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
846a75d
·
verified ·
1 Parent(s): de08ed2

Upload folder using huggingface_hub

Browse files
Files changed (5) hide show
  1. .gitattributes +2 -0
  2. models/multibooked_ca/sdp_byKNNi3_desc/10/model_vi_multibooked_ca_roberta_6 +3 -0
  3. models/multibooked_ca/sdp_byKNNi3_desc/10/model_vi_multibooked_ca_roberta_6.train.log +504 -0
  4. models/multibooked_ca/sdp_byKNNi3_desc/10/model_vi_multibooked_ca_xlm_6 +3 -0
  5. models/multibooked_ca/sdp_byKNNi3_desc/10/model_vi_multibooked_ca_xlm_6.train.log +564 -0
.gitattributes CHANGED
@@ -4624,3 +4624,5 @@ models/multibooked_ca/sdp_byKNNi3_asc/10/model_vi_multibooked_ca_roberta_6 filte
4624
  models/multibooked_ca/sdp_byKNNi3_asc/10/model_vi_multibooked_ca_xlm_6 filter=lfs diff=lfs merge=lfs -text
4625
  models/multibooked_ca/sdp_byKNNi3_desc/5/model_vi_multibooked_ca_roberta_6 filter=lfs diff=lfs merge=lfs -text
4626
  models/multibooked_ca/sdp_byKNNi3_desc/5/model_vi_multibooked_ca_xlm_6 filter=lfs diff=lfs merge=lfs -text
 
 
 
4624
  models/multibooked_ca/sdp_byKNNi3_asc/10/model_vi_multibooked_ca_xlm_6 filter=lfs diff=lfs merge=lfs -text
4625
  models/multibooked_ca/sdp_byKNNi3_desc/5/model_vi_multibooked_ca_roberta_6 filter=lfs diff=lfs merge=lfs -text
4626
  models/multibooked_ca/sdp_byKNNi3_desc/5/model_vi_multibooked_ca_xlm_6 filter=lfs diff=lfs merge=lfs -text
4627
+ models/multibooked_ca/sdp_byKNNi3_desc/10/model_vi_multibooked_ca_roberta_6 filter=lfs diff=lfs merge=lfs -text
4628
+ models/multibooked_ca/sdp_byKNNi3_desc/10/model_vi_multibooked_ca_xlm_6 filter=lfs diff=lfs merge=lfs -text
models/multibooked_ca/sdp_byKNNi3_desc/10/model_vi_multibooked_ca_roberta_6 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a00e1344e8145dcfb0624f1997ac0493336368d5b4c0a39c012d5fb290a42d14
3
+ size 563044141
models/multibooked_ca/sdp_byKNNi3_desc/10/model_vi_multibooked_ca_roberta_6.train.log ADDED
@@ -0,0 +1,504 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-08-12 05:11:06 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/multibooked_ca/sdp_byKNNi3_desc/10/model_vi_multibooked_ca_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/multibooked_ca/head_final/sdp_byKNNi3_desc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byKNNi3_desc/10/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/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 | PlanTL-GOB-ES/roberta-base-ca
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-08-12 05:11:06 INFO Building the fields
39
+ 2024-08-12 05:11:06 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-12 05:11:06 INFO Building the model
44
+ 2024-08-12 05:11:08 INFO VISemanticDependencyModel(
45
+ (encoder): TransformerEmbedding(PlanTL-GOB-ES/roberta-base-ca, 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=3, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2024-08-12 05:11:08 INFO Loading the data
64
+ 2024-08-12 05:11:09 INFO
65
+ train: Dataset(n_sentences=116, n_batches=16, n_buckets=16)
66
+ dev: Dataset(n_sentences=15, n_batches=7, n_buckets=7)
67
+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
68
+
69
+ 2024-08-12 05:11:09 INFO Epoch 1 / 5000:
70
+ 2024-08-12 05:11:10 INFO lr: 4.9990e-05 - loss: 0.3834 - UP: 13.33% UR: 1.45% UF: 2.62% P: 5.00% R: 0.55% F: 0.98%
71
+ 2024-08-12 05:11:10 INFO dev: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
72
+ 2024-08-12 05:11:10 INFO test: loss: nan - UP: 0.00% UR: 0.00% UF: 0.00% P: 0.00% R: 0.00% F: 0.00%
73
+ 2024-08-12 05:11:10 INFO 0:00:01.831111s elapsed
74
+
75
+ 2024-08-12 05:11:10 INFO Epoch 2 / 5000:
76
+ 2024-08-12 05:11:11 INFO lr: 4.9980e-05 - loss: 0.2010 - UP: 61.82% UR: 12.36% UF: 20.61% P: 57.27% R: 11.45% F: 19.09%
77
+ 2024-08-12 05:11:11 INFO dev: loss: nan - UP: 100.00% UR: 20.69% UF: 34.29% P: 100.00% R: 20.69% F: 34.29%
78
+ 2024-08-12 05:11:12 INFO test: loss: nan - UP: 85.71% UR: 5.03% UF: 9.50% P: 71.43% R: 4.19% F: 7.91%
79
+ 2024-08-12 05:11:14 INFO 0:00:01.300112s elapsed (saved)
80
+
81
+ 2024-08-12 05:11:14 INFO Epoch 3 / 5000:
82
+ 2024-08-12 05:11:14 INFO lr: 4.9970e-05 - loss: 0.1285 - UP: 73.08% UR: 34.55% UF: 46.91% P: 69.23% R: 32.73% F: 44.44%
83
+ 2024-08-12 05:11:15 INFO dev: loss: nan - UP: 100.00% UR: 29.31% UF: 45.33% P: 100.00% R: 29.31% F: 45.33%
84
+ 2024-08-12 05:11:15 INFO test: loss: nan - UP: 54.98% UR: 14.58% UF: 23.05% P: 38.70% R: 10.26% F: 16.23%
85
+ 2024-08-12 05:11:18 INFO 0:00:01.227989s elapsed (saved)
86
+
87
+ 2024-08-12 05:11:18 INFO Epoch 4 / 5000:
88
+ 2024-08-12 05:11:19 INFO lr: 4.9960e-05 - loss: 0.0900 - UP: 86.03% UR: 57.09% UF: 68.63% P: 81.10% R: 53.82% F: 64.70%
89
+ 2024-08-12 05:11:19 INFO dev: loss: nan - UP: 95.00% UR: 32.76% UF: 48.72% P: 95.00% R: 32.76% F: 48.72%
90
+ 2024-08-12 05:11:19 INFO test: loss: nan - UP: 76.62% UR: 8.92% UF: 15.98% P: 62.23% R: 7.25% F: 12.98%
91
+ 2024-08-12 05:11:22 INFO 0:00:01.275024s elapsed (saved)
92
+
93
+ 2024-08-12 05:11:22 INFO Epoch 5 / 5000:
94
+ 2024-08-12 05:11:23 INFO lr: 4.9950e-05 - loss: 0.1371 - UP: 82.56% UR: 64.55% UF: 72.45% P: 79.30% R: 62.00% F: 69.59%
95
+ 2024-08-12 05:11:23 INFO dev: loss: nan - UP: 84.21% UR: 55.17% UF: 66.67% P: 84.21% R: 55.17% F: 66.67%
96
+ 2024-08-12 05:11:23 INFO test: loss: nan - UP: 67.64% UR: 16.46% UF: 26.48% P: 48.71% R: 11.86% F: 19.07%
97
+ 2024-08-12 05:11:27 INFO 0:00:01.283872s elapsed (saved)
98
+
99
+ 2024-08-12 05:11:27 INFO Epoch 6 / 5000:
100
+ 2024-08-12 05:11:27 INFO lr: 4.9940e-05 - loss: 0.0508 - UP: 85.87% UR: 70.73% UF: 77.57% P: 84.11% R: 69.27% F: 75.97%
101
+ 2024-08-12 05:11:28 INFO dev: loss: nan - UP: 90.00% UR: 62.07% UF: 73.47% P: 90.00% R: 62.07% F: 73.47%
102
+ 2024-08-12 05:11:28 INFO test: loss: nan - UP: 65.47% UR: 21.37% UF: 32.22% P: 51.22% R: 16.72% F: 25.21%
103
+ 2024-08-12 05:11:31 INFO 0:00:01.288819s elapsed (saved)
104
+
105
+ 2024-08-12 05:11:31 INFO Epoch 7 / 5000:
106
+ 2024-08-12 05:11:32 INFO lr: 4.9930e-05 - loss: 0.0165 - UP: 89.51% UR: 79.09% UF: 83.98% P: 88.07% R: 77.82% F: 82.63%
107
+ 2024-08-12 05:11:32 INFO dev: loss: nan - UP: 90.00% UR: 62.07% UF: 73.47% P: 90.00% R: 62.07% F: 73.47%
108
+ 2024-08-12 05:11:32 INFO test: loss: nan - UP: 68.86% UR: 21.49% UF: 32.76% P: 54.36% R: 16.97% F: 25.86%
109
+ 2024-08-12 05:11:32 INFO 0:00:01.259811s elapsed
110
+
111
+ 2024-08-12 05:11:32 INFO Epoch 8 / 5000:
112
+ 2024-08-12 05:11:33 INFO lr: 4.9920e-05 - loss: 0.0305 - UP: 90.73% UR: 81.82% UF: 86.04% P: 90.52% R: 81.64% F: 85.85%
113
+ 2024-08-12 05:11:33 INFO dev: loss: nan - UP: 72.55% UR: 63.79% UF: 67.89% P: 72.55% R: 63.79% F: 67.89%
114
+ 2024-08-12 05:11:34 INFO test: loss: nan - UP: 65.06% UR: 27.06% UF: 38.22% P: 53.58% R: 22.29% F: 31.48%
115
+ 2024-08-12 05:11:34 INFO 0:00:01.333544s elapsed
116
+
117
+ 2024-08-12 05:11:34 INFO Epoch 9 / 5000:
118
+ 2024-08-12 05:11:34 INFO lr: 4.9910e-05 - loss: 0.0508 - UP: 93.13% UR: 83.82% UF: 88.23% P: 92.93% R: 83.64% F: 88.04%
119
+ 2024-08-12 05:11:35 INFO dev: loss: nan - UP: 84.09% UR: 63.79% UF: 72.55% P: 84.09% R: 63.79% F: 72.55%
120
+ 2024-08-12 05:11:35 INFO test: loss: nan - UP: 61.96% UR: 29.41% UF: 39.89% P: 51.99% R: 24.68% F: 33.47%
121
+ 2024-08-12 05:11:35 INFO 0:00:01.276357s elapsed
122
+
123
+ 2024-08-12 05:11:35 INFO Epoch 10 / 5000:
124
+ 2024-08-12 05:11:36 INFO lr: 4.9900e-05 - loss: 0.0133 - UP: 92.09% UR: 88.91% UF: 90.47% P: 91.90% R: 88.73% F: 90.29%
125
+ 2024-08-12 05:11:36 INFO dev: loss: nan - UP: 86.05% UR: 63.79% UF: 73.27% P: 86.05% R: 63.79% F: 73.27%
126
+ 2024-08-12 05:11:36 INFO test: loss: nan - UP: 69.94% UR: 23.59% UF: 35.28% P: 59.25% R: 19.98% F: 29.89%
127
+ 2024-08-12 05:11:36 INFO 0:00:01.281148s elapsed
128
+
129
+ 2024-08-12 05:11:36 INFO Epoch 11 / 5000:
130
+ 2024-08-12 05:11:37 INFO lr: 4.9890e-05 - loss: 0.0056 - UP: 96.49% UR: 85.09% UF: 90.43% P: 96.49% R: 85.09% F: 90.43%
131
+ 2024-08-12 05:11:37 INFO dev: loss: nan - UP: 84.09% UR: 63.79% UF: 72.55% P: 84.09% R: 63.79% F: 72.55%
132
+ 2024-08-12 05:11:37 INFO test: loss: nan - UP: 63.29% UR: 28.53% UF: 39.33% P: 53.44% R: 24.09% F: 33.21%
133
+ 2024-08-12 05:11:37 INFO 0:00:01.315751s elapsed
134
+
135
+ 2024-08-12 05:11:37 INFO Epoch 12 / 5000:
136
+ 2024-08-12 05:11:38 INFO lr: 4.9880e-05 - loss: 0.0093 - UP: 93.31% UR: 88.73% UF: 90.96% P: 93.12% R: 88.55% F: 90.77%
137
+ 2024-08-12 05:11:38 INFO dev: loss: nan - UP: 84.09% UR: 63.79% UF: 72.55% P: 84.09% R: 63.79% F: 72.55%
138
+ 2024-08-12 05:11:39 INFO test: loss: nan - UP: 68.47% UR: 25.93% UF: 37.62% P: 57.41% R: 21.74% F: 31.54%
139
+ 2024-08-12 05:11:39 INFO 0:00:01.273802s elapsed
140
+
141
+ 2024-08-12 05:11:39 INFO Epoch 13 / 5000:
142
+ 2024-08-12 05:11:40 INFO lr: 4.9870e-05 - loss: 0.0103 - UP: 95.92% UR: 89.82% UF: 92.77% P: 95.92% R: 89.82% F: 92.77%
143
+ 2024-08-12 05:11:40 INFO dev: loss: nan - UP: 87.80% UR: 62.07% UF: 72.73% P: 87.80% R: 62.07% F: 72.73%
144
+ 2024-08-12 05:11:40 INFO test: loss: nan - UP: 68.86% UR: 25.47% UF: 37.19% P: 57.64% R: 21.32% F: 31.13%
145
+ 2024-08-12 05:11:40 INFO 0:00:01.286377s elapsed
146
+
147
+ 2024-08-12 05:11:40 INFO Epoch 14 / 5000:
148
+ 2024-08-12 05:11:41 INFO lr: 4.9860e-05 - loss: 0.0064 - UP: 95.69% UR: 88.73% UF: 92.08% P: 95.69% R: 88.73% F: 92.08%
149
+ 2024-08-12 05:11:41 INFO dev: loss: nan - UP: 85.71% UR: 62.07% UF: 72.00% P: 85.71% R: 62.07% F: 72.00%
150
+ 2024-08-12 05:11:41 INFO test: loss: nan - UP: 64.59% UR: 26.90% UF: 37.98% P: 53.52% R: 22.29% F: 31.47%
151
+ 2024-08-12 05:11:41 INFO 0:00:01.241995s elapsed
