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SemEval-2022-Task-10
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  1. .gitattributes +2 -0
  2. models/multibooked_eu/sdp_byKNNi3_asc/10/model_vi_multibooked_eu_berteus_6 +3 -0
  3. models/multibooked_eu/sdp_byKNNi3_asc/10/model_vi_multibooked_eu_berteus_6.train.log +348 -0
  4. models/multibooked_eu/sdp_byKNNi3_asc/10/model_vi_multibooked_eu_xlm_6 +3 -0
  5. models/multibooked_eu/sdp_byKNNi3_asc/10/model_vi_multibooked_eu_xlm_6.train.log +324 -0
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+ 2024-08-12 09:22:59 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/multibooked_eu/sdp_byKNNi3_asc/10/model_vi_multibooked_eu_berteus_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/multibooked_eu/head_final/sdp_byKNNi3_asc/10/train.conllu
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+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byKNNi3_asc/10/dev.conllu
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+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/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 | ixa-ehu/berteus-base-cased
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+ inference | mfvi
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+ ---------------------+-------------------------------
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+
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+ 2024-08-12 09:22:59 INFO Building the fields
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+ 2024-08-12 09:23:00 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 09:23:00 INFO Building the model
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+ 2024-08-12 09:23:01 INFO VISemanticDependencyModel(
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+ (encoder): TransformerEmbedding(ixa-ehu/berteus-base-cased, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=3, 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 09:23:01 INFO Loading the data
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+ 2024-08-12 09:23:01 INFO
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+ train: Dataset(n_sentences=105, n_batches=20, n_buckets=20)
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+ dev: Dataset(n_sentences=14, n_batches=9, n_buckets=9)
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+ test: Dataset(n_sentences=305, n_batches=32, n_buckets=32)
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+
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+ 2024-08-12 09:23:01 INFO Epoch 1 / 5000:
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+ 2024-08-12 09:23:03 INFO lr: 4.9990e-05 - loss: 0.1556 - UP: 3.90% UR: 15.12% UF: 6.20% P: 1.70% R: 6.59% F: 2.70%
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+ 2024-08-12 09:23:03 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 09:23:03 INFO test: loss: nan - UP: 72.22% UR: 1.83% UF: 3.57% P: 69.44% R: 1.76% F: 3.43%
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+ 2024-08-12 09:23:03 INFO 0:00:01.954969s elapsed
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+
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+ 2024-08-12 09:23:03 INFO Epoch 2 / 5000:
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+ 2024-08-12 09:23:04 INFO lr: 4.9980e-05 - loss: 0.2276 - UP: 40.60% UR: 13.17% UF: 19.89% P: 37.59% R: 12.20% F: 18.42%
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+ 2024-08-12 09:23:04 INFO dev: loss: nan - UP: 58.33% UR: 16.67% UF: 25.93% P: 25.00% R: 7.14% F: 11.11%
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+ 2024-08-12 09:23:05 INFO test: loss: nan - UP: 68.45% UR: 15.26% UF: 24.96% P: 64.35% R: 14.35% F: 23.46%
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+ 2024-08-12 09:23:07 INFO 0:00:01.575106s elapsed (saved)
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+
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+ 2024-08-12 09:23:07 INFO Epoch 3 / 5000:
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+ 2024-08-12 09:23:08 INFO lr: 4.9970e-05 - loss: 0.2354 - UP: 46.41% UR: 20.49% UF: 28.43% P: 44.20% R: 19.51% F: 27.07%
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+ 2024-08-12 09:23:08 INFO dev: loss: nan - UP: 42.86% UR: 14.29% UF: 21.43% P: 42.86% R: 14.29% F: 21.43%
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+ 2024-08-12 09:23:08 INFO test: loss: nan - UP: 73.10% UR: 16.24% UF: 26.58% P: 65.82% R: 14.63% F: 23.94%
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+ 2024-08-12 09:23:12 INFO 0:00:01.489288s elapsed (saved)
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+ 2024-08-12 09:23:12 INFO Epoch 4 / 5000:
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+ 2024-08-12 09:23:13 INFO lr: 4.9960e-05 - loss: 0.1109 - UP: 64.62% UR: 30.73% UF: 41.65% P: 60.51% R: 28.78% F: 39.01%
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+ 2024-08-12 09:23:13 INFO dev: loss: nan - UP: 42.11% UR: 19.05% UF: 26.23% P: 31.58% R: 14.29% F: 19.67%
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+ 2024-08-12 09:23:13 INFO test: loss: nan - UP: 64.07% UR: 27.22% UF: 38.20% P: 60.43% R: 25.67% F: 36.03%
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+ 2024-08-12 09:23:13 INFO 0:00:01.474925s elapsed
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+
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+ 2024-08-12 09:23:13 INFO Epoch 5 / 5000:
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+ 2024-08-12 09:23:14 INFO lr: 4.9950e-05 - loss: 0.0977 - UP: 62.05% UR: 45.85% UF: 52.73% P: 60.73% R: 44.88% F: 51.61%
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+ 2024-08-12 09:23:15 INFO dev: loss: nan - UP: 50.00% UR: 7.14% UF: 12.50% P: 33.33% R: 4.76% F: 8.33%
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+ 2024-08-12 09:23:15 INFO test: loss: nan - UP: 79.41% UR: 15.19% UF: 25.50% P: 75.74% R: 14.49% F: 24.32%
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+ 2024-08-12 09:23:15 INFO 0:00:01.472674s elapsed
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+ 2024-08-12 09:23:15 INFO Epoch 6 / 5000:
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+ 2024-08-12 09:23:16 INFO lr: 4.9940e-05 - loss: 0.0279 - UP: 74.61% UR: 46.59% UF: 57.36% P: 74.22% R: 46.34% F: 57.06%
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+ 2024-08-12 09:23:16 INFO dev: loss: nan - UP: 50.00% UR: 7.14% UF: 12.50% P: 33.33% R: 4.76% F: 8.33%
