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
a766399
·
verified ·
1 Parent(s): 791818f

Upload folder using huggingface_hub

Browse files
Files changed (9) hide show
  1. .gitattributes +3 -0
  2. models/mpqa/sdp_bySentiment_asc/80/model_vi_mpqa_roberta_6 +1 -1
  3. models/mpqa/sdp_bySentiment_asc/80/model_vi_mpqa_roberta_6.train.log +0 -0
  4. models/mpqa/sdp_bySentiment_asc/80/model_vi_mpqa_xlm_10 +3 -0
  5. models/mpqa/sdp_bySentiment_asc/80/model_vi_mpqa_xlm_10.train.log +798 -12
  6. models/mpqa/sdp_bySentiment_asc/80/model_vi_mpqa_xlm_6 +3 -0
  7. models/mpqa/sdp_bySentiment_asc/80/model_vi_mpqa_xlm_6.train.log +894 -0
  8. models/mpqa/sdp_bySentiment_asc/80/model_vi_mpqa_xlm_9 +3 -0
  9. models/mpqa/sdp_bySentiment_asc/80/model_vi_mpqa_xlm_9.train.log +487 -0
.gitattributes CHANGED
@@ -2710,3 +2710,6 @@ models/mpqa/sdp_bySentiment_asc/40/model_vi_mpqa_xlm_9 filter=lfs diff=lfs merge
2710
  models/mpqa/sdp_bySentiment_asc/60/model_vi_mpqa_xlm_10 filter=lfs diff=lfs merge=lfs -text
2711
  models/mpqa/sdp_bySentiment_asc/60/model_vi_mpqa_xlm_6 filter=lfs diff=lfs merge=lfs -text
2712
  models/mpqa/sdp_bySentiment_asc/60/model_vi_mpqa_xlm_9 filter=lfs diff=lfs merge=lfs -text
 
 
 
 
2710
  models/mpqa/sdp_bySentiment_asc/60/model_vi_mpqa_xlm_10 filter=lfs diff=lfs merge=lfs -text
2711
  models/mpqa/sdp_bySentiment_asc/60/model_vi_mpqa_xlm_6 filter=lfs diff=lfs merge=lfs -text
2712
  models/mpqa/sdp_bySentiment_asc/60/model_vi_mpqa_xlm_9 filter=lfs diff=lfs merge=lfs -text
2713
+ models/mpqa/sdp_bySentiment_asc/80/model_vi_mpqa_xlm_10 filter=lfs diff=lfs merge=lfs -text
2714
+ models/mpqa/sdp_bySentiment_asc/80/model_vi_mpqa_xlm_6 filter=lfs diff=lfs merge=lfs -text
2715
+ models/mpqa/sdp_bySentiment_asc/80/model_vi_mpqa_xlm_9 filter=lfs diff=lfs merge=lfs -text
models/mpqa/sdp_bySentiment_asc/80/model_vi_mpqa_roberta_6 CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:22764f5d32c3a7a7cdb80650849030ab6ff4325dbb627c548b1649392e3ead69
3
  size 560509047
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:617c635c229f8afec59e3eb5445f41b8a236f488ed7c736360cbe215e9781234
3
  size 560509047
models/mpqa/sdp_bySentiment_asc/80/model_vi_mpqa_roberta_6.train.log CHANGED
The diff for this file is too large to render. See raw diff
 
models/mpqa/sdp_bySentiment_asc/80/model_vi_mpqa_xlm_10 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:90b1b54bbd64f919e00e55091917b313f1f99ae26ab15b8a022a42e7d92839f5
3
+ size 1179290842
models/mpqa/sdp_bySentiment_asc/80/model_vi_mpqa_xlm_10.train.log CHANGED
@@ -1,4 +1,4 @@
1
- 2024-01-01 15:59:12 INFO
2
  ---------------------+-------------------------------
3
  Param | Value
4
  ---------------------+-------------------------------
@@ -15,7 +15,7 @@ batch_size | 1500
15
  update_steps | 1
16
  mode | train
17
  path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_bySentiment_asc/80/model_vi_mpqa_xlm_10
18
- device | 1
19
  seed | 1
20
  threads | 16
21
  local_rank | -1
@@ -36,13 +36,13 @@ bert | xlm-roberta-base
36
  inference | mfvi
37
  ---------------------+-------------------------------
38
 
39
- 2024-01-01 15:59:12 INFO Building the fields
40
- 2024-01-01 15:59:14 INFO CoNLL(
41
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
  (labels): ChartField()
43
  )
44
- 2024-01-01 15:59:14 INFO Building the model
45
- 2024-01-01 15:59:17 INFO VISemanticDependencyModel(
46
  (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
47
  (encoder_dropout): Dropout(p=0.33, inplace=False)
48
  (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
@@ -61,13 +61,799 @@ inference | mfvi
61
  (inference): SemanticDependencyMFVI(max_iter=3)
62
  )
63
 
64
- 2024-01-01 15:59:17 INFO Loading the data
65
- 2024-01-01 15:59:21 INFO
66
  train: Dataset(n_sentences=1253, n_batches=41, n_buckets=32)
67
  dev: Dataset(n_sentences=415, n_batches=32, n_buckets=32)
68
  test: Dataset(n_sentences=2112, n_batches=47, n_buckets=32)
69
 
70
- 2024-01-01 15:59:21 INFO Epoch 1 / 5000:
71
- 2024-01-01 15:59:26 INFO lr: 4.9990e-05 - loss: 0.1162 - UP: 0.95% UR: 4.51% UF: 1.57% P: 0.22% R: 1.03% F: 0.36%
72
- 2024-01-01 15:59:27 INFO dev: loss: 0.1118 - UP: 56.58% UR: 2.85% UF: 5.43% P: 42.54% R: 2.15% F: 4.08%
73
- 2024-01-01 15:59:28 INFO test: loss: 0.0661 - UP: 35.68% UR: 2.79% UF: 5.17% P: 24.32% R: 1.90% F: 3.53%
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-03-24 19:50:01 INFO
2
  ---------------------+-------------------------------
3
  Param | Value
4
  ---------------------+-------------------------------
 
15
  update_steps | 1
16
  mode | train
17
  path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_bySentiment_asc/80/model_vi_mpqa_xlm_10
18
+ device | 0
19
  seed | 1
20
  threads | 16
21
  local_rank | -1
 
36
  inference | mfvi
37
  ---------------------+-------------------------------
38
 
39
+ 2024-03-24 19:50:01 INFO Building the fields
40
+ 2024-03-24 19:50:03 INFO CoNLL(
41
  (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
  (labels): ChartField()
43
  )
44
+ 2024-03-24 19:50:03 INFO Building the model
45
+ 2024-03-24 19:50:05 INFO VISemanticDependencyModel(
46
  (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
47
  (encoder_dropout): Dropout(p=0.33, inplace=False)
48
  (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
 
61
  (inference): SemanticDependencyMFVI(max_iter=3)
62
  )
63
 
64
+ 2024-03-24 19:50:05 INFO Loading the data
65
+ 2024-03-24 19:50:09 INFO
66
  train: Dataset(n_sentences=1253, n_batches=41, n_buckets=32)
67
  dev: Dataset(n_sentences=415, n_batches=32, n_buckets=32)
68
  test: Dataset(n_sentences=2112, n_batches=47, n_buckets=32)
69
 
70
+ 2024-03-24 19:50:09 INFO Epoch 1 / 5000:
71
+ 2024-03-24 19:50:14 INFO lr: 4.9990e-05 - loss: 0.1162 - UP: 0.95% UR: 4.51% UF: 1.57% P: 0.22% R: 1.03% F: 0.36%
72
+ 2024-03-24 19:50:15 INFO dev: loss: 0.1118 - UP: 56.58% UR: 2.85% UF: 5.43% P: 42.54% R: 2.15% F: 4.08%
73
+ 2024-03-24 19:50:16 INFO test: loss: 0.0661 - UP: 35.68% UR: 2.79% UF: 5.17% P: 24.32% R: 1.90% F: 3.53%
74
+ 2024-03-24 19:50:21 INFO 0:00:07.143867s elapsed (saved)
75
+
76
+ 2024-03-24 19:50:21 INFO Epoch 2 / 5000:
77
+ 2024-03-24 19:50:26 INFO lr: 4.9980e-05 - loss: 0.1469 - UP: 42.05% UR: 4.61% UF: 8.30% P: 34.81% R: 3.81% F: 6.87%
78
+ 2024-03-24 19:50:26 INFO dev: loss: 0.0911 - UP: 78.71% UR: 2.70% UF: 5.22% P: 65.16% R: 2.23% F: 4.32%
79
+ 2024-03-24 19:50:28 INFO test: loss: 0.0467 - UP: 49.82% UR: 2.85% UF: 5.40% P: 35.79% R: 2.05% F: 3.88%
80
+ 2024-03-24 19:50:35 INFO 0:00:06.561120s elapsed (saved)
81
+
82
+ 2024-03-24 19:50:35 INFO Epoch 3 / 5000:
83
+ 2024-03-24 19:50:39 INFO lr: 4.9970e-05 - loss: 0.0189 - UP: 54.89% UR: 9.86% UF: 16.72% P: 50.33% R: 9.04% F: 15.33%
84
+ 2024-03-24 19:50:40 INFO dev: loss: 0.0813 - UP: 63.71% UR: 10.33% UF: 17.77% P: 59.62% R: 9.66% F: 16.63%
85
+ 2024-03-24 19:50:41 INFO test: loss: 0.0510 - UP: 26.16% UR: 11.18% UF: 15.66% P: 23.79% R: 10.16% F: 14.24%
86
+ 2024-03-24 19:50:48 INFO 0:00:06.556046s elapsed (saved)
87
+
88
+ 2024-03-24 19:50:48 INFO Epoch 4 / 5000:
89
+ 2024-03-24 19:50:52 INFO lr: 4.9960e-05 - loss: 0.0526 - UP: 58.70% UR: 16.31% UF: 25.53% P: 55.92% R: 15.54% F: 24.32%
90
+ 2024-03-24 19:50:53 INFO dev: loss: 0.0852 - UP: 33.92% UR: 38.54% UF: 36.09% P: 33.40% R: 37.95% F: 35.53%
91
+ 2024-03-24 19:50:54 INFO test: loss: 0.0621 - UP: 15.73% UR: 40.23% UF: 22.62% P: 15.22% R: 38.92% F: 21.88%
92
+ 2024-03-24 19:51:01 INFO 0:00:06.566629s elapsed (saved)
93
+
94
+ 2024-03-24 19:51:01 INFO Epoch 5 / 5000:
95
+ 2024-03-24 19:51:06 INFO lr: 4.9950e-05 - loss: 0.0079 - UP: 61.34% UR: 22.65% UF: 33.08% P: 58.71% R: 21.68% F: 31.66%
96
+ 2024-03-24 19:51:06 INFO dev: loss: 0.0758 - UP: 57.70% UR: 27.42% UF: 37.18% P: 56.31% R: 26.76% F: 36.28%
97
+ 2024-03-24 19:51:08 INFO test: loss: 0.0505 - UP: 22.98% UR: 26.52% UF: 24.62% P: 21.96% R: 25.33% F: 23.52%
98
+ 2024-03-24 19:51:15 INFO 0:00:06.527629s elapsed (saved)
99
+
100
+ 2024-03-24 19:51:15 INFO Epoch 6 / 5000:
101
+ 2024-03-24 19:51:19 INFO lr: 4.9940e-05 - loss: 0.0669 - UP: 70.61% UR: 32.56% UF: 44.57% P: 68.93% R: 31.79% F: 43.51%
102
+ 2024-03-24 19:51:20 INFO dev: loss: 0.0767 - UP: 54.79% UR: 32.64% UF: 40.91% P: 52.78% R: 31.45% F: 39.41%
103
+ 2024-03-24 19:51:21 INFO test: loss: 0.0520 - UP: 25.28% UR: 32.60% UF: 28.48% P: 24.07% R: 31.04% F: 27.11%
104
+ 2024-03-24 19:51:27 INFO 0:00:06.574393s elapsed (saved)
105
+
106
+ 2024-03-24 19:51:27 INFO Epoch 7 / 5000:
107
+ 2024-03-24 19:51:32 INFO lr: 4.9930e-05 - loss: 0.0449 - UP: 72.32% UR: 38.95% UF: 50.63% P: 70.72% R: 38.08% F: 49.50%
108
+ 2024-03-24 19:51:32 INFO dev: loss: 0.0780 - UP: 59.67% UR: 34.19% UF: 43.47% P: 57.43% R: 32.91% F: 41.84%
109
+ 2024-03-24 19:51:34 INFO test: loss: 0.0552 - UP: 27.59% UR: 33.30% UF: 30.18% P: 26.07% R: 31.46% F: 28.51%
110
+ 2024-03-24 19:51:41 INFO 0:00:06.580332s elapsed (saved)
111
+
112
+ 2024-03-24 19:51:41 INFO Epoch 8 / 5000:
113
+ 2024-03-24 19:51:45 INFO lr: 4.9920e-05 - loss: 0.0146 - UP: 74.15% UR: 44.67% UF: 55.75% P: 72.81% R: 43.87% F: 54.75%
114
+ 2024-03-24 19:51:46 INFO dev: loss: 0.0826 - UP: 55.67% UR: 42.57% UF: 48.25% P: 53.64% R: 41.02% F: 46.49%
115
+ 2024-03-24 19:51:47 INFO test: loss: 0.0529 - UP: 23.69% UR: 39.83% UF: 29.71% P: 22.66% R: 38.09% F: 28.42%
116
+ 2024-03-24 19:51:54 INFO 0:00:06.581978s elapsed (saved)
117
+
118
+ 2024-03-24 19:51:54 INFO Epoch 9 / 5000:
119
+ 2024-03-24 19:51:58 INFO lr: 4.9910e-05 - loss: 0.0197 - UP: 76.40% UR: 50.13% UF: 60.54% P: 75.24% R: 49.37% F: 59.62%
120
+ 2024-03-24 19:51:59 INFO dev: loss: 0.0885 - UP: 49.35% UR: 50.66% UF: 50.00% P: 47.52% R: 48.78% F: 48.14%
121
+ 2024-03-24 19:52:00 INFO test: loss: 0.0624 - UP: 20.20% UR: 47.58% UF: 28.36% P: 19.29% R: 45.45% F: 27.09%
122
+ 2024-03-24 19:52:07 INFO 0:00:06.549957s elapsed (saved)
123
+
124
+ 2024-03-24 19:52:07 INFO Epoch 10 / 5000:
125
+ 2024-03-24 19:52:12 INFO lr: 4.9900e-05 - loss: 0.0304 - UP: 79.54% UR: 53.00% UF: 63.61% P: 78.74% R: 52.47% F: 62.97%
126
+ 2024-03-24 19:52:12 INFO dev: loss: 0.0879 - UP: 66.45% UR: 34.61% UF: 45.51% P: 63.35% R: 32.99% F: 43.39%
127
+ 2024-03-24 19:52:14 INFO test: loss: 0.0597 - UP: 27.75% UR: 33.85% UF: 30.49% P: 26.19% R: 31.95% F: 28.78%
128
+ 2024-03-24 19:52:14 INFO 0:00:06.513725s elapsed
129
+
130
+ 2024-03-24 19:52:14 INFO Epoch 11 / 5000:
131
+ 2024-03-24 19:52:18 INFO lr: 4.9890e-05 - loss: 0.0074 - UP: 81.43% UR: 62.93% UF: 70.99% P: 80.88% R: 62.51% F: 70.52%
132
+ 2024-03-24 19:52:19 INFO dev: loss: 0.0930 - UP: 63.63% UR: 40.31% UF: 49.36% P: 61.47% R: 38.94% F: 47.68%
133
+ 2024-03-24 19:52:20 INFO test: loss: 0.0650 - UP: 27.23% UR: 39.70% UF: 32.30% P: 25.86% R: 37.69% F: 30.67%
134
+ 2024-03-24 19:52:20 INFO 0:00:06.554124s elapsed
135
+
136
+ 2024-03-24 19:52:20 INFO Epoch 12 / 5000:
137
+ 2024-03-24 19:52:25 INFO lr: 4.9880e-05 - loss: 0.0085 - UP: 80.04% UR: 55.68% UF: 65.67% P: 79.33% R: 55.18% F: 65.09%
138
+ 2024-03-24 19:52:25 INFO dev: loss: 0.0918 - UP: 66.34% UR: 30.21% UF: 41.51% P: 62.94% R: 28.66% F: 39.39%
139
+ 2024-03-24 19:52:27 INFO test: loss: 0.0595 - UP: 34.34% UR: 29.11% UF: 31.51% P: 31.82% R: 26.98% F: 29.20%
140
+ 2024-03-24 19:52:27 INFO 0:00:06.553434s elapsed
141
+
142
+ 2024-03-24 19:52:27 INFO Epoch 13 / 5000:
143
+ 2024-03-24 19:52:31 INFO lr: 4.9870e-05 - loss: 0.0121 - UP: 82.38% UR: 60.56% UF: 69.81% P: 81.72% R: 60.08% F: 69.25%
144
+ 2024-03-24 19:52:32 INFO dev: loss: 0.0945 - UP: 68.53% UR: 36.40% UF: 47.54% P: 65.45% R: 34.76% F: 45.41%
145
+ 2024-03-24 19:52:33 INFO test: loss: 0.0636 - UP: 28.59% UR: 34.10% UF: 31.10% P: 27.12% R: 32.35% F: 29.50%
146
+ 2024-03-24 19:52:33 INFO 0:00:06.611363s elapsed
147
+
148
+ 2024-03-24 19:52:33 INFO Epoch 14 / 5000:
149
+ 2024-03-24 19:52:38 INFO lr: 4.9860e-05 - loss: 0.0162 - UP: 84.28% UR: 64.95% UF: 73.36% P: 83.72% R: 64.53% F: 72.88%
150
+ 2024-03-24 19:52:38 INFO dev: loss: 0.0995 - UP: 54.92% UR: 53.91% UF: 54.41% P: 51.59% R: 50.64% F: 51.11%
151
+ 2024-03-24 19:52:40 INFO test: loss: 0.0771 - UP: 19.87% UR: 51.26% UF: 28.64% P: 18.34% R: 47.31% F: 26.43%
152
+ 2024-03-24 19:52:47 INFO 0:00:06.666248s elapsed (saved)
153
+
154
+ 2024-03-24 19:52:47 INFO Epoch 15 / 5000:
155
+ 2024-03-24 19:52:51 INFO lr: 4.9850e-05 - loss: 0.0102 - UP: 81.98% UR: 59.30% UF: 68.82% P: 80.19% R: 58.01% F: 67.32%
156
+ 2024-03-24 19:52:52 INFO dev: loss: 0.0923 - UP: 67.76% UR: 37.46% UF: 48.25% P: 65.08% R: 35.98% F: 46.34%
157
+ 2024-03-24 19:52:53 INFO test: loss: 0.0591 - UP: 30.37% UR: 36.95% UF: 33.34% P: 28.96% R: 35.24% F: 31.80%
158
+ 2024-03-24 19:52:53 INFO 0:00:06.578873s elapsed
159
+
160
+ 2024-03-24 19:52:53 INFO Epoch 16 / 5000:
161
+ 2024-03-24 19:52:58 INFO lr: 4.9840e-05 - loss: 0.0301 - UP: 78.74% UR: 59.72% UF: 67.92% P: 78.05% R: 59.19% F: 67.33%
162
+ 2024-03-24 19:52:58 INFO dev: loss: 0.0904 - UP: 69.48% UR: 37.26% UF: 48.51% P: 66.85% R: 35.85% F: 46.67%
163
+ 2024-03-24 19:53:00 INFO test: loss: 0.0689 - UP: 27.55% UR: 35.03% UF: 30.84% P: 26.08% R: 33.17% F: 29.20%
164
+ 2024-03-24 19:53:00 INFO 0:00:06.608844s elapsed
165
+
166
+ 2024-03-24 19:53:00 INFO Epoch 17 / 5000:
167
+ 2024-03-24 19:53:04 INFO lr: 4.9830e-05 - loss: 0.0217 - UP: 84.12% UR: 66.04% UF: 73.99% P: 83.74% R: 65.75% F: 73.66%
168
+ 2024-03-24 19:53:05 INFO dev: loss: 0.1053 - UP: 61.98% UR: 49.47% UF: 55.02% P: 59.10% R: 47.17% F: 52.47%
169
+ 2024-03-24 19:53:07 INFO test: loss: 0.0727 - UP: 24.94% UR: 47.37% UF: 32.68% P: 23.75% R: 45.11% F: 31.12%
170
+ 2024-03-24 19:53:13 INFO 0:00:06.642808s elapsed (saved)
171
+
172
+ 2024-03-24 19:53:13 INFO Epoch 18 / 5000:
173
+ 2024-03-24 19:53:18 INFO lr: 4.9820e-05 - loss: 0.0056 - UP: 87.22% UR: 72.49% UF: 79.17% P: 86.98% R: 72.29% F: 78.96%
174
+ 2024-03-24 19:53:18 INFO dev: loss: 0.1012 - UP: 60.43% UR: 51.70% UF: 55.73% P: 57.87% R: 49.51% F: 53.37%
175
+ 2024-03-24 19:53:20 INFO test: loss: 0.0718 - UP: 24.75% UR: 47.75% UF: 32.60% P: 23.38% R: 45.11% F: 30.80%
176
+ 2024-03-24 19:53:27 INFO 0:00:06.599932s elapsed (saved)
177
+
178
+ 2024-03-24 19:53:27 INFO Epoch 19 / 5000:
179
+ 2024-03-24 19:53:31 INFO lr: 4.9810e-05 - loss: 0.0140 - UP: 87.74% UR: 76.12% UF: 81.52% P: 87.52% R: 75.93% F: 81.31%
180
+ 2024-03-24 19:53:32 INFO dev: loss: 0.1081 - UP: 64.85% UR: 47.32% UF: 54.72% P: 62.36% R: 45.51% F: 52.62%
181
+ 2024-03-24 19:53:33 INFO test: loss: 0.0706 - UP: 29.48% UR: 44.83% UF: 35.57% P: 27.90% R: 42.43% F: 33.66%
182
+ 2024-03-24 19:53:33 INFO 0:00:06.578708s elapsed
183
+
184
+ 2024-03-24 19:53:33 INFO Epoch 20 / 5000:
185
+ 2024-03-24 19:53:38 INFO lr: 4.9800e-05 - loss: 0.0062 - UP: 88.67% UR: 77.38% UF: 82.64% P: 88.49% R: 77.22% F: 82.47%
186
+ 2024-03-24 19:53:39 INFO dev: loss: 0.1117 - UP: 66.05% UR: 49.23% UF: 56.41% P: 63.62% R: 47.41% F: 54.33%
187
+ 2024-03-24 19:53:40 INFO test: loss: 0.0825 - UP: 27.51% UR: 46.29% UF: 34.51% P: 25.91% R: 43.59% F: 32.50%
188
+ 2024-03-24 19:53:47 INFO 0:00:06.571860s elapsed (saved)
189
+
190
+ 2024-03-24 19:53:47 INFO Epoch 21 / 5000:
191
+ 2024-03-24 19:53:51 INFO lr: 4.9790e-05 - loss: 0.0013 - UP: 89.63% UR: 78.01% UF: 83.42% P: 89.40% R: 77.81% F: 83.21%
192
+ 2024-03-24 19:53:52 INFO dev: loss: 0.1106 - UP: 63.18% UR: 48.34% UF: 54.77% P: 60.81% R: 46.53% F: 52.72%
193
+ 2024-03-24 19:53:53 INFO test: loss: 0.0761 - UP: 28.46% UR: 47.71% UF: 35.65% P: 26.90% R: 45.09% F: 33.69%
194
+ 2024-03-24 19:53:53 INFO 0:00:06.581609s elapsed
195
+
196
+ 2024-03-24 19:53:53 INFO Epoch 22 / 5000:
197
+ 2024-03-24 19:53:58 INFO lr: 4.9780e-05 - loss: 0.0094 - UP: 89.77% UR: 79.68% UF: 84.42% P: 89.65% R: 79.57% F: 84.31%
198
+ 2024-03-24 19:53:58 INFO dev: loss: 0.1205 - UP: 66.34% UR: 40.67% UF: 50.43% P: 64.11% R: 39.30% F: 48.72%
199
+ 2024-03-24 19:54:00 INFO test: loss: 0.0714 - UP: 29.37% UR: 38.88% UF: 33.46% P: 27.60% R: 36.53% F: 31.44%
200
+ 2024-03-24 19:54:00 INFO 0:00:06.586045s elapsed
201
+
202
+ 2024-03-24 19:54:00 INFO Epoch 23 / 5000:
203
+ 2024-03-24 19:54:05 INFO lr: 4.9770e-05 - loss: 0.0150 - UP: 85.11% UR: 72.94% UF: 78.56% P: 84.71% R: 72.60% F: 78.19%
204
+ 2024-03-24 19:54:05 INFO dev: loss: 0.1104 - UP: 69.08% UR: 42.99% UF: 53.00% P: 66.20% R: 41.20% F: 50.79%
205
+ 2024-03-24 19:54:07 INFO test: loss: 0.0737 - UP: 30.34% UR: 41.92% UF: 35.20% P: 28.67% R: 39.62% F: 33.27%
206
+ 2024-03-24 19:54:07 INFO 0:00:06.600235s elapsed
207
+
208
+ 2024-03-24 19:54:07 INFO Epoch 24 / 5000:
209
+ 2024-03-24 19:54:11 INFO lr: 4.9760e-05 - loss: 0.0116 - UP: 88.41% UR: 75.90% UF: 81.68% P: 88.20% R: 75.72% F: 81.49%
210
+ 2024-03-24 19:54:12 INFO dev: loss: 0.1100 - UP: 64.82% UR: 48.21% UF: 55.29% P: 61.88% R: 46.02% F: 52.78%
211
+ 2024-03-24 19:54:13 INFO test: loss: 0.0736 - UP: 28.31% UR: 46.33% UF: 35.14% P: 26.77% R: 43.82% F: 33.24%
212
+ 2024-03-24 19:54:13 INFO 0:00:06.661514s elapsed
213
+
214
+ 2024-03-24 19:54:13 INFO Epoch 25 / 5000:
215
+ 2024-03-24 19:54:18 INFO lr: 4.9750e-05 - loss: 0.0028 - UP: 90.16% UR: 78.64% UF: 84.01% P: 89.88% R: 78.40% F: 83.75%
216
+ 2024-03-24 19:54:18 INFO dev: loss: 0.1176 - UP: 51.27% UR: 63.45% UF: 56.71% P: 48.87% R: 60.48% F: 54.06%
217
+ 2024-03-24 19:54:20 INFO test: loss: 0.0890 - UP: 20.85% UR: 62.31% UF: 31.24% P: 19.89% R: 59.43% F: 29.80%
218
+ 2024-03-24 19:54:20 INFO 0:00:06.731417s elapsed
219
+
220
+ 2024-03-24 19:54:20 INFO Epoch 26 / 5000:
221
+ 2024-03-24 19:54:25 INFO lr: 4.9740e-05 - loss: 0.0033 - UP: 88.39% UR: 81.43% UF: 84.77% P: 88.22% R: 81.28% F: 84.61%
222
+ 2024-03-24 19:54:25 INFO dev: loss: 0.1125 - UP: 63.66% UR: 49.31% UF: 55.58% P: 61.35% R: 47.52% F: 53.56%
223
+ 2024-03-24 19:54:27 INFO test: loss: 0.0743 - UP: 27.93% UR: 48.19% UF: 35.36% P: 26.68% R: 46.04% F: 33.78%
224
+ 2024-03-24 19:54:27 INFO 0:00:06.890592s elapsed
225
+
226
+ 2024-03-24 19:54:27 INFO Epoch 27 / 5000:
227
+ 2024-03-24 19:54:32 INFO lr: 4.9730e-05 - loss: 0.0140 - UP: 91.64% UR: 83.77% UF: 87.53% P: 91.55% R: 83.69% F: 87.45%
228
+ 2024-03-24 19:54:32 INFO dev: loss: 0.1152 - UP: 67.91% UR: 51.02% UF: 58.26% P: 65.03% R: 48.85% F: 55.79%
229
+ 2024-03-24 19:54:34 INFO test: loss: 0.0792 - UP: 29.59% UR: 48.05% UF: 36.62% P: 28.11% R: 45.64% F: 34.79%
230
+ 2024-03-24 19:54:40 INFO 0:00:07.038473s elapsed (saved)
231
+
232
+ 2024-03-24 19:54:40 INFO Epoch 28 / 5000:
233
+ 2024-03-24 19:54:45 INFO lr: 4.9720e-05 - loss: 0.0081 - UP: 93.22% UR: 85.53% UF: 89.21% P: 93.10% R: 85.42% F: 89.10%
234
+ 2024-03-24 19:54:45 INFO dev: loss: 0.1174 - UP: 64.42% UR: 52.26% UF: 57.70% P: 61.75% R: 50.09% F: 55.31%
235
+ 2024-03-24 19:54:47 INFO test: loss: 0.0863 - UP: 26.47% UR: 51.38% UF: 34.94% P: 25.14% R: 48.81% F: 33.18%
236
+ 2024-03-24 19:54:47 INFO 0:00:06.614197s elapsed
237
+
238
+ 2024-03-24 19:54:47 INFO Epoch 29 / 5000:
239
+ 2024-03-24 19:54:52 INFO lr: 4.9710e-05 - loss: 0.0079 - UP: 93.04% UR: 86.25% UF: 89.52% P: 92.93% R: 86.15% F: 89.41%
240
+ 2024-03-24 19:54:52 INFO dev: loss: 0.1147 - UP: 65.51% UR: 52.39% UF: 58.22% P: 63.14% R: 50.49% F: 56.11%
241
+ 2024-03-24 19:54:54 INFO test: loss: 0.0794 - UP: 29.73% UR: 49.27% UF: 37.09% P: 28.38% R: 47.03% F: 35.40%
242
+ 2024-03-24 19:55:00 INFO 0:00:06.604462s elapsed (saved)
243
+
244
+ 2024-03-24 19:55:00 INFO Epoch 30 / 5000:
245
+ 2024-03-24 19:55:05 INFO lr: 4.9700e-05 - loss: 0.0017 - UP: 92.60% UR: 87.26% UF: 89.85% P: 92.50% R: 87.17% F: 89.75%
246
+ 2024-03-24 19:55:05 INFO dev: loss: 0.1193 - UP: 65.45% UR: 53.16% UF: 58.67% P: 62.32% R: 50.62% F: 55.86%
247
+ 2024-03-24 19:55:07 INFO test: loss: 0.0879 - UP: 27.13% UR: 50.43% UF: 35.28% P: 25.78% R: 47.92% F: 33.53%
248
+ 2024-03-24 19:55:07 INFO 0:00:06.582379s elapsed
249
+
250
+ 2024-03-24 19:55:07 INFO Epoch 31 / 5000:
251
+ 2024-03-24 19:55:12 INFO lr: 4.9690e-05 - loss: 0.0006 - UP: 94.11% UR: 89.42% UF: 91.71% P: 94.06% R: 89.37% F: 91.65%
252
+ 2024-03-24 19:55:12 INFO dev: loss: 0.1230 - UP: 63.46% UR: 55.22% UF: 59.05% P: 60.86% R: 52.96% F: 56.64%
253
+ 2024-03-24 19:55:14 INFO test: loss: 0.0866 - UP: 26.86% UR: 52.29% UF: 35.49% P: 25.73% R: 50.10% F: 34.00%
254
+ 2024-03-24 19:55:20 INFO 0:00:06.595063s elapsed (saved)
255
+
256
+ 2024-03-24 19:55:20 INFO Epoch 32 / 5000:
257
+ 2024-03-24 19:55:25 INFO lr: 4.9680e-05 - loss: 0.0056 - UP: 94.32% UR: 90.03% UF: 92.12% P: 94.27% R: 89.98% F: 92.08%
258
+ 2024-03-24 19:55:25 INFO dev: loss: 0.1235 - UP: 65.65% UR: 53.56% UF: 58.99% P: 62.67% R: 51.13% F: 56.31%
259
+ 2024-03-24 19:55:27 INFO test: loss: 0.0872 - UP: 27.62% UR: 49.40% UF: 35.43% P: 26.13% R: 46.74% F: 33.52%
260
+ 2024-03-24 19:55:27 INFO 0:00:06.580465s elapsed
261
+
262
+ 2024-03-24 19:55:27 INFO Epoch 33 / 5000:
263
+ 2024-03-24 19:55:32 INFO lr: 4.9670e-05 - loss: 0.0054 - UP: 94.44% UR: 89.15% UF: 91.72% P: 94.39% R: 89.11% F: 91.67%
264
+ 2024-03-24 19:55:32 INFO dev: loss: 0.1282 - UP: 62.38% UR: 57.28% UF: 59.72% P: 59.61% R: 54.73% F: 57.07%
