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
a1e3943
·
verified ·
1 Parent(s): e545818

Upload folder using huggingface_hub

Browse files
Files changed (5) hide show
  1. .gitattributes +2 -0
  2. models/opener_en/sdp_byKNNi6_asc/10/model_vi_opener_en_roberta_6 +3 -0
  3. models/opener_en/sdp_byKNNi6_asc/10/model_vi_opener_en_roberta_6.train.log +558 -0
  4. models/opener_en/sdp_byKNNi6_asc/10/model_vi_opener_en_xlm_6 +3 -0
  5. models/opener_en/sdp_byKNNi6_asc/10/model_vi_opener_en_xlm_6.train.log +570 -0
.gitattributes CHANGED
@@ -4464,3 +4464,5 @@ models/opener_en/sdp_byKNNi3_desc/10/model_vi_opener_en_roberta_6 filter=lfs dif
4464
  models/opener_en/sdp_byKNNi3_desc/10/model_vi_opener_en_xlm_6 filter=lfs diff=lfs merge=lfs -text
4465
  models/opener_en/sdp_byKNNi6_asc/5/model_vi_opener_en_roberta_6 filter=lfs diff=lfs merge=lfs -text
4466
  models/opener_en/sdp_byKNNi6_asc/5/model_vi_opener_en_xlm_6 filter=lfs diff=lfs merge=lfs -text
 
 
 
4464
  models/opener_en/sdp_byKNNi3_desc/10/model_vi_opener_en_xlm_6 filter=lfs diff=lfs merge=lfs -text
4465
  models/opener_en/sdp_byKNNi6_asc/5/model_vi_opener_en_roberta_6 filter=lfs diff=lfs merge=lfs -text
4466
  models/opener_en/sdp_byKNNi6_asc/5/model_vi_opener_en_xlm_6 filter=lfs diff=lfs merge=lfs -text
4467
+ models/opener_en/sdp_byKNNi6_asc/10/model_vi_opener_en_roberta_6 filter=lfs diff=lfs merge=lfs -text
4468
+ models/opener_en/sdp_byKNNi6_asc/10/model_vi_opener_en_xlm_6 filter=lfs diff=lfs merge=lfs -text
models/opener_en/sdp_byKNNi6_asc/10/model_vi_opener_en_roberta_6 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c836788b3dd6613089ab497d7b403577dc4db4a4065d007bc5f1bdc5a7700bf7
3
+ size 559065362
models/opener_en/sdp_byKNNi6_asc/10/model_vi_opener_en_roberta_6.train.log ADDED
@@ -0,0 +1,558 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-08-11 14:58:16 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 | /home/marvin/structured-sentiment-analysis-bis/models/opener_en/sdp_byKNNi6_asc/10/model_vi_opener_en_roberta_6
17
+ device | 1
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 | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_byKNNi6_asc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_byKNNi6_asc/10/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/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
+ 2024-08-11 14:58:16 INFO Building the fields
39
+ 2024-08-11 14:58:17 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-11 14:58:17 INFO Building the model
44
+ 2024-08-11 14:58:18 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=4, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2024-08-11 14:58:18 INFO Loading the data
64
+ 2024-08-11 14:58:19 INFO
65
+ train: Dataset(n_sentences=173, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=23, n_batches=13, n_buckets=13)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2024-08-11 14:58:19 INFO Epoch 1 / 5000:
70
+ 2024-08-11 14:58:21 INFO lr: 4.9990e-05 - loss: nan - UP: 0.70% UR: 3.21% UF: 1.15% P: 0.12% R: 0.57% F: 0.20%
71
+ 2024-08-11 14:58:21 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2024-08-11 14:58:21 INFO test: loss: 0.2053 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2024-08-11 14:58:21 INFO 0:00:02.794697s elapsed
74
+
75
+ 2024-08-11 14:58:21 INFO Epoch 2 / 5000:
76
+ 2024-08-11 14:58:23 INFO lr: 4.9980e-05 - loss: 0.1767 - UP: 2.84% UR: 0.75% UF: 1.19% P: 0.71% R: 0.19% F: 0.30%
77
+ 2024-08-11 14:58:23 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
78
+ 2024-08-11 14:58:24 INFO test: loss: 0.1903 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
79
+ 2024-08-11 14:58:24 INFO 0:00:02.267180s elapsed
80
+
81
+ 2024-08-11 14:58:24 INFO Epoch 3 / 5000:
82
+ 2024-08-11 14:58:25 INFO lr: 4.9970e-05 - loss: 0.2725 - UP: 38.46% UR: 0.94% UF: 1.84% P: 7.69% R: 0.19% F: 0.37%
83
+ 2024-08-11 14:58:25 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
84
+ 2024-08-11 14:58:26 INFO test: loss: 0.1956 - UP: 68.75% UR: 0.33% UF: 0.66% P: 0.00% R: 0.00% F: 0.00%
85
+ 2024-08-11 14:58:26 INFO 0:00:02.268000s elapsed
86
+
87
+ 2024-08-11 14:58:26 INFO Epoch 4 / 5000:
88
+ 2024-08-11 14:58:27 INFO lr: 4.9960e-05 - loss: nan - UP: 42.50% UR: 3.21% UF: 5.96% P: 37.50% R: 2.83% F: 5.26%
89
+ 2024-08-11 14:58:28 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
90
+ 2024-08-11 14:58:28 INFO test: loss: 0.1685 - UP: 27.55% UR: 0.81% UF: 1.58% P: 19.39% R: 0.57% F: 1.11%
91
+ 2024-08-11 14:58:28 INFO 0:00:02.144897s elapsed
92
+
93
+ 2024-08-11 14:58:28 INFO Epoch 5 / 5000:
94
+ 2024-08-11 14:58:30 INFO lr: 4.9950e-05 - loss: 0.1269 - UP: 45.45% UR: 4.72% UF: 8.55% P: 36.36% R: 3.77% F: 6.84%
95
+ 2024-08-11 14:58:30 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
96
+ 2024-08-11 14:58:30 INFO test: loss: 0.1473 - UP: 74.55% UR: 1.24% UF: 2.43% P: 52.73% R: 0.88% F: 1.72%
97
+ 2024-08-11 14:58:30 INFO 0:00:02.212250s elapsed
98
+
99
+ 2024-08-11 14:58:30 INFO Epoch 6 / 5000:
100
+ 2024-08-11 14:58:32 INFO lr: 4.9940e-05 - loss: 0.1989 - UP: 27.03% UR: 13.21% UF: 17.74% P: 24.71% R: 12.08% F: 16.22%
101
+ 2024-08-11 14:58:32 INFO dev: loss: nan - UP: 80.00% UR: 4.60% UF: 8.70% P: 20.00% R: 1.15% F: 2.17%
102
+ 2024-08-11 14:58:32 INFO test: loss: 0.1657 - UP: 60.27% UR: 8.06% UF: 14.22% P: 30.47% R: 4.07% F: 7.19%
103
+ 2024-08-11 14:58:34 INFO 0:00:02.216138s elapsed (saved)
104
+
105
+ 2024-08-11 14:58:34 INFO Epoch 7 / 5000:
106
+ 2024-08-11 14:58:36 INFO lr: 4.9930e-05 - loss: 0.0455 - UP: 28.46% UR: 14.34% UF: 19.07% P: 26.22% R: 13.21% F: 17.57%
107
+ 2024-08-11 14:58:36 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
108
+ 2024-08-11 14:58:37 INFO test: loss: 0.1846 - UP: 66.37% UR: 2.26% UF: 4.38% P: 37.17% R: 1.27% F: 2.45%
109
+ 2024-08-11 14:58:37 INFO 0:00:02.231916s elapsed
110
+
111
+ 2024-08-11 14:58:37 INFO Epoch 8 / 5000:
112
+ 2024-08-11 14:58:38 INFO lr: 4.9920e-05 - loss: 0.0979 - UP: 35.29% UR: 18.11% UF: 23.94% P: 33.46% R: 17.17% F: 22.69%
113
+ 2024-08-11 14:58:38 INFO dev: loss: nan - UP: 43.75% UR: 8.05% UF: 13.59% P: 18.75% R: 3.45% F: 5.83%
114
+ 2024-08-11 14:58:39 INFO test: loss: 0.1848 - UP: 68.09% UR: 10.56% UF: 18.29% P: 47.28% R: 7.33% F: 12.70%
115
+ 2024-08-11 14:58:42 INFO 0:00:02.268363s elapsed (saved)
116
+
117
+ 2024-08-11 14:58:42 INFO Epoch 9 / 5000:
118
+ 2024-08-11 14:58:43 INFO lr: 4.9910e-05 - loss: nan - UP: 54.31% UR: 20.19% UF: 29.44% P: 52.79% R: 19.62% F: 28.61%
119
+ 2024-08-11 14:58:44 INFO dev: loss: nan - UP: 38.46% UR: 5.75% UF: 10.00% P: 0.00% R: 0.00% F: 0.00%
120
+ 2024-08-11 14:58:44 INFO test: loss: 0.1613 - UP: 62.58% UR: 5.70% UF: 10.46% P: 41.39% R: 3.77% F: 6.92%
121
+ 2024-08-11 14:58:44 INFO 0:00:02.155563s elapsed
122
+
123
+ 2024-08-11 14:58:44 INFO Epoch 10 / 5000:
124
+ 2024-08-11 14:58:46 INFO lr: 4.9900e-05 - loss: 0.0232 - UP: 71.82% UR: 24.53% UF: 36.57% P: 70.17% R: 23.96% F: 35.72%
125
+ 2024-08-11 14:58:46 INFO dev: loss: nan - UP: 43.48% UR: 11.49% UF: 18.18% P: 17.39% R: 4.60% F: 7.27%
126
+ 2024-08-11 14:58:46 INFO test: loss: 0.2465 - UP: 58.44% UR: 12.65% UF: 20.79% P: 24.97% R: 5.40% F: 8.88%
127
+ 2024-08-11 14:58:49 INFO 0:00:02.231085s elapsed (saved)
128
+
129
+ 2024-08-11 14:58:49 INFO Epoch 11 / 5000:
130
+ 2024-08-11 14:58:51 INFO lr: 4.9890e-05 - loss: 0.1057 - UP: 77.16% UR: 28.68% UF: 41.82% P: 68.53% R: 25.47% F: 37.14%
131
+ 2024-08-11 14:58:51 INFO dev: loss: nan - UP: 25.00% UR: 1.15% UF: 2.20% P: 0.00% R: 0.00% F: 0.00%
132
+ 2024-08-11 14:58:51 INFO test: loss: 0.1571 - UP: 76.35% UR: 6.82% UF: 12.52% P: 56.42% R: 5.04% F: 9.25%
133
+ 2024-08-11 14:58:51 INFO 0:00:02.261996s elapsed
134
+
135
+ 2024-08-11 14:58:51 INFO Epoch 12 / 5000:
136
+ 2024-08-11 14:58:53 INFO lr: 4.9880e-05 - loss: 0.0468 - UP: 72.90% UR: 36.04% UF: 48.23% P: 71.37% R: 35.28% F: 47.22%
137
+ 2024-08-11 14:58:53 INFO dev: loss: nan - UP: 10.00% UR: 1.15% UF: 2.06% P: 0.00% R: 0.00% F: 0.00%
138
+ 2024-08-11 14:58:54 INFO test: loss: 0.1808 - UP: 61.85% UR: 8.27% UF: 14.59% P: 43.12% R: 5.77% F: 10.17%
139
+ 2024-08-11 14:58:54 INFO 0:00:02.327095s elapsed
140
+
141
+ 2024-08-11 14:58:54 INFO Epoch 13 / 5000:
142
+ 2024-08-11 14:58:55 INFO lr: 4.9870e-05 - loss: 0.0338 - UP: 74.60% UR: 35.47% UF: 48.08% P: 74.60% R: 35.47% F: 48.08%
143
+ 2024-08-11 14:58:56 INFO dev: loss: nan - UP: 28.26% UR: 14.94% UF: 19.55% P: 10.87% R: 5.75% F: 7.52%
144
+ 2024-08-11 14:58:56 INFO test: loss: 0.1537 - UP: 56.46% UR: 17.54% UF: 26.76% P: 40.72% R: 12.65% F: 19.30%
145
+ 2024-08-11 14:58:59 INFO 0:00:02.276966s elapsed (saved)
146
+
147
+ 2024-08-11 14:58:59 INFO Epoch 14 / 5000:
148
+ 2024-08-11 14:59:01 INFO lr: 4.9860e-05 - loss: 0.0105 - UP: 68.58% UR: 42.83% UF: 52.73% P: 68.28% R: 42.64% F: 52.50%
149
+ 2024-08-11 14:59:01 INFO dev: loss: nan - UP: 56.25% UR: 10.34% UF: 17.48% P: 18.75% R: 3.45% F: 5.83%
150
+ 2024-08-11 14:59:01 INFO test: loss: 0.1510 - UP: 67.82% UR: 14.25% UF: 23.55% P: 55.60% R: 11.68% F: 19.31%
151
+ 2024-08-11 14:59:01 INFO 0:00:02.390996s elapsed
152
+
153
+ 2024-08-11 14:59:01 INFO Epoch 15 / 5000:
154
+ 2024-08-11 14:59:03 INFO lr: 4.9850e-05 - loss: 0.0441 - UP: 71.02% UR: 47.17% UF: 56.69% P: 70.45% R: 46.79% F: 56.24%
155
+ 2024-08-11 14:59:03 INFO dev: loss: nan - UP: 56.52% UR: 14.94% UF: 23.64% P: 34.78% R: 9.20% F: 14.55%
156
+ 2024-08-11 14:59:04 INFO test: loss: 0.1697 - UP: 65.44% UR: 15.03% UF: 24.45% P: 46.78% R: 10.75% F: 17.48%
157
+ 2024-08-11 14:59:07 INFO 0:00:02.245495s elapsed (saved)
158
+
159
+ 2024-08-11 14:59:07 INFO Epoch 16 / 5000:
160
+ 2024-08-11 14:59:08 INFO lr: 4.9840e-05 - loss: 0.0097 - UP: 82.42% UR: 56.60% UF: 67.11% P: 82.42% R: 56.60% F: 67.11%
161
+ 2024-08-11 14:59:08 INFO dev: loss: nan - UP: 25.00% UR: 2.30% UF: 4.21% P: 12.50% R: 1.15% F: 2.11%
162
+ 2024-08-11 14:59:09 INFO test: loss: 0.2043 - UP: 78.68% UR: 7.58% UF: 13.82% P: 55.49% R: 5.34% F: 9.75%
163
+ 2024-08-11 14:59:09 INFO 0:00:02.177208s elapsed
164
+
165
+ 2024-08-11 14:59:09 INFO Epoch 17 / 5000:
166
