Hugging Face's logo

mmaguero
/
structured-sentiment-analysis-bis

supar
SemEval-2022-Task-10
structured-sentiment-analysis
sentiment-analysis
Model card Files
xet
 Community
mmaguero commited on
Commit
92ff073
·
1 Parent(s): 3f6bb93

Upload models/mpqa/all with huggingface_hub

Browse files
Files changed (7) hide show
  1. .gitattributes +3 -0
  2. models/mpqa/all/model_vi_mpqa_mbert_8 +3 -0
  3. models/mpqa/all/model_vi_mpqa_mbert_8.train.log +751 -0
  4. models/mpqa/all/model_vi_mpqa_roberta_6 +3 -0
  5. models/mpqa/all/model_vi_mpqa_roberta_6.train.log +699 -0
  6. models/mpqa/all/model_vi_mpqa_xlm_10 +3 -0
  7. models/mpqa/all/model_vi_mpqa_xlm_10.train.log +841 -0
.gitattributes CHANGED
@@ -44,3 +44,6 @@ models/opener_en/all/model_vi_en_mbert_6 filter=lfs diff=lfs merge=lfs -text
44
  models/opener_en/all/model_vi_en_infoxlm_6 filter=lfs diff=lfs merge=lfs -text
45
  models/opener_en/all/model_vi_en_xlm_6 filter=lfs diff=lfs merge=lfs -text
46
  models/opener_en/all/model_vi_en_roberta_6 filter=lfs diff=lfs merge=lfs -text
 
 
 
 
44
  models/opener_en/all/model_vi_en_infoxlm_6 filter=lfs diff=lfs merge=lfs -text
45
  models/opener_en/all/model_vi_en_xlm_6 filter=lfs diff=lfs merge=lfs -text
46
  models/opener_en/all/model_vi_en_roberta_6 filter=lfs diff=lfs merge=lfs -text
47
+ models/mpqa/all/model_vi_mpqa_roberta_6 filter=lfs diff=lfs merge=lfs -text
48
+ models/mpqa/all/model_vi_mpqa_mbert_8 filter=lfs diff=lfs merge=lfs -text
49
+ models/mpqa/all/model_vi_mpqa_xlm_10 filter=lfs diff=lfs merge=lfs -text
models/mpqa/all/model_vi_mpqa_mbert_8 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:88d91fd899fc0521fd6a7a983b61a91ae5ec813e7b9e2ac66e8ed2855e6fc844
3
+ size 774872069
models/mpqa/all/model_vi_mpqa_mbert_8.train.log ADDED
@@ -0,0 +1,751 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2023-02-18 11:10:55 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ batch_size | 4000
15
+ update_steps | 1
16
+ mode | train
17
+ path | /content/gdrive/MyDrive/models/model_vi_mpqa_mbert_8
18
+ device | 0
19
+ seed | 1
20
+ threads | 16
21
+ local_rank | -1
22
+ feat | None
23
+ build | True
24
+ checkpoint | False
25
+ encoder | bert
26
+ max_len | None
27
+ buckets | 32
28
+ train | /content/gdrive/MyDrive/sentiment_graphs/mpqa/head_final/sdp/train.conllu
29
+ dev | /content/gdrive/MyDrive/sentiment_graphs/mpqa/head_final/sdp/dev.conllu
30
+ test | /content/gdrive/MyDrive/sentiment_graphs/mpqa/head_final/sdp/test.conllu
31
+ embed | data/glove.6B.100d.txt
32
+ unk | unk
33
+ n_embed | 100
34
+ n_embed_proj | 125
35
+ bert | bert-base-multilingual-cased
36
+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2023-02-18 11:10:55 INFO Building the fields
40
+ 2023-02-18 11:11:02 INFO CoNLL(
41
+ (words): SubwordField(pad=[PAD], unk=[UNK], bos=[CLS])
42
+ (labels): ChartField()
43
+ )
44
+ 2023-02-18 11:11:02 INFO Building the model
45
+ 2023-02-18 11:11:31 INFO VISemanticDependencyModel(
46
+ (encoder): TransformerEmbedding(bert-base-multilingual-cased, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=0, requires_grad=True)
47
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
48
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
50
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
52
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
53
+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
54
+ (criterion): CrossEntropyLoss()
55
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
58
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
61
+ (inference): SemanticDependencyMFVI(max_iter=3)
62
+ )
63
+
64
+ 2023-02-18 11:11:31 INFO Loading the data
65
+ 2023-02-18 11:11:49 INFO
66
+ train: Dataset(n_sentences=5873, n_batches=50, n_buckets=32)
67
+ dev: Dataset(n_sentences=2063, n_batches=32, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=33, n_buckets=32)
69
+
70
+ 2023-02-18 11:11:49 INFO Epoch 1 / 5000:
71
+ 2023-02-18 11:12:39 INFO lr: 4.9990e-05 - loss: 0.0888 - UP: 0.12% UR: 0.28% UF: 0.17% P: 0.01% R: 0.02% F: 0.01%
72
+ 2023-02-18 11:12:45 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2023-02-18 11:12:51 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
74
+ 2023-02-18 11:12:51 INFO 0:01:01.806510s elapsed
75
+
76
+ 2023-02-18 11:12:51 INFO Epoch 2 / 5000:
77
+ 2023-02-18 11:13:45 INFO lr: 4.9980e-05 - loss: 0.0521 - UP: 16.87% UR: 0.54% UF: 1.05% P: 14.43% R: 0.46% F: 0.90%
78
+ 2023-02-18 11:13:51 INFO dev: loss: nan - UP: 68.38% UR: 2.05% UF: 3.99% P: 57.35% R: 1.72% F: 3.34%
79
+ 2023-02-18 11:13:57 INFO test: loss: nan - UP: 68.79% UR: 2.05% UF: 3.98% P: 48.94% R: 1.46% F: 2.83%
80
+ 2023-02-18 11:14:08 INFO 0:01:05.897178s elapsed (saved)
81
+
82
+ 2023-02-18 11:14:08 INFO Epoch 3 / 5000:
83
+ 2023-02-18 11:15:03 INFO lr: 4.9970e-05 - loss: nan - UP: 29.93% UR: 1.59% UF: 3.02% P: 26.60% R: 1.41% F: 2.68%
84
+ 2023-02-18 11:15:09 INFO dev: loss: nan - UP: 72.73% UR: 1.24% UF: 2.43% P: 57.14% R: 0.97% F: 1.91%
85
+ 2023-02-18 11:15:15 INFO test: loss: nan - UP: 58.76% UR: 1.20% UF: 2.36% P: 50.52% R: 1.04% F: 2.03%
86
+ 2023-02-18 11:15:15 INFO 0:01:06.340896s elapsed
87
+
88
+ 2023-02-18 11:15:15 INFO Epoch 4 / 5000:
89
+ 2023-02-18 11:16:07 INFO lr: 4.9960e-05 - loss: 0.0449 - UP: 27.88% UR: 2.06% UF: 3.84% P: 25.40% R: 1.88% F: 3.50%
90
+ 2023-02-18 11:16:14 INFO dev: loss: nan - UP: 56.54% UR: 2.38% UF: 4.57% P: 51.31% R: 2.16% F: 4.15%
91
+ 2023-02-18 11:16:20 INFO test: loss: nan - UP: 54.07% UR: 2.39% UF: 4.57% P: 48.33% R: 2.13% F: 4.09%
92
+ 2023-02-18 11:16:31 INFO 0:01:04.730258s elapsed (saved)
93
+
94
+ 2023-02-18 11:16:31 INFO Epoch 5 / 5000:
95
+ 2023-02-18 11:17:25 INFO lr: 4.9950e-05 - loss: 0.0081 - UP: 38.57% UR: 3.10% UF: 5.74% P: 36.05% R: 2.90% F: 5.36%
96
+ 2023-02-18 11:17:32 INFO dev: loss: nan - UP: 75.51% UR: 0.82% UF: 1.62% P: 69.39% R: 0.75% F: 1.48%
97
+ 2023-02-18 11:17:37 INFO test: loss: nan - UP: 76.56% UR: 1.04% UF: 2.04% P: 64.06% R: 0.87% F: 1.71%
98
+ 2023-02-18 11:17:37 INFO 0:01:05.899657s elapsed
99
+
100
+ 2023-02-18 11:17:37 INFO Epoch 6 / 5000:
101
+ 2023-02-18 11:18:30 INFO lr: 4.9940e-05 - loss: 0.0036 - UP: 45.51% UR: 5.87% UF: 10.40% P: 43.33% R: 5.59% F: 9.90%
102
+ 2023-02-18 11:18:36 INFO dev: loss: nan - UP: 55.64% UR: 8.28% UF: 14.41% P: 51.63% R: 7.68% F: 13.37%
103
+ 2023-02-18 11:18:42 INFO test: loss: nan - UP: 56.14% UR: 8.11% UF: 14.18% P: 50.88% R: 7.35% F: 12.85%
104
+ 2023-02-18 11:18:54 INFO 0:01:04.928814s elapsed (saved)
105
+
106
+ 2023-02-18 11:18:54 INFO Epoch 7 / 5000:
107
+ 2023-02-18 11:19:48 INFO lr: 4.9930e-05 - loss: 0.0186 - UP: 42.69% UR: 7.20% UF: 12.33% P: 41.61% R: 7.02% F: 12.01%
108
+ 2023-02-18 11:19:54 INFO dev: loss: nan - UP: 61.60% UR: 5.10% UF: 9.42% P: 57.33% R: 4.75% F: 8.76%
109
+ 2023-02-18 11:20:00 INFO test: loss: nan - UP: 60.92% UR: 6.13% UF: 11.13% P: 52.31% R: 5.26% F: 9.56%
110
+ 2023-02-18 11:20:00 INFO 0:01:06.056876s elapsed
111
+
112
+ 2023-02-18 11:20:00 INFO Epoch 8 / 5000:
113
+ 2023-02-18 11:20:53 INFO lr: 4.9920e-05 - loss: 0.0022 - UP: 51.31% UR: 11.77% UF: 19.15% P: 50.46% R: 11.58% F: 18.83%
114
+ 2023-02-18 11:20:59 INFO dev: loss: nan - UP: 56.26% UR: 7.24% UF: 12.83% P: 52.66% R: 6.78% F: 12.01%
115
+ 2023-02-18 11:21:05 INFO test: loss: nan - UP: 60.90% UR: 7.97% UF: 14.09% P: 54.60% R: 7.14% F: 12.63%
116
+ 2023-02-18 11:21:05 INFO 0:01:05.084648s elapsed
117
+
118
+ 2023-02-18 11:21:05 INFO Epoch 9 / 5000:
119
+ 2023-02-18 11:21:58 INFO lr: 4.9910e-05 - loss: 0.0223 - UP: 57.29% UR: 16.60% UF: 25.74% P: 56.71% R: 16.43% F: 25.47%
120
+ 2023-02-18 11:22:04 INFO dev: loss: nan - UP: 56.46% UR: 13.51% UF: 21.80% P: 53.32% R: 12.76% F: 20.59%
121
+ 2023-02-18 11:22:10 INFO test: loss: nan - UP: 55.59% UR: 13.97% UF: 22.32% P: 51.39% R: 12.91% F: 20.63%
122
+ 2023-02-18 11:22:22 INFO 0:01:05.085335s elapsed (saved)
123
+
124
+ 2023-02-18 11:22:22 INFO Epoch 10 / 5000:
125
+ 2023-02-18 11:23:16 INFO lr: 4.9900e-05 - loss: 0.0059 - UP: 53.83% UR: 6.06% UF: 10.90% P: 53.43% R: 6.02% F: 10.82%
126
+ 2023-02-18 11:23:22 INFO dev: loss: nan - UP: 69.47% UR: 2.91% UF: 5.59% P: 66.32% R: 2.78% F: 5.34%
127
+ 2023-02-18 11:23:28 INFO test: loss: nan - UP: 70.89% UR: 3.55% UF: 6.76% P: 64.98% R: 3.25% F: 6.20%
128
+ 2023-02-18 11:23:28 INFO 0:01:06.063962s elapsed
129
+
130
+ 2023-02-18 11:23:28 INFO Epoch 11 / 5000:
131
+ 2023-02-18 11:24:21 INFO lr: 4.9890e-05 - loss: 0.0132 - UP: 47.30% UR: 8.01% UF: 13.70% P: 46.56% R: 7.89% F: 13.49%
132
+ 2023-02-18 11:24:27 INFO dev: loss: nan - UP: 45.62% UR: 14.24% UF: 21.70% P: 43.64% R: 13.62% F: 20.76%
133
+ 2023-02-18 11:24:33 INFO test: loss: nan - UP: 46.65% UR: 15.57% UF: 23.35% P: 43.99% R: 14.68% F: 22.02%
134
+ 2023-02-18 11:24:44 INFO 0:01:05.106973s elapsed (saved)
135
+
136
+ 2023-02-18 11:24:44 INFO Epoch 12 / 5000:
137
+ 2023-02-18 11:25:38 INFO lr: 4.9880e-05 - loss: 0.0025 - UP: 57.40% UR: 17.77% UF: 27.13% P: 57.06% R: 17.66% F: 26.97%
138
+ 2023-02-18 11:25:45 INFO dev: loss: nan - UP: 56.47% UR: 11.94% UF: 19.71% P: 54.49% R: 11.52% F: 19.02%
139
+ 2023-02-18 11:25:50 INFO test: loss: nan - UP: 64.01% UR: 13.56% UF: 22.38% P: 59.92% R: 12.70% F: 20.96%
140
+ 2023-02-18 11:25:50 INFO 0:01:06.256120s elapsed
141
+
142
+ 2023-02-18 11:25:50 INFO Epoch 13 / 5000:
143
+ 2023-02-18 11:26:44 INFO lr: 4.9870e-05 - loss: 0.0102 - UP: 61.88% UR: 23.92% UF: 34.50% P: 61.68% R: 23.84% F: 34.39%
144
+ 2023-02-18 11:26:50 INFO dev: loss: nan - UP: 50.25% UR: 19.60% UF: 28.20% P: 48.61% R: 18.96% F: 27.28%
145
+ 2023-02-18 11:26:56 INFO test: loss: nan - UP: 52.68% UR: 22.18% UF: 31.22% P: 49.77% R: 20.96% F: 29.50%
146
+ 2023-02-18 11:27:07 INFO 0:01:05.368756s elapsed (saved)
147
+
148
+ 2023-02-18 11:27:07 INFO Epoch 14 / 5000:
149
+ 2023-02-18 11:28:01 INFO lr: 4.9860e-05 - loss: 0.0071 - UP: 67.24% UR: 30.21% UF: 41.69% P: 67.04% R: 30.12% F: 41.56%
150
+ 2023-02-18 11:28:07 INFO dev: loss: nan - UP: 46.07% UR: 18.49% UF: 26.39% P: 44.04% R: 17.68% F: 25.23%
151
+ 2023-02-18 11:28:13 INFO test: loss: nan - UP: 47.07% UR: 19.54% UF: 27.62% P: 44.27% R: 18.38% F: 25.98%
152
+ 2023-02-18 11:28:13 INFO 0:01:06.206954s elapsed
153
+
154
+ 2023-02-18 11:28:13 INFO Epoch 15 / 5000:
155
+ 2023-02-18 11:29:06 INFO lr: 4.9850e-05 - loss: 0.0053 - UP: 66.62% UR: 30.29% UF: 41.64% P: 66.23% R: 30.11% F: 41.40%
156
+ 2023-02-18 11:29:12 INFO dev: loss: nan - UP: 53.84% UR: 20.59% UF: 29.79% P: 52.45% R: 20.06% F: 29.02%
157
+ 2023-02-18 11:29:18 INFO test: loss: nan - UP: 54.67% UR: 21.78% UF: 31.15% P: 52.12% R: 20.77% F: 29.70%
158
+ 2023-02-18 11:29:29 INFO 0:01:04.945272s elapsed (saved)
159
+
160
+ 2023-02-18 11:29:29 INFO Epoch 16 / 5000:
161
+ 2023-02-18 11:30:23 INFO lr: 4.9840e-05 - loss: 0.0165 - UP: 67.13% UR: 28.78% UF: 40.28% P: 66.63% R: 28.56% F: 39.98%
162
+ 2023-02-18 11:30:30 INFO dev: loss: nan - UP: 49.52% UR: 20.44% UF: 28.93% P: 47.81% R: 19.73% F: 27.93%
163
+ 2023-02-18 11:30:35 INFO test: loss: nan - UP: 49.78% UR: 21.49% UF: 30.02% P: 47.09% R: 20.33% F: 28.39%
164
+ 2023-02-18 11:30:35 INFO 0:01:06.106515s elapsed
165
+
166
+ 2023-02-18 11:30:35 INFO Epoch 17 / 5000:
167
+ 2023-02-18 11:31:28 INFO lr: 4.9830e-05 - loss: 0.0022 - UP: 64.68% UR: 27.17% UF: 38.27% P: 64.26% R: 27.00% F: 38.02%
168
+ 2023-02-18 11:31:35 INFO dev: loss: nan - UP: 52.14% UR: 24.98% UF: 33.78% P: 50.30% R: 24.10% F: 32.59%
169
+ 2023-02-18 11:31:41 INFO test: loss: nan - UP: 51.61% UR: 25.40% UF: 34.04% P: 49.03% R: 24.13% F: 32.34%
170
+ 2023-02-18 11:31:52 INFO 0:01:05.339517s elapsed (saved)
171
+
172
+ 2023-02-18 11:31:52 INFO Epoch 18 / 5000:
173
+ 2023-02-18 11:32:46 INFO lr: 4.9820e-05 - loss: 0.0021 - UP: 64.55% UR: 15.71% UF: 25.27% P: 64.39% R: 15.67% F: 25.21%
174
+ 2023-02-18 11:32:52 INFO dev: loss: nan - UP: 55.66% UR: 9.00% UF: 15.50% P: 52.25% R: 8.45% F: 14.55%
175
+ 2023-02-18 11:32:58 INFO test: loss: nan - UP: 52.87% UR: 10.69% UF: 17.79% P: 48.07% R: 9.72% F: 16.17%
176
+ 2023-02-18 11:32:58 INFO 0:01:05.800871s elapsed
177
+
178
+ 2023-02-18 11:32:58 INFO Epoch 19 / 5000:
179
+ 2023-02-18 11:33:50 INFO lr: 4.9810e-05 - loss: 0.0129 - UP: 66.27% UR: 25.34% UF: 36.66% P: 66.16% R: 25.30% F: 36.61%
180
+ 2023-02-18 11:33:57 INFO dev: loss: nan - UP: 53.58% UR: 21.14% UF: 30.32% P: 51.73% R: 20.41% F: 29.28%
181
+ 2023-02-18 11:34:03 INFO test: loss: nan - UP: 54.89% UR: 22.40% UF: 31.81% P: 51.79% R: 21.13% F: 30.01%
182
+ 2023-02-18 11:34:03 INFO 0:01:05.090924s elapsed
183
+
184
+ 2023-02-18 11:34:03 INFO Epoch 20 / 5000:
185
+ 2023-02-18 11:34:55 INFO lr: 4.9800e-05 - loss: 0.0020 - UP: 70.42% UR: 37.45% UF: 48.90% P: 70.33% R: 37.40% F: 48.84%
186
+ 2023-02-18 11:35:02 INFO dev: loss: nan - UP: 55.00% UR: 22.45% UF: 31.88% P: 53.98% R: 22.03% F: 31.29%
187
+ 2023-02-18 11:35:08 INFO test: loss: nan - UP: 56.81% UR: 23.90% UF: 33.64% P: 54.65% R: 22.99% F: 32.36%
188
+ 2023-02-18 11:35:08 INFO 0:01:04.957977s elapsed
189
+
190
+ 2023-02-18 11:35:08 INFO Epoch 21 / 5000:
191
+ 2023-02-18 11:36:00 INFO lr: 4.9790e-05 - loss: nan - UP: 71.06% UR: 36.65% UF: 48.36% P: 70.86% R: 36.54% F: 48.22%
192
+ 2023-02-18 11:36:07 INFO dev: loss: nan - UP: 68.68% UR: 4.26% UF: 8.02% P: 60.14% R: 3.73% F: 7.02%
193
+ 2023-02-18 11:36:13 INFO test: loss: nan - UP: 67.83% UR: 4.50% UF: 8.44% P: 56.69% R: 3.76% F: 7.05%
194
+ 2023-02-18 11:36:13 INFO 0:01:05.023820s elapsed
195
+
196
+ 2023-02-18 11:36:13 INFO Epoch 22 / 5000:
197
+ 2023-02-18 11:37:06 INFO lr: 4.9780e-05 - loss: 0.0144 - UP: 63.14% UR: 15.28% UF: 24.61% P: 62.89% R: 15.22% F: 24.51%
198
+ 2023-02-18 11:37:12 INFO dev: loss: nan - UP: 61.38% UR: 4.52% UF: 8.43% P: 58.08% R: 4.28% F: 7.98%
199
+ 2023-02-18 11:37:18 INFO test: loss: nan - UP: 65.29% UR: 4.33% UF: 8.12% P: 56.05% R: 3.72% F: 6.97%
200
+ 2023-02-18 11:37:18 INFO 0:01:05.163128s elapsed
201
+
202
+ 2023-02-18 11:37:18 INFO Epoch 23 / 5000:
203
+ 2023-02-18 11:38:11 INFO lr: 4.9770e-05 - loss: 0.0039 - UP: 55.62% UR: 8.64% UF: 14.96% P: 54.99% R: 8.54% F: 14.79%
204
+ 2023-02-18 11:38:17 INFO dev: loss: nan - UP: 43.60% UR: 14.88% UF: 22.18% P: 39.59% R: 13.51% F: 20.14%
205
+ 2023-02-18 11:38:23 INFO test: loss: nan - UP: 44.23% UR: 14.98% UF: 22.38% P: 39.74% R: 13.46% F: 20.11%
206
+ 2023-02-18 11:38:23 INFO 0:01:05.293204s elapsed
207
+
208
+ 2023-02-18 11:38:23 INFO Epoch 24 / 5000:
209
+ 2023-02-18 11:39:16 INFO lr: 4.9760e-05 - loss: 0.0032 - UP: 61.78% UR: 20.96% UF: 31.30% P: 61.51% R: 20.87% F: 31.16%
210
+ 2023-02-18 11:39:22 INFO dev: loss: nan - UP: 44.09% UR: 23.97% UF: 31.06% P: 42.92% R: 23.33% F: 30.23%
211
+ 2023-02-18 11:39:28 INFO test: loss: nan - UP: 46.04% UR: 26.18% UF: 33.38% P: 44.04% R: 25.04% F: 31.92%
212
+ 2023-02-18 11:39:28 INFO 0:01:05.180225s elapsed
213
+
214
+ 2023-02-18 11:39:28 INFO Epoch 25 / 5000:
215
+ 2023-02-18 11:40:21 INFO lr: 4.9750e-05 - loss: 0.0080 - UP: 71.29% UR: 39.78% UF: 51.06% P: 71.02% R: 39.63% F: 50.87%
216
+ 2023-02-18 11:40:28 INFO dev: loss: nan - UP: 55.47% UR: 21.14% UF: 30.62% P: 53.39% R: 20.35% F: 29.47%
217
+ 2023-02-18 11:40:33 INFO test: loss: nan - UP: 57.28% UR: 24.19% UF: 34.02% P: 54.23% R: 22.90% F: 32.20%
218
+ 2023-02-18 11:40:33 INFO 0:01:05.101938s elapsed
219
+
220
+ 2023-02-18 11:40:33 INFO Epoch 26 / 5000:
221
+ 2023-02-18 11:41:26 INFO lr: 4.9740e-05 - loss: 0.0077 - UP: 75.78% UR: 43.60% UF: 55.35% P: 75.58% R: 43.48% F: 55.20%
222
+ 2023-02-18 11:41:33 INFO dev: loss: nan - UP: 63.45% UR: 15.25% UF: 24.59% P: 60.97% R: 14.65% F: 23.63%
223
+ 2023-02-18 11:41:39 INFO test: loss: nan - UP: 65.76% UR: 17.85% UF: 28.08% P: 61.56% R: 16.71% F: 26.29%
224
+ 2023-02-18 11:41:39 INFO 0:01:05.282090s elapsed
225
+
226
+ 2023-02-18 11:41:39 INFO Epoch 27 / 5000:
227
+ 2023-02-18 11:42:32 INFO lr: 4.9730e-05 - loss: 0.0149 - UP: 64.15% UR: 20.93% UF: 31.57% P: 63.93% R: 20.86% F: 31.46%
228
+ 2023-02-18 11:42:38 INFO dev: loss: nan - UP: 57.91% UR: 13.73% UF: 22.19% P: 55.40% R: 13.13% F: 21.23%
229
+ 2023-02-18 11:42:44 INFO test: loss: nan - UP: 61.06% UR: 16.50% UF: 25.98% P: 57.86% R: 15.63% F: 24.62%
230
+ 2023-02-18 11:42:44 INFO 0:01:05.495210s elapsed
231
+
232
+ 2023-02-18 11:42:44 INFO Epoch 28 / 5000:
233
+ 2023-02-18 11:43:37 INFO lr: 4.9720e-05 - loss: 0.0248 - UP: 71.14% UR: 38.14% UF: 49.66% P: 70.85% R: 37.99% F: 49.46%
234
+ 2023-02-18 11:43:43 INFO dev: loss: nan - UP: 43.18% UR: 25.45% UF: 32.02% P: 40.52% R: 23.88% F: 30.05%
235
+ 2023-02-18 11:43:49 INFO test: loss: nan - UP: 41.38% UR: 24.78% UF: 31.00% P: 38.41% R: 23.01% F: 28.78%
236
+ 2023-02-18 11:43:49 INFO 0:01:05.153639s elapsed
237
+
238
+ 2023-02-18 11:43:49 INFO Epoch 29 / 5000:
239
+ 2023-02-18 11:44:42 INFO lr: 4.9710e-05 - loss: 0.0079 - UP: 69.81% UR: 38.55% UF: 49.67% P: 69.68% R: 38.48% F: 49.58%
240
+ 2023-02-18 11:44:48 INFO dev: loss: nan - UP: 47.59% UR: 25.76% UF: 33.42% P: 46.33% R: 25.07% F: 32.54%
241
+ 2023-02-18 11:44:54 INFO test: loss: nan - UP: 50.90% UR: 28.14% UF: 36.24% P: 48.68% R: 26.92% F: 34.67%
242
+ 2023-02-18 11:44:54 INFO 0:01:05.075329s elapsed
243
+
244
+ 2023-02-18 11:44:54 INFO Epoch 30 / 5000:
245
+ 2023-02-18 11:45:47 INFO lr: 4.9700e-05 - loss: 0.0034 - UP: 74.82% UR: 42.23% UF: 53.99% P: 74.76% R: 42.20% F: 53.95%
246
+ 2023-02-18 11:45:54 INFO dev: loss: nan - UP: 39.61% UR: 37.81% UF: 38.69% P: 38.31% R: 36.57% F: 37.42%
247
+ 2023-02-18 11:46:00 INFO test: loss: nan - UP: 39.03% UR: 39.17% UF: 39.10% P: 37.22% R: 37.35% F: 37.29%
248
+ 2023-02-18 11:46:10 INFO 0:01:05.188661s elapsed (saved)
249
+
250
+ 2023-02-18 11:46:10 INFO Epoch 31 / 5000:
251
+ 2023-02-18 11:47:04 INFO lr: 4.9690e-05 - loss: nan - UP: 78.78% UR: 53.03% UF: 63.39% P: 78.76% R: 53.02% F: 63.37%
252
+ 2023-02-18 11:47:11 INFO dev: loss: nan - UP: 44.96% UR: 36.00% UF: 39.98% P: 43.41% R: 34.76% F: 38.61%
253
+ 2023-02-18 11:47:16 INFO test: loss: nan - UP: 45.02% UR: 37.99% UF: 41.21% P: 42.99% R: 36.28% F: 39.35%
254
+ 2023-02-18 11:47:28 INFO 0:01:06.072031s elapsed (saved)
255
+
256
+ 2023-02-18 11:47:28 INFO Epoch 32 / 5000:
257
+ 2023-02-18 11:48:22 INFO lr: 4.9680e-05 - loss: 0.0084 - UP: 80.01% UR: 57.59% UF: 66.97% P: 79.97% R: 57.57% F: 66.94%
258
+ 2023-02-18 11:48:28 INFO dev: loss: nan - UP: 55.21% UR: 27.85% UF: 37.03% P: 53.32% R: 26.90% F: 35.76%
259
+ 2023-02-18 11:48:34 INFO test: loss: nan - UP: 56.21% UR: 27.93% UF: 37.32% P: 53.66% R: 26.66% F: 35.62%
260
+ 2023-02-18 11:48:34 INFO 0:01:05.919351s elapsed
261
+
262
+ 2023-02-18 11:48:34 INFO Epoch 33 / 5000:
263
+ 2023-02-18 11:49:27 INFO lr: 4.9670e-05 - loss: 0.0069 - UP: 77.66% UR: 52.77% UF: 62.84% P: 77.65% R: 52.76% F: 62.83%
264
+ 2023-02-18 11:49:33 INFO dev: loss: nan - UP: 61.31% UR: 25.42% UF: 35.94% P: 59.39% R: 24.63% F: 34.82%
265
+ 2023-02-18 11:49:39 INFO test: loss: nan - UP: 58.30% UR: 25.16% UF: 35.15% P: 55.46% R: 23.94% F: 33.44%
266
+ 2023-02-18 11:49:39 INFO 0:01:04.923186s elapsed
267
+
268
+ 2023-02-18 11:49:39 INFO Epoch 34 / 5000:
269
+ 2023-02-18 11:50:32 INFO lr: 4.9660e-05 - loss: 0.0018 - UP: 82.52% UR: 58.64% UF: 68.56% P: 82.52% R: 58.64% F: 68.56%
270
+ 2023-02-18 11:50:38 INFO dev: loss: nan - UP: 51.03% UR: 33.33% UF: 40.32% P: 49.37% R: 32.24% F: 39.01%
271
+ 2023-02-18 11:50:44 INFO test: loss: nan - UP: 49.55% UR: 33.45% UF: 39.93% P: 47.36% R: 31.97% F: 38.17%
272
+ 2023-02-18 11:50:56 INFO 0:01:05.287067s elapsed (saved)
273
+
274
+ 2023-02-18 11:50:56 INFO Epoch 35 / 5000:
275
+ 2023-02-18 11:51:50 INFO lr: 4.9650e-05 - loss: 0.0022 - UP: 84.19% UR: 63.09% UF: 72.13% P: 84.14% R: 63.05% F: 72.09%
276
+ 2023-02-18 11:51:56 INFO dev: loss: nan - UP: 47.84% UR: 35.14% UF: 40.51% P: 46.39% R: 34.08% F: 39.29%
277
+ 2023-02-18 11:52:02 INFO test: loss: nan - UP: 49.32% UR: 37.61% UF: 42.68% P: 47.46% R: 36.19% F: 41.07%
278
+ 2023-02-18 11:52:12 INFO 0:01:06.117853s elapsed (saved)
279
+
280
+ 2023-02-18 11:52:12 INFO Epoch 36 / 5000:
281
+ 2023-02-18 11:53:07 INFO lr: 4.9640e-05 - loss: 0.0030 - UP: 83.70% UR: 67.88% UF: 74.96% P: 83.69% R: 67.87% F: 74.96%
282
+ 2023-02-18 11:53:13 INFO dev: loss: nan - UP: 55.46% UR: 33.19% UF: 41.53% P: 53.54% R: 32.05% F: 40.09%
283
+ 2023-02-18 11:53:19 INFO test: loss: nan - UP: 51.75% UR: 32.73% UF: 40.10% P: 49.65% R: 31.40% F: 38.47%
284
+ 2023-02-18 11:53:30 INFO 0:01:06.286500s elapsed (saved)
285
+
286
+ 2023-02-18 11:53:30 INFO Epoch 37 / 5000:
287
+ 2023-02-18 11:54:24 INFO lr: 4.9630e-05 - loss: 0.0020 - UP: 84.76% UR: 68.48% UF: 75.76% P: 84.75% R: 68.48% F: 75.75%
288
+ 2023-02-18 11:54:30 INFO dev: loss: nan - UP: 52.15% UR: 36.90% UF: 43.22% P: 50.12% R: 35.47% F: 41.54%
289
+ 2023-02-18 11:54:36 INFO test: loss: nan - UP: 48.02% UR: 35.35% UF: 40.72% P: 45.64% R: 33.59% F: 38.70%
290
+ 2023-02-18 11:54:48 INFO 0:01:06.209371s elapsed (saved)
291
+
292
+ 2023-02-18 11:54:48 INFO Epoch 38 / 5000:
293
+ 2023-02-18 11:55:42 INFO lr: 4.9620e-05 - loss: 0.0030 - UP: 85.84% UR: 71.28% UF: 77.89% P: 85.84% R: 71.28% F: 77.89%