265
+ 2024-03-24 19:55:34 INFO test: loss: 0.0931 - UP: 23.46% UR: 52.48% UF: 32.43% P: 22.26% R: 49.80% F: 30.77%
266
+ 2024-03-24 19:55:40 INFO 0:00:06.581423s elapsed (saved)
267
+
268
+ 2024-03-24 19:55:40 INFO Epoch 34 / 5000:
269
+ 2024-03-24 19:55:45 INFO lr: 4.9660e-05 - loss: 0.0046 - UP: 94.28% UR: 90.78% UF: 92.50% P: 94.22% R: 90.71% F: 92.43%
270
+ 2024-03-24 19:55:45 INFO dev: loss: 0.1310 - UP: 63.08% UR: 57.87% UF: 60.36% P: 60.69% R: 55.68% F: 58.08%
271
+ 2024-03-24 19:55:47 INFO test: loss: 0.0951 - UP: 25.44% UR: 54.32% UF: 34.65% P: 24.22% R: 51.70% F: 32.98%
272
+ 2024-03-24 19:55:54 INFO 0:00:06.601264s elapsed (saved)
273
+
274
+ 2024-03-24 19:55:54 INFO Epoch 35 / 5000:
275
+ 2024-03-24 19:55:59 INFO lr: 4.9650e-05 - loss: 0.0071 - UP: 90.97% UR: 87.49% UF: 89.20% P: 90.76% R: 87.29% F: 88.99%
276
+ 2024-03-24 19:55:59 INFO dev: loss: 0.1203 - UP: 68.44% UR: 46.90% UF: 55.66% P: 66.18% R: 45.36% F: 53.82%
277
+ 2024-03-24 19:56:01 INFO test: loss: 0.0887 - UP: 29.53% UR: 43.86% UF: 35.30% P: 27.97% R: 41.54% F: 33.43%
278
+ 2024-03-24 19:56:01 INFO 0:00:06.588996s elapsed
279
+
280
+ 2024-03-24 19:56:01 INFO Epoch 36 / 5000:
281
+ 2024-03-24 19:56:05 INFO lr: 4.9640e-05 - loss: 0.0089 - UP: 93.21% UR: 85.65% UF: 89.27% P: 93.08% R: 85.54% F: 89.15%
282
+ 2024-03-24 19:56:06 INFO dev: loss: 0.1234 - UP: 60.92% UR: 59.04% UF: 59.97% P: 58.48% R: 56.68% F: 57.56%
283
+ 2024-03-24 19:56:07 INFO test: loss: 0.0922 - UP: 24.03% UR: 55.88% UF: 33.61% P: 22.85% R: 53.14% F: 31.95%
284
+ 2024-03-24 19:56:07 INFO 0:00:06.563535s elapsed
285
+
286
+ 2024-03-24 19:56:07 INFO Epoch 37 / 5000:
287
+ 2024-03-24 19:56:12 INFO lr: 4.9630e-05 - loss: 0.0036 - UP: 94.10% UR: 90.24% UF: 92.13% P: 93.93% R: 90.08% F: 91.97%
288
+ 2024-03-24 19:56:12 INFO dev: loss: 0.1327 - UP: 62.96% UR: 58.67% UF: 60.74% P: 60.49% R: 56.37% F: 58.36%
289
+ 2024-03-24 19:56:14 INFO test: loss: 0.0970 - UP: 25.40% UR: 55.53% UF: 34.86% P: 24.28% R: 53.07% F: 33.32%
290
+ 2024-03-24 19:56:20 INFO 0:00:06.595730s elapsed (saved)
291
+
292
+ 2024-03-24 19:56:20 INFO Epoch 38 / 5000:
293
+ 2024-03-24 19:56:25 INFO lr: 4.9620e-05 - loss: 0.0055 - UP: 90.95% UR: 84.79% UF: 87.76% P: 90.69% R: 84.55% F: 87.51%
294
+ 2024-03-24 19:56:26 INFO dev: loss: 0.1270 - UP: 58.59% UR: 55.75% UF: 57.13% P: 56.19% R: 53.47% F: 54.80%
295
+ 2024-03-24 19:56:27 INFO test: loss: 0.0930 - UP: 23.95% UR: 55.23% UF: 33.41% P: 22.71% R: 52.38% F: 31.69%
296
+ 2024-03-24 19:56:27 INFO 0:00:06.582384s elapsed
297
+
298
+ 2024-03-24 19:56:27 INFO Epoch 39 / 5000:
299
+ 2024-03-24 19:56:32 INFO lr: 4.9610e-05 - loss: 0.0066 - UP: 91.91% UR: 84.74% UF: 88.18% P: 91.27% R: 84.14% F: 87.56%
300
+ 2024-03-24 19:56:32 INFO dev: loss: 0.1119 - UP: 64.50% UR: 48.78% UF: 55.55% P: 62.16% R: 47.01% F: 53.54%
301
+ 2024-03-24 19:56:34 INFO test: loss: 0.0803 - UP: 26.49% UR: 45.76% UF: 33.56% P: 25.18% R: 43.50% F: 31.90%
302
+ 2024-03-24 19:56:34 INFO 0:00:06.615283s elapsed
303
+
304
+ 2024-03-24 19:56:34 INFO Epoch 40 / 5000:
305
+ 2024-03-24 19:56:38 INFO lr: 4.9600e-05 - loss: 0.0028 - UP: 93.40% UR: 86.24% UF: 89.68% P: 93.19% R: 86.05% F: 89.48%
306
+ 2024-03-24 19:56:39 INFO dev: loss: 0.1133 - UP: 62.93% UR: 55.37% UF: 58.91% P: 60.02% R: 52.81% F: 56.18%
307
+ 2024-03-24 19:56:40 INFO test: loss: 0.0886 - UP: 23.93% UR: 52.44% UF: 32.86% P: 22.64% R: 49.61% F: 31.09%
308
+ 2024-03-24 19:56:40 INFO 0:00:06.626892s elapsed
309
+
310
+ 2024-03-24 19:56:40 INFO Epoch 41 / 5000:
311
+ 2024-03-24 19:56:45 INFO lr: 4.9590e-05 - loss: 0.0047 - UP: 93.92% UR: 89.63% UF: 91.72% P: 93.84% R: 89.56% F: 91.65%
312
+ 2024-03-24 19:56:45 INFO dev: loss: 0.1192 - UP: 69.08% UR: 51.57% UF: 59.05% P: 65.67% R: 49.03% F: 56.14%
313
+ 2024-03-24 19:56:47 INFO test: loss: 0.0843 - UP: 28.48% UR: 49.23% UF: 36.09% P: 27.04% R: 46.74% F: 34.26%
314
+ 2024-03-24 19:56:47 INFO 0:00:06.704761s elapsed
315
+
316
+ 2024-03-24 19:56:47 INFO Epoch 42 / 5000:
317
+ 2024-03-24 19:56:52 INFO lr: 4.9580e-05 - loss: 0.0020 - UP: 95.23% UR: 91.64% UF: 93.40% P: 95.19% R: 91.60% F: 93.36%
318
+ 2024-03-24 19:56:52 INFO dev: loss: 0.1208 - UP: 68.86% UR: 50.71% UF: 58.41% P: 65.53% R: 48.25% F: 55.58%
319
+ 2024-03-24 19:56:54 INFO test: loss: 0.0844 - UP: 30.33% UR: 49.84% UF: 37.71% P: 28.65% R: 47.09% F: 35.63%
320
+ 2024-03-24 19:56:54 INFO 0:00:06.800604s elapsed
321
+
322
+ 2024-03-24 19:56:54 INFO Epoch 43 / 5000:
323
+ 2024-03-24 19:56:59 INFO lr: 4.9570e-05 - loss: 0.0036 - UP: 95.01% UR: 90.84% UF: 92.88% P: 94.85% R: 90.68% F: 92.72%
324
+ 2024-03-24 19:56:59 INFO dev: loss: 0.1268 - UP: 65.33% UR: 54.84% UF: 59.63% P: 62.04% R: 52.08% F: 56.62%
325
+ 2024-03-24 19:57:01 INFO test: loss: 0.0924 - UP: 25.67% UR: 50.48% UF: 34.03% P: 24.30% R: 47.79% F: 32.22%
326
+ 2024-03-24 19:57:01 INFO 0:00:06.995027s elapsed
327
+
328
+ 2024-03-24 19:57:01 INFO Epoch 44 / 5000:
329
+ 2024-03-24 19:57:06 INFO lr: 4.9560e-05 - loss: 0.0020 - UP: 94.69% UR: 90.88% UF: 92.75% P: 94.55% R: 90.74% F: 92.61%
330
+ 2024-03-24 19:57:06 INFO dev: loss: 0.1445 - UP: 63.26% UR: 56.02% UF: 59.42% P: 59.94% R: 53.07% F: 56.30%
331
+ 2024-03-24 19:57:08 INFO test: loss: 0.1160 - UP: 24.06% UR: 52.12% UF: 32.92% P: 22.43% R: 48.59% F: 30.69%
332
+ 2024-03-24 19:57:08 INFO 0:00:07.233918s elapsed
333
+
334
+ 2024-03-24 19:57:08 INFO Epoch 45 / 5000:
335
+ 2024-03-24 19:57:13 INFO lr: 4.9550e-05 - loss: 0.0083 - UP: 94.61% UR: 90.68% UF: 92.60% P: 94.36% R: 90.45% F: 92.36%
336
+ 2024-03-24 19:57:13 INFO dev: loss: 0.1307 - UP: 66.12% UR: 43.81% UF: 52.70% P: 62.98% R: 41.73% F: 50.20%
337
+ 2024-03-24 19:57:15 INFO test: loss: 0.0906 - UP: 27.18% UR: 42.81% UF: 33.25% P: 25.65% R: 40.40% F: 31.38%
338
+ 2024-03-24 19:57:15 INFO 0:00:06.839722s elapsed
339
+
340
+ 2024-03-24 19:57:15 INFO Epoch 46 / 5000:
341
+ 2024-03-24 19:57:20 INFO lr: 4.9540e-05 - loss: 0.0038 - UP: 94.00% UR: 88.88% UF: 91.37% P: 93.88% R: 88.77% F: 91.25%
342
+ 2024-03-24 19:57:20 INFO dev: loss: 0.1347 - UP: 65.08% UR: 54.78% UF: 59.49% P: 61.95% R: 52.15% F: 56.63%
343
+ 2024-03-24 19:57:22 INFO test: loss: 0.0989 - UP: 26.60% UR: 53.54% UF: 35.54% P: 24.96% R: 50.24% F: 33.35%
344
+ 2024-03-24 19:57:22 INFO 0:00:06.816596s elapsed
345
+
346
+ 2024-03-24 19:57:22 INFO Epoch 47 / 5000:
347
+ 2024-03-24 19:57:26 INFO lr: 4.9530e-05 - loss: 0.0059 - UP: 94.78% UR: 91.92% UF: 93.33% P: 94.75% R: 91.88% F: 93.30%
348
+ 2024-03-24 19:57:27 INFO dev: loss: 0.1383 - UP: 64.74% UR: 55.55% UF: 59.80% P: 62.01% R: 53.21% F: 57.27%
349
+ 2024-03-24 19:57:29 INFO test: loss: 0.1016 - UP: 26.60% UR: 53.24% UF: 35.48% P: 25.17% R: 50.37% F: 33.56%
350
+ 2024-03-24 19:57:29 INFO 0:00:06.819671s elapsed
351
+
352
+ 2024-03-24 19:57:29 INFO Epoch 48 / 5000:
353
+ 2024-03-24 19:57:33 INFO lr: 4.9520e-05 - loss: 0.0049 - UP: 94.06% UR: 89.06% UF: 91.49% P: 94.01% R: 89.01% F: 91.44%
354
+ 2024-03-24 19:57:34 INFO dev: loss: 0.1458 - UP: 60.52% UR: 54.53% UF: 57.37% P: 57.40% R: 51.72% F: 54.41%
355
+ 2024-03-24 19:57:35 INFO test: loss: 0.1025 - UP: 23.85% UR: 54.17% UF: 33.12% P: 22.70% R: 51.57% F: 31.53%
356
+ 2024-03-24 19:57:35 INFO 0:00:06.799612s elapsed
357
+
358
+ 2024-03-24 19:57:35 INFO Epoch 49 / 5000:
359
+ 2024-03-24 19:57:40 INFO lr: 4.9510e-05 - loss: 0.0236 - UP: 89.30% UR: 81.47% UF: 85.21% P: 89.19% R: 81.37% F: 85.10%
360
+ 2024-03-24 19:57:40 INFO dev: loss: 0.1136 - UP: 59.55% UR: 51.64% UF: 55.31% P: 57.18% R: 49.58% F: 53.11%
361
+ 2024-03-24 19:57:42 INFO test: loss: 0.0897 - UP: 24.76% UR: 52.42% UF: 33.63% P: 23.47% R: 49.69% F: 31.88%
362
+ 2024-03-24 19:57:42 INFO 0:00:06.771735s elapsed
363
+
364
+ 2024-03-24 19:57:42 INFO Epoch 50 / 5000:
365
+ 2024-03-24 19:57:47 INFO lr: 4.9500e-05 - loss: 0.0079 - UP: 90.86% UR: 83.34% UF: 86.94% P: 90.55% R: 83.06% F: 86.64%
366
+ 2024-03-24 19:57:47 INFO dev: loss: 0.1209 - UP: 64.88% UR: 51.97% UF: 57.71% P: 62.09% R: 49.73% F: 55.23%
367
+ 2024-03-24 19:57:49 INFO test: loss: 0.0981 - UP: 26.19% UR: 50.81% UF: 34.56% P: 24.83% R: 48.17% F: 32.77%
368
+ 2024-03-24 19:57:49 INFO 0:00:06.742078s elapsed
369
+
370
+ 2024-03-24 19:57:49 INFO Epoch 51 / 5000:
371
+ 2024-03-24 19:57:53 INFO lr: 4.9490e-05 - loss: 0.0075 - UP: 91.04% UR: 85.99% UF: 88.44% P: 90.85% R: 85.82% F: 88.26%
372
+ 2024-03-24 19:57:54 INFO dev: loss: 0.1170 - UP: 57.64% UR: 63.47% UF: 60.41% P: 55.03% R: 60.59% F: 57.68%
373
+ 2024-03-24 19:57:56 INFO test: loss: 0.1046 - UP: 21.72% UR: 59.58% UF: 31.84% P: 20.50% R: 56.24% F: 30.05%
374
+ 2024-03-24 19:57:56 INFO 0:00:06.741928s elapsed
375
+
376
+ 2024-03-24 19:57:56 INFO Epoch 52 / 5000:
377
+ 2024-03-24 19:58:00 INFO lr: 4.9480e-05 - loss: 0.0019 - UP: 94.34% UR: 89.37% UF: 91.79% P: 94.23% R: 89.27% F: 91.68%
378
+ 2024-03-24 19:58:01 INFO dev: loss: 0.1177 - UP: 61.70% UR: 61.21% UF: 61.46% P: 59.14% R: 58.67% F: 58.90%
379
+ 2024-03-24 19:58:02 INFO test: loss: 0.0982 - UP: 24.34% UR: 54.34% UF: 33.62% P: 22.98% R: 51.32% F: 31.75%
380
+ 2024-03-24 19:58:09 INFO 0:00:06.722166s elapsed (saved)
381
+
382
+ 2024-03-24 19:58:09 INFO Epoch 53 / 5000:
383
+ 2024-03-24 19:58:13 INFO lr: 4.9470e-05 - loss: 0.0019 - UP: 96.22% UR: 92.37% UF: 94.25% P: 96.11% R: 92.26% F: 94.15%
384
+ 2024-03-24 19:58:14 INFO dev: loss: 0.1291 - UP: 61.47% UR: 59.55% UF: 60.50% P: 59.03% R: 57.19% F: 58.09%
385
+ 2024-03-24 19:58:15 INFO test: loss: 0.1081 - UP: 24.39% UR: 55.38% UF: 33.87% P: 23.10% R: 52.44% F: 32.07%
386
+ 2024-03-24 19:58:15 INFO 0:00:06.570822s elapsed
387
+
388
+ 2024-03-24 19:58:15 INFO Epoch 54 / 5000:
389
+ 2024-03-24 19:58:20 INFO lr: 4.9460e-05 - loss: 0.0034 - UP: 95.48% UR: 93.40% UF: 94.43% P: 95.43% R: 93.34% F: 94.37%
390
+ 2024-03-24 19:58:20 INFO dev: loss: 0.1293 - UP: 63.05% UR: 59.07% UF: 61.00% P: 60.65% R: 56.81% F: 58.67%
391
+ 2024-03-24 19:58:22 INFO test: loss: 0.1085 - UP: 25.59% UR: 55.74% UF: 35.08% P: 24.24% R: 52.80% F: 33.23%
392
+ 2024-03-24 19:58:22 INFO 0:00:06.561820s elapsed
393
+
394
+ 2024-03-24 19:58:22 INFO Epoch 55 / 5000:
395
+ 2024-03-24 19:58:27 INFO lr: 4.9450e-05 - loss: 0.0039 - UP: 96.13% UR: 93.83% UF: 94.97% P: 96.12% R: 93.82% F: 94.95%
396
+ 2024-03-24 19:58:27 INFO dev: loss: 0.1238 - UP: 65.57% UR: 54.58% UF: 59.57% P: 62.99% R: 52.43% F: 57.23%
397
+ 2024-03-24 19:58:29 INFO test: loss: 0.1060 - UP: 26.27% UR: 51.32% UF: 34.75% P: 24.90% R: 48.64% F: 32.94%
398
+ 2024-03-24 19:58:29 INFO 0:00:06.568910s elapsed
399
+
400
+ 2024-03-24 19:58:29 INFO Epoch 56 / 5000:
401
+ 2024-03-24 19:58:33 INFO lr: 4.9440e-05 - loss: 0.0009 - UP: 96.60% UR: 93.46% UF: 95.00% P: 96.57% R: 93.42% F: 94.97%
402
+ 2024-03-24 19:58:34 INFO dev: loss: 0.1260 - UP: 66.21% UR: 55.09% UF: 60.14% P: 63.53% R: 52.85% F: 57.70%
403
+ 2024-03-24 19:58:35 INFO test: loss: 0.1045 - UP: 26.98% UR: 51.09% UF: 35.31% P: 25.55% R: 48.38% F: 33.44%
404
+ 2024-03-24 19:58:35 INFO 0:00:06.604771s elapsed
405
+
406
+ 2024-03-24 19:58:35 INFO Epoch 57 / 5000:
407
+ 2024-03-24 19:58:40 INFO lr: 4.9430e-05 - loss: 0.0017 - UP: 96.54% UR: 95.05% UF: 95.79% P: 96.51% R: 95.02% F: 95.76%
408
+ 2024-03-24 19:58:40 INFO dev: loss: 0.1279 - UP: 65.22% UR: 57.67% UF: 61.21% P: 62.79% R: 55.53% F: 58.94%
409
+ 2024-03-24 19:58:42 INFO test: loss: 0.1081 - UP: 27.09% UR: 54.05% UF: 36.09% P: 25.68% R: 51.24% F: 34.21%
410
+ 2024-03-24 19:58:49 INFO 0:00:06.646531s elapsed (saved)
411
+
412
+ 2024-03-24 19:58:49 INFO Epoch 58 / 5000:
413
+ 2024-03-24 19:58:54 INFO lr: 4.9420e-05 - loss: 0.0019 - UP: 97.16% UR: 95.76% UF: 96.46% P: 97.12% R: 95.72% F: 96.42%
414
+ 2024-03-24 19:58:54 INFO dev: loss: 0.1316 - UP: 67.43% UR: 53.80% UF: 59.85% P: 64.69% R: 51.61% F: 57.42%
415
+ 2024-03-24 19:58:56 INFO test: loss: 0.1076 - UP: 28.42% UR: 50.69% UF: 36.42% P: 26.81% R: 47.81% F: 34.36%
416
+ 2024-03-24 19:58:56 INFO 0:00:06.603934s elapsed
417
+
418
+ 2024-03-24 19:58:56 INFO Epoch 59 / 5000:
419
+ 2024-03-24 19:59:00 INFO lr: 4.9410e-05 - loss: 0.0046 - UP: 96.50% UR: 95.05% UF: 95.77% P: 96.42% R: 94.98% F: 95.69%
420
+ 2024-03-24 19:59:01 INFO dev: loss: 0.1260 - UP: 62.78% UR: 59.64% UF: 61.17% P: 60.03% R: 57.03% F: 58.49%
421
+ 2024-03-24 19:59:02 INFO test: loss: 0.1173 - UP: 23.43% UR: 54.45% UF: 32.76% P: 22.04% R: 51.21% F: 30.81%
422
+ 2024-03-24 19:59:02 INFO 0:00:06.573682s elapsed
423
+
424
+ 2024-03-24 19:59:02 INFO Epoch 60 / 5000:
425
+ 2024-03-24 19:59:07 INFO lr: 4.9400e-05 - loss: 0.0033 - UP: 95.51% UR: 94.46% UF: 94.98% P: 95.25% R: 94.21% F: 94.73%
426
+ 2024-03-24 19:59:07 INFO dev: loss: 0.1287 - UP: 67.68% UR: 54.56% UF: 60.41% P: 64.47% R: 51.97% F: 57.55%
427
+ 2024-03-24 19:59:09 INFO test: loss: 0.1051 - UP: 29.33% UR: 49.27% UF: 36.77% P: 27.62% R: 46.40% F: 34.63%
428
+ 2024-03-24 19:59:09 INFO 0:00:06.591958s elapsed
429
+
430
+ 2024-03-24 19:59:09 INFO Epoch 61 / 5000:
431
+ 2024-03-24 19:59:13 INFO lr: 4.9390e-05 - loss: 0.0023 - UP: 97.02% UR: 94.50% UF: 95.74% P: 96.91% R: 94.39% F: 95.64%
432
+ 2024-03-24 19:59:14 INFO dev: loss: 0.1280 - UP: 65.37% UR: 59.11% UF: 62.08% P: 62.41% R: 56.44% F: 59.27%
433
+ 2024-03-24 19:59:15 INFO test: loss: 0.1087 - UP: 25.54% UR: 55.57% UF: 35.00% P: 24.02% R: 52.25% F: 32.91%
434
+ 2024-03-24 19:59:22 INFO 0:00:06.712243s elapsed (saved)
435
+
436
+ 2024-03-24 19:59:22 INFO Epoch 62 / 5000:
437
+ 2024-03-24 19:59:27 INFO lr: 4.9380e-05 - loss: 0.0008 - UP: 97.00% UR: 95.68% UF: 96.34% P: 96.94% R: 95.62% F: 96.28%
438
+ 2024-03-24 19:59:27 INFO dev: loss: 0.1363 - UP: 66.04% UR: 54.62% UF: 59.79% P: 63.42% R: 52.45% F: 57.42%
439
+ 2024-03-24 19:59:29 INFO test: loss: 0.1123 - UP: 26.63% UR: 47.94% UF: 34.24% P: 25.16% R: 45.30% F: 32.35%
440
+ 2024-03-24 19:59:29 INFO 0:00:06.538142s elapsed
441
+
442
+ 2024-03-24 19:59:29 INFO Epoch 63 / 5000:
443
+ 2024-03-24 19:59:33 INFO lr: 4.9370e-05 - loss: 0.0013 - UP: 97.35% UR: 96.16% UF: 96.75% P: 97.33% R: 96.13% F: 96.73%
444
+ 2024-03-24 19:59:34 INFO dev: loss: 0.1337 - UP: 64.83% UR: 56.21% UF: 60.22% P: 62.13% R: 53.87% F: 57.70%
445
+ 2024-03-24 19:59:35 INFO test: loss: 0.1079 - UP: 25.91% UR: 51.41% UF: 34.45% P: 24.36% R: 48.34% F: 32.40%
446
+ 2024-03-24 19:59:35 INFO 0:00:06.632800s elapsed
447
+
448
+ 2024-03-24 19:59:35 INFO Epoch 64 / 5000:
449
+ 2024-03-24 19:59:40 INFO lr: 4.9360e-05 - loss: 0.0019 - UP: 97.62% UR: 96.56% UF: 97.09% P: 97.60% R: 96.54% F: 97.07%
450
+ 2024-03-24 19:59:40 INFO dev: loss: 0.1428 - UP: 67.35% UR: 56.02% UF: 61.16% P: 64.32% R: 53.49% F: 58.41%
451
+ 2024-03-24 19:59:42 INFO test: loss: 0.1154 - UP: 27.22% UR: 49.38% UF: 35.09% P: 25.62% R: 46.48% F: 33.03%
452
+ 2024-03-24 19:59:42 INFO 0:00:06.633478s elapsed
453
+
454
+ 2024-03-24 19:59:42 INFO Epoch 65 / 5000:
455
+ 2024-03-24 19:59:47 INFO lr: 4.9350e-05 - loss: 0.0070 - UP: 95.32% UR: 93.73% UF: 94.52% P: 94.16% R: 92.59% F: 93.37%
456
+ 2024-03-24 19:59:47 INFO dev: loss: 0.1158 - UP: 65.81% UR: 49.62% UF: 56.58% P: 62.67% R: 47.26% F: 53.88%
457
+ 2024-03-24 19:59:49 INFO test: loss: 0.0880 - UP: 27.08% UR: 47.26% UF: 34.43% P: 25.47% R: 44.45% F: 32.39%
458
+ 2024-03-24 19:59:49 INFO 0:00:06.669866s elapsed
459
+
460
+ 2024-03-24 19:59:49 INFO Epoch 66 / 5000:
461
+ 2024-03-24 19:59:53 INFO lr: 4.9340e-05 - loss: 0.0008 - UP: 96.37% UR: 93.82% UF: 95.07% P: 95.95% R: 93.41% F: 94.66%
462
+ 2024-03-24 19:59:54 INFO dev: loss: 0.1346 - UP: 66.72% UR: 50.64% UF: 57.58% P: 63.20% R: 47.97% F: 54.54%
463
+ 2024-03-24 19:59:56 INFO test: loss: 0.1012 - UP: 28.99% UR: 47.50% UF: 36.00% P: 27.34% R: 44.79% F: 33.95%
464
+ 2024-03-24 19:59:56 INFO 0:00:06.791219s elapsed
465
+
466
+ 2024-03-24 19:59:56 INFO Epoch 67 / 5000:
467
+ 2024-03-24 20:00:00 INFO lr: 4.9330e-05 - loss: 0.0002 - UP: 96.83% UR: 95.64% UF: 96.23% P: 96.72% R: 95.53% F: 96.12%
468
+ 2024-03-24 20:00:01 INFO dev: loss: 0.1359 - UP: 69.15% UR: 49.62% UF: 57.78% P: 65.86% R: 47.26% F: 55.03%
469
+ 2024-03-24 20:00:03 INFO test: loss: 0.0969 - UP: 29.82% UR: 45.43% UF: 36.00% P: 28.11% R: 42.83% F: 33.94%
470
+ 2024-03-24 20:00:03 INFO 0:00:07.148457s elapsed
471
+
472
+ 2024-03-24 20:00:03 INFO Epoch 68 / 5000:
473
+ 2024-03-24 20:00:07 INFO lr: 4.9320e-05 - loss: 0.0021 - UP: 96.87% UR: 95.01% UF: 95.93% P: 96.83% R: 94.97% F: 95.89%
474
+ 2024-03-24 20:00:08 INFO dev: loss: 0.1302 - UP: 61.02% UR: 62.47% UF: 61.74% P: 58.12% R: 59.51% F: 58.81%
475
+ 2024-03-24 20:00:10 INFO test: loss: 0.1047 - UP: 23.42% UR: 55.00% UF: 32.85% P: 22.13% R: 51.98% F: 31.04%
476
+ 2024-03-24 20:00:10 INFO 0:00:06.846896s elapsed
477
+
478
+ 2024-03-24 20:00:10 INFO Epoch 69 / 5000:
479
+ 2024-03-24 20:00:14 INFO lr: 4.9310e-05 - loss: 0.0007 - UP: 98.07% UR: 96.13% UF: 97.09% P: 98.04% R: 96.10% F: 97.06%
480
+ 2024-03-24 20:00:15 INFO dev: loss: 0.1311 - UP: 63.23% UR: 59.73% UF: 61.43% P: 60.18% R: 56.86% F: 58.47%
481
+ 2024-03-24 20:00:16 INFO test: loss: 0.1071 - UP: 25.45% UR: 54.32% UF: 34.66% P: 24.03% R: 51.30% F: 32.73%
482
+ 2024-03-24 20:00:16 INFO 0:00:06.872149s elapsed
483
+
484
+ 2024-03-24 20:00:16 INFO Epoch 70 / 5000:
485
+ 2024-03-24 20:00:21 INFO lr: 4.9300e-05 - loss: 0.0018 - UP: 97.67% UR: 96.81% UF: 97.24% P: 97.64% R: 96.78% F: 97.21%
486
+ 2024-03-24 20:00:22 INFO dev: loss: 0.1406 - UP: 64.87% UR: 58.76% UF: 61.66% P: 61.77% R: 55.95% F: 58.71%
487
+ 2024-03-24 20:00:23 INFO test: loss: 0.1144 - UP: 26.40% UR: 54.28% UF: 35.52% P: 24.91% R: 51.21% F: 33.52%
488
+ 2024-03-24 20:00:23 INFO 0:00:06.810561s elapsed
489
+
490
+ 2024-03-24 20:00:23 INFO Epoch 71 / 5000:
491
+ 2024-03-24 20:00:28 INFO lr: 4.9290e-05 - loss: 0.0014 - UP: 98.10% UR: 96.99% UF: 97.54% P: 98.04% R: 96.93% F: 97.48%
492
+ 2024-03-24 20:00:28 INFO dev: loss: 0.1429 - UP: 65.61% UR: 57.54% UF: 61.31% P: 62.53% R: 54.84% F: 58.44%
493
+ 2024-03-24 20:00:30 INFO test: loss: 0.1112 - UP: 26.48% UR: 53.33% UF: 35.39% P: 24.97% R: 50.29% F: 33.37%
494
+ 2024-03-24 20:00:30 INFO 0:00:06.816934s elapsed
495
+
496
+ 2024-03-24 20:00:30 INFO Epoch 72 / 5000:
497
+ 2024-03-24 20:00:35 INFO lr: 4.9280e-05 - loss: 0.0016 - UP: 98.15% UR: 97.25% UF: 97.70% P: 98.13% R: 97.23% F: 97.68%
498
+ 2024-03-24 20:00:35 INFO dev: loss: 0.1470 - UP: 67.00% UR: 55.62% UF: 60.78% P: 63.93% R: 53.07% F: 58.00%
499
+ 2024-03-24 20:00:37 INFO test: loss: 0.1075 - UP: 28.52% UR: 51.00% UF: 36.59% P: 26.99% R: 48.26% F: 34.62%
500
+ 2024-03-24 20:00:37 INFO 0:00:06.828183s elapsed
501
+
502
+ 2024-03-24 20:00:37 INFO Epoch 73 / 5000:
503
+ 2024-03-24 20:00:42 INFO lr: 4.9270e-05 - loss: 0.0019 - UP: 98.17% UR: 97.22% UF: 97.69% P: 98.13% R: 97.18% F: 97.66%
504
+ 2024-03-24 20:00:42 INFO dev: loss: 0.1447 - UP: 62.18% UR: 59.09% UF: 60.60% P: 59.34% R: 56.39% F: 57.83%
505
+ 2024-03-24 20:00:44 INFO test: loss: 0.1131 - UP: 25.41% UR: 55.99% UF: 34.95% P: 24.07% R: 53.05% F: 33.12%
506
+ 2024-03-24 20:00:44 INFO 0:00:06.812194s elapsed
507
+
508
+ 2024-03-24 20:00:44 INFO Epoch 74 / 5000:
509
+ 2024-03-24 20:00:48 INFO lr: 4.9260e-05 - loss: 0.0009 - UP: 98.02% UR: 96.50% UF: 97.26% P: 98.00% R: 96.48% F: 97.23%
510
+ 2024-03-24 20:00:49 INFO dev: loss: 0.1566 - UP: 51.44% UR: 68.49% UF: 58.75% P: 48.66% R: 64.79% F: 55.58%
511
+ 2024-03-24 20:00:50 INFO test: loss: 0.1455 - UP: 18.16% UR: 64.76% UF: 28.36% P: 17.22% R: 61.40% F: 26.89%
512
+ 2024-03-24 20:00:50 INFO 0:00:06.756162s elapsed
513
+
514
+ 2024-03-24 20:00:50 INFO Epoch 75 / 5000:
515
+ 2024-03-24 20:00:55 INFO lr: 4.9250e-05 - loss: 0.0011 - UP: 97.54% UR: 96.61% UF: 97.07% P: 97.52% R: 96.59% F: 97.05%
516
+ 2024-03-24 20:00:56 INFO dev: loss: 0.1434 - UP: 63.46% UR: 59.53% UF: 61.43% P: 60.54% R: 56.79% F: 58.60%
517
+ 2024-03-24 20:00:57 INFO test: loss: 0.1113 - UP: 26.22% UR: 55.57% UF: 35.63% P: 24.88% R: 52.71% F: 33.80%
518
+ 2024-03-24 20:00:57 INFO 0:00:06.743706s elapsed
519
+
520
+ 2024-03-24 20:00:57 INFO Epoch 76 / 5000:
521
+ 2024-03-24 20:01:02 INFO lr: 4.9240e-05 - loss: 0.0005 - UP: 97.79% UR: 96.97% UF: 97.38% P: 97.76% R: 96.95% F: 97.35%
522
+ 2024-03-24 20:01:02 INFO dev: loss: 0.1437 - UP: 65.69% UR: 59.20% UF: 62.28% P: 62.70% R: 56.50% F: 59.44%
523
+ 2024-03-24 20:01:04 INFO test: loss: 0.1124 - UP: 26.88% UR: 54.43% UF: 35.99% P: 25.48% R: 51.60% F: 34.11%
524
+ 2024-03-24 20:01:11 INFO 0:00:06.723713s elapsed (saved)
525
+
526
+ 2024-03-24 20:01:11 INFO Epoch 77 / 5000:
527
+ 2024-03-24 20:01:15 INFO lr: 4.9230e-05 - loss: 0.0045 - UP: 97.93% UR: 96.43% UF: 97.17% P: 97.87% R: 96.37% F: 97.12%
528
+ 2024-03-24 20:01:16 INFO dev: loss: 0.1432 - UP: 65.43% UR: 55.95% UF: 60.32% P: 62.63% R: 53.56% F: 57.74%
529
+ 2024-03-24 20:01:17 INFO test: loss: 0.1067 - UP: 27.04% UR: 52.55% UF: 35.70% P: 25.64% R: 49.84% F: 33.86%
530
+ 2024-03-24 20:01:17 INFO 0:00:06.581240s elapsed
531
+
532
+ 2024-03-24 20:01:17 INFO Epoch 78 / 5000:
533
+ 2024-03-24 20:01:22 INFO lr: 4.9220e-05 - loss: 0.0029 - UP: 96.54% UR: 94.06% UF: 95.29% P: 96.38% R: 93.91% F: 95.13%