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+ 2024-08-12 09:23:16 INFO test: loss: nan - UP: 79.74% UR: 17.16% UF: 28.24% P: 75.16% R: 16.17% F: 26.62%
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+ 2024-08-12 09:23:16 INFO 0:00:01.425779s elapsed
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+ 2024-08-12 09:23:17 INFO lr: 4.9930e-05 - loss: 0.1119 - UP: 74.68% UR: 57.56% UF: 65.01% P: 74.37% R: 57.32% F: 64.74%
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+ 2024-08-12 09:23:17 INFO dev: loss: nan - UP: 36.84% UR: 16.67% UF: 22.95% P: 26.32% R: 11.90% F: 16.39%
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+ 2024-08-12 09:23:18 INFO test: loss: nan - UP: 71.34% UR: 25.04% UF: 37.06% P: 66.93% R: 23.49% F: 34.77%
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+ 2024-08-12 09:23:18 INFO 0:00:01.473844s elapsed
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+
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+ 2024-08-12 09:23:18 INFO Epoch 8 / 5000:
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+ 2024-08-12 09:23:19 INFO lr: 4.9920e-05 - loss: 0.0040 - UP: 76.23% UR: 64.15% UF: 69.67% P: 76.23% R: 64.15% F: 69.67%
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+ 2024-08-12 09:23:19 INFO dev: loss: nan - UP: 36.84% UR: 16.67% UF: 22.95% P: 26.32% R: 11.90% F: 16.39%
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+ 2024-08-12 09:23:19 INFO test: loss: nan - UP: 69.71% UR: 28.97% UF: 40.93% P: 62.27% R: 25.88% F: 36.56%
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+ 2024-08-12 09:23:19 INFO 0:00:01.525259s elapsed
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+
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+ 2024-08-12 09:23:19 INFO Epoch 9 / 5000:
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+ 2024-08-12 09:23:20 INFO lr: 4.9910e-05 - loss: 0.0539 - UP: 86.23% UR: 64.15% UF: 73.57% P: 85.25% R: 63.41% F: 72.73%
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+ 2024-08-12 09:23:20 INFO dev: loss: nan - UP: 31.82% UR: 16.67% UF: 21.87% P: 22.73% R: 11.90% F: 15.62%
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+ 2024-08-12 09:23:21 INFO test: loss: nan - UP: 65.69% UR: 31.50% UF: 42.59% P: 62.76% R: 30.10% F: 40.68%
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+ 2024-08-12 09:23:21 INFO 0:00:01.513735s elapsed
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+
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+ 2024-08-12 09:23:21 INFO Epoch 10 / 5000:
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+ 2024-08-12 09:23:22 INFO lr: 4.9900e-05 - loss: 0.0936 - UP: 83.88% UR: 68.54% UF: 75.44% P: 83.88% R: 68.54% F: 75.44%
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+ 2024-08-12 09:23:22 INFO dev: loss: nan - UP: 38.89% UR: 16.67% UF: 23.33% P: 22.22% R: 9.52% F: 13.33%
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+ 2024-08-12 09:23:22 INFO test: loss: nan - UP: 68.17% UR: 29.68% UF: 41.35% P: 62.84% R: 27.36% F: 38.12%
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+ 2024-08-12 09:23:22 INFO 0:00:01.509284s elapsed
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+
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+ 2024-08-12 09:23:22 INFO Epoch 11 / 5000:
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+ 2024-08-12 09:23:23 INFO lr: 4.9890e-05 - loss: 0.0089 - UP: 86.48% UR: 74.88% UF: 80.26% P: 86.48% R: 74.88% F: 80.26%
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+ 2024-08-12 09:23:24 INFO dev: loss: nan - UP: 50.00% UR: 19.05% UF: 27.59% P: 31.25% R: 11.90% F: 17.24%
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+ 2024-08-12 09:23:24 INFO test: loss: nan - UP: 60.72% UR: 29.68% UF: 39.87% P: 56.69% R: 27.71% F: 37.22%
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+ 2024-08-12 09:23:24 INFO 0:00:01.580814s elapsed
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+ 2024-08-12 09:23:24 INFO Epoch 12 / 5000:
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+ 2024-08-12 09:23:25 INFO lr: 4.9880e-05 - loss: 0.0150 - UP: 89.10% UR: 79.76% UF: 84.17% P: 89.10% R: 79.76% F: 84.17%
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+ 2024-08-12 09:23:25 INFO dev: loss: nan - UP: 52.63% UR: 23.81% UF: 32.79% P: 36.84% R: 16.67% F: 22.95%
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+ 2024-08-12 09:23:25 INFO test: loss: nan - UP: 70.25% UR: 29.40% UF: 41.45% P: 63.19% R: 26.44% F: 37.28%
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+ 2024-08-12 09:23:29 INFO 0:00:01.512064s elapsed (saved)
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+ 2024-08-12 09:23:29 INFO Epoch 13 / 5000:
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+ 2024-08-12 09:23:30 INFO lr: 4.9870e-05 - loss: 0.0011 - UP: 93.37% UR: 79.02% UF: 85.60% P: 93.37% R: 79.02% F: 85.60%
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+ 2024-08-12 09:23:30 INFO dev: loss: nan - UP: 44.44% UR: 28.57% UF: 34.78% P: 33.33% R: 21.43% F: 26.09%
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+ 2024-08-12 09:23:30 INFO test: loss: nan - UP: 59.94% UR: 39.45% UF: 47.58% P: 56.94% R: 37.48% F: 45.21%
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+ 2024-08-12 09:23:33 INFO 0:00:01.517320s elapsed (saved)
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+ 2024-08-12 09:23:33 INFO Epoch 14 / 5000:
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+ 2024-08-12 09:23:34 INFO lr: 4.9860e-05 - loss: 0.0197 - UP: 91.29% UR: 84.39% UF: 87.71% P: 91.29% R: 84.39% F: 87.71%
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+ 2024-08-12 09:23:34 INFO dev: loss: nan - UP: 57.14% UR: 19.05% UF: 28.57% P: 42.86% R: 14.29% F: 21.43%
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+ 2024-08-12 09:23:35 INFO test: loss: nan - UP: 59.38% UR: 29.61% UF: 39.51% P: 55.15% R: 27.50% F: 36.70%
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+ 2024-08-12 09:23:35 INFO 0:00:01.485563s elapsed
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+ 2024-08-12 09:23:36 INFO lr: 4.9850e-05 - loss: 0.0013 - UP: 90.67% UR: 85.37% UF: 87.94% P: 90.41% R: 85.12% F: 87.69%
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+ 2024-08-12 09:23:36 INFO dev: loss: nan - UP: 52.17% UR: 28.57% UF: 36.92% P: 34.78% R: 19.05% F: 24.62%
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+ 2024-08-12 09:23:36 INFO test: loss: nan - UP: 60.90% UR: 38.12% UF: 46.89% P: 55.73% R: 34.88% F: 42.91%
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+ 2024-08-12 09:23:36 INFO 0:00:01.498158s elapsed