294
+ 2023-02-18 11:55:48 INFO dev: loss: nan - UP: 58.33% UR: 33.77% UF: 42.77% P: 56.46% R: 32.69% F: 41.40%
295
+ 2023-02-18 11:55:54 INFO test: loss: nan - UP: 53.35% UR: 32.81% UF: 40.63% P: 51.22% R: 31.50% F: 39.01%
296
+ 2023-02-18 11:55:54 INFO 0:01:05.985774s elapsed
297
+
298
+ 2023-02-18 11:55:54 INFO Epoch 39 / 5000:
299
+ 2023-02-18 11:56:47 INFO lr: 4.9610e-05 - loss: 0.0002 - UP: 85.41% UR: 72.32% UF: 78.33% P: 85.41% R: 72.32% F: 78.33%
300
+ 2023-02-18 11:56:53 INFO dev: loss: nan - UP: 58.27% UR: 33.37% UF: 42.44% P: 56.57% R: 32.40% F: 41.20%
301
+ 2023-02-18 11:56:59 INFO test: loss: nan - UP: 54.53% UR: 33.21% UF: 41.28% P: 52.48% R: 31.97% F: 39.73%
302
+ 2023-02-18 11:56:59 INFO 0:01:05.041170s elapsed
303
+
304
+ 2023-02-18 11:56:59 INFO Epoch 40 / 5000:
305
+ 2023-02-18 11:57:52 INFO lr: 4.9600e-05 - loss: 0.0012 - UP: 85.69% UR: 69.63% UF: 76.83% P: 85.66% R: 69.61% F: 76.80%
306
+ 2023-02-18 11:57:58 INFO dev: loss: nan - UP: 62.47% UR: 30.85% UF: 41.31% P: 60.59% R: 29.93% F: 40.07%
307
+ 2023-02-18 11:58:04 INFO test: loss: nan - UP: 58.41% UR: 31.92% UF: 41.28% P: 56.13% R: 30.68% F: 39.67%
308
+ 2023-02-18 11:58:04 INFO 0:01:04.818693s elapsed
309
+
310
+ 2023-02-18 11:58:04 INFO Epoch 41 / 5000:
311
+ 2023-02-18 11:58:57 INFO lr: 4.9590e-05 - loss: 0.0021 - UP: 87.29% UR: 76.17% UF: 81.35% P: 87.28% R: 76.16% F: 81.34%
312
+ 2023-02-18 11:59:03 INFO dev: loss: nan - UP: 54.91% UR: 37.67% UF: 44.69% P: 53.43% R: 36.66% F: 43.48%
313
+ 2023-02-18 11:59:09 INFO test: loss: nan - UP: 52.15% UR: 36.72% UF: 43.09% P: 50.20% R: 35.35% F: 41.48%
314
+ 2023-02-18 11:59:21 INFO 0:01:05.515512s elapsed (saved)
315
+
316
+ 2023-02-18 11:59:21 INFO Epoch 42 / 5000:
317
+ 2023-02-18 12:00:15 INFO lr: 4.9580e-05 - loss: 0.0038 - UP: 88.01% UR: 77.22% UF: 82.26% P: 88.00% R: 77.21% F: 82.25%
318
+ 2023-02-18 12:00:21 INFO dev: loss: nan - UP: 57.40% UR: 34.92% UF: 43.42% P: 55.44% R: 33.72% F: 41.94%
319
+ 2023-02-18 12:00:27 INFO test: loss: nan - UP: 54.65% UR: 34.67% UF: 42.43% P: 52.55% R: 33.34% F: 40.80%
320
+ 2023-02-18 12:00:27 INFO 0:01:05.867624s elapsed
321
+
322
+ 2023-02-18 12:00:27 INFO Epoch 43 / 5000:
323
+ 2023-02-18 12:01:20 INFO lr: 4.9570e-05 - loss: 0.0022 - UP: 88.00% UR: 75.87% UF: 81.49% P: 87.98% R: 75.86% F: 81.47%
324
+ 2023-02-18 12:01:26 INFO dev: loss: nan - UP: 49.37% UR: 39.81% UF: 44.08% P: 47.97% R: 38.69% F: 42.83%
325
+ 2023-02-18 12:01:32 INFO test: loss: nan - UP: 46.92% UR: 39.81% UF: 43.07% P: 45.03% R: 38.20% F: 41.34%
326
+ 2023-02-18 12:01:32 INFO 0:01:05.297564s elapsed
327
+
328
+ 2023-02-18 12:01:32 INFO Epoch 44 / 5000:
329
+ 2023-02-18 12:02:25 INFO lr: 4.9560e-05 - loss: 0.0009 - UP: 84.53% UR: 68.95% UF: 75.95% P: 84.41% R: 68.86% F: 75.84%
330
+ 2023-02-18 12:02:31 INFO dev: loss: nan - UP: 53.46% UR: 32.58% UF: 40.48% P: 51.58% R: 31.43% F: 39.06%
331
+ 2023-02-18 12:02:37 INFO test: loss: nan - UP: 49.98% UR: 33.23% UF: 39.92% P: 47.38% R: 31.50% F: 37.84%
332
+ 2023-02-18 12:02:37 INFO 0:01:04.977551s elapsed
333
+
334
+ 2023-02-18 12:02:37 INFO Epoch 45 / 5000:
335
+ 2023-02-18 12:03:30 INFO lr: 4.9550e-05 - loss: 0.0074 - UP: 80.28% UR: 66.91% UF: 72.99% P: 79.84% R: 66.54% F: 72.59%
336
+ 2023-02-18 12:03:36 INFO dev: loss: nan - UP: 54.76% UR: 26.04% UF: 35.30% P: 52.95% R: 25.18% F: 34.13%
337
+ 2023-02-18 12:03:42 INFO test: loss: nan - UP: 48.29% UR: 25.38% UF: 33.27% P: 45.03% R: 23.66% F: 31.02%
338
+ 2023-02-18 12:03:42 INFO 0:01:05.163135s elapsed
339
+
340
+ 2023-02-18 12:03:42 INFO Epoch 46 / 5000:
341
+ 2023-02-18 12:04:35 INFO lr: 4.9540e-05 - loss: 0.0019 - UP: 82.91% UR: 60.67% UF: 70.07% P: 82.76% R: 60.55% F: 69.94%
342
+ 2023-02-18 12:04:42 INFO dev: loss: nan - UP: 51.92% UR: 37.54% UF: 43.58% P: 50.49% R: 36.50% F: 42.37%
343
+ 2023-02-18 12:04:47 INFO test: loss: nan - UP: 45.57% UR: 36.70% UF: 40.66% P: 43.55% R: 35.07% F: 38.85%
344
+ 2023-02-18 12:04:47 INFO 0:01:05.340686s elapsed
345
+
346
+ 2023-02-18 12:04:47 INFO Epoch 47 / 5000:
347
+ 2023-02-18 12:05:40 INFO lr: 4.9530e-05 - loss: 0.0043 - UP: 86.98% UR: 73.46% UF: 79.65% P: 86.96% R: 73.45% F: 79.64%
348
+ 2023-02-18 12:05:46 INFO dev: loss: nan - UP: 59.86% UR: 32.82% UF: 42.39% P: 58.49% R: 32.07% F: 41.43%
349
+ 2023-02-18 12:05:52 INFO test: loss: nan - UP: 52.70% UR: 31.52% UF: 39.45% P: 50.41% R: 30.15% F: 37.73%
350
+ 2023-02-18 12:05:52 INFO 0:01:04.856694s elapsed
351
+
352
+ 2023-02-18 12:05:52 INFO Epoch 48 / 5000:
353
+ 2023-02-18 12:06:45 INFO lr: 4.9520e-05 - loss: 0.0002 - UP: 88.41% UR: 76.69% UF: 82.13% P: 88.38% R: 76.66% F: 82.10%
354
+ 2023-02-18 12:06:52 INFO dev: loss: nan - UP: 54.79% UR: 36.59% UF: 43.88% P: 53.17% R: 35.51% F: 42.58%
355
+ 2023-02-18 12:06:58 INFO test: loss: nan - UP: 50.15% UR: 35.90% UF: 41.84% P: 47.93% R: 34.31% F: 40.00%
356
+ 2023-02-18 12:06:58 INFO 0:01:05.334303s elapsed
357
+
358
+ 2023-02-18 12:06:58 INFO Epoch 49 / 5000:
359
+ 2023-02-18 12:07:51 INFO lr: 4.9510e-05 - loss: 0.0021 - UP: 88.74% UR: 77.94% UF: 82.99% P: 88.72% R: 77.91% F: 82.96%
360
+ 2023-02-18 12:07:57 INFO dev: loss: nan - UP: 56.90% UR: 34.39% UF: 42.87% P: 54.93% R: 33.19% F: 41.38%
361
+ 2023-02-18 12:08:03 INFO test: loss: nan - UP: 51.75% UR: 34.08% UF: 41.10% P: 49.44% R: 32.56% F: 39.26%
362
+ 2023-02-18 12:08:03 INFO 0:01:05.237255s elapsed
363
+
364
+ 2023-02-18 12:08:03 INFO Epoch 50 / 5000:
365
+ 2023-02-18 12:08:56 INFO lr: 4.9500e-05 - loss: 0.0012 - UP: 89.57% UR: 80.59% UF: 84.85% P: 89.56% R: 80.58% F: 84.83%
366
+ 2023-02-18 12:09:02 INFO dev: loss: nan - UP: 53.09% UR: 38.73% UF: 44.79% P: 51.18% R: 37.34% F: 43.18%
367
+ 2023-02-18 12:09:08 INFO test: loss: nan - UP: 49.72% UR: 37.63% UF: 42.84% P: 47.54% R: 35.98% F: 40.96%
368
+ 2023-02-18 12:09:08 INFO 0:01:05.001740s elapsed
369
+
370
+ 2023-02-18 12:09:08 INFO Epoch 51 / 5000:
371
+ 2023-02-18 12:10:01 INFO lr: 4.9490e-05 - loss: 0.0004 - UP: 90.99% UR: 81.68% UF: 86.08% P: 90.98% R: 81.67% F: 86.07%
372
+ 2023-02-18 12:10:07 INFO dev: loss: nan - UP: 55.99% UR: 39.11% UF: 46.05% P: 54.25% R: 37.89% F: 44.62%
373
+ 2023-02-18 12:10:13 INFO test: loss: nan - UP: 51.32% UR: 37.27% UF: 43.18% P: 49.00% R: 35.58% F: 41.22%
374
+ 2023-02-18 12:10:24 INFO 0:01:05.164420s elapsed (saved)
375
+
376
+ 2023-02-18 12:10:24 INFO Epoch 52 / 5000:
377
+ 2023-02-18 12:11:18 INFO lr: 4.9480e-05 - loss: 0.0017 - UP: 91.31% UR: 83.68% UF: 87.33% P: 91.30% R: 83.67% F: 87.32%
378
+ 2023-02-18 12:11:24 INFO dev: loss: nan - UP: 55.17% UR: 38.05% UF: 45.04% P: 53.38% R: 36.81% F: 43.57%
379
+ 2023-02-18 12:11:30 INFO test: loss: nan - UP: 52.66% UR: 36.83% UF: 43.34% P: 50.15% R: 35.07% F: 41.28%
380
+ 2023-02-18 12:11:30 INFO 0:01:06.044751s elapsed
381
+
382
+ 2023-02-18 12:11:30 INFO Epoch 53 / 5000:
383
+ 2023-02-18 12:12:23 INFO lr: 4.9470e-05 - loss: 0.0001 - UP: 91.22% UR: 84.00% UF: 87.46% P: 91.21% R: 83.99% F: 87.45%
384
+ 2023-02-18 12:12:29 INFO dev: loss: nan - UP: 56.49% UR: 37.94% UF: 45.39% P: 54.62% R: 36.68% F: 43.89%
385
+ 2023-02-18 12:12:35 INFO test: loss: nan - UP: 53.12% UR: 36.49% UF: 43.26% P: 50.78% R: 34.88% F: 41.36%
386
+ 2023-02-18 12:12:35 INFO 0:01:04.950259s elapsed
387
+
388
+ 2023-02-18 12:12:35 INFO Epoch 54 / 5000:
389
+ 2023-02-18 12:13:28 INFO lr: 4.9460e-05 - loss: 0.0005 - UP: 92.43% UR: 84.97% UF: 88.55% P: 92.41% R: 84.96% F: 88.53%
390
+ 2023-02-18 12:13:34 INFO dev: loss: nan - UP: 56.49% UR: 39.28% UF: 46.34% P: 54.87% R: 38.16% F: 45.01%
391
+ 2023-02-18 12:13:40 INFO test: loss: nan - UP: 52.05% UR: 37.23% UF: 43.41% P: 49.90% R: 35.69% F: 41.61%
392
+ 2023-02-18 12:13:52 INFO 0:01:05.134693s elapsed (saved)
393
+
394
+ 2023-02-18 12:13:52 INFO Epoch 55 / 5000:
395
+ 2023-02-18 12:14:46 INFO lr: 4.9450e-05 - loss: 0.0019 - UP: 92.84% UR: 86.17% UF: 89.38% P: 92.83% R: 86.16% F: 89.37%
396
+ 2023-02-18 12:14:53 INFO dev: loss: nan - UP: 56.17% UR: 39.77% UF: 46.57% P: 54.46% R: 38.56% F: 45.15%
397
+ 2023-02-18 12:14:58 INFO test: loss: nan - UP: 52.50% UR: 37.71% UF: 43.90% P: 50.41% R: 36.21% F: 42.15%
398
+ 2023-02-18 12:15:09 INFO 0:01:06.122181s elapsed (saved)
399
+
400
+ 2023-02-18 12:15:09 INFO Epoch 56 / 5000:
401
+ 2023-02-18 12:16:03 INFO lr: 4.9440e-05 - loss: 0.0015 - UP: 92.88% UR: 86.75% UF: 89.71% P: 92.87% R: 86.74% F: 89.70%
402
+ 2023-02-18 12:16:10 INFO dev: loss: nan - UP: 56.34% UR: 38.27% UF: 45.58% P: 54.71% R: 37.17% F: 44.26%
403
+ 2023-02-18 12:16:15 INFO test: loss: nan - UP: 52.65% UR: 37.52% UF: 43.82% P: 50.46% R: 35.96% F: 41.99%
404
+ 2023-02-18 12:16:15 INFO 0:01:05.923581s elapsed
405
+
406
+ 2023-02-18 12:16:15 INFO Epoch 57 / 5000:
407
+ 2023-02-18 12:17:08 INFO lr: 4.9430e-05 - loss: 0.0006 - UP: 92.76% UR: 88.04% UF: 90.34% P: 92.76% R: 88.04% F: 90.34%
408
+ 2023-02-18 12:17:15 INFO dev: loss: nan - UP: 59.27% UR: 37.54% UF: 45.97% P: 57.42% R: 36.37% F: 44.53%
409
+ 2023-02-18 12:17:21 INFO test: loss: nan - UP: 54.36% UR: 36.19% UF: 43.46% P: 52.33% R: 34.84% F: 41.83%
410
+ 2023-02-18 12:17:21 INFO 0:01:05.179823s elapsed
411
+
412
+ 2023-02-18 12:17:21 INFO Epoch 58 / 5000:
413
+ 2023-02-18 12:18:13 INFO lr: 4.9420e-05 - loss: 0.0001 - UP: 93.73% UR: 87.90% UF: 90.72% P: 93.72% R: 87.90% F: 90.72%
414
+ 2023-02-18 12:18:20 INFO dev: loss: nan - UP: 54.58% UR: 42.37% UF: 47.71% P: 52.76% R: 40.96% F: 46.12%
415
+ 2023-02-18 12:18:26 INFO test: loss: nan - UP: 49.39% UR: 40.40% UF: 44.44% P: 47.30% R: 38.69% F: 42.56%
416
+ 2023-02-18 12:18:37 INFO 0:01:05.050220s elapsed (saved)
417
+
418
+ 2023-02-18 12:18:37 INFO Epoch 59 / 5000:
419
+ 2023-02-18 12:19:31 INFO lr: 4.9410e-05 - loss: 0.0008 - UP: 93.43% UR: 88.85% UF: 91.08% P: 93.43% R: 88.85% F: 91.08%
420
+ 2023-02-18 12:19:37 INFO dev: loss: nan - UP: 59.73% UR: 35.62% UF: 44.63% P: 57.85% R: 34.50% F: 43.22%
421
+ 2023-02-18 12:19:43 INFO test: loss: nan - UP: 55.12% UR: 33.87% UF: 41.96% P: 52.96% R: 32.54% F: 40.31%
422
+ 2023-02-18 12:19:43 INFO 0:01:06.080178s elapsed
423
+
424
+ 2023-02-18 12:19:43 INFO Epoch 60 / 5000:
425
+ 2023-02-18 12:20:36 INFO lr: 4.9400e-05 - loss: 0.0020 - UP: 94.48% UR: 88.93% UF: 91.62% P: 94.48% R: 88.93% F: 91.62%
426
+ 2023-02-18 12:20:42 INFO dev: loss: nan - UP: 56.56% UR: 38.71% UF: 45.96% P: 54.69% R: 37.43% F: 44.44%
427
+ 2023-02-18 12:20:48 INFO test: loss: nan - UP: 53.14% UR: 37.16% UF: 43.74% P: 51.00% R: 35.66% F: 41.97%
428
+ 2023-02-18 12:20:48 INFO 0:01:05.142089s elapsed
429
+
430
+ 2023-02-18 12:20:48 INFO Epoch 61 / 5000:
431
+ 2023-02-18 12:21:41 INFO lr: 4.9390e-05 - loss: 0.0015 - UP: 93.04% UR: 89.36% UF: 91.16% P: 93.03% R: 89.35% F: 91.15%
432
+ 2023-02-18 12:21:47 INFO dev: loss: nan - UP: 52.37% UR: 42.26% UF: 46.78% P: 50.70% R: 40.92% F: 45.29%
433
+ 2023-02-18 12:21:53 INFO test: loss: nan - UP: 47.93% UR: 40.35% UF: 43.82% P: 45.90% R: 38.64% F: 41.96%
434
+ 2023-02-18 12:21:53 INFO 0:01:05.311648s elapsed
435
+
436
+ 2023-02-18 12:21:53 INFO Epoch 62 / 5000:
437
+ 2023-02-18 12:22:46 INFO lr: 4.9380e-05 - loss: 0.0037 - UP: 93.92% UR: 89.19% UF: 91.49% P: 93.92% R: 89.19% F: 91.49%
438
+ 2023-02-18 12:22:53 INFO dev: loss: nan - UP: 54.61% UR: 40.63% UF: 46.60% P: 53.13% R: 39.53% F: 45.33%
439
+ 2023-02-18 12:22:58 INFO test: loss: nan - UP: 50.51% UR: 38.90% UF: 43.95% P: 48.50% R: 37.35% F: 42.21%
440
+ 2023-02-18 12:22:58 INFO 0:01:05.283297s elapsed
441
+
442
+ 2023-02-18 12:22:58 INFO Epoch 63 / 5000:
443
+ 2023-02-18 12:23:51 INFO lr: 4.9370e-05 - loss: 0.0009 - UP: 94.22% UR: 89.87% UF: 91.99% P: 94.21% R: 89.86% F: 91.98%
444
+ 2023-02-18 12:23:57 INFO dev: loss: nan - UP: 61.51% UR: 31.01% UF: 41.23% P: 59.85% R: 30.17% F: 40.12%
445
+ 2023-02-18 12:24:03 INFO test: loss: nan - UP: 58.91% UR: 30.38% UF: 40.09% P: 56.49% R: 29.14% F: 38.44%
446
+ 2023-02-18 12:24:03 INFO 0:01:04.902431s elapsed
447
+
448
+ 2023-02-18 12:24:03 INFO Epoch 64 / 5000:
449
+ 2023-02-18 12:24:56 INFO lr: 4.9360e-05 - loss: 0.0011 - UP: 93.49% UR: 89.81% UF: 91.62% P: 93.48% R: 89.81% F: 91.61%
450
+ 2023-02-18 12:25:03 INFO dev: loss: nan - UP: 54.45% UR: 39.15% UF: 45.55% P: 52.58% R: 37.81% F: 43.99%
451
+ 2023-02-18 12:25:08 INFO test: loss: nan - UP: 52.38% UR: 37.90% UF: 43.98% P: 50.13% R: 36.28% F: 42.09%
452
+ 2023-02-18 12:25:08 INFO 0:01:05.061859s elapsed
453
+
454
+ 2023-02-18 12:25:08 INFO Epoch 65 / 5000:
455
+ 2023-02-18 12:26:02 INFO lr: 4.9350e-05 - loss: 0.0013 - UP: 94.36% UR: 90.80% UF: 92.55% P: 94.36% R: 90.80% F: 92.55%
456
+ 2023-02-18 12:26:08 INFO dev: loss: nan - UP: 60.34% UR: 36.50% UF: 45.49% P: 57.97% R: 35.07% F: 43.70%
457
+ 2023-02-18 12:26:14 INFO test: loss: nan - UP: 57.87% UR: 34.63% UF: 43.33% P: 55.44% R: 33.17% F: 41.51%
458
+ 2023-02-18 12:26:14 INFO 0:01:05.329085s elapsed
459
+
460
+ 2023-02-18 12:26:14 INFO Epoch 66 / 5000:
461
+ 2023-02-18 12:27:07 INFO lr: 4.9340e-05 - loss: 0.0019 - UP: 94.96% UR: 91.75% UF: 93.33% P: 94.96% R: 91.75% F: 93.33%
462
+ 2023-02-18 12:27:13 INFO dev: loss: nan - UP: 55.47% UR: 40.83% UF: 47.04% P: 53.40% R: 39.31% F: 45.28%
463
+ 2023-02-18 12:27:19 INFO test: loss: nan - UP: 53.28% UR: 39.17% UF: 45.15% P: 51.01% R: 37.50% F: 43.22%
464
+ 2023-02-18 12:27:19 INFO 0:01:05.316088s elapsed
465
+
466
+ 2023-02-18 12:27:19 INFO Epoch 67 / 5000:
467
+ 2023-02-18 12:28:12 INFO lr: 4.9330e-05 - loss: 0.0005 - UP: 95.49% UR: 91.91% UF: 93.67% P: 95.47% R: 91.90% F: 93.65%
468
+ 2023-02-18 12:28:18 INFO dev: loss: nan - UP: 55.04% UR: 42.20% UF: 47.77% P: 53.22% R: 40.81% F: 46.20%
469
+ 2023-02-18 12:28:24 INFO test: loss: nan - UP: 51.10% UR: 40.25% UF: 45.03% P: 48.77% R: 38.41% F: 42.97%
470
+ 2023-02-18 12:28:35 INFO 0:01:05.112985s elapsed (saved)
471
+
472
+ 2023-02-18 12:28:35 INFO Epoch 68 / 5000:
473
+ 2023-02-18 12:29:29 INFO lr: 4.9320e-05 - loss: 0.0024 - UP: 94.23% UR: 91.93% UF: 93.07% P: 94.23% R: 91.93% F: 93.06%
474
+ 2023-02-18 12:29:35 INFO dev: loss: nan - UP: 45.94% UR: 48.14% UF: 47.01% P: 44.18% R: 46.28% F: 45.20%
475
+ 2023-02-18 12:29:41 INFO test: loss: nan - UP: 42.98% UR: 45.57% UF: 44.24% P: 40.77% R: 43.23% F: 41.96%
476
+ 2023-02-18 12:29:41 INFO 0:01:05.901770s elapsed
477
+
478
+ 2023-02-18 12:29:41 INFO Epoch 69 / 5000:
479
+ 2023-02-18 12:30:34 INFO lr: 4.9310e-05 - loss: 0.0054 - UP: 93.76% UR: 85.16% UF: 89.26% P: 93.75% R: 85.15% F: 89.24%
480
+ 2023-02-18 12:30:40 INFO dev: loss: nan - UP: 59.34% UR: 31.19% UF: 40.89% P: 57.12% R: 30.02% F: 39.35%
481
+ 2023-02-18 12:30:46 INFO test: loss: nan - UP: 52.98% UR: 28.19% UF: 36.79% P: 50.32% R: 26.77% F: 34.95%
482
+ 2023-02-18 12:30:46 INFO 0:01:05.261568s elapsed
483
+
484
+ 2023-02-18 12:30:46 INFO Epoch 70 / 5000:
485
+ 2023-02-18 12:31:39 INFO lr: 4.9300e-05 - loss: 0.0030 - UP: 81.45% UR: 56.85% UF: 66.96% P: 81.42% R: 56.83% F: 66.94%
486
+ 2023-02-18 12:31:45 INFO dev: loss: nan - UP: 44.51% UR: 32.09% UF: 37.29% P: 41.93% R: 30.24% F: 35.14%
487
+ 2023-02-18 12:31:51 INFO test: loss: nan - UP: 44.69% UR: 31.38% UF: 36.87% P: 42.01% R: 29.50% F: 34.66%
488
+ 2023-02-18 12:31:51 INFO 0:01:04.835461s elapsed
489
+
490
+ 2023-02-18 12:31:51 INFO Epoch 71 / 5000:
491
+ 2023-02-18 12:32:44 INFO lr: 4.9290e-05 - loss: 0.0022 - UP: 86.84% UR: 70.99% UF: 78.12% P: 86.80% R: 70.96% F: 78.08%
492
+ 2023-02-18 12:32:50 INFO dev: loss: nan - UP: 51.99% UR: 39.00% UF: 44.56% P: 50.51% R: 37.89% F: 43.30%
493
+ 2023-02-18 12:32:56 INFO test: loss: nan - UP: 48.39% UR: 35.77% UF: 41.13% P: 46.53% R: 34.40% F: 39.55%
494
+ 2023-02-18 12:32:56 INFO 0:01:05.101502s elapsed
495
+
496
+ 2023-02-18 12:32:56 INFO Epoch 72 / 5000:
497
+ 2023-02-18 12:33:49 INFO lr: 4.9280e-05 - loss: 0.0051 - UP: 87.37% UR: 79.63% UF: 83.32% P: 87.17% R: 79.45% F: 83.13%
498
+ 2023-02-18 12:33:56 INFO dev: loss: nan - UP: 56.62% UR: 31.91% UF: 40.82% P: 54.27% R: 30.59% F: 39.12%
499
+ 2023-02-18 12:34:02 INFO test: loss: nan - UP: 56.38% UR: 31.16% UF: 40.14% P: 54.20% R: 29.96% F: 38.59%
500
+ 2023-02-18 12:34:02 INFO 0:01:05.301067s elapsed
501
+
502
+ 2023-02-18 12:34:02 INFO Epoch 73 / 5000:
503
+ 2023-02-18 12:34:55 INFO lr: 4.9270e-05 - loss: 0.0004 - UP: 90.68% UR: 78.74% UF: 84.29% P: 90.64% R: 78.71% F: 84.25%
504
+ 2023-02-18 12:35:01 INFO dev: loss: nan - UP: 53.90% UR: 34.78% UF: 42.28% P: 51.74% R: 33.39% F: 40.59%
505
+ 2023-02-18 12:35:07 INFO test: loss: nan - UP: 53.20% UR: 33.59% UF: 41.18% P: 51.15% R: 32.31% F: 39.60%
506
+ 2023-02-18 12:35:07 INFO 0:01:05.215196s elapsed
507
+
508
+ 2023-02-18 12:35:07 INFO Epoch 74 / 5000:
509
+ 2023-02-18 12:36:00 INFO lr: 4.9260e-05 - loss: 0.0001 - UP: 90.95% UR: 83.59% UF: 87.12% P: 90.90% R: 83.55% F: 87.07%
510
+ 2023-02-18 12:36:06 INFO dev: loss: nan - UP: 53.50% UR: 38.78% UF: 44.96% P: 51.43% R: 37.28% F: 43.22%
511
+ 2023-02-18 12:36:12 INFO test: loss: nan - UP: 53.39% UR: 36.28% UF: 43.20% P: 51.24% R: 34.82% F: 41.46%
512
+ 2023-02-18 12:36:12 INFO 0:01:05.042224s elapsed
513
+
514
+ 2023-02-18 12:36:12 INFO Epoch 75 / 5000:
515
+ 2023-02-18 12:37:05 INFO lr: 4.9250e-05 - loss: 0.0030 - UP: 92.29% UR: 87.45% UF: 89.81% P: 92.21% R: 87.38% F: 89.73%
516
+ 2023-02-18 12:37:11 INFO dev: loss: nan - UP: 51.92% UR: 42.07% UF: 46.48% P: 50.04% R: 40.54% F: 44.79%
517
+ 2023-02-18 12:37:17 INFO test: loss: nan - UP: 50.85% UR: 38.73% UF: 43.97% P: 48.52% R: 36.95% F: 41.95%
518
+ 2023-02-18 12:37:17 INFO 0:01:05.138546s elapsed
519
+
520
+ 2023-02-18 12:37:17 INFO Epoch 76 / 5000:
521
+ 2023-02-18 12:38:10 INFO lr: 4.9240e-05 - loss: 0.0001 - UP: 93.84% UR: 89.56% UF: 91.65% P: 93.81% R: 89.53% F: 91.62%
522
+ 2023-02-18 12:38:16 INFO dev: loss: nan - UP: 51.94% UR: 42.60% UF: 46.80% P: 50.30% R: 41.25% F: 45.33%
523
+ 2023-02-18 12:38:22 INFO test: loss: nan - UP: 49.59% UR: 39.64% UF: 44.06% P: 47.85% R: 38.24% F: 42.51%
524
+ 2023-02-18 12:38:22 INFO 0:01:05.311501s elapsed
525
+
526
+ 2023-02-18 12:38:22 INFO Epoch 77 / 5000:
527
+ 2023-02-18 12:39:15 INFO lr: 4.9230e-05 - loss: 0.0024 - UP: 94.19% UR: 90.49% UF: 92.30% P: 94.18% R: 90.48% F: 92.29%
528
+ 2023-02-18 12:39:22 INFO dev: loss: nan - UP: 55.59% UR: 38.05% UF: 45.18% P: 53.72% R: 36.77% F: 43.66%
529
+ 2023-02-18 12:39:27 INFO test: loss: nan - UP: 55.77% UR: 34.61% UF: 42.71% P: 53.83% R: 33.40% F: 41.23%
530
+ 2023-02-18 12:39:27 INFO 0:01:05.193787s elapsed
531
+
532
+ 2023-02-18 12:39:27 INFO Epoch 78 / 5000:
533
+ 2023-02-18 12:40:20 INFO lr: 4.9220e-05 - loss: 0.0019 - UP: 95.04% UR: 91.05% UF: 93.00% P: 95.01% R: 91.02% F: 92.97%
534
+ 2023-02-18 12:40:27 INFO dev: loss: nan - UP: 57.65% UR: 36.92% UF: 45.02% P: 55.72% R: 35.69% F: 43.51%
535
+ 2023-02-18 12:40:32 INFO test: loss: nan - UP: 55.93% UR: 34.16% UF: 42.42% P: 53.68% R: 32.79% F: 40.71%
536
+ 2023-02-18 12:40:32 INFO 0:01:04.851319s elapsed
537
+
538
+ 2023-02-18 12:40:32 INFO Epoch 79 / 5000:
539
+ 2023-02-18 12:41:25 INFO lr: 4.9210e-05 - loss: 0.0022 - UP: 95.19% UR: 92.61% UF: 93.88% P: 95.18% R: 92.60% F: 93.87%
540
+ 2023-02-18 12:41:32 INFO dev: loss: nan - UP: 57.28% UR: 38.80% UF: 46.26% P: 55.39% R: 37.52% F: 44.74%
541
+ 2023-02-18 12:41:37 INFO test: loss: nan - UP: 55.79% UR: 35.73% UF: 43.56% P: 53.55% R: 34.29% F: 41.81%
542
+ 2023-02-18 12:41:37 INFO 0:01:05.090850s elapsed
543
+
544
+ 2023-02-18 12:41:37 INFO Epoch 80 / 5000:
545
+ 2023-02-18 12:42:31 INFO lr: 4.9200e-05 - loss: 0.0005 - UP: 95.79% UR: 92.86% UF: 94.30% P: 95.76% R: 92.83% F: 94.27%
546
+ 2023-02-18 12:42:37 INFO dev: loss: nan - UP: 56.28% UR: 41.12% UF: 47.52% P: 54.20% R: 39.59% F: 45.76%
547
+ 2023-02-18 12:42:43 INFO test: loss: nan - UP: 53.95% UR: 37.06% UF: 43.94% P: 51.68% R: 35.50% F: 42.08%
548
+ 2023-02-18 12:42:43 INFO 0:01:05.293097s elapsed
549
+
550
+ 2023-02-18 12:42:43 INFO Epoch 81 / 5000:
551
+ 2023-02-18 12:43:35 INFO lr: 4.9190e-05 - loss: 0.0007 - UP: 95.65% UR: 93.57% UF: 94.60% P: 95.65% R: 93.57% F: 94.60%
552
+ 2023-02-18 12:43:42 INFO dev: loss: nan - UP: 62.50% UR: 38.25% UF: 47.45% P: 60.73% R: 37.17% F: 46.11%
553
+ 2023-02-18 12:43:48 INFO test: loss: nan - UP: 59.06% UR: 34.10% UF: 43.24% P: 56.93% R: 32.88% F: 41.68%
554
+ 2023-02-18 12:43:48 INFO 0:01:04.812041s elapsed
555
+
556
+ 2023-02-18 12:43:48 INFO Epoch 82 / 5000:
557
+ 2023-02-18 12:44:40 INFO lr: 4.9180e-05 - loss: 0.0003 - UP: 96.03% UR: 92.66% UF: 94.31% P: 96.02% R: 92.65% F: 94.31%
558
+ 2023-02-18 12:44:46 INFO dev: loss: nan - UP: 58.15% UR: 41.49% UF: 48.43% P: 55.99% R: 39.95% F: 46.63%
559
+ 2023-02-18 12:44:52 INFO test: loss: nan - UP: 55.03% UR: 38.26% UF: 45.14% P: 52.93% R: 36.81% F: 43.42%
560
+ 2023-02-18 12:45:03 INFO 0:01:04.498031s elapsed (saved)
561
+
562
+ 2023-02-18 12:45:03 INFO Epoch 83 / 5000:
563
+ 2023-02-18 12:45:58 INFO lr: 4.9170e-05 - loss: 0.0008 - UP: 96.17% UR: 94.68% UF: 95.42% P: 96.17% R: 94.68% F: 95.42%
564
+ 2023-02-18 12:46:04 INFO dev: loss: nan - UP: 57.56% UR: 41.93% UF: 48.52% P: 55.50% R: 40.43% F: 46.78%
565