+ 2024-08-11 14:59:11 INFO lr: 4.9830e-05 - loss: 0.0009 - UP: 83.66% UR: 56.04% UF: 67.12% P: 83.38% R: 55.85% F: 66.89%
167
+ 2024-08-11 14:59:11 INFO dev: loss: nan - UP: 38.10% UR: 9.20% UF: 14.81% P: 23.81% R: 5.75% F: 9.26%
168
+ 2024-08-11 14:59:11 INFO test: loss: 0.1772 - UP: 63.50% UR: 13.70% UF: 22.54% P: 47.55% R: 10.26% F: 16.88%
169
+ 2024-08-11 14:59:11 INFO 0:00:02.268808s elapsed
170
+
171
+ 2024-08-11 14:59:11 INFO Epoch 18 / 5000:
172
+ 2024-08-11 14:59:13 INFO lr: 4.9820e-05 - loss: 0.0240 - UP: 81.96% UR: 58.30% UF: 68.14% P: 81.70% R: 58.11% F: 67.92%
173
+ 2024-08-11 14:59:13 INFO dev: loss: nan - UP: 47.06% UR: 9.20% UF: 15.38% P: 29.41% R: 5.75% F: 9.62%
174
+ 2024-08-11 14:59:13 INFO test: loss: 0.2197 - UP: 73.71% UR: 12.53% UF: 21.41% P: 54.35% R: 9.24% F: 15.79%
175
+ 2024-08-11 14:59:13 INFO 0:00:02.254282s elapsed
176
+
177
+ 2024-08-11 14:59:13 INFO Epoch 19 / 5000:
178
+ 2024-08-11 14:59:15 INFO lr: 4.9810e-05 - loss: nan - UP: 87.26% UR: 59.43% UF: 70.71% P: 87.26% R: 59.43% F: 70.71%
179
+ 2024-08-11 14:59:15 INFO dev: loss: nan - UP: 42.11% UR: 9.20% UF: 15.09% P: 10.53% R: 2.30% F: 3.77%
180
+ 2024-08-11 14:59:16 INFO test: loss: 0.2001 - UP: 66.97% UR: 13.28% UF: 22.17% P: 43.68% R: 8.66% F: 14.46%
181
+ 2024-08-11 14:59:16 INFO 0:00:02.285342s elapsed
182
+
183
+ 2024-08-11 14:59:16 INFO Epoch 20 / 5000:
184
+ 2024-08-11 14:59:17 INFO lr: 4.9800e-05 - loss: 0.0132 - UP: 84.36% UR: 62.08% UF: 71.52% P: 83.85% R: 61.70% F: 71.09%
185
+ 2024-08-11 14:59:17 INFO dev: loss: nan - UP: 50.00% UR: 8.05% UF: 13.86% P: 14.29% R: 2.30% F: 3.96%
186
+ 2024-08-11 14:59:18 INFO test: loss: 0.2074 - UP: 73.39% UR: 13.07% UF: 22.19% P: 53.39% R: 9.51% F: 16.14%
187
+ 2024-08-11 14:59:18 INFO 0:00:02.212766s elapsed
188
+
189
+ 2024-08-11 14:59:18 INFO Epoch 21 / 5000:
190
+ 2024-08-11 14:59:20 INFO lr: 4.9790e-05 - loss: 0.0390 - UP: 85.65% UR: 73.21% UF: 78.94% P: 84.77% R: 72.45% F: 78.13%
191
+ 2024-08-11 14:59:20 INFO dev: loss: nan - UP: 50.00% UR: 12.64% UF: 20.18% P: 31.82% R: 8.05% F: 12.84%
192
+ 2024-08-11 14:59:20 INFO test: loss: 0.2020 - UP: 68.22% UR: 17.69% UF: 28.09% P: 55.18% R: 14.31% F: 22.72%
193
+ 2024-08-11 14:59:20 INFO 0:00:02.288226s elapsed
194
+
195
+ 2024-08-11 14:59:20 INFO Epoch 22 / 5000:
196
+ 2024-08-11 14:59:22 INFO lr: 4.9780e-05 - loss: 0.0078 - UP: 88.80% UR: 65.85% UF: 75.62% P: 88.04% R: 65.28% F: 74.97%
197
+ 2024-08-11 14:59:22 INFO dev: loss: nan - UP: 44.00% UR: 12.64% UF: 19.64% P: 16.00% R: 4.60% F: 7.14%
198
+ 2024-08-11 14:59:22 INFO test: loss: 0.1902 - UP: 67.67% UR: 15.67% UF: 25.44% P: 45.63% R: 10.56% F: 17.16%
199
+ 2024-08-11 14:59:22 INFO 0:00:02.249630s elapsed
200
+
201
+ 2024-08-11 14:59:22 INFO Epoch 23 / 5000:
202
+ 2024-08-11 14:59:24 INFO lr: 4.9770e-05 - loss: 0.0123 - UP: 88.80% UR: 62.83% UF: 73.59% P: 88.53% R: 62.64% F: 73.37%
203
+ 2024-08-11 14:59:24 INFO dev: loss: nan - UP: 40.82% UR: 22.99% UF: 29.41% P: 22.45% R: 12.64% F: 16.18%
204
+ 2024-08-11 14:59:25 INFO test: loss: 0.1759 - UP: 63.32% UR: 21.67% UF: 32.29% P: 44.89% R: 15.36% F: 22.89%
205
+ 2024-08-11 14:59:28 INFO 0:00:02.274158s elapsed (saved)
206
+
207
+ 2024-08-11 14:59:28 INFO Epoch 24 / 5000:
208
+ 2024-08-11 14:59:30 INFO lr: 4.9760e-05 - loss: 0.0111 - UP: 85.26% UR: 65.47% UF: 74.07% P: 85.26% R: 65.47% F: 74.07%
209
+ 2024-08-11 14:59:30 INFO dev: loss: nan - UP: 53.33% UR: 18.39% UF: 27.35% P: 26.67% R: 9.20% F: 13.68%
210
+ 2024-08-11 14:59:30 INFO test: loss: 0.2020 - UP: 70.80% UR: 16.90% UF: 27.29% P: 52.47% R: 12.53% F: 20.22%
211
+ 2024-08-11 14:59:30 INFO 0:00:02.229770s elapsed
212
+
213
+ 2024-08-11 14:59:30 INFO Epoch 25 / 5000:
214
+ 2024-08-11 14:59:32 INFO lr: 4.9750e-05 - loss: 0.0008 - UP: 77.96% UR: 63.40% UF: 69.93% P: 77.96% R: 63.40% F: 69.93%
215
+ 2024-08-11 14:59:32 INFO dev: loss: nan - UP: 27.78% UR: 5.75% UF: 9.52% P: 5.56% R: 1.15% F: 1.90%
216
+ 2024-08-11 14:59:32 INFO test: loss: 0.1910 - UP: 69.13% UR: 15.27% UF: 25.02% P: 53.83% R: 11.89% F: 19.48%
217
+ 2024-08-11 14:59:32 INFO 0:00:02.222324s elapsed
218
+
219
+ 2024-08-11 14:59:32 INFO Epoch 26 / 5000:
220
+ 2024-08-11 14:59:34 INFO lr: 4.9740e-05 - loss: 0.0095 - UP: 87.67% UR: 75.09% UF: 80.89% P: 87.67% R: 75.09% F: 80.89%
221
+ 2024-08-11 14:59:34 INFO dev: loss: nan - UP: 75.00% UR: 6.90% UF: 12.63% P: 12.50% R: 1.15% F: 2.11%
222
+ 2024-08-11 14:59:35 INFO test: loss: 0.1925 - UP: 74.69% UR: 16.21% UF: 26.64% P: 56.88% R: 12.35% F: 20.29%
223
+ 2024-08-11 14:59:35 INFO 0:00:02.384310s elapsed
224
+
225
+ 2024-08-11 14:59:35 INFO Epoch 27 / 5000:
226
+ 2024-08-11 14:59:36 INFO lr: 4.9730e-05 - loss: nan - UP: 89.73% UR: 69.25% UF: 78.17% P: 89.73% R: 69.25% F: 78.17%
227
+ 2024-08-11 14:59:37 INFO dev: loss: nan - UP: 54.55% UR: 13.79% UF: 22.02% P: 27.27% R: 6.90% F: 11.01%
228
+ 2024-08-11 14:59:37 INFO test: loss: 0.1832 - UP: 63.76% UR: 19.17% UF: 29.47% P: 48.69% R: 14.64% F: 22.51%
229
+ 2024-08-11 14:59:37 INFO 0:00:02.316975s elapsed
230
+
231
+ 2024-08-11 14:59:37 INFO Epoch 28 / 5000:
232
+ 2024-08-11 14:59:39 INFO lr: 4.9720e-05 - loss: 0.0049 - UP: 90.56% UR: 76.04% UF: 82.67% P: 90.34% R: 75.85% F: 82.46%
233
+ 2024-08-11 14:59:39 INFO dev: loss: nan - UP: 55.00% UR: 12.64% UF: 20.56% P: 25.00% R: 5.75% F: 9.35%
234
+ 2024-08-11 14:59:39 INFO test: loss: 0.2019 - UP: 72.50% UR: 16.39% UF: 26.74% P: 59.95% R: 13.55% F: 22.11%
235
+ 2024-08-11 14:59:39 INFO 0:00:02.288463s elapsed
236
+
237
+ 2024-08-11 14:59:39 INFO Epoch 29 / 5000:
238
+ 2024-08-11 14:59:41 INFO lr: 4.9710e-05 - loss: nan - UP: 91.97% UR: 80.00% UF: 85.57% P: 91.97% R: 80.00% F: 85.57%
239
+ 2024-08-11 14:59:41 INFO dev: loss: nan - UP: 52.50% UR: 24.14% UF: 33.07% P: 32.50% R: 14.94% F: 20.47%
240
+ 2024-08-11 14:59:42 INFO test: loss: 0.1820 - UP: 61.41% UR: 24.12% UF: 34.63% P: 48.42% R: 19.02% F: 27.31%
241
+ 2024-08-11 14:59:45 INFO 0:00:02.420730s elapsed (saved)
242
+
243
+ 2024-08-11 14:59:45 INFO Epoch 30 / 5000:
244
+ 2024-08-11 14:59:47 INFO lr: 4.9700e-05 - loss: 0.0089 - UP: 88.30% UR: 78.30% UF: 83.00% P: 88.30% R: 78.30% F: 83.00%
245
+ 2024-08-11 14:59:47 INFO dev: loss: nan - UP: 36.36% UR: 9.20% UF: 14.68% P: 13.64% R: 3.45% F: 5.50%
246
+ 2024-08-11 14:59:47 INFO test: loss: 0.1947 - UP: 72.26% UR: 14.70% UF: 24.43% P: 54.15% R: 11.02% F: 18.31%
247
+ 2024-08-11 14:59:47 INFO 0:00:02.375725s elapsed
248
+
249
+ 2024-08-11 14:59:47 INFO Epoch 31 / 5000:
250
+ 2024-08-11 14:59:49 INFO lr: 4.9690e-05 - loss: 0.0201 - UP: 90.23% UR: 80.19% UF: 84.92% P: 90.23% R: 80.19% F: 84.92%
251
+ 2024-08-11 14:59:49 INFO dev: loss: nan - UP: 42.86% UR: 17.24% UF: 24.59% P: 11.43% R: 4.60% F: 6.56%
252
+ 2024-08-11 14:59:49 INFO test: loss: 0.1831 - UP: 65.01% UR: 21.37% UF: 32.17% P: 51.42% R: 16.90% F: 25.44%
253
+ 2024-08-11 14:59:49 INFO 0:00:02.282879s elapsed
254
+
255
+ 2024-08-11 14:59:49 INFO Epoch 32 / 5000:
256
+ 2024-08-11 14:59:51 INFO lr: 4.9680e-05 - loss: nan - UP: 92.17% UR: 77.74% UF: 84.34% P: 91.95% R: 77.55% F: 84.14%
257
+ 2024-08-11 14:59:51 INFO dev: loss: nan - UP: 14.29% UR: 1.15% UF: 2.13% P: 0.00% R: 0.00% F: 0.00%
258
+ 2024-08-11 14:59:52 INFO test: loss: 0.2368 - UP: 76.40% UR: 7.43% UF: 13.54% P: 61.49% R: 5.98% F: 10.89%
259
+ 2024-08-11 14:59:52 INFO 0:00:02.164593s elapsed
260
+
261
+ 2024-08-11 14:59:52 INFO Epoch 33 / 5000:
262
+ 2024-08-11 14:59:53 INFO lr: 4.9670e-05 - loss: nan - UP: 84.40% UR: 72.45% UF: 77.97% P: 84.18% R: 72.26% F: 77.77%
263
+ 2024-08-11 14:59:54 INFO dev: loss: nan - UP: 42.11% UR: 18.39% UF: 25.60% P: 21.05% R: 9.20% F: 12.80%
264
+ 2024-08-11 14:59:54 INFO test: loss: 0.1809 - UP: 54.54% UR: 23.57% UF: 32.92% P: 43.78% R: 18.93% F: 26.43%
265
+ 2024-08-11 14:59:54 INFO 0:00:02.270189s elapsed
266
+
267
+ 2024-08-11 14:59:54 INFO Epoch 34 / 5000:
268
+ 2024-08-11 14:59:56 INFO lr: 4.9660e-05 - loss: 0.0021 - UP: 84.27% UR: 76.79% UF: 80.36% P: 84.06% R: 76.60% F: 80.16%
269
+ 2024-08-11 14:59:56 INFO dev: loss: nan - UP: 44.74% UR: 19.54% UF: 27.20% P: 18.42% R: 8.05% F: 11.20%
270
+ 2024-08-11 14:59:56 INFO test: loss: 0.1888 - UP: 62.28% UR: 21.13% UF: 31.55% P: 48.31% R: 16.39% F: 24.48%
271
+ 2024-08-11 14:59:56 INFO 0:00:02.261657s elapsed
272
+
273
+ 2024-08-11 14:59:56 INFO Epoch 35 / 5000:
274
+ 2024-08-11 14:59:58 INFO lr: 4.9650e-05 - loss: 0.0071 - UP: 91.14% UR: 75.66% UF: 82.68% P: 91.14% R: 75.66% F: 82.68%
275
+ 2024-08-11 14:59:58 INFO dev: loss: nan - UP: 52.94% UR: 10.34% UF: 17.31% P: 23.53% R: 4.60% F: 7.69%
276
+ 2024-08-11 14:59:58 INFO test: loss: 0.1858 - UP: 74.23% UR: 15.91% UF: 26.20% P: 63.10% R: 13.52% F: 22.27%
277
+ 2024-08-11 14:59:58 INFO 0:00:02.226802s elapsed
278
+
279
+ 2024-08-11 14:59:58 INFO Epoch 36 / 5000:
280
+ 2024-08-11 15:00:00 INFO lr: 4.9640e-05 - loss: 0.0002 - UP: 89.42% UR: 78.11% UF: 83.38% P: 89.42% R: 78.11% F: 83.38%
281
+ 2024-08-11 15:00:00 INFO dev: loss: nan - UP: 40.00% UR: 2.30% UF: 4.35% P: 40.00% R: 2.30% F: 4.35%
282
+ 2024-08-11 15:00:01 INFO test: loss: 0.1866 - UP: 79.10% UR: 9.60% UF: 17.12% P: 67.16% R: 8.15% F: 14.54%
283
+ 2024-08-11 15:00:01 INFO 0:00:02.268995s elapsed
284
+
285
+ 2024-08-11 15:00:01 INFO Epoch 37 / 5000:
286
+ 2024-08-11 15:00:02 INFO lr: 4.9630e-05 - loss: 0.0001 - UP: 90.11% UR: 75.66% UF: 82.26% P: 90.11% R: 75.66% F: 82.26%
287
+ 2024-08-11 15:00:03 INFO dev: loss: nan - UP: 18.18% UR: 2.30% UF: 4.08% P: 9.09% R: 1.15% F: 2.04%
288
+ 2024-08-11 15:00:03 INFO test: loss: 0.2172 - UP: 81.25% UR: 13.34% UF: 22.92% P: 68.57% R: 11.26% F: 19.34%
289
+ 2024-08-11 15:00:03 INFO 0:00:02.245787s elapsed
290
+
291
+ 2024-08-11 15:00:03 INFO Epoch 38 / 5000:
292
+ 2024-08-11 15:00:05 INFO lr: 4.9620e-05 - loss: 0.0021 - UP: 86.84% UR: 74.72% UF: 80.32% P: 86.62% R: 74.53% F: 80.12%
293
+ 2024-08-11 15:00:05 INFO dev: loss: nan - UP: 30.95% UR: 14.94% UF: 20.16% P: 14.29% R: 6.90% F: 9.30%
294
+ 2024-08-11 15:00:05 INFO test: loss: 0.1681 - UP: 61.72% UR: 21.46% UF: 31.85% P: 51.56% R: 17.93% F: 26.61%
295
+ 2024-08-11 15:00:05 INFO 0:00:02.206068s elapsed
296
+
297
+ 2024-08-11 15:00:05 INFO Epoch 39 / 5000:
298