152
+
153
+ 2024-08-12 05:11:41 INFO Epoch 15 / 5000:
154
+ 2024-08-12 05:11:42 INFO lr: 4.9850e-05 - loss: 0.0100 - UP: 95.92% UR: 89.82% UF: 92.77% P: 95.92% R: 89.82% F: 92.77%
155
+ 2024-08-12 05:11:42 INFO dev: loss: nan - UP: 83.02% UR: 75.86% UF: 79.28% P: 81.13% R: 74.14% F: 77.48%
156
+ 2024-08-12 05:11:43 INFO test: loss: nan - UP: 56.70% UR: 31.55% UF: 40.54% P: 46.91% R: 26.10% F: 33.54%
157
+ 2024-08-12 05:11:46 INFO 0:00:01.251918s elapsed (saved)
158
+
159
+ 2024-08-12 05:11:46 INFO Epoch 16 / 5000:
160
+ 2024-08-12 05:11:47 INFO lr: 4.9840e-05 - loss: 0.0208 - UP: 97.69% UR: 92.18% UF: 94.86% P: 97.50% R: 92.00% F: 94.67%
161
+ 2024-08-12 05:11:47 INFO dev: loss: nan - UP: 86.05% UR: 63.79% UF: 73.27% P: 83.72% R: 62.07% F: 71.29%
162
+ 2024-08-12 05:11:47 INFO test: loss: nan - UP: 67.60% UR: 26.39% UF: 37.96% P: 56.65% R: 22.12% F: 31.82%
163
+ 2024-08-12 05:11:47 INFO 0:00:01.281032s elapsed
164
+
165
+ 2024-08-12 05:11:47 INFO Epoch 17 / 5000:
166
+ 2024-08-12 05:11:48 INFO lr: 4.9830e-05 - loss: 0.0015 - UP: 97.90% UR: 93.09% UF: 95.43% P: 97.90% R: 93.09% F: 95.43%
167
+ 2024-08-12 05:11:48 INFO dev: loss: nan - UP: 84.00% UR: 72.41% UF: 77.78% P: 82.00% R: 70.69% F: 75.93%
168
+ 2024-08-12 05:11:48 INFO test: loss: nan - UP: 63.02% UR: 30.41% UF: 41.03% P: 53.99% R: 26.06% F: 35.15%
169
+ 2024-08-12 05:11:48 INFO 0:00:01.302036s elapsed
170
+
171
+ 2024-08-12 05:11:48 INFO Epoch 18 / 5000:
172
+ 2024-08-12 05:11:49 INFO lr: 4.9820e-05 - loss: 0.0124 - UP: 97.20% UR: 94.73% UF: 95.95% P: 97.20% R: 94.73% F: 95.95%
173
+ 2024-08-12 05:11:49 INFO dev: loss: nan - UP: 85.42% UR: 70.69% UF: 77.36% P: 83.33% R: 68.97% F: 75.47%
174
+ 2024-08-12 05:11:50 INFO test: loss: nan - UP: 65.33% UR: 28.57% UF: 39.76% P: 55.27% R: 24.17% F: 33.63%
175
+ 2024-08-12 05:11:50 INFO 0:00:01.309676s elapsed
176
+
177
+ 2024-08-12 05:11:50 INFO Epoch 19 / 5000:
178
+ 2024-08-12 05:11:50 INFO lr: 4.9810e-05 - loss: 0.0114 - UP: 98.85% UR: 93.82% UF: 96.27% P: 98.85% R: 93.82% F: 96.27%
179
+ 2024-08-12 05:11:51 INFO dev: loss: nan - UP: 88.37% UR: 65.52% UF: 75.25% P: 86.05% R: 63.79% F: 73.27%
180
+ 2024-08-12 05:11:51 INFO test: loss: nan - UP: 66.90% UR: 27.86% UF: 39.34% P: 55.73% R: 23.21% F: 32.77%
181
+ 2024-08-12 05:11:51 INFO 0:00:01.298520s elapsed
182
+
183
+ 2024-08-12 05:11:51 INFO Epoch 20 / 5000:
184
+ 2024-08-12 05:11:52 INFO lr: 4.9800e-05 - loss: 0.0008 - UP: 98.13% UR: 95.45% UF: 96.77% P: 98.13% R: 95.45% F: 96.77%
185
+ 2024-08-12 05:11:52 INFO dev: loss: nan - UP: 86.27% UR: 75.86% UF: 80.73% P: 84.31% R: 74.14% F: 78.90%
186
+ 2024-08-12 05:11:52 INFO test: loss: nan - UP: 65.14% UR: 29.74% UF: 40.84% P: 54.95% R: 25.09% F: 34.45%
187
+ 2024-08-12 05:11:55 INFO 0:00:01.222201s elapsed (saved)
188
+
189
+ 2024-08-12 05:11:55 INFO Epoch 21 / 5000:
190
+ 2024-08-12 05:11:56 INFO lr: 4.9790e-05 - loss: 0.0006 - UP: 99.07% UR: 96.36% UF: 97.70% P: 99.07% R: 96.36% F: 97.70%
191
+ 2024-08-12 05:11:56 INFO dev: loss: nan - UP: 85.45% UR: 81.03% UF: 83.19% P: 83.64% R: 79.31% F: 81.42%
192
+ 2024-08-12 05:11:56 INFO test: loss: nan - UP: 64.44% UR: 31.50% UF: 42.32% P: 55.01% R: 26.90% F: 36.13%
193
+ 2024-08-12 05:11:59 INFO 0:00:01.295384s elapsed (saved)
194
+
195
+ 2024-08-12 05:11:59 INFO Epoch 22 / 5000:
196
+ 2024-08-12 05:12:00 INFO lr: 4.9780e-05 - loss: 0.0045 - UP: 98.87% UR: 95.64% UF: 97.23% P: 98.87% R: 95.64% F: 97.23%
197
+ 2024-08-12 05:12:00 INFO dev: loss: nan - UP: 90.00% UR: 77.59% UF: 83.33% P: 88.00% R: 75.86% F: 81.48%
198
+ 2024-08-12 05:12:00 INFO test: loss: nan - UP: 66.22% UR: 29.07% UF: 40.41% P: 57.06% R: 25.05% F: 34.82%
199
+ 2024-08-12 05:12:04 INFO 0:00:01.271478s elapsed (saved)
200
+
201
+ 2024-08-12 05:12:04 INFO Epoch 23 / 5000:
202
+ 2024-08-12 05:12:05 INFO lr: 4.9770e-05 - loss: 0.0021 - UP: 98.69% UR: 96.00% UF: 97.33% P: 98.69% R: 96.00% F: 97.33%
203
+ 2024-08-12 05:12:05 INFO dev: loss: nan - UP: 85.45% UR: 81.03% UF: 83.19% P: 83.64% R: 79.31% F: 81.42%
204
+ 2024-08-12 05:12:05 INFO test: loss: nan - UP: 60.81% UR: 31.59% UF: 41.58% P: 52.34% R: 27.19% F: 35.79%
205
+ 2024-08-12 05:12:05 INFO 0:00:01.371484s elapsed
206
+
207
+ 2024-08-12 05:12:05 INFO Epoch 24 / 5000:
208
+ 2024-08-12 05:12:06 INFO lr: 4.9760e-05 - loss: 0.0002 - UP: 93.71% UR: 97.45% UF: 95.54% P: 93.71% R: 97.45% F: 95.54%
209
+ 2024-08-12 05:12:06 INFO dev: loss: nan - UP: 90.70% UR: 67.24% UF: 77.23% P: 90.70% R: 67.24% F: 77.23%
210
+ 2024-08-12 05:12:06 INFO test: loss: nan - UP: 59.21% UR: 31.25% UF: 40.91% P: 48.89% R: 25.81% F: 33.78%
211
+ 2024-08-12 05:12:06 INFO 0:00:01.282892s elapsed
212
+
213
+ 2024-08-12 05:12:06 INFO Epoch 25 / 5000:
214
+ 2024-08-12 05:12:07 INFO lr: 4.9750e-05 - loss: 0.0410 - UP: 97.45% UR: 90.18% UF: 93.67% P: 97.45% R: 90.18% F: 93.67%
215
+ 2024-08-12 05:12:07 INFO dev: loss: nan - UP: 93.18% UR: 70.69% UF: 80.39% P: 93.18% R: 70.69% F: 80.39%
216
+ 2024-08-12 05:12:08 INFO test: loss: nan - UP: 70.77% UR: 25.76% UF: 37.78% P: 61.22% R: 22.29% F: 32.68%
217
+ 2024-08-12 05:12:08 INFO 0:00:01.275468s elapsed
218
+
219
+ 2024-08-12 05:12:08 INFO Epoch 26 / 5000:
220
+ 2024-08-12 05:12:09 INFO lr: 4.9740e-05 - loss: 0.0228 - UP: 96.10% UR: 94.00% UF: 95.04% P: 96.10% R: 94.00% F: 95.04%
221
+ 2024-08-12 05:12:09 INFO dev: loss: nan - UP: 86.27% UR: 75.86% UF: 80.73% P: 86.27% R: 75.86% F: 80.73%
222
+ 2024-08-12 05:12:09 INFO test: loss: nan - UP: 59.36% UR: 37.87% UF: 46.24% P: 48.52% R: 30.96% F: 37.80%
223
+ 2024-08-12 05:12:09 INFO 0:00:01.322716s elapsed
224
+
225
+ 2024-08-12 05:12:09 INFO Epoch 27 / 5000:
226
+ 2024-08-12 05:12:10 INFO lr: 4.9730e-05 - loss: 0.0068 - UP: 98.30% UR: 94.73% UF: 96.48% P: 98.30% R: 94.73% F: 96.48%
227
+ 2024-08-12 05:12:10 INFO dev: loss: nan - UP: 100.00% UR: 63.79% UF: 77.89% P: 100.00% R: 63.79% F: 77.89%
228
+ 2024-08-12 05:12:10 INFO test: loss: nan - UP: 72.52% UR: 23.54% UF: 35.55% P: 60.00% R: 19.48% F: 29.41%
229
+ 2024-08-12 05:12:10 INFO 0:00:01.320350s elapsed
230
+
231
+ 2024-08-12 05:12:10 INFO Epoch 28 / 5000:
232
+ 2024-08-12 05:12:11 INFO lr: 4.9720e-05 - loss: 0.0007 - UP: 98.88% UR: 96.00% UF: 97.42% P: 98.88% R: 96.00% F: 97.42%
233
+ 2024-08-12 05:12:11 INFO dev: loss: nan - UP: 89.13% UR: 70.69% UF: 78.85% P: 89.13% R: 70.69% F: 78.85%
234
+ 2024-08-12 05:12:12 INFO test: loss: nan - UP: 56.12% UR: 36.28% UF: 44.07% P: 45.76% R: 29.58% F: 35.93%
235
+ 2024-08-12 05:12:12 INFO 0:00:01.285079s elapsed
236
+
237
+ 2024-08-12 05:12:12 INFO Epoch 29 / 5000:
238
+ 2024-08-12 05:12:12 INFO lr: 4.9710e-05 - loss: 0.0046 - UP: 98.50% UR: 95.27% UF: 96.86% P: 98.50% R: 95.27% F: 96.86%
239
+ 2024-08-12 05:12:13 INFO dev: loss: nan - UP: 95.00% UR: 65.52% UF: 77.55% P: 95.00% R: 65.52% F: 77.55%
240
+ 2024-08-12 05:12:13 INFO test: loss: nan - UP: 67.02% UR: 26.48% UF: 37.96% P: 55.89% R: 22.08% F: 31.65%
241
+ 2024-08-12 05:12:13 INFO 0:00:01.242926s elapsed
242
+
243
+ 2024-08-12 05:12:13 INFO Epoch 30 / 5000:
244
+ 2024-08-12 05:12:14 INFO lr: 4.9700e-05 - loss: 0.0008 - UP: 98.87% UR: 95.45% UF: 97.13% P: 98.87% R: 95.45% F: 97.13%
245
+ 2024-08-12 05:12:14 INFO dev: loss: nan - UP: 84.44% UR: 65.52% UF: 73.79% P: 84.44% R: 65.52% F: 73.79%
246
+ 2024-08-12 05:12:14 INFO test: loss: nan - UP: 65.00% UR: 27.31% UF: 38.47% P: 56.73% R: 23.84% F: 33.57%
247
+ 2024-08-12 05:12:14 INFO 0:00:01.265657s elapsed
248
+
249
+ 2024-08-12 05:12:14 INFO Epoch 31 / 5000:
250
+ 2024-08-12 05:12:15 INFO lr: 4.9690e-05 - loss: 0.0001 - UP: 98.53% UR: 97.27% UF: 97.90% P: 98.53% R: 97.27% F: 97.90%
251
+ 2024-08-12 05:12:15 INFO dev: loss: nan - UP: 91.11% UR: 70.69% UF: 79.61% P: 88.89% R: 68.97% F: 77.67%
252
+ 2024-08-12 05:12:15 INFO test: loss: nan - UP: 58.69% UR: 34.23% UF: 43.24% P: 50.00% R: 29.16% F: 36.84%
253
+ 2024-08-12 05:12:15 INFO 0:00:01.249972s elapsed
254
+
255
+ 2024-08-12 05:12:15 INFO Epoch 32 / 5000:
256
+ 2024-08-12 05:12:16 INFO lr: 4.9680e-05 - loss: 0.0005 - UP: 98.90% UR: 98.00% UF: 98.45% P: 98.90% R: 98.00% F: 98.45%
257
+ 2024-08-12 05:12:16 INFO dev: loss: nan - UP: 97.37% UR: 63.79% UF: 77.08% P: 97.37% R: 63.79% F: 77.08%
258
+ 2024-08-12 05:12:17 INFO test: loss: nan - UP: 65.93% UR: 30.16% UF: 41.39% P: 55.40% R: 25.35% F: 34.78%
259
+ 2024-08-12 05:12:17 INFO 0:00:01.205347s elapsed
260
+
261
+ 2024-08-12 05:12:17 INFO Epoch 33 / 5000:
262
+ 2024-08-12 05:12:17 INFO lr: 4.9670e-05 - loss: 0.0009 - UP: 100.00% UR: 97.82% UF: 98.90% P: 100.00% R: 97.82% F: 98.90%
263
+ 2024-08-12 05:12:18 INFO dev: loss: nan - UP: 97.67% UR: 72.41% UF: 83.17% P: 97.67% R: 72.41% F: 83.17%
264
+ 2024-08-12 05:12:18 INFO test: loss: nan - UP: 62.99% UR: 32.51% UF: 42.88% P: 52.52% R: 27.11% F: 35.76%
265
+ 2024-08-12 05:12:21 INFO 0:00:01.293775s elapsed (saved)
266
+
267
+ 2024-08-12 05:12:21 INFO Epoch 34 / 5000:
268
+ 2024-08-12 05:12:22 INFO lr: 4.9660e-05 - loss: 0.0005 - UP: 98.91% UR: 98.91% UF: 98.91% P: 98.91% R: 98.91% F: 98.91%
269
+ 2024-08-12 05:12:22 INFO dev: loss: nan - UP: 97.50% UR: 67.24% UF: 79.59% P: 95.00% R: 65.52% F: 77.55%
270
+ 2024-08-12 05:12:22 INFO test: loss: nan - UP: 66.73% UR: 30.00% UF: 41.39% P: 55.08% R: 24.76% F: 34.16%
271
+ 2024-08-12 05:12:22 INFO 0:00:01.304547s elapsed
272
+
273
+ 2024-08-12 05:12:22 INFO Epoch 35 / 5000:
274
+ 2024-08-12 05:12:23 INFO lr: 4.9650e-05 - loss: 0.0041 - UP: 99.63% UR: 98.18% UF: 98.90% P: 99.63% R: 98.18% F: 98.90%
275
+ 2024-08-12 05:12:23 INFO dev: loss: nan - UP: 97.67% UR: 72.41% UF: 83.17% P: 95.35% R: 70.69% F: 81.19%
276