+ 2023-02-18 12:46:10 INFO test: loss: nan - UP: 55.33% UR: 38.62% UF: 45.49% P: 53.15% R: 37.10% F: 43.70%
566
+ 2023-02-18 12:46:21 INFO 0:01:06.251303s elapsed (saved)
567
+
568
+ 2023-02-18 12:46:21 INFO Epoch 84 / 5000:
569
+ 2023-02-18 12:47:15 INFO lr: 4.9160e-05 - loss: 0.0001 - UP: 96.58% UR: 94.77% UF: 95.66% P: 96.57% R: 94.76% F: 95.66%
570
+ 2023-02-18 12:47:21 INFO dev: loss: nan - UP: 60.14% UR: 40.06% UF: 48.09% P: 58.45% R: 38.93% F: 46.73%
571
+ 2023-02-18 12:47:27 INFO test: loss: nan - UP: 56.76% UR: 36.47% UF: 44.40% P: 54.52% R: 35.03% F: 42.66%
572
+ 2023-02-18 12:47:27 INFO 0:01:06.067200s elapsed
573
+
574
+ 2023-02-18 12:47:27 INFO Epoch 85 / 5000:
575
+ 2023-02-18 12:48:20 INFO lr: 4.9150e-05 - loss: 0.0032 - UP: 96.69% UR: 94.83% UF: 95.75% P: 96.67% R: 94.82% F: 95.74%
576
+ 2023-02-18 12:48:26 INFO dev: loss: nan - UP: 59.87% UR: 38.89% UF: 47.15% P: 57.76% R: 37.52% F: 45.49%
577
+ 2023-02-18 12:48:32 INFO test: loss: nan - UP: 56.57% UR: 35.45% UF: 43.59% P: 54.15% R: 33.93% F: 41.72%
578
+ 2023-02-18 12:48:32 INFO 0:01:04.830786s elapsed
579
+
580
+ 2023-02-18 12:48:32 INFO Epoch 86 / 5000:
581
+ 2023-02-18 12:49:25 INFO lr: 4.9140e-05 - loss: 0.0004 - UP: 96.49% UR: 94.34% UF: 95.40% P: 96.43% R: 94.28% F: 95.35%
582
+ 2023-02-18 12:49:31 INFO dev: loss: nan - UP: 57.76% UR: 37.96% UF: 45.81% P: 55.14% R: 36.24% F: 43.73%
583
+ 2023-02-18 12:49:37 INFO test: loss: nan - UP: 53.87% UR: 34.14% UF: 41.79% P: 50.87% R: 32.24% F: 39.47%
584
+ 2023-02-18 12:49:37 INFO 0:01:05.398127s elapsed
585
+
586
+ 2023-02-18 12:49:37 INFO Epoch 87 / 5000:
587
+ 2023-02-18 12:50:30 INFO lr: 4.9130e-05 - loss: 0.0006 - UP: 92.63% UR: 90.50% UF: 91.55% P: 92.46% R: 90.34% F: 91.39%
588
+ 2023-02-18 12:50:36 INFO dev: loss: nan - UP: 55.86% UR: 39.33% UF: 46.16% P: 53.73% R: 37.83% F: 44.40%
589
+ 2023-02-18 12:50:42 INFO test: loss: nan - UP: 54.79% UR: 36.72% UF: 43.97% P: 52.05% R: 34.88% F: 41.77%
590
+ 2023-02-18 12:50:42 INFO 0:01:05.030596s elapsed
591
+
592
+ 2023-02-18 12:50:42 INFO Epoch 88 / 5000:
593
+ 2023-02-18 12:51:36 INFO lr: 4.9120e-05 - loss: 0.0076 - UP: 93.47% UR: 88.47% UF: 90.90% P: 93.26% R: 88.27% F: 90.70%
594
+ 2023-02-18 12:51:42 INFO dev: loss: nan - UP: 48.76% UR: 37.45% UF: 42.37% P: 46.64% R: 35.82% F: 40.52%
595
+ 2023-02-18 12:51:48 INFO test: loss: nan - UP: 47.50% UR: 34.76% UF: 40.14% P: 45.57% R: 33.34% F: 38.51%
596
+ 2023-02-18 12:51:48 INFO 0:01:05.478883s elapsed
597
+
598
+ 2023-02-18 12:51:48 INFO Epoch 89 / 5000:
599
+ 2023-02-18 12:52:41 INFO lr: 4.9110e-05 - loss: 0.0002 - UP: 82.14% UR: 66.16% UF: 73.29% P: 81.74% R: 65.84% F: 72.93%
600
+ 2023-02-18 12:52:47 INFO dev: loss: nan - UP: 43.39% UR: 38.93% UF: 41.04% P: 41.06% R: 36.84% F: 38.83%
601
+ 2023-02-18 12:52:53 INFO test: loss: nan - UP: 39.55% UR: 39.76% UF: 39.66% P: 37.45% R: 37.65% F: 37.55%
602
+ 2023-02-18 12:52:53 INFO 0:01:04.961886s elapsed
603
+
604
+ 2023-02-18 12:52:53 INFO Epoch 90 / 5000:
605
+ 2023-02-18 12:53:46 INFO lr: 4.9100e-05 - loss: 0.0003 - UP: 85.89% UR: 77.71% UF: 81.60% P: 85.71% R: 77.56% F: 81.43%
606
+ 2023-02-18 12:53:52 INFO dev: loss: nan - UP: 50.82% UR: 39.62% UF: 44.52% P: 49.24% R: 38.38% F: 43.14%
607
+ 2023-02-18 12:53:58 INFO test: loss: nan - UP: 48.64% UR: 39.95% UF: 43.87% P: 46.40% R: 38.12% F: 41.85%
608
+ 2023-02-18 12:53:58 INFO 0:01:05.183937s elapsed
609
+
610
+ 2023-02-18 12:53:58 INFO Epoch 91 / 5000:
611
+ 2023-02-18 12:54:51 INFO lr: 4.9090e-05 - loss: 0.0003 - UP: 90.66% UR: 83.40% UF: 86.88% P: 90.49% R: 83.25% F: 86.72%
612
+ 2023-02-18 12:54:57 INFO dev: loss: nan - UP: 51.37% UR: 38.09% UF: 43.75% P: 49.64% R: 36.81% F: 42.28%
613
+ 2023-02-18 12:55:03 INFO test: loss: nan - UP: 49.23% UR: 36.40% UF: 41.86% P: 46.89% R: 34.67% F: 39.86%
614
+ 2023-02-18 12:55:03 INFO 0:01:04.973231s elapsed
615
+
616
+ 2023-02-18 12:55:03 INFO Epoch 92 / 5000:
617
+ 2023-02-18 12:55:56 INFO lr: 4.9080e-05 - loss: 0.0013 - UP: 94.33% UR: 88.88% UF: 91.52% P: 94.28% R: 88.83% F: 91.48%
618
+ 2023-02-18 12:56:02 INFO dev: loss: nan - UP: 58.08% UR: 31.19% UF: 40.58% P: 55.98% R: 30.06% F: 39.12%
619
+ 2023-02-18 12:56:08 INFO test: loss: nan - UP: 57.12% UR: 30.68% UF: 39.92% P: 54.09% R: 29.05% F: 37.80%
620
+ 2023-02-18 12:56:08 INFO 0:01:05.267775s elapsed
621
+
622
+ 2023-02-18 12:56:08 INFO Epoch 93 / 5000:
623
+ 2023-02-18 12:57:01 INFO lr: 4.9070e-05 - loss: 0.0001 - UP: 89.84% UR: 88.49% UF: 89.16% P: 89.77% R: 88.42% F: 89.09%
624
+ 2023-02-18 12:57:07 INFO dev: loss: nan - UP: 45.12% UR: 42.22% UF: 43.62% P: 43.21% R: 40.43% F: 41.77%
625
+ 2023-02-18 12:57:13 INFO test: loss: nan - UP: 44.38% UR: 40.38% UF: 42.28% P: 42.15% R: 38.35% F: 40.16%
626
+ 2023-02-18 12:57:13 INFO 0:01:05.228026s elapsed
627
+
628
+ 2023-02-18 12:57:13 INFO Epoch 94 / 5000:
629
+ 2023-02-18 12:58:06 INFO lr: 4.9060e-05 - loss: 0.0097 - UP: 80.45% UR: 58.21% UF: 67.55% P: 80.16% R: 58.00% F: 67.30%
630
+ 2023-02-18 12:58:13 INFO dev: loss: nan - UP: 54.90% UR: 31.27% UF: 39.85% P: 53.47% R: 30.46% F: 38.81%
631
+ 2023-02-18 12:58:18 INFO test: loss: nan - UP: 49.48% UR: 31.16% UF: 38.24% P: 47.60% R: 29.98% F: 36.79%
632
+ 2023-02-18 12:58:18 INFO 0:01:05.109790s elapsed
633
+
634
+ 2023-02-18 12:58:18 INFO Epoch 95 / 5000:
635
+ 2023-02-18 12:59:11 INFO lr: 4.9050e-05 - loss: 0.0002 - UP: 86.19% UR: 71.03% UF: 77.88% P: 85.96% R: 70.84% F: 77.67%
636
+ 2023-02-18 12:59:18 INFO dev: loss: nan - UP: 51.56% UR: 34.94% UF: 41.65% P: 49.54% R: 33.57% F: 40.02%
637
+ 2023-02-18 12:59:24 INFO test: loss: nan - UP: 49.61% UR: 33.87% UF: 40.26% P: 47.48% R: 32.41% F: 38.52%
638
+ 2023-02-18 12:59:24 INFO 0:01:05.120891s elapsed
639
+
640
+ 2023-02-18 12:59:24 INFO Epoch 96 / 5000:
641
+ 2023-02-18 13:00:17 INFO lr: 4.9040e-05 - loss: 0.0024 - UP: 89.50% UR: 80.71% UF: 84.88% P: 89.40% R: 80.62% F: 84.79%
642
+ 2023-02-18 13:00:23 INFO dev: loss: nan - UP: 50.82% UR: 36.90% UF: 42.76% P: 48.94% R: 35.53% F: 41.17%
643
+ 2023-02-18 13:00:29 INFO test: loss: nan - UP: 49.51% UR: 35.16% UF: 41.12% P: 47.10% R: 33.45% F: 39.12%
644
+ 2023-02-18 13:00:29 INFO 0:01:05.114622s elapsed
645
+
646
+ 2023-02-18 13:00:29 INFO Epoch 97 / 5000:
647
+ 2023-02-18 13:01:22 INFO lr: 4.9030e-05 - loss: 0.0009 - UP: 90.66% UR: 82.12% UF: 86.18% P: 90.63% R: 82.08% F: 86.14%
648
+ 2023-02-18 13:01:28 INFO dev: loss: nan - UP: 48.21% UR: 41.87% UF: 44.81% P: 46.38% R: 40.28% F: 43.11%
649
+ 2023-02-18 13:01:34 INFO test: loss: nan - UP: 46.80% UR: 40.04% UF: 43.16% P: 44.55% R: 38.12% F: 41.08%
650
+ 2023-02-18 13:01:34 INFO 0:01:05.074028s elapsed
651
+
652
+ 2023-02-18 13:01:34 INFO Epoch 98 / 5000:
653
+ 2023-02-18 13:02:27 INFO lr: 4.9020e-05 - loss: 0.0003 - UP: 90.61% UR: 85.74% UF: 88.11% P: 90.52% R: 85.66% F: 88.02%
654
+ 2023-02-18 13:02:33 INFO dev: loss: nan - UP: 50.00% UR: 35.62% UF: 41.60% P: 47.77% R: 34.03% F: 39.75%
655
+ 2023-02-18 13:02:39 INFO test: loss: nan - UP: 47.45% UR: 33.55% UF: 39.31% P: 44.91% R: 31.76% F: 37.20%
656
+ 2023-02-18 13:02:39 INFO 0:01:05.203962s elapsed
657
+
658
+ 2023-02-18 13:02:39 INFO Epoch 99 / 5000:
659
+ 2023-02-18 13:03:32 INFO lr: 4.9010e-05 - loss: 0.0028 - UP: 92.80% UR: 86.96% UF: 89.78% P: 92.74% R: 86.90% F: 89.73%
660
+ 2023-02-18 13:03:38 INFO dev: loss: nan - UP: 53.01% UR: 39.02% UF: 44.95% P: 50.79% R: 37.39% F: 43.07%
661
+ 2023-02-18 13:03:44 INFO test: loss: nan - UP: 48.73% UR: 36.47% UF: 41.72% P: 46.10% R: 34.50% F: 39.47%
662
+ 2023-02-18 13:03:44 INFO 0:01:05.372693s elapsed
663
+
664
+ 2023-02-18 13:03:44 INFO Epoch 100 / 5000:
665
+ 2023-02-18 13:04:37 INFO lr: 4.9000e-05 - loss: 0.0113 - UP: 85.48% UR: 76.23% UF: 80.59% P: 85.29% R: 76.06% F: 80.41%
666
+ 2023-02-18 13:04:43 INFO dev: loss: nan - UP: 38.89% UR: 30.06% UF: 33.91% P: 36.64% R: 28.32% F: 31.94%
667
+ 2023-02-18 13:04:49 INFO test: loss: nan - UP: 34.10% UR: 27.32% UF: 30.33% P: 31.49% R: 25.23% F: 28.01%
668
+ 2023-02-18 13:04:49 INFO 0:01:05.034977s elapsed
669
+
670
+ 2023-02-18 13:04:49 INFO Epoch 101 / 5000:
671
+ 2023-02-18 13:05:42 INFO lr: 4.8990e-05 - loss: 0.0062 - UP: 80.11% UR: 57.30% UF: 66.81% P: 79.85% R: 57.11% F: 66.60%
672
+ 2023-02-18 13:05:48 INFO dev: loss: nan - UP: 47.45% UR: 34.30% UF: 39.82% P: 45.89% R: 33.17% F: 38.51%
673
+ 2023-02-18 13:05:54 INFO test: loss: nan - UP: 48.69% UR: 36.07% UF: 41.44% P: 46.69% R: 34.59% F: 39.74%
674
+ 2023-02-18 13:05:54 INFO 0:01:04.982122s elapsed
675
+
676
+ 2023-02-18 13:05:54 INFO Epoch 102 / 5000:
677
+ 2023-02-18 13:06:47 INFO lr: 4.8980e-05 - loss: 0.0042 - UP: 89.32% UR: 78.18% UF: 83.38% P: 89.28% R: 78.14% F: 83.34%
678
+ 2023-02-18 13:06:54 INFO dev: loss: nan - UP: 50.77% UR: 35.44% UF: 41.75% P: 49.04% R: 34.23% F: 40.32%
679
+ 2023-02-18 13:07:00 INFO test: loss: nan - UP: 47.48% UR: 32.43% UF: 38.54% P: 44.82% R: 30.61% F: 36.38%
680
+ 2023-02-18 13:07:00 INFO 0:01:05.294100s elapsed
681
+
682
+ 2023-02-18 13:07:00 INFO Epoch 103 / 5000:
683
+ 2023-02-18 13:07:53 INFO lr: 4.8970e-05 - loss: 0.0014 - UP: 90.62% UR: 83.71% UF: 87.03% P: 90.57% R: 83.66% F: 86.98%
684
+ 2023-02-18 13:07:59 INFO dev: loss: nan - UP: 56.25% UR: 33.35% UF: 41.87% P: 54.65% R: 32.40% F: 40.68%
685
+ 2023-02-18 13:08:05 INFO test: loss: nan - UP: 56.85% UR: 32.37% UF: 41.25% P: 54.69% R: 31.14% F: 39.69%
686
+ 2023-02-18 13:08:05 INFO 0:01:05.072420s elapsed
687
+
688
+ 2023-02-18 13:08:05 INFO Epoch 104 / 5000:
689
+ 2023-02-18 13:08:58 INFO lr: 4.8960e-05 - loss: 0.0015 - UP: 92.90% UR: 87.32% UF: 90.03% P: 92.89% R: 87.32% F: 90.02%
690
+ 2023-02-18 13:09:04 INFO dev: loss: nan - UP: 53.29% UR: 36.28% UF: 43.17% P: 51.77% R: 35.25% F: 41.94%
691
+ 2023-02-18 13:09:10 INFO test: loss: nan - UP: 53.28% UR: 36.53% UF: 43.34% P: 50.91% R: 34.90% F: 41.41%
692
+ 2023-02-18 13:09:10 INFO 0:01:05.324897s elapsed
693
+
694
+ 2023-02-18 13:09:10 INFO Epoch 105 / 5000:
695
+ 2023-02-18 13:10:03 INFO lr: 4.8950e-05 - loss: 0.0001 - UP: 93.90% UR: 89.69% UF: 91.75% P: 93.88% R: 89.67% F: 91.73%
696
+ 2023-02-18 13:10:09 INFO dev: loss: nan - UP: 52.58% UR: 38.07% UF: 44.16% P: 51.05% R: 36.97% F: 42.88%
697
+ 2023-02-18 13:10:15 INFO test: loss: nan - UP: 53.03% UR: 37.90% UF: 44.21% P: 50.78% R: 36.30% F: 42.34%
698
+ 2023-02-18 13:10:15 INFO 0:01:04.970287s elapsed
699
+
700
+ 2023-02-18 13:10:15 INFO Epoch 106 / 5000:
701
+ 2023-02-18 13:11:08 INFO lr: 4.8940e-05 - loss: 0.0010 - UP: 94.68% UR: 90.93% UF: 92.77% P: 94.68% R: 90.93% F: 92.77%
702
+ 2023-02-18 13:11:14 INFO dev: loss: nan - UP: 50.38% UR: 39.84% UF: 44.49% P: 48.76% R: 38.56% F: 43.06%
703
+ 2023-02-18 13:11:20 INFO test: loss: nan - UP: 49.87% UR: 39.07% UF: 43.81% P: 47.52% R: 37.23% F: 41.75%
704
+ 2023-02-18 13:11:20 INFO 0:01:05.355181s elapsed
705
+
706
+ 2023-02-18 13:11:20 INFO Epoch 107 / 5000:
707
+ 2023-02-18 13:12:13 INFO lr: 4.8930e-05 - loss: nan - UP: 94.84% UR: 91.70% UF: 93.25% P: 94.84% R: 91.70% F: 93.25%
708
+ 2023-02-18 13:12:20 INFO dev: loss: nan - UP: 54.74% UR: 37.85% UF: 44.75% P: 53.18% R: 36.77% F: 43.48%
709
+ 2023-02-18 13:12:25 INFO test: loss: nan - UP: 53.31% UR: 36.40% UF: 43.26% P: 50.90% R: 34.76% F: 41.31%
710
+ 2023-02-18 13:12:25 INFO 0:01:05.154049s elapsed
711
+
712
+ 2023-02-18 13:12:25 INFO Epoch 108 / 5000:
713
+ 2023-02-18 13:13:19 INFO lr: 4.8920e-05 - loss: 0.0014 - UP: 95.61% UR: 92.52% UF: 94.04% P: 95.61% R: 92.52% F: 94.04%
714
+ 2023-02-18 13:13:25 INFO dev: loss: nan - UP: 54.78% UR: 37.56% UF: 44.57% P: 53.30% R: 36.55% F: 43.36%
715
+ 2023-02-18 13:13:31 INFO test: loss: nan - UP: 53.76% UR: 36.21% UF: 43.28% P: 51.32% R: 34.57% F: 41.31%
716
+ 2023-02-18 13:13:31 INFO 0:01:05.448000s elapsed
717
+
718
+ 2023-02-18 13:13:31 INFO Epoch 109 / 5000:
719
+ 2023-02-18 13:14:24 INFO lr: 4.8910e-05 - loss: 0.0004 - UP: 95.95% UR: 93.41% UF: 94.66% P: 95.95% R: 93.41% F: 94.66%
720
+ 2023-02-18 13:14:30 INFO dev: loss: nan - UP: 53.90% UR: 39.77% UF: 45.77% P: 52.32% R: 38.60% F: 44.42%
721
+ 2023-02-18 13:14:36 INFO test: loss: nan - UP: 52.77% UR: 37.65% UF: 43.95% P: 50.34% R: 35.92% F: 41.92%
722
+ 2023-02-18 13:14:36 INFO 0:01:05.219588s elapsed
723
+
724
+ 2023-02-18 13:14:36 INFO Epoch 110 / 5000:
725
+ 2023-02-18 13:15:29 INFO lr: 4.8900e-05 - loss: 0.0001 - UP: 96.13% UR: 94.07% UF: 95.09% P: 96.12% R: 94.07% F: 95.08%
726
+ 2023-02-18 13:15:36 INFO dev: loss: nan - UP: 55.29% UR: 38.31% UF: 45.26% P: 53.44% R: 37.03% F: 43.75%
727
+ 2023-02-18 13:15:41 INFO test: loss: nan - UP: 53.71% UR: 36.11% UF: 43.18% P: 51.13% R: 34.38% F: 41.11%
728
+ 2023-02-18 13:15:41 INFO 0:01:05.268004s elapsed
729
+
730
+ 2023-02-18 13:15:41 INFO Epoch 111 / 5000:
731
+ 2023-02-18 13:16:34 INFO lr: 4.8890e-05 - loss: 0.0013 - UP: 96.44% UR: 94.37% UF: 95.39% P: 96.44% R: 94.37% F: 95.39%
732
+ 2023-02-18 13:16:41 INFO dev: loss: nan - UP: 54.19% UR: 39.66% UF: 45.80% P: 52.62% R: 38.51% F: 44.48%
733
+ 2023-02-18 13:16:47 INFO test: loss: nan - UP: 52.43% UR: 37.21% UF: 43.52% P: 49.96% R: 35.45% F: 41.47%
734
+ 2023-02-18 13:16:47 INFO 0:01:05.150421s elapsed
735
+
736
+ 2023-02-18 13:16:47 INFO Epoch 112 / 5000:
737
+ 2023-02-18 13:17:40 INFO lr: 4.8880e-05 - loss: 0.0009 - UP: 96.47% UR: 94.26% UF: 95.35% P: 96.46% R: 94.26% F: 95.34%
738
+ 2023-02-18 13:17:46 INFO dev: loss: nan - UP: 54.30% UR: 40.39% UF: 46.32% P: 52.76% R: 39.24% F: 45.01%
739
+ 2023-02-18 13:17:52 INFO test: loss: nan - UP: 52.35% UR: 37.14% UF: 43.46% P: 49.79% R: 35.33% F: 41.33%
740
+ 2023-02-18 13:17:52 INFO 0:01:05.284944s elapsed
741
+
742
+ 2023-02-18 13:17:52 INFO Epoch 113 / 5000:
743
+ 2023-02-18 13:18:45 INFO lr: 4.8870e-05 - loss: 0.0005 - UP: 96.16% UR: 94.90% UF: 95.53% P: 96.16% R: 94.90% F: 95.53%
744
+ 2023-02-18 13:18:51 INFO dev: loss: nan - UP: 56.97% UR: 38.23% UF: 45.75% P: 55.26% R: 37.08% F: 44.38%
745
+ 2023-02-18 13:18:57 INFO test: loss: nan - UP: 54.80% UR: 34.97% UF: 42.69% P: 52.35% R: 33.40% F: 40.78%
746
+ 2023-02-18 13:18:57 INFO 0:01:05.108067s elapsed
747
+
748
+ 2023-02-18 13:19:39 INFO Epoch 83 saved
749
+ 2023-02-18 13:19:39 INFO dev: UP: 57.56% UR: 41.93% UF: 48.52% P: 55.50% R: 40.43% F: 46.78%
750
+ 2023-02-18 13:19:39 INFO test: UP: 55.33% UR: 38.62% UF: 45.49% P: 53.15% R: 37.10% F: 43.70%
751
+ 2023-02-18 13:19:39 INFO 2:02:58.576658s elapsed, 0:01:05.297139s/epoch
models/mpqa/all/model_vi_mpqa_roberta_6 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:014f6eea49a06a4973839a33b287fe71d1dfb0d4d6d757a670def1bd07840304
3
+ size 1674792533
models/mpqa/all/model_vi_mpqa_roberta_6.train.log ADDED
@@ -0,0 +1,699 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2023-02-16 22:20:26 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ update_steps | 1
15
+ mode | train
16
+ path | /content/gdrive/MyDrive/models/model_vi_mpqa_roberta_6
17
+ device | 0
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /content/gdrive/MyDrive/sentiment_graphs/mpqa/head_final/sdp/train.conllu
28
+ dev | /content/gdrive/MyDrive/sentiment_graphs/mpqa/head_final/sdp/dev.conllu
29
+ test | /content/gdrive/MyDrive/sentiment_graphs/mpqa/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
33
+ n_embed_proj | 125
34
+ bert | roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2023-02-16 22:20:26 INFO Building the fields
39
+ 2023-02-16 22:20:32 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2023-02-16 22:20:32 INFO Building the model
44
+ 2023-02-16 22:21:03 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2023-02-16 22:21:03 INFO Loading the data
64
+ 2023-02-16 22:21:24 INFO
65
+ train: Dataset(n_sentences=5873, n_batches=43, n_buckets=32)
66
+ dev: Dataset(n_sentences=2063, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
68
+
69
+ 2023-02-16 22:21:24 INFO Epoch 1 / 5000:
70
+ 2023-02-16 22:22:15 INFO lr: 4.9990e-05 - loss: 0.1599 - UP: 0.50% UR: 3.62% UF: 0.89% P: 0.04% R: 0.29% F: 0.07%
71
+ 2023-02-16 22:22:22 INFO dev: loss: nan - UP: 3.45% UR: 0.04% UF: 0.09% P: 1.72% R: 0.02% F: 0.04%
72
+ 2023-02-16 22:22:28 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2023-02-16 22:22:36 INFO 0:01:03.847831s elapsed (saved)
74
+
75
+ 2023-02-16 22:22:36 INFO Epoch 2 / 5000:
76
+ 2023-02-16 22:23:28 INFO lr: 4.9980e-05 - loss: 0.0655 - UP: 14.77% UR: 0.17% UF: 0.34% P: 13.64% R: 0.16% F: 0.31%
77
+ 2023-02-16 22:23:34 INFO dev: loss: nan - UP: 50.00% UR: 0.29% UF: 0.57% P: 50.00% R: 0.29% F: 0.57%
78
+ 2023-02-16 22:23:40 INFO test: loss: nan - UP: 81.82% UR: 0.38% UF: 0.76% P: 77.27% R: 0.36% F: 0.72%
79
+ 2023-02-16 22:23:48 INFO 0:01:04.326725s elapsed (saved)
80
+
81
+ 2023-02-16 22:23:48 INFO Epoch 3 / 5000:
82
+ 2023-02-16 22:24:40 INFO lr: 4.9970e-05 - loss: 0.0297 - UP: 24.87% UR: 1.29% UF: 2.45% P: 23.23% R: 1.20% F: 2.29%
83
+ 2023-02-16 22:24:46 INFO dev: loss: nan - UP: 53.52% UR: 1.68% UF: 3.25% P: 51.41% R: 1.61% F: 3.12%
84
+ 2023-02-16 22:24:52 INFO test: loss: nan - UP: 56.08% UR: 1.75% UF: 3.40% P: 50.00% R: 1.56% F: 3.03%
85
+ 2023-02-16 22:25:00 INFO 0:01:03.756337s elapsed (saved)
86
+
87
+ 2023-02-16 22:25:00 INFO Epoch 4 / 5000:
88
+ 2023-02-16 22:25:52 INFO lr: 4.9960e-05 - loss: 0.0503 - UP: 30.46% UR: 2.36% UF: 4.38% P: 28.10% R: 2.18% F: 4.04%
89
+ 2023-02-16 22:25:58 INFO dev: loss: nan - UP: 89.47% UR: 0.38% UF: 0.75% P: 89.47% R: 0.38% F: 0.75%
90
+ 2023-02-16 22:26:04 INFO test: loss: nan - UP: 79.41% UR: 0.57% UF: 1.13% P: 76.47% R: 0.55% F: 1.09%
91
+ 2023-02-16 22:26:04 INFO 0:01:03.904712s elapsed
92
+
93
+ 2023-02-16 22:26:04 INFO Epoch 5 / 5000:
94
+ 2023-02-16 22:26:55 INFO lr: 4.9950e-05 - loss: 0.0267 - UP: 41.93% UR: 2.75% UF: 5.17% P: 40.04% R: 2.63% F: 4.94%
95
+ 2023-02-16 22:27:01 INFO dev: loss: nan - UP: 54.78% UR: 3.29% UF: 6.20% P: 53.31% R: 3.20% F: 6.04%
96
+ 2023-02-16 22:27:07 INFO test: loss: nan - UP: 52.74% UR: 3.87% UF: 7.20% P: 46.97% R: 3.44% F: 6.42%
97
+ 2023-02-16 22:27:15 INFO 0:01:03.160211s elapsed (saved)
98
+
99
+ 2023-02-16 22:27:15 INFO Epoch 6 / 5000:
100
+ 2023-02-16 22:28:07 INFO lr: 4.9940e-05 - loss: 0.0195 - UP: 48.73% UR: 7.25% UF: 12.63% P: 47.76% R: 7.11% F: 12.38%
101
+ 2023-02-16 22:28:13 INFO dev: loss: nan - UP: 69.34% UR: 4.39% UF: 8.26% P: 67.25% R: 4.26% F: 8.01%
102
+ 2023-02-16 22:28:19 INFO test: loss: nan - UP: 66.58% UR: 5.73% UF: 10.54% P: 61.67% R: 5.30% F: 9.77%
103
+ 2023-02-16 22:28:26 INFO 0:01:03.888814s elapsed (saved)
104
+
105
+ 2023-02-16 22:28:26 INFO Epoch 7 / 5000:
106
+ 2023-02-16 22:29:18 INFO lr: 4.9930e-05 - loss: 0.0163 - UP: 50.88% UR: 10.38% UF: 17.24% P: 50.21% R: 10.24% F: 17.02%
107
+ 2023-02-16 22:29:25 INFO dev: loss: nan - UP: 56.27% UR: 8.52% UF: 14.80% P: 54.66% R: 8.28% F: 14.38%
108
+ 2023-02-16 22:29:31 INFO test: loss: nan - UP: 54.04% UR: 10.16% UF: 17.11% P: 51.69% R: 9.72% F: 16.36%
109
+ 2023-02-16 22:29:38 INFO 0:01:04.177885s elapsed (saved)
110
+
111
+ 2023-02-16 22:29:38 INFO Epoch 8 / 5000:
112
+ 2023-02-16 22:30:30 INFO lr: 4.9920e-05 - loss: 0.0011 - UP: 59.24% UR: 17.43% UF: 26.93% P: 58.59% R: 17.24% F: 26.64%
113
+ 2023-02-16 22:30:36 INFO dev: loss: nan - UP: 47.25% UR: 12.49% UF: 19.76% P: 45.91% R: 12.14% F: 19.20%
114
+ 2023-02-16 22:30:42 INFO test: loss: nan - UP: 49.59% UR: 14.03% UF: 21.87% P: 48.17% R: 13.63% F: 21.25%
115
+ 2023-02-16 22:30:51 INFO 0:01:03.805153s elapsed (saved)
116
+
117
+ 2023-02-16 22:30:51 INFO Epoch 9 / 5000:
118
+ 2023-02-16 22:31:43 INFO lr: 4.9910e-05 - loss: 0.0177 - UP: 59.28% UR: 19.20% UF: 29.00% P: 58.84% R: 19.06% F: 28.79%
119
+ 2023-02-16 22:31:49 INFO dev: loss: nan - UP: 58.90% UR: 13.22% UF: 21.59% P: 58.41% R: 13.11% F: 21.41%
120
+ 2023-02-16 22:31:55 INFO test: loss: nan - UP: 53.72% UR: 14.03% UF: 22.25% P: 52.99% R: 13.84% F: 21.95%
121
+ 2023-02-16 22:32:03 INFO 0:01:04.015056s elapsed (saved)
122
+
123
+ 2023-02-16 22:32:03 INFO Epoch 10 / 5000:
124
+ 2023-02-16 22:32:54 INFO lr: 4.9900e-05 - loss: 0.0106 - UP: 59.28% UR: 17.24% UF: 26.72% P: 58.60% R: 17.05% F: 26.41%
125
+ 2023-02-16 22:33:00 INFO dev: loss: nan - UP: 52.22% UR: 9.36% UF: 15.87% P: 50.49% R: 9.05% F: 15.35%
126
+ 2023-02-16 22:33:06 INFO test: loss: nan - UP: 50.55% UR: 11.68% UF: 18.98% P: 48.17% R: 11.13% F: 18.09%
127
+ 2023-02-16 22:33:06 INFO 0:01:03.429447s elapsed
128
+
129
+ 2023-02-16 22:33:06 INFO Epoch 11 / 5000:
130
+ 2023-02-16 22:33:57 INFO lr: 4.9890e-05 - loss: 0.0173 - UP: 62.37% UR: 22.68% UF: 33.26% P: 61.97% R: 22.54% F: 33.05%
131
+ 2023-02-16 22:34:03 INFO dev: loss: nan - UP: 74.56% UR: 5.63% UF: 10.47% P: 72.81% R: 5.50% F: 10.22%
132
+ 2023-02-16 22:34:09 INFO test: loss: nan - UP: 65.08% UR: 6.93% UF: 12.53% P: 62.90% R: 6.70% F: 12.11%
133
+ 2023-02-16 22:34:09 INFO 0:01:02.937507s elapsed
134
+
135
+ 2023-02-16 22:34:09 INFO Epoch 12 / 5000:
136
+ 2023-02-16 22:35:00 INFO lr: 4.9880e-05 - loss: 0.0013 - UP: 64.13% UR: 25.48% UF: 36.47% P: 63.62% R: 25.28% F: 36.18%
137
+ 2023-02-16 22:35:06 INFO dev: loss: nan - UP: 60.19% UR: 11.15% UF: 18.81% P: 59.36% R: 10.99% F: 18.55%