+ 2024-08-11 15:00:07 INFO lr: 4.9610e-05 - loss: 0.0176 - UP: 80.48% UR: 82.45% UF: 81.45% P: 80.48% R: 82.45% F: 81.45%
299
+ 2024-08-11 15:00:07 INFO dev: loss: nan - UP: 26.32% UR: 5.75% UF: 9.43% P: 10.53% R: 2.30% F: 3.77%
300
+ 2024-08-11 15:00:07 INFO test: loss: 0.2125 - UP: 74.59% UR: 12.22% UF: 21.01% P: 60.59% R: 9.93% F: 17.06%
301
+ 2024-08-11 15:00:07 INFO 0:00:02.201667s elapsed
302
+
303
+ 2024-08-11 15:00:07 INFO Epoch 40 / 5000:
304
+ 2024-08-11 15:00:09 INFO lr: 4.9600e-05 - loss: 0.0213 - UP: 92.23% UR: 82.83% UF: 87.28% P: 92.23% R: 82.83% F: 87.28%
305
+ 2024-08-11 15:00:09 INFO dev: loss: nan - UP: 32.43% UR: 13.79% UF: 19.35% P: 16.22% R: 6.90% F: 9.68%
306
+ 2024-08-11 15:00:10 INFO test: loss: 0.1994 - UP: 66.70% UR: 19.53% UF: 30.21% P: 52.68% R: 15.42% F: 23.86%
307
+ 2024-08-11 15:00:10 INFO 0:00:02.213288s elapsed
308
+
309
+ 2024-08-11 15:00:10 INFO Epoch 41 / 5000:
310
+ 2024-08-11 15:00:11 INFO lr: 4.9590e-05 - loss: 0.0002 - UP: 94.89% UR: 87.55% UF: 91.07% P: 94.89% R: 87.55% F: 91.07%
311
+ 2024-08-11 15:00:11 INFO dev: loss: nan - UP: 26.09% UR: 6.90% UF: 10.91% P: 13.04% R: 3.45% F: 5.45%
312
+ 2024-08-11 15:00:12 INFO test: loss: 0.1948 - UP: 73.91% UR: 15.82% UF: 26.06% P: 63.33% R: 13.55% F: 22.33%
313
+ 2024-08-11 15:00:12 INFO 0:00:02.231532s elapsed
314
+
315
+ 2024-08-11 15:00:12 INFO Epoch 42 / 5000:
316
+ 2024-08-11 15:00:14 INFO lr: 4.9580e-05 - loss: 0.0002 - UP: 93.40% UR: 88.11% UF: 90.68% P: 93.40% R: 88.11% F: 90.68%
317
+ 2024-08-11 15:00:14 INFO dev: loss: nan - UP: 38.89% UR: 16.09% UF: 22.76% P: 19.44% R: 8.05% F: 11.38%
318
+ 2024-08-11 15:00:14 INFO test: loss: 0.2317 - UP: 69.34% UR: 22.67% UF: 34.17% P: 51.62% R: 16.87% F: 25.43%
319
+ 2024-08-11 15:00:14 INFO 0:00:02.453361s elapsed
320
+
321
+ 2024-08-11 15:00:14 INFO Epoch 43 / 5000:
322
+ 2024-08-11 15:00:16 INFO lr: 4.9570e-05 - loss: 0.0008 - UP: 91.65% UR: 80.75% UF: 85.86% P: 91.01% R: 80.19% F: 85.26%
323
+ 2024-08-11 15:00:16 INFO dev: loss: nan - UP: 42.86% UR: 10.34% UF: 16.67% P: 19.05% R: 4.60% F: 7.41%
324
+ 2024-08-11 15:00:17 INFO test: loss: 0.2192 - UP: 72.89% UR: 18.02% UF: 28.90% P: 52.87% R: 13.07% F: 20.96%
325
+ 2024-08-11 15:00:17 INFO 0:00:02.364320s elapsed
326
+
327
+ 2024-08-11 15:00:17 INFO Epoch 44 / 5000:
328
+ 2024-08-11 15:00:18 INFO lr: 4.9560e-05 - loss: 0.0218 - UP: 92.60% UR: 87.36% UF: 89.90% P: 91.00% R: 85.85% F: 88.35%
329
+ 2024-08-11 15:00:19 INFO dev: loss: nan - UP: 32.00% UR: 9.20% UF: 14.29% P: 20.00% R: 5.75% F: 8.93%
330
+ 2024-08-11 15:00:19 INFO test: loss: 0.2706 - UP: 69.19% UR: 14.37% UF: 23.79% P: 56.40% R: 11.71% F: 19.40%
331
+ 2024-08-11 15:00:19 INFO 0:00:02.376840s elapsed
332
+
333
+ 2024-08-11 15:00:19 INFO Epoch 45 / 5000:
334
+ 2024-08-11 15:00:21 INFO lr: 4.9550e-05 - loss: 0.0038 - UP: 93.43% UR: 83.21% UF: 88.02% P: 91.10% R: 81.13% F: 85.83%
335
+ 2024-08-11 15:00:21 INFO dev: loss: nan - UP: 40.00% UR: 20.69% UF: 27.27% P: 22.22% R: 11.49% F: 15.15%
336
+ 2024-08-11 15:00:21 INFO test: loss: 0.2721 - UP: 65.20% UR: 21.49% UF: 32.33% P: 42.22% R: 13.91% F: 20.93%
337
+ 2024-08-11 15:00:21 INFO 0:00:02.291101s elapsed
338
+
339
+ 2024-08-11 15:00:21 INFO Epoch 46 / 5000:
340
+ 2024-08-11 15:00:23 INFO lr: 4.9540e-05 - loss: 0.0005 - UP: 92.08% UR: 87.74% UF: 89.86% P: 90.69% R: 86.42% F: 88.50%
341
+ 2024-08-11 15:00:23 INFO dev: loss: nan - UP: 33.33% UR: 14.94% UF: 20.63% P: 25.64% R: 11.49% F: 15.87%
342
+ 2024-08-11 15:00:24 INFO test: loss: 0.1913 - UP: 62.11% UR: 21.37% UF: 31.80% P: 54.04% R: 18.59% F: 27.67%
343
+ 2024-08-11 15:00:24 INFO 0:00:02.254019s elapsed
344
+
345
+ 2024-08-11 15:00:24 INFO Epoch 47 / 5000:
346
+ 2024-08-11 15:00:25 INFO lr: 4.9530e-05 - loss: nan - UP: 93.88% UR: 86.79% UF: 90.20% P: 93.27% R: 86.23% F: 89.61%
347
+ 2024-08-11 15:00:25 INFO dev: loss: nan - UP: 35.71% UR: 11.49% UF: 17.39% P: 21.43% R: 6.90% F: 10.43%
348
+ 2024-08-11 15:00:26 INFO test: loss: 0.3037 - UP: 65.65% UR: 14.31% UF: 23.49% P: 50.00% R: 10.90% F: 17.89%
349
+ 2024-08-11 15:00:26 INFO 0:00:02.315415s elapsed
350
+
351
+ 2024-08-11 15:00:26 INFO Epoch 48 / 5000:
352
+ 2024-08-11 15:00:28 INFO lr: 4.9520e-05 - loss: 0.0087 - UP: 94.04% UR: 83.40% UF: 88.40% P: 93.62% R: 83.02% F: 88.00%
353
+ 2024-08-11 15:00:28 INFO dev: loss: nan - UP: 36.36% UR: 18.39% UF: 24.43% P: 20.45% R: 10.34% F: 13.74%
354
+ 2024-08-11 15:00:28 INFO test: loss: 0.4136 - UP: 62.95% UR: 23.33% UF: 34.05% P: 38.84% R: 14.40% F: 21.01%
355
+ 2024-08-11 15:00:28 INFO 0:00:02.268299s elapsed
356
+
357
+ 2024-08-11 15:00:28 INFO Epoch 49 / 5000:
358
+ 2024-08-11 15:00:30 INFO lr: 4.9510e-05 - loss: 0.0069 - UP: 89.98% UR: 84.72% UF: 87.27% P: 89.58% R: 84.34% F: 86.88%
359
+ 2024-08-11 15:00:30 INFO dev: loss: nan - UP: 51.35% UR: 21.84% UF: 30.65% P: 35.14% R: 14.94% F: 20.97%
360
+ 2024-08-11 15:00:30 INFO test: loss: 0.2351 - UP: 65.13% UR: 22.16% UF: 33.06% P: 55.55% R: 18.90% F: 28.20%
361
+ 2024-08-11 15:00:33 INFO 0:00:02.272088s elapsed (saved)
362
+
363
+ 2024-08-11 15:00:33 INFO Epoch 50 / 5000:
364
+ 2024-08-11 15:00:35 INFO lr: 4.9500e-05 - loss: 0.0002 - UP: 91.12% UR: 87.17% UF: 89.10% P: 90.93% R: 86.98% F: 88.91%
365
+ 2024-08-11 15:00:35 INFO dev: loss: nan - UP: 44.44% UR: 18.39% UF: 26.02% P: 30.56% R: 12.64% F: 17.89%
366
+ 2024-08-11 15:00:35 INFO test: loss: 0.2364 - UP: 58.75% UR: 22.19% UF: 32.21% P: 45.88% R: 17.33% F: 25.15%
367
+ 2024-08-11 15:00:35 INFO 0:00:02.236547s elapsed
368
+
369
+ 2024-08-11 15:00:35 INFO Epoch 51 / 5000:
370
+ 2024-08-11 15:00:37 INFO lr: 4.9490e-05 - loss: 0.0010 - UP: 88.78% UR: 85.09% UF: 86.90% P: 88.19% R: 84.53% F: 86.32%
371
+ 2024-08-11 15:00:37 INFO dev: loss: nan - UP: 44.00% UR: 25.29% UF: 32.12% P: 30.00% R: 17.24% F: 21.90%
372
+ 2024-08-11 15:00:38 INFO test: loss: 0.2041 - UP: 54.51% UR: 26.62% UF: 35.77% P: 45.98% R: 22.46% F: 30.18%
373
+ 2024-08-11 15:00:41 INFO 0:00:02.326337s elapsed (saved)
374
+
375
+ 2024-08-11 15:00:41 INFO Epoch 52 / 5000:
376
+ 2024-08-11 15:00:43 INFO lr: 4.9480e-05 - loss: 0.0010 - UP: 91.46% UR: 82.83% UF: 86.93% P: 91.46% R: 82.83% F: 86.93%
377
+ 2024-08-11 15:00:43 INFO dev: loss: nan - UP: 57.69% UR: 17.24% UF: 26.55% P: 42.31% R: 12.64% F: 19.47%
378
+ 2024-08-11 15:00:43 INFO test: loss: 0.2098 - UP: 63.35% UR: 18.83% UF: 29.04% P: 54.31% R: 16.15% F: 24.90%
379
+ 2024-08-11 15:00:43 INFO 0:00:02.353631s elapsed
380
+
381
+ 2024-08-11 15:00:43 INFO Epoch 53 / 5000:
382
+ 2024-08-11 15:00:45 INFO lr: 4.9470e-05 - loss: 0.0062 - UP: 94.47% UR: 86.98% UF: 90.57% P: 94.47% R: 86.98% F: 90.57%
383
+ 2024-08-11 15:00:45 INFO dev: loss: nan - UP: 48.28% UR: 16.09% UF: 24.14% P: 34.48% R: 11.49% F: 17.24%
384
+ 2024-08-11 15:00:45 INFO test: loss: 0.2030 - UP: 66.70% UR: 22.19% UF: 33.30% P: 56.62% R: 18.83% F: 28.27%
385
+ 2024-08-11 15:00:45 INFO 0:00:02.222548s elapsed
386
+
387
+ 2024-08-11 15:00:45 INFO Epoch 54 / 5000:
388
+ 2024-08-11 15:00:47 INFO lr: 4.9460e-05 - loss: 0.0095 - UP: 95.21% UR: 90.00% UF: 92.53% P: 95.21% R: 90.00% F: 92.53%
389
+ 2024-08-11 15:00:47 INFO dev: loss: nan - UP: 33.33% UR: 8.05% UF: 12.96% P: 14.29% R: 3.45% F: 5.56%
390
+ 2024-08-11 15:00:48 INFO test: loss: 0.2110 - UP: 70.85% UR: 19.95% UF: 31.14% P: 57.23% R: 16.12% F: 25.15%
391
+ 2024-08-11 15:00:48 INFO 0:00:02.235151s elapsed
392
+
393
+ 2024-08-11 15:00:48 INFO Epoch 55 / 5000:
394
+ 2024-08-11 15:00:49 INFO lr: 4.9450e-05 - loss: 0.0059 - UP: 95.04% UR: 90.38% UF: 92.65% P: 95.04% R: 90.38% F: 92.65%
395
+ 2024-08-11 15:00:50 INFO dev: loss: nan - UP: 57.14% UR: 18.39% UF: 27.83% P: 42.86% R: 13.79% F: 20.87%
396
+ 2024-08-11 15:00:50 INFO test: loss: 0.2352 - UP: 70.64% UR: 20.92% UF: 32.28% P: 58.21% R: 17.24% F: 26.60%
397
+ 2024-08-11 15:00:50 INFO 0:00:02.321505s elapsed
398
+
399
+ 2024-08-11 15:00:50 INFO Epoch 56 / 5000:
400
+ 2024-08-11 15:00:52 INFO lr: 4.9440e-05 - loss: 0.0070 - UP: 96.52% UR: 89.06% UF: 92.64% P: 96.32% R: 88.87% F: 92.44%
401
+ 2024-08-11 15:00:52 INFO dev: loss: nan - UP: 50.00% UR: 16.09% UF: 24.35% P: 39.29% R: 12.64% F: 19.13%
402
+ 2024-08-11 15:00:52 INFO test: loss: 0.2130 - UP: 66.73% UR: 19.80% UF: 30.54% P: 55.44% R: 16.45% F: 25.37%
403
+ 2024-08-11 15:00:52 INFO 0:00:02.284814s elapsed
404
+
405
+ 2024-08-11 15:00:52 INFO Epoch 57 / 5000:
406
+ 2024-08-11 15:00:54 INFO lr: 4.9430e-05 - loss: 0.0005 - UP: 97.36% UR: 90.38% UF: 93.74% P: 97.15% R: 90.19% F: 93.54%
407
+ 2024-08-11 15:00:54 INFO dev: loss: nan - UP: 32.14% UR: 10.34% UF: 15.65% P: 17.86% R: 5.75% F: 8.70%
408
+ 2024-08-11 15:00:54 INFO test: loss: 0.2118 - UP: 65.10% UR: 23.36% UF: 34.38% P: 57.53% R: 20.65% F: 30.39%
409
+ 2024-08-11 15:00:54 INFO 0:00:02.182581s elapsed
410
+
411
+ 2024-08-11 15:00:54 INFO Epoch 58 / 5000:
412
+ 2024-08-11 15:00:56 INFO lr: 4.9420e-05 - loss: 0.0074 - UP: 94.38% UR: 88.68% UF: 91.44% P: 94.38% R: 88.68% F: 91.44%
413
+ 2024-08-11 15:00:56 INFO dev: loss: nan - UP: 41.67% UR: 5.75% UF: 10.10% P: 16.67% R: 2.30% F: 4.04%
414
+ 2024-08-11 15:00:57 INFO test: loss: 0.2385 - UP: 74.44% UR: 16.09% UF: 26.46% P: 63.13% R: 13.64% F: 22.44%
415
+ 2024-08-11 15:00:57 INFO 0:00:02.288283s elapsed
416
+
417
+ 2024-08-11 15:00:57 INFO Epoch 59 / 5000:
418
+ 2024-08-11 15:00:58 INFO lr: 4.9410e-05 - loss: 0.0001 - UP: 93.73% UR: 90.19% UF: 91.92% P: 93.73% R: 90.19% F: 91.92%
419
+ 2024-08-11 15:00:59 INFO dev: loss: nan - UP: 71.43% UR: 11.49% UF: 19.80% P: 35.71% R: 5.75% F: 9.90%
420
+ 2024-08-11 15:00:59 INFO test: loss: 0.2248 - UP: 68.74% UR: 19.32% UF: 30.16% P: 57.36% R: 16.12% F: 25.16%
421
+ 2024-08-11 15:00:59 INFO 0:00:02.274856s elapsed
422
+
423
+ 2024-08-11 15:00:59 INFO Epoch 60 / 5000:
424
+ 2024-08-11 15:01:01 INFO lr: 4.9400e-05 - loss: 0.0003 - UP: 90.09% UR: 92.64% UF: 91.35% P: 89.91% R: 92.45% F: 91.16%
425
+ 2024-08-11 15:01:01 INFO dev: loss: nan - UP: 58.82% UR: 11.49% UF: 19.23% P: 35.29% R: 6.90% F: 11.54%
426
+ 2024-08-11 15:01:01 INFO test: loss: 0.1965 - UP: 69.76% UR: 20.40% UF: 31.57% P: 58.51% R: 17.11% F: 26.48%
427
+ 2024-08-11 15:01:01 INFO 0:00:02.361479s elapsed