+ 2024-08-12 05:12:24 INFO test: loss: nan - UP: 59.73% UR: 34.98% UF: 44.12% P: 49.28% R: 28.86% F: 36.41%
277
+ 2024-08-12 05:12:24 INFO 0:00:01.344282s elapsed
278
+
279
+ 2024-08-12 05:12:24 INFO Epoch 36 / 5000:
280
+ 2024-08-12 05:12:24 INFO lr: 4.9640e-05 - loss: 0.0001 - UP: 99.45% UR: 99.09% UF: 99.27% P: 99.45% R: 99.09% F: 99.27%
281
+ 2024-08-12 05:12:24 INFO dev: loss: nan - UP: 97.50% UR: 67.24% UF: 79.59% P: 97.50% R: 67.24% F: 79.59%
282
+ 2024-08-12 05:12:25 INFO test: loss: nan - UP: 68.00% UR: 30.62% UF: 42.23% P: 56.47% R: 25.43% F: 35.07%
283
+ 2024-08-12 05:12:25 INFO 0:00:01.238951s elapsed
284
+
285
+ 2024-08-12 05:12:25 INFO Epoch 37 / 5000:
286
+ 2024-08-12 05:12:26 INFO lr: 4.9630e-05 - loss: 0.0002 - UP: 100.00% UR: 98.00% UF: 98.99% P: 100.00% R: 98.00% F: 98.99%
287
+ 2024-08-12 05:12:26 INFO dev: loss: nan - UP: 93.02% UR: 68.97% UF: 79.21% P: 93.02% R: 68.97% F: 79.21%
288
+ 2024-08-12 05:12:26 INFO test: loss: nan - UP: 63.16% UR: 32.47% UF: 42.89% P: 52.97% R: 27.23% F: 35.97%
289
+ 2024-08-12 05:12:26 INFO 0:00:01.301322s elapsed
290
+
291
+ 2024-08-12 05:12:26 INFO Epoch 38 / 5000:
292
+ 2024-08-12 05:12:27 INFO lr: 4.9620e-05 - loss: 0.0020 - UP: 99.63% UR: 99.09% UF: 99.36% P: 99.63% R: 99.09% F: 99.36%
293
+ 2024-08-12 05:12:27 INFO dev: loss: nan - UP: 93.18% UR: 70.69% UF: 80.39% P: 90.91% R: 68.97% F: 78.43%
294
+ 2024-08-12 05:12:27 INFO test: loss: nan - UP: 61.21% UR: 33.39% UF: 43.21% P: 50.77% R: 27.69% F: 35.84%
295
+ 2024-08-12 05:12:27 INFO 0:00:01.290339s elapsed
296
+
297
+ 2024-08-12 05:12:27 INFO Epoch 39 / 5000:
298
+ 2024-08-12 05:12:28 INFO lr: 4.9610e-05 - loss: 0.0025 - UP: 100.00% UR: 98.91% UF: 99.45% P: 100.00% R: 98.91% F: 99.45%
299
+ 2024-08-12 05:12:28 INFO dev: loss: nan - UP: 97.56% UR: 68.97% UF: 80.81% P: 95.12% R: 67.24% F: 78.79%
300
+ 2024-08-12 05:12:29 INFO test: loss: nan - UP: 67.57% UR: 31.25% UF: 42.74% P: 55.89% R: 25.85% F: 35.35%
301
+ 2024-08-12 05:12:29 INFO 0:00:01.291202s elapsed
302
+
303
+ 2024-08-12 05:12:29 INFO Epoch 40 / 5000:
304
+ 2024-08-12 05:12:30 INFO lr: 4.9600e-05 - loss: 0.0012 - UP: 100.00% UR: 98.91% UF: 99.45% P: 100.00% R: 98.91% F: 99.45%
305
+ 2024-08-12 05:12:30 INFO dev: loss: nan - UP: 88.24% UR: 77.59% UF: 82.57% P: 86.27% R: 75.86% F: 80.73%
306
+ 2024-08-12 05:12:30 INFO test: loss: nan - UP: 58.64% UR: 36.24% UF: 44.80% P: 49.63% R: 30.67% F: 37.91%
307
+ 2024-08-12 05:12:30 INFO 0:00:01.311778s elapsed
308
+
309
+ 2024-08-12 05:12:30 INFO Epoch 41 / 5000:
310
+ 2024-08-12 05:12:31 INFO lr: 4.9590e-05 - loss: 0.0003 - UP: 99.64% UR: 99.64% UF: 99.64% P: 99.64% R: 99.64% F: 99.64%
311
+ 2024-08-12 05:12:31 INFO dev: loss: nan - UP: 97.56% UR: 68.97% UF: 80.81% P: 95.12% R: 67.24% F: 78.79%
312
+ 2024-08-12 05:12:31 INFO test: loss: nan - UP: 66.61% UR: 31.76% UF: 43.01% P: 56.41% R: 26.90% F: 36.43%
313
+ 2024-08-12 05:12:31 INFO 0:00:01.370758s elapsed
314
+
315
+ 2024-08-12 05:12:31 INFO Epoch 42 / 5000:
316
+ 2024-08-12 05:12:32 INFO lr: 4.9580e-05 - loss: 0.0002 - UP: 99.82% UR: 99.64% UF: 99.73% P: 99.82% R: 99.64% F: 99.73%
317
+ 2024-08-12 05:12:32 INFO dev: loss: nan - UP: 97.73% UR: 74.14% UF: 84.31% P: 97.73% R: 74.14% F: 84.31%
318
+ 2024-08-12 05:12:33 INFO test: loss: nan - UP: 61.42% UR: 33.81% UF: 43.61% P: 52.28% R: 28.78% F: 37.13%
319
+ 2024-08-12 05:12:36 INFO 0:00:01.274745s elapsed (saved)
320
+
321
+ 2024-08-12 05:12:36 INFO Epoch 43 / 5000:
322
+ 2024-08-12 05:12:36 INFO lr: 4.9570e-05 - loss: 0.0002 - UP: 100.00% UR: 99.64% UF: 99.82% P: 100.00% R: 99.64% F: 99.82%
323
+ 2024-08-12 05:12:37 INFO dev: loss: nan - UP: 97.56% UR: 68.97% UF: 80.81% P: 97.56% R: 68.97% F: 80.81%
324
+ 2024-08-12 05:12:37 INFO test: loss: nan - UP: 67.22% UR: 32.05% UF: 43.40% P: 56.68% R: 27.02% F: 36.60%
325
+ 2024-08-12 05:12:37 INFO 0:00:01.255502s elapsed
326
+
327
+ 2024-08-12 05:12:37 INFO Epoch 44 / 5000:
328
+ 2024-08-12 05:12:38 INFO lr: 4.9560e-05 - loss: 0.0076 - UP: 99.64% UR: 99.82% UF: 99.73% P: 99.64% R: 99.82% F: 99.73%
329
+ 2024-08-12 05:12:38 INFO dev: loss: nan - UP: 97.56% UR: 68.97% UF: 80.81% P: 97.56% R: 68.97% F: 80.81%
330
+ 2024-08-12 05:12:38 INFO test: loss: nan - UP: 67.05% UR: 31.80% UF: 43.14% P: 56.36% R: 26.73% F: 36.26%
331
+ 2024-08-12 05:12:38 INFO 0:00:01.237443s elapsed
332
+
333
+ 2024-08-12 05:12:38 INFO Epoch 45 / 5000:
334
+ 2024-08-12 05:12:39 INFO lr: 4.9550e-05 - loss: 0.0002 - UP: 99.64% UR: 99.45% UF: 99.55% P: 99.64% R: 99.45% F: 99.55%
335
+ 2024-08-12 05:12:39 INFO dev: loss: nan - UP: 97.56% UR: 68.97% UF: 80.81% P: 97.56% R: 68.97% F: 80.81%
336
+ 2024-08-12 05:12:39 INFO test: loss: nan - UP: 69.15% UR: 29.95% UF: 41.80% P: 58.32% R: 25.26% F: 35.25%
337
+ 2024-08-12 05:12:39 INFO 0:00:01.266671s elapsed
338
+
339
+ 2024-08-12 05:12:39 INFO Epoch 46 / 5000:
340
+ 2024-08-12 05:12:40 INFO lr: 4.9540e-05 - loss: 0.0005 - UP: 100.00% UR: 99.64% UF: 99.82% P: 100.00% R: 99.64% F: 99.82%
341
+ 2024-08-12 05:12:40 INFO dev: loss: nan - UP: 90.91% UR: 68.97% UF: 78.43% P: 90.91% R: 68.97% F: 78.43%
342
+ 2024-08-12 05:12:41 INFO test: loss: nan - UP: 62.83% UR: 32.72% UF: 43.03% P: 52.53% R: 27.36% F: 35.98%
343
+ 2024-08-12 05:12:41 INFO 0:00:01.219046s elapsed
344
+
345
+ 2024-08-12 05:12:41 INFO Epoch 47 / 5000:
346
+ 2024-08-12 05:12:41 INFO lr: 4.9530e-05 - loss: 0.0000 - UP: 100.00% UR: 99.82% UF: 99.91% P: 100.00% R: 99.82% F: 99.91%
347
+ 2024-08-12 05:12:42 INFO dev: loss: nan - UP: 89.80% UR: 75.86% UF: 82.24% P: 89.80% R: 75.86% F: 82.24%
348
+ 2024-08-12 05:12:42 INFO test: loss: nan - UP: 57.79% UR: 36.20% UF: 44.51% P: 48.63% R: 30.46% F: 37.45%
349
+ 2024-08-12 05:12:42 INFO 0:00:01.242313s elapsed
350
+
351
+ 2024-08-12 05:12:42 INFO Epoch 48 / 5000:
352
+ 2024-08-12 05:12:43 INFO lr: 4.9520e-05 - loss: 0.0014 - UP: 99.10% UR: 99.82% UF: 99.46% P: 99.10% R: 99.82% F: 99.46%
353
+ 2024-08-12 05:12:43 INFO dev: loss: nan - UP: 97.56% UR: 68.97% UF: 80.81% P: 97.56% R: 68.97% F: 80.81%
354
+ 2024-08-12 05:12:43 INFO test: loss: nan - UP: 65.20% UR: 29.74% UF: 40.85% P: 54.09% R: 24.68% F: 33.89%
355
+ 2024-08-12 05:12:43 INFO 0:00:01.250195s elapsed
356
+
357
+ 2024-08-12 05:12:43 INFO Epoch 49 / 5000:
358
+ 2024-08-12 05:12:44 INFO lr: 4.9510e-05 - loss: 0.0031 - UP: 99.45% UR: 98.36% UF: 98.90% P: 99.45% R: 98.36% F: 98.90%
359
+ 2024-08-12 05:12:44 INFO dev: loss: nan - UP: 85.96% UR: 84.48% UF: 85.22% P: 84.21% R: 82.76% F: 83.48%
360
+ 2024-08-12 05:12:44 INFO test: loss: nan - UP: 50.48% UR: 37.83% UF: 43.25% P: 44.33% R: 33.22% F: 37.98%
361
+ 2024-08-12 05:12:44 INFO 0:00:01.240870s elapsed
362
+
363
+ 2024-08-12 05:12:44 INFO Epoch 50 / 5000:
364
+ 2024-08-12 05:12:45 INFO lr: 4.9500e-05 - loss: 0.0006 - UP: 98.73% UR: 99.27% UF: 99.00% P: 98.73% R: 99.27% F: 99.00%
365
+ 2024-08-12 05:12:45 INFO dev: loss: nan - UP: 97.56% UR: 68.97% UF: 80.81% P: 95.12% R: 67.24% F: 78.79%
366
+ 2024-08-12 05:12:46 INFO test: loss: nan - UP: 65.72% UR: 30.92% UF: 42.05% P: 56.81% R: 26.73% F: 36.35%
367
+ 2024-08-12 05:12:46 INFO 0:00:01.253899s elapsed
368
+
369
+ 2024-08-12 05:12:46 INFO Epoch 51 / 5000:
370
+ 2024-08-12 05:12:46 INFO lr: 4.9490e-05 - loss: 0.0007 - UP: 100.00% UR: 98.55% UF: 99.27% P: 100.00% R: 98.55% F: 99.27%
371
+ 2024-08-12 05:12:47 INFO dev: loss: nan - UP: 83.33% UR: 77.59% UF: 80.36% P: 81.48% R: 75.86% F: 78.57%
372
+ 2024-08-12 05:12:47 INFO test: loss: nan - UP: 59.83% UR: 36.45% UF: 45.30% P: 51.65% R: 31.46% F: 39.10%
373
+ 2024-08-12 05:12:47 INFO 0:00:01.233328s elapsed
374
+
375
+ 2024-08-12 05:12:47 INFO Epoch 52 / 5000:
376
+ 2024-08-12 05:12:48 INFO lr: 4.9480e-05 - loss: 0.0055 - UP: 99.45% UR: 98.91% UF: 99.18% P: 99.45% R: 98.91% F: 99.18%
377
+ 2024-08-12 05:12:48 INFO dev: loss: nan - UP: 89.80% UR: 75.86% UF: 82.24% P: 87.76% R: 74.14% F: 80.37%
378
+ 2024-08-12 05:12:48 INFO test: loss: nan - UP: 67.01% UR: 32.84% UF: 44.08% P: 55.56% R: 27.23% F: 36.55%
379
+ 2024-08-12 05:12:48 INFO 0:00:01.228199s elapsed
380
+
381
+ 2024-08-12 05:12:48 INFO Epoch 53 / 5000:
382
+ 2024-08-12 05:12:49 INFO lr: 4.9470e-05 - loss: 0.0032 - UP: 99.64% UR: 99.64% UF: 99.64% P: 99.64% R: 99.64% F: 99.64%
383
+ 2024-08-12 05:12:49 INFO dev: loss: nan - UP: 89.80% UR: 75.86% UF: 82.24% P: 89.80% R: 75.86% F: 82.24%
384
+ 2024-08-12 05:12:49 INFO test: loss: nan - UP: 58.26% UR: 37.08% UF: 45.31% P: 50.30% R: 32.01% F: 39.12%
385
+ 2024-08-12 05:12:49 INFO 0:00:01.250750s elapsed
386
+
387
+ 2024-08-12 05:12:49 INFO Epoch 54 / 5000:
388
+ 2024-08-12 05:12:50 INFO lr: 4.9460e-05 - loss: 0.0003 - UP: 99.82% UR: 98.36% UF: 99.08% P: 99.82% R: 98.36% F: 99.08%
389
+ 2024-08-12 05:12:50 INFO dev: loss: nan - UP: 90.00% UR: 62.07% UF: 73.47% P: 90.00% R: 62.07% F: 73.47%
390
+ 2024-08-12 05:12:51 INFO test: loss: nan - UP: 64.66% UR: 26.98% UF: 38.07% P: 56.63% R: 23.63% F: 33.34%
391
+ 2024-08-12 05:12:51 INFO 0:00:01.246928s elapsed
392
+
393
+ 2024-08-12 05:12:51 INFO Epoch 55 / 5000:
394
+ 2024-08-12 05:12:51 INFO lr: 4.9450e-05 - loss: 0.0201 - UP: 98.86% UR: 94.73% UF: 96.75% P: 98.86% R: 94.73% F: 96.75%
395
+ 2024-08-12 05:12:52 INFO dev: loss: nan - UP: 89.36% UR: 72.41% UF: 80.00% P: 87.23% R: 70.69% F: 78.10%
396
+ 2024-08-12 05:12:52 INFO test: loss: nan - UP: 57.34% UR: 29.28% UF: 38.77% P: 48.89% R: 24.97% F: 33.06%
397
+ 2024-08-12 05:12:52 INFO 0:00:01.299343s elapsed
398
+
399
+ 2024-08-12 05:12:52 INFO Epoch 56 / 5000:
400
+ 2024-08-12 05:12:53 INFO lr: 4.9440e-05 - loss: 0.0037 - UP: 93.14% UR: 93.82% UF: 93.48% P: 93.14% R: 93.82% F: 93.48%