534
+ 2024-03-24 20:01:22 INFO dev: loss: 0.1476 - UP: 63.57% UR: 54.75% UF: 58.83% P: 60.82% R: 52.39% F: 56.29%
535
+ 2024-03-24 20:01:24 INFO test: loss: 0.1012 - UP: 28.00% UR: 51.45% UF: 36.26% P: 26.58% R: 48.83% F: 34.42%
536
+ 2024-03-24 20:01:24 INFO 0:00:06.571626s elapsed
537
+
538
+ 2024-03-24 20:01:24 INFO Epoch 79 / 5000:
539
+ 2024-03-24 20:01:28 INFO lr: 4.9210e-05 - loss: 0.0012 - UP: 96.16% UR: 94.05% UF: 95.10% P: 96.07% R: 93.96% F: 95.00%
540
+ 2024-03-24 20:01:29 INFO dev: loss: 0.1264 - UP: 65.63% UR: 53.16% UF: 58.74% P: 62.33% R: 50.49% F: 55.78%
541
+ 2024-03-24 20:01:30 INFO test: loss: 0.1094 - UP: 28.08% UR: 50.43% UF: 36.08% P: 26.34% R: 47.31% F: 33.84%
542
+ 2024-03-24 20:01:30 INFO 0:00:06.607565s elapsed
543
+
544
+ 2024-03-24 20:01:30 INFO Epoch 80 / 5000:
545
+ 2024-03-24 20:01:35 INFO lr: 4.9200e-05 - loss: 0.0013 - UP: 96.81% UR: 95.87% UF: 96.34% P: 96.75% R: 95.81% F: 96.28%
546
+ 2024-03-24 20:01:36 INFO dev: loss: 0.1258 - UP: 63.50% UR: 55.71% UF: 59.35% P: 60.52% R: 53.10% F: 56.57%
547
+ 2024-03-24 20:01:37 INFO test: loss: 0.1162 - UP: 24.47% UR: 53.03% UF: 33.49% P: 22.92% R: 49.67% F: 31.37%
548
+ 2024-03-24 20:01:37 INFO 0:00:06.635728s elapsed
549
+
550
+ 2024-03-24 20:01:37 INFO Epoch 81 / 5000:
551
+ 2024-03-24 20:01:42 INFO lr: 4.9190e-05 - loss: 0.0021 - UP: 98.04% UR: 96.20% UF: 97.11% P: 97.98% R: 96.15% F: 97.06%
552
+ 2024-03-24 20:01:42 INFO dev: loss: 0.1435 - UP: 60.97% UR: 59.55% UF: 60.25% P: 58.34% R: 56.99% F: 57.66%
553
+ 2024-03-24 20:01:44 INFO test: loss: 0.1216 - UP: 25.59% UR: 55.86% UF: 35.10% P: 24.11% R: 52.63% F: 33.07%
554
+ 2024-03-24 20:01:44 INFO 0:00:06.702499s elapsed
555
+
556
+ 2024-03-24 20:01:44 INFO Epoch 82 / 5000:
557
+ 2024-03-24 20:01:48 INFO lr: 4.9180e-05 - loss: 0.0001 - UP: 98.14% UR: 96.65% UF: 97.39% P: 98.10% R: 96.61% F: 97.35%
558
+ 2024-03-24 20:01:49 INFO dev: loss: 0.1383 - UP: 61.79% UR: 57.21% UF: 59.41% P: 59.04% R: 54.67% F: 56.77%
559
+ 2024-03-24 20:01:51 INFO test: loss: 0.1122 - UP: 26.52% UR: 54.95% UF: 35.77% P: 24.99% R: 51.79% F: 33.71%
560
+ 2024-03-24 20:01:51 INFO 0:00:06.773011s elapsed
561
+
562
+ 2024-03-24 20:01:51 INFO Epoch 83 / 5000:
563
+ 2024-03-24 20:01:55 INFO lr: 4.9170e-05 - loss: 0.0262 - UP: 97.97% UR: 97.20% UF: 97.58% P: 97.92% R: 97.16% F: 97.54%
564
+ 2024-03-24 20:01:56 INFO dev: loss: 0.1576 - UP: 59.43% UR: 57.08% UF: 58.23% P: 56.32% R: 54.09% F: 55.18%
565
+ 2024-03-24 20:01:57 INFO test: loss: 0.1286 - UP: 24.74% UR: 56.24% UF: 34.36% P: 23.25% R: 52.86% F: 32.30%
566
+ 2024-03-24 20:01:57 INFO 0:00:06.956968s elapsed
567
+
568
+ 2024-03-24 20:01:57 INFO Epoch 84 / 5000:
569
+ 2024-03-24 20:02:02 INFO lr: 4.9160e-05 - loss: 0.0008 - UP: 97.53% UR: 96.60% UF: 97.06% P: 97.52% R: 96.59% F: 97.05%
570
+ 2024-03-24 20:02:03 INFO dev: loss: 0.1427 - UP: 64.04% UR: 56.59% UF: 60.08% P: 60.94% R: 53.85% F: 57.17%
571
+ 2024-03-24 20:02:04 INFO test: loss: 0.1211 - UP: 27.29% UR: 54.41% UF: 36.35% P: 25.80% R: 51.43% F: 34.36%
572
+ 2024-03-24 20:02:04 INFO 0:00:06.998887s elapsed
573
+
574
+ 2024-03-24 20:02:04 INFO Epoch 85 / 5000:
575
+ 2024-03-24 20:02:09 INFO lr: 4.9150e-05 - loss: 0.0011 - UP: 97.67% UR: 96.81% UF: 97.24% P: 97.63% R: 96.78% F: 97.20%
576
+ 2024-03-24 20:02:10 INFO dev: loss: 0.1398 - UP: 62.79% UR: 58.43% UF: 60.53% P: 59.79% R: 55.64% F: 57.64%
577
+ 2024-03-24 20:02:11 INFO test: loss: 0.1178 - UP: 26.86% UR: 55.27% UF: 36.15% P: 25.46% R: 52.40% F: 34.27%
578
+ 2024-03-24 20:02:11 INFO 0:00:06.927225s elapsed
579
+
580
+ 2024-03-24 20:02:11 INFO Epoch 86 / 5000:
581
+ 2024-03-24 20:02:16 INFO lr: 4.9140e-05 - loss: 0.0010 - UP: 97.79% UR: 96.95% UF: 97.37% P: 97.77% R: 96.92% F: 97.34%
582
+ 2024-03-24 20:02:17 INFO dev: loss: 0.1363 - UP: 63.40% UR: 57.76% UF: 60.45% P: 60.53% R: 55.15% F: 57.72%
583
+ 2024-03-24 20:02:18 INFO test: loss: 0.1117 - UP: 26.60% UR: 53.71% UF: 35.57% P: 25.08% R: 50.64% F: 33.55%
584
+ 2024-03-24 20:02:18 INFO 0:00:06.846037s elapsed
585
+
586
+ 2024-03-24 20:02:18 INFO Epoch 87 / 5000:
587
+ 2024-03-24 20:02:23 INFO lr: 4.9130e-05 - loss: 0.0035 - UP: 97.87% UR: 97.02% UF: 97.44% P: 97.81% R: 96.96% F: 97.38%
588
+ 2024-03-24 20:02:23 INFO dev: loss: 0.1481 - UP: 64.25% UR: 55.09% UF: 59.32% P: 61.80% R: 52.99% F: 57.05%
589
+ 2024-03-24 20:02:25 INFO test: loss: 0.1256 - UP: 26.72% UR: 52.29% UF: 35.37% P: 25.19% R: 49.29% F: 33.34%
590
+ 2024-03-24 20:02:25 INFO 0:00:06.836300s elapsed
591
+
592
+ 2024-03-24 20:02:25 INFO Epoch 88 / 5000:
593
+ 2024-03-24 20:02:30 INFO lr: 4.9120e-05 - loss: 0.0023 - UP: 98.06% UR: 97.05% UF: 97.55% P: 97.90% R: 96.89% F: 97.40%
594
+ 2024-03-24 20:02:30 INFO dev: loss: 0.1476 - UP: 62.91% UR: 58.07% UF: 60.40% P: 60.06% R: 55.44% F: 57.66%
595
+ 2024-03-24 20:02:32 INFO test: loss: 0.1216 - UP: 26.68% UR: 56.86% UF: 36.32% P: 25.08% R: 53.45% F: 34.15%
596
+ 2024-03-24 20:02:32 INFO 0:00:06.793710s elapsed
597
+
598
+ 2024-03-24 20:02:32 INFO Epoch 89 / 5000:
599
+ 2024-03-24 20:02:37 INFO lr: 4.9110e-05 - loss: 0.0005 - UP: 98.35% UR: 97.45% UF: 97.89% P: 98.28% R: 97.38% F: 97.83%
600
+ 2024-03-24 20:02:37 INFO dev: loss: 0.1425 - UP: 63.55% UR: 57.67% UF: 60.47% P: 60.82% R: 55.20% F: 57.87%
601
+ 2024-03-24 20:02:39 INFO test: loss: 0.1204 - UP: 26.29% UR: 56.83% UF: 35.95% P: 24.91% R: 53.86% F: 34.06%
602
+ 2024-03-24 20:02:39 INFO 0:00:06.784102s elapsed
603
+
604
+ 2024-03-24 20:02:39 INFO Epoch 90 / 5000:
605
+ 2024-03-24 20:02:43 INFO lr: 4.9100e-05 - loss: 0.0011 - UP: 98.14% UR: 97.94% UF: 98.04% P: 98.10% R: 97.90% F: 98.00%
606
+ 2024-03-24 20:02:44 INFO dev: loss: 0.1474 - UP: 64.80% UR: 57.23% UF: 60.78% P: 61.99% R: 54.75% F: 58.15%
607
+ 2024-03-24 20:02:45 INFO test: loss: 0.1204 - UP: 28.04% UR: 55.88% UF: 37.35% P: 26.58% R: 52.97% F: 35.40%
608
+ 2024-03-24 20:02:45 INFO 0:00:06.771152s elapsed
609
+
610
+ 2024-03-24 20:02:45 INFO Epoch 91 / 5000:
611
+ 2024-03-24 20:02:50 INFO lr: 4.9090e-05 - loss: 0.0013 - UP: 98.83% UR: 97.81% UF: 98.32% P: 98.80% R: 97.79% F: 98.29%
612
+ 2024-03-24 20:02:51 INFO dev: loss: 0.1569 - UP: 63.63% UR: 58.12% UF: 60.75% P: 60.68% R: 55.42% F: 57.93%
613
+ 2024-03-24 20:02:52 INFO test: loss: 0.1271 - UP: 26.27% UR: 56.07% UF: 35.78% P: 24.91% R: 53.18% F: 33.93%
614
+ 2024-03-24 20:02:52 INFO 0:00:06.753318s elapsed
615
+
616
+ 2024-03-24 20:02:52 INFO Epoch 92 / 5000:
617
+ 2024-03-24 20:02:57 INFO lr: 4.9080e-05 - loss: 0.0021 - UP: 97.06% UR: 95.83% UF: 96.44% P: 96.73% R: 95.50% F: 96.11%
618
+ 2024-03-24 20:02:57 INFO dev: loss: 0.1429 - UP: 63.06% UR: 53.49% UF: 57.88% P: 60.14% R: 51.02% F: 55.20%
619
+ 2024-03-24 20:02:59 INFO test: loss: 0.1080 - UP: 27.27% UR: 51.93% UF: 35.76% P: 25.90% R: 49.33% F: 33.97%
620
+ 2024-03-24 20:02:59 INFO 0:00:06.739379s elapsed
621
+
622
+ 2024-03-24 20:02:59 INFO Epoch 93 / 5000:
623
+ 2024-03-24 20:03:04 INFO lr: 4.9070e-05 - loss: 0.0006 - UP: 97.13% UR: 95.49% UF: 96.30% P: 96.90% R: 95.26% F: 96.08%
624
+ 2024-03-24 20:03:04 INFO dev: loss: 0.1394 - UP: 58.95% UR: 57.98% UF: 58.46% P: 55.82% R: 54.91% F: 55.36%
625
+ 2024-03-24 20:03:06 INFO test: loss: 0.1193 - UP: 23.01% UR: 56.39% UF: 32.69% P: 21.70% R: 53.18% F: 30.82%
626
+ 2024-03-24 20:03:06 INFO 0:00:06.762512s elapsed
627
+
628
+ 2024-03-24 20:03:06 INFO Epoch 94 / 5000:
629
+ 2024-03-24 20:03:10 INFO lr: 4.9060e-05 - loss: 0.0001 - UP: 96.81% UR: 95.85% UF: 96.33% P: 96.76% R: 95.79% F: 96.27%
630
+ 2024-03-24 20:03:11 INFO dev: loss: 0.1557 - UP: 62.27% UR: 57.23% UF: 59.65% P: 58.90% R: 54.14% F: 56.42%
631
+ 2024-03-24 20:03:12 INFO test: loss: 0.1410 - UP: 24.13% UR: 51.93% UF: 32.95% P: 22.50% R: 48.43% F: 30.72%
632
+ 2024-03-24 20:03:12 INFO 0:00:06.744234s elapsed
633
+
634
+ 2024-03-24 20:03:12 INFO Epoch 95 / 5000:
635
+ 2024-03-24 20:03:17 INFO lr: 4.9050e-05 - loss: 0.0019 - UP: 95.39% UR: 92.70% UF: 94.03% P: 95.07% R: 92.39% F: 93.71%
636
+ 2024-03-24 20:03:18 INFO dev: loss: 0.1234 - UP: 62.76% UR: 58.89% UF: 60.76% P: 59.63% R: 55.95% F: 57.73%
637
+ 2024-03-24 20:03:19 INFO test: loss: 0.1008 - UP: 24.52% UR: 52.67% UF: 33.46% P: 23.06% R: 49.55% F: 31.47%
638
+ 2024-03-24 20:03:19 INFO 0:00:06.730548s elapsed
639
+
640
+ 2024-03-24 20:03:19 INFO Epoch 96 / 5000:
641
+ 2024-03-24 20:03:24 INFO lr: 4.9040e-05 - loss: 0.0024 - UP: 95.26% UR: 91.05% UF: 93.11% P: 94.83% R: 90.64% F: 92.69%
642
+ 2024-03-24 20:03:24 INFO dev: loss: 0.1226 - UP: 67.54% UR: 40.62% UF: 50.73% P: 63.60% R: 38.26% F: 47.78%
643
+ 2024-03-24 20:03:26 INFO test: loss: 0.0938 - UP: 23.70% UR: 36.23% UF: 28.66% P: 21.89% R: 33.47% F: 26.47%
644
+ 2024-03-24 20:03:26 INFO 0:00:06.685417s elapsed
645
+
646
+ 2024-03-24 20:03:26 INFO Epoch 97 / 5000:
647
+ 2024-03-24 20:03:30 INFO lr: 4.9030e-05 - loss: 0.0082 - UP: 89.15% UR: 81.96% UF: 85.41% P: 88.90% R: 81.72% F: 85.16%
648
+ 2024-03-24 20:03:31 INFO dev: loss: 0.1109 - UP: 61.30% UR: 55.90% UF: 58.48% P: 58.63% R: 53.47% F: 55.93%
649
+ 2024-03-24 20:03:33 INFO test: loss: 0.0937 - UP: 20.40% UR: 52.55% UF: 29.39% P: 19.27% R: 49.65% F: 27.77%
650
+ 2024-03-24 20:03:33 INFO 0:00:06.673996s elapsed
651
+
652
+ 2024-03-24 20:03:33 INFO Epoch 98 / 5000:
653
+ 2024-03-24 20:03:37 INFO lr: 4.9020e-05 - loss: 0.0033 - UP: 94.78% UR: 90.32% UF: 92.50% P: 94.63% R: 90.19% F: 92.36%
654
+ 2024-03-24 20:03:38 INFO dev: loss: 0.1252 - UP: 66.87% UR: 52.54% UF: 58.85% P: 63.33% R: 49.76% F: 55.73%
655
+ 2024-03-24 20:03:39 INFO test: loss: 0.0900 - UP: 27.73% UR: 48.55% UF: 35.30% P: 25.99% R: 45.51% F: 33.09%
656
+ 2024-03-24 20:03:39 INFO 0:00:06.687947s elapsed
657
+
658
+ 2024-03-24 20:03:39 INFO Epoch 99 / 5000:
659
+ 2024-03-24 20:03:44 INFO lr: 4.9010e-05 - loss: 0.0047 - UP: 96.15% UR: 92.24% UF: 94.15% P: 96.08% R: 92.17% F: 94.09%
660
+ 2024-03-24 20:03:44 INFO dev: loss: 0.1256 - UP: 64.62% UR: 57.32% UF: 60.75% P: 61.48% R: 54.53% F: 57.80%
661
+ 2024-03-24 20:03:46 INFO test: loss: 0.0999 - UP: 24.29% UR: 51.11% UF: 32.93% P: 22.82% R: 48.02% F: 30.94%
662
+ 2024-03-24 20:03:46 INFO 0:00:06.709517s elapsed
663
+
664
+ 2024-03-24 20:03:46 INFO Epoch 100 / 5000:
665
+ 2024-03-24 20:03:51 INFO lr: 4.9000e-05 - loss: 0.0036 - UP: 96.07% UR: 93.24% UF: 94.63% P: 96.02% R: 93.20% F: 94.59%
666
+ 2024-03-24 20:03:51 INFO dev: loss: 0.1348 - UP: 58.30% UR: 63.20% UF: 60.65% P: 55.61% R: 60.28% F: 57.85%
667
+ 2024-03-24 20:03:53 INFO test: loss: 0.1117 - UP: 21.88% UR: 59.29% UF: 31.97% P: 20.74% R: 56.18% F: 30.29%
668
+ 2024-03-24 20:03:53 INFO 0:00:06.711812s elapsed
669
+
670
+ 2024-03-24 20:03:53 INFO Epoch 101 / 5000:
671
+ 2024-03-24 20:03:57 INFO lr: 4.8990e-05 - loss: 0.0006 - UP: 96.91% UR: 95.22% UF: 96.06% P: 96.89% R: 95.20% F: 96.03%
672
+ 2024-03-24 20:03:58 INFO dev: loss: 0.1288 - UP: 66.32% UR: 59.95% UF: 62.97% P: 63.45% R: 57.36% F: 60.26%
673
+ 2024-03-24 20:03:59 INFO test: loss: 0.0986 - UP: 26.56% UR: 53.75% UF: 35.55% P: 25.13% R: 50.86% F: 33.64%
674
+ 2024-03-24 20:04:06 INFO 0:00:06.702488s elapsed (saved)
675
+
676
+ 2024-03-24 20:04:06 INFO Epoch 102 / 5000:
677
+ 2024-03-24 20:04:10 INFO lr: 4.8980e-05 - loss: 0.0001 - UP: 98.14% UR: 96.98% UF: 97.56% P: 98.10% R: 96.95% F: 97.52%
678
+ 2024-03-24 20:04:11 INFO dev: loss: 0.1417 - UP: 67.55% UR: 58.31% UF: 62.59% P: 64.45% R: 55.64% F: 59.72%
679
+ 2024-03-24 20:04:12 INFO test: loss: 0.1054 - UP: 27.66% UR: 50.41% UF: 35.72% P: 26.16% R: 47.67% F: 33.78%
680
+ 2024-03-24 20:04:12 INFO 0:00:06.590889s elapsed
681
+
682
+ 2024-03-24 20:04:12 INFO Epoch 103 / 5000:
683
+ 2024-03-24 20:04:17 INFO lr: 4.8970e-05 - loss: 0.0014 - UP: 98.30% UR: 97.91% UF: 98.10% P: 98.27% R: 97.88% F: 98.08%
684
+ 2024-03-24 20:04:17 INFO dev: loss: 0.1360 - UP: 63.27% UR: 61.32% UF: 62.28% P: 60.55% R: 58.69% F: 59.61%
685
+ 2024-03-24 20:04:19 INFO test: loss: 0.1162 - UP: 22.72% UR: 54.38% UF: 32.05% P: 21.48% R: 51.41% F: 30.30%
686
+ 2024-03-24 20:04:19 INFO 0:00:06.593692s elapsed
687
+
688
+ 2024-03-24 20:04:19 INFO Epoch 104 / 5000:
689
+ 2024-03-24 20:04:24 INFO lr: 4.8960e-05 - loss: 0.0001 - UP: 98.47% UR: 97.64% UF: 98.05% P: 98.44% R: 97.61% F: 98.02%
690
+ 2024-03-24 20:04:24 INFO dev: loss: 0.1416 - UP: 66.80% UR: 57.72% UF: 61.93% P: 63.76% R: 55.09% F: 59.11%
691
+ 2024-03-24 20:04:26 INFO test: loss: 0.1113 - UP: 25.58% UR: 50.60% UF: 33.98% P: 24.13% R: 47.73% F: 32.05%
692
+ 2024-03-24 20:04:26 INFO 0:00:06.610841s elapsed
693
+
694
+ 2024-03-24 20:04:26 INFO Epoch 105 / 5000:
695
+ 2024-03-24 20:04:30 INFO lr: 4.8950e-05 - loss: 0.0012 - UP: 98.72% UR: 98.14% UF: 98.43% P: 98.71% R: 98.13% F: 98.42%
696
+ 2024-03-24 20:04:31 INFO dev: loss: 0.1440 - UP: 67.72% UR: 56.70% UF: 61.72% P: 64.95% R: 54.38% F: 59.20%
697
+ 2024-03-24 20:04:32 INFO test: loss: 0.1091 - UP: 27.14% UR: 49.48% UF: 35.06% P: 25.50% R: 46.48% F: 32.93%
698
+ 2024-03-24 20:04:32 INFO 0:00:06.660234s elapsed
699
+
700
+ 2024-03-24 20:04:32 INFO Epoch 106 / 5000:
701
+ 2024-03-24 20:04:37 INFO lr: 4.8940e-05 - loss: 0.0001 - UP: 98.67% UR: 98.50% UF: 98.58% P: 98.65% R: 98.49% F: 98.57%
702
+ 2024-03-24 20:04:37 INFO dev: loss: 0.1528 - UP: 65.15% UR: 58.16% UF: 61.46% P: 62.79% R: 56.06% F: 59.24%
703
+ 2024-03-24 20:04:39 INFO test: loss: 0.1175 - UP: 25.51% UR: 50.98% UF: 34.01% P: 24.07% R: 48.11% F: 32.09%
704
+ 2024-03-24 20:04:39 INFO 0:00:06.705089s elapsed
705
+
706
+ 2024-03-24 20:04:39 INFO Epoch 107 / 5000:
707
+ 2024-03-24 20:04:44 INFO lr: 4.8930e-05 - loss: 0.0000 - UP: 98.68% UR: 98.13% UF: 98.40% P: 98.68% R: 98.13% F: 98.40%
708
+ 2024-03-24 20:04:44 INFO dev: loss: 0.1543 - UP: 64.30% UR: 61.06% UF: 62.64% P: 61.55% R: 58.45% F: 59.96%
709
+ 2024-03-24 20:04:46 INFO test: loss: 0.1311 - UP: 24.33% UR: 53.83% UF: 33.52% P: 22.97% R: 50.81% F: 31.63%
710
+ 2024-03-24 20:04:46 INFO 0:00:06.784004s elapsed
711
+
712
+ 2024-03-24 20:04:46 INFO Epoch 108 / 5000:
713
+ 2024-03-24 20:04:50 INFO lr: 4.8920e-05 - loss: 0.0018 - UP: 98.75% UR: 98.58% UF: 98.67% P: 98.74% R: 98.57% F: 98.66%
714
+ 2024-03-24 20:04:51 INFO dev: loss: 0.1591 - UP: 68.22% UR: 56.44% UF: 61.77% P: 65.01% R: 53.78% F: 58.86%
715
+ 2024-03-24 20:04:53 INFO test: loss: 0.1293 - UP: 26.01% UR: 48.91% UF: 33.96% P: 24.46% R: 46.00% F: 31.93%
716
+ 2024-03-24 20:04:53 INFO 0:00:06.913212s elapsed
717
+
718
+ 2024-03-24 20:04:53 INFO Epoch 109 / 5000:
719
+ 2024-03-24 20:04:58 INFO lr: 4.8910e-05 - loss: 0.0056 - UP: 96.86% UR: 96.17% UF: 96.51% P: 96.74% R: 96.05% F: 96.39%
720
+ 2024-03-24 20:04:58 INFO dev: loss: 0.1522 - UP: 68.81% UR: 48.94% UF: 57.20% P: 66.23% R: 47.10% F: 55.05%
721
+ 2024-03-24 20:05:00 INFO test: loss: 0.1113 - UP: 29.70% UR: 46.27% UF: 36.18% P: 28.17% R: 43.88% F: 34.31%
722
+ 2024-03-24 20:05:00 INFO 0:00:07.155784s elapsed
723
+
724
+ 2024-03-24 20:05:00 INFO Epoch 110 / 5000:
725
+ 2024-03-24 20:05:04 INFO lr: 4.8900e-05 - loss: 0.0030 - UP: 96.10% UR: 94.79% UF: 95.44% P: 95.74% R: 94.43% F: 95.08%
726
+ 2024-03-24 20:05:05 INFO dev: loss: 0.1457 - UP: 68.02% UR: 56.44% UF: 61.69% P: 64.98% R: 53.91% F: 58.93%
727
+ 2024-03-24 20:05:07 INFO test: loss: 0.1026 - UP: 28.51% UR: 51.28% UF: 36.65% P: 26.94% R: 48.45% F: 34.62%
728
+ 2024-03-24 20:05:07 INFO 0:00:06.840116s elapsed
729
+
730
+ 2024-03-24 20:05:07 INFO Epoch 111 / 5000:
731
+ 2024-03-24 20:05:11 INFO lr: 4.8890e-05 - loss: 0.0105 - UP: 97.57% UR: 96.65% UF: 97.11% P: 97.51% R: 96.59% F: 97.05%
732
+ 2024-03-24 20:05:12 INFO dev: loss: 0.1469 - UP: 61.58% UR: 59.27% UF: 60.40% P: 59.10% R: 56.88% F: 57.97%
733
+ 2024-03-24 20:05:13 INFO test: loss: 0.1180 - UP: 24.40% UR: 54.85% UF: 33.77% P: 23.16% R: 52.06% F: 32.05%
734
+ 2024-03-24 20:05:13 INFO 0:00:06.842168s elapsed
735
+
736
+ 2024-03-24 20:05:13 INFO Epoch 112 / 5000:
737
+ 2024-03-24 20:05:18 INFO lr: 4.8880e-05 - loss: 0.0195 - UP: 96.00% UR: 93.74% UF: 94.86% P: 95.79% R: 93.53% F: 94.65%
738
+ 2024-03-24 20:05:19 INFO dev: loss: 0.1390 - UP: 64.52% UR: 54.20% UF: 58.91% P: 61.10% R: 51.33% F: 55.79%
739
+ 2024-03-24 20:05:20 INFO test: loss: 0.1062 - UP: 22.79% UR: 47.98% UF: 30.90% P: 21.47% R: 45.19% F: 29.11%
740
+ 2024-03-24 20:05:20 INFO 0:00:06.809328s elapsed
741
+
742
+ 2024-03-24 20:05:20 INFO Epoch 113 / 5000:
743
+ 2024-03-24 20:05:25 INFO lr: 4.8870e-05 - loss: 0.0026 - UP: 96.93% UR: 94.20% UF: 95.54% P: 96.69% R: 93.96% F: 95.31%
744
+ 2024-03-24 20:05:25 INFO dev: loss: 0.1358 - UP: 67.20% UR: 52.92% UF: 59.21% P: 64.03% R: 50.42% F: 56.41%
745
+ 2024-03-24 20:05:27 INFO test: loss: 0.1113 - UP: 26.80% UR: 47.60% UF: 34.29% P: 24.96% R: 44.33% F: 31.94%
746
+ 2024-03-24 20:05:27 INFO 0:00:06.805398s elapsed
747
+
748
+ 2024-03-24 20:05:27 INFO Epoch 114 / 5000:
749
+ 2024-03-24 20:05:32 INFO lr: 4.8860e-05 - loss: 0.0025 - UP: 97.59% UR: 96.96% UF: 97.28% P: 97.55% R: 96.91% F: 97.23%
750
+ 2024-03-24 20:05:32 INFO dev: loss: 0.1476 - UP: 62.60% UR: 59.64% UF: 61.09% P: 59.54% R: 56.72% F: 58.10%
751
+ 2024-03-24 20:05:34 INFO test: loss: 0.1211 - UP: 23.03% UR: 54.89% UF: 32.45% P: 21.56% R: 51.38% F: 30.38%
752
+ 2024-03-24 20:05:34 INFO 0:00:06.777474s elapsed
753
+
754
+ 2024-03-24 20:05:34 INFO Epoch 115 / 5000:
755
+ 2024-03-24 20:05:38 INFO lr: 4.8850e-05 - loss: 0.0028 - UP: 97.21% UR: 94.63% UF: 95.90% P: 97.13% R: 94.56% F: 95.83%
756
+ 2024-03-24 20:05:39 INFO dev: loss: 0.1440 - UP: 62.92% UR: 59.77% UF: 61.31% P: 59.89% R: 56.90% F: 58.36%
757
+ 2024-03-24 20:05:41 INFO test: loss: 0.1217 - UP: 23.05% UR: 55.21% UF: 32.52% P: 21.52% R: 51.55% F: 30.37%
758
+ 2024-03-24 20:05:41 INFO 0:00:06.752018s elapsed
759
+
760
+ 2024-03-24 20:05:41 INFO Epoch 116 / 5000:
761
+ 2024-03-24 20:05:45 INFO lr: 4.8840e-05 - loss: 0.0032 - UP: 95.39% UR: 95.58% UF: 95.49% P: 95.36% R: 95.55% F: 95.45%
762
+ 2024-03-24 20:05:46 INFO dev: loss: 0.1465 - UP: 60.49% UR: 56.99% UF: 58.69% P: 57.21% R: 53.89% F: 55.50%
763
+ 2024-03-24 20:05:47 INFO test: loss: 0.1237 - UP: 22.10% UR: 50.86% UF: 30.81% P: 20.83% R: 47.92% F: 29.03%
764
+ 2024-03-24 20:05:47 INFO 0:00:06.752337s elapsed
765
+
766
+ 2024-03-24 20:05:47 INFO Epoch 117 / 5000:
767
+ 2024-03-24 20:05:52 INFO lr: 4.8830e-05 - loss: 0.0033 - UP: 96.10% UR: 92.35% UF: 94.19% P: 95.99% R: 92.24% F: 94.08%
768
+ 2024-03-24 20:05:52 INFO dev: loss: 0.1468 - UP: 63.95% UR: 53.87% UF: 58.48% P: 60.65% R: 51.08% F: 55.46%
769
+ 2024-03-24 20:05:54 INFO test: loss: 0.1272 - UP: 24.92% UR: 51.60% UF: 33.61% P: 23.56% R: 48.79% F: 31.78%
770
+ 2024-03-24 20:05:54 INFO 0:00:06.729979s elapsed
771
+
772
+ 2024-03-24 20:05:54 INFO Epoch 118 / 5000:
773
+ 2024-03-24 20:05:59 INFO lr: 4.8820e-05 - loss: 0.0092 - UP: 97.54% UR: 95.22% UF: 96.36% P: 97.30% R: 94.99% F: 96.13%
774
+ 2024-03-24 20:05:59 INFO dev: loss: 0.1382 - UP: 64.31% UR: 55.99% UF: 59.87% P: 61.60% R: 53.63% F: 57.34%
775
+ 2024-03-24 20:06:01 INFO test: loss: 0.1207 - UP: 25.89% UR: 52.71% UF: 34.73% P: 24.44% R: 49.76% F: 32.78%
776
+ 2024-03-24 20:06:01 INFO 0:00:06.706293s elapsed
777
+
778
+ 2024-03-24 20:06:01 INFO Epoch 119 / 5000:
779
+ 2024-03-24 20:06:05 INFO lr: 4.8810e-05 - loss: 0.0104 - UP: 94.88% UR: 89.07% UF: 91.88% P: 94.61% R: 88.82% F: 91.62%
780
+ 2024-03-24 20:06:06 INFO dev: loss: 0.1388 - UP: 55.74% UR: 54.67% UF: 55.20% P: 52.85% R: 51.84% F: 52.34%
781
+ 2024-03-24 20:06:07 INFO test: loss: 0.1093 - UP: 20.12% UR: 52.08% UF: 29.02% P: 18.93% R: 49.02% F: 27.32%
782
+ 2024-03-24 20:06:08 INFO 0:00:06.703276s elapsed
783
+
784
+ 2024-03-24 20:06:08 INFO Epoch 120 / 5000:
785
+ 2024-03-24 20:06:12 INFO lr: 4.8800e-05 - loss: 0.0049 - UP: 87.88% UR: 78.70% UF: 83.04% P: 87.77% R: 78.60% F: 82.93%
786
+ 2024-03-24 20:06:13 INFO dev: loss: 0.1235 - UP: 59.31% UR: 53.12% UF: 56.04% P: 56.05% R: 50.20% F: 52.96%
787
+ 2024-03-24 20:06:14 INFO test: loss: 0.1149 - UP: 22.57% UR: 50.29% UF: 31.16% P: 21.03% R: 46.84% F: 29.03%
788
+ 2024-03-24 20:06:14 INFO 0:00:06.710513s elapsed
789
+
790
+ 2024-03-24 20:06:14 INFO Epoch 121 / 5000:
791
+ 2024-03-24 20:06:19 INFO lr: 4.8790e-05 - loss: 0.0026 - UP: 94.92% UR: 87.28% UF: 90.94% P: 94.79% R: 87.16% F: 90.81%
792
+ 2024-03-24 20:06:19 INFO dev: loss: 0.1351 - UP: 56.82% UR: 57.59% UF: 57.20% P: 53.74% R: 54.47% F: 54.10%
793
+ 2024-03-24 20:06:21 INFO test: loss: 0.1138 - UP: 21.70% UR: 56.29% UF: 31.32% P: 20.28% R: 52.61% F: 29.28%
794
+ 2024-03-24 20:06:21 INFO 0:00:06.666970s elapsed
795
+
796
+ 2024-03-24 20:06:21 INFO Epoch 122 / 5000:
797
+ 2024-03-24 20:06:25 INFO lr: 4.8780e-05 - loss: 0.0068 - UP: 95.03% UR: 92.37% UF: 93.68% P: 94.91% R: 92.25% F: 93.56%
798
+ 2024-03-24 20:06:26 INFO dev: loss: 0.1328 - UP: 65.08% UR: 49.96% UF: 56.52% P: 62.06% R: 47.63% F: 53.90%
799
+ 2024-03-24 20:06:28 INFO test: loss: 0.0982 - UP: 27.19% UR: 47.01% UF: 34.45% P: 25.42% R: 43.95% F: 32.21%
800
+ 2024-03-24 20:06:28 INFO 0:00:06.694337s elapsed
801
+
802