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+ 2024-08-12 09:23:37 INFO lr: 4.9840e-05 - loss: 0.0111 - UP: 96.33% UR: 89.51% UF: 92.79% P: 96.06% R: 89.27% F: 92.54%
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+ 2024-08-12 09:23:37 INFO dev: loss: nan - UP: 45.83% UR: 26.19% UF: 33.33% P: 37.50% R: 21.43% F: 27.27%
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+ 2024-08-12 09:23:38 INFO test: loss: nan - UP: 66.24% UR: 32.98% UF: 44.04% P: 62.15% R: 30.94% F: 41.31%
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+ 2024-08-12 09:23:40 INFO 0:00:01.519150s elapsed (saved)
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+ 2024-08-12 09:23:42 INFO lr: 4.9830e-05 - loss: 0.0007 - UP: 96.87% UR: 90.73% UF: 93.70% P: 96.61% R: 90.49% F: 93.45%
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+ 2024-08-12 09:23:42 INFO dev: loss: nan - UP: 46.67% UR: 16.67% UF: 24.56% P: 26.67% R: 9.52% F: 14.04%
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+ 2024-08-12 09:23:42 INFO test: loss: nan - UP: 69.31% UR: 29.54% UF: 41.42% P: 65.35% R: 27.85% F: 39.05%
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+ 2024-08-12 09:23:42 INFO 0:00:01.582203s elapsed
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+ 2024-08-12 09:23:43 INFO lr: 4.9820e-05 - loss: 0.0000 - UP: 95.74% UR: 93.17% UF: 94.44% P: 95.74% R: 93.17% F: 94.44%
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+ 2024-08-12 09:23:43 INFO dev: loss: nan - UP: 46.15% UR: 14.29% UF: 21.82% P: 30.77% R: 9.52% F: 14.55%
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+ 2024-08-12 09:23:43 INFO test: loss: nan - UP: 78.41% UR: 25.04% UF: 37.95% P: 73.13% R: 23.35% F: 35.39%
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+ 2024-08-12 09:23:43 INFO 0:00:01.441327s elapsed
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+ 2024-08-12 09:23:43 INFO Epoch 19 / 5000:
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+ 2024-08-12 09:23:45 INFO lr: 4.9810e-05 - loss: 0.0003 - UP: 96.73% UR: 93.66% UF: 95.17% P: 96.73% R: 93.66% F: 95.17%
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+ 2024-08-12 09:23:45 INFO dev: loss: nan - UP: 58.82% UR: 23.81% UF: 33.90% P: 47.06% R: 19.05% F: 27.12%
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+ 2024-08-12 09:23:45 INFO test: loss: nan - UP: 70.69% UR: 30.87% UF: 42.98% P: 66.34% R: 28.97% F: 40.33%
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+ 2024-08-12 09:23:45 INFO 0:00:01.468280s elapsed
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+ 2024-08-12 09:23:45 INFO Epoch 20 / 5000:
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+ 2024-08-12 09:23:46 INFO lr: 4.9800e-05 - loss: 0.0042 - UP: 97.93% UR: 92.20% UF: 94.97% P: 97.93% R: 92.20% F: 94.97%
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+ 2024-08-12 09:23:46 INFO dev: loss: nan - UP: 50.00% UR: 21.43% UF: 30.00% P: 38.89% R: 16.67% F: 23.33%
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+ 2024-08-12 09:23:46 INFO test: loss: nan - UP: 69.80% UR: 31.36% UF: 43.28% P: 63.69% R: 28.62% F: 39.50%
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+ 2024-08-12 09:23:46 INFO 0:00:01.510724s elapsed
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+ 2024-08-12 09:23:46 INFO Epoch 21 / 5000:
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+ 2024-08-12 09:23:47 INFO lr: 4.9790e-05 - loss: 0.0002 - UP: 94.74% UR: 96.59% UF: 95.65% P: 94.74% R: 96.59% F: 95.65%
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+ 2024-08-12 09:23:48 INFO dev: loss: nan - UP: 41.67% UR: 11.90% UF: 18.52% P: 33.33% R: 9.52% F: 14.81%
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+ 2024-08-12 09:23:48 INFO test: loss: nan - UP: 76.02% UR: 26.09% UF: 38.85% P: 72.13% R: 24.75% F: 36.86%
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+ 2024-08-12 09:23:48 INFO 0:00:01.461346s elapsed
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+ 2024-08-12 09:23:49 INFO test: loss: nan - UP: 66.31% UR: 34.46% UF: 45.35% P: 59.40% R: 30.87% F: 40.63%
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+ 2024-08-12 09:23:52 INFO test: loss: nan - UP: 54.00% UR: 42.26% UF: 47.42% P: 49.78% R: 38.96% F: 43.71%
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+ 2024-08-12 09:23:54 INFO test: loss: nan - UP: 65.20% UR: 30.31% UF: 41.38% P: 61.12% R: 28.41% F: 38.79%
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+ 2024-08-12 09:23:56 INFO test: loss: nan - UP: 68.98% UR: 32.84% UF: 44.50% P: 61.15% R: 29.11% F: 39.45%
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+ 2024-08-12 09:23:57 INFO dev: loss: nan - UP: 53.33% UR: 19.05% UF: 28.07% P: 33.33% R: 11.90% F: 17.54%
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+ 2024-08-12 09:23:57 INFO test: loss: nan - UP: 70.58% UR: 30.87% UF: 42.95% P: 63.99% R: 27.99% F: 38.94%
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+ 2024-08-12 09:23:58 INFO dev: loss: nan - UP: 45.45% UR: 23.81% UF: 31.25% P: 36.36% R: 19.05% F: 25.00%
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+ 2024-08-12 09:23:58 INFO test: loss: nan - UP: 67.87% UR: 33.12% UF: 44.52% P: 61.10% R: 29.82% F: 40.08%
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+ 2024-08-12 09:24:00 INFO dev: loss: nan - UP: 50.00% UR: 23.81% UF: 32.26% P: 40.00% R: 19.05% F: 25.81%
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+ 2024-08-12 09:24:00 INFO test: loss: nan - UP: 70.20% UR: 32.63% UF: 44.55% P: 65.20% R: 30.31% F: 41.38%
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+ 2024-08-12 09:24:01 INFO dev: loss: nan - UP: 61.54% UR: 19.05% UF: 29.09% P: 53.85% R: 16.67% F: 25.45%
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+ 2024-08-12 09:24:02 INFO test: loss: nan - UP: 66.41% UR: 29.75% UF: 41.09% P: 57.61% R: 25.81% F: 35.65%
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+ 2024-08-12 09:24:03 INFO dev: loss: nan - UP: 46.15% UR: 14.29% UF: 21.82% P: 30.77% R: 9.52% F: 14.55%
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+ 2024-08-12 09:24:03 INFO test: loss: nan - UP: 65.50% UR: 30.17% UF: 41.31% P: 61.98% R: 28.55% F: 39.09%
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+ 2024-08-12 09:24:03 INFO 0:00:01.589070s elapsed
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+ 2024-08-12 09:24:04 INFO dev: loss: nan - UP: 37.93% UR: 26.19% UF: 30.99% P: 31.03% R: 21.43% F: 25.35%