401
+ 2024-08-12 05:12:53 INFO dev: loss: nan - UP: 90.48% UR: 65.52% UF: 76.00% P: 88.10% R: 63.79% F: 74.00%
402
+ 2024-08-12 05:12:53 INFO test: loss: nan - UP: 67.22% UR: 27.06% UF: 38.59% P: 57.65% R: 23.21% F: 33.09%
403
+ 2024-08-12 05:12:53 INFO 0:00:01.234937s elapsed
404
+
405
+ 2024-08-12 05:12:53 INFO Epoch 57 / 5000:
406
+ 2024-08-12 05:12:54 INFO lr: 4.9430e-05 - loss: 0.0028 - UP: 97.59% UR: 95.64% UF: 96.60% P: 97.59% R: 95.64% F: 96.60%
407
+ 2024-08-12 05:12:54 INFO dev: loss: nan - UP: 87.76% UR: 74.14% UF: 80.37% P: 87.76% R: 74.14% F: 80.37%
408
+ 2024-08-12 05:12:54 INFO test: loss: nan - UP: 56.60% UR: 38.25% UF: 45.65% P: 46.31% R: 31.29% F: 37.35%
409
+ 2024-08-12 05:12:54 INFO 0:00:01.287818s elapsed
410
+
411
+ 2024-08-12 05:12:54 INFO Epoch 58 / 5000:
412
+ 2024-08-12 05:12:55 INFO lr: 4.9420e-05 - loss: 0.0206 - UP: 96.87% UR: 95.64% UF: 96.25% P: 96.87% R: 95.64% F: 96.25%
413
+ 2024-08-12 05:12:55 INFO dev: loss: nan - UP: 97.56% UR: 68.97% UF: 80.81% P: 95.12% R: 67.24% F: 78.79%
414
+ 2024-08-12 05:12:56 INFO test: loss: nan - UP: 68.78% UR: 25.93% UF: 37.66% P: 59.00% R: 22.25% F: 32.31%
415
+ 2024-08-12 05:12:56 INFO 0:00:01.353296s elapsed
416
+
417
+ 2024-08-12 05:12:56 INFO Epoch 59 / 5000:
418
+ 2024-08-12 05:12:57 INFO lr: 4.9410e-05 - loss: 0.0103 - UP: 98.10% UR: 93.64% UF: 95.81% P: 97.71% R: 93.27% F: 95.44%
419
+ 2024-08-12 05:12:57 INFO dev: loss: nan - UP: 97.78% UR: 75.86% UF: 85.44% P: 95.56% R: 74.14% F: 83.50%
420
+ 2024-08-12 05:12:57 INFO test: loss: nan - UP: 51.98% UR: 33.51% UF: 40.75% P: 43.47% R: 28.03% F: 34.08%
421
+ 2024-08-12 05:12:57 INFO 0:00:01.267449s elapsed
422
+
423
+ 2024-08-12 05:12:57 INFO Epoch 60 / 5000:
424
+ 2024-08-12 05:12:58 INFO lr: 4.9400e-05 - loss: 0.0055 - UP: 98.35% UR: 97.82% UF: 98.09% P: 98.35% R: 97.82% F: 98.09%
425
+ 2024-08-12 05:12:58 INFO dev: loss: nan - UP: 88.37% UR: 65.52% UF: 75.25% P: 86.05% R: 63.79% F: 73.27%
426
+ 2024-08-12 05:12:58 INFO test: loss: nan - UP: 65.75% UR: 28.95% UF: 40.20% P: 55.00% R: 24.21% F: 33.62%
427
+ 2024-08-12 05:12:58 INFO 0:00:01.284402s elapsed
428
+
429
+ 2024-08-12 05:12:58 INFO Epoch 61 / 5000:
430
+ 2024-08-12 05:12:59 INFO lr: 4.9390e-05 - loss: 0.0013 - UP: 98.73% UR: 98.73% UF: 98.73% P: 98.55% R: 98.55% F: 98.55%
431
+ 2024-08-12 05:12:59 INFO dev: loss: nan - UP: 93.18% UR: 70.69% UF: 80.39% P: 90.91% R: 68.97% F: 78.43%
432
+ 2024-08-12 05:13:00 INFO test: loss: nan - UP: 63.78% UR: 33.26% UF: 43.72% P: 55.82% R: 29.12% F: 38.27%
433
+ 2024-08-12 05:13:00 INFO 0:00:01.316178s elapsed
434
+
435
+ 2024-08-12 05:13:00 INFO Epoch 62 / 5000:
436
+ 2024-08-12 05:13:00 INFO lr: 4.9380e-05 - loss: 0.0031 - UP: 99.63% UR: 98.00% UF: 98.81% P: 99.26% R: 97.64% F: 98.44%
437
+ 2024-08-12 05:13:01 INFO dev: loss: nan - UP: 93.75% UR: 77.59% UF: 84.91% P: 91.67% R: 75.86% F: 83.02%
438
+ 2024-08-12 05:13:01 INFO test: loss: nan - UP: 60.81% UR: 37.24% UF: 46.19% P: 53.01% R: 32.47% F: 40.27%
439
+ 2024-08-12 05:13:01 INFO 0:00:01.244657s elapsed
440
+
441
+ 2024-08-12 05:13:01 INFO Epoch 63 / 5000:
442
+ 2024-08-12 05:13:02 INFO lr: 4.9370e-05 - loss: 0.0090 - UP: 99.45% UR: 99.27% UF: 99.36% P: 99.45% R: 99.27% F: 99.36%
443
+ 2024-08-12 05:13:02 INFO dev: loss: nan - UP: 91.11% UR: 70.69% UF: 79.61% P: 88.89% R: 68.97% F: 77.67%
444
+ 2024-08-12 05:13:02 INFO test: loss: nan - UP: 55.68% UR: 39.04% UF: 45.90% P: 47.43% R: 33.26% F: 39.10%
445
+ 2024-08-12 05:13:02 INFO 0:00:01.316825s elapsed
446
+
447
+ 2024-08-12 05:13:02 INFO Epoch 64 / 5000:
448
+ 2024-08-12 05:13:03 INFO lr: 4.9360e-05 - loss: 0.0018 - UP: 99.28% UR: 99.82% UF: 99.55% P: 99.28% R: 99.82% F: 99.55%
449
+ 2024-08-12 05:13:03 INFO dev: loss: nan - UP: 97.56% UR: 68.97% UF: 80.81% P: 95.12% R: 67.24% F: 78.79%
450
+ 2024-08-12 05:13:04 INFO test: loss: nan - UP: 63.55% UR: 33.60% UF: 43.96% P: 55.78% R: 29.49% F: 38.59%
451
+ 2024-08-12 05:13:04 INFO 0:00:01.314747s elapsed
452
+
453
+ 2024-08-12 05:13:04 INFO Epoch 65 / 5000:
454
+ 2024-08-12 05:13:04 INFO lr: 4.9350e-05 - loss: 0.0009 - UP: 100.00% UR: 99.64% UF: 99.82% P: 100.00% R: 99.64% F: 99.82%
455
+ 2024-08-12 05:13:05 INFO dev: loss: nan - UP: 93.62% UR: 75.86% UF: 83.81% P: 91.49% R: 74.14% F: 81.90%
456
+ 2024-08-12 05:13:05 INFO test: loss: nan - UP: 63.62% UR: 33.26% UF: 43.69% P: 55.45% R: 28.99% F: 38.07%
457
+ 2024-08-12 05:13:05 INFO 0:00:01.346886s elapsed
458
+
459
+ 2024-08-12 05:13:05 INFO Epoch 66 / 5000:
460
+ 2024-08-12 05:13:06 INFO lr: 4.9340e-05 - loss: 0.0003 - UP: 100.00% UR: 100.00% UF: 100.00% P: 100.00% R: 100.00% F: 100.00%
461
+ 2024-08-12 05:13:06 INFO dev: loss: nan - UP: 95.65% UR: 75.86% UF: 84.62% P: 93.48% R: 74.14% F: 82.69%
462
+ 2024-08-12 05:13:06 INFO test: loss: nan - UP: 60.59% UR: 35.11% UF: 44.46% P: 52.42% R: 30.37% F: 38.46%
463
+ 2024-08-12 05:13:06 INFO 0:00:01.303638s elapsed
464
+
465
+ 2024-08-12 05:13:06 INFO Epoch 67 / 5000:
466
+ 2024-08-12 05:13:07 INFO lr: 4.9330e-05 - loss: 0.0003 - UP: 99.64% UR: 99.82% UF: 99.73% P: 99.64% R: 99.82% F: 99.73%
467
+ 2024-08-12 05:13:07 INFO dev: loss: nan - UP: 97.78% UR: 75.86% UF: 85.44% P: 95.56% R: 74.14% F: 83.50%
468
+ 2024-08-12 05:13:07 INFO test: loss: nan - UP: 62.40% UR: 33.72% UF: 43.79% P: 53.33% R: 28.82% F: 37.42%
469
+ 2024-08-12 05:13:07 INFO 0:00:01.246265s elapsed
470
+
471
+ 2024-08-12 05:13:07 INFO Epoch 68 / 5000:
472
+ 2024-08-12 05:13:08 INFO lr: 4.9320e-05 - loss: 0.0002 - UP: 100.00% UR: 100.00% UF: 100.00% P: 100.00% R: 100.00% F: 100.00%
473
+ 2024-08-12 05:13:08 INFO dev: loss: nan - UP: 97.73% UR: 74.14% UF: 84.31% P: 97.73% R: 74.14% F: 84.31%
474
+ 2024-08-12 05:13:09 INFO test: loss: nan - UP: 62.43% UR: 33.35% UF: 43.47% P: 53.25% R: 28.45% F: 37.08%
475
+ 2024-08-12 05:13:09 INFO 0:00:01.245440s elapsed
476
+
477
+ 2024-08-12 05:13:09 INFO Epoch 69 / 5000:
478
+ 2024-08-12 05:13:10 INFO lr: 4.9310e-05 - loss: 0.0001 - UP: 99.82% UR: 100.00% UF: 99.91% P: 99.82% R: 100.00% F: 99.91%
479
+ 2024-08-12 05:13:10 INFO dev: loss: nan - UP: 97.73% UR: 74.14% UF: 84.31% P: 97.73% R: 74.14% F: 84.31%
480
+ 2024-08-12 05:13:10 INFO test: loss: nan - UP: 64.04% UR: 33.64% UF: 44.11% P: 55.02% R: 28.91% F: 37.90%
481
+ 2024-08-12 05:13:10 INFO 0:00:01.251306s elapsed
482
+
483
+ 2024-08-12 05:13:10 INFO Epoch 70 / 5000:
484
+ 2024-08-12 05:13:11 INFO lr: 4.9300e-05 - loss: 0.0000 - UP: 100.00% UR: 99.45% UF: 99.73% P: 100.00% R: 99.45% F: 99.73%
485
+ 2024-08-12 05:13:11 INFO dev: loss: nan - UP: 91.49% UR: 74.14% UF: 81.90% P: 91.49% R: 74.14% F: 81.90%
486
+ 2024-08-12 05:13:11 INFO test: loss: nan - UP: 59.57% UR: 36.24% UF: 45.06% P: 50.76% R: 30.88% F: 38.40%
487
+ 2024-08-12 05:13:11 INFO 0:00:01.243350s elapsed
488
+
489
+ 2024-08-12 05:13:11 INFO Epoch 71 / 5000:
490
+ 2024-08-12 05:13:12 INFO lr: 4.9290e-05 - loss: 0.0002 - UP: 99.64% UR: 100.00% UF: 99.82% P: 99.64% R: 100.00% F: 99.82%
491
+ 2024-08-12 05:13:12 INFO dev: loss: nan - UP: 91.49% UR: 74.14% UF: 81.90% P: 91.49% R: 74.14% F: 81.90%
492
+ 2024-08-12 05:13:12 INFO test: loss: nan - UP: 61.75% UR: 35.23% UF: 44.87% P: 53.23% R: 30.37% F: 38.68%
493
+ 2024-08-12 05:13:12 INFO 0:00:01.274647s elapsed
494
+
495
+ 2024-08-12 05:13:12 INFO Epoch 72 / 5000:
496
+ 2024-08-12 05:13:13 INFO lr: 4.9280e-05 - loss: 0.0001 - UP: 100.00% UR: 99.82% UF: 99.91% P: 100.00% R: 99.82% F: 99.91%
497
+ 2024-08-12 05:13:13 INFO dev: loss: nan - UP: 97.73% UR: 74.14% UF: 84.31% P: 97.73% R: 74.14% F: 84.31%
498
+ 2024-08-12 05:13:14 INFO test: loss: nan - UP: 64.67% UR: 33.98% UF: 44.55% P: 55.74% R: 29.28% F: 38.40%
499
+ 2024-08-12 05:13:14 INFO 0:00:01.246008s elapsed
500
+
501
+ 2024-08-12 05:13:17 INFO Epoch 42 saved
502
+ 2024-08-12 05:13:17 INFO dev: UP: 97.73% UR: 74.14% UF: 84.31% P: 97.73% R: 74.14% F: 84.31%
503
+ 2024-08-12 05:13:17 INFO test: UP: 61.42% UR: 33.81% UF: 43.61% P: 52.28% R: 28.78% F: 37.13%
504
+ 2024-08-12 05:13:17 INFO 0:01:32.553883s elapsed, 0:00:01.285471s/epoch
models/multibooked_ca/sdp_byKNNi3_desc/10/model_vi_multibooked_ca_xlm_6 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:894828743e2625f3224f82c190a6c77efef5068c2438c76e17db23da0a74dc1f
3
+ size 1176403313
models/multibooked_ca/sdp_byKNNi3_desc/10/model_vi_multibooked_ca_xlm_6.train.log ADDED
@@ -0,0 +1,564 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-08-12 05:13:20 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/multibooked_ca/sdp_byKNNi3_desc/10/model_vi_multibooked_ca_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/multibooked_ca/head_final/sdp_byKNNi3_desc/10/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/head_final/sdp_byKNNi3_desc/10/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/multibooked_ca/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
+ 2024-08-12 05:13:20 INFO Building the fields
39
+ 2024-08-12 05:13:21 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-08-12 05:13:21 INFO Building the model
44
+ 2024-08-12 05:13:23 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=3, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2024-08-12 05:13:23 INFO Loading the data
64
+ 2024-08-12 05:13:24 INFO
65
+ train: Dataset(n_sentences=116, n_batches=16, n_buckets=16)
66
+ dev: Dataset(n_sentences=15, n_batches=7, n_buckets=7)
67
+ test: Dataset(n_sentences=335, n_batches=32, n_buckets=32)
68
+
69
+ 2024-08-12 05:13:24 INFO Epoch 1 / 5000:
70
+ 2024-08-12 05:13:25 INFO lr: 4.9990e-05 - loss: 0.3671 - UP: 8.75% UR: 13.64% UF: 10.66% P: 6.07% R: 9.45% F: 7.39%