428
+
429
+ 2024-08-11 15:01:01 INFO Epoch 61 / 5000:
430
+ 2024-08-11 15:01:03 INFO lr: 4.9390e-05 - loss: 0.0014 - UP: 96.46% UR: 92.45% UF: 94.41% P: 96.46% R: 92.45% F: 94.41%
431
+ 2024-08-11 15:01:03 INFO dev: loss: nan - UP: 40.00% UR: 6.90% UF: 11.76% P: 26.67% R: 4.60% F: 7.84%
432
+ 2024-08-11 15:01:04 INFO test: loss: 0.2299 - UP: 71.91% UR: 15.61% UF: 25.64% P: 57.30% R: 12.44% F: 20.44%
433
+ 2024-08-11 15:01:04 INFO 0:00:02.270098s elapsed
434
+
435
+ 2024-08-11 15:01:04 INFO Epoch 62 / 5000:
436
+ 2024-08-11 15:01:05 INFO lr: 4.9380e-05 - loss: 0.0001 - UP: 96.38% UR: 90.38% UF: 93.28% P: 96.18% R: 90.19% F: 93.09%
437
+ 2024-08-11 15:01:06 INFO dev: loss: nan - UP: 58.33% UR: 8.05% UF: 14.14% P: 41.67% R: 5.75% F: 10.10%
438
+ 2024-08-11 15:01:06 INFO test: loss: 0.2995 - UP: 72.30% UR: 15.36% UF: 25.34% P: 54.26% R: 11.53% F: 19.02%
439
+ 2024-08-11 15:01:06 INFO 0:00:02.343879s elapsed
440
+
441
+ 2024-08-11 15:01:06 INFO Epoch 63 / 5000:
442
+ 2024-08-11 15:01:08 INFO lr: 4.9370e-05 - loss: 0.0004 - UP: 90.77% UR: 87.17% UF: 88.93% P: 90.37% R: 86.79% F: 88.55%
443
+ 2024-08-11 15:01:08 INFO dev: loss: nan - UP: 70.00% UR: 8.05% UF: 14.43% P: 60.00% R: 6.90% F: 12.37%
444
+ 2024-08-11 15:01:08 INFO test: loss: 0.2389 - UP: 73.68% UR: 13.52% UF: 22.85% P: 62.83% R: 11.53% F: 19.48%
445
+ 2024-08-11 15:01:08 INFO 0:00:02.285012s elapsed
446
+
447
+ 2024-08-11 15:01:08 INFO Epoch 64 / 5000:
448
+ 2024-08-11 15:01:10 INFO lr: 4.9360e-05 - loss: 0.0001 - UP: 96.41% UR: 86.04% UF: 90.93% P: 96.41% R: 86.04% F: 90.93%
449
+ 2024-08-11 15:01:10 INFO dev: loss: nan - UP: 46.51% UR: 22.99% UF: 30.77% P: 23.26% R: 11.49% F: 15.38%
450
+ 2024-08-11 15:01:11 INFO test: loss: 0.2047 - UP: 57.00% UR: 24.21% UF: 33.98% P: 44.56% R: 18.93% F: 26.57%
451
+ 2024-08-11 15:01:11 INFO 0:00:02.339569s elapsed
452
+
453
+ 2024-08-11 15:01:11 INFO Epoch 65 / 5000:
454
+ 2024-08-11 15:01:12 INFO lr: 4.9350e-05 - loss: nan - UP: 94.04% UR: 89.25% UF: 91.58% P: 94.04% R: 89.25% F: 91.58%
455
+ 2024-08-11 15:01:12 INFO dev: loss: nan - UP: 56.00% UR: 16.09% UF: 25.00% P: 32.00% R: 9.20% F: 14.29%
456
+ 2024-08-11 15:01:13 INFO test: loss: 0.1921 - UP: 66.00% UR: 16.87% UF: 26.87% P: 57.62% R: 14.73% F: 23.46%
457
+ 2024-08-11 15:01:13 INFO 0:00:02.224137s elapsed
458
+
459
+ 2024-08-11 15:01:13 INFO Epoch 66 / 5000:
460
+ 2024-08-11 15:01:15 INFO lr: 4.9340e-05 - loss: 0.0190 - UP: 94.27% UR: 83.77% UF: 88.71% P: 94.27% R: 83.77% F: 88.71%
461
+ 2024-08-11 15:01:15 INFO dev: loss: nan - UP: 53.85% UR: 24.14% UF: 33.33% P: 30.77% R: 13.79% F: 19.05%
462
+ 2024-08-11 15:01:15 INFO test: loss: 0.2500 - UP: 56.79% UR: 24.12% UF: 33.86% P: 44.14% R: 18.74% F: 26.31%
463
+ 2024-08-11 15:01:15 INFO 0:00:02.339145s elapsed
464
+
465
+ 2024-08-11 15:01:15 INFO Epoch 67 / 5000:
466
+ 2024-08-11 15:01:17 INFO lr: 4.9330e-05 - loss: 0.0041 - UP: 88.16% UR: 85.66% UF: 86.89% P: 87.96% R: 85.47% F: 86.70%
467
+ 2024-08-11 15:01:17 INFO dev: loss: nan - UP: 55.17% UR: 18.39% UF: 27.59% P: 31.03% R: 10.34% F: 15.52%
468
+ 2024-08-11 15:01:17 INFO test: loss: 0.2115 - UP: 69.58% UR: 18.71% UF: 29.50% P: 55.22% R: 14.85% F: 23.41%
469
+ 2024-08-11 15:01:17 INFO 0:00:02.297892s elapsed
470
+
471
+ 2024-08-11 15:01:17 INFO Epoch 68 / 5000:
472
+ 2024-08-11 15:01:19 INFO lr: 4.9320e-05 - loss: nan - UP: 95.41% UR: 82.45% UF: 88.46% P: 95.20% R: 82.26% F: 88.26%
473
+ 2024-08-11 15:01:19 INFO dev: loss: nan - UP: 35.48% UR: 25.29% UF: 29.53% P: 20.97% R: 14.94% F: 17.45%
474
+ 2024-08-11 15:01:20 INFO test: loss: 0.2384 - UP: 39.23% UR: 30.30% UF: 34.20% P: 31.81% R: 24.57% F: 27.72%
475
+ 2024-08-11 15:01:20 INFO 0:00:02.263982s elapsed
476
+
477
+ 2024-08-11 15:01:20 INFO Epoch 69 / 5000:
478
+ 2024-08-11 15:01:21 INFO lr: 4.9310e-05 - loss: nan - UP: 87.55% UR: 80.94% UF: 84.12% P: 87.14% R: 80.57% F: 83.73%
479
+ 2024-08-11 15:01:22 INFO dev: loss: nan - UP: 34.48% UR: 11.49% UF: 17.24% P: 10.34% R: 3.45% F: 5.17%
480
+ 2024-08-11 15:01:22 INFO test: loss: 0.1818 - UP: 63.63% UR: 18.11% UF: 28.20% P: 53.76% R: 15.30% F: 23.83%
481
+ 2024-08-11 15:01:22 INFO 0:00:02.272922s elapsed
482
+
483
+ 2024-08-11 15:01:22 INFO Epoch 70 / 5000:
484
+ 2024-08-11 15:01:24 INFO lr: 4.9300e-05 - loss: 0.0043 - UP: 90.28% UR: 84.15% UF: 87.11% P: 90.28% R: 84.15% F: 87.11%
485
+ 2024-08-11 15:01:24 INFO dev: loss: nan - UP: 60.00% UR: 6.90% UF: 12.37% P: 40.00% R: 4.60% F: 8.25%
486
+ 2024-08-11 15:01:24 INFO test: loss: 0.2574 - UP: 72.31% UR: 14.43% UF: 24.06% P: 55.82% R: 11.14% F: 18.57%
487
+ 2024-08-11 15:01:24 INFO 0:00:02.309196s elapsed
488
+
489
+ 2024-08-11 15:01:24 INFO Epoch 71 / 5000:
490
+ 2024-08-11 15:01:26 INFO lr: 4.9290e-05 - loss: 0.0044 - UP: 94.22% UR: 83.02% UF: 88.26% P: 93.79% R: 82.64% F: 87.86%
491
+ 2024-08-11 15:01:26 INFO dev: loss: nan - UP: 33.33% UR: 24.14% UF: 28.00% P: 20.63% R: 14.94% F: 17.33%
492
+ 2024-08-11 15:01:27 INFO test: loss: 0.2155 - UP: 50.08% UR: 29.52% UF: 37.14% P: 42.60% R: 25.11% F: 31.60%
493
+ 2024-08-11 15:01:27 INFO 0:00:02.358633s elapsed
494
+
495
+ 2024-08-11 15:01:27 INFO Epoch 72 / 5000:
496
+ 2024-08-11 15:01:29 INFO lr: 4.9280e-05 - loss: 0.0031 - UP: 95.34% UR: 88.87% UF: 91.99% P: 94.74% R: 88.30% F: 91.41%
497
+ 2024-08-11 15:01:29 INFO dev: loss: nan - UP: 35.00% UR: 16.09% UF: 22.05% P: 17.50% R: 8.05% F: 11.02%
498
+ 2024-08-11 15:01:29 INFO test: loss: 0.2710 - UP: 57.78% UR: 21.85% UF: 31.71% P: 42.78% R: 16.18% F: 23.48%
499
+ 2024-08-11 15:01:29 INFO 0:00:02.369341s elapsed
500
+
501
+ 2024-08-11 15:01:29 INFO Epoch 73 / 5000:
502
+ 2024-08-11 15:01:31 INFO lr: 4.9270e-05 - loss: 0.0000 - UP: 94.22% UR: 89.25% UF: 91.67% P: 94.02% R: 89.06% F: 91.47%
503
+ 2024-08-11 15:01:31 INFO dev: loss: nan - UP: 40.00% UR: 9.20% UF: 14.95% P: 25.00% R: 5.75% F: 9.35%
504
+ 2024-08-11 15:01:31 INFO test: loss: 0.2293 - UP: 48.97% UR: 25.20% UF: 33.28% P: 40.18% R: 20.68% F: 27.30%
505
+ 2024-08-11 15:01:31 INFO 0:00:02.388517s elapsed
506
+
507
+ 2024-08-11 15:01:31 INFO Epoch 74 / 5000:
508
+ 2024-08-11 15:01:33 INFO lr: 4.9260e-05 - loss: 0.0196 - UP: 89.47% UR: 86.60% UF: 88.02% P: 89.28% R: 86.42% F: 87.82%
509
+ 2024-08-11 15:01:33 INFO dev: loss: nan - UP: 41.67% UR: 17.24% UF: 24.39% P: 22.22% R: 9.20% F: 13.01%
510
+ 2024-08-11 15:01:34 INFO test: loss: 0.2010 - UP: 60.65% UR: 21.82% UF: 32.10% P: 49.33% R: 17.75% F: 26.10%
511
+ 2024-08-11 15:01:34 INFO 0:00:02.246458s elapsed
512
+
513
+ 2024-08-11 15:01:34 INFO Epoch 75 / 5000:
514
+ 2024-08-11 15:01:35 INFO lr: 4.9250e-05 - loss: 0.0004 - UP: 97.17% UR: 90.57% UF: 93.75% P: 97.17% R: 90.57% F: 93.75%
515
+ 2024-08-11 15:01:36 INFO dev: loss: nan - UP: 32.26% UR: 11.49% UF: 16.95% P: 12.90% R: 4.60% F: 6.78%
516
+ 2024-08-11 15:01:36 INFO test: loss: 0.2355 - UP: 66.40% UR: 20.40% UF: 31.22% P: 52.26% R: 16.06% F: 24.57%
517
+ 2024-08-11 15:01:36 INFO 0:00:02.229486s elapsed
518
+
519
+ 2024-08-11 15:01:36 INFO Epoch 76 / 5000:
520
+ 2024-08-11 15:01:38 INFO lr: 4.9240e-05 - loss: 0.0005 - UP: 95.02% UR: 90.00% UF: 92.44% P: 95.02% R: 90.00% F: 92.44%
521
+ 2024-08-11 15:01:38 INFO dev: loss: nan - UP: 31.82% UR: 8.05% UF: 12.84% P: 18.18% R: 4.60% F: 7.34%
522
+ 2024-08-11 15:01:38 INFO test: loss: 0.2394 - UP: 69.38% UR: 17.99% UF: 28.57% P: 57.39% R: 14.88% F: 23.63%
523
+ 2024-08-11 15:01:38 INFO 0:00:02.220451s elapsed
524
+
525
+ 2024-08-11 15:01:38 INFO Epoch 77 / 5000:
526
+ 2024-08-11 15:01:40 INFO lr: 4.9230e-05 - loss: nan - UP: 96.99% UR: 91.32% UF: 94.07% P: 96.79% R: 91.13% F: 93.88%
527
+ 2024-08-11 15:01:40 INFO dev: loss: nan - UP: 44.00% UR: 12.64% UF: 19.64% P: 20.00% R: 5.75% F: 8.93%
528
+ 2024-08-11 15:01:40 INFO test: loss: 0.2427 - UP: 66.23% UR: 19.89% UF: 30.59% P: 54.87% R: 16.48% F: 25.35%
529
+ 2024-08-11 15:01:40 INFO 0:00:02.246489s elapsed
530
+
531
+ 2024-08-11 15:01:40 INFO Epoch 78 / 5000:
532
+ 2024-08-11 15:01:42 INFO lr: 4.9220e-05 - loss: nan - UP: 97.83% UR: 93.77% UF: 95.76% P: 97.83% R: 93.77% F: 95.76%
533
+ 2024-08-11 15:01:42 INFO dev: loss: nan - UP: 43.75% UR: 16.09% UF: 23.53% P: 21.87% R: 8.05% F: 11.76%
534
+ 2024-08-11 15:01:43 INFO test: loss: 0.2531 - UP: 64.15% UR: 22.31% UF: 33.10% P: 53.47% R: 18.59% F: 27.59%
535
+ 2024-08-11 15:01:43 INFO 0:00:02.238761s elapsed
536
+
537
+ 2024-08-11 15:01:43 INFO Epoch 79 / 5000:
538
+ 2024-08-11 15:01:44 INFO lr: 4.9210e-05 - loss: 0.0001 - UP: 98.22% UR: 93.77% UF: 95.95% P: 98.02% R: 93.58% F: 95.75%
539
+ 2024-08-11 15:01:44 INFO dev: loss: nan - UP: 46.87% UR: 17.24% UF: 25.21% P: 28.12% R: 10.34% F: 15.13%
540
+ 2024-08-11 15:01:45 INFO test: loss: 0.2524 - UP: 62.86% UR: 21.61% UF: 32.17% P: 51.98% R: 17.87% F: 26.59%
541
+ 2024-08-11 15:01:45 INFO 0:00:02.269430s elapsed
542
+
543
+ 2024-08-11 15:01:45 INFO Epoch 80 / 5000:
544
+ 2024-08-11 15:01:47 INFO lr: 4.9200e-05 - loss: 0.0135 - UP: 97.22% UR: 92.26% UF: 94.68% P: 97.22% R: 92.26% F: 94.68%
545
+ 2024-08-11 15:01:47 INFO dev: loss: nan - UP: 33.33% UR: 5.75% UF: 9.80% P: 20.00% R: 3.45% F: 5.88%
546
+ 2024-08-11 15:01:47 INFO test: loss: 0.2988 - UP: 75.30% UR: 14.91% UF: 24.89% P: 65.09% R: 12.89% F: 21.52%
547
+ 2024-08-11 15:01:47 INFO 0:00:02.243237s elapsed
548
+
549
+ 2024-08-11 15:01:47 INFO Epoch 81 / 5000:
550
+ 2024-08-11 15:01:49 INFO lr: 4.9190e-05 - loss: nan - UP: 96.39% UR: 90.75% UF: 93.49% P: 96.19% R: 90.57% F: 93.29%
551
+ 2024-08-11 15:01:49 INFO dev: loss: nan - UP: 46.67% UR: 16.09% UF: 23.93% P: 26.67% R: 9.20% F: 13.68%
552
+ 2024-08-11 15:01:49 INFO test: loss: 0.2648 - UP: 65.10% UR: 23.03% UF: 34.02% P: 54.78% R: 19.38% F: 28.63%
553
+ 2024-08-11 15:01:49 INFO 0:00:02.293616s elapsed
554
+
555
+ 2024-08-11 15:01:53 INFO Epoch 51 saved
556
+ 2024-08-11 15:01:53 INFO dev: UP: 44.00% UR: 25.29% UF: 32.12% P: 30.00% R: 17.24% F: 21.90%
557
+ 2024-08-11 15:01:53 INFO test: UP: 54.51% UR: 26.62% UF: 35.77% P: 45.98% R: 22.46% F: 30.18%
558
+ 2024-08-11 15:01:53 INFO 0:03:04.848237s elapsed, 0:00:02.282077s/epoch