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+ 2024-08-12 09:24:05 INFO test: loss: nan - UP: 59.81% UR: 39.87% UF: 47.85% P: 57.17% R: 38.12% F: 45.74%
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+ 2024-08-12 09:24:06 INFO dev: loss: nan - UP: 50.00% UR: 9.52% UF: 16.00% P: 37.50% R: 7.14% F: 12.00%
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+ 2024-08-12 09:24:06 INFO test: loss: nan - UP: 72.95% UR: 21.24% UF: 32.90% P: 70.77% R: 20.60% F: 31.92%
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+ 2024-08-12 09:24:07 INFO lr: 4.9660e-05 - loss: 0.0123 - UP: 98.02% UR: 96.83% UF: 97.42% P: 95.80% R: 94.63% F: 95.21%
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+ 2024-08-12 09:24:07 INFO dev: loss: nan - UP: 35.29% UR: 28.57% UF: 31.58% P: 23.53% R: 19.05% F: 21.05%
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+ 2024-08-12 09:24:08 INFO test: loss: nan - UP: 61.72% UR: 36.85% UF: 46.15% P: 55.36% R: 33.05% F: 41.39%
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+ 2024-08-12 09:24:09 INFO lr: 4.9650e-05 - loss: 0.0045 - UP: 94.43% UR: 95.12% UF: 94.78% P: 93.70% R: 94.39% F: 94.05%
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+ 2024-08-12 09:24:09 INFO dev: loss: nan - UP: 28.21% UR: 26.19% UF: 27.16% P: 20.51% R: 19.05% F: 19.75%
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+ 2024-08-12 09:24:09 INFO test: loss: nan - UP: 58.50% UR: 37.97% UF: 46.06% P: 51.79% R: 33.61% F: 40.77%
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+ 2024-08-12 09:24:09 INFO 0:00:01.451237s elapsed
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+ 2024-08-12 09:24:10 INFO lr: 4.9640e-05 - loss: 0.0093 - UP: 94.35% UR: 93.66% UF: 94.00% P: 92.14% R: 91.46% F: 91.80%
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+ 2024-08-12 09:24:10 INFO dev: loss: nan - UP: 40.00% UR: 14.29% UF: 21.05% P: 26.67% R: 9.52% F: 14.04%
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+ 2024-08-12 09:24:11 INFO test: loss: nan - UP: 75.45% UR: 23.77% UF: 36.15% P: 71.65% R: 22.57% F: 34.33%
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+ 2024-08-12 09:24:11 INFO 0:00:01.550623s elapsed
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+ 2024-08-12 09:24:12 INFO lr: 4.9630e-05 - loss: 0.0276 - UP: 93.46% UR: 87.07% UF: 90.15% P: 90.05% R: 83.90% F: 86.87%
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+ 2024-08-12 09:24:12 INFO dev: loss: nan - UP: 40.74% UR: 26.19% UF: 31.88% P: 29.63% R: 19.05% F: 23.19%
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+ 2024-08-12 09:24:12 INFO test: loss: nan - UP: 62.59% UR: 35.65% UF: 45.43% P: 57.28% R: 32.63% F: 41.58%
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+ 2024-08-12 09:24:13 INFO lr: 4.9620e-05 - loss: 0.0020 - UP: 94.40% UR: 90.49% UF: 92.40% P: 93.89% R: 90.00% F: 91.91%
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+ 2024-08-12 09:24:13 INFO dev: loss: nan - UP: 42.86% UR: 14.29% UF: 21.43% P: 28.57% R: 9.52% F: 14.29%
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+ 2024-08-12 09:24:14 INFO test: loss: nan - UP: 69.51% UR: 28.69% UF: 40.62% P: 65.25% R: 26.93% F: 38.13%
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+ 2024-08-12 09:24:15 INFO dev: loss: nan - UP: 42.31% UR: 26.19% UF: 32.35% P: 23.08% R: 14.29% F: 17.65%
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+ 2024-08-12 09:24:15 INFO test: loss: nan - UP: 64.89% UR: 33.40% UF: 44.10% P: 56.69% R: 29.18% F: 38.53%
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+ 2024-08-12 09:24:16 INFO lr: 4.9600e-05 - loss: 0.0000 - UP: 96.81% UR: 96.10% UF: 96.45% P: 96.31% R: 95.61% F: 95.96%
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+ 2024-08-12 09:24:16 INFO dev: loss: nan - UP: 42.86% UR: 21.43% UF: 28.57% P: 23.81% R: 11.90% F: 15.87%
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+ 2024-08-12 09:24:16 INFO test: loss: nan - UP: 62.57% UR: 32.21% UF: 42.53% P: 58.47% R: 30.10% F: 39.74%
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+ 2024-08-12 09:24:16 INFO 0:00:01.471009s elapsed
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+ 2024-08-12 09:24:18 INFO lr: 4.9590e-05 - loss: 0.0500 - UP: 92.72% UR: 93.17% UF: 92.94% P: 92.72% R: 93.17% F: 92.94%
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+ 2024-08-12 09:24:18 INFO dev: loss: nan - UP: 37.04% UR: 23.81% UF: 28.99% P: 22.22% R: 14.29% F: 17.39%
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+ 2024-08-12 09:24:18 INFO test: loss: nan - UP: 61.11% UR: 37.13% UF: 46.19% P: 57.18% R: 34.74% F: 43.22%
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+ 2024-08-12 09:24:19 INFO dev: loss: nan - UP: 54.55% UR: 28.57% UF: 37.50% P: 36.36% R: 19.05% F: 25.00%
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+ 2024-08-12 09:24:19 INFO test: loss: nan - UP: 65.55% UR: 31.58% UF: 42.62% P: 61.31% R: 29.54% F: 39.87%
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+ 2024-08-12 09:24:19 INFO 0:00:01.469679s elapsed
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+ 2024-08-12 09:24:21 INFO dev: loss: nan - UP: 36.36% UR: 28.57% UF: 32.00% P: 27.27% R: 21.43% F: 24.00%
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+ 2024-08-12 09:24:21 INFO test: loss: nan - UP: 56.35% UR: 44.30% UF: 49.61% P: 51.52% R: 40.51% F: 45.35%
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+ 2024-08-12 09:24:21 INFO 0:00:01.458209s elapsed
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+ 2024-08-12 09:24:22 INFO lr: 4.9560e-05 - loss: nan - UP: 97.98% UR: 94.63% UF: 96.28% P: 97.98% R: 94.63% F: 96.28%
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+ 2024-08-12 09:24:22 INFO dev: loss: nan - UP: 45.00% UR: 21.43% UF: 29.03% P: 25.00% R: 11.90% F: 16.13%
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+ 2024-08-12 09:24:22 INFO test: loss: nan - UP: 62.84% UR: 35.44% UF: 45.32% P: 58.98% R: 33.26% F: 42.54%
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+ 2024-08-12 09:24:23 INFO lr: 4.9550e-05 - loss: 0.0008 - UP: 95.70% UR: 97.80% UF: 96.74% P: 95.47% R: 97.56% F: 96.50%
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+ 2024-08-12 09:24:24 INFO dev: loss: nan - UP: 52.94% UR: 21.43% UF: 30.51% P: 29.41% R: 11.90% F: 16.95%
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+ 2024-08-12 09:24:24 INFO test: loss: nan - UP: 65.21% UR: 32.56% UF: 43.43% P: 60.70% R: 30.31% F: 40.43%
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+ 2024-08-12 09:24:25 INFO dev: loss: nan - UP: 40.74% UR: 26.19% UF: 31.88% P: 29.63% R: 19.05% F: 23.19%