71
+ 2024-08-12 05:13:25 INFO dev: loss: nan - UP: 100.00% UR: 6.90% UF: 12.90% P: 100.00% R: 6.90% F: 12.90%
72
+ 2024-08-12 05:13:26 INFO test: loss: 0.2544 - UP: 51.30% UR: 4.94% UF: 9.02% P: 40.43% R: 3.90% F: 7.11%
73
+ 2024-08-12 05:13:30 INFO 0:00:02.020479s elapsed (saved)
74
+
75
+ 2024-08-12 05:13:30 INFO Epoch 2 / 5000:
76
+ 2024-08-12 05:13:32 INFO lr: 4.9980e-05 - loss: 0.2841 - UP: 51.02% UR: 18.18% UF: 26.81% P: 49.49% R: 17.64% F: 26.01%
77
+ 2024-08-12 05:13:32 INFO dev: loss: nan - UP: 100.00% UR: 1.72% UF: 3.39% P: 100.00% R: 1.72% F: 3.39%
78
+ 2024-08-12 05:13:32 INFO test: loss: 0.1967 - UP: 40.74% UR: 0.46% UF: 0.91% P: 22.22% R: 0.25% F: 0.50%
79
+ 2024-08-12 05:13:32 INFO 0:00:01.559981s elapsed
80
+
81
+ 2024-08-12 05:13:32 INFO Epoch 3 / 5000:
82
+ 2024-08-12 05:13:33 INFO lr: 4.9970e-05 - loss: 0.0880 - UP: 68.20% UR: 32.36% UF: 43.90% P: 63.60% R: 30.18% F: 40.94%
83
+ 2024-08-12 05:13:33 INFO dev: loss: nan - UP: 79.07% UR: 58.62% UF: 67.33% P: 79.07% R: 58.62% F: 67.33%
84
+ 2024-08-12 05:13:34 INFO test: loss: 0.1691 - UP: 57.93% UR: 16.38% UF: 25.54% P: 42.52% R: 12.02% F: 18.75%
85
+ 2024-08-12 05:13:41 INFO 0:00:01.521611s elapsed (saved)
86
+
87
+ 2024-08-12 05:13:41 INFO Epoch 4 / 5000:
88
+ 2024-08-12 05:13:42 INFO lr: 4.9960e-05 - loss: 0.0702 - UP: 81.53% UR: 52.18% UF: 63.64% P: 76.99% R: 49.27% F: 60.09%
89
+ 2024-08-12 05:13:42 INFO dev: loss: nan - UP: 77.55% UR: 65.52% UF: 71.03% P: 77.55% R: 65.52% F: 71.03%
90
+ 2024-08-12 05:13:42 INFO test: loss: 0.1661 - UP: 55.73% UR: 20.36% UF: 29.83% P: 46.90% R: 17.13% F: 25.10%
91
+ 2024-08-12 05:13:50 INFO 0:00:01.502719s elapsed (saved)
92
+
93
+ 2024-08-12 05:13:50 INFO Epoch 5 / 5000:
94
+ 2024-08-12 05:13:51 INFO lr: 4.9950e-05 - loss: 0.1002 - UP: 81.36% UR: 61.09% UF: 69.78% P: 77.97% R: 58.55% F: 66.87%
95
+ 2024-08-12 05:13:51 INFO dev: loss: nan - UP: 79.41% UR: 46.55% UF: 58.70% P: 79.41% R: 46.55% F: 58.70%
96
+ 2024-08-12 05:13:52 INFO test: loss: 0.1508 - UP: 64.75% UR: 17.47% UF: 27.52% P: 52.48% R: 14.16% F: 22.30%
97
+ 2024-08-12 05:13:52 INFO 0:00:01.518951s elapsed
98
+
99
+ 2024-08-12 05:13:52 INFO Epoch 6 / 5000:
100
+ 2024-08-12 05:13:53 INFO lr: 4.9940e-05 - loss: 0.0984 - UP: 82.75% UR: 64.55% UF: 72.52% P: 82.52% R: 64.36% F: 72.32%
101
+ 2024-08-12 05:13:53 INFO dev: loss: nan - UP: 73.85% UR: 82.76% UF: 78.05% P: 73.85% R: 82.76% F: 78.05%
102
+ 2024-08-12 05:13:53 INFO test: loss: 0.1577 - UP: 48.17% UR: 28.19% UF: 35.57% P: 40.52% R: 23.71% F: 29.92%
103
+ 2024-08-12 05:14:00 INFO 0:00:01.529656s elapsed (saved)
104
+
105
+ 2024-08-12 05:14:00 INFO Epoch 7 / 5000:
106
+ 2024-08-12 05:14:02 INFO lr: 4.9930e-05 - loss: 0.0252 - UP: 83.37% UR: 72.91% UF: 77.79% P: 82.33% R: 72.00% F: 76.82%
107
+ 2024-08-12 05:14:02 INFO dev: loss: nan - UP: 81.63% UR: 68.97% UF: 74.77% P: 81.63% R: 68.97% F: 74.77%
108
+ 2024-08-12 05:14:02 INFO test: loss: 0.1591 - UP: 55.91% UR: 23.96% UF: 33.55% P: 45.65% R: 19.56% F: 27.39%
109
+ 2024-08-12 05:14:02 INFO 0:00:01.582122s elapsed
110
+
111
+ 2024-08-12 05:14:02 INFO Epoch 8 / 5000:
112
+ 2024-08-12 05:14:03 INFO lr: 4.9920e-05 - loss: 0.0538 - UP: 82.88% UR: 78.36% UF: 80.56% P: 82.12% R: 77.64% F: 79.81%
113
+ 2024-08-12 05:14:03 INFO dev: loss: nan - UP: 82.98% UR: 67.24% UF: 74.29% P: 82.98% R: 67.24% F: 74.29%
114
+ 2024-08-12 05:14:04 INFO test: loss: 0.1543 - UP: 53.98% UR: 24.17% UF: 33.39% P: 46.77% R: 20.95% F: 28.94%
115
+ 2024-08-12 05:14:04 INFO 0:00:01.510027s elapsed
116
+
117
+ 2024-08-12 05:14:04 INFO Epoch 9 / 5000:
118
+ 2024-08-12 05:14:05 INFO lr: 4.9910e-05 - loss: 0.0593 - UP: 87.82% UR: 80.00% UF: 83.73% P: 86.43% R: 78.73% F: 82.40%
119
+ 2024-08-12 05:14:05 INFO dev: loss: nan - UP: 88.46% UR: 79.31% UF: 83.64% P: 88.46% R: 79.31% F: 83.64%
120
+ 2024-08-12 05:14:05 INFO test: loss: 0.1773 - UP: 51.38% UR: 28.15% UF: 36.37% P: 43.12% R: 23.63% F: 30.53%
121
+ 2024-08-12 05:14:12 INFO 0:00:01.563268s elapsed (saved)
122
+
123
+ 2024-08-12 05:14:12 INFO Epoch 10 / 5000:
124
+ 2024-08-12 05:14:13 INFO lr: 4.9900e-05 - loss: 0.0565 - UP: 88.42% UR: 83.27% UF: 85.77% P: 88.42% R: 83.27% F: 85.77%
125
+ 2024-08-12 05:14:13 INFO dev: loss: nan - UP: 85.29% UR: 50.00% UF: 63.04% P: 85.29% R: 50.00% F: 63.04%
126
+ 2024-08-12 05:14:14 INFO test: loss: 0.1712 - UP: 62.67% UR: 23.63% UF: 34.32% P: 52.56% R: 19.82% F: 28.78%
127
+ 2024-08-12 05:14:14 INFO 0:00:01.522446s elapsed
128
+
129
+ 2024-08-12 05:14:14 INFO Epoch 11 / 5000:
130
+ 2024-08-12 05:14:15 INFO lr: 4.9890e-05 - loss: 0.0283 - UP: 91.45% UR: 83.64% UF: 87.37% P: 91.45% R: 83.64% F: 87.37%
131
+ 2024-08-12 05:14:15 INFO dev: loss: nan - UP: 80.70% UR: 79.31% UF: 80.00% P: 80.70% R: 79.31% F: 80.00%
132
+ 2024-08-12 05:14:15 INFO test: loss: 0.1860 - UP: 60.04% UR: 27.31% UF: 37.55% P: 50.28% R: 22.87% F: 31.44%
133
+ 2024-08-12 05:14:15 INFO 0:00:01.538619s elapsed
134
+
135
+ 2024-08-12 05:14:15 INFO Epoch 12 / 5000:
136
+ 2024-08-12 05:14:16 INFO lr: 4.9880e-05 - loss: 0.0105 - UP: 90.65% UR: 86.36% UF: 88.45% P: 90.46% R: 86.18% F: 88.27%
137
+ 2024-08-12 05:14:16 INFO dev: loss: nan - UP: 90.62% UR: 50.00% UF: 64.44% P: 90.62% R: 50.00% F: 64.44%
138
+ 2024-08-12 05:14:17 INFO test: loss: 0.2015 - UP: 64.85% UR: 23.42% UF: 34.41% P: 55.57% R: 20.07% F: 29.49%
139
+ 2024-08-12 05:14:17 INFO 0:00:01.569526s elapsed
140
+
141
+ 2024-08-12 05:14:17 INFO Epoch 13 / 5000:
142
+ 2024-08-12 05:14:18 INFO lr: 4.9870e-05 - loss: 0.0019 - UP: 92.72% UR: 85.64% UF: 89.04% P: 92.72% R: 85.64% F: 89.04%
143
+ 2024-08-12 05:14:18 INFO dev: loss: nan - UP: 97.06% UR: 56.90% UF: 71.74% P: 97.06% R: 56.90% F: 71.74%
144
+ 2024-08-12 05:14:18 INFO test: loss: 0.2036 - UP: 70.01% UR: 20.74% UF: 32.00% P: 58.70% R: 17.39% F: 26.83%
145
+ 2024-08-12 05:14:18 INFO 0:00:01.591429s elapsed
146
+
147
+ 2024-08-12 05:14:18 INFO Epoch 14 / 5000:
148
+ 2024-08-12 05:14:20 INFO lr: 4.9860e-05 - loss: 0.0293 - UP: 95.04% UR: 83.64% UF: 88.97% P: 94.83% R: 83.45% F: 88.78%
149
+ 2024-08-12 05:14:20 INFO dev: loss: nan - UP: 78.72% UR: 63.79% UF: 70.48% P: 78.72% R: 63.79% F: 70.48%
150
+ 2024-08-12 05:14:20 INFO test: loss: 0.2082 - UP: 58.82% UR: 25.97% UF: 36.04% P: 50.57% R: 22.33% F: 30.98%
151
+ 2024-08-12 05:14:20 INFO 0:00:01.541514s elapsed
152
+
153
+ 2024-08-12 05:14:20 INFO Epoch 15 / 5000:
154
+ 2024-08-12 05:14:21 INFO lr: 4.9850e-05 - loss: 0.0025 - UP: 94.91% UR: 88.18% UF: 91.42% P: 94.72% R: 88.00% F: 91.23%
155
+ 2024-08-12 05:14:21 INFO dev: loss: nan - UP: 85.71% UR: 51.72% UF: 64.52% P: 85.71% R: 51.72% F: 64.52%
156
+ 2024-08-12 05:14:22 INFO test: loss: 0.2294 - UP: 66.99% UR: 22.87% UF: 34.10% P: 54.60% R: 18.64% F: 27.80%
157
+ 2024-08-12 05:14:22 INFO 0:00:01.591035s elapsed
158
+
159
+ 2024-08-12 05:14:22 INFO Epoch 16 / 5000:
160
+ 2024-08-12 05:14:23 INFO lr: 4.9840e-05 - loss: 0.0470 - UP: 92.72% UR: 85.64% UF: 89.04% P: 92.72% R: 85.64% F: 89.04%
161
+ 2024-08-12 05:14:23 INFO dev: loss: nan - UP: 83.67% UR: 70.69% UF: 76.64% P: 83.67% R: 70.69% F: 76.64%
162
+ 2024-08-12 05:14:23 INFO test: loss: 0.2027 - UP: 53.76% UR: 29.62% UF: 38.20% P: 46.31% R: 25.51% F: 32.90%
163
+ 2024-08-12 05:14:23 INFO 0:00:01.555969s elapsed
164
+
165
+ 2024-08-12 05:14:23 INFO Epoch 17 / 5000:
166
+ 2024-08-12 05:14:24 INFO lr: 4.9830e-05 - loss: 0.0446 - UP: 92.80% UR: 86.73% UF: 89.66% P: 92.80% R: 86.73% F: 89.66%
167
+ 2024-08-12 05:14:24 INFO dev: loss: nan - UP: 95.00% UR: 65.52% UF: 77.55% P: 92.50% R: 63.79% F: 75.51%
168
+ 2024-08-12 05:14:25 INFO test: loss: 0.2166 - UP: 61.99% UR: 26.85% UF: 37.47% P: 52.03% R: 22.54% F: 31.45%
169
+ 2024-08-12 05:14:25 INFO 0:00:01.537145s elapsed
170
+
171
+ 2024-08-12 05:14:25 INFO Epoch 18 / 5000:
172
+ 2024-08-12 05:14:26 INFO lr: 4.9820e-05 - loss: 0.0091 - UP: 95.70% UR: 89.09% UF: 92.28% P: 95.70% R: 89.09% F: 92.28%
173
+ 2024-08-12 05:14:26 INFO dev: loss: nan - UP: 89.36% UR: 72.41% UF: 80.00% P: 87.23% R: 70.69% F: 78.10%
174
+ 2024-08-12 05:14:26 INFO test: loss: 0.1935 - UP: 57.51% UR: 31.76% UF: 40.92% P: 49.39% R: 27.27% F: 35.14%
175
+ 2024-08-12 05:14:26 INFO 0:00:01.529376s elapsed
176
+
177
+ 2024-08-12 05:14:26 INFO Epoch 19 / 5000:
178
+ 2024-08-12 05:14:27 INFO lr: 4.9810e-05 - loss: 0.0055 - UP: 95.83% UR: 92.00% UF: 93.88% P: 95.83% R: 92.00% F: 93.88%
179
+ 2024-08-12 05:14:27 INFO dev: loss: nan - UP: 81.82% UR: 62.07% UF: 70.59% P: 79.55% R: 60.34% F: 68.63%
180
+ 2024-08-12 05:14:28 INFO test: loss: 0.2149 - UP: 54.25% UR: 29.66% UF: 38.35% P: 46.21% R: 25.26% F: 32.67%
181
+ 2024-08-12 05:14:28 INFO 0:00:01.584146s elapsed
182
+
183
+ 2024-08-12 05:14:28 INFO Epoch 20 / 5000:
184
+ 2024-08-12 05:14:29 INFO lr: 4.9800e-05 - loss: 0.0007 - UP: 95.67% UR: 92.36% UF: 93.99% P: 95.67% R: 92.36% F: 93.99%
185
+ 2024-08-12 05:14:29 INFO dev: loss: nan - UP: 92.16% UR: 81.03% UF: 86.24% P: 90.20% R: 79.31% F: 84.40%
186
+ 2024-08-12 05:14:29 INFO test: loss: 0.2537 - UP: 62.37% UR: 28.19% UF: 38.83% P: 51.44% R: 23.25% F: 32.03%
187
+ 2024-08-12 05:14:37 INFO 0:00:01.535726s elapsed (saved)
188
+
189
+ 2024-08-12 05:14:37 INFO Epoch 21 / 5000:
190
+ 2024-08-12 05:14:38 INFO lr: 4.9790e-05 - loss: 0.0228 - UP: 95.48% UR: 92.18% UF: 93.80% P: 95.29% R: 92.00% F: 93.62%
191
+ 2024-08-12 05:14:38 INFO dev: loss: nan - UP: 88.89% UR: 82.76% UF: 85.71% P: 87.04% R: 81.03% F: 83.93%
192
+ 2024-08-12 05:14:38 INFO test: loss: 0.2577 - UP: 47.21% UR: 33.98% UF: 39.51% P: 39.12% R: 28.15% F: 32.74%
193
+ 2024-08-12 05:14:38 INFO 0:00:01.574713s elapsed