models/opener_en/sdp_byKNNi6_asc/10/model_vi_opener_en_xlm_6 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:377234bc0433562ddec89dd2cadff5580af34a22edc0d33ef67de6d7e5a5a4c6
3
+ size 1177846998
models/opener_en/sdp_byKNNi6_asc/10/model_vi_opener_en_xlm_6.train.log ADDED
@@ -0,0 +1,570 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-08-11 15:01:55 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
+ update_steps | 1
15
+ mode | train
16
+ path | /home/marvin/structured-sentiment-analysis-bis/models/opener_en/sdp_byKNNi6_asc/10/model_vi_opener_en_xlm_6
17
+ device | 1
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 | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_byKNNi6_asc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/head_final/sdp_byKNNi6_asc/10/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/opener_en/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 | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-08-11 15:01:55 INFO Building the fields
39
+ 2024-08-11 15:01:57 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-11 15:01:57 INFO Building the model
44
+ 2024-08-11 15:01:59 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
46
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
47
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
48
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
50
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
52
+ (label_attn): Biaffine(n_in=600, n_out=4, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2024-08-11 15:01:59 INFO Loading the data
64
+ 2024-08-11 15:01:59 INFO
65
+ train: Dataset(n_sentences=173, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=23, n_batches=13, n_buckets=13)
67
+ test: Dataset(n_sentences=499, n_batches=32, n_buckets=32)
68
+
69
+ 2024-08-11 15:01:59 INFO Epoch 1 / 5000:
70
+ 2024-08-11 15:02:02 INFO lr: 4.9990e-05 - loss: 0.4592 - UP: 1.82% UR: 7.55% UF: 2.93% P: 0.55% R: 2.26% F: 0.88%
71
+ 2024-08-11 15:02:02 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2024-08-11 15:02:03 INFO test: loss: 0.2317 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2024-08-11 15:02:03 INFO 0:00:03.201654s elapsed
74
+
75
+ 2024-08-11 15:02:03 INFO Epoch 2 / 5000:
76
+ 2024-08-11 15:02:05 INFO lr: 4.9980e-05 - loss: 1.0958 - UP: 9.43% UR: 0.94% UF: 1.72% P: 5.66% R: 0.57% F: 1.03%
77
+ 2024-08-11 15:02:05 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
78
+ 2024-08-11 15:02:05 INFO test: loss: 0.1949 - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
79
+ 2024-08-11 15:02:05 INFO 0:00:02.724018s elapsed
80
+
81
+ 2024-08-11 15:02:05 INFO Epoch 3 / 5000:
82
+ 2024-08-11 15:02:08 INFO lr: 4.9970e-05 - loss: 0.0598 - UP: 6.98% UR: 1.70% UF: 2.73% P: 5.43% R: 1.32% F: 2.12%
83
+ 2024-08-11 15:02:08 INFO dev: loss: nan - UP: 25.00% UR: 1.15% UF: 2.20% P: 0.00% R: 0.00% F: 0.00%
84
+ 2024-08-11 15:02:08 INFO test: loss: 0.1515 - UP: 82.42% UR: 2.26% UF: 4.41% P: 59.34% R: 1.63% F: 3.17%
85
+ 2024-08-11 15:02:08 INFO 0:00:02.659128s elapsed
86
+
87
+ 2024-08-11 15:02:08 INFO Epoch 4 / 5000:
88
+ 2024-08-11 15:02:10 INFO lr: 4.9960e-05 - loss: nan - UP: 44.58% UR: 6.98% UF: 12.07% P: 34.94% R: 5.47% F: 9.46%
89
+ 2024-08-11 15:02:10 INFO dev: loss: nan - UP: 60.00% UR: 3.45% UF: 6.52% P: 20.00% R: 1.15% F: 2.17%
90
+ 2024-08-11 15:02:11 INFO test: loss: 0.1434 - UP: 80.21% UR: 4.65% UF: 8.79% P: 68.75% R: 3.98% F: 7.53%
91
+ 2024-08-11 15:02:16 INFO 0:00:02.791598s elapsed (saved)
92
+
93
+ 2024-08-11 15:02:16 INFO Epoch 5 / 5000:
94
+ 2024-08-11 15:02:18 INFO lr: 4.9950e-05 - loss: 0.0139 - UP: 69.67% UR: 16.04% UF: 26.07% P: 63.93% R: 14.72% F: 23.93%
95
+ 2024-08-11 15:02:18 INFO dev: loss: nan - UP: 10.53% UR: 2.30% UF: 3.77% P: 5.26% R: 1.15% F: 1.89%
96
+ 2024-08-11 15:02:18 INFO test: loss: 0.1510 - UP: 32.74% UR: 3.32% UF: 6.03% P: 27.38% R: 2.78% F: 5.04%
97
+ 2024-08-11 15:02:18 INFO 0:00:02.769425s elapsed
98
+
99
+ 2024-08-11 15:02:18 INFO Epoch 6 / 5000:
100
+ 2024-08-11 15:02:21 INFO lr: 4.9940e-05 - loss: 0.0495 - UP: 59.56% UR: 15.28% UF: 24.32% P: 58.09% R: 14.91% F: 23.72%
101
+ 2024-08-11 15:02:21 INFO dev: loss: nan - UP: 50.00% UR: 1.15% UF: 2.25% P: 0.00% R: 0.00% F: 0.00%
102
+ 2024-08-11 15:02:21 INFO test: loss: 0.1547 - UP: 85.29% UR: 0.88% UF: 1.73% P: 79.41% R: 0.81% F: 1.61%
103
+ 2024-08-11 15:02:21 INFO 0:00:02.730227s elapsed
104
+
105
+ 2024-08-11 15:02:21 INFO Epoch 7 / 5000:
106
+ 2024-08-11 15:02:23 INFO lr: 4.9930e-05 - loss: 0.0924 - UP: 53.98% UR: 17.92% UF: 26.91% P: 51.70% R: 17.17% F: 25.78%
107
+ 2024-08-11 15:02:23 INFO dev: loss: nan - UP: 63.64% UR: 8.05% UF: 14.29% P: 36.36% R: 4.60% F: 8.16%
108
+ 2024-08-11 15:02:24 INFO test: loss: 0.1715 - UP: 74.61% UR: 10.20% UF: 17.95% P: 64.46% R: 8.81% F: 15.51%
109
+ 2024-08-11 15:02:31 INFO 0:00:02.787528s elapsed (saved)
110
+
111
+ 2024-08-11 15:02:31 INFO Epoch 8 / 5000:
112
+ 2024-08-11 15:02:33 INFO lr: 4.9920e-05 - loss: 0.1467 - UP: 49.13% UR: 26.60% UF: 34.52% P: 48.78% R: 26.42% F: 34.27%
113
+ 2024-08-11 15:02:33 INFO dev: loss: nan - UP: 62.50% UR: 5.75% UF: 10.53% P: 37.50% R: 3.45% F: 6.32%
114
+ 2024-08-11 15:02:33 INFO test: loss: 0.1520 - UP: 76.56% UR: 6.31% UF: 11.66% P: 67.40% R: 5.55% F: 10.26%
115
+ 2024-08-11 15:02:33 INFO 0:00:02.683404s elapsed
116
+
117
+ 2024-08-11 15:02:33 INFO Epoch 9 / 5000:
118
+ 2024-08-11 15:02:35 INFO lr: 4.9910e-05 - loss: nan - UP: 72.78% UR: 24.72% UF: 36.90% P: 71.11% R: 24.15% F: 36.06%
119
+ 2024-08-11 15:02:36 INFO dev: loss: nan - UP: 75.00% UR: 6.90% UF: 12.63% P: 62.50% R: 5.75% F: 10.53%
120
+ 2024-08-11 15:02:36 INFO test: loss: 0.1371 - UP: 75.38% UR: 8.96% UF: 16.02% P: 71.83% R: 8.54% F: 15.27%
121
+ 2024-08-11 15:02:43 INFO 0:00:02.705086s elapsed (saved)
122
+
123
+ 2024-08-11 15:02:43 INFO Epoch 10 / 5000:
124
+ 2024-08-11 15:02:45 INFO lr: 4.9900e-05 - loss: 0.1810 - UP: 72.36% UR: 37.55% UF: 49.44% P: 71.64% R: 37.17% F: 48.94%
125
+ 2024-08-11 15:02:46 INFO dev: loss: nan - UP: 85.71% UR: 13.79% UF: 23.76% P: 57.14% R: 9.20% F: 15.84%
126
+ 2024-08-11 15:02:46 INFO test: loss: 0.1713 - UP: 73.18% UR: 14.25% UF: 23.85% P: 68.06% R: 13.25% F: 22.18%
127
+ 2024-08-11 15:02:53 INFO 0:00:02.799336s elapsed (saved)
128
+
129
+ 2024-08-11 15:02:53 INFO Epoch 11 / 5000:
130
+ 2024-08-11 15:02:55 INFO lr: 4.9890e-05 - loss: 0.0020 - UP: 75.60% UR: 47.36% UF: 58.24% P: 75.60% R: 47.36% F: 58.24%
131
+ 2024-08-11 15:02:55 INFO dev: loss: nan - UP: 70.59% UR: 13.79% UF: 23.08% P: 52.94% R: 10.34% F: 17.31%
132
+ 2024-08-11 15:02:56 INFO test: loss: 0.1586 - UP: 77.43% UR: 11.08% UF: 19.38% P: 72.78% R: 10.41% F: 18.22%
133
+ 2024-08-11 15:03:03 INFO 0:00:02.725871s elapsed (saved)
134
+
135
+ 2024-08-11 15:03:03 INFO Epoch 12 / 5000:
136
+ 2024-08-11 15:03:05 INFO lr: 4.9880e-05 - loss: 0.0942 - UP: 82.32% UR: 48.30% UF: 60.88% P: 81.35% R: 47.74% F: 60.17%
137
+ 2024-08-11 15:03:05 INFO dev: loss: nan - UP: 43.75% UR: 8.05% UF: 13.59% P: 37.50% R: 6.90% F: 11.65%
138
+ 2024-08-11 15:03:06 INFO test: loss: 0.1578 - UP: 65.52% UR: 13.82% UF: 22.83% P: 57.37% R: 12.10% F: 19.99%
139
+ 2024-08-11 15:03:06 INFO 0:00:02.647124s elapsed
140
+
141
+ 2024-08-11 15:03:06 INFO Epoch 13 / 5000:
142
+ 2024-08-11 15:03:08 INFO lr: 4.9870e-05 - loss: 0.0580 - UP: 77.04% UR: 55.09% UF: 64.25% P: 74.14% R: 53.02% F: 61.83%
143
+ 2024-08-11 15:03:08 INFO dev: loss: nan - UP: 41.18% UR: 8.05% UF: 13.46% P: 35.29% R: 6.90% F: 11.54%
144
+ 2024-08-11 15:03:08 INFO test: loss: 0.1540 - UP: 74.78% UR: 10.11% UF: 17.81% P: 70.98% R: 9.60% F: 16.91%
145
+ 2024-08-11 15:03:08 INFO 0:00:02.610560s elapsed
146
+
147
+ 2024-08-11 15:03:08 INFO Epoch 14 / 5000:
148
+ 2024-08-11 15:03:10 INFO lr: 4.9860e-05 - loss: 0.0071 - UP: 76.55% UR: 53.58% UF: 63.04% P: 76.55% R: 53.58% F: 63.04%
149
+ 2024-08-11 15:03:11 INFO dev: loss: nan - UP: 88.89% UR: 9.20% UF: 16.67% P: 88.89% R: 9.20% F: 16.67%
150
+ 2024-08-11 15:03:11 INFO test: loss: 0.1563 - UP: 77.82% UR: 13.34% UF: 22.78% P: 73.94% R: 12.68% F: 21.64%
151
+ 2024-08-11 15:03:11 INFO 0:00:02.797089s elapsed
152
+
153
+ 2024-08-11 15:03:11 INFO Epoch 15 / 5000:
154
+ 2024-08-11 15:03:13 INFO lr: 4.9850e-05 - loss: 0.0722 - UP: 83.09% UR: 53.77% UF: 65.29% P: 83.09% R: 53.77% F: 65.29%
155
+ 2024-08-11 15:03:13 INFO dev: loss: nan - UP: 38.89% UR: 8.05% UF: 13.33% P: 33.33% R: 6.90% F: 11.43%
156
+ 2024-08-11 15:03:14 INFO test: loss: 0.1669 - UP: 72.68% UR: 12.77% UF: 21.72% P: 66.67% R: 11.71% F: 19.92%
157
+ 2024-08-11 15:03:14 INFO 0:00:02.685588s elapsed
158
+
159
+ 2024-08-11 15:03:14 INFO Epoch 16 / 5000:
160
+ 2024-08-11 15:03:16 INFO lr: 4.9840e-05 - loss: 0.0418 - UP: 87.23% UR: 54.15% UF: 66.82% P: 86.93% R: 53.96% F: 66.59%
161
+ 2024-08-11 15:03:16 INFO dev: loss: nan - UP: 52.17% UR: 13.79% UF: 21.82% P: 34.78% R: 9.20% F: 14.55%
162
+ 2024-08-11 15:03:16 INFO test: loss: 0.1726 - UP: 69.54% UR: 13.37% UF: 22.43% P: 64.68% R: 12.44% F: 20.86%
163
+ 2024-08-11 15:03:16 INFO 0:00:02.777656s elapsed
164
+
165
+ 2024-08-11 15:03:16 INFO Epoch 17 / 5000:
166
+ 2024-08-11 15:03:19 INFO lr: 4.9830e-05 - loss: nan - UP: 85.95% UR: 60.00% UF: 70.67% P: 85.95% R: 60.00% F: 70.67%
167
+ 2024-08-11 15:03:19 INFO dev: loss: nan - UP: 52.17% UR: 13.79% UF: 21.82% P: 30.43% R: 8.05% F: 12.73%
168
+ 2024-08-11 15:03:19 INFO test: loss: 0.1629 - UP: 71.53% UR: 14.64% UF: 24.30% P: 64.90% R: 13.28% F: 22.05%
169
+ 2024-08-11 15:03:19 INFO 0:00:02.728009s elapsed
170
+
171
+ 2024-08-11 15:03:19 INFO Epoch 18 / 5000:
172
+ 2024-08-11 15:03:21 INFO lr: 4.9820e-05 - loss: 0.0314 - UP: 73.18% UR: 64.34% UF: 68.47% P: 73.18% R: 64.34% F: 68.47%
173
+ 2024-08-11 15:03:22 INFO dev: loss: nan - UP: 60.00% UR: 10.34% UF: 17.65% P: 40.00% R: 6.90% F: 11.76%
174
+ 2024-08-11 15:03:22 INFO test: loss: 0.1864 - UP: 82.77% UR: 11.89% UF: 20.80% P: 77.94% R: 11.20% F: 19.58%
175
+ 2024-08-11 15:03:22 INFO 0:00:02.753151s elapsed
176
+
177
+ 2024-08-11 15:03:22 INFO Epoch 19 / 5000:
178
+ 2024-08-11 15:03:24 INFO lr: 4.9810e-05 - loss: nan - UP: 87.24% UR: 64.53% UF: 74.19% P: 86.73% R: 64.15% F: 73.75%
179