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+ 2024-08-12 09:24:25 INFO test: loss: nan - UP: 60.74% UR: 40.37% UF: 48.50% P: 55.77% R: 37.06% F: 44.53%
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+ 2024-08-12 09:24:25 INFO 0:00:01.586366s elapsed
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+ 2024-08-12 09:24:28 INFO Epoch 16 saved
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+ 2024-08-12 09:24:28 INFO dev: UP: 45.83% UR: 26.19% UF: 33.33% P: 37.50% R: 21.43% F: 27.27%
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+ 2024-08-12 09:24:28 INFO test: UP: 66.24% UR: 32.98% UF: 44.04% P: 62.15% R: 30.94% F: 41.31%
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+ 2024-08-12 09:24:28 INFO 0:01:09.519317s elapsed, 0:00:01.511290s/epoch
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1
+ 2024-08-12 09:24:31 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
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+ ---------------------+-------------------------------
5
+ 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/multibooked_eu/sdp_byKNNi3_asc/10/model_vi_multibooked_eu_xlm_6
17
+ 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
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byKNNi3_asc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/head_final/sdp_byKNNi3_asc/10/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_eu/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 | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-08-12 09:24:31 INFO Building the fields
39
+ 2024-08-12 09:24:32 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-12 09:24:32 INFO Building the model
44
+ 2024-08-12 09:24:35 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)
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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 09:24:35 INFO Loading the data
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+ 2024-08-12 09:24:35 INFO
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+ train: Dataset(n_sentences=105, n_batches=20, n_buckets=20)
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+ dev: Dataset(n_sentences=14, n_batches=9, n_buckets=9)
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+ test: Dataset(n_sentences=305, n_batches=32, n_buckets=32)
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+
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+ 2024-08-12 09:24:35 INFO Epoch 1 / 5000:
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+ 2024-08-12 09:24:37 INFO lr: 4.9990e-05 - loss: 0.1650 - UP: 3.78% UR: 14.88% UF: 6.03% P: 1.36% R: 5.37% F: 2.17%
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+ 2024-08-12 09:24:37 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 09:24:37 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 09:24:38 INFO lr: 4.9980e-05 - loss: 0.4824 - UP: 5.93% UR: 1.95% UF: 2.94% P: 3.70% R: 1.22% F: 1.83%
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+ 2024-08-12 09:24:39 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 09:24:40 INFO lr: 4.9970e-05 - loss: 0.3239 - UP: 18.18% UR: 0.49% UF: 0.95% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 09:24:40 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 09:24:41 INFO test: loss: nan - UP: 50.00% UR: 0.14% UF: 0.28% P: 50.00% R: 0.14% F: 0.28%
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+ 2024-08-12 09:24:41 INFO 0:00:01.900213s elapsed
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+ 2024-08-12 09:24:42 INFO lr: 4.9960e-05 - loss: 0.2244 - UP: 16.67% UR: 1.95% UF: 3.49% P: 12.50% R: 1.46% F: 2.62%
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+ 2024-08-12 09:24:42 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 09:24:44 INFO lr: 4.9950e-05 - loss: 0.2671 - UP: 23.08% UR: 2.93% UF: 5.19% P: 13.46% R: 1.71% F: 3.03%
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+ 2024-08-12 09:24:44 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
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+ 2024-08-12 09:24:44 INFO test: loss: nan - UP: 50.00% UR: 0.07% UF: 0.14% P: 50.00% R: 0.07% F: 0.14%
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+ 2024-08-12 09:24:44 INFO 0:00:01.869097s elapsed
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+ 2024-08-12 09:24:46 INFO lr: 4.9940e-05 - loss: 0.0757 - UP: 50.00% UR: 11.46% UF: 18.65% P: 37.23% R: 8.54% F: 13.89%
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+ 2024-08-12 09:24:46 INFO dev: loss: nan - UP: 100.00% UR: 2.38% UF: 4.65% P: 100.00% R: 2.38% F: 4.65%
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+ 2024-08-12 09:24:46 INFO test: loss: nan - UP: 84.91% UR: 3.16% UF: 6.10% P: 75.47% R: 2.81% F: 5.42%
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+ 2024-08-12 09:24:51 INFO 0:00:01.825359s elapsed (saved)
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+ 2024-08-12 09:24:53 INFO lr: 4.9930e-05 - loss: 0.1720 - UP: 57.38% UR: 17.07% UF: 26.32% P: 40.98% R: 12.20% F: 18.80%
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+ 2024-08-12 09:24:53 INFO dev: loss: nan - UP: 50.00% UR: 16.67% UF: 25.00% P: 21.43% R: 7.14% F: 10.71%
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+ 2024-08-12 09:24:53 INFO test: loss: nan - UP: 54.64% UR: 17.79% UF: 26.84% P: 38.66% R: 12.59% F: 18.99%
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+ 2024-08-12 09:25:00 INFO 0:00:01.817869s elapsed (saved)
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+ 2024-08-12 09:25:01 INFO lr: 4.9920e-05 - loss: 0.0365 - UP: 64.58% UR: 22.68% UF: 33.57% P: 54.86% R: 19.27% F: 28.52%
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+ 2024-08-12 09:25:01 INFO dev: loss: nan - UP: 72.73% UR: 19.05% UF: 30.19% P: 18.18% R: 4.76% F: 7.55%
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+ 2024-08-12 09:25:02 INFO test: loss: nan - UP: 56.42% UR: 11.74% UF: 19.44% P: 34.46% R: 7.17% F: 11.87%
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+ 2024-08-12 09:25:02 INFO 0:00:01.763983s elapsed
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+ 2024-08-12 09:25:03 INFO lr: 4.9910e-05 - loss: 0.1378 - UP: 64.93% UR: 33.41% UF: 44.12% P: 59.24% R: 30.49% F: 40.26%
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+ 2024-08-12 09:25:03 INFO dev: loss: nan - UP: 58.33% UR: 16.67% UF: 25.93% P: 41.67% R: 11.90% F: 18.52%
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+ 2024-08-12 09:25:03 INFO test: loss: nan - UP: 46.17% UR: 16.95% UF: 24.79% P: 40.61% R: 14.91% F: 21.81%