194
+
195
+ 2024-08-12 05:14:38 INFO Epoch 22 / 5000:
196
+ 2024-08-12 05:14:39 INFO lr: 4.9780e-05 - loss: 0.0113 - UP: 95.72% UR: 89.45% UF: 92.48% P: 95.72% R: 89.45% F: 92.48%
197
+ 2024-08-12 05:14:39 INFO dev: loss: nan - UP: 86.89% UR: 91.38% UF: 89.08% P: 85.25% R: 89.66% F: 87.39%
198
+ 2024-08-12 05:14:40 INFO test: loss: 0.2209 - UP: 49.21% UR: 33.72% UF: 40.02% P: 42.24% R: 28.95% F: 34.35%
199
+ 2024-08-12 05:14:47 INFO 0:00:01.502161s elapsed (saved)
200
+
201
+ 2024-08-12 05:14:47 INFO Epoch 23 / 5000:
202
+ 2024-08-12 05:14:48 INFO lr: 4.9770e-05 - loss: 0.0161 - UP: 97.88% UR: 92.36% UF: 95.04% P: 97.88% R: 92.36% F: 95.04%
203
+ 2024-08-12 05:14:48 INFO dev: loss: nan - UP: 95.24% UR: 68.97% UF: 80.00% P: 92.86% R: 67.24% F: 78.00%
204
+ 2024-08-12 05:14:48 INFO test: loss: 0.2218 - UP: 56.03% UR: 32.51% UF: 41.15% P: 48.16% R: 27.94% F: 35.37%
205
+ 2024-08-12 05:14:48 INFO 0:00:01.544697s elapsed
206
+
207
+ 2024-08-12 05:14:48 INFO Epoch 24 / 5000:
208
+ 2024-08-12 05:14:50 INFO lr: 4.9760e-05 - loss: 0.0258 - UP: 93.51% UR: 91.64% UF: 92.56% P: 93.14% R: 91.27% F: 92.19%
209
+ 2024-08-12 05:14:50 INFO dev: loss: nan - UP: 95.74% UR: 77.59% UF: 85.71% P: 95.74% R: 77.59% F: 85.71%
210
+ 2024-08-12 05:14:50 INFO test: loss: 0.2177 - UP: 53.99% UR: 30.88% UF: 39.29% P: 46.23% R: 26.43% F: 33.64%
211
+ 2024-08-12 05:14:50 INFO 0:00:01.554872s elapsed
212
+
213
+ 2024-08-12 05:14:50 INFO Epoch 25 / 5000:
214
+ 2024-08-12 05:14:51 INFO lr: 4.9750e-05 - loss: 0.0073 - UP: 96.91% UR: 91.27% UF: 94.01% P: 96.53% R: 90.91% F: 93.63%
215
+ 2024-08-12 05:14:51 INFO dev: loss: nan - UP: 97.44% UR: 65.52% UF: 78.35% P: 94.87% R: 63.79% F: 76.29%
216
+ 2024-08-12 05:14:51 INFO test: loss: 0.2108 - UP: 57.83% UR: 28.61% UF: 38.28% P: 50.89% R: 25.18% F: 33.69%
217
+ 2024-08-12 05:14:51 INFO 0:00:01.547458s elapsed
218
+
219
+ 2024-08-12 05:14:51 INFO Epoch 26 / 5000:
220
+ 2024-08-12 05:14:53 INFO lr: 4.9740e-05 - loss: 0.0058 - UP: 97.36% UR: 94.00% UF: 95.65% P: 97.36% R: 94.00% F: 95.65%
221
+ 2024-08-12 05:14:53 INFO dev: loss: nan - UP: 83.05% UR: 84.48% UF: 83.76% P: 81.36% R: 82.76% F: 82.05%
222
+ 2024-08-12 05:14:53 INFO test: loss: 0.2653 - UP: 50.55% UR: 36.53% UF: 42.41% P: 42.38% R: 30.62% F: 35.55%
223
+ 2024-08-12 05:14:53 INFO 0:00:01.508019s elapsed
224
+
225
+ 2024-08-12 05:14:53 INFO Epoch 27 / 5000:
226
+ 2024-08-12 05:14:54 INFO lr: 4.9730e-05 - loss: 0.0056 - UP: 97.03% UR: 94.91% UF: 95.96% P: 96.65% R: 94.55% F: 95.59%
227
+ 2024-08-12 05:14:54 INFO dev: loss: nan - UP: 95.56% UR: 74.14% UF: 83.50% P: 93.33% R: 72.41% F: 81.55%
228
+ 2024-08-12 05:14:54 INFO test: loss: 0.2651 - UP: 60.93% UR: 30.12% UF: 40.31% P: 51.10% R: 25.26% F: 33.81%
229
+ 2024-08-12 05:14:54 INFO 0:00:01.476596s elapsed
230
+
231
+ 2024-08-12 05:14:54 INFO Epoch 28 / 5000:
232
+ 2024-08-12 05:14:56 INFO lr: 4.9720e-05 - loss: 0.0016 - UP: 98.12% UR: 94.73% UF: 96.39% P: 98.12% R: 94.73% F: 96.39%
233
+ 2024-08-12 05:14:56 INFO dev: loss: nan - UP: 90.74% UR: 84.48% UF: 87.50% P: 88.89% R: 82.76% F: 85.71%
234
+ 2024-08-12 05:14:56 INFO test: loss: 0.2226 - UP: 54.38% UR: 34.56% UF: 42.26% P: 47.13% R: 29.95% F: 36.63%
235
+ 2024-08-12 05:14:56 INFO 0:00:01.496954s elapsed
236
+
237
+ 2024-08-12 05:14:56 INFO Epoch 29 / 5000:
238
+ 2024-08-12 05:14:57 INFO lr: 4.9710e-05 - loss: 0.0115 - UP: 98.32% UR: 95.64% UF: 96.96% P: 98.13% R: 95.45% F: 96.77%
239
+ 2024-08-12 05:14:57 INFO dev: loss: nan - UP: 94.00% UR: 81.03% UF: 87.04% P: 92.00% R: 79.31% F: 85.19%
240
+ 2024-08-12 05:14:58 INFO test: loss: 0.2254 - UP: 54.53% UR: 35.02% UF: 42.65% P: 47.16% R: 30.29% F: 36.89%
241
+ 2024-08-12 05:14:58 INFO 0:00:01.551418s elapsed
242
+
243
+ 2024-08-12 05:14:58 INFO Epoch 30 / 5000:
244
+ 2024-08-12 05:14:59 INFO lr: 4.9700e-05 - loss: 0.0314 - UP: 97.98% UR: 96.91% UF: 97.44% P: 97.79% R: 96.73% F: 97.26%
245
+ 2024-08-12 05:14:59 INFO dev: loss: nan - UP: 97.92% UR: 81.03% UF: 88.68% P: 95.83% R: 79.31% F: 86.79%
246
+ 2024-08-12 05:14:59 INFO test: loss: 0.2850 - UP: 59.17% UR: 32.17% UF: 41.68% P: 49.08% R: 26.69% F: 34.57%
247
+ 2024-08-12 05:14:59 INFO 0:00:01.540147s elapsed
248
+
249
+ 2024-08-12 05:14:59 INFO Epoch 31 / 5000:
250
+ 2024-08-12 05:15:00 INFO lr: 4.9690e-05 - loss: 0.0103 - UP: 98.87% UR: 95.64% UF: 97.23% P: 98.50% R: 95.27% F: 96.86%
251
+ 2024-08-12 05:15:00 INFO dev: loss: nan - UP: 94.64% UR: 91.38% UF: 92.98% P: 92.86% R: 89.66% F: 91.23%
252
+ 2024-08-12 05:15:01 INFO test: loss: 0.2559 - UP: 52.63% UR: 34.81% UF: 41.91% P: 45.98% R: 30.41% F: 36.61%
253
+ 2024-08-12 05:15:08 INFO 0:00:01.526039s elapsed (saved)
254
+
255
+ 2024-08-12 05:15:08 INFO Epoch 32 / 5000:
256
+ 2024-08-12 05:15:09 INFO lr: 4.9680e-05 - loss: 0.0762 - UP: 95.59% UR: 98.55% UF: 97.05% P: 95.59% R: 98.55% F: 97.05%
257
+ 2024-08-12 05:15:09 INFO dev: loss: nan - UP: 97.44% UR: 65.52% UF: 78.35% P: 94.87% R: 63.79% F: 76.29%
258
+ 2024-08-12 05:15:09 INFO test: loss: 0.2835 - UP: 59.95% UR: 28.91% UF: 39.01% P: 49.52% R: 23.88% F: 32.22%
259
+ 2024-08-12 05:15:09 INFO 0:00:01.583930s elapsed
260
+
261
+ 2024-08-12 05:15:09 INFO Epoch 33 / 5000:
262
+ 2024-08-12 05:15:11 INFO lr: 4.9670e-05 - loss: 0.0097 - UP: 99.81% UR: 94.36% UF: 97.01% P: 99.42% R: 94.00% F: 96.64%
263
+ 2024-08-12 05:15:11 INFO dev: loss: nan - UP: 81.67% UR: 84.48% UF: 83.05% P: 80.00% R: 82.76% F: 81.36%
264
+ 2024-08-12 05:15:11 INFO test: loss: 0.2835 - UP: 38.74% UR: 41.06% UF: 39.86% P: 32.37% R: 34.31% F: 33.31%
265
+ 2024-08-12 05:15:11 INFO 0:00:01.497680s elapsed
266
+
267
+ 2024-08-12 05:15:11 INFO Epoch 34 / 5000:
268
+ 2024-08-12 05:15:12 INFO lr: 4.9660e-05 - loss: 0.0019 - UP: 97.54% UR: 93.64% UF: 95.55% P: 96.78% R: 92.91% F: 94.81%
269
+ 2024-08-12 05:15:12 INFO dev: loss: nan - UP: 90.74% UR: 84.48% UF: 87.50% P: 88.89% R: 82.76% F: 85.71%
270
+ 2024-08-12 05:15:12 INFO test: loss: 0.2372 - UP: 52.25% UR: 33.14% UF: 40.55% P: 46.96% R: 29.79% F: 36.45%
271
+ 2024-08-12 05:15:12 INFO 0:00:01.524340s elapsed
272
+
273
+ 2024-08-12 05:15:12 INFO Epoch 35 / 5000:
274
+ 2024-08-12 05:15:14 INFO lr: 4.9650e-05 - loss: 0.0088 - UP: 95.60% UR: 94.73% UF: 95.16% P: 95.23% R: 94.36% F: 94.79%
275
+ 2024-08-12 05:15:14 INFO dev: loss: nan - UP: 94.12% UR: 82.76% UF: 88.07% P: 92.16% R: 81.03% F: 86.24%
276
+ 2024-08-12 05:15:14 INFO test: loss: 0.2845 - UP: 52.33% UR: 33.43% UF: 40.80% P: 45.38% R: 28.99% F: 35.38%
277
+ 2024-08-12 05:15:14 INFO 0:00:01.488867s elapsed
278
+
279
+ 2024-08-12 05:15:14 INFO Epoch 36 / 5000:
280
+ 2024-08-12 05:15:15 INFO lr: 4.9640e-05 - loss: 0.0418 - UP: 97.37% UR: 94.18% UF: 95.75% P: 97.37% R: 94.18% F: 95.75%
281
+ 2024-08-12 05:15:15 INFO dev: loss: nan - UP: 95.65% UR: 75.86% UF: 84.62% P: 93.48% R: 74.14% F: 82.69%
282
+ 2024-08-12 05:15:16 INFO test: loss: 0.2588 - UP: 68.47% UR: 28.66% UF: 40.40% P: 60.16% R: 25.18% F: 35.50%
283
+ 2024-08-12 05:15:16 INFO 0:00:01.608865s elapsed
284
+
285
+ 2024-08-12 05:15:16 INFO Epoch 37 / 5000:
286
+ 2024-08-12 05:15:17 INFO lr: 4.9630e-05 - loss: 0.0025 - UP: 97.25% UR: 96.36% UF: 96.80% P: 97.25% R: 96.36% F: 96.80%
287
+ 2024-08-12 05:15:17 INFO dev: loss: nan - UP: 94.44% UR: 87.93% UF: 91.07% P: 92.59% R: 86.21% F: 89.29%
288
+ 2024-08-12 05:15:17 INFO test: loss: 0.2496 - UP: 59.95% UR: 32.43% UF: 42.09% P: 50.97% R: 27.57% F: 35.78%
289
+ 2024-08-12 05:15:17 INFO 0:00:01.574440s elapsed
290
+
291
+ 2024-08-12 05:15:17 INFO Epoch 38 / 5000:
292
+ 2024-08-12 05:15:18 INFO lr: 4.9620e-05 - loss: 0.0032 - UP: 98.50% UR: 95.82% UF: 97.14% P: 98.50% R: 95.82% F: 97.14%
293
+ 2024-08-12 05:15:18 INFO dev: loss: nan - UP: 94.44% UR: 87.93% UF: 91.07% P: 92.59% R: 86.21% F: 89.29%
294
+ 2024-08-12 05:15:19 INFO test: loss: 0.2395 - UP: 55.09% UR: 34.69% UF: 42.57% P: 47.11% R: 29.66% F: 36.40%
295
+ 2024-08-12 05:15:19 INFO 0:00:01.538681s elapsed
296
+
297
+ 2024-08-12 05:15:19 INFO Epoch 39 / 5000:
298
+ 2024-08-12 05:15:20 INFO lr: 4.9610e-05 - loss: 0.0055 - UP: 98.16% UR: 97.09% UF: 97.62% P: 97.98% R: 96.91% F: 97.44%
299
+ 2024-08-12 05:15:20 INFO dev: loss: nan - UP: 91.23% UR: 89.66% UF: 90.43% P: 89.47% R: 87.93% F: 88.70%
300
+ 2024-08-12 05:15:20 INFO test: loss: 0.2700 - UP: 49.88% UR: 35.19% UF: 41.27% P: 42.16% R: 29.74% F: 34.88%
301
+ 2024-08-12 05:15:20 INFO 0:00:01.542271s elapsed
302
+
303
+ 2024-08-12 05:15:20 INFO Epoch 40 / 5000:
304
+ 2024-08-12 05:15:21 INFO lr: 4.9600e-05 - loss: 0.0246 - UP: 99.07% UR: 97.27% UF: 98.17% P: 99.07% R: 97.27% F: 98.17%
305
+ 2024-08-12 05:15:21 INFO dev: loss: nan - UP: 100.00% UR: 82.76% UF: 90.57% P: 97.92% R: 81.03% F: 88.68%
306
+ 2024-08-12 05:15:22 INFO test: loss: 0.3015 - UP: 61.18% UR: 30.04% UF: 40.29% P: 53.58% R: 26.31% F: 35.29%
307
+ 2024-08-12 05:15:22 INFO 0:00:01.528617s elapsed
308
+
309
+ 2024-08-12 05:15:22 INFO Epoch 41 / 5000:
310
+ 2024-08-12 05:15:23 INFO lr: 4.9590e-05 - loss: 0.0027 - UP: 98.71% UR: 97.64% UF: 98.17% P: 98.71% R: 97.64% F: 98.17%
311
+ 2024-08-12 05:15:23 INFO dev: loss: nan - UP: 93.75% UR: 77.59% UF: 84.91% P: 91.67% R: 75.86% F: 83.02%
312
+ 2024-08-12 05:15:23 INFO test: loss: 0.3044 - UP: 58.67% UR: 33.31% UF: 42.49% P: 50.04% R: 28.40% F: 36.24%
313
+ 2024-08-12 05:15:23 INFO 0:00:01.581354s elapsed
314
+
315
+ 2024-08-12 05:15:23 INFO Epoch 42 / 5000:
316
+ 2024-08-12 05:15:24 INFO lr: 4.9580e-05 - loss: 0.0025 - UP: 98.53% UR: 97.27% UF: 97.90% P: 98.53% R: 97.27% F: 97.90%
317
+ 2024-08-12 05:15:25 INFO dev: loss: nan - UP: 94.44% UR: 87.93% UF: 91.07% P: 92.59% R: 86.21% F: 89.29%