+ 2024-03-24 20:06:28 INFO Epoch 123 / 5000:
803
+ 2024-03-24 20:06:32 INFO lr: 4.8770e-05 - loss: 0.0054 - UP: 97.10% UR: 95.70% UF: 96.39% P: 97.05% R: 95.65% F: 96.34%
804
+ 2024-03-24 20:06:33 INFO dev: loss: 0.1356 - UP: 62.46% UR: 55.88% UF: 58.99% P: 59.61% R: 53.34% F: 56.30%
805
+ 2024-03-24 20:06:34 INFO test: loss: 0.1066 - UP: 23.87% UR: 51.36% UF: 32.59% P: 22.49% R: 48.40% F: 30.71%
806
+ 2024-03-24 20:06:34 INFO 0:00:06.692787s elapsed
807
+
808
+ 2024-03-24 20:06:34 INFO Epoch 124 / 5000:
809
+ 2024-03-24 20:06:39 INFO lr: 4.8760e-05 - loss: 0.0019 - UP: 97.62% UR: 96.24% UF: 96.93% P: 97.58% R: 96.20% F: 96.89%
810
+ 2024-03-24 20:06:39 INFO dev: loss: 0.1339 - UP: 63.20% UR: 54.80% UF: 58.70% P: 60.27% R: 52.26% F: 55.98%
811
+ 2024-03-24 20:06:41 INFO test: loss: 0.1062 - UP: 24.36% UR: 50.58% UF: 32.88% P: 22.77% R: 47.29% F: 30.74%
812
+ 2024-03-24 20:06:41 INFO 0:00:06.663152s elapsed
813
+
814
+ 2024-03-24 20:06:41 INFO Epoch 125 / 5000:
815
+ 2024-03-24 20:06:46 INFO lr: 4.8750e-05 - loss: 0.0027 - UP: 97.88% UR: 97.17% UF: 97.52% P: 97.86% R: 97.15% F: 97.50%
816
+ 2024-03-24 20:06:46 INFO dev: loss: 0.1428 - UP: 64.26% UR: 55.82% UF: 59.74% P: 61.23% R: 53.18% F: 56.92%
817
+ 2024-03-24 20:06:48 INFO test: loss: 0.1065 - UP: 25.09% UR: 50.45% UF: 33.51% P: 23.56% R: 47.37% F: 31.46%
818
+ 2024-03-24 20:06:48 INFO 0:00:06.670408s elapsed
819
+
820
+ 2024-03-24 20:06:48 INFO Epoch 126 / 5000:
821
+ 2024-03-24 20:06:52 INFO lr: 4.8740e-05 - loss: 0.0111 - UP: 98.16% UR: 97.22% UF: 97.69% P: 98.10% R: 97.16% F: 97.63%
822
+ 2024-03-24 20:06:53 INFO dev: loss: 0.1591 - UP: 56.36% UR: 59.38% UF: 57.83% P: 53.57% R: 56.44% F: 54.96%
823
+ 2024-03-24 20:06:54 INFO test: loss: 0.1352 - UP: 22.24% UR: 55.27% UF: 31.72% P: 20.87% R: 51.85% F: 29.76%
824
+ 2024-03-24 20:06:54 INFO 0:00:06.679679s elapsed
825
+
826
+ 2024-03-24 20:06:54 INFO Epoch 127 / 5000:
827
+ 2024-03-24 20:06:59 INFO lr: 4.8730e-05 - loss: 0.0039 - UP: 97.56% UR: 96.67% UF: 97.11% P: 97.45% R: 96.56% F: 97.01%
828
+ 2024-03-24 20:06:59 INFO dev: loss: 0.1616 - UP: 62.99% UR: 55.93% UF: 59.25% P: 59.90% R: 53.18% F: 56.34%
829
+ 2024-03-24 20:07:01 INFO test: loss: 0.1149 - UP: 24.02% UR: 51.15% UF: 32.69% P: 22.66% R: 48.26% F: 30.84%
830
+ 2024-03-24 20:07:01 INFO 0:00:06.686643s elapsed
831
+
832
+ 2024-03-24 20:07:01 INFO Epoch 128 / 5000:
833
+ 2024-03-24 20:07:06 INFO lr: 4.8720e-05 - loss: 0.0016 - UP: 97.99% UR: 97.43% UF: 97.71% P: 97.97% R: 97.41% F: 97.69%
834
+ 2024-03-24 20:07:06 INFO dev: loss: 0.1501 - UP: 62.74% UR: 56.04% UF: 59.20% P: 59.74% R: 53.36% F: 56.37%
835
+ 2024-03-24 20:07:08 INFO test: loss: 0.1179 - UP: 22.34% UR: 52.08% UF: 31.27% P: 21.08% R: 49.14% F: 29.50%
836
+ 2024-03-24 20:07:08 INFO 0:00:06.682831s elapsed
837
+
838
+ 2024-03-24 20:07:08 INFO Epoch 129 / 5000:
839
+ 2024-03-24 20:07:12 INFO lr: 4.8710e-05 - loss: 0.0005 - UP: 98.25% UR: 97.24% UF: 97.74% P: 98.20% R: 97.20% F: 97.70%
840
+ 2024-03-24 20:07:13 INFO dev: loss: 0.1579 - UP: 61.45% UR: 55.73% UF: 58.45% P: 58.60% R: 53.14% F: 55.73%
841
+ 2024-03-24 20:07:14 INFO test: loss: 0.1181 - UP: 23.20% UR: 51.95% UF: 32.08% P: 21.87% R: 48.98% F: 30.24%
842
+ 2024-03-24 20:07:14 INFO 0:00:06.692138s elapsed
843
+
844
+ 2024-03-24 20:07:14 INFO Epoch 130 / 5000:
845
+ 2024-03-24 20:07:19 INFO lr: 4.8700e-05 - loss: 0.0023 - UP: 98.78% UR: 97.92% UF: 98.35% P: 98.75% R: 97.90% F: 98.32%
846
+ 2024-03-24 20:07:19 INFO dev: loss: 0.1601 - UP: 63.10% UR: 54.98% UF: 58.76% P: 60.08% R: 52.34% F: 55.94%
847
+ 2024-03-24 20:07:21 INFO test: loss: 0.1209 - UP: 24.28% UR: 50.58% UF: 32.81% P: 22.99% R: 47.88% F: 31.06%
848
+ 2024-03-24 20:07:21 INFO 0:00:06.682165s elapsed
849
+
850
+ 2024-03-24 20:07:21 INFO Epoch 131 / 5000:
851
+ 2024-03-24 20:07:26 INFO lr: 4.8690e-05 - loss: 0.0003 - UP: 98.69% UR: 98.53% UF: 98.61% P: 98.67% R: 98.51% F: 98.59%
852
+ 2024-03-24 20:07:26 INFO dev: loss: 0.1621 - UP: 62.90% UR: 55.57% UF: 59.01% P: 60.00% R: 53.01% F: 56.29%
853
+ 2024-03-24 20:07:28 INFO test: loss: 0.1224 - UP: 24.08% UR: 51.26% UF: 32.76% P: 22.72% R: 48.36% F: 30.91%
854
+ 2024-03-24 20:07:28 INFO 0:00:06.729051s elapsed
855
+
856
+ 2024-03-24 20:07:36 INFO Epoch 101 saved
857
+ 2024-03-24 20:07:36 INFO dev: UP: 66.32% UR: 59.95% UF: 62.97% P: 63.45% R: 57.36% F: 60.26%
858
+ 2024-03-24 20:07:36 INFO test: UP: 26.56% UR: 53.75% UF: 35.55% P: 25.13% R: 50.86% F: 33.64%
859
+ 2024-03-24 20:07:36 INFO 0:14:38.660801s elapsed, 0:00:06.707334s/epoch
models/mpqa/sdp_bySentiment_asc/80/model_vi_mpqa_xlm_6 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:823c355d51d4d61d6cf90389260f3996796ad007f38e1feb5db5e8f8419dd3df
3
+ size 1179290619
models/mpqa/sdp_bySentiment_asc/80/model_vi_mpqa_xlm_6.train.log ADDED
@@ -0,0 +1,894 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-03-24 20:17:15 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/mpqa/sdp_bySentiment_asc/80/model_vi_mpqa_xlm_6
17
+ device | 0
18
+ seed | 1
19
+ threads | 16
20
+ local_rank | -1
21
+ feat | None
22
+ build | True
23
+ checkpoint | False
24
+ encoder | bert
25
+ max_len | None
26
+ buckets | 32
27
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_bySentiment_asc/80/train.conllu
28
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_bySentiment_asc/80/dev.conllu
29
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
30
+ embed | data/glove.6B.100d.txt
31
+ unk | unk
32
+ n_embed | 100
33
+ n_embed_proj | 125
34
+ bert | xlm-roberta-base
35
+ inference | mfvi
36
+ ---------------------+-------------------------------
37
+
38
+ 2024-03-24 20:17:15 INFO Building the fields
39
+ 2024-03-24 20:17:16 INFO CoNLL(
40
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
41
+ (labels): ChartField()
42
+ )
43
+ 2024-03-24 20:17:16 INFO Building the model
44
+ 2024-03-24 20:17:18 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=5, bias_x=True, bias_y=True)
53
+ (criterion): CrossEntropyLoss()
54
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
55
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
58
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (inference): SemanticDependencyMFVI(max_iter=3)
61
+ )
62
+
63
+ 2024-03-24 20:17:18 INFO Loading the data
64
+ 2024-03-24 20:17:22 INFO
65
+ train: Dataset(n_sentences=1253, n_batches=32, n_buckets=32)
66
+ dev: Dataset(n_sentences=415, n_batches=32, n_buckets=32)
67
+ test: Dataset(n_sentences=2112, n_batches=32, n_buckets=32)
68
+
69
+ 2024-03-24 20:17:22 INFO Epoch 1 / 5000:
70
+ 2024-03-24 20:17:27 INFO lr: 4.9990e-05 - loss: 0.1308 - UP: 0.72% UR: 6.70% UF: 1.30% P: 0.09% R: 0.85% F: 0.16%
71
+ 2024-03-24 20:17:28 INFO dev: loss: 0.1292 - UP: 1.14% UR: 0.07% UF: 0.13% P: 1.14% R: 0.07% F: 0.13%
72
+ 2024-03-24 20:17:29 INFO test: loss: 0.0730 - UP: 42.86% UR: 0.06% UF: 0.13% P: 28.57% R: 0.04% F: 0.08%
73
+ 2024-03-24 20:17:34 INFO 0:00:06.668973s elapsed (saved)
74
+
75
+ 2024-03-24 20:17:34 INFO Epoch 2 / 5000:
76
+ 2024-03-24 20:17:38 INFO lr: 4.9980e-05 - loss: 0.1456 - UP: 48.49% UR: 2.94% UF: 5.55% P: 34.99% R: 2.12% F: 4.00%
77
+ 2024-03-24 20:17:38 INFO dev: loss: 0.0945 - UP: 63.39% UR: 6.70% UF: 12.12% P: 55.44% R: 5.86% F: 10.60%
78
+ 2024-03-24 20:17:40 INFO test: loss: 0.0529 - UP: 29.66% UR: 6.66% UF: 10.87% P: 23.73% R: 5.32% F: 8.70%
79
+ 2024-03-24 20:17:46 INFO 0:00:06.059231s elapsed (saved)
80
+
81
+ 2024-03-24 20:17:46 INFO Epoch 3 / 5000:
82
+ 2024-03-24 20:17:50 INFO lr: 4.9970e-05 - loss: 0.0403 - UP: 50.78% UR: 7.90% UF: 13.67% P: 45.64% R: 7.10% F: 12.29%
83
+ 2024-03-24 20:17:51 INFO dev: loss: 0.0867 - UP: 48.23% UR: 9.93% UF: 16.47% P: 44.47% R: 9.16% F: 15.18%
84
+ 2024-03-24 20:17:52 INFO test: loss: 0.0496 - UP: 23.35% UR: 11.01% UF: 14.96% P: 20.80% R: 9.80% F: 13.33%
85
+ 2024-03-24 20:17:59 INFO 0:00:06.100624s elapsed (saved)
86
+
87
+ 2024-03-24 20:17:59 INFO Epoch 4 / 5000:
88
+ 2024-03-24 20:18:03 INFO lr: 4.9960e-05 - loss: 0.0531 - UP: 51.80% UR: 11.53% UF: 18.86% P: 47.62% R: 10.60% F: 17.34%
89
+ 2024-03-24 20:18:04 INFO dev: loss: 0.0804 - UP: 71.61% UR: 8.65% UF: 15.43% P: 66.48% R: 8.03% F: 14.33%
90
+ 2024-03-24 20:18:05 INFO test: loss: 0.0455 - UP: 29.34% UR: 10.31% UF: 15.26% P: 25.98% R: 9.13% F: 13.51%
91
+ 2024-03-24 20:18:05 INFO 0:00:06.106868s elapsed
92
+
93
+ 2024-03-24 20:18:05 INFO Epoch 5 / 5000:
94
+ 2024-03-24 20:18:09 INFO lr: 4.9950e-05 - loss: 0.0091 - UP: 61.66% UR: 18.92% UF: 28.95% P: 57.81% R: 17.74% F: 27.15%
95
+ 2024-03-24 20:18:10 INFO dev: loss: 0.0805 - UP: 60.34% UR: 16.39% UF: 25.77% P: 57.65% R: 15.66% F: 24.63%
96
+ 2024-03-24 20:18:11 INFO test: loss: 0.0469 - UP: 29.89% UR: 16.69% UF: 21.42% P: 27.47% R: 15.34% F: 19.69%
97
+ 2024-03-24 20:18:18 INFO 0:00:06.076862s elapsed (saved)
98
+
99
+ 2024-03-24 20:18:18 INFO Epoch 6 / 5000:
100
+ 2024-03-24 20:18:22 INFO lr: 4.9940e-05 - loss: 0.0724 - UP: 60.42% UR: 24.60% UF: 34.96% P: 57.96% R: 23.60% F: 33.54%
101
+ 2024-03-24 20:18:23 INFO dev: loss: 0.0811 - UP: 51.40% UR: 26.71% UF: 35.16% P: 49.91% R: 25.94% F: 34.14%
102
+ 2024-03-24 20:18:24 INFO test: loss: 0.0521 - UP: 21.99% UR: 26.79% UF: 24.15% P: 20.76% R: 25.29% F: 22.80%
103
+ 2024-03-24 20:18:32 INFO 0:00:06.088977s elapsed (saved)
104
+
105
+ 2024-03-24 20:18:32 INFO Epoch 7 / 5000:
106
+ 2024-03-24 20:18:36 INFO lr: 4.9930e-05 - loss: 0.0622 - UP: 66.87% UR: 27.88% UF: 39.35% P: 64.89% R: 27.06% F: 38.19%
107
+ 2024-03-24 20:18:37 INFO dev: loss: 0.0806 - UP: 61.54% UR: 25.30% UF: 35.86% P: 59.23% R: 24.35% F: 34.51%
108
+ 2024-03-24 20:18:38 INFO test: loss: 0.0479 - UP: 30.28% UR: 26.66% UF: 28.36% P: 28.31% R: 24.93% F: 26.51%
109
+ 2024-03-24 20:18:46 INFO 0:00:06.083986s elapsed (saved)
110
+
111
+ 2024-03-24 20:18:46 INFO Epoch 8 / 5000:
112
+ 2024-03-24 20:18:50 INFO lr: 4.9920e-05 - loss: 0.0227 - UP: 67.92% UR: 29.63% UF: 41.26% P: 66.23% R: 28.89% F: 40.23%
113
+ 2024-03-24 20:18:50 INFO dev: loss: 0.0908 - UP: 77.27% UR: 10.75% UF: 18.87% P: 73.93% R: 10.28% F: 18.05%
114
+ 2024-03-24 20:18:52 INFO test: loss: 0.0494 - UP: 34.78% UR: 11.85% UF: 17.68% P: 31.68% R: 10.80% F: 16.10%
115
+ 2024-03-24 20:18:52 INFO 0:00:06.106131s elapsed
116
+
117
+ 2024-03-24 20:18:52 INFO Epoch 9 / 5000:
118
+ 2024-03-24 20:18:56 INFO lr: 4.9910e-05 - loss: 0.0314 - UP: 66.54% UR: 27.45% UF: 38.86% P: 64.97% R: 26.80% F: 37.95%
119
+ 2024-03-24 20:18:56 INFO dev: loss: 0.0864 - UP: 55.58% UR: 38.10% UF: 45.21% P: 53.71% R: 36.82% F: 43.69%
120
+ 2024-03-24 20:18:58 INFO test: loss: 0.0586 - UP: 23.89% UR: 37.02% UF: 29.04% P: 22.76% R: 35.26% F: 27.66%
121
+ 2024-03-24 20:19:06 INFO 0:00:06.114652s elapsed (saved)
122
+
123
+ 2024-03-24 20:19:06 INFO Epoch 10 / 5000:
124
+ 2024-03-24 20:19:10 INFO lr: 4.9900e-05 - loss: 0.0466 - UP: 69.65% UR: 33.75% UF: 45.47% P: 68.49% R: 33.19% F: 44.71%
125
+ 2024-03-24 20:19:11 INFO dev: loss: 0.0861 - UP: 58.66% UR: 31.09% UF: 40.64% P: 56.90% R: 30.16% F: 39.43%
126
+ 2024-03-24 20:19:12 INFO test: loss: 0.0528 - UP: 25.93% UR: 30.17% UF: 27.89% P: 24.64% R: 28.67% F: 26.50%
127
+ 2024-03-24 20:19:12 INFO 0:00:06.102768s elapsed
128
+
129
+ 2024-03-24 20:19:12 INFO Epoch 11 / 5000:
130
+ 2024-03-24 20:19:16 INFO lr: 4.9890e-05 - loss: 0.0053 - UP: 72.63% UR: 42.88% UF: 53.93% P: 71.61% R: 42.28% F: 53.17%
131
+ 2024-03-24 20:19:17 INFO dev: loss: 0.0842 - UP: 65.77% UR: 30.76% UF: 41.92% P: 63.69% R: 29.79% F: 40.59%
132
+ 2024-03-24 20:19:18 INFO test: loss: 0.0576 - UP: 26.74% UR: 30.11% UF: 28.32% P: 25.26% R: 28.44% F: 26.75%
133
+ 2024-03-24 20:19:18 INFO 0:00:06.097885s elapsed
134
+
135
+ 2024-03-24 20:19:18 INFO Epoch 12 / 5000:
136
+ 2024-03-24 20:19:22 INFO lr: 4.9880e-05 - loss: 0.0095 - UP: 75.07% UR: 45.92% UF: 56.98% P: 74.18% R: 45.37% F: 56.30%
137
+ 2024-03-24 20:19:23 INFO dev: loss: 0.0833 - UP: 59.52% UR: 39.81% UF: 47.71% P: 56.81% R: 37.99% F: 45.53%
138
+ 2024-03-24 20:19:24 INFO test: loss: 0.0573 - UP: 24.09% UR: 38.28% UF: 29.57% P: 22.68% R: 36.04% F: 27.84%
139
+ 2024-03-24 20:19:31 INFO 0:00:06.129106s elapsed (saved)
140
+
141
+ 2024-03-24 20:19:31 INFO Epoch 13 / 5000:
142
+ 2024-03-24 20:19:35 INFO lr: 4.9870e-05 - loss: 0.0149 - UP: 77.06% UR: 50.08% UF: 60.71% P: 76.15% R: 49.49% F: 59.99%
143
+ 2024-03-24 20:19:35 INFO dev: loss: 0.0824 - UP: 63.24% UR: 37.17% UF: 46.82% P: 61.06% R: 35.89% F: 45.21%
144
+ 2024-03-24 20:19:37 INFO test: loss: 0.0557 - UP: 26.30% UR: 36.32% UF: 30.51% P: 25.06% R: 34.61% F: 29.07%
145
+ 2024-03-24 20:19:37 INFO 0:00:06.109983s elapsed
146
+
147
+ 2024-03-24 20:19:37 INFO Epoch 14 / 5000:
148
+ 2024-03-24 20:19:41 INFO lr: 4.9860e-05 - loss: 0.0150 - UP: 78.36% UR: 53.69% UF: 63.72% P: 77.37% R: 53.02% F: 62.92%
149
+ 2024-03-24 20:19:42 INFO dev: loss: 0.0896 - UP: 55.52% UR: 49.80% UF: 52.51% P: 53.33% R: 47.83% F: 50.43%
150
+ 2024-03-24 20:19:43 INFO test: loss: 0.0606 - UP: 22.57% UR: 46.71% UF: 30.43% P: 21.34% R: 44.18% F: 28.78%
151
+ 2024-03-24 20:19:50 INFO 0:00:06.111331s elapsed (saved)
152
+
153
+ 2024-03-24 20:19:50 INFO Epoch 15 / 5000:
154
+ 2024-03-24 20:19:54 INFO lr: 4.9850e-05 - loss: 0.0119 - UP: 79.97% UR: 53.06% UF: 63.79% P: 78.74% R: 52.25% F: 62.82%
155
+ 2024-03-24 20:19:54 INFO dev: loss: 0.0818 - UP: 58.71% UR: 48.43% UF: 53.08% P: 56.46% R: 46.57% F: 51.04%
156
+ 2024-03-24 20:19:56 INFO test: loss: 0.0591 - UP: 21.29% UR: 43.06% UF: 28.50% P: 20.28% R: 41.01% F: 27.14%
157
+ 2024-03-24 20:20:03 INFO 0:00:06.149484s elapsed (saved)
158
+
159
+ 2024-03-24 20:20:03 INFO Epoch 16 / 5000:
160
+ 2024-03-24 20:20:07 INFO lr: 4.9840e-05 - loss: 0.0226 - UP: 78.96% UR: 56.27% UF: 65.71% P: 78.19% R: 55.72% F: 65.07%
161
+ 2024-03-24 20:20:07 INFO dev: loss: 0.0827 - UP: 55.69% UR: 50.35% UF: 52.89% P: 53.88% R: 48.72% F: 51.17%
162
+ 2024-03-24 20:20:09 INFO test: loss: 0.0602 - UP: 21.84% UR: 48.74% UF: 30.16% P: 20.86% R: 46.57% F: 28.82%
163
+ 2024-03-24 20:20:16 INFO 0:00:06.138023s elapsed (saved)
164
+
165
+ 2024-03-24 20:20:16 INFO Epoch 17 / 5000:
166
+ 2024-03-24 20:20:20 INFO lr: 4.9830e-05 - loss: 0.0398 - UP: 80.03% UR: 60.48% UF: 68.90% P: 79.51% R: 60.09% F: 68.45%
167
+ 2024-03-24 20:20:20 INFO dev: loss: 0.0977 - UP: 63.56% UR: 34.67% UF: 44.87% P: 61.33% R: 33.46% F: 43.30%
168
+ 2024-03-24 20:20:22 INFO test: loss: 0.0560 - UP: 27.42% UR: 31.82% UF: 29.45% P: 25.74% R: 29.88% F: 27.65%
169
+ 2024-03-24 20:20:22 INFO 0:00:06.082041s elapsed
170
+
171
+ 2024-03-24 20:20:22 INFO Epoch 18 / 5000:
172
+ 2024-03-24 20:20:26 INFO lr: 4.9820e-05 - loss: 0.0077 - UP: 79.25% UR: 56.65% UF: 66.07% P: 78.55% R: 56.15% F: 65.48%
173
+ 2024-03-24 20:20:26 INFO dev: loss: 0.0855 - UP: 63.66% UR: 43.70% UF: 51.82% P: 61.82% R: 42.44% F: 50.33%
174
+ 2024-03-24 20:20:28 INFO test: loss: 0.0595 - UP: 25.80% UR: 40.08% UF: 31.39% P: 24.50% R: 38.05% F: 29.81%
175
+ 2024-03-24 20:20:28 INFO 0:00:06.083552s elapsed
176
+
177
+ 2024-03-24 20:20:28 INFO Epoch 19 / 5000:
178
+ 2024-03-24 20:20:32 INFO lr: 4.9810e-05 - loss: 0.0119 - UP: 82.59% UR: 62.13% UF: 70.91% P: 82.14% R: 61.79% F: 70.52%
179
+ 2024-03-24 20:20:32 INFO dev: loss: 0.0963 - UP: 70.14% UR: 33.77% UF: 45.59% P: 67.66% R: 32.57% F: 43.98%
180
+ 2024-03-24 20:20:34 INFO test: loss: 0.0667 - UP: 28.71% UR: 32.07% UF: 30.30% P: 27.22% R: 30.40% F: 28.72%
181
+ 2024-03-24 20:20:34 INFO 0:00:06.110101s elapsed
182
+
183
+ 2024-03-24 20:20:34 INFO Epoch 20 / 5000:
184
+ 2024-03-24 20:20:38 INFO lr: 4.9800e-05 - loss: 0.0098 - UP: 82.73% UR: 64.66% UF: 72.58% P: 82.37% R: 64.38% F: 72.28%
185
+ 2024-03-24 20:20:38 INFO dev: loss: 0.0970 - UP: 67.19% UR: 38.46% UF: 48.92% P: 64.76% R: 37.06% F: 47.14%
186
+ 2024-03-24 20:20:40 INFO test: loss: 0.0623 - UP: 29.64% UR: 37.12% UF: 32.96% P: 28.18% R: 35.28% F: 31.33%
187
+ 2024-03-24 20:20:40 INFO 0:00:06.121157s elapsed
188
+
189
+ 2024-03-24 20:20:40 INFO Epoch 21 / 5000:
190
+ 2024-03-24 20:20:44 INFO lr: 4.9790e-05 - loss: 0.0010 - UP: 82.93% UR: 67.59% UF: 74.48% P: 82.63% R: 67.34% F: 74.20%
191
+ 2024-03-24 20:20:45 INFO dev: loss: 0.0946 - UP: 66.25% UR: 42.50% UF: 51.78% P: 64.08% R: 41.11% F: 50.09%
192
+ 2024-03-24 20:20:46 INFO test: loss: 0.0641 - UP: 28.30% UR: 39.81% UF: 33.08% P: 27.02% R: 38.01% F: 31.59%
193
+ 2024-03-24 20:20:46 INFO 0:00:06.195074s elapsed
194
+
195
+ 2024-03-24 20:20:46 INFO Epoch 22 / 5000:
196
+ 2024-03-24 20:20:50 INFO lr: 4.9780e-05 - loss: 0.0091 - UP: 84.72% UR: 70.87% UF: 77.18% P: 84.43% R: 70.63% F: 76.91%
197
+ 2024-03-24 20:20:51 INFO dev: loss: 0.0988 - UP: 69.44% UR: 35.23% UF: 46.74% P: 66.83% R: 33.90% F: 44.98%
198
+ 2024-03-24 20:20:52 INFO test: loss: 0.0649 - UP: 30.35% UR: 32.64% UF: 31.46% P: 28.78% R: 30.95% F: 29.83%
199
+ 2024-03-24 20:20:52 INFO 0:00:06.252986s elapsed
200
+
201
+ 2024-03-24 20:20:52 INFO Epoch 23 / 5000:
202
+ 2024-03-24 20:20:57 INFO lr: 4.9770e-05 - loss: 0.0293 - UP: 86.84% UR: 66.25% UF: 75.16% P: 86.54% R: 66.02% F: 74.90%
203
+ 2024-03-24 20:20:57 INFO dev: loss: 0.0979 - UP: 61.89% UR: 45.71% UF: 52.58% P: 59.97% R: 44.29% F: 50.95%
204
+ 2024-03-24 20:20:59 INFO test: loss: 0.0672 - UP: 25.05% UR: 41.28% UF: 31.18% P: 24.02% R: 39.59% F: 29.90%
205
+ 2024-03-24 20:20:59 INFO 0:00:06.470217s elapsed
206
+
207
+ 2024-03-24 20:20:59 INFO Epoch 24 / 5000:
208
+ 2024-03-24 20:21:03 INFO lr: 4.9760e-05 - loss: 0.0371 - UP: 82.03% UR: 62.91% UF: 71.21% P: 81.65% R: 62.61% F: 70.88%
209
+ 2024-03-24 20:21:04 INFO dev: loss: 0.1016 - UP: 57.88% UR: 35.43% UF: 43.95% P: 56.11% R: 34.34% F: 42.61%
210
+ 2024-03-24 20:21:06 INFO test: loss: 0.0676 - UP: 24.54% UR: 35.01% UF: 28.85% P: 23.28% R: 33.21% F: 27.37%
211
+ 2024-03-24 20:21:06 INFO 0:00:06.583140s elapsed
212
+
213
+ 2024-03-24 20:21:06 INFO Epoch 25 / 5000:
214
+ 2024-03-24 20:21:10 INFO lr: 4.9750e-05 - loss: 0.0044 - UP: 81.96% UR: 56.13% UF: 66.63% P: 81.43% R: 55.77% F: 66.21%
215
+ 2024-03-24 20:21:10 INFO dev: loss: 0.0909 - UP: 55.31% UR: 56.63% UF: 55.97% P: 53.26% R: 54.53% F: 53.89%
216
+ 2024-03-24 20:21:12 INFO test: loss: 0.0735 - UP: 21.08% UR: 54.47% UF: 30.40% P: 19.69% R: 50.88% F: 28.39%
217
+ 2024-03-24 20:21:19 INFO 0:00:06.512966s elapsed (saved)
218
+
219
+ 2024-03-24 20:21:19 INFO Epoch 26 / 5000:
220
+ 2024-03-24 20:21:23 INFO lr: 4.9740e-05 - loss: 0.0065 - UP: 81.91% UR: 63.85% UF: 71.76% P: 81.37% R: 63.43% F: 71.29%
221
+ 2024-03-24 20:21:23 INFO dev: loss: 0.0915 - UP: 57.27% UR: 55.66% UF: 56.45% P: 55.11% R: 53.56% F: 54.32%
222
+ 2024-03-24 20:21:25 INFO test: loss: 0.0747 - UP: 20.36% UR: 52.74% UF: 29.38% P: 19.20% R: 49.74% F: 27.71%
223
+ 2024-03-24 20:21:32 INFO 0:00:06.144181s elapsed (saved)
224
+
225
+ 2024-03-24 20:21:32 INFO Epoch 27 / 5000:
226
+ 2024-03-24 20:21:36 INFO lr: 4.9730e-05 - loss: 0.0100 - UP: 85.19% UR: 72.49% UF: 78.33% P: 84.89% R: 72.23% F: 78.05%
227
+ 2024-03-24 20:21:37 INFO dev: loss: 0.1008 - UP: 59.82% UR: 55.84% UF: 57.76% P: 57.50% R: 53.67% F: 55.52%
228
+ 2024-03-24 20:21:38 INFO test: loss: 0.0789 - UP: 23.30% UR: 50.94% UF: 31.97% P: 22.05% R: 48.21% F: 30.26%
229
+ 2024-03-24 20:21:45 INFO 0:00:06.118786s elapsed (saved)
230
+
231
+ 2024-03-24 20:21:45 INFO Epoch 28 / 5000:
232
+ 2024-03-24 20:21:49 INFO lr: 4.9720e-05 - loss: 0.0058 - UP: 85.53% UR: 71.84% UF: 78.09% P: 85.38% R: 71.72% F: 77.96%
233
+ 2024-03-24 20:21:50 INFO dev: loss: 0.1025 - UP: 58.59% UR: 54.44% UF: 56.44% P: 56.19% R: 52.21% F: 54.13%
234
+ 2024-03-24 20:21:51 INFO test: loss: 0.0775 - UP: 21.77% UR: 50.50% UF: 30.42% P: 20.50% R: 47.56% F: 28.66%
235
+ 2024-03-24 20:21:51 INFO 0:00:06.097055s elapsed
236
+
237
+ 2024-03-24 20:21:51 INFO Epoch 29 / 5000:
238
+ 2024-03-24 20:21:55 INFO lr: 4.9710e-05 - loss: 0.0166 - UP: 87.53% UR: 75.98% UF: 81.35% P: 87.25% R: 75.74% F: 81.09%
239
+ 2024-03-24 20:21:56 INFO dev: loss: 0.1038 - UP: 63.34% UR: 52.54% UF: 57.44% P: 60.89% R: 50.51% F: 55.22%
240
+ 2024-03-24 20:21:57 INFO test: loss: 0.0748 - UP: 25.17% UR: 47.09% UF: 32.81% P: 23.68% R: 44.31% F: 30.86%
241
+ 2024-03-24 20:21:57 INFO 0:00:06.097113s elapsed
242
+
243
+ 2024-03-24 20:21:57 INFO Epoch 30 / 5000:
244
+ 2024-03-24 20:22:01 INFO lr: 4.9700e-05 - loss: 0.0065 - UP: 88.41% UR: 75.42% UF: 81.40% P: 88.09% R: 75.15% F: 81.11%
245
+ 2024-03-24 20:22:02 INFO dev: loss: 0.1104 - UP: 68.11% UR: 39.34% UF: 49.87% P: 64.70% R: 37.37% F: 47.38%
246
+ 2024-03-24 20:22:03 INFO test: loss: 0.0867 - UP: 27.38% UR: 36.66% UF: 31.35% P: 25.46% R: 34.08% F: 29.14%
247
+ 2024-03-24 20:22:03 INFO 0:00:06.133643s elapsed
248
+
249
+ 2024-03-24 20:22:03 INFO Epoch 31 / 5000:
250
+ 2024-03-24 20:22:07 INFO lr: 4.9690e-05 - loss: 0.0034 - UP: 84.61% UR: 70.11% UF: 76.68% P: 84.03% R: 69.62% F: 76.15%
251
+ 2024-03-24 20:22:08 INFO dev: loss: 0.1073 - UP: 72.45% UR: 41.07% UF: 52.42% P: 69.68% R: 39.50% F: 50.42%
252
+ 2024-03-24 20:22:09 INFO test: loss: 0.0751 - UP: 31.46% UR: 39.26% UF: 34.93% P: 29.94% R: 37.35% F: 33.24%
253