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+ 2024-08-12 09:25:11 INFO 0:00:01.827012s elapsed (saved)
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+ 2024-08-12 09:25:12 INFO lr: 4.9900e-05 - loss: 0.0800 - UP: 66.96% UR: 37.07% UF: 47.72% P: 66.08% R: 36.59% F: 47.10%
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+ 2024-08-12 09:25:12 INFO dev: loss: nan - UP: 57.14% UR: 9.52% UF: 16.33% P: 57.14% R: 9.52% F: 16.33%
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+ 2024-08-12 09:25:12 INFO test: loss: nan - UP: 57.38% UR: 12.03% UF: 19.88% P: 52.35% R: 10.97% F: 18.14%
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+ 2024-08-12 09:25:12 INFO 0:00:01.775240s elapsed
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+ 2024-08-12 09:25:14 INFO lr: 4.9890e-05 - loss: 0.0275 - UP: 70.72% UR: 38.29% UF: 49.68% P: 69.82% R: 37.80% F: 49.05%
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+ 2024-08-12 09:25:14 INFO dev: loss: nan - UP: 63.64% UR: 16.67% UF: 26.42% P: 18.18% R: 4.76% F: 7.55%
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+ 2024-08-12 09:25:14 INFO test: loss: nan - UP: 57.38% UR: 12.03% UF: 19.88% P: 50.00% R: 10.48% F: 17.33%
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+ 2024-08-12 09:25:14 INFO 0:00:01.835586s elapsed
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+ 2024-08-12 09:25:14 INFO Epoch 12 / 5000:
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+ 2024-08-12 09:25:16 INFO lr: 4.9880e-05 - loss: 0.0855 - UP: 81.43% UR: 41.71% UF: 55.16% P: 78.10% R: 40.00% F: 52.90%
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+ 2024-08-12 09:25:16 INFO dev: loss: nan - UP: 60.00% UR: 28.57% UF: 38.71% P: 50.00% R: 23.81% F: 32.26%
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+ 2024-08-12 09:25:16 INFO test: loss: nan - UP: 57.14% UR: 19.13% UF: 28.66% P: 50.42% R: 16.88% F: 25.29%
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+ 2024-08-12 09:25:22 INFO 0:00:01.807189s elapsed (saved)
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+ 2024-08-12 09:25:24 INFO lr: 4.9870e-05 - loss: 0.0097 - UP: 75.09% UR: 50.00% UF: 60.03% P: 73.63% R: 49.02% F: 58.86%
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+ 2024-08-12 09:25:24 INFO dev: loss: nan - UP: 60.00% UR: 7.14% UF: 12.77% P: 40.00% R: 4.76% F: 8.51%
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+ 2024-08-12 09:25:24 INFO test: loss: nan - UP: 65.24% UR: 9.63% UF: 16.79% P: 60.48% R: 8.93% F: 15.56%
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+ 2024-08-12 09:25:24 INFO 0:00:01.786707s elapsed
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+ 2024-08-12 09:25:25 INFO lr: 4.9860e-05 - loss: 0.0459 - UP: 69.85% UR: 44.63% UF: 54.46% P: 69.08% R: 44.15% F: 53.87%
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+ 2024-08-12 09:25:26 INFO dev: loss: nan - UP: 40.00% UR: 23.81% UF: 29.85% P: 20.00% R: 11.90% F: 14.93%
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+ 2024-08-12 09:25:26 INFO test: loss: nan - UP: 43.82% UR: 23.21% UF: 30.34% P: 38.65% R: 20.46% F: 26.76%
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+ 2024-08-12 09:25:26 INFO 0:00:01.836197s elapsed
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+ 2024-08-12 09:25:27 INFO lr: 4.9850e-05 - loss: 0.0256 - UP: 78.29% UR: 58.05% UF: 66.67% P: 77.30% R: 57.32% F: 65.83%
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+ 2024-08-12 09:25:27 INFO dev: loss: nan - UP: 47.06% UR: 19.05% UF: 27.12% P: 23.53% R: 9.52% F: 13.56%
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+ 2024-08-12 09:25:28 INFO test: loss: nan - UP: 53.45% UR: 21.24% UF: 30.40% P: 47.08% R: 18.71% F: 26.77%
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+ 2024-08-12 09:25:28 INFO 0:00:01.839738s elapsed
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+ 2024-08-12 09:25:29 INFO lr: 4.9840e-05 - loss: 0.0511 - UP: 78.70% UR: 62.20% UF: 69.48% P: 78.40% R: 61.95% F: 69.21%
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+ 2024-08-12 09:25:29 INFO dev: loss: nan - UP: 30.00% UR: 14.29% UF: 19.35% P: 20.00% R: 9.52% F: 12.90%
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+ 2024-08-12 09:25:29 INFO test: loss: nan - UP: 55.43% UR: 23.70% UF: 33.20% P: 50.00% R: 21.38% F: 29.95%
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+ 2024-08-12 09:25:29 INFO 0:00:01.731618s elapsed
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+ 2024-08-12 09:25:31 INFO lr: 4.9830e-05 - loss: 0.0030 - UP: 82.72% UR: 71.22% UF: 76.54% P: 81.87% R: 70.49% F: 75.75%
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+ 2024-08-12 09:25:31 INFO dev: loss: nan - UP: 50.00% UR: 4.76% UF: 8.70% P: 25.00% R: 2.38% F: 4.35%
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+ 2024-08-12 09:25:31 INFO test: loss: nan - UP: 68.06% UR: 12.59% UF: 21.25% P: 64.26% R: 11.88% F: 20.06%
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+ 2024-08-12 09:25:31 INFO 0:00:01.791373s elapsed
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+ 2024-08-12 09:25:31 INFO Epoch 18 / 5000:
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+ 2024-08-12 09:25:33 INFO lr: 4.9820e-05 - loss: 0.0101 - UP: 85.14% UR: 67.07% UF: 75.03% P: 84.83% R: 66.83% F: 74.76%
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+ 2024-08-12 09:25:33 INFO dev: loss: nan - UP: 30.00% UR: 14.29% UF: 19.35% P: 25.00% R: 11.90% F: 16.13%
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+ 2024-08-12 09:25:33 INFO test: loss: nan - UP: 52.82% UR: 25.67% UF: 34.55% P: 45.88% R: 22.29% F: 30.00%
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+ 2024-08-12 09:25:33 INFO 0:00:01.782232s elapsed
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+ 2024-08-12 09:25:34 INFO lr: 4.9810e-05 - loss: 0.1668 - UP: 88.66% UR: 72.44% UF: 79.73% P: 87.76% R: 71.71% F: 78.93%
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+ 2024-08-12 09:25:34 INFO dev: loss: nan - UP: 25.00% UR: 14.29% UF: 18.18% P: 16.67% R: 9.52% F: 12.12%
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+ 2024-08-12 09:25:35 INFO test: loss: nan - UP: 42.89% UR: 24.61% UF: 31.28% P: 38.73% R: 22.22% F: 28.24%
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+ 2024-08-12 09:25:35 INFO 0:00:01.733717s elapsed
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+ 2024-08-12 09:25:36 INFO lr: 4.9800e-05 - loss: 0.0327 - UP: 78.26% UR: 79.02% UF: 78.64% P: 77.78% R: 78.54% F: 78.16%