318
+ 2024-08-12 05:15:25 INFO test: loss: 0.2855 - UP: 55.75% UR: 35.94% UF: 43.71% P: 48.02% R: 30.96% F: 37.65%
319
+ 2024-08-12 05:15:25 INFO 0:00:01.570670s elapsed
320
+
321
+ 2024-08-12 05:15:25 INFO Epoch 43 / 5000:
322
+ 2024-08-12 05:15:26 INFO lr: 4.9570e-05 - loss: 0.0004 - UP: 99.07% UR: 97.27% UF: 98.17% P: 99.07% R: 97.27% F: 98.17%
323
+ 2024-08-12 05:15:26 INFO dev: loss: nan - UP: 96.30% UR: 89.66% UF: 92.86% P: 94.44% R: 87.93% F: 91.07%
324
+ 2024-08-12 05:15:26 INFO test: loss: 0.2783 - UP: 50.50% UR: 38.25% UF: 43.53% P: 43.53% R: 32.97% F: 37.52%
325
+ 2024-08-12 05:15:26 INFO 0:00:01.535021s elapsed
326
+
327
+ 2024-08-12 05:15:26 INFO Epoch 44 / 5000:
328
+ 2024-08-12 05:15:28 INFO lr: 4.9560e-05 - loss: 0.0020 - UP: 98.72% UR: 98.00% UF: 98.36% P: 98.72% R: 98.00% F: 98.36%
329
+ 2024-08-12 05:15:28 INFO dev: loss: nan - UP: 100.00% UR: 79.31% UF: 88.46% P: 97.83% R: 77.59% F: 86.54%
330
+ 2024-08-12 05:15:28 INFO test: loss: 0.2899 - UP: 65.50% UR: 30.62% UF: 41.74% P: 56.72% R: 26.52% F: 36.14%
331
+ 2024-08-12 05:15:28 INFO 0:00:01.529607s elapsed
332
+
333
+ 2024-08-12 05:15:28 INFO Epoch 45 / 5000:
334
+ 2024-08-12 05:15:29 INFO lr: 4.9550e-05 - loss: 0.0020 - UP: 99.44% UR: 97.27% UF: 98.35% P: 99.44% R: 97.27% F: 98.35%
335
+ 2024-08-12 05:15:29 INFO dev: loss: nan - UP: 92.45% UR: 84.48% UF: 88.29% P: 90.57% R: 82.76% F: 86.49%
336
+ 2024-08-12 05:15:30 INFO test: loss: 0.2781 - UP: 53.67% UR: 36.49% UF: 43.44% P: 46.09% R: 31.34% F: 37.31%
337
+ 2024-08-12 05:15:30 INFO 0:00:01.539428s elapsed
338
+
339
+ 2024-08-12 05:15:30 INFO Epoch 46 / 5000:
340
+ 2024-08-12 05:15:31 INFO lr: 4.9540e-05 - loss: 0.0020 - UP: 97.83% UR: 98.18% UF: 98.00% P: 97.83% R: 98.18% F: 98.00%
341
+ 2024-08-12 05:15:31 INFO dev: loss: nan - UP: 97.92% UR: 81.03% UF: 88.68% P: 95.83% R: 79.31% F: 86.79%
342
+ 2024-08-12 05:15:31 INFO test: loss: 0.2719 - UP: 59.56% UR: 32.76% UF: 42.27% P: 51.10% R: 28.11% F: 36.27%
343
+ 2024-08-12 05:15:31 INFO 0:00:01.511774s elapsed
344
+
345
+ 2024-08-12 05:15:31 INFO Epoch 47 / 5000:
346
+ 2024-08-12 05:15:32 INFO lr: 4.9530e-05 - loss: 0.0008 - UP: 98.91% UR: 98.55% UF: 98.72% P: 98.91% R: 98.55% F: 98.72%
347
+ 2024-08-12 05:15:32 INFO dev: loss: nan - UP: 98.04% UR: 86.21% UF: 91.74% P: 96.08% R: 84.48% F: 89.91%
348
+ 2024-08-12 05:15:33 INFO test: loss: 0.2919 - UP: 52.04% UR: 36.91% UF: 43.19% P: 44.00% R: 31.21% F: 36.52%
349
+ 2024-08-12 05:15:33 INFO 0:00:01.522948s elapsed
350
+
351
+ 2024-08-12 05:15:33 INFO Epoch 48 / 5000:
352
+ 2024-08-12 05:15:34 INFO lr: 4.9520e-05 - loss: 0.0131 - UP: 98.53% UR: 97.27% UF: 97.90% P: 98.34% R: 97.09% F: 97.71%
353
+ 2024-08-12 05:15:34 INFO dev: loss: nan - UP: 90.74% UR: 84.48% UF: 87.50% P: 88.89% R: 82.76% F: 85.71%
354
+ 2024-08-12 05:15:34 INFO test: loss: 0.3097 - UP: 40.43% UR: 41.43% UF: 40.93% P: 34.18% R: 35.02% F: 34.60%
355
+ 2024-08-12 05:15:34 INFO 0:00:01.556315s elapsed
356
+
357
+ 2024-08-12 05:15:34 INFO Epoch 49 / 5000:
358
+ 2024-08-12 05:15:35 INFO lr: 4.9510e-05 - loss: 0.0080 - UP: 98.18% UR: 98.00% UF: 98.09% P: 98.18% R: 98.00% F: 98.09%
359
+ 2024-08-12 05:15:35 INFO dev: loss: nan - UP: 98.04% UR: 86.21% UF: 91.74% P: 96.08% R: 84.48% F: 89.91%
360
+ 2024-08-12 05:15:36 INFO test: loss: 0.3035 - UP: 49.49% UR: 38.33% UF: 43.20% P: 41.70% R: 32.30% F: 36.40%
361
+ 2024-08-12 05:15:36 INFO 0:00:01.539810s elapsed
362
+
363
+ 2024-08-12 05:15:36 INFO Epoch 50 / 5000:
364
+ 2024-08-12 05:15:37 INFO lr: 4.9500e-05 - loss: 0.0006 - UP: 98.55% UR: 99.09% UF: 98.82% P: 98.55% R: 99.09% F: 98.82%
365
+ 2024-08-12 05:15:37 INFO dev: loss: nan - UP: 97.62% UR: 70.69% UF: 82.00% P: 97.62% R: 70.69% F: 82.00%
366
+ 2024-08-12 05:15:37 INFO test: loss: 0.3361 - UP: 51.36% UR: 34.69% UF: 41.41% P: 43.67% R: 29.49% F: 35.21%
367
+ 2024-08-12 05:15:37 INFO 0:00:01.514215s elapsed
368
+
369
+ 2024-08-12 05:15:37 INFO Epoch 51 / 5000:
370
+ 2024-08-12 05:15:38 INFO lr: 4.9490e-05 - loss: 0.0116 - UP: 99.27% UR: 98.55% UF: 98.91% P: 99.27% R: 98.55% F: 98.91%
371
+ 2024-08-12 05:15:38 INFO dev: loss: nan - UP: 98.04% UR: 86.21% UF: 91.74% P: 98.04% R: 86.21% F: 91.74%
372
+ 2024-08-12 05:15:39 INFO test: loss: 0.3376 - UP: 49.46% UR: 36.20% UF: 41.80% P: 41.56% R: 30.41% F: 35.12%
373
+ 2024-08-12 05:15:46 INFO 0:00:01.522931s elapsed (saved)
374
+
375
+ 2024-08-12 05:15:46 INFO Epoch 52 / 5000:
376
+ 2024-08-12 05:15:47 INFO lr: 4.9480e-05 - loss: 0.0425 - UP: 99.07% UR: 96.55% UF: 97.79% P: 99.07% R: 96.55% F: 97.79%
377
+ 2024-08-12 05:15:47 INFO dev: loss: nan - UP: 94.74% UR: 93.10% UF: 93.91% P: 92.98% R: 91.38% F: 92.17%
378
+ 2024-08-12 05:15:47 INFO test: loss: 0.3515 - UP: 52.55% UR: 36.24% UF: 42.90% P: 45.20% R: 31.17% F: 36.90%
379
+ 2024-08-12 05:15:55 INFO 0:00:01.498289s elapsed (saved)
380
+
381
+ 2024-08-12 05:15:55 INFO Epoch 53 / 5000:
382
+ 2024-08-12 05:15:56 INFO lr: 4.9470e-05 - loss: 0.0037 - UP: 98.89% UR: 97.09% UF: 97.98% P: 98.89% R: 97.09% F: 97.98%
383
+ 2024-08-12 05:15:56 INFO dev: loss: nan - UP: 98.00% UR: 84.48% UF: 90.74% P: 96.00% R: 82.76% F: 88.89%
384
+ 2024-08-12 05:15:56 INFO test: loss: 0.3497 - UP: 48.41% UR: 37.62% UF: 42.34% P: 40.54% R: 31.50% F: 35.45%
385
+ 2024-08-12 05:15:56 INFO 0:00:01.503376s elapsed
386
+
387
+ 2024-08-12 05:15:56 INFO Epoch 54 / 5000:
388
+ 2024-08-12 05:15:57 INFO lr: 4.9460e-05 - loss: 0.0116 - UP: 97.30% UR: 98.18% UF: 97.74% P: 97.30% R: 98.18% F: 97.74%
389
+ 2024-08-12 05:15:57 INFO dev: loss: nan - UP: 97.92% UR: 81.03% UF: 88.68% P: 97.92% R: 81.03% F: 88.68%
390
+ 2024-08-12 05:15:58 INFO test: loss: 0.2993 - UP: 51.61% UR: 33.60% UF: 40.70% P: 43.56% R: 28.36% F: 34.36%
391
+ 2024-08-12 05:15:58 INFO 0:00:01.490610s elapsed
392
+
393
+ 2024-08-12 05:15:58 INFO Epoch 55 / 5000:
394
+ 2024-08-12 05:15:59 INFO lr: 4.9450e-05 - loss: 0.0028 - UP: 98.87% UR: 95.45% UF: 97.13% P: 97.36% R: 94.00% F: 95.65%
395
+ 2024-08-12 05:15:59 INFO dev: loss: nan - UP: 89.66% UR: 89.66% UF: 89.66% P: 87.93% R: 87.93% F: 87.93%
396
+ 2024-08-12 05:15:59 INFO test: loss: 0.3218 - UP: 42.80% UR: 38.63% UF: 40.61% P: 35.10% R: 31.67% F: 33.30%
397
+ 2024-08-12 05:15:59 INFO 0:00:01.475226s elapsed
398
+
399
+ 2024-08-12 05:15:59 INFO Epoch 56 / 5000:
400
+ 2024-08-12 05:16:00 INFO lr: 4.9440e-05 - loss: 0.0037 - UP: 99.27% UR: 98.55% UF: 98.91% P: 99.27% R: 98.55% F: 98.91%
401
+ 2024-08-12 05:16:00 INFO dev: loss: nan - UP: 96.08% UR: 84.48% UF: 89.91% P: 94.12% R: 82.76% F: 88.07%
402
+ 2024-08-12 05:16:01 INFO test: loss: 0.2755 - UP: 50.17% UR: 37.20% UF: 42.72% P: 43.84% R: 32.51% F: 37.33%
403
+ 2024-08-12 05:16:01 INFO 0:00:01.475819s elapsed
404
+
405
+ 2024-08-12 05:16:01 INFO Epoch 57 / 5000:
406
+ 2024-08-12 05:16:02 INFO lr: 4.9430e-05 - loss: 0.0415 - UP: 99.45% UR: 97.82% UF: 98.63% P: 98.89% R: 97.27% F: 98.08%
407
+ 2024-08-12 05:16:02 INFO dev: loss: nan - UP: 88.33% UR: 91.38% UF: 89.83% P: 86.67% R: 89.66% F: 88.14%
408
+ 2024-08-12 05:16:02 INFO test: loss: 0.3160 - UP: 37.04% UR: 43.65% UF: 40.08% P: 31.43% R: 37.03% F: 34.00%
409
+ 2024-08-12 05:16:02 INFO 0:00:01.522718s elapsed
410
+
411
+ 2024-08-12 05:16:02 INFO Epoch 58 / 5000:
412
+ 2024-08-12 05:16:03 INFO lr: 4.9420e-05 - loss: 0.0027 - UP: 98.35% UR: 97.45% UF: 97.90% P: 98.35% R: 97.45% F: 97.90%
413
+ 2024-08-12 05:16:03 INFO dev: loss: nan - UP: 89.83% UR: 91.38% UF: 90.60% P: 88.14% R: 89.66% F: 88.89%
414
+ 2024-08-12 05:16:04 INFO test: loss: 0.3461 - UP: 42.93% UR: 37.29% UF: 39.91% P: 36.23% R: 31.46% F: 33.68%
415
+ 2024-08-12 05:16:04 INFO 0:00:01.500370s elapsed
416
+
417
+ 2024-08-12 05:16:04 INFO Epoch 59 / 5000:
418
+ 2024-08-12 05:16:05 INFO lr: 4.9410e-05 - loss: 0.0001 - UP: 98.73% UR: 99.09% UF: 98.91% P: 98.73% R: 99.09% F: 98.91%
419
+ 2024-08-12 05:16:05 INFO dev: loss: nan - UP: 93.33% UR: 72.41% UF: 81.55% P: 91.11% R: 70.69% F: 79.61%
420
+ 2024-08-12 05:16:05 INFO test: loss: 0.3337 - UP: 52.12% UR: 33.01% UF: 40.42% P: 44.44% R: 28.15% F: 34.47%
421
+ 2024-08-12 05:16:05 INFO 0:00:01.562535s elapsed
422
+
423
+ 2024-08-12 05:16:05 INFO Epoch 60 / 5000:
424
+ 2024-08-12 05:16:06 INFO lr: 4.9400e-05 - loss: 0.0012 - UP: 98.71% UR: 97.45% UF: 98.08% P: 98.71% R: 97.45% F: 98.08%
425
+ 2024-08-12 05:16:06 INFO dev: loss: nan - UP: 86.21% UR: 86.21% UF: 86.21% P: 84.48% R: 84.48% F: 84.48%
426
+ 2024-08-12 05:16:07 INFO test: loss: 0.3488 - UP: 39.12% UR: 41.85% UF: 40.44% P: 32.65% R: 34.94% F: 33.76%
427
+ 2024-08-12 05:16:07 INFO 0:00:01.530053s elapsed
428
+
429
+ 2024-08-12 05:16:07 INFO Epoch 61 / 5000:
430
+ 2024-08-12 05:16:08 INFO lr: 4.9390e-05 - loss: 0.0006 - UP: 96.97% UR: 98.91% UF: 97.93% P: 96.97% R: 98.91% F: 97.93%
431
+ 2024-08-12 05:16:08 INFO dev: loss: nan - UP: 89.13% UR: 70.69% UF: 78.85% P: 89.13% R: 70.69% F: 78.85%
432
+ 2024-08-12 05:16:08 INFO test: loss: 0.3180 - UP: 55.79% UR: 32.09% UF: 40.74% P: 48.43% R: 27.86% F: 35.37%
433
+ 2024-08-12 05:16:08 INFO 0:00:01.489864s elapsed
434
+
435
+ 2024-08-12 05:16:08 INFO Epoch 62 / 5000:
436
+ 2024-08-12 05:16:09 INFO lr: 4.9380e-05 - loss: 0.0001 - UP: 99.63% UR: 97.45% UF: 98.53% P: 99.63% R: 97.45% F: 98.53%
437
+ 2024-08-12 05:16:09 INFO dev: loss: nan - UP: 88.33% UR: 91.38% UF: 89.83% P: 86.67% R: 89.66% F: 88.14%
438
+ 2024-08-12 05:16:10 INFO test: loss: 0.3128 - UP: 44.40% UR: 40.89% UF: 42.57% P: 37.90% R: 34.90% F: 36.34%
439
+ 2024-08-12 05:16:10 INFO 0:00:01.547389s elapsed
440
+
441
+ 2024-08-12 05:16:10 INFO Epoch 63 / 5000:
442