+ 2024-03-24 20:22:09 INFO 0:00:06.165410s elapsed
254
+
255
+ 2024-03-24 20:22:09 INFO Epoch 32 / 5000:
256
+ 2024-03-24 20:22:14 INFO lr: 4.9680e-05 - loss: 0.0233 - UP: 85.77% UR: 74.72% UF: 79.86% P: 84.87% R: 73.94% F: 79.03%
257
+ 2024-03-24 20:22:14 INFO dev: loss: 0.0955 - UP: 62.01% UR: 52.85% UF: 57.07% P: 59.42% R: 50.64% F: 54.68%
258
+ 2024-03-24 20:22:16 INFO test: loss: 0.0714 - UP: 23.96% UR: 48.38% UF: 32.05% P: 22.76% R: 45.95% F: 30.44%
259
+ 2024-03-24 20:22:16 INFO 0:00:06.194800s elapsed
260
+
261
+ 2024-03-24 20:22:16 INFO Epoch 33 / 5000:
262
+ 2024-03-24 20:22:20 INFO lr: 4.9670e-05 - loss: 0.0181 - UP: 89.48% UR: 76.21% UF: 82.31% P: 89.22% R: 75.99% F: 82.08%
263
+ 2024-03-24 20:22:20 INFO dev: loss: 0.0991 - UP: 63.07% UR: 52.17% UF: 57.10% P: 60.19% R: 49.78% F: 54.49%
264
+ 2024-03-24 20:22:22 INFO test: loss: 0.0727 - UP: 24.93% UR: 47.71% UF: 32.75% P: 23.56% R: 45.09% F: 30.95%
265
+ 2024-03-24 20:22:22 INFO 0:00:06.254114s elapsed
266
+
267
+ 2024-03-24 20:22:22 INFO Epoch 34 / 5000:
268
+ 2024-03-24 20:22:26 INFO lr: 4.9660e-05 - loss: 0.0047 - UP: 90.29% UR: 78.72% UF: 84.11% P: 90.16% R: 78.60% F: 83.99%
269
+ 2024-03-24 20:22:27 INFO dev: loss: 0.1027 - UP: 67.11% UR: 48.05% UF: 56.01% P: 64.36% R: 46.09% F: 53.71%
270
+ 2024-03-24 20:22:28 INFO test: loss: 0.0701 - UP: 27.37% UR: 43.86% UF: 33.70% P: 25.81% R: 41.37% F: 31.79%
271
+ 2024-03-24 20:22:28 INFO 0:00:06.344410s elapsed
272
+
273
+ 2024-03-24 20:22:28 INFO Epoch 35 / 5000:
274
+ 2024-03-24 20:22:33 INFO lr: 4.9650e-05 - loss: 0.0030 - UP: 91.70% UR: 80.85% UF: 85.93% P: 91.63% R: 80.78% F: 85.86%
275
+ 2024-03-24 20:22:33 INFO dev: loss: 0.1032 - UP: 63.32% UR: 54.47% UF: 58.56% P: 60.51% R: 52.06% F: 55.97%
276
+ 2024-03-24 20:22:35 INFO test: loss: 0.0757 - UP: 25.31% UR: 48.83% UF: 33.34% P: 23.99% R: 46.29% F: 31.60%
277
+ 2024-03-24 20:22:42 INFO 0:00:07.115011s elapsed (saved)
278
+
279
+ 2024-03-24 20:22:42 INFO Epoch 36 / 5000:
280
+ 2024-03-24 20:22:46 INFO lr: 4.9640e-05 - loss: 0.0056 - UP: 91.51% UR: 82.57% UF: 86.81% P: 91.40% R: 82.47% F: 86.70%
281
+ 2024-03-24 20:22:47 INFO dev: loss: 0.1074 - UP: 62.16% UR: 54.95% UF: 58.33% P: 59.63% R: 52.72% F: 55.96%
282
+ 2024-03-24 20:22:48 INFO test: loss: 0.0769 - UP: 24.49% UR: 49.36% UF: 32.73% P: 23.17% R: 46.69% F: 30.97%
283
+ 2024-03-24 20:22:48 INFO 0:00:06.136950s elapsed
284
+
285
+ 2024-03-24 20:22:48 INFO Epoch 37 / 5000:
286
+ 2024-03-24 20:22:52 INFO lr: 4.9630e-05 - loss: 0.0028 - UP: 92.58% UR: 84.51% UF: 88.36% P: 92.46% R: 84.40% F: 88.25%
287
+ 2024-03-24 20:22:53 INFO dev: loss: 0.1099 - UP: 65.31% UR: 51.84% UF: 57.80% P: 62.66% R: 49.73% F: 55.46%
288
+ 2024-03-24 20:22:54 INFO test: loss: 0.0791 - UP: 26.37% UR: 47.18% UF: 33.83% P: 24.94% R: 44.62% F: 32.00%
289
+ 2024-03-24 20:22:54 INFO 0:00:06.138402s elapsed
290
+
291
+ 2024-03-24 20:22:54 INFO Epoch 38 / 5000:
292
+ 2024-03-24 20:22:59 INFO lr: 4.9620e-05 - loss: 0.0038 - UP: 92.93% UR: 85.59% UF: 89.11% P: 92.87% R: 85.54% F: 89.06%
293
+ 2024-03-24 20:22:59 INFO dev: loss: 0.1161 - UP: 60.72% UR: 56.57% UF: 58.57% P: 58.08% R: 54.11% F: 56.03%
294
+ 2024-03-24 20:23:01 INFO test: loss: 0.0836 - UP: 23.80% UR: 51.93% UF: 32.64% P: 22.58% R: 49.27% F: 30.97%
295
+ 2024-03-24 20:23:07 INFO 0:00:06.163998s elapsed (saved)
296
+
297
+ 2024-03-24 20:23:07 INFO Epoch 39 / 5000:
298
+ 2024-03-24 20:23:12 INFO lr: 4.9610e-05 - loss: 0.0033 - UP: 93.30% UR: 85.71% UF: 89.34% P: 93.28% R: 85.69% F: 89.32%
299
+ 2024-03-24 20:23:12 INFO dev: loss: 0.1157 - UP: 64.92% UR: 54.07% UF: 59.00% P: 62.03% R: 51.66% F: 56.37%
300
+ 2024-03-24 20:23:14 INFO test: loss: 0.0839 - UP: 26.31% UR: 48.64% UF: 34.15% P: 24.89% R: 46.02% F: 32.31%
301
+ 2024-03-24 20:23:20 INFO 0:00:06.146673s elapsed (saved)
302
+
303
+ 2024-03-24 20:23:20 INFO Epoch 40 / 5000:
304
+ 2024-03-24 20:23:25 INFO lr: 4.9600e-05 - loss: 0.0021 - UP: 93.67% UR: 87.02% UF: 90.22% P: 93.59% R: 86.95% F: 90.15%
305
+ 2024-03-24 20:23:25 INFO dev: loss: 0.1174 - UP: 67.04% UR: 52.08% UF: 58.62% P: 64.05% R: 49.76% F: 56.00%
306
+ 2024-03-24 20:23:27 INFO test: loss: 0.0834 - UP: 27.12% UR: 46.82% UF: 34.34% P: 25.59% R: 44.18% F: 32.41%
307
+ 2024-03-24 20:23:27 INFO 0:00:06.070519s elapsed
308
+
309
+ 2024-03-24 20:23:27 INFO Epoch 41 / 5000:
310
+ 2024-03-24 20:23:31 INFO lr: 4.9590e-05 - loss: 0.0040 - UP: 93.75% UR: 86.22% UF: 89.83% P: 93.71% R: 86.18% F: 89.79%
311
+ 2024-03-24 20:23:31 INFO dev: loss: 0.1208 - UP: 65.78% UR: 54.49% UF: 59.60% P: 62.76% R: 51.99% F: 56.87%
312
+ 2024-03-24 20:23:33 INFO test: loss: 0.0868 - UP: 28.50% UR: 49.12% UF: 36.07% P: 26.88% R: 46.33% F: 34.03%
313
+ 2024-03-24 20:23:39 INFO 0:00:06.099523s elapsed (saved)
314
+
315
+ 2024-03-24 20:23:39 INFO Epoch 42 / 5000:
316
+ 2024-03-24 20:23:44 INFO lr: 4.9580e-05 - loss: 0.0010 - UP: 93.99% UR: 87.67% UF: 90.72% P: 93.91% R: 87.59% F: 90.64%
317
+ 2024-03-24 20:23:44 INFO dev: loss: 0.1219 - UP: 63.26% UR: 56.44% UF: 59.65% P: 60.61% R: 54.07% F: 57.15%
318
+ 2024-03-24 20:23:46 INFO test: loss: 0.0891 - UP: 25.67% UR: 49.93% UF: 33.90% P: 24.50% R: 47.67% F: 32.37%
319
+ 2024-03-24 20:23:51 INFO 0:00:06.088692s elapsed (saved)
320
+
321
+ 2024-03-24 20:23:51 INFO Epoch 43 / 5000:
322
+ 2024-03-24 20:23:55 INFO lr: 4.9570e-05 - loss: 0.0033 - UP: 94.08% UR: 87.91% UF: 90.89% P: 94.03% R: 87.85% F: 90.84%
323
+ 2024-03-24 20:23:56 INFO dev: loss: 0.1275 - UP: 68.46% UR: 40.80% UF: 51.13% P: 65.01% R: 38.74% F: 48.55%
324
+ 2024-03-24 20:23:57 INFO test: loss: 0.0970 - UP: 28.53% UR: 37.88% UF: 32.55% P: 26.71% R: 35.47% F: 30.48%
325
+ 2024-03-24 20:23:57 INFO 0:00:06.101874s elapsed
326
+
327
+ 2024-03-24 20:23:57 INFO Epoch 44 / 5000:
328
+ 2024-03-24 20:24:01 INFO lr: 4.9560e-05 - loss: 0.0026 - UP: 86.62% UR: 77.47% UF: 81.79% P: 86.40% R: 77.27% F: 81.59%
329
+ 2024-03-24 20:24:02 INFO dev: loss: 0.1124 - UP: 62.07% UR: 52.54% UF: 56.91% P: 59.98% R: 50.77% F: 54.99%
330
+ 2024-03-24 20:24:03 INFO test: loss: 0.0803 - UP: 27.38% UR: 48.19% UF: 34.92% P: 25.89% R: 45.57% F: 33.02%
331
+ 2024-03-24 20:24:03 INFO 0:00:06.134682s elapsed
332
+
333
+ 2024-03-24 20:24:03 INFO Epoch 45 / 5000:
334
+ 2024-03-24 20:24:08 INFO lr: 4.9550e-05 - loss: 0.0027 - UP: 89.83% UR: 74.79% UF: 81.63% P: 89.72% R: 74.69% F: 81.52%
335
+ 2024-03-24 20:24:08 INFO dev: loss: 0.1116 - UP: 58.58% UR: 59.71% UF: 59.14% P: 55.93% R: 57.01% F: 56.47%
336
+ 2024-03-24 20:24:10 INFO test: loss: 0.0853 - UP: 22.57% UR: 55.19% UF: 32.04% P: 21.32% R: 52.12% F: 30.26%
337
+ 2024-03-24 20:24:10 INFO 0:00:06.143719s elapsed
338
+
339
+ 2024-03-24 20:24:10 INFO Epoch 46 / 5000:
340
+ 2024-03-24 20:24:14 INFO lr: 4.9540e-05 - loss: 0.0056 - UP: 90.33% UR: 82.11% UF: 86.02% P: 90.23% R: 82.02% F: 85.93%
341
+ 2024-03-24 20:24:14 INFO dev: loss: 0.1143 - UP: 63.67% UR: 52.83% UF: 57.75% P: 61.09% R: 50.69% F: 55.40%
342
+ 2024-03-24 20:24:16 INFO test: loss: 0.0830 - UP: 25.20% UR: 46.46% UF: 32.68% P: 23.69% R: 43.67% F: 30.72%
343
+ 2024-03-24 20:24:16 INFO 0:00:06.169985s elapsed
344
+
345
+ 2024-03-24 20:24:16 INFO Epoch 47 / 5000:
346
+ 2024-03-24 20:24:20 INFO lr: 4.9530e-05 - loss: 0.0133 - UP: 88.77% UR: 83.85% UF: 86.24% P: 88.68% R: 83.76% F: 86.15%
347
+ 2024-03-24 20:24:20 INFO dev: loss: 0.1147 - UP: 67.45% UR: 47.35% UF: 55.64% P: 65.09% R: 45.69% F: 53.69%
348
+ 2024-03-24 20:24:22 INFO test: loss: 0.0786 - UP: 27.04% UR: 46.31% UF: 34.14% P: 25.72% R: 44.05% F: 32.48%
349
+ 2024-03-24 20:24:22 INFO 0:00:06.245919s elapsed
350
+
351
+ 2024-03-24 20:24:22 INFO Epoch 48 / 5000:
352
+ 2024-03-24 20:24:26 INFO lr: 4.9520e-05 - loss: 0.0495 - UP: 88.52% UR: 70.59% UF: 78.55% P: 88.05% R: 70.21% F: 78.13%
353
+ 2024-03-24 20:24:27 INFO dev: loss: 0.1128 - UP: 67.84% UR: 48.65% UF: 56.66% P: 64.32% R: 46.13% F: 53.73%
354
+ 2024-03-24 20:24:28 INFO test: loss: 0.0883 - UP: 25.58% UR: 46.74% UF: 33.06% P: 24.16% R: 44.16% F: 31.24%
355
+ 2024-03-24 20:24:28 INFO 0:00:06.306213s elapsed
356
+
357
+ 2024-03-24 20:24:28 INFO Epoch 49 / 5000:
358
+ 2024-03-24 20:24:33 INFO lr: 4.9510e-05 - loss: 0.0132 - UP: 84.98% UR: 59.53% UF: 70.02% P: 84.21% R: 58.99% F: 69.38%
359
+ 2024-03-24 20:24:33 INFO dev: loss: 0.1141 - UP: 63.87% UR: 43.03% UF: 51.42% P: 61.01% R: 41.11% F: 49.12%
360
+ 2024-03-24 20:24:35 INFO test: loss: 0.0921 - UP: 23.97% UR: 39.76% UF: 29.91% P: 22.49% R: 37.31% F: 28.06%
361
+ 2024-03-24 20:24:35 INFO 0:00:06.632668s elapsed
362
+
363
+ 2024-03-24 20:24:35 INFO Epoch 50 / 5000:
364
+ 2024-03-24 20:24:39 INFO lr: 4.9500e-05 - loss: 0.0524 - UP: 88.19% UR: 70.54% UF: 78.38% P: 87.50% R: 69.99% F: 77.77%
365
+ 2024-03-24 20:24:40 INFO dev: loss: 0.1080 - UP: 59.18% UR: 50.62% UF: 54.56% P: 56.72% R: 48.52% F: 52.30%
366
+ 2024-03-24 20:24:41 INFO test: loss: 0.0791 - UP: 21.20% UR: 45.15% UF: 28.85% P: 19.91% R: 42.40% F: 27.10%
367
+ 2024-03-24 20:24:41 INFO 0:00:06.537332s elapsed
368
+
369
+ 2024-03-24 20:24:41 INFO Epoch 51 / 5000:
370
+ 2024-03-24 20:24:46 INFO lr: 4.9490e-05 - loss: 0.0046 - UP: 88.43% UR: 75.47% UF: 81.44% P: 88.03% R: 75.13% F: 81.07%
371
+ 2024-03-24 20:24:46 INFO dev: loss: 0.1069 - UP: 61.05% UR: 52.30% UF: 56.34% P: 58.34% R: 49.98% F: 53.84%
372
+ 2024-03-24 20:24:48 INFO test: loss: 0.0809 - UP: 23.31% UR: 46.46% UF: 31.04% P: 22.01% R: 43.86% F: 29.31%
373
+ 2024-03-24 20:24:48 INFO 0:00:06.457614s elapsed
374
+
375
+ 2024-03-24 20:24:48 INFO Epoch 52 / 5000:
376
+ 2024-03-24 20:24:52 INFO lr: 4.9480e-05 - loss: 0.0022 - UP: 91.38% UR: 81.28% UF: 86.03% P: 90.99% R: 80.93% F: 85.67%
377
+ 2024-03-24 20:24:53 INFO dev: loss: 0.1010 - UP: 64.43% UR: 49.23% UF: 55.81% P: 61.51% R: 46.99% F: 53.28%
378
+ 2024-03-24 20:24:54 INFO test: loss: 0.0710 - UP: 27.38% UR: 45.72% UF: 34.25% P: 25.90% R: 43.25% F: 32.40%
379
+ 2024-03-24 20:24:54 INFO 0:00:06.418078s elapsed
380
+
381
+ 2024-03-24 20:24:54 INFO Epoch 53 / 5000:
382
+ 2024-03-24 20:24:59 INFO lr: 4.9470e-05 - loss: 0.0036 - UP: 92.06% UR: 83.06% UF: 87.33% P: 91.64% R: 82.69% F: 86.93%
383
+ 2024-03-24 20:24:59 INFO dev: loss: 0.1102 - UP: 66.05% UR: 52.41% UF: 58.45% P: 63.35% R: 50.27% F: 56.05%
384
+ 2024-03-24 20:25:01 INFO test: loss: 0.0844 - UP: 27.47% UR: 46.27% UF: 34.47% P: 25.85% R: 43.55% F: 32.44%
385
+ 2024-03-24 20:25:01 INFO 0:00:06.393386s elapsed
386
+
387
+ 2024-03-24 20:25:01 INFO Epoch 54 / 5000:
388
+ 2024-03-24 20:25:05 INFO lr: 4.9460e-05 - loss: 0.0037 - UP: 92.94% UR: 85.92% UF: 89.29% P: 92.71% R: 85.70% F: 89.07%
389
+ 2024-03-24 20:25:05 INFO dev: loss: 0.1098 - UP: 60.78% UR: 55.15% UF: 57.83% P: 58.49% R: 53.07% F: 55.65%
390
+ 2024-03-24 20:25:07 INFO test: loss: 0.0854 - UP: 23.21% UR: 48.81% UF: 31.46% P: 21.79% R: 45.81% F: 29.53%
391
+ 2024-03-24 20:25:07 INFO 0:00:06.332132s elapsed
392
+
393
+ 2024-03-24 20:25:07 INFO Epoch 55 / 5000:
394
+ 2024-03-24 20:25:11 INFO lr: 4.9450e-05 - loss: 0.0050 - UP: 93.73% UR: 86.99% UF: 90.24% P: 93.53% R: 86.81% F: 90.04%
395
+ 2024-03-24 20:25:12 INFO dev: loss: 0.1164 - UP: 62.53% UR: 55.17% UF: 58.62% P: 59.67% R: 52.65% F: 55.94%
396
+ 2024-03-24 20:25:13 INFO test: loss: 0.0893 - UP: 24.10% UR: 46.46% UF: 31.74% P: 22.72% R: 43.80% F: 29.92%
397
+ 2024-03-24 20:25:13 INFO 0:00:06.283796s elapsed
398
+
399
+ 2024-03-24 20:25:13 INFO Epoch 56 / 5000:
400
+ 2024-03-24 20:25:18 INFO lr: 4.9440e-05 - loss: 0.0015 - UP: 92.04% UR: 86.01% UF: 88.92% P: 91.78% R: 85.76% F: 88.67%
401
+ 2024-03-24 20:25:18 INFO dev: loss: 0.1177 - UP: 61.62% UR: 56.02% UF: 58.68% P: 59.35% R: 53.96% F: 56.53%
402
+ 2024-03-24 20:25:20 INFO test: loss: 0.0995 - UP: 23.03% UR: 50.10% UF: 31.56% P: 21.77% R: 47.35% F: 29.83%
403
+ 2024-03-24 20:25:20 INFO 0:00:06.271145s elapsed
404
+
405
+ 2024-03-24 20:25:20 INFO Epoch 57 / 5000:
406
+ 2024-03-24 20:25:24 INFO lr: 4.9430e-05 - loss: 0.0034 - UP: 93.42% UR: 83.85% UF: 88.38% P: 93.34% R: 83.77% F: 88.30%
407
+ 2024-03-24 20:25:24 INFO dev: loss: 0.1213 - UP: 63.17% UR: 51.75% UF: 56.89% P: 60.56% R: 49.60% F: 54.53%
408
+ 2024-03-24 20:25:26 INFO test: loss: 0.1022 - UP: 24.53% UR: 45.57% UF: 31.90% P: 23.20% R: 43.10% F: 30.17%
409
+ 2024-03-24 20:25:26 INFO 0:00:06.262808s elapsed
410
+
411
+ 2024-03-24 20:25:26 INFO Epoch 58 / 5000:
412
+ 2024-03-24 20:25:30 INFO lr: 4.9420e-05 - loss: 0.0118 - UP: 91.91% UR: 83.93% UF: 87.74% P: 91.76% R: 83.79% F: 87.59%
413
+ 2024-03-24 20:25:31 INFO dev: loss: 0.1066 - UP: 66.92% UR: 51.22% UF: 58.02% P: 64.09% R: 49.05% F: 55.57%
414
+ 2024-03-24 20:25:32 INFO test: loss: 0.0953 - UP: 24.60% UR: 45.53% UF: 31.94% P: 23.21% R: 42.95% F: 30.13%
415
+ 2024-03-24 20:25:32 INFO 0:00:06.296451s elapsed
416
+
417
+ 2024-03-24 20:25:32 INFO Epoch 59 / 5000:
418
+ 2024-03-24 20:25:36 INFO lr: 4.9410e-05 - loss: 0.0061 - UP: 91.70% UR: 85.27% UF: 88.37% P: 91.62% R: 85.19% F: 88.29%
419
+ 2024-03-24 20:25:37 INFO dev: loss: 0.1153 - UP: 57.15% UR: 60.46% UF: 58.76% P: 54.58% R: 57.74% F: 56.11%
420
+ 2024-03-24 20:25:38 INFO test: loss: 0.0912 - UP: 22.14% UR: 53.71% UF: 31.35% P: 20.88% R: 50.67% F: 29.58%
421
+ 2024-03-24 20:25:38 INFO 0:00:06.268474s elapsed
422
+
423
+ 2024-03-24 20:25:38 INFO Epoch 60 / 5000:
424
+ 2024-03-24 20:25:43 INFO lr: 4.9400e-05 - loss: 0.0030 - UP: 93.93% UR: 86.46% UF: 90.04% P: 93.86% R: 86.39% F: 89.97%
425
+ 2024-03-24 20:25:43 INFO dev: loss: 0.1212 - UP: 67.19% UR: 49.27% UF: 56.85% P: 64.60% R: 47.37% F: 54.66%
426
+ 2024-03-24 20:25:45 INFO test: loss: 0.0977 - UP: 27.53% UR: 42.95% UF: 33.55% P: 25.97% R: 40.52% F: 31.66%
427
+ 2024-03-24 20:25:45 INFO 0:00:06.255410s elapsed
428
+
429
+ 2024-03-24 20:25:45 INFO Epoch 61 / 5000:
430
+ 2024-03-24 20:25:49 INFO lr: 4.9390e-05 - loss: 0.0027 - UP: 93.88% UR: 88.51% UF: 91.12% P: 93.84% R: 88.47% F: 91.07%
431
+ 2024-03-24 20:25:49 INFO dev: loss: 0.1209 - UP: 63.34% UR: 57.34% UF: 60.19% P: 60.50% R: 54.78% F: 57.50%
432
+ 2024-03-24 20:25:51 INFO test: loss: 0.0979 - UP: 22.46% UR: 49.50% UF: 30.90% P: 21.15% R: 46.61% F: 29.10%
433
+ 2024-03-24 20:25:57 INFO 0:00:06.248829s elapsed (saved)
434
+
435
+ 2024-03-24 20:25:57 INFO Epoch 62 / 5000:
436
+ 2024-03-24 20:26:01 INFO lr: 4.9380e-05 - loss: 0.0018 - UP: 94.96% UR: 88.98% UF: 91.87% P: 94.92% R: 88.94% F: 91.83%
437
+ 2024-03-24 20:26:02 INFO dev: loss: 0.1173 - UP: 63.60% UR: 56.02% UF: 59.56% P: 60.93% R: 53.67% F: 57.07%
438
+ 2024-03-24 20:26:03 INFO test: loss: 0.0998 - UP: 24.15% UR: 48.13% UF: 32.17% P: 22.67% R: 45.17% F: 30.19%
439
+ 2024-03-24 20:26:03 INFO 0:00:06.100389s elapsed
440
+
441
+ 2024-03-24 20:26:03 INFO Epoch 63 / 5000:
442
+ 2024-03-24 20:26:07 INFO lr: 4.9370e-05 - loss: 0.0017 - UP: 94.27% UR: 89.92% UF: 92.05% P: 94.19% R: 89.85% F: 91.97%
443
+ 2024-03-24 20:26:08 INFO dev: loss: 0.1250 - UP: 63.19% UR: 56.08% UF: 59.43% P: 60.40% R: 53.60% F: 56.80%
444
+ 2024-03-24 20:26:09 INFO test: loss: 0.1094 - UP: 23.34% UR: 48.95% UF: 31.61% P: 21.86% R: 45.85% F: 29.61%
445
+ 2024-03-24 20:26:09 INFO 0:00:06.109841s elapsed
446
+
447
+ 2024-03-24 20:26:09 INFO Epoch 64 / 5000:
448
+ 2024-03-24 20:26:14 INFO lr: 4.9360e-05 - loss: 0.0046 - UP: 94.38% UR: 90.74% UF: 92.52% P: 94.31% R: 90.67% F: 92.46%
449
+ 2024-03-24 20:26:14 INFO dev: loss: 0.1241 - UP: 61.56% UR: 57.23% UF: 59.32% P: 58.87% R: 54.73% F: 56.73%
450
+ 2024-03-24 20:26:15 INFO test: loss: 0.1095 - UP: 23.17% UR: 50.64% UF: 31.79% P: 21.82% R: 47.69% F: 29.94%
451
+ 2024-03-24 20:26:15 INFO 0:00:06.122993s elapsed
452
+
453
+ 2024-03-24 20:26:15 INFO Epoch 65 / 5000:
454
+ 2024-03-24 20:26:20 INFO lr: 4.9350e-05 - loss: 0.0071 - UP: 94.88% UR: 92.10% UF: 93.47% P: 94.87% R: 92.09% F: 93.46%
455
+ 2024-03-24 20:26:20 INFO dev: loss: 0.1226 - UP: 65.47% UR: 55.17% UF: 59.88% P: 62.74% R: 52.87% F: 57.39%
456
+ 2024-03-24 20:26:22 INFO test: loss: 0.1114 - UP: 25.09% UR: 48.19% UF: 33.00% P: 23.66% R: 45.45% F: 31.12%
457
+ 2024-03-24 20:26:22 INFO 0:00:06.159398s elapsed
458
+
459
+ 2024-03-24 20:26:22 INFO Epoch 66 / 5000:
460
+ 2024-03-24 20:26:26 INFO lr: 4.9340e-05 - loss: 0.0013 - UP: 95.46% UR: 91.67% UF: 93.53% P: 95.41% R: 91.63% F: 93.48%
461
+ 2024-03-24 20:26:26 INFO dev: loss: 0.1264 - UP: 63.86% UR: 55.17% UF: 59.20% P: 61.30% R: 52.96% F: 56.83%
462
+ 2024-03-24 20:26:28 INFO test: loss: 0.1098 - UP: 24.70% UR: 48.68% UF: 32.77% P: 23.36% R: 46.04% F: 30.99%
463
+ 2024-03-24 20:26:28 INFO 0:00:06.187277s elapsed
464
+
465
+ 2024-03-24 20:26:28 INFO Epoch 67 / 5000:
466
+ 2024-03-24 20:26:32 INFO lr: 4.9330e-05 - loss: 0.0002 - UP: 96.38% UR: 91.22% UF: 93.73% P: 96.33% R: 91.17% F: 93.68%
467
+ 2024-03-24 20:26:33 INFO dev: loss: 0.1303 - UP: 62.72% UR: 56.63% UF: 59.52% P: 60.20% R: 54.36% F: 57.13%
468
+ 2024-03-24 20:26:34 INFO test: loss: 0.1071 - UP: 24.47% UR: 50.01% UF: 32.86% P: 23.11% R: 47.24% F: 31.04%
469
+ 2024-03-24 20:26:34 INFO 0:00:06.272833s elapsed
470
+
471
+ 2024-03-24 20:26:34 INFO Epoch 68 / 5000:
472
+ 2024-03-24 20:26:38 INFO lr: 4.9320e-05 - loss: 0.0018 - UP: 95.61% UR: 92.98% UF: 94.28% P: 95.59% R: 92.95% F: 94.25%
473
+ 2024-03-24 20:26:39 INFO dev: loss: 0.1347 - UP: 60.51% UR: 59.95% UF: 60.23% P: 58.10% R: 57.56% F: 57.83%
474
+ 2024-03-24 20:26:40 INFO test: loss: 0.1123 - UP: 22.46% UR: 52.57% UF: 31.47% P: 21.20% R: 49.61% F: 29.70%
475
+ 2024-03-24 20:26:48 INFO 0:00:06.380759s elapsed (saved)
476
+
477
+ 2024-03-24 20:26:48 INFO Epoch 69 / 5000:
478
+ 2024-03-24 20:26:52 INFO lr: 4.9310e-05 - loss: 0.0043 - UP: 95.41% UR: 91.14% UF: 93.23% P: 95.38% R: 91.12% F: 93.20%
479
+ 2024-03-24 20:26:52 INFO dev: loss: 0.1203 - UP: 56.08% UR: 58.20% UF: 57.12% P: 53.29% R: 55.31% F: 54.28%
480
+ 2024-03-24 20:26:54 INFO test: loss: 0.1126 - UP: 19.81% UR: 51.85% UF: 28.66% P: 18.58% R: 48.64% F: 26.89%
481
+ 2024-03-24 20:26:54 INFO 0:00:06.156029s elapsed
482
+
483
+ 2024-03-24 20:26:54 INFO Epoch 70 / 5000:
484
+ 2024-03-24 20:26:58 INFO lr: 4.9300e-05 - loss: 0.0101 - UP: 89.06% UR: 83.50% UF: 86.19% P: 88.96% R: 83.40% F: 86.09%
485
+ 2024-03-24 20:26:58 INFO dev: loss: 0.1210 - UP: 64.52% UR: 50.31% UF: 56.54% P: 61.09% R: 47.63% F: 53.53%
486
+ 2024-03-24 20:27:00 INFO test: loss: 0.1156 - UP: 23.55% UR: 45.32% UF: 31.00% P: 21.94% R: 42.21% F: 28.87%
487
+ 2024-03-24 20:27:00 INFO 0:00:06.140446s elapsed
488
+
489
+ 2024-03-24 20:27:00 INFO Epoch 71 / 5000:
490
+ 2024-03-24 20:27:04 INFO lr: 4.9290e-05 - loss: 0.0064 - UP: 91.35% UR: 85.69% UF: 88.43% P: 91.21% R: 85.56% F: 88.29%
491
+ 2024-03-24 20:27:04 INFO dev: loss: 0.1146 - UP: 65.86% UR: 50.51% UF: 57.17% P: 62.83% R: 48.19% F: 54.54%
492
+ 2024-03-24 20:27:06 INFO test: loss: 0.1016 - UP: 26.48% UR: 46.23% UF: 33.67% P: 24.80% R: 43.29% F: 31.54%
493
+ 2024-03-24 20:27:06 INFO 0:00:06.165366s elapsed
494
+
495
+ 2024-03-24 20:27:06 INFO Epoch 72 / 5000:
496
+ 2024-03-24 20:27:10 INFO lr: 4.9280e-05 - loss: 0.0030 - UP: 94.94% UR: 90.29% UF: 92.56% P: 94.90% R: 90.25% F: 92.52%
497
+ 2024-03-24 20:27:11 INFO dev: loss: 0.1188 - UP: 61.87% UR: 58.91% UF: 60.35% P: 59.34% R: 56.50% F: 57.88%
498
+ 2024-03-24 20:27:12 INFO test: loss: 0.1037 - UP: 23.07% UR: 51.17% UF: 31.80% P: 21.84% R: 48.45% F: 30.11%
499
+ 2024-03-24 20:27:18 INFO 0:00:06.206455s elapsed (saved)
500
+
501
+ 2024-03-24 20:27:18 INFO Epoch 73 / 5000:
502
+ 2024-03-24 20:27:22 INFO lr: 4.9270e-05 - loss: 0.0071 - UP: 95.58% UR: 92.41% UF: 93.97% P: 95.48% R: 92.31% F: 93.87%
503
+ 2024-03-24 20:27:23 INFO dev: loss: 0.1243 - UP: 65.66% UR: 54.93% UF: 59.82% P: 62.94% R: 52.65% F: 57.34%
504
+ 2024-03-24 20:27:24 INFO test: loss: 0.1097 - UP: 24.68% UR: 47.60% UF: 32.51% P: 23.11% R: 44.58% F: 30.44%
505
+ 2024-03-24 20:27:24 INFO 0:00:06.115373s elapsed
506
+
507
+ 2024-03-24 20:27:24 INFO Epoch 74 / 5000:
508
+ 2024-03-24 20:27:28 INFO lr: 4.9260e-05 - loss: 0.0008 - UP: 95.92% UR: 92.94% UF: 94.41% P: 95.88% R: 92.90% F: 94.37%
509
+ 2024-03-24 20:27:29 INFO dev: loss: 0.1251 - UP: 65.08% UR: 55.44% UF: 59.88% P: 62.28% R: 53.05% F: 57.30%
510
+ 2024-03-24 20:27:30 INFO test: loss: 0.1107 - UP: 24.76% UR: 48.24% UF: 32.72% P: 23.34% R: 45.47% F: 30.84%
511
+ 2024-03-24 20:27:30 INFO 0:00:06.131769s elapsed
512
+
513
+ 2024-03-24 20:27:30 INFO Epoch 75 / 5000:
514
+ 2024-03-24 20:27:35 INFO lr: 4.9250e-05 - loss: 0.0015 - UP: 96.03% UR: 93.72% UF: 94.86% P: 95.93% R: 93.62% F: 94.76%
515
+ 2024-03-24 20:27:35 INFO dev: loss: 0.1235 - UP: 65.59% UR: 56.32% UF: 60.61% P: 63.02% R: 54.11% F: 58.23%
516
+ 2024-03-24 20:27:37 INFO test: loss: 0.1106 - UP: 25.14% UR: 48.81% UF: 33.18% P: 23.76% R: 46.14% F: 31.37%
517
+ 2024-03-24 20:27:44 INFO 0:00:06.163235s elapsed (saved)
518
+
519
+ 2024-03-24 20:27:44 INFO Epoch 76 / 5000:
520
+ 2024-03-24 20:27:48 INFO lr: 4.9240e-05 - loss: 0.0007 - UP: 96.36% UR: 94.10% UF: 95.22% P: 96.32% R: 94.06% F: 95.17%
521
+ 2024-03-24 20:27:48 INFO dev: loss: 0.1281 - UP: 66.94% UR: 54.67% UF: 60.18% P: 64.37% R: 52.57% F: 57.87%
