test: loss: 0.1910 - UP: 64.43% UR: 43.06% UF: 51.62% P: 58.19% R: 38.88% F: 46.61%
703
+ 2024-08-12 16:55:21 INFO 0:00:02.721240s elapsed
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+ 2024-08-12 16:55:21 INFO Epoch 107 / 5000:
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+ 2024-08-12 16:55:24 INFO lr: 4.8930e-05 - loss: 0.0057 - UP: 94.99% UR: 85.13% UF: 89.79% P: 94.62% R: 84.80% F: 89.44%
707
+ 2024-08-12 16:55:24 INFO dev: loss: nan - UP: 86.14% UR: 56.49% UF: 68.24% P: 79.21% R: 51.95% F: 62.75%
708
+ 2024-08-12 16:55:24 INFO test: loss: 0.1929 - UP: 67.76% UR: 39.45% UF: 49.87% P: 62.37% R: 36.32% F: 45.90%
709
+ 2024-08-12 16:55:24 INFO 0:00:02.684051s elapsed
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+ 2024-08-12 16:55:24 INFO Epoch 108 / 5000:
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+ 2024-08-12 16:55:26 INFO lr: 4.8920e-05 - loss: 0.0043 - UP: 93.17% UR: 82.52% UF: 87.52% P: 93.17% R: 82.52% F: 87.52%
713
+ 2024-08-12 16:55:26 INFO dev: loss: nan - UP: 84.26% UR: 59.09% UF: 69.47% P: 80.56% R: 56.49% F: 66.41%
714
+ 2024-08-12 16:55:27 INFO test: loss: 0.2157 - UP: 69.20% UR: 40.95% UF: 51.46% P: 64.41% R: 38.12% F: 47.89%
715
+ 2024-08-12 16:55:27 INFO 0:00:02.710249s elapsed
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+ 2024-08-12 16:55:27 INFO Epoch 109 / 5000:
718
+ 2024-08-12 16:55:29 INFO lr: 4.8910e-05 - loss: 0.0023 - UP: 94.78% UR: 80.07% UF: 86.80% P: 94.49% R: 79.82% F: 86.54%
719
+ 2024-08-12 16:55:29 INFO dev: loss: nan - UP: 76.06% UR: 70.13% UF: 72.97% P: 71.13% R: 65.58% F: 68.24%
720
+ 2024-08-12 16:55:30 INFO test: loss: 0.1946 - UP: 57.93% UR: 49.44% UF: 53.35% P: 52.85% R: 45.10% F: 48.67%
721
+ 2024-08-12 16:55:30 INFO 0:00:02.797306s elapsed
722
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+ 2024-08-12 16:55:30 INFO Epoch 110 / 5000:
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+ 2024-08-12 16:55:32 INFO lr: 4.8900e-05 - loss: 0.0331 - UP: 94.63% UR: 82.11% UF: 87.93% P: 94.44% R: 81.94% F: 87.75%
725
+ 2024-08-12 16:55:32 INFO dev: loss: nan - UP: 80.51% UR: 61.69% UF: 69.85% P: 76.27% R: 58.44% F: 66.18%
726
+ 2024-08-12 16:55:32 INFO test: loss: 0.1905 - UP: 63.53% UR: 41.96% UF: 50.54% P: 58.45% R: 38.61% F: 46.50%
727
+ 2024-08-12 16:55:32 INFO 0:00:02.647480s elapsed
728
+
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+ 2024-08-12 16:55:32 INFO Epoch 111 / 5000:
730
+ 2024-08-12 16:55:34 INFO lr: 4.8890e-05 - loss: 0.0003 - UP: 93.74% UR: 85.62% UF: 89.50% P: 93.65% R: 85.54% F: 89.41%
731
+ 2024-08-12 16:55:35 INFO dev: loss: nan - UP: 86.21% UR: 64.94% UF: 74.07% P: 81.03% R: 61.04% F: 69.63%
732
+ 2024-08-12 16:55:35 INFO test: loss: 0.1999 - UP: 66.62% UR: 43.19% UF: 52.41% P: 60.73% R: 39.37% F: 47.77%
733
+ 2024-08-12 16:55:35 INFO 0:00:02.684856s elapsed