+ 2024-08-12 05:16:11 INFO lr: 4.9370e-05 - loss: 0.0051 - UP: 98.91% UR: 99.27% UF: 99.09% P: 98.91% R: 99.27% F: 99.09%
443
+ 2024-08-12 05:16:11 INFO dev: loss: nan - UP: 94.00% UR: 81.03% UF: 87.04% P: 92.00% R: 79.31% F: 85.19%
444
+ 2024-08-12 05:16:11 INFO test: loss: 0.3266 - UP: 52.68% UR: 35.82% UF: 42.64% P: 45.29% R: 30.79% F: 36.66%
445
+ 2024-08-12 05:16:11 INFO 0:00:01.577823s elapsed
446
+
447
+ 2024-08-12 05:16:11 INFO Epoch 64 / 5000:
448
+ 2024-08-12 05:16:12 INFO lr: 4.9360e-05 - loss: 0.0009 - UP: 99.82% UR: 98.91% UF: 99.36% P: 99.82% R: 98.91% F: 99.36%
449
+ 2024-08-12 05:16:12 INFO dev: loss: nan - UP: 94.00% UR: 81.03% UF: 87.04% P: 92.00% R: 79.31% F: 85.19%
450
+ 2024-08-12 05:16:13 INFO test: loss: 0.3556 - UP: 48.25% UR: 34.73% UF: 40.39% P: 40.63% R: 29.24% F: 34.01%
451
+ 2024-08-12 05:16:13 INFO 0:00:01.483844s elapsed
452
+
453
+ 2024-08-12 05:16:13 INFO Epoch 65 / 5000:
454
+ 2024-08-12 05:16:14 INFO lr: 4.9350e-05 - loss: 0.0002 - UP: 98.90% UR: 98.18% UF: 98.54% P: 98.90% R: 98.18% F: 98.54%
455
+ 2024-08-12 05:16:14 INFO dev: loss: nan - UP: 94.34% UR: 86.21% UF: 90.09% P: 92.45% R: 84.48% F: 88.29%
456
+ 2024-08-12 05:16:14 INFO test: loss: 0.3734 - UP: 42.98% UR: 37.08% UF: 39.81% P: 36.23% R: 31.25% F: 33.56%
457
+ 2024-08-12 05:16:14 INFO 0:00:01.502330s elapsed
458
+
459
+ 2024-08-12 05:16:14 INFO Epoch 66 / 5000:
460
+ 2024-08-12 05:16:15 INFO lr: 4.9340e-05 - loss: 0.0002 - UP: 99.45% UR: 99.45% UF: 99.45% P: 99.45% R: 99.45% F: 99.45%
461
+ 2024-08-12 05:16:15 INFO dev: loss: nan - UP: 94.12% UR: 82.76% UF: 88.07% P: 92.16% R: 81.03% F: 86.24%
462
+ 2024-08-12 05:16:16 INFO test: loss: 0.3718 - UP: 47.32% UR: 36.99% UF: 41.52% P: 40.14% R: 31.38% F: 35.22%
463
+ 2024-08-12 05:16:16 INFO 0:00:01.501530s elapsed
464
+
465
+ 2024-08-12 05:16:16 INFO Epoch 67 / 5000:
466
+ 2024-08-12 05:16:17 INFO lr: 4.9330e-05 - loss: 0.0007 - UP: 100.00% UR: 98.91% UF: 99.45% P: 100.00% R: 98.91% F: 99.45%
467
+ 2024-08-12 05:16:17 INFO dev: loss: nan - UP: 89.83% UR: 91.38% UF: 90.60% P: 88.14% R: 89.66% F: 88.89%
468
+ 2024-08-12 05:16:17 INFO test: loss: 0.3803 - UP: 40.99% UR: 41.81% UF: 41.39% P: 34.74% R: 35.44% F: 35.09%
469
+ 2024-08-12 05:16:17 INFO 0:00:01.476982s elapsed
470
+
471
+ 2024-08-12 05:16:17 INFO Epoch 68 / 5000:
472
+ 2024-08-12 05:16:18 INFO lr: 4.9320e-05 - loss: 0.0002 - UP: 99.45% UR: 98.55% UF: 99.00% P: 99.45% R: 98.55% F: 99.00%
473
+ 2024-08-12 05:16:18 INFO dev: loss: nan - UP: 93.88% UR: 79.31% UF: 85.98% P: 91.84% R: 77.59% F: 84.11%
474
+ 2024-08-12 05:16:19 INFO test: loss: 0.3633 - UP: 54.59% UR: 35.61% UF: 43.10% P: 47.08% R: 30.71% F: 37.17%
475
+ 2024-08-12 05:16:19 INFO 0:00:01.528669s elapsed
476
+
477
+ 2024-08-12 05:16:19 INFO Epoch 69 / 5000:
478
+ 2024-08-12 05:16:20 INFO lr: 4.9310e-05 - loss: 0.0001 - UP: 100.00% UR: 99.27% UF: 99.64% P: 100.00% R: 99.27% F: 99.64%
479
+ 2024-08-12 05:16:20 INFO dev: loss: nan - UP: 94.12% UR: 82.76% UF: 88.07% P: 92.16% R: 81.03% F: 86.24%
480
+ 2024-08-12 05:16:20 INFO test: loss: 0.3652 - UP: 54.14% UR: 35.61% UF: 42.96% P: 46.69% R: 30.71% F: 37.05%
481
+ 2024-08-12 05:16:20 INFO 0:00:01.594344s elapsed
482
+
483
+ 2024-08-12 05:16:20 INFO Epoch 70 / 5000:
484
+ 2024-08-12 05:16:21 INFO lr: 4.9300e-05 - loss: 0.0016 - UP: 99.64% UR: 99.45% UF: 99.55% P: 99.64% R: 99.45% F: 99.55%
485
+ 2024-08-12 05:16:22 INFO dev: loss: nan - UP: 94.34% UR: 86.21% UF: 90.09% P: 92.45% R: 84.48% F: 88.29%
486
+ 2024-08-12 05:16:22 INFO test: loss: 0.3622 - UP: 46.45% UR: 40.51% UF: 43.28% P: 39.19% R: 34.19% F: 36.52%
487
+ 2024-08-12 05:16:22 INFO 0:00:01.552121s elapsed
488
+
489
+ 2024-08-12 05:16:22 INFO Epoch 71 / 5000:
490
+ 2024-08-12 05:16:23 INFO lr: 4.9290e-05 - loss: 0.0001 - UP: 100.00% UR: 99.45% UF: 99.73% P: 99.82% R: 99.27% F: 99.54%
491
+ 2024-08-12 05:16:23 INFO dev: loss: nan - UP: 90.57% UR: 82.76% UF: 86.49% P: 88.68% R: 81.03% F: 84.68%
492
+ 2024-08-12 05:16:23 INFO test: loss: 0.3747 - UP: 47.59% UR: 39.34% UF: 43.07% P: 40.34% R: 33.35% F: 36.51%
493
+ 2024-08-12 05:16:23 INFO 0:00:01.577123s elapsed
494
+
495
+ 2024-08-12 05:16:23 INFO Epoch 72 / 5000:
496
+ 2024-08-12 05:16:25 INFO lr: 4.9280e-05 - loss: 0.0001 - UP: 99.82% UR: 99.64% UF: 99.73% P: 99.82% R: 99.64% F: 99.73%
497
+ 2024-08-12 05:16:25 INFO dev: loss: nan - UP: 97.78% UR: 75.86% UF: 85.44% P: 95.56% R: 74.14% F: 83.50%
498
+ 2024-08-12 05:16:25 INFO test: loss: 0.3567 - UP: 56.30% UR: 33.31% UF: 41.85% P: 49.08% R: 29.03% F: 36.48%
499
+ 2024-08-12 05:16:25 INFO 0:00:01.526266s elapsed
500
+
501
+ 2024-08-12 05:16:25 INFO Epoch 73 / 5000:
502
+ 2024-08-12 05:16:26 INFO lr: 4.9270e-05 - loss: 0.0005 - UP: 100.00% UR: 99.27% UF: 99.64% P: 100.00% R: 99.27% F: 99.64%
503
+ 2024-08-12 05:16:26 INFO dev: loss: nan - UP: 90.20% UR: 79.31% UF: 84.40% P: 88.24% R: 77.59% F: 82.57%
504
+ 2024-08-12 05:16:27 INFO test: loss: 0.3733 - UP: 46.56% UR: 42.02% UF: 44.18% P: 39.79% R: 35.90% F: 37.74%
505
+ 2024-08-12 05:16:27 INFO 0:00:01.557468s elapsed
506
+
507
+ 2024-08-12 05:16:27 INFO Epoch 74 / 5000:
508
+ 2024-08-12 05:16:28 INFO lr: 4.9260e-05 - loss: 0.0007 - UP: 99.64% UR: 100.00% UF: 99.82% P: 99.64% R: 100.00% F: 99.82%
509
+ 2024-08-12 05:16:28 INFO dev: loss: nan - UP: 93.88% UR: 79.31% UF: 85.98% P: 91.84% R: 77.59% F: 84.11%
510
+ 2024-08-12 05:16:28 INFO test: loss: 0.3793 - UP: 53.39% UR: 38.25% UF: 44.57% P: 46.43% R: 33.26% F: 38.76%
511
+ 2024-08-12 05:16:28 INFO 0:00:01.456488s elapsed
512
+
513
+ 2024-08-12 05:16:28 INFO Epoch 75 / 5000:
514
+ 2024-08-12 05:16:29 INFO lr: 4.9250e-05 - loss: 0.0000 - UP: 99.64% UR: 99.45% UF: 99.55% P: 99.64% R: 99.45% F: 99.55%
515
+ 2024-08-12 05:16:29 INFO dev: loss: nan - UP: 90.20% UR: 79.31% UF: 84.40% P: 88.24% R: 77.59% F: 82.57%
516
+ 2024-08-12 05:16:30 INFO test: loss: 0.3791 - UP: 50.71% UR: 38.75% UF: 43.93% P: 43.70% R: 33.39% F: 37.85%
517
+ 2024-08-12 05:16:30 INFO 0:00:01.492151s elapsed
518
+
519
+ 2024-08-12 05:16:30 INFO Epoch 76 / 5000:
520
+ 2024-08-12 05:16:31 INFO lr: 4.9240e-05 - loss: 0.0000 - UP: 99.46% UR: 99.82% UF: 99.64% P: 99.46% R: 99.82% F: 99.64%
521
+ 2024-08-12 05:16:31 INFO dev: loss: nan - UP: 90.20% UR: 79.31% UF: 84.40% P: 88.24% R: 77.59% F: 82.57%
522
+ 2024-08-12 05:16:31 INFO test: loss: 0.4074 - UP: 47.09% UR: 40.97% UF: 43.82% P: 39.67% R: 34.52% F: 36.92%
523
+ 2024-08-12 05:16:31 INFO 0:00:01.592311s elapsed
524
+
525
+ 2024-08-12 05:16:31 INFO Epoch 77 / 5000:
526
+ 2024-08-12 05:16:32 INFO lr: 4.9230e-05 - loss: 0.0003 - UP: 99.82% UR: 99.82% UF: 99.82% P: 99.82% R: 99.82% F: 99.82%
527
+ 2024-08-12 05:16:32 INFO dev: loss: nan - UP: 94.12% UR: 82.76% UF: 88.07% P: 92.16% R: 81.03% F: 86.24%
528
+ 2024-08-12 05:16:33 INFO test: loss: 0.4101 - UP: 51.81% UR: 39.04% UF: 44.53% P: 43.52% R: 32.80% F: 37.41%
529
+ 2024-08-12 05:16:33 INFO 0:00:01.481319s elapsed
530
+
531
+ 2024-08-12 05:16:33 INFO Epoch 78 / 5000:
532
+ 2024-08-12 05:16:34 INFO lr: 4.9220e-05 - loss: 0.0000 - UP: 99.82% UR: 99.64% UF: 99.73% P: 99.82% R: 99.64% F: 99.73%
533
+ 2024-08-12 05:16:34 INFO dev: loss: nan - UP: 94.00% UR: 81.03% UF: 87.04% P: 92.00% R: 79.31% F: 85.19%
534
+ 2024-08-12 05:16:34 INFO test: loss: 0.4096 - UP: 48.93% UR: 40.05% UF: 44.05% P: 40.89% R: 33.47% F: 36.81%
535
+ 2024-08-12 05:16:34 INFO 0:00:01.493753s elapsed
536
+
537
+ 2024-08-12 05:16:34 INFO Epoch 79 / 5000:
538
+ 2024-08-12 05:16:35 INFO lr: 4.9210e-05 - loss: 0.0001 - UP: 100.00% UR: 99.82% UF: 99.91% P: 99.64% R: 99.45% F: 99.55%
539
+ 2024-08-12 05:16:35 INFO dev: loss: nan - UP: 94.23% UR: 84.48% UF: 89.09% P: 92.31% R: 82.76% F: 87.27%
540
+ 2024-08-12 05:16:36 INFO test: loss: 0.3921 - UP: 47.84% UR: 40.34% UF: 43.77% P: 40.34% R: 34.02% F: 36.91%
541
+ 2024-08-12 05:16:36 INFO 0:00:01.499656s elapsed
542
+
543
+ 2024-08-12 05:16:36 INFO Epoch 80 / 5000:
544
+ 2024-08-12 05:16:37 INFO lr: 4.9200e-05 - loss: 0.0000 - UP: 99.82% UR: 100.00% UF: 99.91% P: 99.82% R: 100.00% F: 99.91%
545
+ 2024-08-12 05:16:37 INFO dev: loss: nan - UP: 93.88% UR: 79.31% UF: 85.98% P: 93.88% R: 79.31% F: 85.98%
546
+ 2024-08-12 05:16:37 INFO test: loss: 0.4202 - UP: 52.16% UR: 38.00% UF: 43.97% P: 43.88% R: 31.96% F: 36.98%
547
+ 2024-08-12 05:16:37 INFO 0:00:01.562995s elapsed
548
+
549
+ 2024-08-12 05:16:37 INFO Epoch 81 / 5000:
550
+ 2024-08-12 05:16:38 INFO lr: 4.9190e-05 - loss: 0.0019 - UP: 99.63% UR: 99.09% UF: 99.36% P: 99.63% R: 99.09% F: 99.36%
551
+ 2024-08-12 05:16:38 INFO dev: loss: nan - UP: 94.44% UR: 87.93% UF: 91.07% P: 92.59% R: 86.21% F: 89.29%
552
+ 2024-08-12 05:16:39 INFO test: loss: 0.3665 - UP: 52.77% UR: 37.16% UF: 43.61% P: 44.08% R: 31.04% F: 36.43%
553
+ 2024-08-12 05:16:39 INFO 0:00:01.570971s elapsed
554
+
555
+ 2024-08-12 05:16:39 INFO Epoch 82 / 5000:
556
+ 2024-08-12 05:16:40 INFO lr: 4.9180e-05 - loss: 0.0000 - UP: 100.00% UR: 100.00% UF: 100.00% P: 100.00% R: 100.00% F: 100.00%
557
+ 2024-08-12 05:16:40 INFO dev: loss: nan - UP: 94.44% UR: 87.93% UF: 91.07% P: 92.59% R: 86.21% F: 89.29%
558
+ 2024-08-12 05:16:40 INFO test: loss: 0.3717 - UP: 49.43% UR: 40.30% UF: 44.40% P: 40.96% R: 33.39% F: 36.79%
559
+ 2024-08-12 05:16:40 INFO 0:00:01.483436s elapsed
560
+
561
+ 2024-08-12 05:16:48 INFO Epoch 52 saved
562
+ 2024-08-12 05:16:48 INFO dev: UP: 94.74% UR: 93.10% UF: 93.91% P: 92.98% R: 91.38% F: 92.17%
563
+ 2024-08-12 05:16:48 INFO test: UP: 52.55% UR: 36.24% UF: 42.90% P: 45.20% R: 31.17% F: 36.90%
564
+ 2024-08-12 05:16:48 INFO 0:02:06.148412s elapsed, 0:00:01.538395s/epoch