522
+ 2024-03-24 20:27:50 INFO test: loss: 0.1109 - UP: 26.16% UR: 48.43% UF: 33.97% P: 24.71% R: 45.74% F: 32.09%
523
+ 2024-03-24 20:27:50 INFO 0:00:06.144379s elapsed
524
+
525
+ 2024-03-24 20:27:50 INFO Epoch 77 / 5000:
526
+ 2024-03-24 20:27:54 INFO lr: 4.9230e-05 - loss: 0.0046 - UP: 96.58% UR: 94.29% UF: 95.42% P: 96.55% R: 94.25% F: 95.39%
527
+ 2024-03-24 20:27:54 INFO dev: loss: 0.1301 - UP: 64.62% UR: 56.55% UF: 60.31% P: 62.09% R: 54.33% F: 57.95%
528
+ 2024-03-24 20:27:56 INFO test: loss: 0.1132 - UP: 24.90% UR: 50.03% UF: 33.25% P: 23.58% R: 47.39% F: 31.49%
529
+ 2024-03-24 20:27:56 INFO 0:00:06.123762s elapsed
530
+
531
+ 2024-03-24 20:27:56 INFO Epoch 78 / 5000:
532
+ 2024-03-24 20:28:00 INFO lr: 4.9220e-05 - loss: 0.0050 - UP: 96.02% UR: 94.60% UF: 95.30% P: 95.97% R: 94.55% F: 95.25%
533
+ 2024-03-24 20:28:01 INFO dev: loss: 0.1345 - UP: 63.24% UR: 57.50% UF: 60.23% P: 60.28% R: 54.80% F: 57.41%
534
+ 2024-03-24 20:28:02 INFO test: loss: 0.1271 - UP: 22.64% UR: 50.73% UF: 31.30% P: 21.21% R: 47.54% F: 29.34%
535
+ 2024-03-24 20:28:02 INFO 0:00:06.146378s elapsed
536
+
537
+ 2024-03-24 20:28:02 INFO Epoch 79 / 5000:
538
+ 2024-03-24 20:28:06 INFO lr: 4.9210e-05 - loss: 0.0004 - UP: 96.48% UR: 91.86% UF: 94.11% P: 96.46% R: 91.83% F: 94.09%
539
+ 2024-03-24 20:28:07 INFO dev: loss: 0.1249 - UP: 68.83% UR: 51.97% UF: 59.22% P: 65.79% R: 49.67% F: 56.60%
540
+ 2024-03-24 20:28:08 INFO test: loss: 0.1145 - UP: 27.58% UR: 46.00% UF: 34.49% P: 25.75% R: 42.93% F: 32.19%
541
+ 2024-03-24 20:28:08 INFO 0:00:06.233308s elapsed
542
+
543
+ 2024-03-24 20:28:08 INFO Epoch 80 / 5000:
544
+ 2024-03-24 20:28:12 INFO lr: 4.9200e-05 - loss: 0.0002 - UP: 96.72% UR: 93.34% UF: 95.00% P: 96.65% R: 93.27% F: 94.93%
545
+ 2024-03-24 20:28:13 INFO dev: loss: 0.1317 - UP: 65.55% UR: 56.04% UF: 60.42% P: 62.88% R: 53.76% F: 57.96%
546
+ 2024-03-24 20:28:15 INFO test: loss: 0.1146 - UP: 25.12% UR: 50.71% UF: 33.59% P: 23.49% R: 47.43% F: 31.42%
547
+ 2024-03-24 20:28:15 INFO 0:00:06.286939s elapsed
548
+
549
+ 2024-03-24 20:28:15 INFO Epoch 81 / 5000:
550
+ 2024-03-24 20:28:19 INFO lr: 4.9190e-05 - loss: 0.0057 - UP: 96.47% UR: 93.94% UF: 95.19% P: 96.35% R: 93.82% F: 95.07%
551
+ 2024-03-24 20:28:19 INFO dev: loss: 0.1351 - UP: 64.08% UR: 57.87% UF: 60.82% P: 61.48% R: 55.53% F: 58.35%
552
+ 2024-03-24 20:28:21 INFO test: loss: 0.1080 - UP: 25.16% UR: 52.50% UF: 34.02% P: 23.79% R: 49.63% F: 32.16%
553
+ 2024-03-24 20:28:28 INFO 0:00:06.791448s elapsed (saved)
554
+
555
+ 2024-03-24 20:28:28 INFO Epoch 82 / 5000:
556
+ 2024-03-24 20:28:32 INFO lr: 4.9180e-05 - loss: 0.0005 - UP: 96.76% UR: 94.56% UF: 95.65% P: 96.70% R: 94.50% F: 95.58%
557
+ 2024-03-24 20:28:32 INFO dev: loss: 0.1315 - UP: 65.94% UR: 54.49% UF: 59.67% P: 63.21% R: 52.23% F: 57.20%
558
+ 2024-03-24 20:28:34 INFO test: loss: 0.1166 - UP: 25.24% UR: 48.19% UF: 33.13% P: 23.79% R: 45.43% F: 31.22%
559
+ 2024-03-24 20:28:34 INFO 0:00:06.112328s elapsed
560
+
561
+ 2024-03-24 20:28:34 INFO Epoch 83 / 5000:
562
+ 2024-03-24 20:28:38 INFO lr: 4.9170e-05 - loss: 0.0169 - UP: 95.45% UR: 92.66% UF: 94.03% P: 95.13% R: 92.36% F: 93.72%
563
+ 2024-03-24 20:28:39 INFO dev: loss: 0.1350 - UP: 63.39% UR: 49.47% UF: 55.57% P: 57.30% R: 44.71% F: 50.23%
564
+ 2024-03-24 20:28:40 INFO test: loss: 0.1134 - UP: 23.38% UR: 45.53% UF: 30.89% P: 21.22% R: 41.33% F: 28.04%
565
+ 2024-03-24 20:28:40 INFO 0:00:06.145676s elapsed
566
+
567
+ 2024-03-24 20:28:40 INFO Epoch 84 / 5000:
568
+ 2024-03-24 20:28:44 INFO lr: 4.9160e-05 - loss: 0.0063 - UP: 90.10% UR: 86.44% UF: 88.23% P: 89.23% R: 85.61% F: 87.38%
569
+ 2024-03-24 20:28:45 INFO dev: loss: 0.1258 - UP: 69.39% UR: 44.32% UF: 54.09% P: 66.90% R: 42.72% F: 52.15%
570
+ 2024-03-24 20:28:46 INFO test: loss: 0.0862 - UP: 30.61% UR: 41.43% UF: 35.21% P: 29.14% R: 39.45% F: 33.52%
571
+ 2024-03-24 20:28:46 INFO 0:00:06.169270s elapsed
572
+
573
+ 2024-03-24 20:28:46 INFO Epoch 85 / 5000:
574
+ 2024-03-24 20:28:50 INFO lr: 4.9150e-05 - loss: 0.0054 - UP: 90.47% UR: 82.57% UF: 86.34% P: 89.86% R: 82.01% F: 85.76%
575
+ 2024-03-24 20:28:51 INFO dev: loss: 0.1331 - UP: 70.17% UR: 44.89% UF: 54.75% P: 66.40% R: 42.48% F: 51.81%
576
+ 2024-03-24 20:28:52 INFO test: loss: 0.1093 - UP: 30.49% UR: 40.65% UF: 34.84% P: 28.60% R: 38.14% F: 32.69%
577
+ 2024-03-24 20:28:52 INFO 0:00:06.201263s elapsed
578
+
579
+ 2024-03-24 20:28:52 INFO Epoch 86 / 5000:
580
+ 2024-03-24 20:28:57 INFO lr: 4.9140e-05 - loss: 0.0029 - UP: 94.30% UR: 86.54% UF: 90.25% P: 93.37% R: 85.69% F: 89.37%
581
+ 2024-03-24 20:28:57 INFO dev: loss: 0.1178 - UP: 63.39% UR: 55.84% UF: 59.38% P: 61.01% R: 53.74% F: 57.14%
582
+ 2024-03-24 20:28:59 INFO test: loss: 0.1048 - UP: 25.12% UR: 49.88% UF: 33.41% P: 23.84% R: 47.35% F: 31.72%
583
+ 2024-03-24 20:28:59 INFO 0:00:06.292383s elapsed
584
+
585
+ 2024-03-24 20:28:59 INFO Epoch 87 / 5000:
586
+ 2024-03-24 20:29:03 INFO lr: 4.9130e-05 - loss: 0.0009 - UP: 95.43% UR: 90.65% UF: 92.98% P: 95.35% R: 90.58% F: 92.90%
587
+ 2024-03-24 20:29:03 INFO dev: loss: 0.1209 - UP: 65.47% UR: 53.54% UF: 58.91% P: 62.98% R: 51.50% F: 56.67%
588
+ 2024-03-24 20:29:05 INFO test: loss: 0.1073 - UP: 26.38% UR: 47.12% UF: 33.83% P: 24.92% R: 44.50% F: 31.95%
589
+ 2024-03-24 20:29:05 INFO 0:00:06.427429s elapsed
590
+
591
+ 2024-03-24 20:29:05 INFO Epoch 88 / 5000:
592
+ 2024-03-24 20:29:09 INFO lr: 4.9120e-05 - loss: 0.0064 - UP: 93.64% UR: 89.01% UF: 91.27% P: 93.46% R: 88.84% F: 91.09%
593
+ 2024-03-24 20:29:10 INFO dev: loss: 0.1135 - UP: 62.33% UR: 53.60% UF: 57.64% P: 60.14% R: 51.72% F: 55.62%
594
+ 2024-03-24 20:29:12 INFO test: loss: 0.1021 - UP: 24.12% UR: 48.62% UF: 32.24% P: 22.86% R: 46.08% F: 30.56%
595
+ 2024-03-24 20:29:12 INFO 0:00:06.493819s elapsed
596
+
597
+ 2024-03-24 20:29:12 INFO Epoch 89 / 5000:
598
+ 2024-03-24 20:29:16 INFO lr: 4.9110e-05 - loss: 0.0017 - UP: 94.30% UR: 90.62% UF: 92.42% P: 94.12% R: 90.45% F: 92.25%
599
+ 2024-03-24 20:29:16 INFO dev: loss: 0.1179 - UP: 63.41% UR: 56.37% UF: 59.68% P: 61.09% R: 54.31% F: 57.50%
600
+ 2024-03-24 20:29:18 INFO test: loss: 0.1061 - UP: 25.70% UR: 50.67% UF: 34.10% P: 24.32% R: 47.96% F: 32.28%
601
+ 2024-03-24 20:29:18 INFO 0:00:06.454293s elapsed
602
+
603
+ 2024-03-24 20:29:18 INFO Epoch 90 / 5000:
604
+ 2024-03-24 20:29:22 INFO lr: 4.9100e-05 - loss: 0.0061 - UP: 95.61% UR: 92.20% UF: 93.88% P: 95.50% R: 92.10% F: 93.77%
605
+ 2024-03-24 20:29:23 INFO dev: loss: 0.1220 - UP: 62.56% UR: 57.54% UF: 59.95% P: 59.87% R: 55.06% F: 57.37%
606
+ 2024-03-24 20:29:24 INFO test: loss: 0.1064 - UP: 24.69% UR: 51.32% UF: 33.34% P: 23.36% R: 48.55% F: 31.54%
607
+ 2024-03-24 20:29:24 INFO 0:00:06.393842s elapsed
608
+
609
+ 2024-03-24 20:29:24 INFO Epoch 91 / 5000:
610
+ 2024-03-24 20:29:29 INFO lr: 4.9090e-05 - loss: 0.0020 - UP: 95.65% UR: 92.96% UF: 94.29% P: 95.57% R: 92.88% F: 94.21%
611
+ 2024-03-24 20:29:29 INFO dev: loss: 0.1245 - UP: 64.37% UR: 56.50% UF: 60.18% P: 61.60% R: 54.07% F: 57.59%
612
+ 2024-03-24 20:29:31 INFO test: loss: 0.1126 - UP: 26.57% UR: 50.54% UF: 34.83% P: 25.06% R: 47.67% F: 32.85%
613
+ 2024-03-24 20:29:31 INFO 0:00:06.398201s elapsed
614
+
615
+ 2024-03-24 20:29:31 INFO Epoch 92 / 5000:
616
+ 2024-03-24 20:29:35 INFO lr: 4.9080e-05 - loss: 0.0099 - UP: 96.20% UR: 93.65% UF: 94.90% P: 96.12% R: 93.57% F: 94.83%
617
+ 2024-03-24 20:29:36 INFO dev: loss: 0.1271 - UP: 62.22% UR: 58.65% UF: 60.38% P: 59.95% R: 56.50% F: 58.17%
618
+ 2024-03-24 20:29:37 INFO test: loss: 0.1174 - UP: 24.12% UR: 50.96% UF: 32.74% P: 22.83% R: 48.24% F: 30.99%
619
+ 2024-03-24 20:29:37 INFO 0:00:06.370420s elapsed
620
+
621
+ 2024-03-24 20:29:37 INFO Epoch 93 / 5000:
622
+ 2024-03-24 20:29:42 INFO lr: 4.9070e-05 - loss: 0.0013 - UP: 96.27% UR: 94.22% UF: 95.23% P: 96.23% R: 94.18% F: 95.20%
623
+ 2024-03-24 20:29:42 INFO dev: loss: 0.1294 - UP: 65.81% UR: 52.74% UF: 58.56% P: 63.13% R: 50.60% F: 56.17%
624
+ 2024-03-24 20:29:44 INFO test: loss: 0.1119 - UP: 27.41% UR: 48.11% UF: 34.93% P: 25.84% R: 45.34% F: 32.92%
625
+ 2024-03-24 20:29:44 INFO 0:00:06.370491s elapsed
626
+
627
+ 2024-03-24 20:29:44 INFO Epoch 94 / 5000:
628
+ 2024-03-24 20:29:48 INFO lr: 4.9060e-05 - loss: 0.0001 - UP: 96.53% UR: 94.90% UF: 95.71% P: 96.51% R: 94.88% F: 95.69%
629
+ 2024-03-24 20:29:48 INFO dev: loss: 0.1355 - UP: 61.00% UR: 59.18% UF: 60.07% P: 58.10% R: 56.37% F: 57.22%
630
+ 2024-03-24 20:29:50 INFO test: loss: 0.1337 - UP: 23.88% UR: 52.42% UF: 32.81% P: 22.49% R: 49.38% F: 30.91%
631
+ 2024-03-24 20:29:50 INFO 0:00:06.330625s elapsed
632
+
633
+ 2024-03-24 20:29:50 INFO Epoch 95 / 5000:
634
+ 2024-03-24 20:29:54 INFO lr: 4.9050e-05 - loss: 0.0008 - UP: 97.15% UR: 94.84% UF: 95.99% P: 97.09% R: 94.78% F: 95.92%
635
+ 2024-03-24 20:29:55 INFO dev: loss: 0.1333 - UP: 62.55% UR: 57.52% UF: 59.93% P: 59.81% R: 55.00% F: 57.30%
636
+ 2024-03-24 20:29:56 INFO test: loss: 0.1194 - UP: 24.99% UR: 51.24% UF: 33.59% P: 23.60% R: 48.38% F: 31.72%
637
+ 2024-03-24 20:29:56 INFO 0:00:06.318973s elapsed
638
+
639
+ 2024-03-24 20:29:56 INFO Epoch 96 / 5000:
640
+ 2024-03-24 20:30:01 INFO lr: 4.9040e-05 - loss: 0.0002 - UP: 97.11% UR: 94.65% UF: 95.86% P: 97.07% R: 94.61% F: 95.82%
641
+ 2024-03-24 20:30:01 INFO dev: loss: 0.1344 - UP: 62.01% UR: 59.62% UF: 60.79% P: 59.22% R: 56.94% F: 58.06%
642
+ 2024-03-24 20:30:03 INFO test: loss: 0.1252 - UP: 23.25% UR: 52.71% UF: 32.27% P: 21.85% R: 49.55% F: 30.33%
643
+ 2024-03-24 20:30:03 INFO 0:00:06.320383s elapsed
644
+
645
+ 2024-03-24 20:30:03 INFO Epoch 97 / 5000:
646
+ 2024-03-24 20:30:07 INFO lr: 4.9030e-05 - loss: 0.0016 - UP: 97.24% UR: 95.75% UF: 96.49% P: 97.20% R: 95.72% F: 96.45%
647
+ 2024-03-24 20:30:07 INFO dev: loss: 0.1346 - UP: 66.91% UR: 55.22% UF: 60.50% P: 64.04% R: 52.85% F: 57.91%
648
+ 2024-03-24 20:30:09 INFO test: loss: 0.1193 - UP: 26.36% UR: 49.02% UF: 34.28% P: 24.84% R: 46.19% F: 32.30%
649
+ 2024-03-24 20:30:09 INFO 0:00:06.294496s elapsed
650
+
651
+ 2024-03-24 20:30:09 INFO Epoch 98 / 5000:
652
+ 2024-03-24 20:30:13 INFO lr: 4.9020e-05 - loss: 0.0008 - UP: 97.49% UR: 95.54% UF: 96.50% P: 97.45% R: 95.51% F: 96.47%
653
+ 2024-03-24 20:30:14 INFO dev: loss: 0.1337 - UP: 63.44% UR: 58.82% UF: 61.04% P: 60.82% R: 56.39% F: 58.52%
654
+ 2024-03-24 20:30:15 INFO test: loss: 0.1228 - UP: 23.91% UR: 51.05% UF: 32.57% P: 22.58% R: 48.21% F: 30.76%
655
+ 2024-03-24 20:30:22 INFO 0:00:06.288762s elapsed (saved)
656
+
657
+ 2024-03-24 20:30:22 INFO Epoch 99 / 5000:
658
+ 2024-03-24 20:30:26 INFO lr: 4.9010e-05 - loss: 0.0013 - UP: 97.44% UR: 96.16% UF: 96.80% P: 97.40% R: 96.13% F: 96.76%
659
+ 2024-03-24 20:30:26 INFO dev: loss: 0.1386 - UP: 64.10% UR: 59.22% UF: 61.56% P: 61.32% R: 56.66% F: 58.90%
660
+ 2024-03-24 20:30:28 INFO test: loss: 0.1293 - UP: 23.98% UR: 51.17% UF: 32.66% P: 22.65% R: 48.32% F: 30.84%
661
+ 2024-03-24 20:30:35 INFO 0:00:06.081027s elapsed (saved)
662
+
663
+ 2024-03-24 20:30:35 INFO Epoch 100 / 5000:
664
+ 2024-03-24 20:30:39 INFO lr: 4.9000e-05 - loss: 0.0037 - UP: 97.16% UR: 96.16% UF: 96.66% P: 97.15% R: 96.15% F: 96.65%
665
+ 2024-03-24 20:30:39 INFO dev: loss: 0.1400 - UP: 66.47% UR: 55.99% UF: 60.79% P: 63.74% R: 53.69% F: 58.29%
666
+ 2024-03-24 20:30:41 INFO test: loss: 0.1326 - UP: 25.28% UR: 49.59% UF: 33.49% P: 23.84% R: 46.78% F: 31.59%
667
+ 2024-03-24 20:30:41 INFO 0:00:06.096652s elapsed
668
+
669
+ 2024-03-24 20:30:41 INFO Epoch 101 / 5000:
670
+ 2024-03-24 20:30:45 INFO lr: 4.8990e-05 - loss: 0.0007 - UP: 97.93% UR: 96.08% UF: 96.99% P: 97.91% R: 96.06% F: 96.97%
671
+ 2024-03-24 20:30:45 INFO dev: loss: 0.1395 - UP: 65.94% UR: 56.81% UF: 61.04% P: 63.42% R: 54.64% F: 58.71%
672
+ 2024-03-24 20:30:47 INFO test: loss: 0.1311 - UP: 25.49% UR: 49.80% UF: 33.72% P: 24.10% R: 47.07% F: 31.88%
673
+ 2024-03-24 20:30:47 INFO 0:00:06.115195s elapsed
674
+
675
+ 2024-03-24 20:30:47 INFO Epoch 102 / 5000:
676
+ 2024-03-24 20:30:51 INFO lr: 4.8980e-05 - loss: 0.0001 - UP: 97.74% UR: 96.25% UF: 96.99% P: 97.68% R: 96.19% F: 96.93%
677
+ 2024-03-24 20:30:51 INFO dev: loss: 0.1371 - UP: 65.77% UR: 56.04% UF: 60.51% P: 63.20% R: 53.85% F: 58.15%
678
+ 2024-03-24 20:30:53 INFO test: loss: 0.1267 - UP: 26.06% UR: 49.76% UF: 34.20% P: 24.64% R: 47.05% F: 32.35%
679
+ 2024-03-24 20:30:53 INFO 0:00:06.096841s elapsed
680
+
681
+ 2024-03-24 20:30:53 INFO Epoch 103 / 5000:
682
+ 2024-03-24 20:30:57 INFO lr: 4.8970e-05 - loss: 0.0017 - UP: 98.13% UR: 96.08% UF: 97.10% P: 98.10% R: 96.05% F: 97.06%
683
+ 2024-03-24 20:30:58 INFO dev: loss: 0.1399 - UP: 65.14% UR: 58.65% UF: 61.72% P: 62.69% R: 56.44% F: 59.40%
684
+ 2024-03-24 20:30:59 INFO test: loss: 0.1292 - UP: 25.74% UR: 50.67% UF: 34.14% P: 24.40% R: 48.02% F: 32.36%
685
+ 2024-03-24 20:31:06 INFO 0:00:06.145482s elapsed (saved)
686
+
687
+ 2024-03-24 20:31:06 INFO Epoch 104 / 5000:
688
+ 2024-03-24 20:31:10 INFO lr: 4.8960e-05 - loss: 0.0001 - UP: 98.17% UR: 96.75% UF: 97.46% P: 98.15% R: 96.72% F: 97.43%
689
+ 2024-03-24 20:31:10 INFO dev: loss: 0.1432 - UP: 65.13% UR: 58.36% UF: 61.56% P: 62.73% R: 56.21% F: 59.30%
690
+ 2024-03-24 20:31:12 INFO test: loss: 0.1298 - UP: 26.04% UR: 51.38% UF: 34.56% P: 24.63% R: 48.62% F: 32.70%
691
+ 2024-03-24 20:31:12 INFO 0:00:06.125248s elapsed
692
+
693
+ 2024-03-24 20:31:12 INFO Epoch 105 / 5000:
694
+ 2024-03-24 20:31:16 INFO lr: 4.8950e-05 - loss: 0.0009 - UP: 97.69% UR: 97.07% UF: 97.37% P: 97.67% R: 97.05% F: 97.35%
695
+ 2024-03-24 20:31:17 INFO dev: loss: 0.1432 - UP: 66.41% UR: 56.02% UF: 60.77% P: 63.84% R: 53.85% F: 58.42%
696
+ 2024-03-24 20:31:18 INFO test: loss: 0.1296 - UP: 26.19% UR: 49.25% UF: 34.19% P: 24.71% R: 46.48% F: 32.27%
697
+ 2024-03-24 20:31:18 INFO 0:00:06.135168s elapsed
698
+
699
+ 2024-03-24 20:31:18 INFO Epoch 106 / 5000:
700
+ 2024-03-24 20:31:22 INFO lr: 4.8940e-05 - loss: 0.0002 - UP: 98.10% UR: 96.65% UF: 97.37% P: 98.09% R: 96.64% F: 97.36%
701
+ 2024-03-24 20:31:23 INFO dev: loss: 0.1460 - UP: 64.96% UR: 57.72% UF: 61.12% P: 62.62% R: 55.64% F: 58.92%
702
+ 2024-03-24 20:31:24 INFO test: loss: 0.1334 - UP: 25.50% UR: 49.80% UF: 33.73% P: 24.13% R: 47.12% F: 31.91%
703
+ 2024-03-24 20:31:24 INFO 0:00:06.150720s elapsed
704
+
705
+ 2024-03-24 20:31:24 INFO Epoch 107 / 5000:
706
+ 2024-03-24 20:31:28 INFO lr: 4.8930e-05 - loss: 0.0000 - UP: 98.25% UR: 97.07% UF: 97.66% P: 98.22% R: 97.05% F: 97.63%
707
+ 2024-03-24 20:31:29 INFO dev: loss: 0.1430 - UP: 64.44% UR: 59.51% UF: 61.88% P: 61.95% R: 57.21% F: 59.48%
708
+ 2024-03-24 20:31:30 INFO test: loss: 0.1347 - UP: 25.29% UR: 51.79% UF: 33.99% P: 23.91% R: 48.95% F: 32.13%
709
+ 2024-03-24 20:31:37 INFO 0:00:06.196901s elapsed (saved)
710
+
711
+ 2024-03-24 20:31:37 INFO Epoch 108 / 5000:
712
+ 2024-03-24 20:31:41 INFO lr: 4.8920e-05 - loss: 0.0002 - UP: 98.29% UR: 97.25% UF: 97.77% P: 98.29% R: 97.25% F: 97.77%
713
+ 2024-03-24 20:31:42 INFO dev: loss: 0.1428 - UP: 65.46% UR: 56.97% UF: 60.92% P: 62.97% R: 54.80% F: 58.60%
714
+ 2024-03-24 20:31:43 INFO test: loss: 0.1306 - UP: 25.81% UR: 49.88% UF: 34.02% P: 24.33% R: 47.01% F: 32.06%
715
+ 2024-03-24 20:31:43 INFO 0:00:06.115809s elapsed
716
+
717
+ 2024-03-24 20:31:43 INFO Epoch 109 / 5000:
718
+ 2024-03-24 20:31:48 INFO lr: 4.8910e-05 - loss: 0.0005 - UP: 98.35% UR: 97.40% UF: 97.87% P: 98.35% R: 97.39% F: 97.87%
719
+ 2024-03-24 20:31:48 INFO dev: loss: 0.1456 - UP: 65.03% UR: 57.89% UF: 61.25% P: 62.59% R: 55.73% F: 58.96%
720
+ 2024-03-24 20:31:50 INFO test: loss: 0.1343 - UP: 25.37% UR: 50.90% UF: 33.86% P: 23.97% R: 48.09% F: 31.99%
721
+ 2024-03-24 20:31:50 INFO 0:00:06.113470s elapsed
722
+
723
+ 2024-03-24 20:31:50 INFO Epoch 110 / 5000:
724
+ 2024-03-24 20:31:54 INFO lr: 4.8900e-05 - loss: 0.0027 - UP: 98.55% UR: 97.60% UF: 98.07% P: 98.54% R: 97.58% F: 98.06%
725
+ 2024-03-24 20:31:54 INFO dev: loss: 0.1469 - UP: 64.80% UR: 56.79% UF: 60.53% P: 62.23% R: 54.53% F: 58.13%
726
+ 2024-03-24 20:31:56 INFO test: loss: 0.1367 - UP: 24.97% UR: 50.37% UF: 33.38% P: 23.58% R: 47.58% F: 31.54%
727
+ 2024-03-24 20:31:56 INFO 0:00:06.162849s elapsed
728
+
729
+ 2024-03-24 20:31:56 INFO Epoch 111 / 5000:
730
+ 2024-03-24 20:32:00 INFO lr: 4.8890e-05 - loss: 0.0003 - UP: 98.28% UR: 97.87% UF: 98.08% P: 98.26% R: 97.85% F: 98.06%
731
+ 2024-03-24 20:32:00 INFO dev: loss: 0.1501 - UP: 66.07% UR: 56.10% UF: 60.68% P: 63.67% R: 54.07% F: 58.48%
732
+ 2024-03-24 20:32:02 INFO test: loss: 0.1362 - UP: 25.98% UR: 49.06% UF: 33.97% P: 24.59% R: 46.44% F: 32.15%
733
+ 2024-03-24 20:32:02 INFO 0:00:06.216466s elapsed
734
+
735
+ 2024-03-24 20:32:02 INFO Epoch 112 / 5000:
736
+ 2024-03-24 20:32:06 INFO lr: 4.8880e-05 - loss: 0.0007 - UP: 98.55% UR: 97.37% UF: 97.95% P: 98.53% R: 97.35% F: 97.93%
737
+ 2024-03-24 20:32:07 INFO dev: loss: 0.1453 - UP: 64.71% UR: 56.94% UF: 60.58% P: 61.98% R: 54.53% F: 58.02%
738
+ 2024-03-24 20:32:08 INFO test: loss: 0.1370 - UP: 25.12% UR: 51.19% UF: 33.71% P: 23.67% R: 48.24% F: 31.76%
739
+ 2024-03-24 20:32:08 INFO 0:00:06.289708s elapsed
740
+
741
+ 2024-03-24 20:32:08 INFO Epoch 113 / 5000:
742
+ 2024-03-24 20:32:13 INFO lr: 4.8870e-05 - loss: 0.0001 - UP: 98.34% UR: 97.74% UF: 98.04% P: 98.29% R: 97.69% F: 97.99%
743
+ 2024-03-24 20:32:13 INFO dev: loss: 0.1555 - UP: 67.15% UR: 54.42% UF: 60.12% P: 64.12% R: 51.97% F: 57.41%
744
+ 2024-03-24 20:32:15 INFO test: loss: 0.1338 - UP: 28.13% UR: 48.43% UF: 35.59% P: 26.46% R: 45.55% F: 33.48%
745
+ 2024-03-24 20:32:15 INFO 0:00:06.471142s elapsed
746
+
747
+ 2024-03-24 20:32:15 INFO Epoch 114 / 5000:
748
+ 2024-03-24 20:32:19 INFO lr: 4.8860e-05 - loss: 0.0022 - UP: 98.59% UR: 97.74% UF: 98.16% P: 98.55% R: 97.71% F: 98.13%
749
+ 2024-03-24 20:32:20 INFO dev: loss: 0.1477 - UP: 64.23% UR: 58.98% UF: 61.49% P: 61.63% R: 56.59% F: 59.00%
750
+ 2024-03-24 20:32:21 INFO test: loss: 0.1385 - UP: 24.68% UR: 51.36% UF: 33.34% P: 23.34% R: 48.57% F: 31.53%
751
+ 2024-03-24 20:32:21 INFO 0:00:06.555238s elapsed
752
+
753
+ 2024-03-24 20:32:21 INFO Epoch 115 / 5000:
754
+ 2024-03-24 20:32:26 INFO lr: 4.8850e-05 - loss: 0.0010 - UP: 98.46% UR: 97.63% UF: 98.04% P: 98.44% R: 97.61% F: 98.02%
755
+ 2024-03-24 20:32:26 INFO dev: loss: 0.1480 - UP: 65.07% UR: 58.25% UF: 61.47% P: 62.60% R: 56.04% F: 59.14%
756
+ 2024-03-24 20:32:28 INFO test: loss: 0.1369 - UP: 25.31% UR: 50.18% UF: 33.65% P: 23.94% R: 47.45% F: 31.82%
757
+ 2024-03-24 20:32:28 INFO 0:00:06.595492s elapsed
758
+
759
+ 2024-03-24 20:32:28 INFO Epoch 116 / 5000:
760
+ 2024-03-24 20:32:32 INFO lr: 4.8840e-05 - loss: 0.0001 - UP: 98.55% UR: 97.69% UF: 98.11% P: 98.50% R: 97.64% F: 98.07%
761
+ 2024-03-24 20:32:33 INFO dev: loss: 0.1526 - UP: 65.08% UR: 58.40% UF: 61.56% P: 62.44% R: 56.04% F: 59.07%
762
+ 2024-03-24 20:32:34 INFO test: loss: 0.1385 - UP: 25.43% UR: 50.39% UF: 33.80% P: 23.95% R: 47.45% F: 31.83%
763
+ 2024-03-24 20:32:34 INFO 0:00:06.420021s elapsed
764
+
765
+ 2024-03-24 20:32:34 INFO Epoch 117 / 5000:
766
+ 2024-03-24 20:32:39 INFO lr: 4.8830e-05 - loss: 0.0034 - UP: 97.03% UR: 95.04% UF: 96.03% P: 96.95% R: 94.96% F: 95.95%
767
+ 2024-03-24 20:32:39 INFO dev: loss: 0.1452 - UP: 65.88% UR: 49.45% UF: 56.49% P: 62.96% R: 47.26% F: 53.99%
768
+ 2024-03-24 20:32:41 INFO test: loss: 0.1224 - UP: 28.54% UR: 46.19% UF: 35.28% P: 26.84% R: 43.44% F: 33.18%
769
+ 2024-03-24 20:32:41 INFO 0:00:06.388658s elapsed
770
+
771
+ 2024-03-24 20:32:41 INFO Epoch 118 / 5000:
772
+ 2024-03-24 20:32:45 INFO lr: 4.8820e-05 - loss: 0.0034 - UP: 95.09% UR: 90.88% UF: 92.94% P: 94.78% R: 90.59% F: 92.64%
773
+ 2024-03-24 20:32:45 INFO dev: loss: 0.1254 - UP: 55.55% UR: 56.63% UF: 56.09% P: 53.12% R: 54.16% F: 53.64%
774
+ 2024-03-24 20:32:47 INFO test: loss: 0.1052 - UP: 21.57% UR: 56.54% UF: 31.23% P: 20.28% R: 53.16% F: 29.36%
775
+ 2024-03-24 20:32:47 INFO 0:00:06.342376s elapsed
776
+
777
+ 2024-03-24 20:32:47 INFO Epoch 119 / 5000:
778
+ 2024-03-24 20:32:51 INFO lr: 4.8810e-05 - loss: 0.0191 - UP: 91.92% UR: 91.40% UF: 91.66% P: 91.69% R: 91.17% F: 91.43%
779
+ 2024-03-24 20:32:52 INFO dev: loss: 0.1243 - UP: 55.46% UR: 59.64% UF: 57.47% P: 52.56% R: 56.52% F: 54.47%
780
+ 2024-03-24 20:32:53 INFO test: loss: 0.1133 - UP: 20.29% UR: 56.54% UF: 29.86% P: 18.84% R: 52.50% F: 27.73%
781
+ 2024-03-24 20:32:53 INFO 0:00:06.321931s elapsed
782
+
783
+ 2024-03-24 20:32:53 INFO Epoch 120 / 5000:
784
+ 2024-03-24 20:32:58 INFO lr: 4.8800e-05 - loss: 0.0031 - UP: 90.64% UR: 80.13% UF: 85.06% P: 89.85% R: 79.43% F: 84.32%
785
+ 2024-03-24 20:32:58 INFO dev: loss: 0.1457 - UP: 60.59% UR: 49.58% UF: 54.54% P: 57.16% R: 46.77% F: 51.45%
786
+ 2024-03-24 20:33:00 INFO test: loss: 0.1087 - UP: 23.46% UR: 44.77% UF: 30.79% P: 21.82% R: 41.64% F: 28.64%
787
+ 2024-03-24 20:33:00 INFO 0:00:06.300704s elapsed
788
+
789
+ 2024-03-24 20:33:00 INFO Epoch 121 / 5000:
790
+ 2024-03-24 20:33:04 INFO lr: 4.8790e-05 - loss: 0.0007 - UP: 91.86% UR: 86.13% UF: 88.90% P: 91.25% R: 85.56% F: 88.31%