138
+ 2023-02-16 22:35:12 INFO test: loss: nan - UP: 61.58% UR: 14.66% UF: 23.69% P: 60.51% R: 14.41% F: 23.28%
139
+ 2023-02-16 22:35:12 INFO 0:01:03.320690s elapsed
140
+
141
+ 2023-02-16 22:35:12 INFO Epoch 13 / 5000:
142
+ 2023-02-16 22:36:04 INFO lr: 4.9870e-05 - loss: 0.0027 - UP: 61.68% UR: 19.62% UF: 29.77% P: 61.33% R: 19.51% F: 29.60%
143
+ 2023-02-16 22:36:10 INFO dev: loss: nan - UP: 39.86% UR: 24.65% UF: 30.47% P: 38.04% R: 23.53% F: 29.07%
144
+ 2023-02-16 22:36:16 INFO test: loss: nan - UP: 36.25% UR: 26.33% UF: 30.50% P: 34.30% R: 24.91% F: 28.86%
145
+ 2023-02-16 22:36:23 INFO 0:01:03.340286s elapsed (saved)
146
+
147
+ 2023-02-16 22:36:23 INFO Epoch 14 / 5000:
148
+ 2023-02-16 22:37:15 INFO lr: 4.9860e-05 - loss: 0.0335 - UP: 60.05% UR: 17.05% UF: 26.56% P: 59.59% R: 16.92% F: 26.35%
149
+ 2023-02-16 22:37:21 INFO dev: loss: nan - UP: 59.27% UR: 13.68% UF: 22.23% P: 57.17% R: 13.20% F: 21.45%
150
+ 2023-02-16 22:37:27 INFO test: loss: nan - UP: 55.73% UR: 16.54% UF: 25.51% P: 53.74% R: 15.95% F: 24.60%
151
+ 2023-02-16 22:37:27 INFO 0:01:03.499795s elapsed
152
+
153
+ 2023-02-16 22:37:27 INFO Epoch 15 / 5000:
154
+ 2023-02-16 22:38:18 INFO lr: 4.9850e-05 - loss: 0.0011 - UP: 69.49% UR: 30.12% UF: 42.03% P: 69.23% R: 30.01% F: 41.87%
155
+ 2023-02-16 22:38:24 INFO dev: loss: nan - UP: 57.90% UR: 21.58% UF: 31.45% P: 56.36% R: 21.01% F: 30.61%
156
+ 2023-02-16 22:38:30 INFO test: loss: nan - UP: 56.65% UR: 24.02% UF: 33.74% P: 54.86% R: 23.26% F: 32.67%
157
+ 2023-02-16 22:38:38 INFO 0:01:03.153860s elapsed (saved)
158
+
159
+ 2023-02-16 22:38:38 INFO Epoch 16 / 5000:
160
+ 2023-02-16 22:39:31 INFO lr: 4.9840e-05 - loss: 0.0049 - UP: 72.45% UR: 39.28% UF: 50.94% P: 72.34% R: 39.22% F: 50.87%
161
+ 2023-02-16 22:39:37 INFO dev: loss: nan - UP: 59.82% UR: 17.88% UF: 27.53% P: 58.05% R: 17.35% F: 26.71%
162
+ 2023-02-16 22:39:43 INFO test: loss: nan - UP: 57.82% UR: 20.30% UF: 30.05% P: 55.60% R: 19.52% F: 28.90%
163
+ 2023-02-16 22:39:43 INFO 0:01:04.309171s elapsed
164
+
165
+ 2023-02-16 22:39:43 INFO Epoch 17 / 5000:
166
+ 2023-02-16 22:40:33 INFO lr: 4.9830e-05 - loss: 0.0029 - UP: 74.23% UR: 41.79% UF: 53.48% P: 74.15% R: 41.75% F: 53.42%
167
+ 2023-02-16 22:40:40 INFO dev: loss: nan - UP: 64.99% UR: 21.43% UF: 32.23% P: 63.12% R: 20.81% F: 31.30%
168
+ 2023-02-16 22:40:46 INFO test: loss: nan - UP: 58.14% UR: 20.52% UF: 30.33% P: 56.89% R: 20.07% F: 29.67%
169
+ 2023-02-16 22:40:53 INFO 0:01:03.015768s elapsed (saved)
170
+
171
+ 2023-02-16 22:40:53 INFO Epoch 18 / 5000:
172
+ 2023-02-16 22:41:45 INFO lr: 4.9820e-05 - loss: 0.0005 - UP: 75.11% UR: 45.34% UF: 56.54% P: 75.04% R: 45.30% F: 56.50%
173
+ 2023-02-16 22:41:52 INFO dev: loss: nan - UP: 51.12% UR: 30.17% UF: 37.95% P: 49.66% R: 29.31% F: 36.86%
174
+ 2023-02-16 22:41:57 INFO test: loss: nan - UP: 47.75% UR: 30.55% UF: 37.26% P: 46.00% R: 29.43% F: 35.90%
175
+ 2023-02-16 22:42:05 INFO 0:01:03.980388s elapsed (saved)
176
+
177
+ 2023-02-16 22:42:05 INFO Epoch 19 / 5000:
178
+ 2023-02-16 22:42:57 INFO lr: 4.9810e-05 - loss: 0.0091 - UP: 74.97% UR: 48.01% UF: 58.53% P: 74.91% R: 47.97% F: 58.49%
179
+ 2023-02-16 22:43:03 INFO dev: loss: nan - UP: 50.68% UR: 33.81% UF: 40.56% P: 48.92% R: 32.64% F: 39.16%
180
+ 2023-02-16 22:43:09 INFO test: loss: nan - UP: 48.60% UR: 35.69% UF: 41.15% P: 46.73% R: 34.31% F: 39.57%
181
+ 2023-02-16 22:43:17 INFO 0:01:03.736957s elapsed (saved)
182
+
183
+ 2023-02-16 22:43:17 INFO Epoch 20 / 5000:
184
+ 2023-02-16 22:44:09 INFO lr: 4.9800e-05 - loss: 0.0022 - UP: 78.73% UR: 52.75% UF: 63.17% P: 78.67% R: 52.71% F: 63.13%
185
+ 2023-02-16 22:44:15 INFO dev: loss: nan - UP: 54.46% UR: 33.99% UF: 41.85% P: 52.90% R: 33.02% F: 40.66%
186
+ 2023-02-16 22:44:21 INFO test: loss: nan - UP: 49.69% UR: 33.57% UF: 40.07% P: 48.22% R: 32.58% F: 38.89%
187
+ 2023-02-16 22:44:29 INFO 0:01:04.000980s elapsed (saved)
188
+
189
+ 2023-02-16 22:44:29 INFO Epoch 21 / 5000:
190
+ 2023-02-16 22:45:20 INFO lr: 4.9790e-05 - loss: 0.0009 - UP: 79.23% UR: 54.20% UF: 64.36% P: 79.17% R: 54.16% F: 64.32%
191
+ 2023-02-16 22:45:26 INFO dev: loss: nan - UP: 50.68% UR: 36.26% UF: 42.27% P: 49.32% R: 35.29% F: 41.14%
192
+ 2023-02-16 22:45:32 INFO test: loss: nan - UP: 47.61% UR: 36.13% UF: 41.08% P: 46.19% R: 35.05% F: 39.86%
193
+ 2023-02-16 22:45:40 INFO 0:01:03.450542s elapsed (saved)
194
+
195
+ 2023-02-16 22:45:40 INFO Epoch 22 / 5000:
196
+ 2023-02-16 22:46:32 INFO lr: 4.9780e-05 - loss: 0.0004 - UP: 77.06% UR: 52.79% UF: 62.66% P: 76.89% R: 52.68% F: 62.52%
197
+ 2023-02-16 22:46:38 INFO dev: loss: nan - UP: 55.71% UR: 30.88% UF: 39.73% P: 54.24% R: 30.06% F: 38.68%
198
+ 2023-02-16 22:46:44 INFO test: loss: nan - UP: 51.57% UR: 31.65% UF: 39.22% P: 49.98% R: 30.68% F: 38.02%
199
+ 2023-02-16 22:46:44 INFO 0:01:03.611443s elapsed
200
+
201
+ 2023-02-16 22:46:44 INFO Epoch 23 / 5000:
202
+ 2023-02-16 22:47:34 INFO lr: 4.9770e-05 - loss: 0.0034 - UP: 80.96% UR: 55.77% UF: 66.04% P: 80.77% R: 55.64% F: 65.89%
203
+ 2023-02-16 22:47:41 INFO dev: loss: nan - UP: 52.69% UR: 34.39% UF: 41.61% P: 51.17% R: 33.39% F: 40.41%
204
+ 2023-02-16 22:47:47 INFO test: loss: nan - UP: 48.62% UR: 34.73% UF: 40.52% P: 46.79% R: 33.42% F: 38.99%
205
+ 2023-02-16 22:47:47 INFO 0:01:02.988585s elapsed
206
+
207
+ 2023-02-16 22:47:47 INFO Epoch 24 / 5000:
208
+ 2023-02-16 22:48:38 INFO lr: 4.9760e-05 - loss: 0.0024 - UP: 80.36% UR: 60.57% UF: 69.08% P: 80.29% R: 60.52% F: 69.02%
209
+ 2023-02-16 22:48:44 INFO dev: loss: nan - UP: 63.22% UR: 28.71% UF: 39.49% P: 61.56% R: 27.96% F: 38.46%
210
+ 2023-02-16 22:48:50 INFO test: loss: nan - UP: 58.56% UR: 29.56% UF: 39.29% P: 56.76% R: 28.65% F: 38.08%
211
+ 2023-02-16 22:48:50 INFO 0:01:03.143710s elapsed
212
+
213
+ 2023-02-16 22:48:50 INFO Epoch 25 / 5000:
214
+ 2023-02-16 22:49:41 INFO lr: 4.9750e-05 - loss: 0.0046 - UP: 83.15% UR: 64.54% UF: 72.67% P: 83.13% R: 64.53% F: 72.65%
215
+ 2023-02-16 22:49:47 INFO dev: loss: nan - UP: 53.96% UR: 39.57% UF: 45.66% P: 52.30% R: 38.36% F: 44.26%
216
+ 2023-02-16 22:49:53 INFO test: loss: nan - UP: 49.84% UR: 39.40% UF: 44.01% P: 48.10% R: 38.03% F: 42.48%
217
+ 2023-02-16 22:50:00 INFO 0:01:02.901514s elapsed (saved)
218
+
219
+ 2023-02-16 22:50:00 INFO Epoch 26 / 5000:
220
+ 2023-02-16 22:50:52 INFO lr: 4.9740e-05 - loss: 0.0026 - UP: 84.80% UR: 64.97% UF: 73.57% P: 84.76% R: 64.94% F: 73.54%
221
+ 2023-02-16 22:50:58 INFO dev: loss: nan - UP: 46.84% UR: 43.21% UF: 44.95% P: 45.69% R: 42.15% F: 43.85%
222
+ 2023-02-16 22:51:04 INFO test: loss: nan - UP: 44.10% UR: 43.06% UF: 43.57% P: 42.72% R: 41.71% F: 42.21%
223
+ 2023-02-16 22:51:04 INFO 0:01:03.697896s elapsed
224
+
225
+ 2023-02-16 22:51:04 INFO Epoch 27 / 5000:
226
+ 2023-02-16 22:51:55 INFO lr: 4.9730e-05 - loss: 0.0142 - UP: 78.74% UR: 56.96% UF: 66.10% P: 78.69% R: 56.92% F: 66.05%
227
+ 2023-02-16 22:52:01 INFO dev: loss: nan - UP: 48.47% UR: 39.55% UF: 43.56% P: 46.82% R: 38.20% F: 42.08%
228
+ 2023-02-16 22:52:07 INFO test: loss: nan - UP: 44.70% UR: 36.19% UF: 40.00% P: 43.29% R: 35.05% F: 38.74%
229
+ 2023-02-16 22:52:07 INFO 0:01:02.852778s elapsed
230
+
231
+ 2023-02-16 22:52:07 INFO Epoch 28 / 5000:
232
+ 2023-02-16 22:52:58 INFO lr: 4.9720e-05 - loss: 0.0050 - UP: 73.94% UR: 49.66% UF: 59.41% P: 73.72% R: 49.51% F: 59.24%
233
+ 2023-02-16 22:53:04 INFO dev: loss: nan - UP: 65.95% UR: 12.82% UF: 21.47% P: 62.20% R: 12.09% F: 20.25%
234
+ 2023-02-16 22:53:10 INFO test: loss: nan - UP: 60.15% UR: 13.78% UF: 22.42% P: 54.89% R: 12.57% F: 20.46%
235
+ 2023-02-16 22:53:10 INFO 0:01:03.268281s elapsed
236
+
237
+ 2023-02-16 22:53:10 INFO Epoch 29 / 5000:
238
+ 2023-02-16 22:54:01 INFO lr: 4.9710e-05 - loss: 0.0205 - UP: 73.40% UR: 43.90% UF: 54.94% P: 72.59% R: 43.42% F: 54.33%
239
+ 2023-02-16 22:54:07 INFO dev: loss: nan - UP: 60.26% UR: 25.67% UF: 36.00% P: 57.82% R: 24.63% F: 34.55%
240
+ 2023-02-16 22:54:13 INFO test: loss: nan - UP: 57.56% UR: 28.71% UF: 38.31% P: 55.40% R: 27.64% F: 36.88%
241
+ 2023-02-16 22:54:13 INFO 0:01:03.249830s elapsed
242
+
243
+ 2023-02-16 22:54:13 INFO Epoch 30 / 5000:
244
+ 2023-02-16 22:55:04 INFO lr: 4.9700e-05 - loss: 0.0039 - UP: 78.68% UR: 49.98% UF: 61.13% P: 78.50% R: 49.87% F: 60.99%
245
+ 2023-02-16 22:55:10 INFO dev: loss: nan - UP: 41.73% UR: 40.19% UF: 40.94% P: 40.67% R: 39.17% F: 39.91%
246
+ 2023-02-16 22:55:16 INFO test: loss: nan - UP: 41.83% UR: 39.55% UF: 40.66% P: 40.80% R: 38.58% F: 39.66%
247
+ 2023-02-16 22:55:16 INFO 0:01:02.980052s elapsed
248
+
249
+ 2023-02-16 22:55:16 INFO Epoch 31 / 5000:
250
+ 2023-02-16 22:56:07 INFO lr: 4.9690e-05 - loss: 0.0004 - UP: 80.39% UR: 60.49% UF: 69.03% P: 80.33% R: 60.44% F: 68.98%
251
+ 2023-02-16 22:56:13 INFO dev: loss: nan - UP: 62.37% UR: 31.65% UF: 41.99% P: 60.46% R: 30.68% F: 40.70%
252
+ 2023-02-16 22:56:19 INFO test: loss: nan - UP: 58.23% UR: 29.96% UF: 39.56% P: 55.98% R: 28.80% F: 38.03%
253
+ 2023-02-16 22:56:19 INFO 0:01:03.185707s elapsed
254
+
255
+ 2023-02-16 22:56:19 INFO Epoch 32 / 5000:
256
+ 2023-02-16 22:57:10 INFO lr: 4.9680e-05 - loss: 0.0042 - UP: 84.61% UR: 64.90% UF: 73.46% P: 84.59% R: 64.88% F: 73.43%
257
+ 2023-02-16 22:57:17 INFO dev: loss: nan - UP: 54.13% UR: 39.20% UF: 45.47% P: 52.51% R: 38.03% F: 44.11%
258
+ 2023-02-16 22:57:23 INFO test: loss: nan - UP: 51.79% UR: 37.95% UF: 43.80% P: 50.17% R: 36.76% F: 42.43%
259
+ 2023-02-16 22:57:23 INFO 0:01:03.130432s elapsed
260
+
261
+ 2023-02-16 22:57:23 INFO Epoch 33 / 5000:
262
+ 2023-02-16 22:58:14 INFO lr: 4.9670e-05 - loss: 0.0050 - UP: 85.31% UR: 68.69% UF: 76.10% P: 85.28% R: 68.66% F: 76.07%
263
+ 2023-02-16 22:58:20 INFO dev: loss: nan - UP: 53.54% UR: 40.94% UF: 46.40% P: 51.77% R: 39.59% F: 44.87%
264
+ 2023-02-16 22:58:26 INFO test: loss: nan - UP: 50.50% UR: 38.07% UF: 43.42% P: 48.79% R: 36.78% F: 41.95%
265
+ 2023-02-16 22:58:34 INFO 0:01:03.138376s elapsed (saved)
266
+
267
+ 2023-02-16 22:58:34 INFO Epoch 34 / 5000:
268
+ 2023-02-16 22:59:26 INFO lr: 4.9660e-05 - loss: 0.0065 - UP: 86.79% UR: 70.94% UF: 78.06% P: 86.77% R: 70.92% F: 78.05%
269
+ 2023-02-16 22:59:32 INFO dev: loss: nan - UP: 61.48% UR: 31.98% UF: 42.07% P: 59.44% R: 30.92% F: 40.68%
270
+ 2023-02-16 22:59:38 INFO test: loss: nan - UP: 56.74% UR: 32.47% UF: 41.31% P: 54.63% R: 31.27% F: 39.77%
271
+ 2023-02-16 22:59:38 INFO 0:01:04.285321s elapsed
272
+
273
+ 2023-02-16 22:59:38 INFO Epoch 35 / 5000:
274
+ 2023-02-16 23:00:29 INFO lr: 4.9650e-05 - loss: 0.0016 - UP: 87.07% UR: 73.83% UF: 79.90% P: 87.06% R: 73.82% F: 79.90%
275
+ 2023-02-16 23:00:35 INFO dev: loss: nan - UP: 59.83% UR: 36.53% UF: 45.36% P: 57.99% R: 35.40% F: 43.96%
276
+ 2023-02-16 23:00:41 INFO test: loss: nan - UP: 54.73% UR: 34.99% UF: 42.69% P: 52.94% R: 33.85% F: 41.29%
277
+ 2023-02-16 23:00:41 INFO 0:01:03.003546s elapsed
278
+
279
+ 2023-02-16 23:00:41 INFO Epoch 36 / 5000:
280
+ 2023-02-16 23:01:32 INFO lr: 4.9640e-05 - loss: 0.0030 - UP: 87.60% UR: 73.00% UF: 79.63% P: 87.60% R: 73.00% F: 79.63%
281
+ 2023-02-16 23:01:38 INFO dev: loss: nan - UP: 49.03% UR: 46.77% UF: 47.87% P: 47.27% R: 45.09% F: 46.15%
282
+ 2023-02-16 23:01:44 INFO test: loss: nan - UP: 46.60% UR: 43.88% UF: 45.20% P: 45.05% R: 42.43% F: 43.70%
283
+ 2023-02-16 23:01:52 INFO 0:01:03.060187s elapsed (saved)
284
+
285
+ 2023-02-16 23:01:52 INFO Epoch 37 / 5000:
286
+ 2023-02-16 23:02:44 INFO lr: 4.9630e-05 - loss: 0.0016 - UP: 87.27% UR: 74.71% UF: 80.50% P: 87.25% R: 74.69% F: 80.48%
287
+ 2023-02-16 23:02:50 INFO dev: loss: nan - UP: 55.41% UR: 42.35% UF: 48.01% P: 53.60% R: 40.96% F: 46.43%
288
+ 2023-02-16 23:02:56 INFO test: loss: nan - UP: 50.11% UR: 40.21% UF: 44.61% P: 48.55% R: 38.96% F: 43.23%
289
+ 2023-02-16 23:03:04 INFO 0:01:03.699790s elapsed (saved)
290
+
291
+ 2023-02-16 23:03:04 INFO Epoch 38 / 5000:
292
+ 2023-02-16 23:03:55 INFO lr: 4.9620e-05 - loss: 0.0024 - UP: 89.37% UR: 77.35% UF: 82.93% P: 89.37% R: 77.34% F: 82.92%
293
+ 2023-02-16 23:04:01 INFO dev: loss: nan - UP: 56.09% UR: 42.35% UF: 48.26% P: 54.17% R: 40.90% F: 46.60%
294
+ 2023-02-16 23:04:07 INFO test: loss: nan - UP: 53.45% UR: 40.74% UF: 46.24% P: 51.59% R: 39.32% F: 44.63%
295
+ 2023-02-16 23:04:15 INFO 0:01:03.763636s elapsed (saved)
296
+
297
+ 2023-02-16 23:04:15 INFO Epoch 39 / 5000:
298
+ 2023-02-16 23:05:07 INFO lr: 4.9610e-05 - loss: 0.0029 - UP: 89.96% UR: 77.31% UF: 83.16% P: 89.92% R: 77.28% F: 83.12%
299
+ 2023-02-16 23:05:13 INFO dev: loss: nan - UP: 50.64% UR: 46.17% UF: 48.30% P: 48.80% R: 44.49% F: 46.55%
300
+ 2023-02-16 23:05:19 INFO test: loss: nan - UP: 46.68% UR: 42.91% UF: 44.72% P: 44.56% R: 40.97% F: 42.69%
301
+ 2023-02-16 23:05:19 INFO 0:01:03.631633s elapsed
302
+
303
+ 2023-02-16 23:05:19 INFO Epoch 40 / 5000:
304
+ 2023-02-16 23:06:10 INFO lr: 4.9600e-05 - loss: 0.0053 - UP: 80.24% UR: 64.36% UF: 71.43% P: 80.17% R: 64.31% F: 71.37%
305
+ 2023-02-16 23:06:16 INFO dev: loss: nan - UP: 58.17% UR: 33.06% UF: 42.16% P: 56.12% R: 31.89% F: 40.67%
306
+ 2023-02-16 23:06:22 INFO test: loss: nan - UP: 54.14% UR: 30.55% UF: 39.06% P: 52.23% R: 29.47% F: 37.68%
307
+ 2023-02-16 23:06:22 INFO 0:01:03.066022s elapsed
308
+
309
+ 2023-02-16 23:06:22 INFO Epoch 41 / 5000:
310
+ 2023-02-16 23:07:13 INFO lr: 4.9590e-05 - loss: 0.0041 - UP: 85.36% UR: 65.51% UF: 74.13% P: 85.28% R: 65.45% F: 74.06%
311
+ 2023-02-16 23:07:19 INFO dev: loss: nan - UP: 57.31% UR: 31.32% UF: 40.50% P: 55.37% R: 30.26% F: 39.13%
312
+ 2023-02-16 23:07:25 INFO test: loss: nan - UP: 55.98% UR: 32.16% UF: 40.85% P: 53.44% R: 30.70% F: 39.00%
313
+ 2023-02-16 23:07:25 INFO 0:01:02.979816s elapsed
314
+
315
+ 2023-02-16 23:07:25 INFO Epoch 42 / 5000:
316
+ 2023-02-16 23:08:16 INFO lr: 4.9580e-05 - loss: 0.0049 - UP: 87.41% UR: 73.03% UF: 79.58% P: 87.35% R: 72.98% F: 79.52%
317
+ 2023-02-16 23:08:22 INFO dev: loss: nan - UP: 57.75% UR: 35.18% UF: 43.73% P: 56.05% R: 34.14% F: 42.44%
318
+ 2023-02-16 23:08:28 INFO test: loss: nan - UP: 54.90% UR: 35.98% UF: 43.47% P: 52.77% R: 34.59% F: 41.79%
319
+ 2023-02-16 23:08:28 INFO 0:01:03.375926s elapsed
320
+
321
+ 2023-02-16 23:08:28 INFO Epoch 43 / 5000:
322
+ 2023-02-16 23:09:20 INFO lr: 4.9570e-05 - loss: 0.0048 - UP: 88.85% UR: 76.63% UF: 82.29% P: 88.76% R: 76.56% F: 82.21%
323
+ 2023-02-16 23:09:26 INFO dev: loss: nan - UP: 54.52% UR: 39.37% UF: 45.73% P: 52.60% R: 37.98% F: 44.11%
324
+ 2023-02-16 23:09:32 INFO test: loss: nan - UP: 51.77% UR: 39.91% UF: 45.07% P: 49.38% R: 38.07% F: 43.00%
325
+ 2023-02-16 23:09:32 INFO 0:01:03.343977s elapsed
326
+
327
+ 2023-02-16 23:09:32 INFO Epoch 44 / 5000:
328
+ 2023-02-16 23:10:23 INFO lr: 4.9560e-05 - loss: 0.0024 - UP: 88.70% UR: 78.30% UF: 83.17% P: 88.67% R: 78.27% F: 83.15%
329
+ 2023-02-16 23:10:29 INFO dev: loss: nan - UP: 55.09% UR: 43.50% UF: 48.61% P: 53.30% R: 42.09% F: 47.03%
330
+ 2023-02-16 23:10:35 INFO test: loss: nan - UP: 52.25% UR: 40.69% UF: 45.75% P: 50.03% R: 38.96% F: 43.81%
331
+ 2023-02-16 23:10:43 INFO 0:01:02.995553s elapsed (saved)
332
+
333
+ 2023-02-16 23:10:43 INFO Epoch 45 / 5000:
334
+ 2023-02-16 23:11:34 INFO lr: 4.9550e-05 - loss: 0.0017 - UP: 90.81% UR: 79.60% UF: 84.84% P: 90.74% R: 79.54% F: 84.77%
335
+ 2023-02-16 23:11:40 INFO dev: loss: nan - UP: 52.33% UR: 43.65% UF: 47.60% P: 50.29% R: 41.96% F: 45.75%
336
+ 2023-02-16 23:11:46 INFO test: loss: nan - UP: 50.16% UR: 42.32% UF: 45.91% P: 47.81% R: 40.33% F: 43.75%
337
+ 2023-02-16 23:11:46 INFO 0:01:03.555181s elapsed
338
+
339
+ 2023-02-16 23:11:46 INFO Epoch 46 / 5000:
340
+ 2023-02-16 23:12:37 INFO lr: 4.9540e-05 - loss: 0.0025 - UP: 88.78% UR: 79.66% UF: 83.97% P: 88.70% R: 79.59% F: 83.90%
341
+ 2023-02-16 23:12:43 INFO dev: loss: nan - UP: 56.06% UR: 40.01% UF: 46.70% P: 54.21% R: 38.69% F: 45.15%
342
+ 2023-02-16 23:12:49 INFO test: loss: nan - UP: 53.08% UR: 39.19% UF: 45.09% P: 50.64% R: 37.40% F: 43.02%
343
+ 2023-02-16 23:12:49 INFO 0:01:02.838211s elapsed
344
+
345
+ 2023-02-16 23:12:49 INFO Epoch 47 / 5000:
346
+ 2023-02-16 23:13:40 INFO lr: 4.9530e-05 - loss: 0.0027 - UP: 89.68% UR: 80.10% UF: 84.62% P: 89.65% R: 80.07% F: 84.59%
347
+ 2023-02-16 23:13:46 INFO dev: loss: nan - UP: 61.36% UR: 35.82% UF: 45.23% P: 59.66% R: 34.83% F: 43.98%
348
+ 2023-02-16 23:13:52 INFO test: loss: nan - UP: 58.47% UR: 34.78% UF: 43.61% P: 55.91% R: 33.26% F: 41.71%
349
+ 2023-02-16 23:13:52 INFO 0:01:03.065028s elapsed
350
+
351
+ 2023-02-16 23:13:52 INFO Epoch 48 / 5000:
352
+ 2023-02-16 23:14:43 INFO lr: 4.9520e-05 - loss: 0.0192 - UP: 84.02% UR: 70.26% UF: 76.53% P: 82.94% R: 69.35% F: 75.54%
353
+ 2023-02-16 23:14:49 INFO dev: loss: nan - UP: 55.95% UR: 27.30% UF: 36.70% P: 53.82% R: 26.26% F: 35.30%
354
+ 2023-02-16 23:14:55 INFO test: loss: nan - UP: 51.28% UR: 29.56% UF: 37.50% P: 49.30% R: 28.42% F: 36.05%
355
+ 2023-02-16 23:14:55 INFO 0:01:02.797024s elapsed
356
+
357
+ 2023-02-16 23:14:55 INFO Epoch 49 / 5000:
358
+ 2023-02-16 23:15:46 INFO lr: 4.9510e-05 - loss: 0.0172 - UP: 82.10% UR: 63.14% UF: 71.38% P: 81.52% R: 62.69% F: 70.88%
359
+ 2023-02-16 23:15:52 INFO dev: loss: nan - UP: 54.60% UR: 21.10% UF: 30.44% P: 52.43% R: 20.26% F: 29.23%
360
+ 2023-02-16 23:15:58 INFO test: loss: nan - UP: 52.54% UR: 20.30% UF: 29.29% P: 50.52% R: 19.52% F: 28.16%
361
+ 2023-02-16 23:15:58 INFO 0:01:03.081389s elapsed
362
+
363
+ 2023-02-16 23:15:58 INFO Epoch 50 / 5000:
364
+ 2023-02-16 23:16:49 INFO lr: 4.9500e-05 - loss: 0.0041 - UP: 75.35% UR: 52.36% UF: 61.79% P: 74.59% R: 51.83% F: 61.16%
365
+ 2023-02-16 23:16:55 INFO dev: loss: nan - UP: 48.89% UR: 39.86% UF: 43.91% P: 47.08% R: 38.38% F: 42.29%
366
+ 2023-02-16 23:17:01 INFO test: loss: nan - UP: 44.32% UR: 36.00% UF: 39.73% P: 42.63% R: 34.63% F: 38.21%
367
+ 2023-02-16 23:17:01 INFO 0:01:03.036366s elapsed
368
+
369
+ 2023-02-16 23:17:01 INFO Epoch 51 / 5000:
370
+ 2023-02-16 23:17:52 INFO lr: 4.9490e-05 - loss: 0.0060 - UP: 78.96% UR: 55.73% UF: 65.34% P: 78.61% R: 55.49% F: 65.05%
371
+ 2023-02-16 23:17:58 INFO dev: loss: nan - UP: 58.92% UR: 33.17% UF: 42.45% P: 56.53% R: 31.83% F: 40.72%
372
+ 2023-02-16 23:18:04 INFO test: loss: nan - UP: 51.83% UR: 29.96% UF: 37.97% P: 49.82% R: 28.80% F: 36.50%
373
+ 2023-02-16 23:18:04 INFO 0:01:03.266851s elapsed
374
+
375
+ 2023-02-16 23:18:04 INFO Epoch 52 / 5000:
376
+ 2023-02-16 23:18:56 INFO lr: 4.9480e-05 - loss: 0.0020 - UP: 82.11% UR: 66.04% UF: 73.20% P: 81.95% R: 65.92% F: 73.07%
377
+ 2023-02-16 23:19:02 INFO dev: loss: nan - UP: 58.95% UR: 35.09% UF: 44.00% P: 56.77% R: 33.79% F: 42.36%
378
+ 2023-02-16 23:19:08 INFO test: loss: nan - UP: 54.45% UR: 33.09% UF: 41.16% P: 52.99% R: 32.20% F: 40.06%
379
+ 2023-02-16 23:19:08 INFO 0:01:03.119276s elapsed
380
+
381
+ 2023-02-16 23:19:08 INFO Epoch 53 / 5000:
382
+ 2023-02-16 23:19:59 INFO lr: 4.9470e-05 - loss: 0.0003 - UP: 87.65% UR: 72.83% UF: 79.55% P: 87.60% R: 72.79% F: 79.51%
383
+ 2023-02-16 23:20:05 INFO dev: loss: nan - UP: 52.39% UR: 42.86% UF: 47.15% P: 50.18% R: 41.05% F: 45.16%
384
+ 2023-02-16 23:20:11 INFO test: loss: nan - UP: 47.27% UR: 40.23% UF: 43.47% P: 45.58% R: 38.79% F: 41.91%
385
+ 2023-02-16 23:20:11 INFO 0:01:02.980022s elapsed
386
+
387
+ 2023-02-16 23:20:11 INFO Epoch 54 / 5000:
388
+ 2023-02-16 23:21:02 INFO lr: 4.9460e-05 - loss: 0.0038 - UP: 88.45% UR: 76.38% UF: 81.97% P: 88.38% R: 76.32% F: 81.91%
389
+ 2023-02-16 23:21:08 INFO dev: loss: nan - UP: 57.17% UR: 39.53% UF: 46.74% P: 55.22% R: 38.18% F: 45.15%
390
+ 2023-02-16 23:21:14 INFO test: loss: nan - UP: 52.23% UR: 37.19% UF: 43.44% P: 50.92% R: 36.26% F: 42.35%
391
+ 2023-02-16 23:21:14 INFO 0:01:03.019768s elapsed
392
+
393
+ 2023-02-16 23:21:14 INFO Epoch 55 / 5000:
394
+ 2023-02-16 23:22:05 INFO lr: 4.9450e-05 - loss: 0.0015 - UP: 90.20% UR: 79.26% UF: 84.38% P: 90.18% R: 79.24% F: 84.36%
395
+ 2023-02-16 23:22:11 INFO dev: loss: nan - UP: 56.53% UR: 42.88% UF: 48.77% P: 54.44% R: 41.29% F: 46.96%
396
+ 2023-02-16 23:22:17 INFO test: loss: nan - UP: 49.28% UR: 38.14% UF: 43.00% P: 47.56% R: 36.81% F: 41.50%
397
+ 2023-02-16 23:22:17 INFO 0:01:03.093526s elapsed
398
+
399
+ 2023-02-16 23:22:17 INFO Epoch 56 / 5000:
400
+ 2023-02-16 23:23:08 INFO lr: 4.9440e-05 - loss: 0.0034 - UP: 89.58% UR: 80.72% UF: 84.92% P: 89.56% R: 80.71% F: 84.91%
401
+ 2023-02-16 23:23:14 INFO dev: loss: nan - UP: 57.16% UR: 37.98% UF: 45.64% P: 54.67% R: 36.33% F: 43.65%
402
+ 2023-02-16 23:23:20 INFO test: loss: nan - UP: 55.35% UR: 36.85% UF: 44.24% P: 53.03% R: 35.31% F: 42.39%
403
+ 2023-02-16 23:23:20 INFO 0:01:03.005547s elapsed
404
+
405
+ 2023-02-16 23:23:20 INFO Epoch 57 / 5000:
406
+ 2023-02-16 23:24:11 INFO lr: 4.9430e-05 - loss: 0.0014 - UP: 91.22% UR: 81.98% UF: 86.36% P: 91.16% R: 81.93% F: 86.30%
407
+ 2023-02-16 23:24:17 INFO dev: loss: nan - UP: 53.91% UR: 40.15% UF: 46.02% P: 51.93% R: 38.67% F: 44.33%
408
+ 2023-02-16 23:24:23 INFO test: loss: nan - UP: 52.36% UR: 39.57% UF: 45.08% P: 50.77% R: 38.37% F: 43.71%