+ 2024-08-11 15:03:24 INFO dev: loss: nan - UP: 65.22% UR: 17.24% UF: 27.27% P: 47.83% R: 12.64% F: 20.00%
180
+ 2024-08-11 15:03:25 INFO test: loss: 0.1651 - UP: 74.59% UR: 17.72% UF: 28.63% P: 69.89% R: 16.60% F: 26.83%
181
+ 2024-08-11 15:03:32 INFO 0:00:02.725046s elapsed (saved)
182
+
183
+ 2024-08-11 15:03:32 INFO Epoch 20 / 5000:
184
+ 2024-08-11 15:03:34 INFO lr: 4.9800e-05 - loss: 0.0079 - UP: 80.46% UR: 72.26% UF: 76.14% P: 80.25% R: 72.08% F: 75.94%
185
+ 2024-08-11 15:03:34 INFO dev: loss: nan - UP: 60.87% UR: 16.09% UF: 25.45% P: 43.48% R: 11.49% F: 18.18%
186
+ 2024-08-11 15:03:35 INFO test: loss: 0.2047 - UP: 68.57% UR: 16.99% UF: 27.24% P: 64.19% R: 15.91% F: 25.50%
187
+ 2024-08-11 15:03:35 INFO 0:00:02.790658s elapsed
188
+
189
+ 2024-08-11 15:03:35 INFO Epoch 21 / 5000:
190
+ 2024-08-11 15:03:37 INFO lr: 4.9790e-05 - loss: 0.0015 - UP: 85.19% UR: 65.09% UF: 73.80% P: 84.69% R: 64.72% F: 73.37%
191
+ 2024-08-11 15:03:37 INFO dev: loss: nan - UP: 75.00% UR: 13.79% UF: 23.30% P: 50.00% R: 9.20% F: 15.53%
192
+ 2024-08-11 15:03:37 INFO test: loss: 0.2233 - UP: 79.89% UR: 8.99% UF: 16.17% P: 73.46% R: 8.27% F: 14.87%
193
+ 2024-08-11 15:03:37 INFO 0:00:02.733399s elapsed
194
+
195
+ 2024-08-11 15:03:37 INFO Epoch 22 / 5000:
196
+ 2024-08-11 15:03:40 INFO lr: 4.9780e-05 - loss: 0.0060 - UP: 87.34% UR: 65.09% UF: 74.59% P: 86.33% R: 64.34% F: 73.73%
197
+ 2024-08-11 15:03:40 INFO dev: loss: nan - UP: 83.33% UR: 17.24% UF: 28.57% P: 55.56% R: 11.49% F: 19.05%
198
+ 2024-08-11 15:03:40 INFO test: loss: 0.1782 - UP: 72.40% UR: 18.05% UF: 28.90% P: 66.59% R: 16.60% F: 26.58%
199
+ 2024-08-11 15:03:40 INFO 0:00:02.757834s elapsed
200
+
201
+ 2024-08-11 15:03:40 INFO Epoch 23 / 5000:
202
+ 2024-08-11 15:03:42 INFO lr: 4.9770e-05 - loss: 0.0048 - UP: 88.44% UR: 73.58% UF: 80.33% P: 88.44% R: 73.58% F: 80.33%
203
+ 2024-08-11 15:03:43 INFO dev: loss: nan - UP: 78.95% UR: 17.24% UF: 28.30% P: 52.63% R: 11.49% F: 18.87%
204
+ 2024-08-11 15:03:43 INFO test: loss: 0.1966 - UP: 81.82% UR: 13.85% UF: 23.70% P: 73.26% R: 12.41% F: 21.22%
205
+ 2024-08-11 15:03:43 INFO 0:00:02.738984s elapsed
206
+
207
+ 2024-08-11 15:03:43 INFO Epoch 24 / 5000:
208
+ 2024-08-11 15:03:45 INFO lr: 4.9760e-05 - loss: 0.0002 - UP: 88.34% UR: 74.34% UF: 80.74% P: 88.34% R: 74.34% F: 80.74%
209
+ 2024-08-11 15:03:45 INFO dev: loss: nan - UP: 64.71% UR: 12.64% UF: 21.15% P: 41.18% R: 8.05% F: 13.46%
210
+ 2024-08-11 15:03:46 INFO test: loss: 0.2183 - UP: 77.78% UR: 13.73% UF: 23.35% P: 70.60% R: 12.47% F: 21.19%
211
+ 2024-08-11 15:03:46 INFO 0:00:02.699633s elapsed
212
+
213
+ 2024-08-11 15:03:46 INFO Epoch 25 / 5000:
214
+ 2024-08-11 15:03:48 INFO lr: 4.9750e-05 - loss: 0.0036 - UP: 91.59% UR: 78.11% UF: 84.32% P: 91.59% R: 78.11% F: 84.32%
215
+ 2024-08-11 15:03:48 INFO dev: loss: nan - UP: 68.18% UR: 17.24% UF: 27.52% P: 50.00% R: 12.64% F: 20.18%
216
+ 2024-08-11 15:03:48 INFO test: loss: 0.1863 - UP: 78.29% UR: 17.42% UF: 28.49% P: 71.64% R: 15.94% F: 26.07%
217
+ 2024-08-11 15:03:56 INFO 0:00:02.841651s elapsed (saved)
218
+
219
+ 2024-08-11 15:03:56 INFO Epoch 26 / 5000:
220
+ 2024-08-11 15:03:58 INFO lr: 4.9740e-05 - loss: 0.0099 - UP: 86.33% UR: 83.40% UF: 84.84% P: 86.33% R: 83.40% F: 84.84%
221
+ 2024-08-11 15:03:58 INFO dev: loss: nan - UP: 73.91% UR: 19.54% UF: 30.91% P: 52.17% R: 13.79% F: 21.82%
222
+ 2024-08-11 15:03:58 INFO test: loss: 0.1914 - UP: 74.60% UR: 21.19% UF: 33.00% P: 67.69% R: 19.23% F: 29.95%
223
+ 2024-08-11 15:04:06 INFO 0:00:02.802530s elapsed (saved)
224
+
225
+ 2024-08-11 15:04:06 INFO Epoch 27 / 5000:
226
+ 2024-08-11 15:04:08 INFO lr: 4.9730e-05 - loss: nan - UP: 91.61% UR: 78.30% UF: 84.44% P: 91.61% R: 78.30% F: 84.44%
227
+ 2024-08-11 15:04:08 INFO dev: loss: nan - UP: 75.00% UR: 20.69% UF: 32.43% P: 54.17% R: 14.94% F: 23.42%
228
+ 2024-08-11 15:04:08 INFO test: loss: 0.1782 - UP: 76.42% UR: 19.56% UF: 31.15% P: 71.93% R: 18.41% F: 29.32%
229
+ 2024-08-11 15:04:16 INFO 0:00:02.659782s elapsed (saved)
230
+
231
+ 2024-08-11 15:04:16 INFO Epoch 28 / 5000:
232
+ 2024-08-11 15:04:18 INFO lr: 4.9720e-05 - loss: 0.0111 - UP: 91.81% UR: 80.38% UF: 85.71% P: 91.81% R: 80.38% F: 85.71%
233
+ 2024-08-11 15:04:18 INFO dev: loss: nan - UP: 75.00% UR: 20.69% UF: 32.43% P: 54.17% R: 14.94% F: 23.42%
234
+ 2024-08-11 15:04:19 INFO test: loss: 0.2063 - UP: 78.50% UR: 15.21% UF: 25.49% P: 70.25% R: 13.61% F: 22.81%
235
+ 2024-08-11 15:04:19 INFO 0:00:02.706826s elapsed
236
+
237
+ 2024-08-11 15:04:19 INFO Epoch 29 / 5000:
238
+ 2024-08-11 15:04:21 INFO lr: 4.9710e-05 - loss: 0.0139 - UP: 88.64% UR: 80.94% UF: 84.62% P: 88.64% R: 80.94% F: 84.62%
239
+ 2024-08-11 15:04:21 INFO dev: loss: nan - UP: 52.94% UR: 20.69% UF: 29.75% P: 38.24% R: 14.94% F: 21.49%
240
+ 2024-08-11 15:04:21 INFO test: loss: 0.1800 - UP: 71.21% UR: 19.86% UF: 31.06% P: 66.02% R: 18.41% F: 28.79%
241
+ 2024-08-11 15:04:21 INFO 0:00:02.740663s elapsed
242
+
243
+ 2024-08-11 15:04:21 INFO Epoch 30 / 5000:
244
+ 2024-08-11 15:04:24 INFO lr: 4.9700e-05 - loss: 0.0314 - UP: 89.71% UR: 80.57% UF: 84.89% P: 89.71% R: 80.57% F: 84.89%
245
+ 2024-08-11 15:04:24 INFO dev: loss: nan - UP: 62.07% UR: 20.69% UF: 31.03% P: 44.83% R: 14.94% F: 22.41%
246
+ 2024-08-11 15:04:24 INFO test: loss: 0.1981 - UP: 68.28% UR: 21.70% UF: 32.94% P: 61.73% R: 19.62% F: 29.78%
247
+ 2024-08-11 15:04:24 INFO 0:00:02.727119s elapsed
248
+
249
+ 2024-08-11 15:04:24 INFO Epoch 31 / 5000:
250
+ 2024-08-11 15:04:26 INFO lr: 4.9690e-05 - loss: 0.0019 - UP: 88.91% UR: 78.68% UF: 83.48% P: 88.91% R: 78.68% F: 83.48%
251
+ 2024-08-11 15:04:26 INFO dev: loss: nan - UP: 52.94% UR: 20.69% UF: 29.75% P: 38.24% R: 14.94% F: 21.49%
252
+ 2024-08-11 15:04:27 INFO test: loss: 0.1693 - UP: 63.85% UR: 26.02% UF: 36.97% P: 56.37% R: 22.97% F: 32.64%
253
+ 2024-08-11 15:04:27 INFO 0:00:02.701947s elapsed
254
+
255
+ 2024-08-11 15:04:27 INFO Epoch 32 / 5000:
256
+ 2024-08-11 15:04:29 INFO lr: 4.9680e-05 - loss: 0.0036 - UP: 85.48% UR: 68.87% UF: 76.28% P: 85.48% R: 68.87% F: 76.28%
257
+ 2024-08-11 15:04:29 INFO dev: loss: nan - UP: 75.00% UR: 20.69% UF: 32.43% P: 58.33% R: 16.09% F: 25.23%
258
+ 2024-08-11 15:04:29 INFO test: loss: 0.1976 - UP: 60.69% UR: 25.35% UF: 35.77% P: 53.76% R: 22.46% F: 31.68%
259
+ 2024-08-11 15:04:37 INFO 0:00:02.643638s elapsed (saved)
260
+
261
+ 2024-08-11 15:04:37 INFO Epoch 33 / 5000:
262
+ 2024-08-11 15:04:40 INFO lr: 4.9670e-05 - loss: 0.0129 - UP: 88.14% UR: 74.34% UF: 80.66% P: 87.70% R: 73.96% F: 80.25%
263
+ 2024-08-11 15:04:40 INFO dev: loss: nan - UP: 75.00% UR: 17.24% UF: 28.04% P: 55.00% R: 12.64% F: 20.56%
264
+ 2024-08-11 15:04:40 INFO test: loss: 0.1959 - UP: 62.76% UR: 23.75% UF: 34.46% P: 55.74% R: 21.10% F: 30.61%
265
+ 2024-08-11 15:04:40 INFO 0:00:02.743239s elapsed
266
+
267
+ 2024-08-11 15:04:40 INFO Epoch 34 / 5000:
268
+ 2024-08-11 15:04:42 INFO lr: 4.9660e-05 - loss: 0.0271 - UP: 80.58% UR: 79.06% UF: 79.81% P: 80.58% R: 79.06% F: 79.81%
269
+ 2024-08-11 15:04:42 INFO dev: loss: nan - UP: 48.65% UR: 20.69% UF: 29.03% P: 37.84% R: 16.09% F: 22.58%
270
+ 2024-08-11 15:04:43 INFO test: loss: 0.1583 - UP: 63.75% UR: 26.38% UF: 37.32% P: 59.37% R: 24.57% F: 34.76%
271
+ 2024-08-11 15:04:43 INFO 0:00:02.805070s elapsed
272
+
273
+ 2024-08-11 15:04:43 INFO Epoch 35 / 5000:
274
+ 2024-08-11 15:04:45 INFO lr: 4.9650e-05 - loss: 0.2283 - UP: 82.63% UR: 77.17% UF: 79.80% P: 81.82% R: 76.42% F: 79.02%
275
+ 2024-08-11 15:04:45 INFO dev: loss: nan - UP: 60.71% UR: 19.54% UF: 29.57% P: 46.43% R: 14.94% F: 22.61%
276
+ 2024-08-11 15:04:46 INFO test: loss: 0.2113 - UP: 57.52% UR: 21.01% UF: 30.78% P: 52.73% R: 19.26% F: 28.21%
277
+ 2024-08-11 15:04:46 INFO 0:00:02.719029s elapsed
278
+
279
+ 2024-08-11 15:04:46 INFO Epoch 36 / 5000:
280
+ 2024-08-11 15:04:48 INFO lr: 4.9640e-05 - loss: 0.0025 - UP: 90.95% UR: 81.51% UF: 85.97% P: 89.68% R: 80.38% F: 84.78%
281
+ 2024-08-11 15:04:48 INFO dev: loss: nan - UP: 68.42% UR: 14.94% UF: 24.53% P: 47.37% R: 10.34% F: 16.98%
282
+ 2024-08-11 15:04:48 INFO test: loss: 0.1984 - UP: 69.18% UR: 16.33% UF: 26.42% P: 66.24% R: 15.64% F: 25.30%
283
+ 2024-08-11 15:04:48 INFO 0:00:02.712043s elapsed
284
+
285
+ 2024-08-11 15:04:48 INFO Epoch 37 / 5000:
286
+ 2024-08-11 15:04:51 INFO lr: 4.9630e-05 - loss: 0.0317 - UP: 88.01% UR: 73.40% UF: 80.04% P: 86.88% R: 72.45% F: 79.01%
287
+ 2024-08-11 15:04:51 INFO dev: loss: nan - UP: 71.43% UR: 11.49% UF: 19.80% P: 64.29% R: 10.34% F: 17.82%
288
+ 2024-08-11 15:04:51 INFO test: loss: 0.2023 - UP: 69.86% UR: 14.55% UF: 24.08% P: 63.77% R: 13.28% F: 21.98%
289
+ 2024-08-11 15:04:51 INFO 0:00:02.757106s elapsed
290
+
291
+ 2024-08-11 15:04:51 INFO Epoch 38 / 5000:
292
+ 2024-08-11 15:04:53 INFO lr: 4.9620e-05 - loss: 0.0012 - UP: 92.00% UR: 78.11% UF: 84.49% P: 91.33% R: 77.55% F: 83.88%
293
+ 2024-08-11 15:04:53 INFO dev: loss: nan - UP: 75.00% UR: 13.79% UF: 23.30% P: 68.75% R: 12.64% F: 21.36%
294
+ 2024-08-11 15:04:54 INFO test: loss: 0.2575 - UP: 62.75% UR: 19.32% UF: 29.54% P: 57.45% R: 17.69% F: 27.05%
295
+ 2024-08-11 15:04:54 INFO 0:00:02.741736s elapsed
296
+
297
+ 2024-08-11 15:04:54 INFO Epoch 39 / 5000:
298
+ 2024-08-11 15:04:56 INFO lr: 4.9610e-05 - loss: 0.0135 - UP: 89.29% UR: 83.40% UF: 86.24% P: 89.09% R: 83.21% F: 86.05%
299
+ 2024-08-11 15:04:56 INFO dev: loss: nan - UP: 62.50% UR: 17.24% UF: 27.03% P: 45.83% R: 12.64% F: 19.82%
300
+ 2024-08-11 15:04:56 INFO test: loss: 0.2243 - UP: 71.08% UR: 19.95% UF: 31.16% P: 65.70% R: 18.44% F: 28.80%
301
+ 2024-08-11 15:04:56 INFO 0:00:02.680927s elapsed
302
+
303
+ 2024-08-11 15:04:56 INFO Epoch 40 / 5000:
304
+ 2024-08-11 15:04:59 INFO lr: 4.9600e-05 - loss: 0.0045 - UP: 92.26% UR: 80.94% UF: 86.23% P: 92.26% R: 80.94% F: 86.23%
305
+ 2024-08-11 15:04:59 INFO dev: loss: nan - UP: 71.43% UR: 17.24% UF: 27.78% P: 52.38% R: 12.64% F: 20.37%
306
+ 2024-08-11 15:04:59 INFO test: loss: 0.2259 - UP: 64.05% UR: 21.88% UF: 32.62% P: 59.89% R: 20.46% F: 30.51%
307
+ 2024-08-11 15:04:59 INFO 0:00:02.766120s elapsed
308
+
309
+ 2024-08-11 15:04:59 INFO Epoch 41 / 5000:
310