791
+ 2024-03-24 20:33:04 INFO dev: loss: 0.1169 - UP: 63.29% UR: 51.92% UF: 57.05% P: 59.57% R: 48.87% F: 53.69%
792
+ 2024-03-24 20:33:06 INFO test: loss: 0.0875 - UP: 23.82% UR: 48.34% UF: 31.92% P: 22.06% R: 44.77% F: 29.56%
793
+ 2024-03-24 20:33:06 INFO 0:00:06.280289s elapsed
794
+
795
+ 2024-03-24 20:33:06 INFO Epoch 122 / 5000:
796
+ 2024-03-24 20:33:10 INFO lr: 4.8780e-05 - loss: 0.0269 - UP: 92.71% UR: 88.07% UF: 90.33% P: 92.20% R: 87.59% F: 89.83%
797
+ 2024-03-24 20:33:11 INFO dev: loss: 0.1172 - UP: 57.74% UR: 52.45% UF: 54.97% P: 54.99% R: 49.96% F: 52.35%
798
+ 2024-03-24 20:33:12 INFO test: loss: 0.1023 - UP: 18.98% UR: 49.99% UF: 27.51% P: 17.82% R: 46.93% F: 25.83%
799
+ 2024-03-24 20:33:12 INFO 0:00:06.258615s elapsed
800
+
801
+ 2024-03-24 20:33:12 INFO Epoch 123 / 5000:
802
+ 2024-03-24 20:33:16 INFO lr: 4.8770e-05 - loss: 0.0085 - UP: 90.55% UR: 80.37% UF: 85.16% P: 89.68% R: 79.60% F: 84.34%
803
+ 2024-03-24 20:33:17 INFO dev: loss: 0.1240 - UP: 58.29% UR: 55.44% UF: 56.83% P: 54.38% R: 51.72% F: 53.02%
804
+ 2024-03-24 20:33:18 INFO test: loss: 0.0933 - UP: 21.98% UR: 49.29% UF: 30.41% P: 20.60% R: 46.19% F: 28.49%
805
+ 2024-03-24 20:33:18 INFO 0:00:06.244599s elapsed
806
+
807
+ 2024-03-24 20:33:18 INFO Epoch 124 / 5000:
808
+ 2024-03-24 20:33:23 INFO lr: 4.8760e-05 - loss: 0.0071 - UP: 93.63% UR: 86.89% UF: 90.13% P: 93.15% R: 86.44% F: 89.67%
809
+ 2024-03-24 20:33:23 INFO dev: loss: 0.1238 - UP: 60.51% UR: 55.57% UF: 57.94% P: 56.80% R: 52.17% F: 54.39%
810
+ 2024-03-24 20:33:25 INFO test: loss: 0.0946 - UP: 21.78% UR: 48.45% UF: 30.05% P: 20.37% R: 45.32% F: 28.11%
811
+ 2024-03-24 20:33:25 INFO 0:00:06.242291s elapsed
812
+
813
+ 2024-03-24 20:33:25 INFO Epoch 125 / 5000:
814
+ 2024-03-24 20:33:29 INFO lr: 4.8750e-05 - loss: 0.0039 - UP: 93.77% UR: 89.30% UF: 91.48% P: 93.36% R: 88.92% F: 91.08%
815
+ 2024-03-24 20:33:29 INFO dev: loss: 0.1290 - UP: 60.99% UR: 56.52% UF: 58.67% P: 58.03% R: 53.78% F: 55.82%
816
+ 2024-03-24 20:33:31 INFO test: loss: 0.1038 - UP: 23.17% UR: 50.96% UF: 31.85% P: 21.97% R: 48.34% F: 30.21%
817
+ 2024-03-24 20:33:31 INFO 0:00:06.250687s elapsed
818
+
819
+ 2024-03-24 20:33:31 INFO Epoch 126 / 5000:
820
+ 2024-03-24 20:33:35 INFO lr: 4.8740e-05 - loss: 0.0066 - UP: 95.41% UR: 92.09% UF: 93.72% P: 95.30% R: 91.98% F: 93.61%
821
+ 2024-03-24 20:33:36 INFO dev: loss: 0.1290 - UP: 62.89% UR: 54.64% UF: 58.48% P: 59.84% R: 51.99% F: 55.64%
822
+ 2024-03-24 20:33:37 INFO test: loss: 0.1031 - UP: 24.08% UR: 48.09% UF: 32.09% P: 22.70% R: 45.34% F: 30.26%
823
+ 2024-03-24 20:33:37 INFO 0:00:06.216562s elapsed
824
+
825
+ 2024-03-24 20:33:37 INFO Epoch 127 / 5000:
826
+ 2024-03-24 20:33:41 INFO lr: 4.8730e-05 - loss: 0.0016 - UP: 96.47% UR: 94.43% UF: 95.43% P: 96.31% R: 94.27% F: 95.28%
827
+ 2024-03-24 20:33:42 INFO dev: loss: 0.1439 - UP: 58.63% UR: 57.83% UF: 58.23% P: 55.34% R: 54.58% F: 54.95%
828
+ 2024-03-24 20:33:43 INFO test: loss: 0.1006 - UP: 22.52% UR: 53.41% UF: 31.68% P: 21.17% R: 50.20% F: 29.78%
829
+ 2024-03-24 20:33:43 INFO 0:00:06.218931s elapsed
830
+
831
+ 2024-03-24 20:33:43 INFO Epoch 128 / 5000:
832
+ 2024-03-24 20:33:48 INFO lr: 4.8720e-05 - loss: 0.0003 - UP: 95.91% UR: 93.66% UF: 94.77% P: 95.78% R: 93.53% F: 94.64%
833
+ 2024-03-24 20:33:48 INFO dev: loss: 0.1308 - UP: 61.25% UR: 58.34% UF: 59.76% P: 58.32% R: 55.55% F: 56.90%
834
+ 2024-03-24 20:33:50 INFO test: loss: 0.1082 - UP: 23.55% UR: 51.64% UF: 32.35% P: 22.24% R: 48.76% F: 30.55%
835
+ 2024-03-24 20:33:50 INFO 0:00:06.244477s elapsed
836
+
837
+ 2024-03-24 20:33:50 INFO Epoch 129 / 5000:
838
+ 2024-03-24 20:33:54 INFO lr: 4.8710e-05 - loss: 0.0062 - UP: 96.26% UR: 95.53% UF: 95.90% P: 96.16% R: 95.43% F: 95.79%
839
+ 2024-03-24 20:33:54 INFO dev: loss: 0.1406 - UP: 63.42% UR: 56.08% UF: 59.52% P: 60.79% R: 53.76% F: 57.06%
840
+ 2024-03-24 20:33:56 INFO test: loss: 0.1061 - UP: 24.79% UR: 50.12% UF: 33.17% P: 23.47% R: 47.45% F: 31.41%
841
+ 2024-03-24 20:33:56 INFO 0:00:06.215882s elapsed
842
+
843
+ 2024-03-24 20:33:56 INFO Epoch 130 / 5000:
844
+ 2024-03-24 20:34:00 INFO lr: 4.8700e-05 - loss: 0.0063 - UP: 95.82% UR: 90.64% UF: 93.16% P: 95.77% R: 90.59% F: 93.11%
845
+ 2024-03-24 20:34:01 INFO dev: loss: 0.1362 - UP: 62.27% UR: 55.68% UF: 58.79% P: 59.52% R: 53.23% F: 56.20%
846
+ 2024-03-24 20:34:02 INFO test: loss: 0.0900 - UP: 24.20% UR: 48.32% UF: 32.25% P: 22.91% R: 45.74% F: 30.53%
847
+ 2024-03-24 20:34:02 INFO 0:00:06.230244s elapsed
848
+
849
+ 2024-03-24 20:34:02 INFO Epoch 131 / 5000:
850
+ 2024-03-24 20:34:06 INFO lr: 4.8690e-05 - loss: 0.0078 - UP: 97.40% UR: 95.34% UF: 96.36% P: 97.37% R: 95.31% F: 96.33%
851
+ 2024-03-24 20:34:07 INFO dev: loss: 0.1420 - UP: 63.59% UR: 54.11% UF: 58.47% P: 60.81% R: 51.75% F: 55.91%
852
+ 2024-03-24 20:34:08 INFO test: loss: 0.1039 - UP: 24.44% UR: 47.24% UF: 32.22% P: 23.12% R: 44.69% F: 30.47%
853
+ 2024-03-24 20:34:08 INFO 0:00:06.228169s elapsed
854
+
855
+ 2024-03-24 20:34:08 INFO Epoch 132 / 5000:
856
+ 2024-03-24 20:34:13 INFO lr: 4.8680e-05 - loss: 0.0003 - UP: 97.63% UR: 95.06% UF: 96.33% P: 97.60% R: 95.03% F: 96.30%
857
+ 2024-03-24 20:34:13 INFO dev: loss: 0.1451 - UP: 60.93% UR: 59.42% UF: 60.17% P: 58.12% R: 56.68% F: 57.39%
858
+ 2024-03-24 20:34:15 INFO test: loss: 0.1055 - UP: 22.17% UR: 52.59% UF: 31.19% P: 20.96% R: 49.74% F: 29.50%
859
+ 2024-03-24 20:34:15 INFO 0:00:06.251676s elapsed
860
+
861
+ 2024-03-24 20:34:15 INFO Epoch 133 / 5000:
862
+ 2024-03-24 20:34:19 INFO lr: 4.8670e-05 - loss: 0.0008 - UP: 97.32% UR: 96.83% UF: 97.07% P: 97.31% R: 96.82% F: 97.07%
863
+ 2024-03-24 20:34:19 INFO dev: loss: 0.1497 - UP: 63.79% UR: 56.99% UF: 60.20% P: 60.67% R: 54.20% F: 57.25%
864
+ 2024-03-24 20:34:21 INFO test: loss: 0.1172 - UP: 24.06% UR: 50.77% UF: 32.65% P: 22.67% R: 47.83% F: 30.76%
865
+ 2024-03-24 20:34:21 INFO 0:00:06.238637s elapsed
866
+
867
+ 2024-03-24 20:34:21 INFO Epoch 134 / 5000:
868
+ 2024-03-24 20:34:25 INFO lr: 4.8660e-05 - loss: 0.0021 - UP: 97.29% UR: 96.27% UF: 96.78% P: 97.26% R: 96.25% F: 96.75%
869
+ 2024-03-24 20:34:25 INFO dev: loss: 0.1508 - UP: 61.32% UR: 56.30% UF: 58.70% P: 58.33% R: 53.56% F: 55.85%
870
+ 2024-03-24 20:34:27 INFO test: loss: 0.1178 - UP: 22.99% UR: 50.54% UF: 31.60% P: 21.67% R: 47.64% F: 29.79%
871
+ 2024-03-24 20:34:27 INFO 0:00:06.257911s elapsed
872
+
873
+ 2024-03-24 20:34:27 INFO Epoch 135 / 5000:
874
+ 2024-03-24 20:34:31 INFO lr: 4.8650e-05 - loss: 0.0001 - UP: 97.06% UR: 95.83% UF: 96.44% P: 97.01% R: 95.78% F: 96.39%
875
+ 2024-03-24 20:34:32 INFO dev: loss: 0.1489 - UP: 62.26% UR: 56.77% UF: 59.39% P: 59.37% R: 54.14% F: 56.63%
876
+ 2024-03-24 20:34:33 INFO test: loss: 0.1144 - UP: 23.53% UR: 50.54% UF: 32.11% P: 22.27% R: 47.83% F: 30.39%
877
+ 2024-03-24 20:34:33 INFO 0:00:06.269601s elapsed
878
+
879
+ 2024-03-24 20:34:33 INFO Epoch 136 / 5000:
880
+ 2024-03-24 20:34:38 INFO lr: 4.8640e-05 - loss: 0.0000 - UP: 97.52% UR: 96.40% UF: 96.96% P: 97.49% R: 96.36% F: 96.92%
881
+ 2024-03-24 20:34:38 INFO dev: loss: 0.1515 - UP: 63.61% UR: 53.76% UF: 58.27% P: 60.68% R: 51.28% F: 55.58%
882
+ 2024-03-24 20:34:40 INFO test: loss: 0.1142 - UP: 25.16% UR: 49.33% UF: 33.33% P: 23.80% R: 46.65% F: 31.52%
883
+ 2024-03-24 20:34:40 INFO 0:00:06.275647s elapsed
884
+
885
+ 2024-03-24 20:34:40 INFO Epoch 137 / 5000:
886
+ 2024-03-24 20:34:44 INFO lr: 4.8630e-05 - loss: 0.0002 - UP: 98.06% UR: 96.69% UF: 97.37% P: 98.06% R: 96.69% F: 97.37%
887
+ 2024-03-24 20:34:44 INFO dev: loss: 0.1615 - UP: 61.11% UR: 55.33% UF: 58.08% P: 58.28% R: 52.76% F: 55.39%
888
+ 2024-03-24 20:34:46 INFO test: loss: 0.1215 - UP: 25.24% UR: 51.00% UF: 33.76% P: 23.95% R: 48.40% F: 32.04%
889
+ 2024-03-24 20:34:46 INFO 0:00:06.279914s elapsed
890
+
891
+ 2024-03-24 20:34:55 INFO Epoch 107 saved
892
+ 2024-03-24 20:34:55 INFO dev: UP: 64.44% UR: 59.51% UF: 61.88% P: 61.95% R: 57.21% F: 59.48%
893
+ 2024-03-24 20:34:55 INFO test: UP: 25.29% UR: 51.79% UF: 33.99% P: 23.91% R: 48.95% F: 32.13%
894
+ 2024-03-24 20:34:55 INFO 0:14:15.088174s elapsed, 0:00:06.241520s/epoch
models/mpqa/sdp_bySentiment_asc/80/model_vi_mpqa_xlm_9 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e0254c8c8f78b7ca2cb50193eddc8203063296dba57ef2530da2eba4d6d07842
3
+ size 1179290619
models/mpqa/sdp_bySentiment_asc/80/model_vi_mpqa_xlm_9.train.log ADDED
@@ -0,0 +1,487 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-03-24 20:07:39 INFO
2
+ ---------------------+-------------------------------
3
+ Param | Value
4
+ ---------------------+-------------------------------
5
+ lr | 5e-05
6
+ mu | 0.9
7
+ nu | 0.999
8
+ eps | 1e-06
9
+ weight_decay | 0.0
10
+ lr_rate | 1
11
+ patience | 30
12
+ update-steps | 1
13
+ warmup | 0.0
14
+ batch_size | 3000
15
+ update_steps | 1
16
+ mode | train
17
+ path | /home/marvin/structured-sentiment-analysis-bis/models/mpqa/sdp_bySentiment_asc/80/model_vi_mpqa_xlm_9
18
+ device | 0
19
+ seed | 1
20
+ threads | 16
21
+ local_rank | -1
22
+ feat | None
23
+ build | True
24
+ checkpoint | False
25
+ encoder | bert
26
+ max_len | None
27
+ buckets | 32
28
+ train | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_bySentiment_asc/80/train.conllu
29
+ dev | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp_bySentiment_asc/80/dev.conllu
30
+ test | /home/marvin/structured-sentiment-analysis-bis/sentiment_graphs/mpqa/head_final/sdp/test.conllu
31
+ embed | data/glove.6B.100d.txt
32
+ unk | unk
33
+ n_embed | 100
34
+ n_embed_proj | 125
35
+ bert | xlm-roberta-base
36
+ inference | mfvi
37
+ ---------------------+-------------------------------
38
+
39
+ 2024-03-24 20:07:39 INFO Building the fields
40
+ 2024-03-24 20:07:41 INFO CoNLL(
41
+ (words): SubwordField(pad=<pad>, unk=<unk>, bos=<s>)
42
+ (labels): ChartField()
43
+ )
44
+ 2024-03-24 20:07:41 INFO Building the model
45
+ 2024-03-24 20:07:43 INFO VISemanticDependencyModel(
46
+ (encoder): TransformerEmbedding(xlm-roberta-base, n_layers=4, n_out=768, stride=256, pooling=mean, pad_index=1, requires_grad=True)
47
+ (encoder_dropout): Dropout(p=0.33, inplace=False)
48
+ (edge_mlp_d): MLP(n_in=768, n_out=600, dropout=0.25)
49
+ (edge_mlp_h): MLP(n_in=768, n_out=600, dropout=0.25)
50
+ (label_mlp_d): MLP(n_in=768, n_out=600, dropout=0.33)
51
+ (label_mlp_h): MLP(n_in=768, n_out=600, dropout=0.33)
52
+ (edge_attn): Biaffine(n_in=600, bias_x=True, bias_y=True)
53
+ (label_attn): Biaffine(n_in=600, n_out=5, bias_x=True, bias_y=True)
54
+ (criterion): CrossEntropyLoss()
55
+ (pair_mlp_d): MLP(n_in=768, n_out=150, dropout=0.25)
56
+ (pair_mlp_h): MLP(n_in=768, n_out=150, dropout=0.25)
57
+ (pair_mlp_g): MLP(n_in=768, n_out=150, dropout=0.25)
58
+ (sib_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
59
+ (cop_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
60
+ (grd_attn): Triaffine(n_in=150, bias_x=True, bias_y=True)
61
+ (inference): SemanticDependencyMFVI(max_iter=3)
62
+ )
63
+
64
+ 2024-03-24 20:07:43 INFO Loading the data
65
+ 2024-03-24 20:07:48 INFO
66
+ train: Dataset(n_sentences=1253, n_batches=34, n_buckets=32)
67
+ dev: Dataset(n_sentences=415, n_batches=32, n_buckets=32)
68
+ test: Dataset(n_sentences=2112, n_batches=35, n_buckets=32)
69
+
70
+ 2024-03-24 20:07:48 INFO Epoch 1 / 5000:
71
+ 2024-03-24 20:07:52 INFO lr: 4.9990e-05 - loss: 0.1242 - UP: 0.71% UR: 6.66% UF: 1.29% P: 0.09% R: 0.81% F: 0.16%
72
+ 2024-03-24 20:07:53 INFO dev: loss: 0.1259 - UP: 1.74% UR: 0.09% UF: 0.17% P: 0.87% R: 0.04% F: 0.08%
73
+ 2024-03-24 20:07:54 INFO test: loss: 0.0718 - UP: 4.12% UR: 0.08% UF: 0.17% P: 3.09% R: 0.06% F: 0.12%
74
+ 2024-03-24 20:07:59 INFO 0:00:06.769749s elapsed (saved)
75
+
76
+ 2024-03-24 20:07:59 INFO Epoch 2 / 5000:
77
+ 2024-03-24 20:08:03 INFO lr: 4.9980e-05 - loss: 0.1427 - UP: 38.90% UR: 3.14% UF: 5.82% P: 30.88% R: 2.50% F: 4.62%
78
+ 2024-03-24 20:08:04 INFO dev: loss: 0.0945 - UP: 79.44% UR: 4.36% UF: 8.26% P: 65.32% R: 3.58% F: 6.79%
79
+ 2024-03-24 20:08:05 INFO test: loss: 0.0506 - UP: 44.64% UR: 4.75% UF: 8.59% P: 31.35% R: 3.34% F: 6.03%
80
+ 2024-03-24 20:08:12 INFO 0:00:06.155325s elapsed (saved)
81
+
82
+ 2024-03-24 20:08:12 INFO Epoch 3 / 5000:
83
+ 2024-03-24 20:08:16 INFO lr: 4.9970e-05 - loss: 0.0370 - UP: 55.46% UR: 10.06% UF: 17.02% P: 49.86% R: 9.04% F: 15.31%
84
+ 2024-03-24 20:08:17 INFO dev: loss: 0.0823 - UP: 66.45% UR: 11.57% UF: 19.70% P: 59.72% R: 10.39% F: 17.71%
85
+ 2024-03-24 20:08:18 INFO test: loss: 0.0454 - UP: 32.84% UR: 11.83% UF: 17.40% P: 28.80% R: 10.37% F: 15.25%
86
+ 2024-03-24 20:08:25 INFO 0:00:06.215507s elapsed (saved)
87
+
88
+ 2024-03-24 20:08:25 INFO Epoch 4 / 5000:
89
+ 2024-03-24 20:08:29 INFO lr: 4.9960e-05 - loss: 0.0367 - UP: 62.18% UR: 18.46% UF: 28.47% P: 58.65% R: 17.41% F: 26.85%
90
+ 2024-03-24 20:08:30 INFO dev: loss: 0.0904 - UP: 54.54% UR: 15.15% UF: 23.71% P: 52.31% R: 14.53% F: 22.74%
91
+ 2024-03-24 20:08:31 INFO test: loss: 0.0491 - UP: 27.07% UR: 15.80% UF: 19.96% P: 25.30% R: 14.77% F: 18.65%
92
+ 2024-03-24 20:08:38 INFO 0:00:06.233912s elapsed (saved)
93
+
94
+ 2024-03-24 20:08:38 INFO Epoch 5 / 5000:
95
+ 2024-03-24 20:08:42 INFO lr: 4.9950e-05 - loss: 0.0099 - UP: 59.50% UR: 21.55% UF: 31.64% P: 56.83% R: 20.58% F: 30.22%
96
+ 2024-03-24 20:08:43 INFO dev: loss: 0.0816 - UP: 53.37% UR: 21.21% UF: 30.35% P: 52.09% R: 20.70% F: 29.62%
97
+ 2024-03-24 20:08:44 INFO test: loss: 0.0464 - UP: 24.98% UR: 21.76% UF: 23.26% P: 23.70% R: 20.64% F: 22.06%
98
+ 2024-03-24 20:08:51 INFO 0:00:06.241353s elapsed (saved)
99
+
100
+ 2024-03-24 20:08:51 INFO Epoch 6 / 5000:
101
+ 2024-03-24 20:08:55 INFO lr: 4.9940e-05 - loss: 0.0683 - UP: 69.27% UR: 27.82% UF: 39.69% P: 66.90% R: 26.87% F: 38.34%
102
+ 2024-03-24 20:08:56 INFO dev: loss: 0.0799 - UP: 60.63% UR: 23.53% UF: 33.90% P: 57.32% R: 22.25% F: 32.05%
103
+ 2024-03-24 20:08:57 INFO test: loss: 0.0481 - UP: 27.89% UR: 24.97% UF: 26.35% P: 25.96% R: 23.24% F: 24.52%
104
+ 2024-03-24 20:09:04 INFO 0:00:06.237866s elapsed (saved)
105
+
106
+ 2024-03-24 20:09:04 INFO Epoch 7 / 5000:
107
+ 2024-03-24 20:09:09 INFO lr: 4.9930e-05 - loss: 0.0475 - UP: 69.27% UR: 35.22% UF: 46.70% P: 67.53% R: 34.34% F: 45.53%
108
+ 2024-03-24 20:09:09 INFO dev: loss: 0.0777 - UP: 48.46% UR: 40.62% UF: 44.20% P: 46.90% R: 39.32% F: 42.78%
109
+ 2024-03-24 20:09:11 INFO test: loss: 0.0525 - UP: 21.77% UR: 38.60% UF: 27.84% P: 20.81% R: 36.89% F: 26.61%
110
+ 2024-03-24 20:09:17 INFO 0:00:06.230201s elapsed (saved)
111
+
112
+ 2024-03-24 20:09:17 INFO Epoch 8 / 5000:
113
+ 2024-03-24 20:09:22 INFO lr: 4.9920e-05 - loss: 0.0165 - UP: 74.50% UR: 33.96% UF: 46.65% P: 72.78% R: 33.17% F: 45.57%
114
+ 2024-03-24 20:09:22 INFO dev: loss: 0.0859 - UP: 58.38% UR: 30.58% UF: 40.14% P: 54.54% R: 28.57% F: 37.50%
115
+ 2024-03-24 20:09:24 INFO test: loss: 0.0588 - UP: 24.05% UR: 30.70% UF: 26.97% P: 22.38% R: 28.57% F: 25.10%
116
+ 2024-03-24 20:09:24 INFO 0:00:06.235327s elapsed
117
+
118
+ 2024-03-24 20:09:24 INFO Epoch 9 / 5000:
119
+ 2024-03-24 20:09:28 INFO lr: 4.9910e-05 - loss: 0.0381 - UP: 72.92% UR: 37.86% UF: 49.85% P: 71.65% R: 37.20% F: 48.98%
120
+ 2024-03-24 20:09:28 INFO dev: loss: 0.0905 - UP: 55.82% UR: 37.75% UF: 45.04% P: 52.62% R: 35.58% F: 42.45%
121
+ 2024-03-24 20:09:30 INFO test: loss: 0.0657 - UP: 21.19% UR: 38.01% UF: 27.21% P: 19.67% R: 35.28% F: 25.26%
122
+ 2024-03-24 20:09:30 INFO 0:00:06.263536s elapsed
123
+
124
+ 2024-03-24 20:09:30 INFO Epoch 10 / 5000:
125
+ 2024-03-24 20:09:34 INFO lr: 4.9900e-05 - loss: 0.0476 - UP: 68.73% UR: 35.54% UF: 46.85% P: 66.76% R: 34.52% F: 45.50%
126
+ 2024-03-24 20:09:35 INFO dev: loss: 0.0831 - UP: 58.90% UR: 32.71% UF: 42.06% P: 55.20% R: 30.65% F: 39.41%
127
+ 2024-03-24 20:09:36 INFO test: loss: 0.0620 - UP: 26.60% UR: 31.48% UF: 28.84% P: 24.42% R: 28.90% F: 26.48%
128
+ 2024-03-24 20:09:36 INFO 0:00:06.171291s elapsed
129
+
130
+ 2024-03-24 20:09:36 INFO Epoch 11 / 5000:
131
+ 2024-03-24 20:09:40 INFO lr: 4.9890e-05 - loss: 0.0058 - UP: 73.19% UR: 45.54% UF: 56.14% P: 71.98% R: 44.78% F: 55.21%
132
+ 2024-03-24 20:09:41 INFO dev: loss: 0.0858 - UP: 63.72% UR: 29.01% UF: 39.87% P: 60.71% R: 27.64% F: 37.99%
133
+ 2024-03-24 20:09:42 INFO test: loss: 0.0584 - UP: 27.77% UR: 30.02% UF: 28.85% P: 26.15% R: 28.27% F: 27.17%
134
+ 2024-03-24 20:09:42 INFO 0:00:06.224455s elapsed
135
+
136
+ 2024-03-24 20:09:42 INFO Epoch 12 / 5000:
137
+ 2024-03-24 20:09:47 INFO lr: 4.9880e-05 - loss: 0.0108 - UP: 76.97% UR: 46.73% UF: 58.16% P: 76.05% R: 46.17% F: 57.46%
138
+ 2024-03-24 20:09:47 INFO dev: loss: 0.0866 - UP: 63.04% UR: 36.25% UF: 46.03% P: 60.35% R: 34.70% F: 44.06%
139
+ 2024-03-24 20:09:49 INFO test: loss: 0.0614 - UP: 27.28% UR: 38.54% UF: 31.94% P: 25.75% R: 36.38% F: 30.16%
140
+ 2024-03-24 20:09:56 INFO 0:00:06.272150s elapsed (saved)
141
+
142
+ 2024-03-24 20:09:56 INFO Epoch 13 / 5000:
143
+ 2024-03-24 20:10:00 INFO lr: 4.9870e-05 - loss: 0.0151 - UP: 78.84% UR: 54.92% UF: 64.74% P: 78.11% R: 54.41% F: 64.14%
144
+ 2024-03-24 20:10:00 INFO dev: loss: 0.0854 - UP: 58.24% UR: 44.96% UF: 50.74% P: 55.54% R: 42.88% F: 48.40%
145
+ 2024-03-24 20:10:02 INFO test: loss: 0.0630 - UP: 23.68% UR: 43.02% UF: 30.55% P: 22.37% R: 40.63% F: 28.85%
146
+ 2024-03-24 20:10:08 INFO 0:00:06.238663s elapsed (saved)
147
+
148
+ 2024-03-24 20:10:08 INFO Epoch 14 / 5000:
149
+ 2024-03-24 20:10:13 INFO lr: 4.9860e-05 - loss: 0.0172 - UP: 76.97% UR: 53.59% UF: 63.19% P: 76.07% R: 52.96% F: 62.44%
150
+ 2024-03-24 20:10:13 INFO dev: loss: 0.0855 - UP: 59.96% UR: 41.62% UF: 49.13% P: 57.37% R: 39.83% F: 47.02%
151
+ 2024-03-24 20:10:15 INFO test: loss: 0.0631 - UP: 23.60% UR: 40.12% UF: 29.72% P: 22.37% R: 38.03% F: 28.17%
152
+ 2024-03-24 20:10:15 INFO 0:00:06.168194s elapsed
153
+
154
+ 2024-03-24 20:10:15 INFO Epoch 15 / 5000:
155
+ 2024-03-24 20:10:19 INFO lr: 4.9850e-05 - loss: 0.0090 - UP: 79.05% UR: 52.81% UF: 63.32% P: 78.34% R: 52.34% F: 62.75%
156
+ 2024-03-24 20:10:19 INFO dev: loss: 0.0937 - UP: 55.41% UR: 46.90% UF: 50.80% P: 53.50% R: 45.29% F: 49.05%
157
+ 2024-03-24 20:10:21 INFO test: loss: 0.0651 - UP: 22.84% UR: 45.93% UF: 30.51% P: 21.89% R: 44.03% F: 29.24%
158
+ 2024-03-24 20:10:28 INFO 0:00:06.214082s elapsed (saved)
159
+
160
+ 2024-03-24 20:10:28 INFO Epoch 16 / 5000:
161
+ 2024-03-24 20:10:32 INFO lr: 4.9840e-05 - loss: 0.0293 - UP: 81.59% UR: 58.25% UF: 67.97% P: 81.09% R: 57.90% F: 67.56%
162
+ 2024-03-24 20:10:32 INFO dev: loss: 0.0905 - UP: 63.66% UR: 38.04% UF: 47.62% P: 61.55% R: 36.78% F: 46.04%
163
+ 2024-03-24 20:10:34 INFO test: loss: 0.0592 - UP: 28.00% UR: 36.23% UF: 31.59% P: 26.71% R: 34.57% F: 30.13%
164
+ 2024-03-24 20:10:34 INFO 0:00:06.199938s elapsed
165
+
166
+ 2024-03-24 20:10:34 INFO Epoch 17 / 5000:
167
+ 2024-03-24 20:10:38 INFO lr: 4.9830e-05 - loss: 0.0326 - UP: 82.89% UR: 58.93% UF: 68.88% P: 82.25% R: 58.47% F: 68.35%
168
+ 2024-03-24 20:10:39 INFO dev: loss: 0.0937 - UP: 54.26% UR: 52.68% UF: 53.46% P: 51.94% R: 50.42% F: 51.17%
169
+ 2024-03-24 20:10:40 INFO test: loss: 0.0710 - UP: 23.02% UR: 50.69% UF: 31.66% P: 22.01% R: 48.47% F: 30.27%
170
+ 2024-03-24 20:10:47 INFO 0:00:06.202488s elapsed (saved)
171
+
172
+ 2024-03-24 20:10:47 INFO Epoch 18 / 5000:
173
+ 2024-03-24 20:10:51 INFO lr: 4.9820e-05 - loss: 0.0062 - UP: 83.23% UR: 64.87% UF: 72.92% P: 82.86% R: 64.59% F: 72.59%
174
+ 2024-03-24 20:10:51 INFO dev: loss: 0.0882 - UP: 61.52% UR: 46.95% UF: 53.25% P: 58.97% R: 45.00% F: 51.05%
175
+ 2024-03-24 20:10:53 INFO test: loss: 0.0656 - UP: 25.74% UR: 42.95% UF: 32.19% P: 24.44% R: 40.78% F: 30.56%
176
+ 2024-03-24 20:10:53 INFO 0:00:06.199437s elapsed
177
+
178
+ 2024-03-24 20:10:53 INFO Epoch 19 / 5000:
179
+ 2024-03-24 20:10:57 INFO lr: 4.9810e-05 - loss: 0.0111 - UP: 86.07% UR: 68.97% UF: 76.58% P: 85.78% R: 68.73% F: 76.31%
180
+ 2024-03-24 20:10:58 INFO dev: loss: 0.0977 - UP: 63.62% UR: 44.36% UF: 52.27% P: 60.64% R: 42.28% F: 49.82%
181
+ 2024-03-24 20:10:59 INFO test: loss: 0.0721 - UP: 26.66% UR: 41.81% UF: 32.56% P: 25.28% R: 39.66% F: 30.88%
182
+ 2024-03-24 20:10:59 INFO 0:00:06.190756s elapsed
183
+
184
+ 2024-03-24 20:10:59 INFO Epoch 20 / 5000:
185
+ 2024-03-24 20:11:03 INFO lr: 4.9800e-05 - loss: 0.0064 - UP: 87.16% UR: 69.15% UF: 77.11% P: 86.88% R: 68.92% F: 76.87%
186
+ 2024-03-24 20:11:04 INFO dev: loss: 0.0960 - UP: 60.54% UR: 50.38% UF: 54.99% P: 57.99% R: 48.25% F: 52.67%
187
+ 2024-03-24 20:11:05 INFO test: loss: 0.0680 - UP: 25.06% UR: 48.24% UF: 32.98% P: 23.80% R: 45.81% F: 31.32%
188
+ 2024-03-24 20:11:12 INFO 0:00:06.242014s elapsed (saved)
189
+
190
+ 2024-03-24 20:11:12 INFO Epoch 21 / 5000:
191
+ 2024-03-24 20:11:16 INFO lr: 4.9790e-05 - loss: 0.0010 - UP: 87.12% UR: 72.85% UF: 79.35% P: 86.82% R: 72.60% F: 79.08%
192
+ 2024-03-24 20:11:17 INFO dev: loss: 0.1031 - UP: 62.51% UR: 49.71% UF: 55.38% P: 60.07% R: 47.77% F: 53.22%