409
+ 2023-02-16 23:24:23 INFO 0:01:03.418122s elapsed
410
+
411
+ 2023-02-16 23:24:23 INFO Epoch 58 / 5000:
412
+ 2023-02-16 23:25:14 INFO lr: 4.9420e-05 - loss: 0.0010 - UP: 90.78% UR: 81.20% UF: 85.72% P: 90.76% R: 81.18% F: 85.70%
413
+ 2023-02-16 23:25:20 INFO dev: loss: nan - UP: 54.81% UR: 40.72% UF: 46.73% P: 52.85% R: 39.26% F: 45.06%
414
+ 2023-02-16 23:25:26 INFO test: loss: nan - UP: 52.24% UR: 39.91% UF: 45.25% P: 50.69% R: 38.73% F: 43.91%
415
+ 2023-02-16 23:25:26 INFO 0:01:03.305536s elapsed
416
+
417
+ 2023-02-16 23:25:26 INFO Epoch 59 / 5000:
418
+ 2023-02-16 23:26:17 INFO lr: 4.9410e-05 - loss: 0.0015 - UP: 91.24% UR: 84.04% UF: 87.49% P: 91.23% R: 84.03% F: 87.48%
419
+ 2023-02-16 23:26:23 INFO dev: loss: nan - UP: 55.29% UR: 42.31% UF: 47.94% P: 53.39% R: 40.85% F: 46.29%
420
+ 2023-02-16 23:26:29 INFO test: loss: nan - UP: 53.74% UR: 40.27% UF: 46.04% P: 52.35% R: 39.24% F: 44.86%
421
+ 2023-02-16 23:26:29 INFO 0:01:02.980598s elapsed
422
+
423
+ 2023-02-16 23:26:29 INFO Epoch 60 / 5000:
424
+ 2023-02-16 23:27:20 INFO lr: 4.9400e-05 - loss: 0.0022 - UP: 92.21% UR: 83.72% UF: 87.76% P: 92.20% R: 83.72% F: 87.76%
425
+ 2023-02-16 23:27:26 INFO dev: loss: nan - UP: 59.62% UR: 35.69% UF: 44.65% P: 57.85% R: 34.63% F: 43.32%
426
+ 2023-02-16 23:27:32 INFO test: loss: nan - UP: 55.95% UR: 35.39% UF: 43.35% P: 54.48% R: 34.46% F: 42.22%
427
+ 2023-02-16 23:27:32 INFO 0:01:03.068434s elapsed
428
+
429
+ 2023-02-16 23:27:32 INFO Epoch 61 / 5000:
430
+ 2023-02-16 23:28:24 INFO lr: 4.9390e-05 - loss: 0.0018 - UP: 92.43% UR: 85.71% UF: 88.95% P: 92.43% R: 85.71% F: 88.95%
431
+ 2023-02-16 23:28:30 INFO dev: loss: nan - UP: 48.68% UR: 49.37% UF: 49.02% P: 46.99% R: 47.65% F: 47.32%
432
+ 2023-02-16 23:28:36 INFO test: loss: nan - UP: 44.75% UR: 47.18% UF: 45.93% P: 43.23% R: 45.57% F: 44.37%
433
+ 2023-02-16 23:28:43 INFO 0:01:03.176343s elapsed (saved)
434
+
435
+ 2023-02-16 23:28:43 INFO Epoch 62 / 5000:
436
+ 2023-02-16 23:29:35 INFO lr: 4.9380e-05 - loss: 0.0004 - UP: 92.88% UR: 84.93% UF: 88.73% P: 92.87% R: 84.92% F: 88.72%
437
+ 2023-02-16 23:29:41 INFO dev: loss: nan - UP: 56.44% UR: 42.93% UF: 48.77% P: 54.64% R: 41.56% F: 47.21%
438
+ 2023-02-16 23:29:47 INFO test: loss: nan - UP: 51.12% UR: 39.87% UF: 44.80% P: 49.47% R: 38.58% F: 43.35%
439
+ 2023-02-16 23:29:47 INFO 0:01:03.460943s elapsed
440
+
441
+ 2023-02-16 23:29:47 INFO Epoch 63 / 5000:
442
+ 2023-02-16 23:30:38 INFO lr: 4.9370e-05 - loss: 0.0005 - UP: 92.30% UR: 85.22% UF: 88.62% P: 92.29% R: 85.21% F: 88.61%
443
+ 2023-02-16 23:30:44 INFO dev: loss: nan - UP: 57.63% UR: 39.66% UF: 46.99% P: 55.55% R: 38.23% F: 45.29%
444
+ 2023-02-16 23:30:50 INFO test: loss: nan - UP: 54.93% UR: 37.69% UF: 44.71% P: 53.17% R: 36.49% F: 43.28%
445
+ 2023-02-16 23:30:50 INFO 0:01:02.996682s elapsed
446
+
447
+ 2023-02-16 23:30:50 INFO Epoch 64 / 5000:
448
+ 2023-02-16 23:31:41 INFO lr: 4.9360e-05 - loss: 0.0015 - UP: 92.56% UR: 87.00% UF: 89.70% P: 92.56% R: 87.00% F: 89.70%
449
+ 2023-02-16 23:31:47 INFO dev: loss: nan - UP: 56.75% UR: 40.92% UF: 47.55% P: 54.73% R: 39.46% F: 45.86%
450
+ 2023-02-16 23:31:53 INFO test: loss: nan - UP: 53.23% UR: 38.35% UF: 44.58% P: 51.58% R: 37.16% F: 43.20%
451
+ 2023-02-16 23:31:53 INFO 0:01:03.011121s elapsed
452
+
453
+ 2023-02-16 23:31:53 INFO Epoch 65 / 5000:
454
+ 2023-02-16 23:32:44 INFO lr: 4.9350e-05 - loss: 0.0010 - UP: 93.52% UR: 88.31% UF: 90.84% P: 93.52% R: 88.31% F: 90.84%
455
+ 2023-02-16 23:32:50 INFO dev: loss: nan - UP: 57.02% UR: 42.86% UF: 48.94% P: 55.11% R: 41.43% F: 47.30%
456
+ 2023-02-16 23:32:56 INFO test: loss: nan - UP: 53.27% UR: 40.06% UF: 45.73% P: 51.67% R: 38.85% F: 44.36%
457
+ 2023-02-16 23:32:56 INFO 0:01:03.044951s elapsed
458
+
459
+ 2023-02-16 23:32:56 INFO Epoch 66 / 5000:
460
+ 2023-02-16 23:33:47 INFO lr: 4.9340e-05 - loss: 0.0019 - UP: 94.42% UR: 89.45% UF: 91.87% P: 94.42% R: 89.45% F: 91.87%
461
+ 2023-02-16 23:33:53 INFO dev: loss: nan - UP: 58.06% UR: 40.61% UF: 47.79% P: 55.98% R: 39.15% F: 46.08%
462
+ 2023-02-16 23:33:59 INFO test: loss: nan - UP: 54.04% UR: 38.54% UF: 44.99% P: 52.50% R: 37.44% F: 43.71%
463
+ 2023-02-16 23:33:59 INFO 0:01:03.001473s elapsed
464
+
465
+ 2023-02-16 23:33:59 INFO Epoch 67 / 5000:
466
+ 2023-02-16 23:34:50 INFO lr: 4.9330e-05 - loss: 0.0001 - UP: 93.80% UR: 89.99% UF: 91.86% P: 93.80% R: 89.99% F: 91.86%
467
+ 2023-02-16 23:34:56 INFO dev: loss: nan - UP: 55.91% UR: 43.52% UF: 48.95% P: 54.13% R: 42.13% F: 47.38%
468
+ 2023-02-16 23:35:02 INFO test: loss: nan - UP: 51.84% UR: 41.09% UF: 45.85% P: 50.29% R: 39.87% F: 44.48%
469
+ 2023-02-16 23:35:10 INFO 0:01:03.309809s elapsed (saved)
470
+
471
+ 2023-02-16 23:35:10 INFO Epoch 68 / 5000:
472
+ 2023-02-16 23:36:01 INFO lr: 4.9320e-05 - loss: 0.0027 - UP: 93.49% UR: 88.94% UF: 91.16% P: 93.49% R: 88.94% F: 91.16%
473
+ 2023-02-16 23:36:08 INFO dev: loss: nan - UP: 57.62% UR: 42.29% UF: 48.78% P: 55.61% R: 40.81% F: 47.07%
474
+ 2023-02-16 23:36:13 INFO test: loss: nan - UP: 52.91% UR: 39.89% UF: 45.49% P: 51.09% R: 38.52% F: 43.92%
475
+ 2023-02-16 23:36:13 INFO 0:01:03.449720s elapsed
476
+
477
+ 2023-02-16 23:36:13 INFO Epoch 69 / 5000:
478
+ 2023-02-16 23:37:04 INFO lr: 4.9310e-05 - loss: 0.0023 - UP: 94.60% UR: 90.11% UF: 92.30% P: 94.59% R: 90.10% F: 92.29%
479
+ 2023-02-16 23:37:10 INFO dev: loss: nan - UP: 55.53% UR: 43.08% UF: 48.52% P: 53.66% R: 41.62% F: 46.88%
480
+ 2023-02-16 23:37:16 INFO test: loss: nan - UP: 51.35% UR: 40.46% UF: 45.26% P: 49.75% R: 39.19% F: 43.84%
481
+ 2023-02-16 23:37:16 INFO 0:01:02.983957s elapsed
482
+
483
+ 2023-02-16 23:37:16 INFO Epoch 70 / 5000:
484
+ 2023-02-16 23:38:07 INFO lr: 4.9300e-05 - loss: 0.0012 - UP: 94.53% UR: 90.70% UF: 92.57% P: 94.53% R: 90.70% F: 92.57%
485
+ 2023-02-16 23:38:14 INFO dev: loss: nan - UP: 60.50% UR: 40.43% UF: 48.47% P: 58.39% R: 39.02% F: 46.78%
486
+ 2023-02-16 23:38:20 INFO test: loss: nan - UP: 55.48% UR: 37.54% UF: 44.78% P: 53.86% R: 36.45% F: 43.47%
487
+ 2023-02-16 23:38:20 INFO 0:01:03.103249s elapsed
488
+
489
+ 2023-02-16 23:38:20 INFO Epoch 71 / 5000:
490
+ 2023-02-16 23:39:11 INFO lr: 4.9290e-05 - loss: 0.0016 - UP: 95.14% UR: 90.88% UF: 92.96% P: 95.13% R: 90.87% F: 92.95%
491
+ 2023-02-16 23:39:17 INFO dev: loss: nan - UP: 57.22% UR: 42.95% UF: 49.07% P: 55.37% R: 41.56% F: 47.48%
492
+ 2023-02-16 23:39:23 INFO test: loss: nan - UP: 52.63% UR: 40.33% UF: 45.67% P: 51.06% R: 39.13% F: 44.31%
493
+ 2023-02-16 23:39:30 INFO 0:01:03.296435s elapsed (saved)
494
+
495
+ 2023-02-16 23:39:30 INFO Epoch 72 / 5000:
496
+ 2023-02-16 23:40:22 INFO lr: 4.9280e-05 - loss: 0.0007 - UP: 94.99% UR: 91.61% UF: 93.27% P: 94.99% R: 91.61% F: 93.27%
497
+ 2023-02-16 23:40:28 INFO dev: loss: nan - UP: 58.42% UR: 42.18% UF: 48.99% P: 56.65% R: 40.90% F: 47.50%
498
+ 2023-02-16 23:40:34 INFO test: loss: nan - UP: 54.70% UR: 39.87% UF: 46.12% P: 52.99% R: 38.62% F: 44.68%
499
+ 2023-02-16 23:40:42 INFO 0:01:03.860403s elapsed (saved)
500
+
501
+ 2023-02-16 23:40:42 INFO Epoch 73 / 5000:
502
+ 2023-02-16 23:41:34 INFO lr: 4.9270e-05 - loss: 0.0005 - UP: 95.30% UR: 91.69% UF: 93.46% P: 95.30% R: 91.69% F: 93.46%
503
+ 2023-02-16 23:41:40 INFO dev: loss: nan - UP: 54.29% UR: 46.63% UF: 50.17% P: 52.36% R: 44.98% F: 48.39%
504
+ 2023-02-16 23:41:46 INFO test: loss: nan - UP: 50.45% UR: 43.06% UF: 46.46% P: 48.76% R: 41.62% F: 44.91%
505
+ 2023-02-16 23:41:54 INFO 0:01:03.833325s elapsed (saved)
506
+
507
+ 2023-02-16 23:41:54 INFO Epoch 74 / 5000:
508
+ 2023-02-16 23:42:45 INFO lr: 4.9260e-05 - loss: 0.0001 - UP: 95.25% UR: 92.52% UF: 93.87% P: 95.25% R: 92.52% F: 93.87%
509
+ 2023-02-16 23:42:51 INFO dev: loss: nan - UP: 59.09% UR: 42.49% UF: 49.43% P: 57.15% R: 41.09% F: 47.81%
510
+ 2023-02-16 23:42:57 INFO test: loss: nan - UP: 54.55% UR: 39.62% UF: 45.90% P: 52.89% R: 38.41% F: 44.50%
511
+ 2023-02-16 23:42:57 INFO 0:01:03.376446s elapsed
512
+
513
+ 2023-02-16 23:42:57 INFO Epoch 75 / 5000:
514
+ 2023-02-16 23:43:48 INFO lr: 4.9250e-05 - loss: 0.0001 - UP: 95.81% UR: 92.67% UF: 94.21% P: 95.81% R: 92.67% F: 94.21%
515
+ 2023-02-16 23:43:54 INFO dev: loss: nan - UP: 60.45% UR: 39.26% UF: 47.61% P: 58.55% R: 38.03% F: 46.11%
516
+ 2023-02-16 23:44:00 INFO test: loss: nan - UP: 56.36% UR: 37.82% UF: 45.26% P: 54.63% R: 36.66% F: 43.87%
517
+ 2023-02-16 23:44:00 INFO 0:01:03.015010s elapsed
518
+
519
+ 2023-02-16 23:44:00 INFO Epoch 76 / 5000:
520
+ 2023-02-16 23:44:51 INFO lr: 4.9240e-05 - loss: 0.0001 - UP: 95.55% UR: 92.35% UF: 93.92% P: 95.55% R: 92.35% F: 93.92%
521
+ 2023-02-16 23:44:57 INFO dev: loss: nan - UP: 56.79% UR: 43.28% UF: 49.12% P: 54.94% R: 41.87% F: 47.52%
522
+ 2023-02-16 23:45:03 INFO test: loss: nan - UP: 51.91% UR: 41.14% UF: 45.90% P: 50.25% R: 39.83% F: 44.44%
523
+ 2023-02-16 23:45:03 INFO 0:01:03.135326s elapsed
524
+
525
+ 2023-02-16 23:45:03 INFO Epoch 77 / 5000:
526
+ 2023-02-16 23:45:54 INFO lr: 4.9230e-05 - loss: 0.0009 - UP: 96.06% UR: 93.55% UF: 94.79% P: 96.06% R: 93.55% F: 94.79%
527
+ 2023-02-16 23:46:00 INFO dev: loss: nan - UP: 55.46% UR: 44.91% UF: 49.63% P: 53.61% R: 43.41% F: 47.98%
528
+ 2023-02-16 23:46:06 INFO test: loss: nan - UP: 52.57% UR: 43.59% UF: 47.66% P: 50.87% R: 42.17% F: 46.11%
529
+ 2023-02-16 23:46:06 INFO 0:01:03.017613s elapsed
530
+
531
+ 2023-02-16 23:46:06 INFO Epoch 78 / 5000:
532
+ 2023-02-16 23:46:57 INFO lr: 4.9220e-05 - loss: 0.0005 - UP: 96.37% UR: 93.86% UF: 95.10% P: 96.37% R: 93.86% F: 95.10%
533
+ 2023-02-16 23:47:03 INFO dev: loss: nan - UP: 59.02% UR: 42.11% UF: 49.15% P: 57.07% R: 40.72% F: 47.53%
534
+ 2023-02-16 23:47:09 INFO test: loss: nan - UP: 55.13% UR: 40.00% UF: 46.36% P: 53.41% R: 38.75% F: 44.91%
535
+ 2023-02-16 23:47:09 INFO 0:01:03.082911s elapsed
536
+
537
+ 2023-02-16 23:47:09 INFO Epoch 79 / 5000:
538
+ 2023-02-16 23:48:00 INFO lr: 4.9210e-05 - loss: 0.0011 - UP: 96.12% UR: 93.73% UF: 94.91% P: 96.12% R: 93.73% F: 94.91%
539
+ 2023-02-16 23:48:07 INFO dev: loss: nan - UP: 58.81% UR: 43.04% UF: 49.70% P: 56.91% R: 41.65% F: 48.09%
540
+ 2023-02-16 23:48:12 INFO test: loss: nan - UP: 54.66% UR: 41.47% UF: 47.16% P: 52.91% R: 40.14% F: 45.65%
541
+ 2023-02-16 23:48:12 INFO 0:01:03.262677s elapsed
542
+
543
+ 2023-02-16 23:48:12 INFO Epoch 80 / 5000:
544
+ 2023-02-16 23:49:04 INFO lr: 4.9200e-05 - loss: 0.0011 - UP: 95.59% UR: 93.62% UF: 94.60% P: 95.57% R: 93.60% F: 94.58%
545
+ 2023-02-16 23:49:10 INFO dev: loss: nan - UP: 65.40% UR: 35.00% UF: 45.60% P: 63.18% R: 33.81% F: 44.05%
546
+ 2023-02-16 23:49:16 INFO test: loss: nan - UP: 61.49% UR: 33.57% UF: 43.43% P: 59.56% R: 32.52% F: 42.07%
547
+ 2023-02-16 23:49:16 INFO 0:01:03.043804s elapsed
548
+
549
+ 2023-02-16 23:49:16 INFO Epoch 81 / 5000:
550
+ 2023-02-16 23:50:06 INFO lr: 4.9190e-05 - loss: 0.0005 - UP: 93.95% UR: 89.80% UF: 91.83% P: 93.94% R: 89.79% F: 91.82%
551
+ 2023-02-16 23:50:12 INFO dev: loss: nan - UP: 60.25% UR: 41.71% UF: 49.30% P: 58.14% R: 40.26% F: 47.57%
552
+ 2023-02-16 23:50:18 INFO test: loss: nan - UP: 56.36% UR: 40.23% UF: 46.95% P: 54.26% R: 38.73% F: 45.20%
553
+ 2023-02-16 23:50:18 INFO 0:01:02.811692s elapsed
554
+
555
+ 2023-02-16 23:50:18 INFO Epoch 82 / 5000:
556
+ 2023-02-16 23:51:09 INFO lr: 4.9180e-05 - loss: 0.0001 - UP: 96.00% UR: 93.77% UF: 94.87% P: 96.00% R: 93.77% F: 94.87%
557
+ 2023-02-16 23:51:15 INFO dev: loss: nan - UP: 59.72% UR: 41.78% UF: 49.16% P: 57.95% R: 40.54% F: 47.71%
558
+ 2023-02-16 23:51:21 INFO test: loss: nan - UP: 56.03% UR: 40.35% UF: 46.92% P: 54.21% R: 39.05% F: 45.39%
559
+ 2023-02-16 23:51:21 INFO 0:01:03.037942s elapsed
560
+
561
+ 2023-02-16 23:51:21 INFO Epoch 83 / 5000:
562
+ 2023-02-16 23:52:12 INFO lr: 4.9170e-05 - loss: 0.0011 - UP: 95.59% UR: 90.53% UF: 92.99% P: 95.59% R: 90.53% F: 92.99%
563
+ 2023-02-16 23:52:18 INFO dev: loss: nan - UP: 52.72% UR: 48.29% UF: 50.41% P: 51.11% R: 46.81% F: 48.87%
564
+ 2023-02-16 23:52:24 INFO test: loss: nan - UP: 50.96% UR: 45.76% UF: 48.22% P: 49.27% R: 44.24% F: 46.62%
565
+ 2023-02-16 23:52:32 INFO 0:01:02.930829s elapsed (saved)
566
+
567
+ 2023-02-16 23:52:32 INFO Epoch 84 / 5000:
568
+ 2023-02-16 23:53:24 INFO lr: 4.9160e-05 - loss: 0.0001 - UP: 95.69% UR: 92.05% UF: 93.84% P: 95.68% R: 92.05% F: 93.83%
569
+ 2023-02-16 23:53:30 INFO dev: loss: nan - UP: 54.44% UR: 45.75% UF: 49.72% P: 52.65% R: 44.25% F: 48.09%
570
+ 2023-02-16 23:53:36 INFO test: loss: nan - UP: 52.49% UR: 44.28% UF: 48.04% P: 50.71% R: 42.78% F: 46.41%
571
+ 2023-02-16 23:53:36 INFO 0:01:03.681307s elapsed
572
+
573
+ 2023-02-16 23:53:36 INFO Epoch 85 / 5000:
574
+ 2023-02-16 23:54:27 INFO lr: 4.9150e-05 - loss: 0.0010 - UP: 95.57% UR: 93.18% UF: 94.36% P: 95.54% R: 93.15% F: 94.33%
575
+ 2023-02-16 23:54:33 INFO dev: loss: nan - UP: 59.92% UR: 41.91% UF: 49.32% P: 57.90% R: 40.50% F: 47.66%
576
+ 2023-02-16 23:54:39 INFO test: loss: nan - UP: 57.15% UR: 38.75% UF: 46.18% P: 55.38% R: 37.54% F: 44.75%
577
+ 2023-02-16 23:54:39 INFO 0:01:03.169241s elapsed
578
+
579
+ 2023-02-16 23:54:39 INFO Epoch 86 / 5000:
580
+ 2023-02-16 23:55:30 INFO lr: 4.9140e-05 - loss: 0.0010 - UP: 96.58% UR: 93.22% UF: 94.87% P: 96.57% R: 93.20% F: 94.86%
581
+ 2023-02-16 23:55:36 INFO dev: loss: nan - UP: 60.98% UR: 40.39% UF: 48.59% P: 59.18% R: 39.20% F: 47.16%
582
+ 2023-02-16 23:55:42 INFO test: loss: nan - UP: 57.24% UR: 37.19% UF: 45.08% P: 55.51% R: 36.07% F: 43.72%
583
+ 2023-02-16 23:55:42 INFO 0:01:03.102762s elapsed
584
+
585
+ 2023-02-16 23:55:42 INFO Epoch 87 / 5000:
586
+ 2023-02-16 23:56:33 INFO lr: 4.9130e-05 - loss: 0.0014 - UP: 96.27% UR: 94.45% UF: 95.35% P: 96.27% R: 94.45% F: 95.35%
587
+ 2023-02-16 23:56:39 INFO dev: loss: nan - UP: 57.79% UR: 42.88% UF: 49.23% P: 55.95% R: 41.51% F: 47.66%
588
+ 2023-02-16 23:56:45 INFO test: loss: nan - UP: 55.23% UR: 41.24% UF: 47.22% P: 53.48% R: 39.93% F: 45.72%
589
+ 2023-02-16 23:56:45 INFO 0:01:03.121367s elapsed
590
+
591
+ 2023-02-16 23:56:45 INFO Epoch 88 / 5000:
592
+ 2023-02-16 23:57:36 INFO lr: 4.9120e-05 - loss: 0.0010 - UP: 96.91% UR: 94.85% UF: 95.87% P: 96.91% R: 94.85% F: 95.86%
593
+ 2023-02-16 23:57:43 INFO dev: loss: nan - UP: 58.74% UR: 42.26% UF: 49.16% P: 56.93% R: 40.96% F: 47.64%
594
+ 2023-02-16 23:57:48 INFO test: loss: nan - UP: 55.60% UR: 40.82% UF: 47.08% P: 53.84% R: 39.53% F: 45.59%
595
+ 2023-02-16 23:57:49 INFO 0:01:03.142594s elapsed
596
+
597
+ 2023-02-16 23:57:49 INFO Epoch 89 / 5000:
598
+ 2023-02-16 23:58:39 INFO lr: 4.9110e-05 - loss: 0.0000 - UP: 96.97% UR: 95.32% UF: 96.14% P: 96.97% R: 95.32% F: 96.14%
599
+ 2023-02-16 23:58:46 INFO dev: loss: nan - UP: 66.14% UR: 36.95% UF: 47.41% P: 64.32% R: 35.93% F: 46.11%
600
+ 2023-02-16 23:58:51 INFO test: loss: nan - UP: 61.83% UR: 35.39% UF: 45.01% P: 59.73% R: 34.19% F: 43.48%
601
+ 2023-02-16 23:58:51 INFO 0:01:02.977791s elapsed
602
+
603
+ 2023-02-16 23:58:51 INFO Epoch 90 / 5000:
604
+ 2023-02-16 23:59:42 INFO lr: 4.9100e-05 - loss: 0.0004 - UP: 97.32% UR: 94.86% UF: 96.07% P: 97.32% R: 94.86% F: 96.07%
605
+ 2023-02-16 23:59:48 INFO dev: loss: nan - UP: 62.80% UR: 36.81% UF: 46.42% P: 60.58% R: 35.51% F: 44.78%
606
+ 2023-02-16 23:59:54 INFO test: loss: nan - UP: 59.51% UR: 36.09% UF: 44.93% P: 57.74% R: 35.01% F: 43.59%
607
+ 2023-02-16 23:59:54 INFO 0:01:02.688259s elapsed
608
+
609
+ 2023-02-16 23:59:54 INFO Epoch 91 / 5000:
610
+ 2023-02-17 00:00:45 INFO lr: 4.9090e-05 - loss: 0.0000 - UP: 96.63% UR: 94.68% UF: 95.64% P: 96.63% R: 94.68% F: 95.64%
611
+ 2023-02-17 00:00:51 INFO dev: loss: nan - UP: 59.71% UR: 41.14% UF: 48.71% P: 57.56% R: 39.66% F: 46.96%
612
+ 2023-02-17 00:00:57 INFO test: loss: nan - UP: 55.81% UR: 39.76% UF: 46.44% P: 53.86% R: 38.37% F: 44.81%
613
+ 2023-02-17 00:00:57 INFO 0:01:03.184601s elapsed
614
+
615
+ 2023-02-17 00:00:57 INFO Epoch 92 / 5000:
616
+ 2023-02-17 00:01:48 INFO lr: 4.9080e-05 - loss: 0.0000 - UP: 96.87% UR: 95.03% UF: 95.95% P: 96.83% R: 95.00% F: 95.91%
617
+ 2023-02-17 00:01:54 INFO dev: loss: nan - UP: 58.32% UR: 41.87% UF: 48.74% P: 56.47% R: 40.54% F: 47.20%
618
+ 2023-02-17 00:02:00 INFO test: loss: nan - UP: 55.22% UR: 40.82% UF: 46.94% P: 53.33% R: 39.43% F: 45.34%
619
+ 2023-02-17 00:02:00 INFO 0:01:02.813914s elapsed
620
+
621
+ 2023-02-17 00:02:00 INFO Epoch 93 / 5000:
622
+ 2023-02-17 00:02:51 INFO lr: 4.9070e-05 - loss: 0.0000 - UP: 97.46% UR: 95.07% UF: 96.25% P: 97.43% R: 95.04% F: 96.22%
623
+ 2023-02-17 00:02:57 INFO dev: loss: nan - UP: 57.71% UR: 42.20% UF: 48.75% P: 55.93% R: 40.90% F: 47.25%
624
+ 2023-02-17 00:03:03 INFO test: loss: nan - UP: 54.00% UR: 41.09% UF: 46.67% P: 52.17% R: 39.70% F: 45.09%
625
+ 2023-02-17 00:03:03 INFO 0:01:02.959967s elapsed
626
+
627
+ 2023-02-17 00:03:03 INFO Epoch 94 / 5000:
628
+ 2023-02-17 00:03:54 INFO lr: 4.9060e-05 - loss: 0.0000 - UP: 97.15% UR: 95.67% UF: 96.40% P: 97.14% R: 95.66% F: 96.39%
629
+ 2023-02-17 00:04:00 INFO dev: loss: nan - UP: 62.06% UR: 40.72% UF: 49.17% P: 60.07% R: 39.42% F: 47.60%
630
+ 2023-02-17 00:04:06 INFO test: loss: nan - UP: 57.39% UR: 38.79% UF: 46.29% P: 55.58% R: 37.57% F: 44.83%
631
+ 2023-02-17 00:04:06 INFO 0:01:03.007444s elapsed
632
+
633
+ 2023-02-17 00:04:06 INFO Epoch 95 / 5000:
634
+ 2023-02-17 00:04:57 INFO lr: 4.9050e-05 - loss: 0.0001 - UP: 96.99% UR: 95.76% UF: 96.37% P: 96.99% R: 95.76% F: 96.37%
635
+ 2023-02-17 00:05:03 INFO dev: loss: nan - UP: 64.13% UR: 36.86% UF: 46.81% P: 61.90% R: 35.58% F: 45.19%
636
+ 2023-02-17 00:05:09 INFO test: loss: nan - UP: 60.69% UR: 35.20% UF: 44.56% P: 58.47% R: 33.91% F: 42.93%
637
+ 2023-02-17 00:05:09 INFO 0:01:03.272143s elapsed
638
+
639
+ 2023-02-17 00:05:09 INFO Epoch 96 / 5000:
640
+ 2023-02-17 00:06:00 INFO lr: 4.9040e-05 - loss: 0.0010 - UP: 96.95% UR: 95.76% UF: 96.35% P: 96.95% R: 95.76% F: 96.35%
641
+ 2023-02-17 00:06:06 INFO dev: loss: nan - UP: 57.03% UR: 43.30% UF: 49.23% P: 55.03% R: 41.78% F: 47.50%
642
+ 2023-02-17 00:06:12 INFO test: loss: nan - UP: 53.73% UR: 41.24% UF: 46.67% P: 51.69% R: 39.68% F: 44.90%
643
+ 2023-02-17 00:06:12 INFO 0:01:02.819939s elapsed
644
+
645
+ 2023-02-17 00:06:12 INFO Epoch 97 / 5000:
646
+ 2023-02-17 00:07:03 INFO lr: 4.9030e-05 - loss: 0.0011 - UP: 97.18% UR: 95.68% UF: 96.42% P: 97.17% R: 95.66% F: 96.41%
647
+ 2023-02-17 00:07:09 INFO dev: loss: nan - UP: 63.60% UR: 38.56% UF: 48.01% P: 61.78% R: 37.45% F: 46.63%
648
+ 2023-02-17 00:07:15 INFO test: loss: nan - UP: 60.80% UR: 36.70% UF: 45.77% P: 58.66% R: 35.41% F: 44.16%
649
+ 2023-02-17 00:07:15 INFO 0:01:02.914863s elapsed
650
+
651
+ 2023-02-17 00:07:15 INFO Epoch 98 / 5000:
652
+ 2023-02-17 00:08:06 INFO lr: 4.9020e-05 - loss: 0.0009 - UP: 94.15% UR: 90.36% UF: 92.22% P: 94.08% R: 90.31% F: 92.16%
653
+ 2023-02-17 00:08:12 INFO dev: loss: nan - UP: 61.91% UR: 27.59% UF: 38.17% P: 59.44% R: 26.48% F: 36.64%
654
+ 2023-02-17 00:08:18 INFO test: loss: nan - UP: 57.24% UR: 26.64% UF: 36.36% P: 55.52% R: 25.84% F: 35.27%
655
+ 2023-02-17 00:08:18 INFO 0:01:02.869345s elapsed
656
+
657
+ 2023-02-17 00:08:18 INFO Epoch 99 / 5000:
658
+ 2023-02-17 00:09:09 INFO lr: 4.9010e-05 - loss: 0.0031 - UP: 90.78% UR: 85.46% UF: 88.04% P: 90.70% R: 85.39% F: 87.96%
659
+ 2023-02-17 00:09:15 INFO dev: loss: nan - UP: 48.05% UR: 47.14% UF: 47.59% P: 45.98% R: 45.11% F: 45.54%
660
+ 2023-02-17 00:09:21 INFO test: loss: nan - UP: 45.74% UR: 45.43% UF: 45.58% P: 43.85% R: 43.55% F: 43.70%
661
+ 2023-02-17 00:09:21 INFO 0:01:03.126059s elapsed
662
+
663
+ 2023-02-17 00:09:21 INFO Epoch 100 / 5000:
664
+ 2023-02-17 00:10:12 INFO lr: 4.9000e-05 - loss: 0.0009 - UP: 93.15% UR: 84.99% UF: 88.88% P: 93.10% R: 84.95% F: 88.84%
665
+ 2023-02-17 00:10:18 INFO dev: loss: nan - UP: 46.02% UR: 53.63% UF: 49.54% P: 44.45% R: 51.80% F: 47.84%
666
+ 2023-02-17 00:10:24 INFO test: loss: nan - UP: 41.57% UR: 51.38% UF: 45.96% P: 40.26% R: 49.76% F: 44.51%
667
+ 2023-02-17 00:10:24 INFO 0:01:03.221048s elapsed
668
+
669
+ 2023-02-17 00:10:24 INFO Epoch 101 / 5000:
670
+ 2023-02-17 00:11:15 INFO lr: 4.8990e-05 - loss: 0.0002 - UP: 91.27% UR: 84.67% UF: 87.84% P: 91.18% R: 84.58% F: 87.76%
671
+ 2023-02-17 00:11:22 INFO dev: loss: nan - UP: 46.81% UR: 43.04% UF: 44.84% P: 45.25% R: 41.60% F: 43.35%
672
+ 2023-02-17 00:11:27 INFO test: loss: nan - UP: 43.72% UR: 43.23% UF: 43.47% P: 41.86% R: 41.39% F: 41.62%
673
+ 2023-02-17 00:11:27 INFO 0:01:03.101574s elapsed
674
+
675
+ 2023-02-17 00:11:27 INFO Epoch 102 / 5000:
676
+ 2023-02-17 00:12:18 INFO lr: 4.8980e-05 - loss: 0.0054 - UP: 87.31% UR: 64.16% UF: 73.96% P: 87.24% R: 64.11% F: 73.90%
677
+ 2023-02-17 00:12:24 INFO dev: loss: nan - UP: 40.33% UR: 38.78% UF: 39.54% P: 39.11% R: 37.61% F: 38.34%
678
+ 2023-02-17 00:12:30 INFO test: loss: nan - UP: 35.91% UR: 37.95% UF: 36.90% P: 34.75% R: 36.72% F: 35.71%
679
+ 2023-02-17 00:12:30 INFO 0:01:02.799349s elapsed
680
+
681
+ 2023-02-17 00:12:30 INFO Epoch 103 / 5000:
682