+ 2024-08-11 15:05:01 INFO lr: 4.9590e-05 - loss: 0.0021 - UP: 90.84% UR: 84.15% UF: 87.37% P: 90.84% R: 84.15% F: 87.37%
311
+ 2024-08-11 15:05:02 INFO dev: loss: nan - UP: 58.54% UR: 27.59% UF: 37.50% P: 46.34% R: 21.84% F: 29.69%
312
+ 2024-08-11 15:05:02 INFO test: loss: 0.2286 - UP: 59.12% UR: 27.29% UF: 37.34% P: 52.58% R: 24.27% F: 33.21%
313
+ 2024-08-11 15:05:10 INFO 0:00:02.771782s elapsed (saved)
314
+
315
+ 2024-08-11 15:05:10 INFO Epoch 42 / 5000:
316
+ 2024-08-11 15:05:12 INFO lr: 4.9580e-05 - loss: 0.0036 - UP: 92.90% UR: 83.96% UF: 88.21% P: 92.48% R: 83.58% F: 87.81%
317
+ 2024-08-11 15:05:12 INFO dev: loss: nan - UP: 42.50% UR: 19.54% UF: 26.77% P: 30.00% R: 13.79% F: 18.90%
318
+ 2024-08-11 15:05:12 INFO test: loss: 0.2055 - UP: 57.16% UR: 29.76% UF: 39.14% P: 51.01% R: 26.56% F: 34.93%
319
+ 2024-08-11 15:05:12 INFO 0:00:02.711793s elapsed
320
+
321
+ 2024-08-11 15:05:12 INFO Epoch 43 / 5000:
322
+ 2024-08-11 15:05:14 INFO lr: 4.9570e-05 - loss: 0.0004 - UP: 89.62% UR: 84.72% UF: 87.10% P: 88.22% R: 83.40% F: 85.74%
323
+ 2024-08-11 15:05:15 INFO dev: loss: nan - UP: 85.71% UR: 13.79% UF: 23.76% P: 64.29% R: 10.34% F: 17.82%
324
+ 2024-08-11 15:05:15 INFO test: loss: 0.2513 - UP: 70.57% UR: 19.47% UF: 30.52% P: 59.08% R: 16.30% F: 25.55%
325
+ 2024-08-11 15:05:15 INFO 0:00:02.648865s elapsed
326
+
327
+ 2024-08-11 15:05:15 INFO Epoch 44 / 5000:
328
+ 2024-08-11 15:05:17 INFO lr: 4.9560e-05 - loss: 0.0155 - UP: 95.68% UR: 83.58% UF: 89.22% P: 95.03% R: 83.02% F: 88.62%
329
+ 2024-08-11 15:05:17 INFO dev: loss: nan - UP: 81.25% UR: 14.94% UF: 25.24% P: 62.50% R: 11.49% F: 19.42%
330
+ 2024-08-11 15:05:18 INFO test: loss: 0.3297 - UP: 70.52% UR: 17.69% UF: 28.28% P: 59.21% R: 14.85% F: 23.75%
331
+ 2024-08-11 15:05:18 INFO 0:00:02.773989s elapsed
332
+
333
+ 2024-08-11 15:05:18 INFO Epoch 45 / 5000:
334
+ 2024-08-11 15:05:20 INFO lr: 4.9550e-05 - loss: 0.0064 - UP: 94.24% UR: 86.42% UF: 90.16% P: 94.24% R: 86.42% F: 90.16%
335
+ 2024-08-11 15:05:20 INFO dev: loss: nan - UP: 53.85% UR: 16.09% UF: 24.78% P: 38.46% R: 11.49% F: 17.70%
336
+ 2024-08-11 15:05:20 INFO test: loss: 0.2479 - UP: 69.65% UR: 21.82% UF: 33.23% P: 57.13% R: 17.90% F: 27.26%
337
+ 2024-08-11 15:05:20 INFO 0:00:02.698326s elapsed
338
+
339
+ 2024-08-11 15:05:20 INFO Epoch 46 / 5000:
340
+ 2024-08-11 15:05:23 INFO lr: 4.9540e-05 - loss: 0.0000 - UP: 93.52% UR: 89.81% UF: 91.63% P: 93.32% R: 89.62% F: 91.43%
341
+ 2024-08-11 15:05:23 INFO dev: loss: nan - UP: 86.67% UR: 14.94% UF: 25.49% P: 66.67% R: 11.49% F: 19.61%
342
+ 2024-08-11 15:05:23 INFO test: loss: 0.3063 - UP: 61.74% UR: 18.17% UF: 28.08% P: 54.56% R: 16.06% F: 24.81%
343
+ 2024-08-11 15:05:23 INFO 0:00:02.775858s elapsed
344
+
345
+ 2024-08-11 15:05:23 INFO Epoch 47 / 5000:
346
+ 2024-08-11 15:05:25 INFO lr: 4.9530e-05 - loss: 0.0072 - UP: 93.33% UR: 84.53% UF: 88.71% P: 93.33% R: 84.53% F: 88.71%
347
+ 2024-08-11 15:05:26 INFO dev: loss: nan - UP: 64.00% UR: 18.39% UF: 28.57% P: 48.00% R: 13.79% F: 21.43%
348
+ 2024-08-11 15:05:26 INFO test: loss: 0.2400 - UP: 67.31% UR: 22.12% UF: 33.30% P: 54.36% R: 17.87% F: 26.90%
349
+ 2024-08-11 15:05:26 INFO 0:00:02.750094s elapsed
350
+
351
+ 2024-08-11 15:05:26 INFO Epoch 48 / 5000:
352
+ 2024-08-11 15:05:28 INFO lr: 4.9520e-05 - loss: 0.0004 - UP: 91.67% UR: 87.17% UF: 89.36% P: 91.67% R: 87.17% F: 89.36%
353
+ 2024-08-11 15:05:28 INFO dev: loss: nan - UP: 76.92% UR: 11.49% UF: 20.00% P: 46.15% R: 6.90% F: 12.00%
354
+ 2024-08-11 15:05:29 INFO test: loss: 0.2279 - UP: 72.85% UR: 18.96% UF: 30.08% P: 64.62% R: 16.81% F: 26.68%
355
+ 2024-08-11 15:05:29 INFO 0:00:02.661983s elapsed
356
+
357
+ 2024-08-11 15:05:29 INFO Epoch 49 / 5000:
358
+ 2024-08-11 15:05:31 INFO lr: 4.9510e-05 - loss: 0.0050 - UP: 86.63% UR: 86.79% UF: 86.71% P: 86.63% R: 86.79% F: 86.71%
359
+ 2024-08-11 15:05:31 INFO dev: loss: nan - UP: 72.22% UR: 14.94% UF: 24.76% P: 50.00% R: 10.34% F: 17.14%
360
+ 2024-08-11 15:05:31 INFO test: loss: 0.2318 - UP: 71.64% UR: 19.29% UF: 30.39% P: 63.34% R: 17.05% F: 26.87%
361
+ 2024-08-11 15:05:31 INFO 0:00:02.761264s elapsed
362
+
363
+ 2024-08-11 15:05:31 INFO Epoch 50 / 5000:
364
+ 2024-08-11 15:05:34 INFO lr: 4.9500e-05 - loss: 0.0028 - UP: 93.15% UR: 87.17% UF: 90.06% P: 92.74% R: 86.79% F: 89.67%
365
+ 2024-08-11 15:05:34 INFO dev: loss: nan - UP: 61.54% UR: 18.39% UF: 28.32% P: 42.31% R: 12.64% F: 19.47%
366
+ 2024-08-11 15:05:34 INFO test: loss: 0.2096 - UP: 68.73% UR: 23.15% UF: 34.64% P: 61.38% R: 20.68% F: 30.93%
367
+ 2024-08-11 15:05:34 INFO 0:00:02.775002s elapsed
368
+
369
+ 2024-08-11 15:05:34 INFO Epoch 51 / 5000:
370
+ 2024-08-11 15:05:36 INFO lr: 4.9490e-05 - loss: 0.0008 - UP: 94.68% UR: 83.96% UF: 89.00% P: 94.68% R: 83.96% F: 89.00%
371
+ 2024-08-11 15:05:36 INFO dev: loss: nan - UP: 58.06% UR: 20.69% UF: 30.51% P: 48.39% R: 17.24% F: 25.42%
372
+ 2024-08-11 15:05:37 INFO test: loss: 0.1964 - UP: 58.44% UR: 26.95% UF: 36.89% P: 52.49% R: 24.21% F: 33.13%
373
+ 2024-08-11 15:05:37 INFO 0:00:02.708089s elapsed
374
+
375
+ 2024-08-11 15:05:37 INFO Epoch 52 / 5000:
376
+ 2024-08-11 15:05:39 INFO lr: 4.9480e-05 - loss: 0.0073 - UP: 93.01% UR: 90.38% UF: 91.67% P: 92.82% R: 90.19% F: 91.48%
377
+ 2024-08-11 15:05:39 INFO dev: loss: nan - UP: 62.07% UR: 20.69% UF: 31.03% P: 48.28% R: 16.09% F: 24.14%
378
+ 2024-08-11 15:05:40 INFO test: loss: 0.2290 - UP: 62.88% UR: 25.20% UF: 35.98% P: 57.91% R: 23.21% F: 33.14%
379
+ 2024-08-11 15:05:40 INFO 0:00:02.699494s elapsed
380
+
381
+ 2024-08-11 15:05:40 INFO Epoch 53 / 5000:
382
+ 2024-08-11 15:05:42 INFO lr: 4.9470e-05 - loss: 0.0321 - UP: 93.10% UR: 86.60% UF: 89.74% P: 92.70% R: 86.23% F: 89.35%
383
+ 2024-08-11 15:05:42 INFO dev: loss: nan - UP: 67.65% UR: 26.44% UF: 38.02% P: 52.94% R: 20.69% F: 29.75%
384
+ 2024-08-11 15:05:42 INFO test: loss: 0.2501 - UP: 59.89% UR: 23.66% UF: 33.92% P: 54.47% R: 21.52% F: 30.85%
385
+ 2024-08-11 15:05:49 INFO 0:00:02.738366s elapsed (saved)
386
+
387
+ 2024-08-11 15:05:49 INFO Epoch 54 / 5000:
388
+ 2024-08-11 15:05:52 INFO lr: 4.9460e-05 - loss: 0.0031 - UP: 94.87% UR: 87.17% UF: 90.86% P: 94.66% R: 86.98% F: 90.66%
389
+ 2024-08-11 15:05:52 INFO dev: loss: nan - UP: 65.22% UR: 17.24% UF: 27.27% P: 52.17% R: 13.79% F: 21.82%
390
+ 2024-08-11 15:05:52 INFO test: loss: 0.2306 - UP: 67.81% UR: 20.92% UF: 31.97% P: 60.57% R: 18.68% F: 28.56%
391
+ 2024-08-11 15:05:52 INFO 0:00:02.764320s elapsed
392
+
393
+ 2024-08-11 15:05:52 INFO Epoch 55 / 5000:
394
+ 2024-08-11 15:05:54 INFO lr: 4.9450e-05 - loss: 0.0009 - UP: 94.06% UR: 92.64% UF: 93.35% P: 92.53% R: 91.13% F: 91.83%
395
+ 2024-08-11 15:05:54 INFO dev: loss: nan - UP: 75.00% UR: 17.24% UF: 28.04% P: 60.00% R: 13.79% F: 22.43%
396
+ 2024-08-11 15:05:55 INFO test: loss: 0.2738 - UP: 68.86% UR: 22.16% UF: 33.52% P: 59.01% R: 18.99% F: 28.73%
397
+ 2024-08-11 15:05:55 INFO 0:00:02.659033s elapsed
398
+
399
+ 2024-08-11 15:05:55 INFO Epoch 56 / 5000:
400
+ 2024-08-11 15:05:57 INFO lr: 4.9440e-05 - loss: 0.0054 - UP: 96.70% UR: 93.96% UF: 95.31% P: 96.70% R: 93.96% F: 95.31%
401
+ 2024-08-11 15:05:57 INFO dev: loss: nan - UP: 55.56% UR: 17.24% UF: 26.32% P: 40.74% R: 12.64% F: 19.30%
402
+ 2024-08-11 15:05:58 INFO test: loss: 0.2484 - UP: 62.11% UR: 25.38% UF: 36.04% P: 52.36% R: 21.40% F: 30.38%
403
+ 2024-08-11 15:05:58 INFO 0:00:02.748239s elapsed
404
+
405
+ 2024-08-11 15:05:58 INFO Epoch 57 / 5000:
406
+ 2024-08-11 15:06:00 INFO lr: 4.9430e-05 - loss: 0.0002 - UP: 95.59% UR: 93.96% UF: 94.77% P: 95.39% R: 93.77% F: 94.58%
407
+ 2024-08-11 15:06:00 INFO dev: loss: nan - UP: 68.18% UR: 17.24% UF: 27.52% P: 54.55% R: 13.79% F: 22.02%
408
+ 2024-08-11 15:06:00 INFO test: loss: 0.3023 - UP: 64.82% UR: 19.47% UF: 29.94% P: 53.97% R: 16.21% F: 24.93%
409
+ 2024-08-11 15:06:00 INFO 0:00:02.741700s elapsed
410
+
411
+ 2024-08-11 15:06:00 INFO Epoch 58 / 5000:
412
+ 2024-08-11 15:06:03 INFO lr: 4.9420e-05 - loss: 0.0004 - UP: 94.92% UR: 91.70% UF: 93.28% P: 94.53% R: 91.32% F: 92.90%
413
+ 2024-08-11 15:06:03 INFO dev: loss: nan - UP: 57.69% UR: 17.24% UF: 26.55% P: 46.15% R: 13.79% F: 21.24%
414
+ 2024-08-11 15:06:03 INFO test: loss: 0.2222 - UP: 69.58% UR: 19.47% UF: 30.42% P: 62.46% R: 17.48% F: 27.31%
415
+ 2024-08-11 15:06:03 INFO 0:00:02.807570s elapsed
416
+
417
+ 2024-08-11 15:06:03 INFO Epoch 59 / 5000:
418
+ 2024-08-11 15:06:05 INFO lr: 4.9410e-05 - loss: 0.0004 - UP: 95.76% UR: 89.43% UF: 92.49% P: 95.76% R: 89.43% F: 92.49%
419
+ 2024-08-11 15:06:05 INFO dev: loss: nan - UP: 61.90% UR: 14.94% UF: 24.07% P: 42.86% R: 10.34% F: 16.67%
420
+ 2024-08-11 15:06:06 INFO test: loss: 0.2613 - UP: 66.71% UR: 14.22% UF: 23.44% P: 57.51% R: 12.25% F: 20.20%
421
+ 2024-08-11 15:06:06 INFO 0:00:02.717938s elapsed
422
+
423
+ 2024-08-11 15:06:06 INFO Epoch 60 / 5000:
424
+ 2024-08-11 15:06:08 INFO lr: 4.9400e-05 - loss: 0.0474 - UP: 92.50% UR: 90.75% UF: 91.62% P: 91.92% R: 90.19% F: 91.05%
425
+ 2024-08-11 15:06:08 INFO dev: loss: nan - UP: 58.33% UR: 16.09% UF: 25.23% P: 45.83% R: 12.64% F: 19.82%
426
+ 2024-08-11 15:06:09 INFO test: loss: 0.2696 - UP: 65.30% UR: 20.62% UF: 31.34% P: 54.11% R: 17.08% F: 25.97%
427
+ 2024-08-11 15:06:09 INFO 0:00:02.724966s elapsed
428
+
429
+ 2024-08-11 15:06:09 INFO Epoch 61 / 5000:
430
+ 2024-08-11 15:06:11 INFO lr: 4.9390e-05 - loss: 0.0040 - UP: 96.02% UR: 90.94% UF: 93.41% P: 96.02% R: 90.94% F: 93.41%
431
+ 2024-08-11 15:06:11 INFO dev: loss: nan - UP: 62.50% UR: 17.24% UF: 27.03% P: 45.83% R: 12.64% F: 19.82%
432
+ 2024-08-11 15:06:11 INFO test: loss: 0.2238 - UP: 64.43% UR: 21.49% UF: 32.23% P: 57.65% R: 19.23% F: 28.84%
433
+ 2024-08-11 15:06:11 INFO 0:00:02.789072s elapsed
434
+
435
+ 2024-08-11 15:06:11 INFO Epoch 62 / 5000:
436
+ 2024-08-11 15:06:14 INFO lr: 4.9380e-05 - loss: 0.0000 - UP: 97.62% UR: 93.02% UF: 95.27% P: 97.62% R: 93.02% F: 95.27%
437
+ 2024-08-11 15:06:14 INFO dev: loss: nan - UP: 65.00% UR: 14.94% UF: 24.30% P: 45.00% R: 10.34% F: 16.82%
438
+ 2024-08-11 15:06:14 INFO test: loss: 0.2258 - UP: 67.82% UR: 20.68% UF: 31.69% P: 61.09% R: 18.62% F: 28.54%
439