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+ 2024-08-12 09:25:36 INFO dev: loss: nan - UP: 37.50% UR: 14.29% UF: 20.69% P: 25.00% R: 9.52% F: 13.79%
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+ 2024-08-12 09:25:37 INFO test: loss: nan - UP: 58.88% UR: 22.15% UF: 32.19% P: 51.40% R: 19.34% F: 28.10%
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+ 2024-08-12 09:25:37 INFO 0:00:01.840663s elapsed
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+ 2024-08-12 09:25:38 INFO lr: 4.9790e-05 - loss: 0.0030 - UP: 88.60% UR: 66.34% UF: 75.87% P: 87.95% R: 65.85% F: 75.31%
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+ 2024-08-12 09:25:38 INFO dev: loss: nan - UP: 38.46% UR: 11.90% UF: 18.18% P: 30.77% R: 9.52% F: 14.55%
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+ 2024-08-12 09:25:38 INFO test: loss: nan - UP: 58.40% UR: 21.03% UF: 30.92% P: 52.15% R: 18.78% F: 27.61%
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+ 2024-08-12 09:25:38 INFO 0:00:01.882997s elapsed
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+ 2024-08-12 09:25:40 INFO lr: 4.9780e-05 - loss: 0.0544 - UP: 90.03% UR: 79.27% UF: 84.31% P: 89.75% R: 79.02% F: 84.05%
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+ 2024-08-12 09:25:40 INFO dev: loss: nan - UP: 45.00% UR: 21.43% UF: 29.03% P: 35.00% R: 16.67% F: 22.58%
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+ 2024-08-12 09:25:40 INFO test: loss: nan - UP: 61.97% UR: 23.84% UF: 34.43% P: 54.11% R: 20.82% F: 30.07%
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+ 2024-08-12 09:25:42 INFO lr: 4.9770e-05 - loss: 0.0185 - UP: 89.66% UR: 78.29% UF: 83.59% P: 89.39% R: 78.05% F: 83.33%
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+ 2024-08-12 09:25:42 INFO dev: loss: nan - UP: 62.50% UR: 11.90% UF: 20.00% P: 50.00% R: 9.52% F: 16.00%
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+ 2024-08-12 09:25:42 INFO test: loss: nan - UP: 60.29% UR: 11.53% UF: 19.36% P: 55.88% R: 10.69% F: 17.95%
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+ 2024-08-12 09:25:42 INFO 0:00:01.830077s elapsed
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+ 2024-08-12 09:25:43 INFO lr: 4.9760e-05 - loss: 0.0386 - UP: 92.83% UR: 72.68% UF: 81.53% P: 92.83% R: 72.68% F: 81.53%
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+ 2024-08-12 09:25:43 INFO dev: loss: nan - UP: 38.46% UR: 11.90% UF: 18.18% P: 30.77% R: 9.52% F: 14.55%
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+ 2024-08-12 09:25:44 INFO test: loss: nan - UP: 60.46% UR: 22.15% UF: 32.42% P: 53.93% R: 19.76% F: 28.92%
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+ 2024-08-12 09:25:44 INFO 0:00:01.784749s elapsed
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+ 2024-08-12 09:25:45 INFO lr: 4.9750e-05 - loss: 0.0815 - UP: 89.50% UR: 83.17% UF: 86.22% P: 88.71% R: 82.44% F: 85.46%
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+ 2024-08-12 09:25:45 INFO dev: loss: nan - UP: 44.44% UR: 19.05% UF: 26.67% P: 33.33% R: 14.29% F: 20.00%
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+ 2024-08-12 09:25:46 INFO test: loss: nan - UP: 51.68% UR: 27.00% UF: 35.47% P: 43.34% R: 22.64% F: 29.75%
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+ 2024-08-12 09:25:47 INFO lr: 4.9740e-05 - loss: 0.0184 - UP: 94.07% UR: 81.22% UF: 87.17% P: 94.07% R: 81.22% F: 87.17%
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+ 2024-08-12 09:25:47 INFO dev: loss: nan - UP: 50.00% UR: 11.90% UF: 19.23% P: 40.00% R: 9.52% F: 15.38%
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+ 2024-08-12 09:25:47 INFO test: loss: nan - UP: 56.68% UR: 19.69% UF: 29.23% P: 51.42% R: 17.86% F: 26.51%
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+ 2024-08-12 09:25:49 INFO lr: 4.9730e-05 - loss: 0.0168 - UP: 89.50% UR: 87.32% UF: 88.40% P: 89.25% R: 87.07% F: 88.15%
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+ 2024-08-12 09:25:49 INFO dev: loss: nan - UP: 36.36% UR: 28.57% UF: 32.00% P: 18.18% R: 14.29% F: 16.00%
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+ 2024-08-12 09:25:49 INFO test: loss: nan - UP: 52.76% UR: 36.29% UF: 43.00% P: 44.07% R: 30.31% F: 35.92%
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+ 2024-08-12 09:25:51 INFO lr: 4.9720e-05 - loss: 0.0144 - UP: 91.99% UR: 81.22% UF: 86.27% P: 91.99% R: 81.22% F: 86.27%
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+ 2024-08-12 09:25:51 INFO dev: loss: nan - UP: 44.44% UR: 19.05% UF: 26.67% P: 27.78% R: 11.90% F: 16.67%
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+ 2024-08-12 09:25:51 INFO test: loss: nan - UP: 52.97% UR: 27.57% UF: 36.26% P: 45.54% R: 23.70% F: 31.17%
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+ 2024-08-12 09:25:52 INFO lr: 4.9710e-05 - loss: 0.0149 - UP: 92.05% UR: 87.56% UF: 89.75% P: 92.05% R: 87.56% F: 89.75%
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+ 2024-08-12 09:25:52 INFO dev: loss: nan - UP: 40.00% UR: 14.29% UF: 21.05% P: 26.67% R: 9.52% F: 14.04%
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+ 2024-08-12 09:25:53 INFO test: loss: nan - UP: 62.59% UR: 23.77% UF: 34.45% P: 56.30% R: 21.38% F: 30.99%
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+ 2024-08-12 09:25:54 INFO lr: 4.9700e-05 - loss: 0.0047 - UP: 93.92% UR: 90.49% UF: 92.17% P: 93.92% R: 90.49% F: 92.17%
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+ 2024-08-12 09:25:54 INFO dev: loss: nan - UP: 43.75% UR: 16.67% UF: 24.14% P: 31.25% R: 11.90% F: 17.24%
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+ 2024-08-12 09:25:55 INFO test: loss: nan - UP: 66.87% UR: 23.70% UF: 34.99% P: 57.14% R: 20.25% F: 29.91%
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+ 2024-08-12 09:25:56 INFO lr: 4.9690e-05 - loss: 0.0010 - UP: 96.71% UR: 93.17% UF: 94.91% P: 96.71% R: 93.17% F: 94.91%
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+ 2024-08-12 09:25:56 INFO test: loss: nan - UP: 61.46% UR: 29.61% UF: 39.96% P: 51.68% R: 24.89% F: 33.60%
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+ 2024-08-12 09:25:58 INFO lr: 4.9680e-05 - loss: 0.0093 - UP: 95.34% UR: 89.76% UF: 92.46% P: 95.08% R: 89.51% F: 92.21%
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+ 2024-08-12 09:25:58 INFO dev: loss: nan - UP: 47.06% UR: 19.05% UF: 27.12% P: 29.41% R: 11.90% F: 16.95%
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+ 2024-08-12 09:25:58 INFO test: loss: nan - UP: 63.44% UR: 25.39% UF: 36.26% P: 55.89% R: 22.36% F: 31.94%