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+ 2024-08-12 16:55:35 INFO Epoch 112 / 5000:
736
+ 2024-08-12 16:55:37 INFO lr: 4.8880e-05 - loss: 0.0003 - UP: 96.56% UR: 84.97% UF: 90.40% P: 96.47% R: 84.89% F: 90.31%
737
+ 2024-08-12 16:55:37 INFO dev: loss: nan - UP: 87.70% UR: 69.48% UF: 77.54% P: 84.43% R: 66.88% F: 74.64%
738
+ 2024-08-12 16:55:38 INFO test: loss: 0.1885 - UP: 67.17% UR: 44.61% UF: 53.62% P: 62.70% R: 41.64% F: 50.04%
739
+ 2024-08-12 16:55:38 INFO 0:00:02.699556s elapsed
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+ 2024-08-12 16:55:38 INFO Epoch 113 / 5000:
742
+ 2024-08-12 16:55:40 INFO lr: 4.8870e-05 - loss: 0.0001 - UP: 97.10% UR: 87.66% UF: 92.14% P: 96.92% R: 87.50% F: 91.97%
743
+ 2024-08-12 16:55:40 INFO dev: loss: nan - UP: 87.93% UR: 66.23% UF: 75.56% P: 82.76% R: 62.34% F: 71.11%
744
+ 2024-08-12 16:55:40 INFO test: loss: 0.2108 - UP: 69.39% UR: 42.92% UF: 53.03% P: 63.96% R: 39.56% F: 48.89%
745
+ 2024-08-12 16:55:40 INFO 0:00:02.690045s elapsed
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+ 2024-08-12 16:55:40 INFO Epoch 114 / 5000:
748
+ 2024-08-12 16:55:43 INFO lr: 4.8860e-05 - loss: 0.0088 - UP: 97.80% UR: 87.17% UF: 92.18% P: 97.80% R: 87.17% F: 92.18%
749
+ 2024-08-12 16:55:43 INFO dev: loss: nan - UP: 89.19% UR: 64.29% UF: 74.72% P: 85.59% R: 61.69% F: 71.70%
750
+ 2024-08-12 16:55:43 INFO test: loss: 0.2126 - UP: 70.83% UR: 42.07% UF: 52.79% P: 65.87% R: 39.13% F: 49.09%
751
+ 2024-08-12 16:55:43 INFO 0:00:02.805902s elapsed
752
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+ 2024-08-12 16:55:43 INFO Epoch 115 / 5000:
754
+ 2024-08-12 16:55:45 INFO lr: 4.8850e-05 - loss: 0.0020 - UP: 97.37% UR: 87.66% UF: 92.26% P: 97.19% R: 87.50% F: 92.09%
755
+ 2024-08-12 16:55:46 INFO dev: loss: nan - UP: 85.00% UR: 66.23% UF: 74.45% P: 81.67% R: 63.64% F: 71.53%
756
+ 2024-08-12 16:55:46 INFO test: loss: 0.1951 - UP: 67.94% UR: 44.80% UF: 54.00% P: 63.01% R: 41.56% F: 50.08%
757
+ 2024-08-12 16:55:46 INFO 0:00:02.810341s elapsed
758
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+ 2024-08-12 16:55:46 INFO Epoch 116 / 5000:
760
+ 2024-08-12 16:55:48 INFO lr: 4.8840e-05 - loss: 0.0001 - UP: 96.73% UR: 89.30% UF: 92.86% P: 96.73% R: 89.30% F: 92.86%
761
+ 2024-08-12 16:55:48 INFO dev: loss: nan - UP: 87.50% UR: 63.64% UF: 73.68% P: 83.93% R: 61.04% F: 70.68%
762
+ 2024-08-12 16:55:49 INFO test: loss: 0.1931 - UP: 69.61% UR: 43.82% UF: 53.78% P: 65.15% R: 41.01% F: 50.33%
763
+ 2024-08-12 16:55:49 INFO 0:00:02.826043s elapsed
764
+
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+ 2024-08-12 16:55:57 INFO Epoch 86 saved
766
+ 2024-08-12 16:55:57 INFO dev: UP: 91.45% UR: 69.48% UF: 78.97% P: 88.03% R: 66.88% F: 76.01%
767
+ 2024-08-12 16:55:57 INFO test: UP: 70.56% UR: 45.18% UF: 55.09% P: 65.02% R: 41.64% F: 50.77%
768
+ 2024-08-12 16:55:57 INFO 0:05:17.061781s elapsed, 0:00:02.733291s/epoch