+ 2024-08-11 15:06:14 INFO 0:00:02.707099s elapsed
440
+
441
+ 2024-08-11 15:06:14 INFO Epoch 63 / 5000:
442
+ 2024-08-11 15:06:16 INFO lr: 4.9370e-05 - loss: 0.0000 - UP: 97.67% UR: 94.91% UF: 96.27% P: 97.67% R: 94.91% F: 96.27%
443
+ 2024-08-11 15:06:16 INFO dev: loss: nan - UP: 65.22% UR: 17.24% UF: 27.27% P: 47.83% R: 12.64% F: 20.00%
444
+ 2024-08-11 15:06:17 INFO test: loss: 0.2293 - UP: 70.41% UR: 20.04% UF: 31.20% P: 62.99% R: 17.93% F: 27.91%
445
+ 2024-08-11 15:06:17 INFO 0:00:02.674621s elapsed
446
+
447
+ 2024-08-11 15:06:17 INFO Epoch 64 / 5000:
448
+ 2024-08-11 15:06:19 INFO lr: 4.9360e-05 - loss: 0.0015 - UP: 98.39% UR: 92.08% UF: 95.13% P: 98.39% R: 92.08% F: 95.13%
449
+ 2024-08-11 15:06:19 INFO dev: loss: nan - UP: 70.00% UR: 16.09% UF: 26.17% P: 50.00% R: 11.49% F: 18.69%
450
+ 2024-08-11 15:06:19 INFO test: loss: 0.2286 - UP: 64.10% UR: 21.82% UF: 32.56% P: 58.16% R: 19.80% F: 29.54%
451
+ 2024-08-11 15:06:19 INFO 0:00:02.741469s elapsed
452
+
453
+ 2024-08-11 15:06:19 INFO Epoch 65 / 5000:
454
+ 2024-08-11 15:06:22 INFO lr: 4.9350e-05 - loss: 0.0018 - UP: 94.23% UR: 95.47% UF: 94.85% P: 94.23% R: 95.47% F: 94.85%
455
+ 2024-08-11 15:06:22 INFO dev: loss: nan - UP: 69.57% UR: 18.39% UF: 29.09% P: 52.17% R: 13.79% F: 21.82%
456
+ 2024-08-11 15:06:22 INFO test: loss: 0.2120 - UP: 69.47% UR: 19.44% UF: 30.38% P: 61.92% R: 17.33% F: 27.08%
457
+ 2024-08-11 15:06:22 INFO 0:00:02.792419s elapsed
458
+
459
+ 2024-08-11 15:06:22 INFO Epoch 66 / 5000:
460
+ 2024-08-11 15:06:25 INFO lr: 4.9340e-05 - loss: 0.0008 - UP: 98.62% UR: 94.34% UF: 96.43% P: 98.62% R: 94.34% F: 96.43%
461
+ 2024-08-11 15:06:25 INFO dev: loss: nan - UP: 69.57% UR: 18.39% UF: 29.09% P: 47.83% R: 12.64% F: 20.00%
462
+ 2024-08-11 15:06:25 INFO test: loss: 0.2260 - UP: 56.68% UR: 25.75% UF: 35.41% P: 49.37% R: 22.43% F: 30.84%
463
+ 2024-08-11 15:06:25 INFO 0:00:02.805377s elapsed
464
+
465
+ 2024-08-11 15:06:25 INFO Epoch 67 / 5000:
466
+ 2024-08-11 15:06:27 INFO lr: 4.9330e-05 - loss: nan - UP: 97.86% UR: 95.09% UF: 96.46% P: 96.89% R: 94.15% F: 95.50%
467
+ 2024-08-11 15:06:27 INFO dev: loss: nan - UP: 46.43% UR: 14.94% UF: 22.61% P: 32.14% R: 10.34% F: 15.65%
468
+ 2024-08-11 15:06:28 INFO test: loss: 0.2068 - UP: 59.79% UR: 24.51% UF: 34.77% P: 55.08% R: 22.58% F: 32.03%
469
+ 2024-08-11 15:06:28 INFO 0:00:02.757868s elapsed
470
+
471
+ 2024-08-11 15:06:28 INFO Epoch 68 / 5000:
472
+ 2024-08-11 15:06:30 INFO lr: 4.9320e-05 - loss: nan - UP: 94.14% UR: 90.94% UF: 92.51% P: 94.14% R: 90.94% F: 92.51%
473
+ 2024-08-11 15:06:30 INFO dev: loss: nan - UP: 57.14% UR: 13.79% UF: 22.22% P: 52.38% R: 12.64% F: 20.37%
474
+ 2024-08-11 15:06:31 INFO test: loss: 0.2241 - UP: 68.25% UR: 16.03% UF: 25.96% P: 63.75% R: 14.97% F: 24.25%
475
+ 2024-08-11 15:06:31 INFO 0:00:02.791629s elapsed
476
+
477
+ 2024-08-11 15:06:31 INFO Epoch 69 / 5000:
478
+ 2024-08-11 15:06:33 INFO lr: 4.9310e-05 - loss: nan - UP: 96.27% UR: 87.55% UF: 91.70% P: 95.44% R: 86.79% F: 90.91%
479
+ 2024-08-11 15:06:33 INFO dev: loss: nan - UP: 55.56% UR: 17.24% UF: 26.32% P: 51.85% R: 16.09% F: 24.56%
480
+ 2024-08-11 15:06:33 INFO test: loss: 0.1948 - UP: 62.04% UR: 25.11% UF: 35.75% P: 55.11% R: 22.31% F: 31.76%
481
+ 2024-08-11 15:06:33 INFO 0:00:02.780598s elapsed
482
+
483
+ 2024-08-11 15:06:33 INFO Epoch 70 / 5000:
484
+ 2024-08-11 15:06:36 INFO lr: 4.9300e-05 - loss: 0.0045 - UP: 91.75% UR: 86.04% UF: 88.80% P: 91.55% R: 85.85% F: 88.61%
485
+ 2024-08-11 15:06:36 INFO dev: loss: nan - UP: 58.82% UR: 22.99% UF: 33.06% P: 52.94% R: 20.69% F: 29.75%
486
+ 2024-08-11 15:06:36 INFO test: loss: 0.1936 - UP: 56.17% UR: 28.86% UF: 38.13% P: 51.65% R: 26.53% F: 35.05%
487
+ 2024-08-11 15:06:36 INFO 0:00:02.749358s elapsed
488
+
489
+ 2024-08-11 15:06:36 INFO Epoch 71 / 5000:
490
+ 2024-08-11 15:06:38 INFO lr: 4.9290e-05 - loss: 0.0118 - UP: 92.41% UR: 89.62% UF: 91.00% P: 92.41% R: 89.62% F: 91.00%
491
+ 2024-08-11 15:06:38 INFO dev: loss: nan - UP: 30.00% UR: 13.79% UF: 18.90% P: 25.00% R: 11.49% F: 15.75%
492
+ 2024-08-11 15:06:39 INFO test: loss: 0.2499 - UP: 58.25% UR: 19.50% UF: 29.22% P: 49.05% R: 16.42% F: 24.60%
493
+ 2024-08-11 15:06:39 INFO 0:00:02.682186s elapsed
494
+
495
+ 2024-08-11 15:06:39 INFO Epoch 72 / 5000:
496
+ 2024-08-11 15:06:41 INFO lr: 4.9280e-05 - loss: 0.0013 - UP: 94.93% UR: 84.72% UF: 89.53% P: 94.71% R: 84.53% F: 89.33%
497
+ 2024-08-11 15:06:41 INFO dev: loss: nan - UP: 68.97% UR: 22.99% UF: 34.48% P: 55.17% R: 18.39% F: 27.59%
498
+ 2024-08-11 15:06:42 INFO test: loss: 0.2376 - UP: 65.98% UR: 19.32% UF: 29.89% P: 55.57% R: 16.27% F: 25.17%
499
+ 2024-08-11 15:06:42 INFO 0:00:02.690645s elapsed
500
+
501
+ 2024-08-11 15:06:42 INFO Epoch 73 / 5000:
502
+ 2024-08-11 15:06:44 INFO lr: 4.9270e-05 - loss: nan - UP: 95.58% UR: 89.81% UF: 92.61% P: 95.58% R: 89.81% F: 92.61%
503
+ 2024-08-11 15:06:44 INFO dev: loss: nan - UP: 71.43% UR: 17.24% UF: 27.78% P: 47.62% R: 11.49% F: 18.52%
504
+ 2024-08-11 15:06:44 INFO test: loss: 0.2102 - UP: 68.27% UR: 23.12% UF: 34.54% P: 57.58% R: 19.50% F: 29.13%
505
+ 2024-08-11 15:06:44 INFO 0:00:02.659391s elapsed
506
+
507
+ 2024-08-11 15:06:44 INFO Epoch 74 / 5000:
508
+ 2024-08-11 15:06:46 INFO lr: 4.9260e-05 - loss: 0.0138 - UP: 94.93% UR: 91.89% UF: 93.38% P: 94.93% R: 91.89% F: 93.38%
509
+ 2024-08-11 15:06:47 INFO dev: loss: nan - UP: 66.67% UR: 18.39% UF: 28.83% P: 50.00% R: 13.79% F: 21.62%
510
+ 2024-08-11 15:06:47 INFO test: loss: 0.2366 - UP: 61.21% UR: 22.82% UF: 33.25% P: 53.36% R: 19.89% F: 28.98%
511
+ 2024-08-11 15:06:47 INFO 0:00:02.732457s elapsed
512
+
513
+ 2024-08-11 15:06:47 INFO Epoch 75 / 5000:
514
+ 2024-08-11 15:06:49 INFO lr: 4.9250e-05 - loss: 0.0761 - UP: 93.96% UR: 93.96% UF: 93.96% P: 93.96% R: 93.96% F: 93.96%
515
+ 2024-08-11 15:06:49 INFO dev: loss: nan - UP: 69.23% UR: 10.34% UF: 18.00% P: 69.23% R: 10.34% F: 18.00%
516
+ 2024-08-11 15:06:50 INFO test: loss: 0.2967 - UP: 76.39% UR: 10.35% UF: 18.23% P: 69.71% R: 9.45% F: 16.64%
517
+ 2024-08-11 15:06:50 INFO 0:00:02.733570s elapsed
518
+
519
+ 2024-08-11 15:06:50 INFO Epoch 76 / 5000:
520
+ 2024-08-11 15:06:52 INFO lr: 4.9240e-05 - loss: 0.0001 - UP: 91.39% UR: 88.11% UF: 89.72% P: 91.39% R: 88.11% F: 89.72%
521
+ 2024-08-11 15:06:52 INFO dev: loss: nan - UP: 52.63% UR: 11.49% UF: 18.87% P: 47.37% R: 10.34% F: 16.98%
522
+ 2024-08-11 15:06:52 INFO test: loss: 0.2650 - UP: 73.58% UR: 16.39% UF: 26.81% P: 63.28% R: 14.10% F: 23.06%
523
+ 2024-08-11 15:06:52 INFO 0:00:02.704884s elapsed
524
+
525
+ 2024-08-11 15:06:52 INFO Epoch 77 / 5000:
526
+ 2024-08-11 15:06:55 INFO lr: 4.9230e-05 - loss: 0.0002 - UP: 97.59% UR: 84.15% UF: 90.37% P: 97.37% R: 83.96% F: 90.17%
527
+ 2024-08-11 15:06:55 INFO dev: loss: nan - UP: 55.56% UR: 17.24% UF: 26.32% P: 44.44% R: 13.79% F: 21.05%
528
+ 2024-08-11 15:06:55 INFO test: loss: 0.3081 - UP: 55.00% UR: 21.91% UF: 31.34% P: 45.00% R: 17.93% F: 25.64%
529
+ 2024-08-11 15:06:55 INFO 0:00:02.755196s elapsed
530
+
531
+ 2024-08-11 15:06:55 INFO Epoch 78 / 5000:
532
+ 2024-08-11 15:06:57 INFO lr: 4.9220e-05 - loss: 0.0028 - UP: 91.09% UR: 88.68% UF: 89.87% P: 90.70% R: 88.30% F: 89.48%
533
+ 2024-08-11 15:06:58 INFO dev: loss: nan - UP: 56.00% UR: 16.09% UF: 25.00% P: 48.00% R: 13.79% F: 21.43%
534
+ 2024-08-11 15:06:58 INFO test: loss: 0.2508 - UP: 58.04% UR: 23.42% UF: 33.38% P: 50.71% R: 20.46% F: 29.16%
535
+ 2024-08-11 15:06:58 INFO 0:00:02.755347s elapsed
536
+
537
+ 2024-08-11 15:06:58 INFO Epoch 79 / 5000:
538
+ 2024-08-11 15:07:00 INFO lr: 4.9210e-05 - loss: 0.0000 - UP: 91.93% UR: 88.11% UF: 89.98% P: 91.93% R: 88.11% F: 89.98%
539
+ 2024-08-11 15:07:00 INFO dev: loss: nan - UP: 48.57% UR: 19.54% UF: 27.87% P: 37.14% R: 14.94% F: 21.31%
540
+ 2024-08-11 15:07:01 INFO test: loss: 0.1884 - UP: 51.42% UR: 26.74% UF: 35.19% P: 45.97% R: 23.91% F: 31.45%
541
+ 2024-08-11 15:07:01 INFO 0:00:02.770432s elapsed
542
+
543
+ 2024-08-11 15:07:01 INFO Epoch 80 / 5000:
544
+ 2024-08-11 15:07:03 INFO lr: 4.9200e-05 - loss: 0.0138 - UP: 91.65% UR: 86.98% UF: 89.25% P: 91.65% R: 86.98% F: 89.25%
545
+ 2024-08-11 15:07:03 INFO dev: loss: nan - UP: 27.91% UR: 13.79% UF: 18.46% P: 16.28% R: 8.05% F: 10.77%
546
+ 2024-08-11 15:07:03 INFO test: loss: 0.2382 - UP: 53.87% UR: 26.08% UF: 35.14% P: 43.58% R: 21.10% F: 28.43%
547
+ 2024-08-11 15:07:03 INFO 0:00:02.796856s elapsed
548
+
549
+ 2024-08-11 15:07:03 INFO Epoch 81 / 5000:
550
+ 2024-08-11 15:07:06 INFO lr: 4.9190e-05 - loss: 0.0011 - UP: 91.34% UR: 83.58% UF: 87.29% P: 91.34% R: 83.58% F: 87.29%
551
+ 2024-08-11 15:07:06 INFO dev: loss: nan - UP: 78.57% UR: 12.64% UF: 21.78% P: 71.43% R: 11.49% F: 19.80%
552
+ 2024-08-11 15:07:06 INFO test: loss: 0.2928 - UP: 66.00% UR: 19.86% UF: 30.53% P: 54.26% R: 16.33% F: 25.10%
553
+ 2024-08-11 15:07:06 INFO 0:00:02.745360s elapsed
554
+
555
+ 2024-08-11 15:07:06 INFO Epoch 82 / 5000:
556
+ 2024-08-11 15:07:08 INFO lr: 4.9180e-05 - loss: nan - UP: 94.36% UR: 85.28% UF: 89.59% P: 94.36% R: 85.28% F: 89.59%
557
+ 2024-08-11 15:07:09 INFO dev: loss: nan - UP: 35.29% UR: 6.90% UF: 11.54% P: 29.41% R: 5.75% F: 9.62%
558
+ 2024-08-11 15:07:09 INFO test: loss: 0.2539 - UP: 77.40% UR: 13.13% UF: 22.45% P: 70.64% R: 11.98% F: 20.49%
559
+ 2024-08-11 15:07:09 INFO 0:00:02.776420s elapsed
560
+
561
+ 2024-08-11 15:07:09 INFO Epoch 83 / 5000:
562
+ 2024-08-11 15:07:11 INFO lr: 4.9170e-05 - loss: 0.0053 - UP: 93.05% UR: 90.94% UF: 91.98% P: 92.66% R: 90.57% F: 91.60%
563
+ 2024-08-11 15:07:11 INFO dev: loss: nan - UP: 42.86% UR: 13.79% UF: 20.87% P: 35.71% R: 11.49% F: 17.39%
564
+ 2024-08-11 15:07:12 INFO test: loss: 0.2584 - UP: 67.56% UR: 18.29% UF: 28.79% P: 59.98% R: 16.24% F: 25.56%
565
+ 2024-08-11 15:07:12 INFO 0:00:02.738330s elapsed
566
+
567
+ 2024-08-11 15:07:20 INFO Epoch 53 saved
568
+ 2024-08-11 15:07:20 INFO dev: UP: 67.65% UR: 26.44% UF: 38.02% P: 52.94% R: 20.69% F: 29.75%
569
+ 2024-08-11 15:07:20 INFO test: UP: 59.89% UR: 23.66% UF: 33.92% P: 54.47% R: 21.52% F: 30.85%
570
+ 2024-08-11 15:07:20 INFO 0:03:47.540687s elapsed, 0:00:02.741454s/epoch