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+ 2024-08-12 09:26:00 INFO lr: 4.9670e-05 - loss: 0.0797 - UP: 92.41% UR: 89.02% UF: 90.68% P: 92.41% R: 89.02% F: 90.68%
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+ 2024-08-12 09:26:00 INFO dev: loss: nan - UP: 54.55% UR: 14.29% UF: 22.64% P: 36.36% R: 9.52% F: 15.09%
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+ 2024-08-12 09:26:00 INFO test: loss: nan - UP: 64.01% UR: 18.64% UF: 28.87% P: 55.80% R: 16.24% F: 25.16%
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+ 2024-08-12 09:26:00 INFO 0:00:01.838820s elapsed
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+ 2024-08-12 09:26:01 INFO lr: 4.9660e-05 - loss: 0.0008 - UP: 96.42% UR: 91.95% UF: 94.13% P: 96.16% R: 91.71% F: 93.88%
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+ 2024-08-12 09:26:01 INFO dev: loss: nan - UP: 44.12% UR: 35.71% UF: 39.47% P: 20.59% R: 16.67% F: 18.42%
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+ 2024-08-12 09:26:02 INFO test: loss: nan - UP: 56.18% UR: 36.43% UF: 44.20% P: 44.14% R: 28.62% F: 34.73%
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+ 2024-08-12 09:26:02 INFO 0:00:01.781637s elapsed
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+ 2024-08-12 09:26:03 INFO lr: 4.9650e-05 - loss: 0.0011 - UP: 95.02% UR: 93.17% UF: 94.09% P: 94.78% R: 92.93% F: 93.84%
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+ 2024-08-12 09:26:03 INFO dev: loss: nan - UP: 55.56% UR: 23.81% UF: 33.33% P: 33.33% R: 14.29% F: 20.00%
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+ 2024-08-12 09:26:04 INFO test: loss: nan - UP: 67.57% UR: 22.71% UF: 34.00% P: 58.16% R: 19.55% F: 29.26%
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+ 2024-08-12 09:26:04 INFO 0:00:01.860381s elapsed
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+ 2024-08-12 09:26:05 INFO lr: 4.9640e-05 - loss: 0.0002 - UP: 94.53% UR: 88.54% UF: 91.44% P: 94.53% R: 88.54% F: 91.44%
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+ 2024-08-12 09:26:05 INFO dev: loss: nan - UP: 76.47% UR: 30.95% UF: 44.07% P: 35.29% R: 14.29% F: 20.34%
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+ 2024-08-12 09:26:05 INFO test: loss: nan - UP: 68.01% UR: 18.99% UF: 29.69% P: 59.19% R: 16.53% F: 25.84%
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+ 2024-08-12 09:26:05 INFO 0:00:01.801114s elapsed
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+ 2024-08-12 09:26:07 INFO lr: 4.9630e-05 - loss: 0.0035 - UP: 96.80% UR: 88.54% UF: 92.48% P: 96.80% R: 88.54% F: 92.48%
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+ 2024-08-12 09:26:07 INFO dev: loss: nan - UP: 48.00% UR: 28.57% UF: 35.82% P: 32.00% R: 19.05% F: 23.88%
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+ 2024-08-12 09:26:07 INFO test: loss: nan - UP: 54.75% UR: 31.22% UF: 39.77% P: 48.21% R: 27.50% F: 35.02%
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+ 2024-08-12 09:26:07 INFO 0:00:01.801074s elapsed
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+ 2024-08-12 09:26:09 INFO lr: 4.9620e-05 - loss: 0.0011 - UP: 97.14% UR: 91.22% UF: 94.09% P: 97.14% R: 91.22% F: 94.09%
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+ 2024-08-12 09:26:09 INFO dev: loss: nan - UP: 66.67% UR: 28.57% UF: 40.00% P: 27.78% R: 11.90% F: 16.67%
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+ 2024-08-12 09:26:09 INFO test: loss: nan - UP: 48.71% UR: 30.59% UF: 37.58% P: 41.32% R: 25.95% F: 31.88%
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+ 2024-08-12 09:26:09 INFO 0:00:01.758614s elapsed
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+ 2024-08-12 09:26:10 INFO lr: 4.9610e-05 - loss: 0.0049 - UP: 95.56% UR: 94.39% UF: 94.97% P: 95.56% R: 94.39% F: 94.97%
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+ 2024-08-12 09:26:10 INFO dev: loss: nan - UP: 60.00% UR: 14.29% UF: 23.08% P: 40.00% R: 9.52% F: 15.38%
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+ 2024-08-12 09:26:11 INFO test: loss: nan - UP: 60.33% UR: 23.21% UF: 33.52% P: 51.74% R: 19.90% F: 28.75%
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+ 2024-08-12 09:26:11 INFO 0:00:01.774803s elapsed
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+ 2024-08-12 09:26:12 INFO lr: 4.9600e-05 - loss: 0.0001 - UP: 98.96% UR: 92.68% UF: 95.72% P: 98.96% R: 92.68% F: 95.72%
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+ 2024-08-12 09:26:12 INFO dev: loss: nan - UP: 61.54% UR: 19.05% UF: 29.09% P: 46.15% R: 14.29% F: 21.82%
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+ 2024-08-12 09:26:12 INFO test: loss: nan - UP: 63.81% UR: 24.05% UF: 34.93% P: 54.48% R: 20.53% F: 29.83%
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+ 2024-08-12 09:26:12 INFO 0:00:01.718689s elapsed
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+ 2024-08-12 09:26:14 INFO lr: 4.9590e-05 - loss: 0.0005 - UP: 95.39% UR: 95.85% UF: 95.62% P: 95.39% R: 95.85% F: 95.62%
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+ 2024-08-12 09:26:14 INFO dev: loss: nan - UP: 63.64% UR: 16.67% UF: 26.42% P: 45.45% R: 11.90% F: 18.87%
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+ 2024-08-12 09:26:14 INFO test: loss: nan - UP: 63.38% UR: 17.65% UF: 27.61% P: 56.06% R: 15.61% F: 24.42%
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+ 2024-08-12 09:26:14 INFO 0:00:01.787096s elapsed
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+ 2024-08-12 09:26:16 INFO lr: 4.9580e-05 - loss: 0.0018 - UP: 98.00% UR: 95.61% UF: 96.79% P: 98.00% R: 95.61% F: 96.79%
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+ 2024-08-12 09:26:16 INFO dev: loss: nan - UP: 65.00% UR: 30.95% UF: 41.94% P: 35.00% R: 16.67% F: 22.58%
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+ 2024-08-12 09:26:16 INFO test: loss: nan - UP: 61.18% UR: 26.93% UF: 37.40% P: 52.72% R: 23.21% F: 32.23%
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+ 2024-08-12 09:26:16 INFO 0:00:01.809038s elapsed
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+ 2024-08-12 09:26:24 INFO Epoch 12 saved
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+ 2024-08-12 09:26:24 INFO dev: UP: 60.00% UR: 28.57% UF: 38.71% P: 50.00% R: 23.81% F: 32.26%
323
+ 2024-08-12 09:26:24 INFO test: UP: 57.14% UR: 19.13% UF: 28.66% P: 50.42% R: 16.88% F: 25.29%
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+ 2024-08-12 09:26:24 INFO 0:01:16.170164s elapsed, 0:00:01.813575s/epoch