+ 2023-02-17 00:13:21 INFO lr: 4.8970e-05 - loss: 0.0069 - UP: 79.51% UR: 58.76% UF: 67.57% P: 79.18% R: 58.51% F: 67.30%
683
+ 2023-02-17 00:13:27 INFO dev: loss: nan - UP: 52.76% UR: 37.74% UF: 44.00% P: 51.00% R: 36.48% F: 42.54%
684
+ 2023-02-17 00:13:33 INFO test: loss: nan - UP: 49.33% UR: 38.96% UF: 43.54% P: 47.38% R: 37.42% F: 41.81%
685
+ 2023-02-17 00:13:33 INFO 0:01:02.698109s elapsed
686
+
687
+ 2023-02-17 00:13:33 INFO Epoch 104 / 5000:
688
+ 2023-02-17 00:14:24 INFO lr: 4.8960e-05 - loss: 0.0041 - UP: 83.90% UR: 70.88% UF: 76.84% P: 83.68% R: 70.69% F: 76.64%
689
+ 2023-02-17 00:14:30 INFO dev: loss: nan - UP: 47.48% UR: 42.82% UF: 45.03% P: 45.74% R: 41.25% F: 43.38%
690
+ 2023-02-17 00:14:36 INFO test: loss: nan - UP: 44.62% UR: 42.68% UF: 43.63% P: 42.35% R: 40.50% F: 41.40%
691
+ 2023-02-17 00:14:36 INFO 0:01:03.085120s elapsed
692
+
693
+ 2023-02-17 00:14:36 INFO Epoch 105 / 5000:
694
+ 2023-02-17 00:15:27 INFO lr: 4.8950e-05 - loss: 0.0038 - UP: 90.20% UR: 79.32% UF: 84.41% P: 90.14% R: 79.27% F: 84.36%
695
+ 2023-02-17 00:15:33 INFO dev: loss: nan - UP: 54.32% UR: 39.92% UF: 46.02% P: 52.76% R: 38.78% F: 44.70%
696
+ 2023-02-17 00:15:39 INFO test: loss: nan - UP: 53.27% UR: 39.43% UF: 45.31% P: 51.38% R: 38.03% F: 43.71%
697
+ 2023-02-17 00:15:39 INFO 0:01:03.221656s elapsed
698
+
699
+ 2023-02-17 00:15:39 INFO Epoch 106 / 5000:
models/mpqa/all/model_vi_mpqa_xlm_10 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c9aeae26aca38abbc3e04f33dad4edb34549842f6caf386944e289cde300443d
3
+ size 1179295077
models/mpqa/all/model_vi_mpqa_xlm_10.train.log ADDED
@@ -0,0 +1,841 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2023-02-19 17:01:46 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ batch_size | 1500
15
+ update_steps | 1
16
+ mode | train
17
+ path | /content/gdrive/MyDrive/models/model_vi_mpqa_xlm_10
18
+ device | 0
19
+ seed | 1
20
+ threads | 16
21
+ local_rank | -1
22
+ feat | None
23
+ build | True
24
+ checkpoint | False
25
+ encoder | bert
26
+ max_len | None
27
+ buckets | 32
28
+ train | /content/gdrive/MyDrive/sentiment_graphs/mpqa/head_final/sdp/train.conllu
29
+ dev | /content/gdrive/MyDrive/sentiment_graphs/mpqa/head_final/sdp/dev.conllu
30
+ test | /content/gdrive/MyDrive/sentiment_graphs/mpqa/head_final/sdp/test.conllu
31
+ embed | data/glove.6B.100d.txt
32
+ unk | unk
33
+ n_embed | 100
34
+ n_embed_proj | 125
35
+ bert | xlm-roberta-base
36
+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2023-02-19 17:01:46 INFO Building the fields
40
+ 2023-02-19 17:01:54 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2023-02-19 17:01:54 INFO Building the model
45
+ 2023-02-19 17:02:32 INFO VISemanticDependencyModel(
46
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
47
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
48
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
50
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
52
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
53
+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
54
+ (criterion): CrossEntropyLoss()
55
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
58
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
61
+ (inference): SemanticDependencyMFVI(max_iter=3)
62
+ )
63
+
64
+ 2023-02-19 17:02:32 INFO Loading the data
65
+ 2023-02-19 17:02:50 INFO
66
+ train: Dataset(n_sentences=5873, n_batches=102, n_buckets=32)
67
+ dev: Dataset(n_sentences=2063, n_batches=45, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=47, n_buckets=32)
69
+
70
+ 2023-02-19 17:02:50 INFO Epoch 1 / 5000:
71
+ 2023-02-19 17:03:47 INFO lr: 4.9990e-05 - loss: 0.0734 - UP: 0.46% UR: 1.32% UF: 0.68% P: 0.13% R: 0.39% F: 0.20%
72
+ 2023-02-19 17:03:52 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2023-02-19 17:03:58 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
74
+ 2023-02-19 17:03:58 INFO 0:01:07.958001s elapsed
75
+
76
+ 2023-02-19 17:03:58 INFO Epoch 2 / 5000:
77
+ 2023-02-19 17:04:55 INFO lr: 4.9980e-05 - loss: 0.0552 - UP: 42.55% UR: 3.51% UF: 6.49% P: 38.67% R: 3.19% F: 5.90%
78
+ 2023-02-19 17:05:01 INFO dev: loss: nan - UP: 75.35% UR: 2.36% UF: 4.58% P: 47.18% R: 1.48% F: 2.87%
79
+ 2023-02-19 17:05:06 INFO test: loss: nan - UP: 75.38% UR: 3.11% UF: 5.97% P: 48.72% R: 2.01% F: 3.86%
80
+ 2023-02-19 17:05:24 INFO 0:01:08.727384s elapsed (saved)
81
+
82
+ 2023-02-19 17:05:24 INFO Epoch 3 / 5000:
83
+ 2023-02-19 17:06:23 INFO lr: 4.9970e-05 - loss: 0.0318 - UP: 48.43% UR: 7.85% UF: 13.51% P: 46.45% R: 7.53% F: 12.96%
84
+ 2023-02-19 17:06:29 INFO dev: loss: nan - UP: 53.39% UR: 7.31% UF: 12.85% P: 52.58% R: 7.19% F: 12.66%
85
+ 2023-02-19 17:06:34 INFO test: loss: nan - UP: 48.99% UR: 7.18% UF: 12.53% P: 46.54% R: 6.82% F: 11.90%
86
+ 2023-02-19 17:06:52 INFO 0:01:09.922432s elapsed (saved)
87
+
88
+ 2023-02-19 17:06:52 INFO Epoch 4 / 5000:
89
+ 2023-02-19 17:07:52 INFO lr: 4.9960e-05 - loss: 0.0286 - UP: 56.30% UR: 12.40% UF: 20.32% P: 55.29% R: 12.17% F: 19.95%
90
+ 2023-02-19 17:07:57 INFO dev: loss: nan - UP: 51.02% UR: 18.85% UF: 27.53% P: 48.69% R: 17.99% F: 26.27%
91
+ 2023-02-19 17:08:03 INFO test: loss: nan - UP: 45.66% UR: 18.23% UF: 26.06% P: 43.17% R: 17.24% F: 24.64%
92
+ 2023-02-19 17:08:23 INFO 0:01:10.358325s elapsed (saved)
93
+
94
+ 2023-02-19 17:08:23 INFO Epoch 5 / 5000:
95
+ 2023-02-19 17:09:22 INFO lr: 4.9950e-05 - loss: 0.0149 - UP: 62.03% UR: 21.31% UF: 31.73% P: 61.42% R: 21.10% F: 31.41%
96
+ 2023-02-19 17:09:27 INFO dev: loss: nan - UP: 56.09% UR: 22.25% UF: 31.86% P: 53.81% R: 21.34% F: 30.56%
97
+ 2023-02-19 17:09:33 INFO test: loss: nan - UP: 54.84% UR: 21.78% UF: 31.18% P: 51.70% R: 20.54% F: 29.40%
98
+ 2023-02-19 17:09:51 INFO 0:01:10.164729s elapsed (saved)
99
+
100
+ 2023-02-19 17:09:51 INFO Epoch 6 / 5000:
101
+ 2023-02-19 17:10:50 INFO lr: 4.9940e-05 - loss: 0.0111 - UP: 66.12% UR: 26.56% UF: 37.90% P: 65.54% R: 26.32% F: 37.56%
102
+ 2023-02-19 17:10:56 INFO dev: loss: nan - UP: 47.78% UR: 29.18% UF: 36.23% P: 46.66% R: 28.49% F: 35.38%
103
+ 2023-02-19 17:11:01 INFO test: loss: nan - UP: 44.65% UR: 27.85% UF: 34.30% P: 43.26% R: 26.98% F: 33.23%
104
+ 2023-02-19 17:11:20 INFO 0:01:10.271110s elapsed (saved)
105
+
106
+ 2023-02-19 17:11:20 INFO Epoch 7 / 5000:
107
+ 2023-02-19 17:12:18 INFO lr: 4.9930e-05 - loss: 0.0098 - UP: 64.74% UR: 27.10% UF: 38.21% P: 64.35% R: 26.94% F: 37.98%
108
+ 2023-02-19 17:12:24 INFO dev: loss: nan - UP: 67.22% UR: 17.97% UF: 28.35% P: 65.15% R: 17.41% F: 27.48%
109
+ 2023-02-19 17:12:29 INFO test: loss: nan - UP: 67.73% UR: 16.99% UF: 27.16% P: 63.35% R: 15.89% F: 25.41%
110
+ 2023-02-19 17:12:29 INFO 0:01:09.896629s elapsed
111
+
112
+ 2023-02-19 17:12:29 INFO Epoch 8 / 5000:
113
+ 2023-02-19 17:13:27 INFO lr: 4.9920e-05 - loss: 0.0029 - UP: 69.47% UR: 31.81% UF: 43.64% P: 69.06% R: 31.62% F: 43.38%
114
+ 2023-02-19 17:13:33 INFO dev: loss: nan - UP: 56.30% UR: 19.22% UF: 28.66% P: 53.07% R: 18.12% F: 27.02%
115
+ 2023-02-19 17:13:38 INFO test: loss: nan - UP: 50.97% UR: 18.32% UF: 26.95% P: 46.09% R: 16.56% F: 24.37%
116
+ 2023-02-19 17:13:38 INFO 0:01:09.035147s elapsed
117
+
118
+ 2023-02-19 17:13:38 INFO Epoch 9 / 5000:
119
+ 2023-02-19 17:14:36 INFO lr: 4.9910e-05 - loss: 0.0091 - UP: 70.82% UR: 36.46% UF: 48.14% P: 70.50% R: 36.30% F: 47.92%
120
+ 2023-02-19 17:14:42 INFO dev: loss: nan - UP: 53.58% UR: 34.56% UF: 42.02% P: 52.21% R: 33.68% F: 40.94%
121
+ 2023-02-19 17:14:47 INFO test: loss: nan - UP: 48.58% UR: 29.71% UF: 36.87% P: 46.68% R: 28.54% F: 35.43%
122
+ 2023-02-19 17:15:06 INFO 0:01:08.900399s elapsed (saved)
123
+
124
+ 2023-02-19 17:15:06 INFO Epoch 10 / 5000:
125
+ 2023-02-19 17:16:05 INFO lr: 4.9900e-05 - loss: 0.0113 - UP: 68.77% UR: 36.27% UF: 47.49% P: 68.56% R: 36.15% F: 47.34%
126
+ 2023-02-19 17:16:10 INFO dev: loss: nan - UP: 57.98% UR: 28.69% UF: 38.39% P: 56.42% R: 27.92% F: 37.35%
127
+ 2023-02-19 17:16:16 INFO test: loss: nan - UP: 53.59% UR: 26.16% UF: 35.16% P: 51.04% R: 24.91% F: 33.48%
128
+ 2023-02-19 17:16:16 INFO 0:01:09.825848s elapsed
129
+
130
+ 2023-02-19 17:16:16 INFO Epoch 11 / 5000:
131
+ 2023-02-19 17:17:14 INFO lr: 4.9890e-05 - loss: 0.0083 - UP: 73.72% UR: 47.52% UF: 57.79% P: 73.60% R: 47.45% F: 57.70%
132
+ 2023-02-19 17:17:19 INFO dev: loss: nan - UP: 60.62% UR: 33.33% UF: 43.01% P: 59.21% R: 32.55% F: 42.01%
133
+ 2023-02-19 17:17:25 INFO test: loss: nan - UP: 57.25% UR: 29.77% UF: 39.17% P: 55.18% R: 28.69% F: 37.75%
134
+ 2023-02-19 17:17:43 INFO 0:01:09.275657s elapsed (saved)
135
+
136
+ 2023-02-19 17:17:43 INFO Epoch 12 / 5000:
137
+ 2023-02-19 17:18:42 INFO lr: 4.9880e-05 - loss: 0.0019 - UP: 78.20% UR: 53.86% UF: 63.79% P: 78.13% R: 53.82% F: 63.73%
138
+ 2023-02-19 17:18:48 INFO dev: loss: nan - UP: 59.74% UR: 32.88% UF: 42.42% P: 57.98% R: 31.91% F: 41.17%
139
+ 2023-02-19 17:18:53 INFO test: loss: nan - UP: 54.26% UR: 30.55% UF: 39.09% P: 51.86% R: 29.20% F: 37.36%
140
+ 2023-02-19 17:18:53 INFO 0:01:09.710052s elapsed
141
+
142
+ 2023-02-19 17:18:53 INFO Epoch 13 / 5000:
143
+ 2023-02-19 17:19:51 INFO lr: 4.9870e-05 - loss: 0.0052 - UP: 78.81% UR: 54.01% UF: 64.10% P: 78.74% R: 53.97% F: 64.04%
144
+ 2023-02-19 17:19:57 INFO dev: loss: nan - UP: 59.57% UR: 32.16% UF: 41.77% P: 57.69% R: 31.14% F: 40.45%
145
+ 2023-02-19 17:20:02 INFO test: loss: nan - UP: 53.74% UR: 30.21% UF: 38.68% P: 51.18% R: 28.78% F: 36.84%
146
+ 2023-02-19 17:20:02 INFO 0:01:09.000965s elapsed
147
+
148
+ 2023-02-19 17:20:02 INFO Epoch 14 / 5000:
149
+ 2023-02-19 17:21:00 INFO lr: 4.9860e-05 - loss: 0.0286 - UP: 79.08% UR: 58.66% UF: 67.36% P: 78.88% R: 58.51% F: 67.18%
150
+ 2023-02-19 17:21:06 INFO dev: loss: nan - UP: 61.35% UR: 24.21% UF: 34.72% P: 59.45% R: 23.46% F: 33.64%
151
+ 2023-02-19 17:21:11 INFO test: loss: nan - UP: 54.02% UR: 23.68% UF: 32.93% P: 51.42% R: 22.54% F: 31.35%
152
+ 2023-02-19 17:21:11 INFO 0:01:09.192139s elapsed
153
+
154
+ 2023-02-19 17:21:11 INFO Epoch 15 / 5000:
155
+ 2023-02-19 17:22:09 INFO lr: 4.9850e-05 - loss: 0.0061 - UP: 74.25% UR: 45.40% UF: 56.34% P: 73.54% R: 44.97% F: 55.81%
156
+ 2023-02-19 17:22:15 INFO dev: loss: nan - UP: 59.76% UR: 23.79% UF: 34.03% P: 57.65% R: 22.95% F: 32.83%
157
+ 2023-02-19 17:22:21 INFO test: loss: nan - UP: 54.28% UR: 20.49% UF: 29.75% P: 50.76% R: 19.16% F: 27.82%
158
+ 2023-02-19 17:22:21 INFO 0:01:09.256344s elapsed
159
+
160
+ 2023-02-19 17:22:21 INFO Epoch 16 / 5000:
161
+ 2023-02-19 17:23:18 INFO lr: 4.9840e-05 - loss: 0.0098 - UP: 74.93% UR: 47.17% UF: 57.89% P: 74.74% R: 47.05% F: 57.75%
162
+ 2023-02-19 17:23:24 INFO dev: loss: nan - UP: 50.33% UR: 42.29% UF: 45.96% P: 48.94% R: 41.12% F: 44.69%
163
+ 2023-02-19 17:23:30 INFO test: loss: nan - UP: 48.44% UR: 41.35% UF: 44.61% P: 47.15% R: 40.25% F: 43.43%
164
+ 2023-02-19 17:23:48 INFO 0:01:09.055494s elapsed (saved)
165
+
166
+ 2023-02-19 17:23:48 INFO Epoch 17 / 5000:
167
+ 2023-02-19 17:24:46 INFO lr: 4.9830e-05 - loss: 0.0169 - UP: 79.75% UR: 58.40% UF: 67.43% P: 79.64% R: 58.32% F: 67.34%
168
+ 2023-02-19 17:24:52 INFO dev: loss: nan - UP: 49.13% UR: 45.55% UF: 47.27% P: 47.54% R: 44.07% F: 45.74%
169
+ 2023-02-19 17:24:58 INFO test: loss: nan - UP: 43.80% UR: 39.47% UF: 41.52% P: 42.44% R: 38.24% F: 40.23%
170
+ 2023-02-19 17:25:15 INFO 0:01:09.768164s elapsed (saved)
171
+
172
+ 2023-02-19 17:25:15 INFO Epoch 18 / 5000:
173
+ 2023-02-19 17:26:14 INFO lr: 4.9820e-05 - loss: 0.0015 - UP: 83.43% UR: 64.61% UF: 72.83% P: 83.39% R: 64.58% F: 72.79%
174
+ 2023-02-19 17:26:20 INFO dev: loss: nan - UP: 59.07% UR: 41.54% UF: 48.78% P: 57.09% R: 40.15% F: 47.14%
175
+ 2023-02-19 17:26:25 INFO test: loss: nan - UP: 51.69% UR: 36.49% UF: 42.78% P: 49.72% R: 35.09% F: 41.14%
176
+ 2023-02-19 17:26:43 INFO 0:01:09.751949s elapsed (saved)
177
+
178
+ 2023-02-19 17:26:43 INFO Epoch 19 / 5000:
179
+ 2023-02-19 17:27:42 INFO lr: 4.9810e-05 - loss: 0.0060 - UP: 83.44% UR: 66.16% UF: 73.80% P: 83.29% R: 66.04% F: 73.67%
180
+ 2023-02-19 17:27:48 INFO dev: loss: nan - UP: 55.77% UR: 40.52% UF: 46.94% P: 54.19% R: 39.37% F: 45.61%
181
+ 2023-02-19 17:27:54 INFO test: loss: nan - UP: 50.44% UR: 36.64% UF: 42.44% P: 48.28% R: 35.07% F: 40.63%
182
+ 2023-02-19 17:27:54 INFO 0:01:10.244047s elapsed
183
+
184
+ 2023-02-19 17:27:54 INFO Epoch 20 / 5000:
185
+ 2023-02-19 17:28:51 INFO lr: 4.9800e-05 - loss: 0.0084 - UP: 83.07% UR: 67.58% UF: 74.53% P: 82.90% R: 67.44% F: 74.37%
186
+ 2023-02-19 17:28:57 INFO dev: loss: nan - UP: 49.95% UR: 44.56% UF: 47.10% P: 47.90% R: 42.73% F: 45.17%
187
+ 2023-02-19 17:29:03 INFO test: loss: nan - UP: 47.19% UR: 38.98% UF: 42.69% P: 45.17% R: 37.31% F: 40.87%
188
+ 2023-02-19 17:29:03 INFO 0:01:08.956904s elapsed
189
+
190
+ 2023-02-19 17:29:03 INFO Epoch 21 / 5000:
191
+ 2023-02-19 17:30:00 INFO lr: 4.9790e-05 - loss: 0.0038 - UP: 85.14% UR: 67.36% UF: 75.22% P: 84.95% R: 67.21% F: 75.05%
192
+ 2023-02-19 17:30:06 INFO dev: loss: nan - UP: 57.92% UR: 36.08% UF: 44.47% P: 56.25% R: 35.05% F: 43.19%
193
+ 2023-02-19 17:30:11 INFO test: loss: nan - UP: 55.68% UR: 34.19% UF: 42.36% P: 53.79% R: 33.02% F: 40.92%
194
+ 2023-02-19 17:30:11 INFO 0:01:08.959100s elapsed
195
+
196
+ 2023-02-19 17:30:11 INFO Epoch 22 / 5000:
197
+ 2023-02-19 17:31:09 INFO lr: 4.9780e-05 - loss: 0.0027 - UP: 85.91% UR: 72.09% UF: 78.40% P: 85.79% R: 71.99% F: 78.29%
198
+ 2023-02-19 17:31:15 INFO dev: loss: nan - UP: 65.22% UR: 32.44% UF: 43.33% P: 63.66% R: 31.67% F: 42.30%
199
+ 2023-02-19 17:31:20 INFO test: loss: nan - UP: 58.38% UR: 29.88% UF: 39.52% P: 56.52% R: 28.92% F: 38.27%
200
+ 2023-02-19 17:31:20 INFO 0:01:08.837602s elapsed
201
+
202
+ 2023-02-19 17:31:20 INFO Epoch 23 / 5000:
203
+ 2023-02-19 17:32:18 INFO lr: 4.9770e-05 - loss: 0.0032 - UP: 87.64% UR: 73.87% UF: 80.17% P: 87.53% R: 73.78% F: 80.07%
204
+ 2023-02-19 17:32:24 INFO dev: loss: nan - UP: 52.75% UR: 42.75% UF: 47.23% P: 51.06% R: 41.38% F: 45.71%
205
+ 2023-02-19 17:32:29 INFO test: loss: nan - UP: 49.87% UR: 40.04% UF: 44.42% P: 48.11% R: 38.62% F: 42.85%
206
+ 2023-02-19 17:32:29 INFO 0:01:08.749087s elapsed
207
+
208
+ 2023-02-19 17:32:29 INFO Epoch 24 / 5000:
209
+ 2023-02-19 17:33:27 INFO lr: 4.9760e-05 - loss: 0.0026 - UP: 88.63% UR: 77.23% UF: 82.54% P: 88.59% R: 77.20% F: 82.50%
210
+ 2023-02-19 17:33:32 INFO dev: loss: nan - UP: 51.41% UR: 43.04% UF: 46.85% P: 50.04% R: 41.89% F: 45.60%
211
+ 2023-02-19 17:33:38 INFO test: loss: nan - UP: 51.41% UR: 39.66% UF: 44.78% P: 49.69% R: 38.33% F: 43.27%
212
+ 2023-02-19 17:33:38 INFO 0:01:08.890041s elapsed
213
+
214
+ 2023-02-19 17:33:38 INFO Epoch 25 / 5000:
215
+ 2023-02-19 17:34:36 INFO lr: 4.9750e-05 - loss: 0.0046 - UP: 88.34% UR: 78.64% UF: 83.21% P: 88.29% R: 78.59% F: 83.16%
216
+ 2023-02-19 17:34:41 INFO dev: loss: nan - UP: 59.78% UR: 37.78% UF: 46.30% P: 57.23% R: 36.17% F: 44.33%
217
+ 2023-02-19 17:34:47 INFO test: loss: nan - UP: 53.83% UR: 33.74% UF: 41.48% P: 50.86% R: 31.88% F: 39.19%
218
+ 2023-02-19 17:34:47 INFO 0:01:09.116500s elapsed
219
+
220
+ 2023-02-19 17:34:47 INFO Epoch 26 / 5000:
221
+ 2023-02-19 17:35:45 INFO lr: 4.9740e-05 - loss: 0.0072 - UP: 85.52% UR: 71.55% UF: 77.91% P: 85.35% R: 71.41% F: 77.76%
222
+ 2023-02-19 17:35:51 INFO dev: loss: nan - UP: 51.29% UR: 39.46% UF: 44.61% P: 49.97% R: 38.45% F: 43.46%
223
+ 2023-02-19 17:35:56 INFO test: loss: nan - UP: 53.33% UR: 37.88% UF: 44.30% P: 51.40% R: 36.51% F: 42.69%
224
+ 2023-02-19 17:35:56 INFO 0:01:09.014522s elapsed
225
+
226
+ 2023-02-19 17:35:56 INFO Epoch 27 / 5000:
227
+ 2023-02-19 17:36:54 INFO lr: 4.9730e-05 - loss: 0.0045 - UP: 85.60% UR: 70.98% UF: 77.61% P: 85.52% R: 70.92% F: 77.54%
228
+ 2023-02-19 17:37:00 INFO dev: loss: nan - UP: 50.55% UR: 45.77% UF: 48.04% P: 49.01% R: 44.38% F: 46.58%
229
+ 2023-02-19 17:37:05 INFO test: loss: nan - UP: 48.31% UR: 41.88% UF: 44.86% P: 46.45% R: 40.27% F: 43.14%
230
+ 2023-02-19 17:37:05 INFO 0:01:09.225566s elapsed
231
+
232
+ 2023-02-19 17:37:05 INFO Epoch 28 / 5000:
233
+ 2023-02-19 17:38:03 INFO lr: 4.9720e-05 - loss: 0.0020 - UP: 88.10% UR: 78.54% UF: 83.05% P: 88.02% R: 78.46% F: 82.96%
234
+ 2023-02-19 17:38:09 INFO dev: loss: nan - UP: 58.92% UR: 38.78% UF: 46.77% P: 57.08% R: 37.56% F: 45.31%
235
+ 2023-02-19 17:38:14 INFO test: loss: nan - UP: 54.70% UR: 36.30% UF: 43.64% P: 52.63% R: 34.92% F: 41.99%
236
+ 2023-02-19 17:38:14 INFO 0:01:08.842895s elapsed
237
+
238
+ 2023-02-19 17:38:14 INFO Epoch 29 / 5000:
239
+ 2023-02-19 17:39:12 INFO lr: 4.9710e-05 - loss: 0.0025 - UP: 90.25% UR: 81.47% UF: 85.64% P: 90.20% R: 81.43% F: 85.59%
240
+ 2023-02-19 17:39:18 INFO dev: loss: nan - UP: 56.46% UR: 41.47% UF: 47.82% P: 54.48% R: 40.01% F: 46.14%
241
+ 2023-02-19 17:39:23 INFO test: loss: nan - UP: 54.61% UR: 37.44% UF: 44.42% P: 52.39% R: 35.92% F: 42.62%
242
+ 2023-02-19 17:39:23 INFO 0:01:09.115924s elapsed
243
+
244
+ 2023-02-19 17:39:23 INFO Epoch 30 / 5000:
245
+ 2023-02-19 17:40:21 INFO lr: 4.9700e-05 - loss: 0.0028 - UP: 90.94% UR: 84.17% UF: 87.42% P: 90.94% R: 84.17% F: 87.42%
246
+ 2023-02-19 17:40:27 INFO dev: loss: nan - UP: 55.34% UR: 42.44% UF: 48.04% P: 53.24% R: 40.83% F: 46.22%
247
+ 2023-02-19 17:40:32 INFO test: loss: nan - UP: 53.54% UR: 40.27% UF: 45.97% P: 51.24% R: 38.54% F: 43.99%
248
+ 2023-02-19 17:40:32 INFO 0:01:08.884112s elapsed
249
+
250
+ 2023-02-19 17:40:32 INFO Epoch 31 / 5000:
251
+ 2023-02-19 17:41:30 INFO lr: 4.9690e-05 - loss: 0.0040 - UP: 92.00% UR: 85.29% UF: 88.52% P: 91.97% R: 85.26% F: 88.49%
252
+ 2023-02-19 17:41:36 INFO dev: loss: nan - UP: 61.62% UR: 37.45% UF: 46.59% P: 59.59% R: 36.22% F: 45.05%
253
+ 2023-02-19 17:41:41 INFO test: loss: nan - UP: 58.56% UR: 33.40% UF: 42.54% P: 56.04% R: 31.97% F: 40.71%
254
+ 2023-02-19 17:41:41 INFO 0:01:09.003913s elapsed
255
+
256
+ 2023-02-19 17:41:41 INFO Epoch 32 / 5000:
257
+ 2023-02-19 17:42:39 INFO lr: 4.9680e-05 - loss: 0.0023 - UP: 91.05% UR: 84.44% UF: 87.62% P: 91.01% R: 84.41% F: 87.59%
258
+ 2023-02-19 17:42:45 INFO dev: loss: nan - UP: 55.50% UR: 42.88% UF: 48.38% P: 53.36% R: 41.23% F: 46.51%
259
+ 2023-02-19 17:42:50 INFO test: loss: nan - UP: 52.91% UR: 38.66% UF: 44.68% P: 50.77% R: 37.10% F: 42.87%
260
+ 2023-02-19 17:42:50 INFO 0:01:08.941168s elapsed
261
+
262
+ 2023-02-19 17:42:50 INFO Epoch 33 / 5000:
263
+ 2023-02-19 17:43:48 INFO lr: 4.9670e-05 - loss: 0.0129 - UP: 92.10% UR: 85.05% UF: 88.44% P: 92.01% R: 84.97% F: 88.35%
264
+ 2023-02-19 17:43:53 INFO dev: loss: nan - UP: 47.35% UR: 39.86% UF: 43.28% P: 45.04% R: 37.92% F: 41.17%
265
+ 2023-02-19 17:43:59 INFO test: loss: nan - UP: 47.88% UR: 37.46% UF: 42.03% P: 45.58% R: 35.66% F: 40.02%
266
+ 2023-02-19 17:43:59 INFO 0:01:08.930192s elapsed
267
+
268
+ 2023-02-19 17:43:59 INFO Epoch 34 / 5000:
269
+ 2023-02-19 17:44:57 INFO lr: 4.9660e-05 - loss: 0.0012 - UP: 89.77% UR: 81.55% UF: 85.46% P: 89.63% R: 81.43% F: 85.33%
270
+ 2023-02-19 17:45:02 INFO dev: loss: nan - UP: 45.11% UR: 48.25% UF: 46.62% P: 44.08% R: 47.14% F: 45.56%
271
+ 2023-02-19 17:45:08 INFO test: loss: nan - UP: 44.15% UR: 46.12% UF: 45.12% P: 42.62% R: 44.52% F: 43.55%
272
+ 2023-02-19 17:45:08 INFO 0:01:08.884258s elapsed
273
+
274
+ 2023-02-19 17:45:08 INFO Epoch 35 / 5000:
275
+ 2023-02-19 17:46:06 INFO lr: 4.9650e-05 - loss: 0.0053 - UP: 88.22% UR: 79.05% UF: 83.39% P: 88.04% R: 78.89% F: 83.22%
276
+ 2023-02-19 17:46:12 INFO dev: loss: nan - UP: 53.45% UR: 41.93% UF: 46.99% P: 51.45% R: 40.37% F: 45.24%
277
+ 2023-02-19 17:46:17 INFO test: loss: nan - UP: 49.07% UR: 38.35% UF: 43.05% P: 47.01% R: 36.74% F: 41.25%
278
+ 2023-02-19 17:46:17 INFO 0:01:09.484620s elapsed
279
+
280
+ 2023-02-19 17:46:17 INFO Epoch 36 / 5000:
281
+ 2023-02-19 17:47:15 INFO lr: 4.9640e-05 - loss: 0.1027 - UP: 76.26% UR: 55.26% UF: 64.08% P: 75.65% R: 54.82% F: 63.57%
282
+ 2023-02-19 17:47:21 INFO dev: loss: nan - UP: 40.09% UR: 24.37% UF: 30.31% P: 36.60% R: 22.25% F: 27.67%
283
+ 2023-02-19 17:47:26 INFO test: loss: nan - UP: 35.33% UR: 23.96% UF: 28.55% P: 32.40% R: 21.97% F: 26.19%
284
+ 2023-02-19 17:47:26 INFO 0:01:08.951954s elapsed
285
+
286
+ 2023-02-19 17:47:26 INFO Epoch 37 / 5000:
287
+ 2023-02-19 17:48:24 INFO lr: 4.9630e-05 - loss: 0.0034 - UP: 73.55% UR: 41.34% UF: 52.93% P: 73.02% R: 41.04% F: 52.55%
288
+ 2023-02-19 17:48:30 INFO dev: loss: nan - UP: 51.98% UR: 31.03% UF: 38.86% P: 50.65% R: 30.24% F: 37.87%
289
+ 2023-02-19 17:48:35 INFO test: loss: nan - UP: 50.27% UR: 30.95% UF: 38.32% P: 48.18% R: 29.66% F: 36.72%
290
+ 2023-02-19 17:48:35 INFO 0:01:08.973167s elapsed
291
+
292
+ 2023-02-19 17:48:35 INFO Epoch 38 / 5000:
293
+ 2023-02-19 17:49:33 INFO lr: 4.9620e-05 - loss: 0.0045 - UP: 81.53% UR: 62.82% UF: 70.97% P: 81.31% R: 62.65% F: 70.77%
294
+ 2023-02-19 17:49:39 INFO dev: loss: nan - UP: 52.53% UR: 38.95% UF: 44.73% P: 50.74% R: 37.63% F: 43.21%
295
+ 2023-02-19 17:49:44 INFO test: loss: nan - UP: 50.29% UR: 37.02% UF: 42.64% P: 48.05% R: 35.37% F: 40.74%
296
+ 2023-02-19 17:49:44 INFO 0:01:09.011082s elapsed
297
+
298
+ 2023-02-19 17:49:44 INFO Epoch 39 / 5000:
299
+ 2023-02-19 17:50:42 INFO lr: 4.9610e-05 - loss: 0.0039 - UP: 87.41% UR: 74.55% UF: 80.47% P: 87.34% R: 74.49% F: 80.41%
300
+ 2023-02-19 17:50:48 INFO dev: loss: nan - UP: 50.71% UR: 41.03% UF: 45.36% P: 49.32% R: 39.90% F: 44.11%
301
+ 2023-02-19 17:50:53 INFO test: loss: nan - UP: 49.64% UR: 38.33% UF: 43.26% P: 47.56% R: 36.72% F: 41.45%
302
+ 2023-02-19 17:50:53 INFO 0:01:08.880992s elapsed
303
+
304
+ 2023-02-19 17:50:53 INFO Epoch 40 / 5000:
305
+ 2023-02-19 17:51:51 INFO lr: 4.9600e-05 - loss: 0.0019 - UP: 89.53% UR: 79.96% UF: 84.48% P: 89.51% R: 79.95% F: 84.46%
306
+ 2023-02-19 17:51:57 INFO dev: loss: nan - UP: 56.65% UR: 40.79% UF: 47.43% P: 54.87% R: 39.51% F: 45.94%
307
+ 2023-02-19 17:52:02 INFO test: loss: nan - UP: 53.71% UR: 35.90% UF: 43.03% P: 51.53% R: 34.44% F: 41.29%
308
+ 2023-02-19 17:52:02 INFO 0:01:08.873795s elapsed
309
+
310
+ 2023-02-19 17:52:02 INFO Epoch 41 / 5000:
311
+ 2023-02-19 17:53:00 INFO lr: 4.9590e-05 - loss: 0.0006 - UP: 91.38% UR: 83.80% UF: 87.42% P: 91.38% R: 83.80% F: 87.42%
312
+ 2023-02-19 17:53:05 INFO dev: loss: nan - UP: 57.29% UR: 42.15% UF: 48.57% P: 55.67% R: 40.96% F: 47.20%
313
+ 2023-02-19 17:53:11 INFO test: loss: nan - UP: 54.13% UR: 38.07% UF: 44.70% P: 52.06% R: 36.62% F: 42.99%
314
+ 2023-02-19 17:53:29 INFO 0:01:08.704578s elapsed (saved)
315
+
316
+ 2023-02-19 17:53:29 INFO Epoch 42 / 5000:
317
+ 2023-02-19 17:54:28 INFO lr: 4.9580e-05 - loss: 0.0032 - UP: 92.28% UR: 86.14% UF: 89.11% P: 92.28% R: 86.14% F: 89.11%
318
+ 2023-02-19 17:54:34 INFO dev: loss: nan - UP: 58.15% UR: 40.85% UF: 47.99% P: 56.74% R: 39.86% F: 46.82%
319
+ 2023-02-19 17:54:40 INFO test: loss: nan - UP: 55.98% UR: 37.57% UF: 44.96% P: 54.09% R: 36.30% F: 43.44%
320
+ 2023-02-19 17:54:40 INFO 0:01:10.197650s elapsed
321
+
322
+ 2023-02-19 17:54:40 INFO Epoch 43 / 5000:
323
+ 2023-02-19 17:55:37 INFO lr: 4.9570e-05 - loss: 0.0017 - UP: 92.91% UR: 87.88% UF: 90.32% P: 92.91% R: 87.88% F: 90.32%
324
+ 2023-02-19 17:55:43 INFO dev: loss: nan - UP: 60.45% UR: 39.33% UF: 47.65% P: 58.92% R: 38.34% F: 46.45%
325
+ 2023-02-19 17:55:48 INFO test: loss: nan - UP: 57.50% UR: 36.53% UF: 44.68% P: 55.60% R: 35.33% F: 43.20%
326
+ 2023-02-19 17:55:48 INFO 0:01:08.841350s elapsed
327
+
328
+ 2023-02-19 17:55:48 INFO Epoch 44 / 5000:
329
+ 2023-02-19 17:56:46 INFO lr: 4.9560e-05 - loss: 0.0026 - UP: 93.25% UR: 88.43% UF: 90.78% P: 93.23% R: 88.41% F: 90.76%
330
+ 2023-02-19 17:56:52 INFO dev: loss: nan - UP: 56.11% UR: 43.96% UF: 49.30% P: 54.51% R: 42.71% F: 47.89%
331
+ 2023-02-19 17:56:57 INFO test: loss: nan - UP: 53.05% UR: 40.76% UF: 46.10% P: 51.02% R: 39.19% F: 44.33%
332
+ 2023-02-19 17:57:15 INFO 0:01:09.022956s elapsed (saved)
333
+
334
+ 2023-02-19 17:57:15 INFO Epoch 45 / 5000:
335
+ 2023-02-19 17:58:14 INFO lr: 4.9550e-05 - loss: 0.0001 - UP: 94.28% UR: 89.51% UF: 91.83% P: 94.23% R: 89.46% F: 91.79%
336
+ 2023-02-19 17:58:20 INFO dev: loss: nan - UP: 54.43% UR: 43.26% UF: 48.20% P: 52.51% R: 41.73% F: 46.51%
337
+ 2023-02-19 17:58:25 INFO test: loss: nan - UP: 52.58% UR: 40.27% UF: 45.61% P: 50.29% R: 38.52% F: 43.62%
338
+ 2023-02-19 17:58:25 INFO 0:01:10.007608s elapsed
339
+
340
+ 2023-02-19 17:58:25 INFO Epoch 46 / 5000:
341
+ 2023-02-19 17:59:23 INFO lr: 4.9540e-05 - loss: 0.0012 - UP: 93.60% UR: 89.90% UF: 91.71% P: 93.59% R: 89.89% F: 91.70%
342
+ 2023-02-19 17:59:29 INFO dev: loss: nan - UP: 57.77% UR: 41.54% UF: 48.32% P: 56.05% R: 40.30% F: 46.89%
343
+ 2023-02-19 17:59:34 INFO test: loss: nan - UP: 54.92% UR: 39.89% UF: 46.21% P: 52.62% R: 38.22% F: 44.28%
344
+ 2023-02-19 17:59:34 INFO 0:01:08.711714s elapsed
345
+
346
+ 2023-02-19 17:59:34 INFO Epoch 47 / 5000:
347
+ 2023-02-19 18:00:32 INFO lr: 4.9530e-05 - loss: 0.0004 - UP: 94.61% UR: 90.63% UF: 92.57% P: 94.58% R: 90.61% F: 92.55%
348
+ 2023-02-19 18:00:37 INFO dev: loss: nan - UP: 58.50% UR: 42.90% UF: 49.50% P: 56.70% R: 41.58% F: 47.98%
349
+ 2023-02-19 18:00:43 INFO test: loss: nan - UP: 54.18% UR: 37.67% UF: 44.44% P: 52.14% R: 36.26% F: 42.77%
350
+ 2023-02-19 18:01:01 INFO 0:01:08.881300s elapsed (saved)
351
+
352
+ 2023-02-19 18:01:01 INFO Epoch 48 / 5000:
353
+ 2023-02-19 18:02:00 INFO lr: 4.9520e-05 - loss: 0.0004 - UP: 94.88% UR: 91.84% UF: 93.33% P: 94.87% R: 91.83% F: 93.33%
354
+ 2023-02-19 18:02:06 INFO dev: loss: nan - UP: 58.93% UR: 41.51% UF: 48.71% P: 57.27% R: 40.34% F: 47.34%
355
+ 2023-02-19 18:02:11 INFO test: loss: nan - UP: 55.25% UR: 38.14% UF: 45.12% P: 53.23% R: 36.74% F: 43.47%
356
+ 2023-02-19 18:02:11 INFO 0:01:10.046904s elapsed
357
+
358
+ 2023-02-19 18:02:11 INFO Epoch 49 / 5000:
359
+ 2023-02-19 18:03:09 INFO lr: 4.9510e-05 - loss: 0.0013 - UP: 95.41% UR: 92.55% UF: 93.96% P: 95.41% R: 92.55% F: 93.96%
360
+ 2023-02-19 18:03:15 INFO dev: loss: nan - UP: 61.81% UR: 37.36% UF: 46.57% P: 59.88% R: 36.20% F: 45.12%
361
+ 2023-02-19 18:03:20 INFO test: loss: nan - UP: 56.26% UR: 33.02% UF: 41.62% P: 53.78% R: 31.57% F: 39.78%
362
+ 2023-02-19 18:03:20 INFO 0:01:08.868405s elapsed
363
+
364
+ 2023-02-19 18:03:20 INFO Epoch 50 / 5000:
365
+ 2023-02-19 18:04:18 INFO lr: 4.9500e-05 - loss: 0.0024 - UP: 93.44% UR: 88.76% UF: 91.04% P: 93.31% R: 88.64% F: 90.92%
366
+ 2023-02-19 18:04:24 INFO dev: loss: nan - UP: 52.36% UR: 46.83% UF: 49.44% P: 50.23% R: 44.93% F: 47.44%
367
+ 2023-02-19 18:04:29 INFO test: loss: nan - UP: 48.24% UR: 43.93% UF: 45.98% P: 46.31% R: 42.17% F: 44.14%
368
+ 2023-02-19 18:04:29 INFO 0:01:09.114565s elapsed
369
+
370
+ 2023-02-19 18:04:29 INFO Epoch 51 / 5000:
371
+ 2023-02-19 18:05:27 INFO lr: 4.9490e-05 - loss: 0.0010 - UP: 94.18% UR: 90.85% UF: 92.49% P: 94.18% R: 90.85% F: 92.49%
372
+ 2023-02-19 18:05:33 INFO dev: loss: nan - UP: 57.81% UR: 42.71% UF: 49.12% P: 55.81% R: 41.23% F: 47.42%
373
+ 2023-02-19 18:05:38 INFO test: loss: nan - UP: 53.90% UR: 40.78% UF: 46.43% P: 52.02% R: 39.36% F: 44.82%
374
+ 2023-02-19 18:05:38 INFO 0:01:09.098587s elapsed
375
+
376
+ 2023-02-19 18:05:38 INFO Epoch 52 / 5000:
377
+ 2023-02-19 18:06:36 INFO lr: 4.9480e-05 - loss: 0.0016 - UP: 93.48% UR: 89.35% UF: 91.37% P: 93.42% R: 89.29% F: 91.31%
378
+ 2023-02-19 18:06:42 INFO dev: loss: nan - UP: 57.11% UR: 41.91% UF: 48.35% P: 55.22% R: 40.52% F: 46.74%
379
+ 2023-02-19 18:06:47 INFO test: loss: nan - UP: 53.18% UR: 37.10% UF: 43.71% P: 51.54% R: 35.96% F: 42.36%
380
+ 2023-02-19 18:06:47 INFO 0:01:08.944603s elapsed
381
+
382
+ 2023-02-19 18:06:47 INFO Epoch 53 / 5000:
383
+ 2023-02-19 18:07:45 INFO lr: 4.9470e-05 - loss: 0.0005 - UP: 93.79% UR: 90.54% UF: 92.14% P: 93.78% R: 90.53% F: 92.12%
384
+ 2023-02-19 18:07:51 INFO dev: loss: nan - UP: 60.00% UR: 37.54% UF: 46.19% P: 57.74% R: 36.13% F: 44.45%
385
+ 2023-02-19 18:07:56 INFO test: loss: nan - UP: 57.13% UR: 34.69% UF: 43.17% P: 55.25% R: 33.55% F: 41.75%
386
+ 2023-02-19 18:07:56 INFO 0:01:08.894708s elapsed
387
+
388
+ 2023-02-19 18:07:56 INFO Epoch 54 / 5000:
389
+ 2023-02-19 18:08:54 INFO lr: 4.9460e-05 - loss: 0.0031 - UP: 94.31% UR: 91.29% UF: 92.77% P: 94.30% R: 91.28% F: 92.77%
390
+ 2023-02-19 18:09:00 INFO dev: loss: nan - UP: 53.27% UR: 43.28% UF: 47.76% P: 51.15% R: 41.56% F: 45.86%
391
+ 2023-02-19 18:09:05 INFO test: loss: nan - UP: 50.52% UR: 40.33% UF: 44.85% P: 48.40% R: 38.64% F: 42.97%
392
+ 2023-02-19 18:09:05 INFO 0:01:08.971003s elapsed
393
+
394
+ 2023-02-19 18:09:05 INFO Epoch 55 / 5000:
395
+ 2023-02-19 18:10:03 INFO lr: 4.9450e-05 - loss: 0.0031 - UP: 92.99% UR: 88.12% UF: 90.49% P: 92.97% R: 88.09% F: 90.46%
396
+ 2023-02-19 18:10:09 INFO dev: loss: nan - UP: 57.84% UR: 37.45% UF: 45.47% P: 55.93% R: 36.22% F: 43.97%
397
+ 2023-02-19 18:10:14 INFO test: loss: nan - UP: 51.91% UR: 34.50% UF: 41.45% P: 49.55% R: 32.94% F: 39.57%
398
+ 2023-02-19 18:10:14 INFO 0:01:08.785860s elapsed
399
+
400
+ 2023-02-19 18:10:14 INFO Epoch 56 / 5000:
401
+ 2023-02-19 18:11:12 INFO lr: 4.9440e-05 - loss: 0.0001 - UP: 92.26% UR: 85.28% UF: 88.63% P: 92.20% R: 85.22% F: 88.57%
402
+ 2023-02-19 18:11:17 INFO dev: loss: nan - UP: 62.48% UR: 35.75% UF: 45.48% P: 60.89% R: 34.85% F: 44.33%
403
+ 2023-02-19 18:11:23 INFO test: loss: nan - UP: 61.25% UR: 35.50% UF: 44.94% P: 58.84% R: 34.10% F: 43.18%
404
+ 2023-02-19 18:11:23 INFO 0:01:08.909174s elapsed
405
+
406
+ 2023-02-19 18:11:23 INFO Epoch 57 / 5000:
407
+ 2023-02-19 18:12:20 INFO lr: 4.9430e-05 - loss: 0.0033 - UP: 89.38% UR: 79.65% UF: 84.23% P: 89.32% R: 79.60% F: 84.18%
408
+ 2023-02-19 18:12:26 INFO dev: loss: nan - UP: 49.88% UR: 42.88% UF: 46.12% P: 48.27% R: 41.49% F: 44.62%
409
+ 2023-02-19 18:12:32 INFO test: loss: nan - UP: 43.07% UR: 37.61% UF: 40.15% P: 41.50% R: 36.23% F: 38.69%
410
+ 2023-02-19 18:12:32 INFO 0:01:08.610390s elapsed
411
+
412
+ 2023-02-19 18:12:32 INFO Epoch 58 / 5000:
413
+ 2023-02-19 18:13:29 INFO lr: 4.9420e-05 - loss: 0.0018 - UP: 88.15% UR: 77.93% UF: 82.72% P: 88.01% R: 77.81% F: 82.60%
414
+ 2023-02-19 18:13:35 INFO dev: loss: nan - UP: 48.17% UR: 44.14% UF: 46.07% P: 46.70% R: 42.79% F: 44.66%
415
+ 2023-02-19 18:13:40 INFO test: loss: nan - UP: 47.77% UR: 40.88% UF: 44.06% P: 45.35% R: 38.81% F: 41.83%
416
+ 2023-02-19 18:13:40 INFO 0:01:08.652371s elapsed
417
+
418
+ 2023-02-19 18:13:40 INFO Epoch 59 / 5000:
419
+ 2023-02-19 18:14:38 INFO lr: 4.9410e-05 - loss: 0.0016 - UP: 92.37% UR: 85.26% UF: 88.68% P: 92.23% R: 85.13% F: 88.54%
420
+ 2023-02-19 18:14:43 INFO dev: loss: nan - UP: 62.23% UR: 39.46% UF: 48.30% P: 60.49% R: 38.36% F: 46.95%
421
+ 2023-02-19 18:14:49 INFO test: loss: nan - UP: 57.61% UR: 36.55% UF: 44.73% P: 55.14% R: 34.99% F: 42.81%
422
+ 2023-02-19 18:14:49 INFO 0:01:08.809965s elapsed
423
+
424
+ 2023-02-19 18:14:49 INFO Epoch 60 / 5000:
425
+ 2023-02-19 18:15:47 INFO lr: 4.9400e-05 - loss: nan - UP: 94.04% UR: 89.36% UF: 91.64% P: 93.97% R: 89.29% F: 91.57%
426
+ 2023-02-19 18:15:52 INFO dev: loss: nan - UP: 57.07% UR: 43.04% UF: 49.07% P: 55.14% R: 41.58% F: 47.41%
427
+ 2023-02-19 18:15:58 INFO test: loss: nan - UP: 53.42% UR: 39.49% UF: 45.41% P: 50.96% R: 37.67% F: 43.32%
428
+ 2023-02-19 18:15:58 INFO 0:01:08.928710s elapsed
429
+
430
+ 2023-02-19 18:15:58 INFO Epoch 61 / 5000:
431
+ 2023-02-19 18:16:56 INFO lr: 4.9390e-05 - loss: 0.0002 - UP: 95.45% UR: 92.31% UF: 93.85% P: 95.39% R: 92.25% F: 93.79%
432
+ 2023-02-19 18:17:01 INFO dev: loss: nan - UP: 61.68% UR: 41.91% UF: 49.91% P: 59.60% R: 40.50% F: 48.23%
433
+ 2023-02-19 18:17:07 INFO test: loss: nan - UP: 55.61% UR: 38.52% UF: 45.51% P: 52.72% R: 36.51% F: 43.14%
434
+ 2023-02-19 18:17:26 INFO 0:01:08.838177s elapsed (saved)
435
+
436
+ 2023-02-19 18:17:26 INFO Epoch 62 / 5000:
437
+ 2023-02-19 18:18:25 INFO lr: 4.9380e-05 - loss: 0.0023 - UP: 94.83% UR: 92.09% UF: 93.44% P: 94.79% R: 92.06% F: 93.41%
438
+ 2023-02-19 18:18:30 INFO dev: loss: nan - UP: 59.09% UR: 39.11% UF: 47.07% P: 56.49% R: 37.39% F: 44.99%
439
+ 2023-02-19 18:18:36 INFO test: loss: nan - UP: 52.09% UR: 35.24% UF: 42.04% P: 49.63% R: 33.57% F: 40.05%
440
+ 2023-02-19 18:18:36 INFO 0:01:10.169286s elapsed
441
+
442
+ 2023-02-19 18:18:36 INFO Epoch 63 / 5000:
443
+ 2023-02-19 18:19:33 INFO lr: 4.9370e-05 - loss: 0.0020 - UP: 95.39% UR: 92.12% UF: 93.73% P: 95.39% R: 92.12% F: 93.73%
444
+ 2023-02-19 18:19:39 INFO dev: loss: nan - UP: 58.89% UR: 42.97% UF: 49.69% P: 57.02% R: 41.60% F: 48.11%
445
+ 2023-02-19 18:19:45 INFO test: loss: nan - UP: 55.08% UR: 40.06% UF: 46.39% P: 52.91% R: 38.47% F: 44.55%
446
+ 2023-02-19 18:19:45 INFO 0:01:08.841633s elapsed
447
+
448
+ 2023-02-19 18:19:45 INFO Epoch 64 / 5000:
449
+ 2023-02-19 18:20:42 INFO lr: 4.9360e-05 - loss: 0.0012 - UP: 95.35% UR: 93.01% UF: 94.17% P: 95.31% R: 92.97% F: 94.13%
450
+ 2023-02-19 18:20:48 INFO dev: loss: nan - UP: 57.08% UR: 43.15% UF: 49.15% P: 54.83% R: 41.45% F: 47.21%
451
+ 2023-02-19 18:20:54 INFO test: loss: nan - UP: 52.75% UR: 38.45% UF: 44.48% P: 50.64% R: 36.91% F: 42.70%
452
+ 2023-02-19 18:20:54 INFO 0:01:09.003225s elapsed
453
+
454
+ 2023-02-19 18:20:54 INFO Epoch 65 / 5000:
455
+ 2023-02-19 18:21:52 INFO lr: 4.9350e-05 - loss: 0.0010 - UP: 96.48% UR: 95.03% UF: 95.75% P: 96.47% R: 95.03% F: 95.75%
456
+ 2023-02-19 18:21:57 INFO dev: loss: nan - UP: 60.62% UR: 41.89% UF: 49.54% P: 59.05% R: 40.81% F: 48.26%
457
+ 2023-02-19 18:22:03 INFO test: loss: nan - UP: 56.47% UR: 38.56% UF: 45.83% P: 54.42% R: 37.16% F: 44.17%
458
+ 2023-02-19 18:22:21 INFO 0:01:09.186346s elapsed (saved)
459
+
460
+ 2023-02-19 18:22:21 INFO Epoch 66 / 5000:
461
+ 2023-02-19 18:23:20 INFO lr: 4.9340e-05 - loss: 0.0000 - UP: 96.92% UR: 95.53% UF: 96.22% P: 96.91% R: 95.53% F: 96.21%
462
+ 2023-02-19 18:23:26 INFO dev: loss: nan - UP: 60.67% UR: 41.27% UF: 49.13% P: 58.66% R: 39.90% F: 47.50%
463
+ 2023-02-19 18:23:31 INFO test: loss: nan - UP: 56.42% UR: 38.16% UF: 45.53% P: 54.14% R: 36.62% F: 43.69%
464
+ 2023-02-19 18:23:31 INFO 0:01:10.109056s elapsed
465
+
466
+ 2023-02-19 18:23:31 INFO Epoch 67 / 5000:
467
+ 2023-02-19 18:24:29 INFO lr: 4.9330e-05 - loss: 0.0001 - UP: 97.24% UR: 95.98% UF: 96.61% P: 97.24% R: 95.98% F: 96.61%
468
+ 2023-02-19 18:24:34 INFO dev: loss: nan - UP: 57.06% UR: 43.01% UF: 49.05% P: 55.39% R: 41.76% F: 47.62%
469
+ 2023-02-19 18:24:40 INFO test: loss: nan - UP: 55.27% UR: 40.10% UF: 46.48% P: 53.26% R: 38.64% F: 44.79%
470
+ 2023-02-19 18:24:40 INFO 0:01:08.962185s elapsed
471
+
472
+ 2023-02-19 18:24:40 INFO Epoch 68 / 5000:
473
+ 2023-02-19 18:25:38 INFO lr: 4.9320e-05 - loss: 0.0005 - UP: 96.74% UR: 94.83% UF: 95.78% P: 96.74% R: 94.83% F: 95.78%
474
+ 2023-02-19 18:25:43 INFO dev: loss: nan - UP: 62.71% UR: 39.15% UF: 48.21% P: 60.90% R: 38.03% F: 46.82%
475
+ 2023-02-19 18:25:49 INFO test: loss: nan - UP: 59.20% UR: 36.91% UF: 45.47% P: 56.86% R: 35.45% F: 43.68%
476
+ 2023-02-19 18:25:49 INFO 0:01:08.899644s elapsed
477
+
478
+ 2023-02-19 18:25:49 INFO Epoch 69 / 5000:
479
+ 2023-02-19 18:26:47 INFO lr: 4.9310e-05 - loss: 0.0017 - UP: 96.77% UR: 95.30% UF: 96.03% P: 96.73% R: 95.26% F: 95.99%
480
+ 2023-02-19 18:26:52 INFO dev: loss: nan - UP: 54.43% UR: 47.21% UF: 50.56% P: 52.32% R: 45.38% F: 48.60%
481
+ 2023-02-19 18:26:58 INFO test: loss: nan - UP: 51.20% UR: 42.93% UF: 46.70% P: 49.03% R: 41.12% F: 44.73%
482
+ 2023-02-19 18:27:18 INFO 0:01:08.932535s elapsed (saved)
483
+
484
+ 2023-02-19 18:27:18 INFO Epoch 70 / 5000:
485
+ 2023-02-19 18:28:17 INFO lr: 4.9300e-05 - loss: 0.0007 - UP: 96.84% UR: 95.90% UF: 96.36% P: 96.84% R: 95.90% F: 96.36%
486
+ 2023-02-19 18:28:22 INFO dev: loss: nan - UP: 61.26% UR: 41.91% UF: 49.77% P: 59.42% R: 40.65% F: 48.28%
487
+ 2023-02-19 18:28:28 INFO test: loss: nan - UP: 56.11% UR: 37.38% UF: 44.86% P: 53.98% R: 35.96% F: 43.17%
488
+ 2023-02-19 18:28:28 INFO 0:01:10.126669s elapsed
489
+
490
+ 2023-02-19 18:28:28 INFO Epoch 71 / 5000:
491
+ 2023-02-19 18:29:26 INFO lr: 4.9290e-05 - loss: 0.0004 - UP: 96.89% UR: 95.49% UF: 96.19% P: 96.80% R: 95.41% F: 96.10%
492
+ 2023-02-19 18:29:31 INFO dev: loss: nan - UP: 57.89% UR: 43.39% UF: 49.60% P: 56.24% R: 42.15% F: 48.19%
493
+ 2023-02-19 18:29:37 INFO test: loss: nan - UP: 54.57% UR: 39.45% UF: 45.79% P: 52.53% R: 37.97% F: 44.08%
494
+ 2023-02-19 18:29:37 INFO 0:01:08.923112s elapsed
495
+
496
+ 2023-02-19 18:29:37 INFO Epoch 72 / 5000:
497
+ 2023-02-19 18:30:35 INFO lr: 4.9280e-05 - loss: 0.0043 - UP: 93.34% UR: 88.19% UF: 90.69% P: 93.08% R: 87.94% F: 90.43%
498
+ 2023-02-19 18:30:40 INFO dev: loss: nan - UP: 55.56% UR: 37.25% UF: 44.60% P: 53.32% R: 35.75% F: 42.81%
499
+ 2023-02-19 18:30:46 INFO test: loss: nan - UP: 52.21% UR: 35.14% UF: 42.01% P: 49.67% R: 33.42% F: 39.96%
500
+ 2023-02-19 18:30:46 INFO 0:01:09.030395s elapsed
501
+
502
+ 2023-02-19 18:30:46 INFO Epoch 73 / 5000:
503
+ 2023-02-19 18:31:44 INFO lr: 4.9270e-05 - loss: 0.0017 - UP: 92.75% UR: 87.38% UF: 89.99% P: 92.65% R: 87.29% F: 89.89%
504
+ 2023-02-19 18:31:49 INFO dev: loss: nan - UP: 59.60% UR: 40.56% UF: 48.27% P: 57.88% R: 39.40% F: 46.88%
505
+ 2023-02-19 18:31:55 INFO test: loss: nan - UP: 54.08% UR: 36.95% UF: 43.91% P: 51.95% R: 35.50% F: 42.17%
506
+ 2023-02-19 18:31:55 INFO 0:01:09.045391s elapsed
507
+
508
+ 2023-02-19 18:31:55 INFO Epoch 74 / 5000:
509
+ 2023-02-19 18:32:53 INFO lr: 4.9260e-05 - loss: 0.0010 - UP: 91.74% UR: 84.88% UF: 88.18% P: 91.45% R: 84.62% F: 87.90%
510
+ 2023-02-19 18:32:58 INFO dev: loss: nan - UP: 42.46% UR: 52.20% UF: 46.83% P: 40.43% R: 49.70% F: 44.59%
511
+ 2023-02-19 18:33:04 INFO test: loss: nan - UP: 40.10% UR: 47.69% UF: 43.57% P: 37.90% R: 45.07% F: 41.17%
512
+ 2023-02-19 18:33:04 INFO 0:01:08.841701s elapsed
513
+
514
+ 2023-02-19 18:33:04 INFO Epoch 75 / 5000:
515
+ 2023-02-19 18:34:01 INFO lr: 4.9250e-05 - loss: 0.0032 - UP: 86.90% UR: 72.38% UF: 78.97% P: 86.68% R: 72.19% F: 78.78%
516
+ 2023-02-19 18:34:07 INFO dev: loss: nan - UP: 55.24% UR: 41.73% UF: 47.55% P: 53.02% R: 40.06% F: 45.64%
517
+ 2023-02-19 18:34:13 INFO test: loss: nan - UP: 46.86% UR: 36.85% UF: 41.25% P: 44.52% R: 35.01% F: 39.20%
518
+ 2023-02-19 18:34:13 INFO 0:01:08.834299s elapsed
519
+
520
+ 2023-02-19 18:34:13 INFO Epoch 76 / 5000:
521
+ 2023-02-19 18:35:10 INFO lr: 4.9240e-05 - loss: 0.0143 - UP: 89.62% UR: 79.63% UF: 84.33% P: 89.46% R: 79.49% F: 84.18%
522
+ 2023-02-19 18:35:16 INFO dev: loss: nan - UP: 50.12% UR: 47.56% UF: 48.81% P: 48.14% R: 45.69% F: 46.88%
523
+ 2023-02-19 18:35:22 INFO test: loss: nan - UP: 42.88% UR: 41.69% UF: 42.28% P: 40.71% R: 39.57% F: 40.13%
524
+ 2023-02-19 18:35:22 INFO 0:01:09.020048s elapsed
525
+
526
+ 2023-02-19 18:35:22 INFO Epoch 77 / 5000:
527
+ 2023-02-19 18:36:19 INFO lr: 4.9230e-05 - loss: 0.0141 - UP: 92.30% UR: 87.10% UF: 89.62% P: 92.24% R: 87.04% F: 89.56%
528
+ 2023-02-19 18:36:25 INFO dev: loss: nan - UP: 51.04% UR: 45.31% UF: 48.01% P: 48.73% R: 43.26% F: 45.83%
529
+ 2023-02-19 18:36:31 INFO test: loss: nan - UP: 45.66% UR: 41.33% UF: 43.38% P: 43.58% R: 39.45% F: 41.41%
530
+ 2023-02-19 18:36:31 INFO 0:01:08.969456s elapsed
531
+
532
+ 2023-02-19 18:36:31 INFO Epoch 78 / 5000:
533
+ 2023-02-19 18:37:29 INFO lr: 4.9220e-05 - loss: 0.0006 - UP: 93.51% UR: 89.22% UF: 91.31% P: 93.45% R: 89.17% F: 91.26%
534
+ 2023-02-19 18:37:34 INFO dev: loss: nan - UP: 61.53% UR: 37.74% UF: 46.79% P: 59.55% R: 36.53% F: 45.28%
535
+ 2023-02-19 18:37:40 INFO test: loss: nan - UP: 57.38% UR: 35.58% UF: 43.92% P: 55.03% R: 34.12% F: 42.12%
536
+ 2023-02-19 18:37:40 INFO 0:01:09.212566s elapsed
537
+
538
+ 2023-02-19 18:37:40 INFO Epoch 79 / 5000:
539
+ 2023-02-19 18:38:38 INFO lr: 4.9210e-05 - loss: 0.0007 - UP: 95.66% UR: 92.48% UF: 94.04% P: 95.64% R: 92.46% F: 94.02%
540
+ 2023-02-19 18:38:43 INFO dev: loss: nan - UP: 60.52% UR: 37.76% UF: 46.51% P: 58.54% R: 36.53% F: 44.99%
541
+ 2023-02-19 18:38:49 INFO test: loss: nan - UP: 56.63% UR: 36.81% UF: 44.62% P: 54.42% R: 35.37% F: 42.87%
542
+ 2023-02-19 18:38:49 INFO 0:01:09.104586s elapsed
543
+
544
+ 2023-02-19 18:38:49 INFO Epoch 80 / 5000:
545
+ 2023-02-19 18:39:47 INFO lr: 4.9200e-05 - loss: 0.0012 - UP: 96.03% UR: 94.39% UF: 95.21% P: 96.01% R: 94.37% F: 95.18%
546
+ 2023-02-19 18:39:52 INFO dev: loss: nan - UP: 58.70% UR: 41.38% UF: 48.54% P: 56.86% R: 40.08% F: 47.02%
547
+ 2023-02-19 18:39:58 INFO test: loss: nan - UP: 54.73% UR: 39.59% UF: 45.95% P: 52.63% R: 38.07% F: 44.18%
548
+ 2023-02-19 18:39:58 INFO 0:01:09.089311s elapsed
549
+
550
+ 2023-02-19 18:39:58 INFO Epoch 81 / 5000:
551
+ 2023-02-19 18:40:56 INFO lr: 4.9190e-05 - loss: 0.0019 - UP: 96.75% UR: 95.29% UF: 96.02% P: 96.75% R: 95.29% F: 96.02%
552
+ 2023-02-19 18:41:02 INFO dev: loss: nan - UP: 60.98% UR: 40.70% UF: 48.82% P: 59.16% R: 39.48% F: 47.36%
553
+ 2023-02-19 18:41:07 INFO test: loss: nan - UP: 55.97% UR: 39.05% UF: 46.00% P: 53.76% R: 37.50% F: 44.18%
554
+ 2023-02-19 18:41:07 INFO 0:01:09.261005s elapsed
555
+
556
+ 2023-02-19 18:41:07 INFO Epoch 82 / 5000:
557
+ 2023-02-19 18:42:05 INFO lr: 4.9180e-05 - loss: 0.0000 - UP: 97.06% UR: 95.38% UF: 96.22% P: 97.05% R: 95.37% F: 96.20%
558
+ 2023-02-19 18:42:11 INFO dev: loss: nan - UP: 56.23% UR: 42.75% UF: 48.57% P: 54.46% R: 41.40% F: 47.04%
559
+ 2023-02-19 18:42:16 INFO test: loss: nan - UP: 51.45% UR: 39.81% UF: 44.88% P: 49.26% R: 38.12% F: 42.98%
560
+ 2023-02-19 18:42:17 INFO 0:01:09.288226s elapsed
561
+
562
+ 2023-02-19 18:42:17 INFO Epoch 83 / 5000:
563
+ 2023-02-19 18:43:14 INFO lr: 4.9170e-05 - loss: 0.0005 - UP: 97.60% UR: 96.16% UF: 96.88% P: 97.60% R: 96.16% F: 96.88%
564
+ 2023-02-19 18:43:20 INFO dev: loss: nan - UP: 58.54% UR: 42.60% UF: 49.31% P: 56.41% R: 41.05% F: 47.52%
565
+ 2023-02-19 18:43:25 INFO test: loss: nan - UP: 54.68% UR: 39.28% UF: 45.71% P: 52.29% R: 37.57% F: 43.72%
566
+ 2023-02-19 18:43:25 INFO 0:01:08.884210s elapsed
567
+
568
+ 2023-02-19 18:43:25 INFO Epoch 84 / 5000:
569
+ 2023-02-19 18:44:23 INFO lr: 4.9160e-05 - loss: 0.0016 - UP: 95.28% UR: 91.80% UF: 93.51% P: 95.13% R: 91.65% F: 93.36%
570
+ 2023-02-19 18:44:29 INFO dev: loss: nan - UP: 51.77% UR: 43.21% UF: 47.11% P: 50.08% R: 41.80% F: 45.57%
571
+ 2023-02-19 18:44:34 INFO test: loss: nan - UP: 47.94% UR: 41.96% UF: 44.75% P: 45.67% R: 39.97% F: 42.63%
572
+ 2023-02-19 18:44:34 INFO 0:01:09.100365s elapsed
573
+
574
+ 2023-02-19 18:44:34 INFO Epoch 85 / 5000:
575
+ 2023-02-19 18:45:32 INFO lr: 4.9150e-05 - loss: nan - UP: 94.05% UR: 90.01% UF: 91.98% P: 93.96% R: 89.93% F: 91.90%
576
+ 2023-02-19 18:45:38 INFO dev: loss: nan - UP: 54.21% UR: 41.62% UF: 47.09% P: 52.54% R: 40.34% F: 45.64%
577
+ 2023-02-19 18:45:43 INFO test: loss: nan - UP: 49.66% UR: 38.90% UF: 43.63% P: 47.53% R: 37.23% F: 41.75%
578
+ 2023-02-19 18:45:43 INFO 0:01:08.960026s elapsed
579
+
580
+ 2023-02-19 18:45:43 INFO Epoch 86 / 5000:
581
+ 2023-02-19 18:46:41 INFO lr: 4.9140e-05 - loss: 0.0037 - UP: 90.99% UR: 84.78% UF: 87.78% P: 90.62% R: 84.44% F: 87.42%
582
+ 2023-02-19 18:46:47 INFO dev: loss: nan - UP: 56.14% UR: 38.64% UF: 45.78% P: 54.60% R: 37.59% F: 44.52%
583
+ 2023-02-19 18:46:52 INFO test: loss: nan - UP: 49.69% UR: 38.41% UF: 43.33% P: 47.85% R: 37.00% F: 41.73%
584
+ 2023-02-19 18:46:52 INFO 0:01:09.047713s elapsed
585
+
586
+ 2023-02-19 18:46:52 INFO Epoch 87 / 5000:
587
+ 2023-02-19 18:47:50 INFO lr: 4.9130e-05 - loss: 0.0010 - UP: 92.36% UR: 85.84% UF: 88.98% P: 92.07% R: 85.57% F: 88.70%
588
+ 2023-02-19 18:47:55 INFO dev: loss: nan - UP: 60.27% UR: 37.96% UF: 46.58% P: 58.65% R: 36.95% F: 45.34%
589
+ 2023-02-19 18:48:01 INFO test: loss: nan - UP: 56.45% UR: 34.59% UF: 42.89% P: 54.00% R: 33.09% F: 41.03%
590
+ 2023-02-19 18:48:01 INFO 0:01:08.597664s elapsed
591
+
592
+ 2023-02-19 18:48:01 INFO Epoch 88 / 5000:
593
+ 2023-02-19 18:48:59 INFO lr: 4.9120e-05 - loss: 0.0012 - UP: 95.00% UR: 92.37% UF: 93.67% P: 94.97% R: 92.34% F: 93.64%
594
+ 2023-02-19 18:49:04 INFO dev: loss: nan - UP: 58.60% UR: 40.76% UF: 48.08% P: 56.63% R: 39.40% F: 46.47%
595
+ 2023-02-19 18:49:10 INFO test: loss: nan - UP: 55.02% UR: 37.88% UF: 44.87% P: 52.59% R: 36.21% F: 42.89%
596
+ 2023-02-19 18:49:10 INFO 0:01:08.908738s elapsed
597
+
598
+ 2023-02-19 18:49:10 INFO Epoch 89 / 5000:
599
+ 2023-02-19 18:50:08 INFO lr: 4.9110e-05 - loss: 0.0003 - UP: 96.54% UR: 94.35% UF: 95.43% P: 96.51% R: 94.33% F: 95.41%
600
+ 2023-02-19 18:50:14 INFO dev: loss: nan - UP: 59.60% UR: 40.98% UF: 48.57% P: 57.99% R: 39.88% F: 47.26%
601
+ 2023-02-19 18:50:19 INFO test: loss: nan - UP: 56.81% UR: 38.60% UF: 45.97% P: 54.63% R: 37.12% F: 44.21%
602
+ 2023-02-19 18:50:19 INFO 0:01:09.085664s elapsed
603
+
604
+ 2023-02-19 18:50:19 INFO Epoch 90 / 5000:
605
+ 2023-02-19 18:51:17 INFO lr: 4.9100e-05 - loss: 0.0004 - UP: 96.84% UR: 95.48% UF: 96.16% P: 96.83% R: 95.47% F: 96.14%
606
+ 2023-02-19 18:51:22 INFO dev: loss: nan - UP: 59.26% UR: 40.39% UF: 48.04% P: 57.32% R: 39.06% F: 46.46%
607
+ 2023-02-19 18:51:28 INFO test: loss: nan - UP: 56.42% UR: 37.99% UF: 45.40% P: 53.88% R: 36.28% F: 43.36%
608
+ 2023-02-19 18:51:28 INFO 0:01:08.764150s elapsed
609
+
610
+ 2023-02-19 18:51:28 INFO Epoch 91 / 5000:
611
+ 2023-02-19 18:52:25 INFO lr: 4.9090e-05 - loss: 0.0003 - UP: 97.18% UR: 95.34% UF: 96.25% P: 97.17% R: 95.34% F: 96.25%
612
+ 2023-02-19 18:52:31 INFO dev: loss: nan - UP: 59.63% UR: 40.92% UF: 48.53% P: 57.83% R: 39.68% F: 47.07%
613
+ 2023-02-19 18:52:37 INFO test: loss: nan - UP: 56.72% UR: 38.33% UF: 45.74% P: 54.47% R: 36.81% F: 43.93%
614
+ 2023-02-19 18:52:37 INFO 0:01:08.711045s elapsed
615
+
616
+ 2023-02-19 18:52:37 INFO Epoch 92 / 5000:
617
+ 2023-02-19 18:53:34 INFO lr: 4.9080e-05 - loss: 0.0003 - UP: 97.44% UR: 96.36% UF: 96.90% P: 97.43% R: 96.35% F: 96.89%
618
+ 2023-02-19 18:53:40 INFO dev: loss: nan - UP: 58.01% UR: 39.55% UF: 47.03% P: 56.04% R: 38.20% F: 45.43%
619
+ 2023-02-19 18:53:45 INFO test: loss: nan - UP: 58.74% UR: 38.62% UF: 46.60% P: 56.30% R: 37.02% F: 44.67%
620
+ 2023-02-19 18:53:45 INFO 0:01:08.880386s elapsed
621
+
622
+ 2023-02-19 18:53:45 INFO Epoch 93 / 5000:
623
+ 2023-02-19 18:54:43 INFO lr: 4.9070e-05 - loss: 0.0002 - UP: 97.66% UR: 96.83% UF: 97.24% P: 97.64% R: 96.81% F: 97.23%
624
+ 2023-02-19 18:54:49 INFO dev: loss: nan - UP: 63.11% UR: 36.81% UF: 46.50% P: 61.10% R: 35.64% F: 45.02%
625
+ 2023-02-19 18:54:54 INFO test: loss: nan - UP: 60.88% UR: 35.05% UF: 44.49% P: 58.46% R: 33.66% F: 42.72%
626
+ 2023-02-19 18:54:54 INFO 0:01:08.814995s elapsed
627
+
628
+ 2023-02-19 18:54:54 INFO Epoch 94 / 5000:
629
+ 2023-02-19 18:55:52 INFO lr: 4.9060e-05 - loss: 0.0001 - UP: 97.00% UR: 94.92% UF: 95.95% P: 96.97% R: 94.89% F: 95.92%
630
+ 2023-02-19 18:55:58 INFO dev: loss: nan - UP: 48.37% UR: 42.04% UF: 44.99% P: 46.19% R: 40.15% F: 42.96%
631
+ 2023-02-19 18:56:03 INFO test: loss: nan - UP: 47.29% UR: 41.64% UF: 44.29% P: 44.39% R: 39.09% F: 41.57%
632
+ 2023-02-19 18:56:03 INFO 0:01:09.086634s elapsed
633
+
634
+ 2023-02-19 18:56:03 INFO Epoch 95 / 5000:
635
+ 2023-02-19 18:57:01 INFO lr: 4.9050e-05 - loss: 0.0007 - UP: 94.06% UR: 91.72% UF: 92.88% P: 94.01% R: 91.68% F: 92.83%
636
+ 2023-02-19 18:57:07 INFO dev: loss: nan - UP: 57.38% UR: 39.28% UF: 46.64% P: 55.35% R: 37.89% F: 44.99%
637
+ 2023-02-19 18:57:12 INFO test: loss: nan - UP: 54.00% UR: 37.80% UF: 44.47% P: 51.80% R: 36.26% F: 42.65%
638
+ 2023-02-19 18:57:12 INFO 0:01:08.919057s elapsed
639
+
640
+ 2023-02-19 18:57:12 INFO Epoch 96 / 5000:
641
+ 2023-02-19 18:58:10 INFO lr: 4.9040e-05 - loss: 0.0017 - UP: 96.75% UR: 94.86% UF: 95.80% P: 96.73% R: 94.84% F: 95.78%
642
+ 2023-02-19 18:58:16 INFO dev: loss: nan - UP: 57.18% UR: 30.77% UF: 40.01% P: 54.43% R: 29.29% F: 38.08%
643
+ 2023-02-19 18:58:21 INFO test: loss: nan - UP: 52.66% UR: 30.11% UF: 38.31% P: 49.82% R: 28.48% F: 36.24%
644
+ 2023-02-19 18:58:21 INFO 0:01:08.962569s elapsed
645
+
646
+ 2023-02-19 18:58:21 INFO Epoch 97 / 5000:
647
+ 2023-02-19 18:59:19 INFO lr: 4.9030e-05 - loss: 0.0000 - UP: 96.91% UR: 95.98% UF: 96.44% P: 96.90% R: 95.96% F: 96.43%
648
+ 2023-02-19 18:59:24 INFO dev: loss: nan - UP: 61.01% UR: 40.43% UF: 48.63% P: 59.17% R: 39.22% F: 47.17%
649
+ 2023-02-19 18:59:30 INFO test: loss: nan - UP: 57.84% UR: 38.26% UF: 46.06% P: 55.76% R: 36.89% F: 44.40%
650
+ 2023-02-19 18:59:30 INFO 0:01:08.759989s elapsed
651
+
652
+ 2023-02-19 18:59:30 INFO Epoch 98 / 5000:
653
+ 2023-02-19 19:00:28 INFO lr: 4.9020e-05 - loss: 0.0004 - UP: 97.93% UR: 97.00% UF: 97.46% P: 97.93% R: 97.00% F: 97.46%
654
+ 2023-02-19 19:00:33 INFO dev: loss: nan - UP: 58.13% UR: 44.80% UF: 50.60% P: 56.30% R: 43.39% F: 49.01%
655
+ 2023-02-19 19:00:39 INFO test: loss: nan - UP: 53.22% UR: 40.63% UF: 46.08% P: 51.29% R: 39.15% F: 44.40%
656
+ 2023-02-19 19:00:57 INFO 0:01:08.984939s elapsed (saved)
657
+
658
+ 2023-02-19 19:00:57 INFO Epoch 99 / 5000:
659
+ 2023-02-19 19:01:56 INFO lr: 4.9010e-05 - loss: 0.0003 - UP: 98.03% UR: 97.25% UF: 97.64% P: 98.02% R: 97.25% F: 97.63%
660
+ 2023-02-19 19:02:01 INFO dev: loss: nan - UP: 59.24% UR: 40.12% UF: 47.84% P: 57.58% R: 39.00% F: 46.50%
661
+ 2023-02-19 19:02:07 INFO test: loss: nan - UP: 55.17% UR: 38.58% UF: 45.41% P: 53.08% R: 37.12% F: 43.69%
662
+ 2023-02-19 19:02:07 INFO 0:01:09.971574s elapsed
663
+
664
+ 2023-02-19 19:02:07 INFO Epoch 100 / 5000:
665
+ 2023-02-19 19:03:04 INFO lr: 4.9000e-05 - loss: 0.0019 - UP: 94.84% UR: 92.92% UF: 93.87% P: 94.77% R: 92.85% F: 93.80%
666
+ 2023-02-19 19:03:10 INFO dev: loss: nan - UP: 58.16% UR: 34.45% UF: 43.27% P: 56.22% R: 33.30% F: 41.83%
667
+ 2023-02-19 19:03:16 INFO test: loss: nan - UP: 55.84% UR: 34.04% UF: 42.29% P: 53.76% R: 32.77% F: 40.72%
668
+ 2023-02-19 19:03:16 INFO 0:01:08.746029s elapsed
669
+
670
+ 2023-02-19 19:03:16 INFO Epoch 101 / 5000:
671
+ 2023-02-19 19:04:13 INFO lr: 4.8990e-05 - loss: 0.0003 - UP: 95.53% UR: 93.15% UF: 94.33% P: 95.47% R: 93.09% F: 94.27%
672
+ 2023-02-19 19:04:19 INFO dev: loss: nan - UP: 63.25% UR: 37.03% UF: 46.71% P: 61.59% R: 36.06% F: 45.49%
673
+ 2023-02-19 19:04:25 INFO test: loss: nan - UP: 58.63% UR: 35.31% UF: 44.07% P: 56.25% R: 33.87% F: 42.28%
674
+ 2023-02-19 19:04:25 INFO 0:01:08.829306s elapsed
675
+
676
+ 2023-02-19 19:04:25 INFO Epoch 102 / 5000:
677
+ 2023-02-19 19:05:22 INFO lr: 4.8980e-05 - loss: 0.0061 - UP: 89.61% UR: 81.04% UF: 85.11% P: 89.47% R: 80.91% F: 84.98%
678
+ 2023-02-19 19:05:28 INFO dev: loss: nan - UP: 46.06% UR: 44.16% UF: 45.09% P: 44.13% R: 42.31% F: 43.20%
679
+ 2023-02-19 19:05:34 INFO test: loss: nan - UP: 45.09% UR: 42.45% UF: 43.73% P: 43.09% R: 40.57% F: 41.79%
680
+ 2023-02-19 19:05:34 INFO 0:01:08.940794s elapsed
681
+
682
+ 2023-02-19 19:05:34 INFO Epoch 103 / 5000:
683
+ 2023-02-19 19:06:31 INFO lr: 4.8970e-05 - loss: 0.0015 - UP: 93.65% UR: 88.43% UF: 90.96% P: 93.57% R: 88.36% F: 90.89%
684
+ 2023-02-19 19:06:37 INFO dev: loss: nan - UP: 50.95% UR: 37.45% UF: 43.17% P: 48.87% R: 35.93% F: 41.41%
685
+ 2023-02-19 19:06:42 INFO test: loss: nan - UP: 47.27% UR: 36.53% UF: 41.21% P: 45.54% R: 35.20% F: 39.71%
686
+ 2023-02-19 19:06:42 INFO 0:01:08.873119s elapsed
687
+
688
+ 2023-02-19 19:06:42 INFO Epoch 104 / 5000:
689
+ 2023-02-19 19:07:40 INFO lr: 4.8960e-05 - loss: 0.0009 - UP: 94.04% UR: 88.23% UF: 91.04% P: 93.95% R: 88.14% F: 90.95%
690
+ 2023-02-19 19:07:46 INFO dev: loss: nan - UP: 56.25% UR: 41.71% UF: 47.90% P: 54.43% R: 40.37% F: 46.36%
691
+ 2023-02-19 19:07:51 INFO test: loss: nan - UP: 54.97% UR: 39.40% UF: 45.90% P: 52.52% R: 37.65% F: 43.86%
692
+ 2023-02-19 19:07:51 INFO 0:01:08.747469s elapsed
693
+
694
+ 2023-02-19 19:07:51 INFO Epoch 105 / 5000:
695
+ 2023-02-19 19:08:49 INFO lr: 4.8950e-05 - loss: 0.0023 - UP: 95.23% UR: 92.31% UF: 93.75% P: 95.18% R: 92.26% F: 93.70%
696
+ 2023-02-19 19:08:54 INFO dev: loss: nan - UP: 54.28% UR: 44.25% UF: 48.75% P: 52.71% R: 42.97% F: 47.34%
697
+ 2023-02-19 19:09:00 INFO test: loss: nan - UP: 49.54% UR: 41.33% UF: 45.06% P: 47.47% R: 39.59% F: 43.17%
698
+ 2023-02-19 19:09:00 INFO 0:01:08.725185s elapsed
699
+
700
+ 2023-02-19 19:09:00 INFO Epoch 106 / 5000:
701
+ 2023-02-19 19:09:57 INFO lr: 4.8940e-05 - loss: 0.0009 - UP: 96.41% UR: 93.71% UF: 95.04% P: 96.35% R: 93.65% F: 94.98%
702
+ 2023-02-19 19:10:03 INFO dev: loss: nan - UP: 59.09% UR: 42.75% UF: 49.61% P: 57.23% R: 41.40% F: 48.05%
703
+ 2023-02-19 19:10:09 INFO test: loss: nan - UP: 53.04% UR: 38.75% UF: 44.78% P: 51.10% R: 37.33% F: 43.14%
704
+ 2023-02-19 19:10:09 INFO 0:01:08.730088s elapsed
705
+
706
+ 2023-02-19 19:10:09 INFO Epoch 107 / 5000:
707
+ 2023-02-19 19:11:06 INFO lr: 4.8930e-05 - loss: 0.0015 - UP: 96.78% UR: 95.68% UF: 96.23% P: 96.77% R: 95.67% F: 96.22%
708
+ 2023-02-19 19:11:12 INFO dev: loss: nan - UP: 57.33% UR: 42.37% UF: 48.73% P: 55.96% R: 41.36% F: 47.56%
709
+ 2023-02-19 19:11:17 INFO test: loss: nan - UP: 52.32% UR: 38.07% UF: 44.07% P: 50.81% R: 36.97% F: 42.80%
710
+ 2023-02-19 19:11:17 INFO 0:01:08.897648s elapsed
711
+
712
+ 2023-02-19 19:11:17 INFO Epoch 108 / 5000:
713
+ 2023-02-19 19:12:15 INFO lr: 4.8920e-05 - loss: 0.0001 - UP: 97.41% UR: 96.61% UF: 97.01% P: 97.39% R: 96.59% F: 96.99%
714
+ 2023-02-19 19:12:21 INFO dev: loss: nan - UP: 61.23% UR: 39.95% UF: 48.35% P: 59.61% R: 38.89% F: 47.07%
715
+ 2023-02-19 19:12:26 INFO test: loss: nan - UP: 55.48% UR: 37.57% UF: 44.80% P: 53.82% R: 36.45% F: 43.46%
716
+ 2023-02-19 19:12:26 INFO 0:01:08.794842s elapsed
717
+
718
+ 2023-02-19 19:12:26 INFO Epoch 109 / 5000:
719
+ 2023-02-19 19:13:24 INFO lr: 4.8910e-05 - loss: nan - UP: 96.87% UR: 94.21% UF: 95.52% P: 96.81% R: 94.16% F: 95.47%
720
+ 2023-02-19 19:13:30 INFO dev: loss: nan - UP: 54.47% UR: 42.66% UF: 47.85% P: 52.58% R: 41.18% F: 46.19%
721
+ 2023-02-19 19:13:35 INFO test: loss: nan - UP: 49.13% UR: 40.19% UF: 44.21% P: 47.40% R: 38.77% F: 42.65%
722
+ 2023-02-19 19:13:35 INFO 0:01:08.957205s elapsed
723
+
724
+ 2023-02-19 19:13:35 INFO Epoch 110 / 5000:
725
+ 2023-02-19 19:14:33 INFO lr: 4.8900e-05 - loss: 0.0003 - UP: 97.14% UR: 95.49% UF: 96.31% P: 97.11% R: 95.47% F: 96.28%
726
+ 2023-02-19 19:14:39 INFO dev: loss: nan - UP: 55.40% UR: 43.37% UF: 48.65% P: 53.45% R: 41.85% F: 46.94%
727
+ 2023-02-19 19:14:44 INFO test: loss: nan - UP: 50.20% UR: 40.19% UF: 44.64% P: 48.48% R: 38.81% F: 43.11%
728
+ 2023-02-19 19:14:44 INFO 0:01:08.919143s elapsed
729
+
730
+ 2023-02-19 19:14:44 INFO Epoch 111 / 5000:
731
+ 2023-02-19 19:15:42 INFO lr: 4.8890e-05 - loss: 0.0008 - UP: 95.95% UR: 94.45% UF: 95.19% P: 95.93% R: 94.43% F: 95.17%
732
+ 2023-02-19 19:15:48 INFO dev: loss: nan - UP: 54.95% UR: 40.41% UF: 46.57% P: 53.06% R: 39.02% F: 44.97%
733
+ 2023-02-19 19:15:53 INFO test: loss: nan - UP: 52.42% UR: 37.59% UF: 43.78% P: 50.56% R: 36.26% F: 42.23%
734
+ 2023-02-19 19:15:53 INFO 0:01:09.094667s elapsed
735
+
736
+ 2023-02-19 19:15:53 INFO Epoch 112 / 5000:
737
+ 2023-02-19 19:16:51 INFO lr: 4.8880e-05 - loss: 0.0002 - UP: 97.36% UR: 95.68% UF: 96.52% P: 97.34% R: 95.66% F: 96.49%
738
+ 2023-02-19 19:16:56 INFO dev: loss: nan - UP: 60.78% UR: 40.50% UF: 48.61% P: 59.16% R: 39.42% F: 47.31%
739
+ 2023-02-19 19:17:02 INFO test: loss: nan - UP: 56.72% UR: 37.74% UF: 45.32% P: 54.91% R: 36.53% F: 43.87%
740
+ 2023-02-19 19:17:02 INFO 0:01:08.705099s elapsed
741
+
742
+ 2023-02-19 19:17:02 INFO Epoch 113 / 5000:
743
+ 2023-02-19 19:18:00 INFO lr: 4.8870e-05 - loss: 0.0003 - UP: 98.26% UR: 97.49% UF: 97.87% P: 98.26% R: 97.49% F: 97.87%
744
+ 2023-02-19 19:18:05 INFO dev: loss: nan - UP: 55.40% UR: 44.71% UF: 49.49% P: 53.68% R: 43.32% F: 47.95%
745
+ 2023-02-19 19:18:11 INFO test: loss: nan - UP: 51.76% UR: 41.05% UF: 45.79% P: 49.84% R: 39.53% F: 44.09%
746
+ 2023-02-19 19:18:11 INFO 0:01:08.900554s elapsed
747
+
748
+ 2023-02-19 19:18:11 INFO Epoch 114 / 5000:
749
+ 2023-02-19 19:19:08 INFO lr: 4.8860e-05 - loss: 0.0002 - UP: 98.31% UR: 97.76% UF: 98.04% P: 98.31% R: 97.76% F: 98.04%
750
+ 2023-02-19 19:19:14 INFO dev: loss: nan - UP: 60.97% UR: 38.95% UF: 47.54% P: 59.48% R: 38.00% F: 46.38%
751
+ 2023-02-19 19:19:20 INFO test: loss: nan - UP: 57.57% UR: 36.57% UF: 44.73% P: 55.84% R: 35.47% F: 43.39%
752
+ 2023-02-19 19:19:20 INFO 0:01:08.749114s elapsed
753
+
754
+ 2023-02-19 19:19:20 INFO Epoch 115 / 5000:
755
+ 2023-02-19 19:20:17 INFO lr: 4.8850e-05 - loss: 0.0002 - UP: 98.57% UR: 98.26% UF: 98.41% P: 98.57% R: 98.26% F: 98.41%
756
+ 2023-02-19 19:20:23 INFO dev: loss: nan - UP: 58.61% UR: 42.66% UF: 49.38% P: 56.91% R: 41.43% F: 47.95%
757
+ 2023-02-19 19:20:29 INFO test: loss: nan - UP: 54.63% UR: 40.29% UF: 46.38% P: 52.82% R: 38.96% F: 44.84%
758
+ 2023-02-19 19:20:29 INFO 0:01:08.992653s elapsed
759
+
760
+ 2023-02-19 19:20:29 INFO Epoch 116 / 5000:
761
+ 2023-02-19 19:21:26 INFO lr: 4.8840e-05 - loss: 0.0003 - UP: 98.12% UR: 96.40% UF: 97.25% P: 98.12% R: 96.39% F: 97.24%
762
+ 2023-02-19 19:21:32 INFO dev: loss: nan - UP: 62.55% UR: 40.04% UF: 48.82% P: 60.79% R: 38.91% F: 47.45%
763
+ 2023-02-19 19:21:37 INFO test: loss: nan - UP: 56.76% UR: 36.00% UF: 44.06% P: 54.53% R: 34.59% F: 42.33%
764
+ 2023-02-19 19:21:37 INFO 0:01:08.889783s elapsed
765
+
766
+ 2023-02-19 19:21:37 INFO Epoch 117 / 5000:
767
+ 2023-02-19 19:22:35 INFO lr: 4.8830e-05 - loss: 0.0002 - UP: 98.16% UR: 97.47% UF: 97.81% P: 98.15% R: 97.46% F: 97.80%
768
+ 2023-02-19 19:22:41 INFO dev: loss: nan - UP: 61.00% UR: 40.01% UF: 48.33% P: 59.15% R: 38.80% F: 46.86%
769
+ 2023-02-19 19:22:46 INFO test: loss: nan - UP: 57.75% UR: 38.56% UF: 46.24% P: 55.98% R: 37.38% F: 44.82%
770
+ 2023-02-19 19:22:46 INFO 0:01:08.734224s elapsed
771
+
772
+ 2023-02-19 19:22:46 INFO Epoch 118 / 5000:
773
+ 2023-02-19 19:23:44 INFO lr: 4.8820e-05 - loss: 0.0002 - UP: 98.76% UR: 98.15% UF: 98.45% P: 98.76% R: 98.15% F: 98.45%
774
+ 2023-02-19 19:23:49 INFO dev: loss: nan - UP: 57.30% UR: 42.46% UF: 48.78% P: 55.48% R: 41.12% F: 47.23%
775
+ 2023-02-19 19:23:55 INFO test: loss: nan - UP: 54.84% UR: 40.59% UF: 46.65% P: 52.81% R: 39.09% F: 44.92%
776
+ 2023-02-19 19:23:55 INFO 0:01:08.713700s elapsed
777
+
778
+ 2023-02-19 19:23:55 INFO Epoch 119 / 5000:
779
+ 2023-02-19 19:24:52 INFO lr: 4.8810e-05 - loss: 0.0003 - UP: 98.95% UR: 98.42% UF: 98.68% P: 98.95% R: 98.42% F: 98.68%
780
+ 2023-02-19 19:24:58 INFO dev: loss: nan - UP: 64.30% UR: 37.96% UF: 47.74% P: 62.47% R: 36.88% F: 46.38%
781
+ 2023-02-19 19:25:04 INFO test: loss: nan - UP: 59.83% UR: 35.03% UF: 44.19% P: 58.21% R: 34.08% F: 42.99%
782
+ 2023-02-19 19:25:04 INFO 0:01:09.024021s elapsed
783
+
784
+ 2023-02-19 19:25:04 INFO Epoch 120 / 5000:
785
+ 2023-02-19 19:26:02 INFO lr: 4.8800e-05 - loss: 0.0007 - UP: 98.74% UR: 98.06% UF: 98.40% P: 98.74% R: 98.06% F: 98.40%
786
+ 2023-02-19 19:26:07 INFO dev: loss: nan - UP: 58.29% UR: 41.05% UF: 48.17% P: 56.50% R: 39.79% F: 46.70%
787
+ 2023-02-19 19:26:13 INFO test: loss: nan - UP: 55.78% UR: 38.35% UF: 45.45% P: 54.03% R: 37.14% F: 44.02%
788
+ 2023-02-19 19:26:13 INFO 0:01:08.957869s elapsed
789
+
790
+ 2023-02-19 19:26:13 INFO Epoch 121 / 5000:
791
+ 2023-02-19 19:27:11 INFO lr: 4.8790e-05 - loss: 0.0013 - UP: 98.81% UR: 98.70% UF: 98.76% P: 98.79% R: 98.69% F: 98.74%
792
+ 2023-02-19 19:27:16 INFO dev: loss: nan - UP: 61.07% UR: 37.12% UF: 46.18% P: 59.77% R: 36.33% F: 45.19%
793
+ 2023-02-19 19:27:22 INFO test: loss: nan - UP: 60.04% UR: 36.02% UF: 45.03% P: 58.20% R: 34.92% F: 43.66%
794
+ 2023-02-19 19:27:22 INFO 0:01:09.027227s elapsed
795
+
796
+ 2023-02-19 19:27:22 INFO Epoch 122 / 5000:
797
+ 2023-02-19 19:28:20 INFO lr: 4.8780e-05 - loss: 0.0001 - UP: 98.56% UR: 97.83% UF: 98.19% P: 98.54% R: 97.81% F: 98.17%
798
+ 2023-02-19 19:28:25 INFO dev: loss: nan - UP: 58.49% UR: 39.90% UF: 47.44% P: 56.75% R: 38.71% F: 46.02%
799
+ 2023-02-19 19:28:31 INFO test: loss: nan - UP: 56.49% UR: 37.23% UF: 44.88% P: 54.60% R: 35.98% F: 43.38%
800
+ 2023-02-19 19:28:31 INFO 0:01:09.113745s elapsed
801
+
802
+ 2023-02-19 19:28:31 INFO Epoch 123 / 5000:
803
+ 2023-02-19 19:29:29 INFO lr: 4.8770e-05 - loss: 0.0034 - UP: 94.13% UR: 90.91% UF: 92.49% P: 94.05% R: 90.84% F: 92.41%
804
+ 2023-02-19 19:29:35 INFO dev: loss: nan - UP: 56.48% UR: 35.00% UF: 43.22% P: 54.84% R: 33.99% F: 41.97%
805
+ 2023-02-19 19:29:40 INFO test: loss: nan - UP: 56.07% UR: 36.70% UF: 44.36% P: 53.94% R: 35.31% F: 42.68%
806
+ 2023-02-19 19:29:40 INFO 0:01:09.112028s elapsed
807
+
808
+ 2023-02-19 19:29:40 INFO Epoch 124 / 5000:
809
+ 2023-02-19 19:30:38 INFO lr: 4.8760e-05 - loss: 0.0051 - UP: 82.30% UR: 66.39% UF: 73.49% P: 82.00% R: 66.15% F: 73.22%
810
+ 2023-02-19 19:30:43 INFO dev: loss: nan - UP: 52.56% UR: 38.36% UF: 44.35% P: 50.68% R: 36.99% F: 42.77%
811
+ 2023-02-19 19:30:49 INFO test: loss: nan - UP: 48.43% UR: 38.24% UF: 42.74% P: 46.32% R: 36.57% F: 40.87%
812
+ 2023-02-19 19:30:49 INFO 0:01:08.807162s elapsed
813
+
814
+ 2023-02-19 19:30:49 INFO Epoch 125 / 5000:
815
+ 2023-02-19 19:31:47 INFO lr: 4.8750e-05 - loss: 0.0032 - UP: 91.55% UR: 83.16% UF: 87.16% P: 91.50% R: 83.12% F: 87.11%
816
+ 2023-02-19 19:31:52 INFO dev: loss: nan - UP: 58.69% UR: 38.91% UF: 46.79% P: 57.32% R: 38.00% F: 45.71%
817
+ 2023-02-19 19:31:58 INFO test: loss: nan - UP: 55.99% UR: 39.68% UF: 46.44% P: 54.41% R: 38.56% F: 45.13%
818
+ 2023-02-19 19:31:58 INFO 0:01:08.917003s elapsed
819
+
820
+ 2023-02-19 19:31:58 INFO Epoch 126 / 5000:
821
+ 2023-02-19 19:32:56 INFO lr: 4.8740e-05 - loss: 0.0008 - UP: 94.78% UR: 90.70% UF: 92.70% P: 94.73% R: 90.65% F: 92.65%
822
+ 2023-02-19 19:33:01 INFO dev: loss: nan - UP: 55.62% UR: 38.34% UF: 45.39% P: 54.05% R: 37.25% F: 44.11%
823
+ 2023-02-19 19:33:07 INFO test: loss: nan - UP: 52.28% UR: 38.71% UF: 44.48% P: 50.26% R: 37.21% F: 42.76%
824
+ 2023-02-19 19:33:07 INFO 0:01:08.918198s elapsed
825
+
826
+ 2023-02-19 19:33:07 INFO Epoch 127 / 5000:
827
+ 2023-02-19 19:34:04 INFO lr: 4.8730e-05 - loss: 0.0003 - UP: 96.33% UR: 93.83% UF: 95.06% P: 96.29% R: 93.79% F: 95.02%
828
+ 2023-02-19 19:34:10 INFO dev: loss: nan - UP: 55.46% UR: 39.55% UF: 46.17% P: 53.73% R: 38.31% F: 44.73%
829
+ 2023-02-19 19:34:16 INFO test: loss: nan - UP: 53.70% UR: 40.33% UF: 46.07% P: 51.90% R: 38.98% F: 44.52%
830
+ 2023-02-19 19:34:16 INFO 0:01:08.734009s elapsed
831
+
832
+ 2023-02-19 19:34:16 INFO Epoch 128 / 5000:
833
+ 2023-02-19 19:35:13 INFO lr: 4.8720e-05 - loss: 0.0003 - UP: 96.71% UR: 94.65% UF: 95.67% P: 96.69% R: 94.63% F: 95.65%
834
+ 2023-02-19 19:35:19 INFO dev: loss: nan - UP: 56.51% UR: 44.36% UF: 49.70% P: 54.91% R: 43.10% F: 48.29%
835
+ 2023-02-19 19:35:24 INFO test: loss: nan - UP: 52.77% UR: 42.02% UF: 46.79% P: 50.89% R: 40.52% F: 45.12%
836
+ 2023-02-19 19:35:24 INFO 0:01:08.737181s elapsed
837
+
838
+ 2023-02-19 19:36:25 INFO Epoch 98 saved
839
+ 2023-02-19 19:36:25 INFO dev: UP: 58.13% UR: 44.80% UF: 50.60% P: 56.30% R: 43.39% F: 49.01%
840
+ 2023-02-19 19:36:25 INFO test: UP: 53.22% UR: 40.63% UF: 46.08% P: 51.29% R: 39.15% F: 44.40%
841
+ 2023-02-19 19:36:25 INFO 2:27:21.262245s elapsed, 0:01:09.072361s/epoch