193
+ 2024-03-24 20:11:18 INFO test: loss: 0.0706 - UP: 26.34% UR: 45.43% UF: 33.34% P: 25.17% R: 43.42% F: 31.87%
194
+ 2024-03-24 20:11:25 INFO 0:00:06.212861s elapsed (saved)
195
+
196
+ 2024-03-24 20:11:25 INFO Epoch 22 / 5000:
197
+ 2024-03-24 20:11:29 INFO lr: 4.9780e-05 - loss: 0.0085 - UP: 87.45% UR: 75.43% UF: 81.00% P: 87.23% R: 75.25% F: 80.80%
198
+ 2024-03-24 20:11:30 INFO dev: loss: 0.1018 - UP: 68.68% UR: 41.22% UF: 51.52% P: 65.59% R: 39.36% F: 49.20%
199
+ 2024-03-24 20:11:31 INFO test: loss: 0.0701 - UP: 31.68% UR: 39.21% UF: 35.05% P: 30.02% R: 37.16% F: 33.21%
200
+ 2024-03-24 20:11:31 INFO 0:00:06.208679s elapsed
201
+
202
+ 2024-03-24 20:11:31 INFO Epoch 23 / 5000:
203
+ 2024-03-24 20:11:36 INFO lr: 4.9770e-05 - loss: 0.0176 - UP: 87.71% UR: 71.56% UF: 78.82% P: 87.54% R: 71.41% F: 78.66%
204
+ 2024-03-24 20:11:36 INFO dev: loss: 0.1001 - UP: 61.09% UR: 43.96% UF: 51.13% P: 58.45% R: 42.06% F: 48.92%
205
+ 2024-03-24 20:11:38 INFO test: loss: 0.0724 - UP: 26.34% UR: 40.25% UF: 31.85% P: 24.75% R: 37.82% F: 29.92%
206
+ 2024-03-24 20:11:38 INFO 0:00:06.213273s elapsed
207
+
208
+ 2024-03-24 20:11:38 INFO Epoch 24 / 5000:
209
+ 2024-03-24 20:11:42 INFO lr: 4.9760e-05 - loss: 0.0227 - UP: 83.57% UR: 70.32% UF: 76.37% P: 83.36% R: 70.14% F: 76.18%
210
+ 2024-03-24 20:11:42 INFO dev: loss: 0.1044 - UP: 62.33% UR: 51.81% UF: 56.59% P: 59.72% R: 49.65% F: 54.22%
211
+ 2024-03-24 20:11:44 INFO test: loss: 0.0809 - UP: 24.95% UR: 46.25% UF: 32.42% P: 23.87% R: 44.24% F: 31.01%
212
+ 2024-03-24 20:11:51 INFO 0:00:06.266014s elapsed (saved)
213
+
214
+ 2024-03-24 20:11:51 INFO Epoch 25 / 5000:
215
+ 2024-03-24 20:11:55 INFO lr: 4.9750e-05 - loss: 0.0021 - UP: 86.05% UR: 68.96% UF: 76.56% P: 85.74% R: 68.71% F: 76.29%
216
+ 2024-03-24 20:11:55 INFO dev: loss: 0.0999 - UP: 70.80% UR: 36.62% UF: 48.27% P: 66.22% R: 34.25% F: 45.15%
217
+ 2024-03-24 20:11:57 INFO test: loss: 0.0653 - UP: 27.54% UR: 33.64% UF: 30.28% P: 25.84% R: 31.57% F: 28.42%
218
+ 2024-03-24 20:11:57 INFO 0:00:06.202163s elapsed
219
+
220
+ 2024-03-24 20:11:57 INFO Epoch 26 / 5000:
221
+ 2024-03-24 20:12:01 INFO lr: 4.9740e-05 - loss: 0.0113 - UP: 85.51% UR: 65.04% UF: 73.88% P: 84.94% R: 64.61% F: 73.39%
222
+ 2024-03-24 20:12:02 INFO dev: loss: 0.0950 - UP: 58.57% UR: 51.53% UF: 54.82% P: 56.06% R: 49.31% F: 52.47%
223
+ 2024-03-24 20:12:03 INFO test: loss: 0.0733 - UP: 25.44% UR: 49.27% UF: 33.55% P: 23.85% R: 46.21% F: 31.47%
224
+ 2024-03-24 20:12:03 INFO 0:00:06.224213s elapsed
225
+
226
+ 2024-03-24 20:12:03 INFO Epoch 27 / 5000:
227
+ 2024-03-24 20:12:07 INFO lr: 4.9730e-05 - loss: 0.0159 - UP: 85.37% UR: 72.53% UF: 78.43% P: 85.01% R: 72.22% F: 78.10%
228
+ 2024-03-24 20:12:08 INFO dev: loss: 0.1058 - UP: 66.78% UR: 46.42% UF: 54.77% P: 64.14% R: 44.58% F: 52.60%
229
+ 2024-03-24 20:12:09 INFO test: loss: 0.0804 - UP: 29.44% UR: 41.47% UF: 34.44% P: 27.65% R: 38.96% F: 32.35%
230
+ 2024-03-24 20:12:09 INFO 0:00:06.245806s elapsed
231
+
232
+ 2024-03-24 20:12:09 INFO Epoch 28 / 5000:
233
+ 2024-03-24 20:12:14 INFO lr: 4.9720e-05 - loss: 0.0182 - UP: 88.03% UR: 75.00% UF: 80.99% P: 87.86% R: 74.84% F: 80.83%
234
+ 2024-03-24 20:12:14 INFO dev: loss: 0.1037 - UP: 63.57% UR: 49.89% UF: 55.90% P: 61.17% R: 48.01% F: 53.80%
235
+ 2024-03-24 20:12:16 INFO test: loss: 0.0668 - UP: 28.82% UR: 43.80% UF: 34.76% P: 27.30% R: 41.50% F: 32.93%
236
+ 2024-03-24 20:12:16 INFO 0:00:06.272018s elapsed
237
+
238
+ 2024-03-24 20:12:16 INFO Epoch 29 / 5000:
239
+ 2024-03-24 20:12:20 INFO lr: 4.9710e-05 - loss: 0.0110 - UP: 90.76% UR: 76.38% UF: 82.95% P: 90.56% R: 76.21% F: 82.76%
240
+ 2024-03-24 20:12:20 INFO dev: loss: 0.1051 - UP: 67.69% UR: 46.62% UF: 55.21% P: 65.09% R: 44.83% F: 53.09%
241
+ 2024-03-24 20:12:22 INFO test: loss: 0.0679 - UP: 31.24% UR: 42.74% UF: 36.10% P: 29.62% R: 40.52% F: 34.23%
242
+ 2024-03-24 20:12:22 INFO 0:00:06.362841s elapsed
243
+
244
+ 2024-03-24 20:12:22 INFO Epoch 30 / 5000:
245
+ 2024-03-24 20:12:26 INFO lr: 4.9700e-05 - loss: 0.0047 - UP: 89.75% UR: 78.22% UF: 83.59% P: 89.58% R: 78.07% F: 83.43%
246
+ 2024-03-24 20:12:27 INFO dev: loss: 0.1062 - UP: 51.59% UR: 60.28% UF: 55.60% P: 48.94% R: 57.19% F: 52.74%
247
+ 2024-03-24 20:12:29 INFO test: loss: 0.0834 - UP: 19.65% UR: 57.66% UF: 29.31% P: 18.48% R: 54.24% F: 27.57%
248
+ 2024-03-24 20:12:29 INFO 0:00:06.618945s elapsed
249
+
250
+ 2024-03-24 20:12:29 INFO Epoch 31 / 5000:
251
+ 2024-03-24 20:12:33 INFO lr: 4.9690e-05 - loss: 0.0006 - UP: 88.26% UR: 78.96% UF: 83.35% P: 88.07% R: 78.79% F: 83.17%
252
+ 2024-03-24 20:12:34 INFO dev: loss: 0.1032 - UP: 68.62% UR: 48.56% UF: 56.88% P: 65.84% R: 46.59% F: 54.57%
253
+ 2024-03-24 20:12:35 INFO test: loss: 0.0676 - UP: 29.12% UR: 42.81% UF: 34.66% P: 27.55% R: 40.50% F: 32.80%
254
+ 2024-03-24 20:12:42 INFO 0:00:06.789109s elapsed (saved)
255
+
256
+ 2024-03-24 20:12:42 INFO Epoch 32 / 5000:
257
+ 2024-03-24 20:12:46 INFO lr: 4.9680e-05 - loss: 0.0171 - UP: 90.36% UR: 81.28% UF: 85.58% P: 90.18% R: 81.13% F: 85.42%
258
+ 2024-03-24 20:12:47 INFO dev: loss: 0.1113 - UP: 63.71% UR: 53.14% UF: 57.95% P: 61.21% R: 51.06% F: 55.68%
259
+ 2024-03-24 20:12:48 INFO test: loss: 0.0802 - UP: 25.77% UR: 47.56% UF: 33.42% P: 24.46% R: 45.15% F: 31.73%
260
+ 2024-03-24 20:12:55 INFO 0:00:06.253703s elapsed (saved)
261
+
262
+ 2024-03-24 20:12:55 INFO Epoch 33 / 5000:
263
+ 2024-03-24 20:13:00 INFO lr: 4.9670e-05 - loss: 0.0072 - UP: 91.60% UR: 84.21% UF: 87.75% P: 91.51% R: 84.13% F: 87.66%
264
+ 2024-03-24 20:13:00 INFO dev: loss: 0.1121 - UP: 65.56% UR: 52.59% UF: 58.36% P: 63.17% R: 50.66% F: 56.23%
265
+ 2024-03-24 20:13:02 INFO test: loss: 0.0797 - UP: 26.91% UR: 47.43% UF: 34.34% P: 25.50% R: 44.96% F: 32.55%
266
+ 2024-03-24 20:13:08 INFO 0:00:06.227376s elapsed (saved)
267
+
268
+ 2024-03-24 20:13:08 INFO Epoch 34 / 5000:
269
+ 2024-03-24 20:13:12 INFO lr: 4.9660e-05 - loss: 0.0051 - UP: 91.76% UR: 85.11% UF: 88.31% P: 91.69% R: 85.04% F: 88.24%
270
+ 2024-03-24 20:13:13 INFO dev: loss: 0.1163 - UP: 64.94% UR: 51.13% UF: 57.21% P: 62.28% R: 49.03% F: 54.86%
271
+ 2024-03-24 20:13:14 INFO test: loss: 0.0791 - UP: 27.71% UR: 45.68% UF: 34.50% P: 26.20% R: 43.19% F: 32.62%
272
+ 2024-03-24 20:13:14 INFO 0:00:06.217773s elapsed
273
+
274
+ 2024-03-24 20:13:14 INFO Epoch 35 / 5000:
275
+ 2024-03-24 20:13:19 INFO lr: 4.9650e-05 - loss: 0.0172 - UP: 92.57% UR: 85.39% UF: 88.84% P: 92.44% R: 85.27% F: 88.71%
276
+ 2024-03-24 20:13:19 INFO dev: loss: 0.1350 - UP: 66.92% UR: 45.09% UF: 53.88% P: 62.95% R: 42.41% F: 50.68%
277
+ 2024-03-24 20:13:21 INFO test: loss: 0.1088 - UP: 27.54% UR: 41.69% UF: 33.17% P: 25.65% R: 38.83% F: 30.90%
278
+ 2024-03-24 20:13:21 INFO 0:00:06.210585s elapsed
279
+
280
+ 2024-03-24 20:13:21 INFO Epoch 36 / 5000:
281
+ 2024-03-24 20:13:25 INFO lr: 4.9640e-05 - loss: 0.0089 - UP: 90.05% UR: 79.21% UF: 84.29% P: 88.70% R: 78.03% F: 83.02%
282
+ 2024-03-24 20:13:25 INFO dev: loss: 0.1068 - UP: 64.08% UR: 47.97% UF: 54.86% P: 61.45% R: 46.00% F: 52.61%
283
+ 2024-03-24 20:13:27 INFO test: loss: 0.0719 - UP: 25.64% UR: 43.97% UF: 32.39% P: 24.32% R: 41.71% F: 30.73%
284
+ 2024-03-24 20:13:27 INFO 0:00:06.229516s elapsed
285
+
286
+ 2024-03-24 20:13:27 INFO Epoch 37 / 5000:
287
+ 2024-03-24 20:13:31 INFO lr: 4.9630e-05 - loss: 0.0042 - UP: 91.70% UR: 82.90% UF: 87.08% P: 91.31% R: 82.54% F: 86.71%
288
+ 2024-03-24 20:13:32 INFO dev: loss: 0.1184 - UP: 62.26% UR: 55.42% UF: 58.64% P: 59.53% R: 52.99% F: 56.07%
289
+ 2024-03-24 20:13:33 INFO test: loss: 0.0802 - UP: 25.11% UR: 50.35% UF: 33.50% P: 23.73% R: 47.58% F: 31.66%
290
+ 2024-03-24 20:13:33 INFO 0:00:06.239478s elapsed
291
+
292
+ 2024-03-24 20:13:33 INFO Epoch 38 / 5000:
293
+ 2024-03-24 20:13:37 INFO lr: 4.9620e-05 - loss: 0.0038 - UP: 91.33% UR: 85.05% UF: 88.08% P: 91.05% R: 84.79% F: 87.81%
294
+ 2024-03-24 20:13:38 INFO dev: loss: 0.1224 - UP: 70.15% UR: 46.15% UF: 55.68% P: 67.13% R: 44.16% F: 53.27%
295
+ 2024-03-24 20:13:39 INFO test: loss: 0.0747 - UP: 29.38% UR: 40.95% UF: 34.21% P: 27.88% R: 38.85% F: 32.46%
296
+ 2024-03-24 20:13:39 INFO 0:00:06.279868s elapsed
297
+
298
+ 2024-03-24 20:13:39 INFO Epoch 39 / 5000:
299
+ 2024-03-24 20:13:44 INFO lr: 4.9610e-05 - loss: 0.0036 - UP: 93.12% UR: 86.26% UF: 89.56% P: 92.96% R: 86.11% F: 89.40%
300
+ 2024-03-24 20:13:44 INFO dev: loss: 0.1266 - UP: 63.62% UR: 57.59% UF: 60.45% P: 60.86% R: 55.09% F: 57.83%
301
+ 2024-03-24 20:13:46 INFO test: loss: 0.0849 - UP: 24.57% UR: 51.62% UF: 33.29% P: 23.29% R: 48.91% F: 31.55%
302
+ 2024-03-24 20:13:52 INFO 0:00:06.373306s elapsed (saved)
303
+
304
+ 2024-03-24 20:13:52 INFO Epoch 40 / 5000:
305
+ 2024-03-24 20:13:56 INFO lr: 4.9600e-05 - loss: 0.0016 - UP: 93.86% UR: 87.32% UF: 90.47% P: 93.73% R: 87.20% F: 90.35%
306
+ 2024-03-24 20:13:57 INFO dev: loss: 0.1242 - UP: 64.94% UR: 54.22% UF: 59.10% P: 62.02% R: 51.79% F: 56.45%
307
+ 2024-03-24 20:13:58 INFO test: loss: 0.0846 - UP: 25.44% UR: 48.68% UF: 33.42% P: 24.07% R: 46.06% F: 31.62%
308
+ 2024-03-24 20:13:58 INFO 0:00:06.223334s elapsed
309
+
310
+ 2024-03-24 20:13:58 INFO Epoch 41 / 5000:
311
+ 2024-03-24 20:14:02 INFO lr: 4.9590e-05 - loss: 0.0053 - UP: 93.23% UR: 87.58% UF: 90.32% P: 93.14% R: 87.49% F: 90.23%
312
+ 2024-03-24 20:14:03 INFO dev: loss: 0.1241 - UP: 63.82% UR: 52.70% UF: 57.73% P: 60.61% R: 50.04% F: 54.82%
313
+ 2024-03-24 20:14:05 INFO test: loss: 0.0885 - UP: 25.97% UR: 49.82% UF: 34.14% P: 24.63% R: 47.26% F: 32.39%
314
+ 2024-03-24 20:14:05 INFO 0:00:06.228961s elapsed
315
+
316
+ 2024-03-24 20:14:05 INFO Epoch 42 / 5000:
317
+ 2024-03-24 20:14:09 INFO lr: 4.9580e-05 - loss: 0.0015 - UP: 93.01% UR: 87.80% UF: 90.33% P: 92.94% R: 87.74% F: 90.26%
318
+ 2024-03-24 20:14:09 INFO dev: loss: 0.1267 - UP: 65.50% UR: 52.99% UF: 58.58% P: 62.14% R: 50.27% F: 55.57%
319
+ 2024-03-24 20:14:11 INFO test: loss: 0.0856 - UP: 26.49% UR: 50.01% UF: 34.64% P: 25.18% R: 47.54% F: 32.93%
320
+ 2024-03-24 20:14:11 INFO 0:00:06.263762s elapsed
321
+
322
+ 2024-03-24 20:14:11 INFO Epoch 43 / 5000:
323
+ 2024-03-24 20:14:15 INFO lr: 4.9570e-05 - loss: 0.0029 - UP: 93.80% UR: 88.64% UF: 91.15% P: 93.50% R: 88.36% F: 90.86%
324
+ 2024-03-24 20:14:16 INFO dev: loss: 0.1261 - UP: 63.07% UR: 55.02% UF: 58.77% P: 59.34% R: 51.77% F: 55.30%
325
+ 2024-03-24 20:14:17 INFO test: loss: 0.0848 - UP: 25.62% UR: 50.88% UF: 34.08% P: 24.12% R: 47.90% F: 32.09%
326
+ 2024-03-24 20:14:17 INFO 0:00:06.337217s elapsed
327
+
328
+ 2024-03-24 20:14:17 INFO Epoch 44 / 5000:
329
+ 2024-03-24 20:14:21 INFO lr: 4.9560e-05 - loss: 0.0016 - UP: 94.44% UR: 87.11% UF: 90.63% P: 94.02% R: 86.72% F: 90.22%
330
+ 2024-03-24 20:14:22 INFO dev: loss: 0.1175 - UP: 61.90% UR: 58.20% UF: 60.00% P: 58.58% R: 55.09% F: 56.78%
331
+ 2024-03-24 20:14:24 INFO test: loss: 0.0882 - UP: 23.72% UR: 54.13% UF: 32.99% P: 22.50% R: 51.34% F: 31.29%
332
+ 2024-03-24 20:14:24 INFO 0:00:06.422117s elapsed
333
+
334
+ 2024-03-24 20:14:24 INFO Epoch 45 / 5000:
335
+ 2024-03-24 20:14:28 INFO lr: 4.9550e-05 - loss: 0.0011 - UP: 93.92% UR: 89.72% UF: 91.77% P: 93.79% R: 89.59% F: 91.64%
336
+ 2024-03-24 20:14:28 INFO dev: loss: 0.1264 - UP: 66.37% UR: 51.95% UF: 58.28% P: 62.98% R: 49.29% F: 55.30%
337
+ 2024-03-24 20:14:30 INFO test: loss: 0.0854 - UP: 27.77% UR: 46.84% UF: 34.87% P: 26.33% R: 44.41% F: 33.06%
338
+ 2024-03-24 20:14:30 INFO 0:00:06.585991s elapsed
339
+
340
+ 2024-03-24 20:14:30 INFO Epoch 46 / 5000:
341
+ 2024-03-24 20:14:35 INFO lr: 4.9540e-05 - loss: 0.0012 - UP: 94.16% UR: 91.13% UF: 92.62% P: 94.11% R: 91.08% F: 92.57%
342
+ 2024-03-24 20:14:35 INFO dev: loss: 0.1315 - UP: 65.02% UR: 55.95% UF: 60.15% P: 61.81% R: 53.18% F: 57.17%
343
+ 2024-03-24 20:14:37 INFO test: loss: 0.0942 - UP: 25.40% UR: 49.80% UF: 33.64% P: 24.04% R: 47.14% F: 31.84%
344
+ 2024-03-24 20:14:37 INFO 0:00:06.487275s elapsed
345
+
346
+ 2024-03-24 20:14:37 INFO Epoch 47 / 5000:
347
+ 2024-03-24 20:14:41 INFO lr: 4.9530e-05 - loss: 0.0046 - UP: 94.77% UR: 91.29% UF: 93.00% P: 94.69% R: 91.21% F: 92.92%
348
+ 2024-03-24 20:14:41 INFO dev: loss: 0.1338 - UP: 63.95% UR: 57.12% UF: 60.34% P: 60.76% R: 54.27% F: 57.33%
349
+ 2024-03-24 20:14:43 INFO test: loss: 0.0881 - UP: 26.27% UR: 51.05% UF: 34.69% P: 24.93% R: 48.45% F: 32.92%
350
+ 2024-03-24 20:14:43 INFO 0:00:06.479878s elapsed
351
+
352
+ 2024-03-24 20:14:43 INFO Epoch 48 / 5000:
353
+ 2024-03-24 20:14:47 INFO lr: 4.9520e-05 - loss: 0.0008 - UP: 95.25% UR: 91.19% UF: 93.18% P: 95.14% R: 91.08% F: 93.07%
354
+ 2024-03-24 20:14:48 INFO dev: loss: 0.1400 - UP: 65.08% UR: 55.02% UF: 59.63% P: 61.99% R: 52.41% F: 56.80%
355
+ 2024-03-24 20:14:50 INFO test: loss: 0.0884 - UP: 28.44% UR: 50.81% UF: 36.47% P: 27.11% R: 48.45% F: 34.77%
356
+ 2024-03-24 20:14:50 INFO 0:00:06.459931s elapsed
357
+
358
+ 2024-03-24 20:14:50 INFO Epoch 49 / 5000:
359
+ 2024-03-24 20:14:54 INFO lr: 4.9510e-05 - loss: 0.0010 - UP: 94.74% UR: 90.89% UF: 92.77% P: 94.71% R: 90.85% F: 92.74%
360
+ 2024-03-24 20:14:54 INFO dev: loss: 0.1360 - UP: 65.62% UR: 54.02% UF: 59.26% P: 62.18% R: 51.19% F: 56.16%
361
+ 2024-03-24 20:14:56 INFO test: loss: 0.0856 - UP: 27.79% UR: 48.38% UF: 35.30% P: 26.28% R: 45.76% F: 33.39%
362
+ 2024-03-24 20:14:56 INFO 0:00:06.434601s elapsed
363
+
364
+ 2024-03-24 20:14:56 INFO Epoch 50 / 5000:
365
+ 2024-03-24 20:15:00 INFO lr: 4.9500e-05 - loss: 0.0044 - UP: 92.73% UR: 88.77% UF: 90.71% P: 92.33% R: 88.39% F: 90.32%
366
+ 2024-03-24 20:15:01 INFO dev: loss: 0.1269 - UP: 61.73% UR: 49.62% UF: 55.02% P: 58.98% R: 47.41% F: 52.57%
367
+ 2024-03-24 20:15:02 INFO test: loss: 0.0801 - UP: 24.84% UR: 47.60% UF: 32.64% P: 23.71% R: 45.45% F: 31.16%
368
+ 2024-03-24 20:15:02 INFO 0:00:06.436641s elapsed
369
+
370
+ 2024-03-24 20:15:02 INFO Epoch 51 / 5000:
371
+ 2024-03-24 20:15:07 INFO lr: 4.9490e-05 - loss: 0.0129 - UP: 84.79% UR: 72.10% UF: 77.93% P: 83.39% R: 70.91% F: 76.65%
372
+ 2024-03-24 20:15:07 INFO dev: loss: 0.1103 - UP: 63.65% UR: 49.40% UF: 55.63% P: 60.23% R: 46.75% F: 52.64%
373
+ 2024-03-24 20:15:09 INFO test: loss: 0.0897 - UP: 23.74% UR: 48.30% UF: 31.83% P: 22.41% R: 45.59% F: 30.05%
374
+ 2024-03-24 20:15:09 INFO 0:00:06.392784s elapsed
375
+
376
+ 2024-03-24 20:15:09 INFO Epoch 52 / 5000:
377
+ 2024-03-24 20:15:13 INFO lr: 4.9480e-05 - loss: 0.0026 - UP: 90.34% UR: 82.42% UF: 86.20% P: 89.93% R: 82.04% F: 85.80%
378
+ 2024-03-24 20:15:14 INFO dev: loss: 0.1228 - UP: 59.77% UR: 54.00% UF: 56.74% P: 56.85% R: 51.37% F: 53.97%
379
+ 2024-03-24 20:15:15 INFO test: loss: 0.0884 - UP: 23.59% UR: 53.26% UF: 32.70% P: 22.42% R: 50.62% F: 31.08%
380
+ 2024-03-24 20:15:15 INFO 0:00:06.386280s elapsed
381
+
382
+ 2024-03-24 20:15:15 INFO Epoch 53 / 5000:
383
+ 2024-03-24 20:15:20 INFO lr: 4.9470e-05 - loss: 0.0038 - UP: 92.33% UR: 84.47% UF: 88.22% P: 91.98% R: 84.15% F: 87.89%
384
+ 2024-03-24 20:15:20 INFO dev: loss: 0.1096 - UP: 64.11% UR: 53.30% UF: 58.21% P: 61.05% R: 50.75% F: 55.43%
385
+ 2024-03-24 20:15:22 INFO test: loss: 0.0663 - UP: 27.28% UR: 50.37% UF: 35.39% P: 25.80% R: 47.62% F: 33.46%
386
+ 2024-03-24 20:15:22 INFO 0:00:06.384933s elapsed
387
+
388
+ 2024-03-24 20:15:22 INFO Epoch 54 / 5000:
389
+ 2024-03-24 20:15:26 INFO lr: 4.9460e-05 - loss: 0.0076 - UP: 93.66% UR: 86.69% UF: 90.04% P: 93.48% R: 86.52% F: 89.87%
390
+ 2024-03-24 20:15:26 INFO dev: loss: 0.1153 - UP: 62.83% UR: 56.90% UF: 59.72% P: 59.63% R: 54.00% F: 56.68%
391
+ 2024-03-24 20:15:28 INFO test: loss: 0.0816 - UP: 25.16% UR: 54.00% UF: 34.33% P: 23.91% R: 51.32% F: 32.63%
392
+ 2024-03-24 20:15:28 INFO 0:00:06.380838s elapsed
393
+
394
+ 2024-03-24 20:15:28 INFO Epoch 55 / 5000:
395
+ 2024-03-24 20:15:32 INFO lr: 4.9450e-05 - loss: 0.0053 - UP: 92.01% UR: 87.22% UF: 89.55% P: 91.82% R: 87.04% F: 89.37%
396
+ 2024-03-24 20:15:33 INFO dev: loss: 0.1197 - UP: 65.00% UR: 53.76% UF: 58.85% P: 61.18% R: 50.60% F: 55.39%
397
+ 2024-03-24 20:15:34 INFO test: loss: 0.0788 - UP: 26.77% UR: 48.87% UF: 34.59% P: 25.37% R: 46.31% F: 32.78%
398
+ 2024-03-24 20:15:34 INFO 0:00:06.359980s elapsed
399
+
400
+ 2024-03-24 20:15:34 INFO Epoch 56 / 5000:
401
+ 2024-03-24 20:15:39 INFO lr: 4.9440e-05 - loss: 0.0013 - UP: 92.96% UR: 87.13% UF: 89.95% P: 92.89% R: 87.07% F: 89.88%
402
+ 2024-03-24 20:15:39 INFO dev: loss: 0.1212 - UP: 64.37% UR: 52.41% UF: 57.78% P: 61.16% R: 49.80% F: 54.90%
403
+ 2024-03-24 20:15:41 INFO test: loss: 0.0791 - UP: 28.32% UR: 50.58% UF: 36.31% P: 26.82% R: 47.90% F: 34.38%
404
+ 2024-03-24 20:15:41 INFO 0:00:06.372527s elapsed
405
+
406
+ 2024-03-24 20:15:41 INFO Epoch 57 / 5000:
407
+ 2024-03-24 20:15:45 INFO lr: 4.9430e-05 - loss: 0.0017 - UP: 93.51% UR: 90.25% UF: 91.85% P: 93.44% R: 90.19% F: 91.79%
408
+ 2024-03-24 20:15:46 INFO dev: loss: 0.1201 - UP: 65.89% UR: 51.57% UF: 57.86% P: 62.90% R: 49.23% F: 55.23%
409
+ 2024-03-24 20:15:47 INFO test: loss: 0.0788 - UP: 29.80% UR: 49.63% UF: 37.24% P: 28.33% R: 47.18% F: 35.40%
410
+ 2024-03-24 20:15:47 INFO 0:00:06.365332s elapsed
411
+
412
+ 2024-03-24 20:15:47 INFO Epoch 58 / 5000:
413
+ 2024-03-24 20:15:51 INFO lr: 4.9420e-05 - loss: 0.0066 - UP: 95.01% UR: 90.48% UF: 92.69% P: 94.98% R: 90.46% F: 92.66%
414
+ 2024-03-24 20:15:52 INFO dev: loss: 0.1297 - UP: 65.90% UR: 50.91% UF: 57.44% P: 62.73% R: 48.45% F: 54.67%
415
+ 2024-03-24 20:15:53 INFO test: loss: 0.0795 - UP: 29.49% UR: 47.18% UF: 36.29% P: 27.97% R: 44.75% F: 34.42%
416
+ 2024-03-24 20:15:53 INFO 0:00:06.352408s elapsed
417
+
418
+ 2024-03-24 20:15:53 INFO Epoch 59 / 5000:
419
+ 2024-03-24 20:15:58 INFO lr: 4.9410e-05 - loss: 0.0013 - UP: 95.50% UR: 90.80% UF: 93.09% P: 95.46% R: 90.76% F: 93.05%
420
+ 2024-03-24 20:15:58 INFO dev: loss: 0.1274 - UP: 65.93% UR: 50.80% UF: 57.38% P: 63.29% R: 48.76% F: 55.08%
421
+ 2024-03-24 20:16:00 INFO test: loss: 0.0808 - UP: 28.84% UR: 49.31% UF: 36.39% P: 27.58% R: 47.16% F: 34.80%
422
+ 2024-03-24 20:16:00 INFO 0:00:06.354339s elapsed
423
+
424
+ 2024-03-24 20:16:00 INFO Epoch 60 / 5000:
425
+ 2024-03-24 20:16:04 INFO lr: 4.9400e-05 - loss: 0.0028 - UP: 94.26% UR: 92.55% UF: 93.40% P: 94.18% R: 92.48% F: 93.32%
426
+ 2024-03-24 20:16:05 INFO dev: loss: 0.1268 - UP: 64.51% UR: 52.50% UF: 57.89% P: 61.41% R: 49.98% F: 55.11%
427
+ 2024-03-24 20:16:06 INFO test: loss: 0.0820 - UP: 29.59% UR: 49.86% UF: 37.14% P: 28.19% R: 47.52% F: 35.39%
428
+ 2024-03-24 20:16:06 INFO 0:00:06.349521s elapsed
429
+
430
+ 2024-03-24 20:16:06 INFO Epoch 61 / 5000:
431
+ 2024-03-24 20:16:10 INFO lr: 4.9390e-05 - loss: 0.0029 - UP: 95.92% UR: 92.60% UF: 94.23% P: 95.87% R: 92.55% F: 94.18%
432
+ 2024-03-24 20:16:11 INFO dev: loss: 0.1334 - UP: 63.99% UR: 55.57% UF: 59.49% P: 60.61% R: 52.63% F: 56.34%
433
+ 2024-03-24 20:16:12 INFO test: loss: 0.0895 - UP: 26.52% UR: 51.05% UF: 34.90% P: 25.20% R: 48.51% F: 33.17%
434
+ 2024-03-24 20:16:12 INFO 0:00:06.347348s elapsed
435
+
436
+ 2024-03-24 20:16:12 INFO Epoch 62 / 5000:
437
+ 2024-03-24 20:16:17 INFO lr: 4.9380e-05 - loss: 0.0008 - UP: 95.78% UR: 93.57% UF: 94.66% P: 95.75% R: 93.54% F: 94.63%
438
+ 2024-03-24 20:16:17 INFO dev: loss: 0.1354 - UP: 64.22% UR: 53.27% UF: 58.24% P: 61.02% R: 50.62% F: 55.34%
439
+ 2024-03-24 20:16:19 INFO test: loss: 0.0840 - UP: 28.32% UR: 49.90% UF: 36.13% P: 26.93% R: 47.45% F: 34.36%
440
+ 2024-03-24 20:16:19 INFO 0:00:06.332987s elapsed
441
+
442
+ 2024-03-24 20:16:19 INFO Epoch 63 / 5000:
443
+ 2024-03-24 20:16:23 INFO lr: 4.9370e-05 - loss: 0.0030 - UP: 96.14% UR: 93.89% UF: 95.01% P: 96.10% R: 93.86% F: 94.97%
444
+ 2024-03-24 20:16:24 INFO dev: loss: 0.1357 - UP: 64.03% UR: 54.36% UF: 58.80% P: 60.64% R: 51.48% F: 55.69%
445
+ 2024-03-24 20:16:25 INFO test: loss: 0.0968 - UP: 27.34% UR: 52.17% UF: 35.88% P: 25.98% R: 49.57% F: 34.09%
446
+ 2024-03-24 20:16:25 INFO 0:00:06.327417s elapsed
447
+
448
+ 2024-03-24 20:16:25 INFO Epoch 64 / 5000:
449
+ 2024-03-24 20:16:29 INFO lr: 4.9360e-05 - loss: 0.0037 - UP: 96.42% UR: 93.95% UF: 95.17% P: 96.40% R: 93.93% F: 95.15%
450
+ 2024-03-24 20:16:30 INFO dev: loss: 0.1368 - UP: 64.23% UR: 53.96% UF: 58.65% P: 61.28% R: 51.48% F: 55.95%
451
+ 2024-03-24 20:16:31 INFO test: loss: 0.0910 - UP: 28.00% UR: 50.81% UF: 36.10% P: 26.69% R: 48.45% F: 34.42%
452
+ 2024-03-24 20:16:31 INFO 0:00:06.331397s elapsed
453
+
454
+ 2024-03-24 20:16:31 INFO Epoch 65 / 5000:
455
+ 2024-03-24 20:16:36 INFO lr: 4.9350e-05 - loss: 0.0071 - UP: 96.21% UR: 92.66% UF: 94.40% P: 96.18% R: 92.62% F: 94.37%
456
+ 2024-03-24 20:16:36 INFO dev: loss: 0.1327 - UP: 63.56% UR: 55.55% UF: 59.29% P: 60.17% R: 52.59% F: 56.12%
457
+ 2024-03-24 20:16:38 INFO test: loss: 0.0927 - UP: 25.32% UR: 50.54% UF: 33.74% P: 24.03% R: 47.96% F: 32.02%
458
+ 2024-03-24 20:16:38 INFO 0:00:06.346333s elapsed
459
+
460
+ 2024-03-24 20:16:38 INFO Epoch 66 / 5000:
461
+ 2024-03-24 20:16:42 INFO lr: 4.9340e-05 - loss: 0.0084 - UP: 96.54% UR: 94.20% UF: 95.36% P: 96.52% R: 94.18% F: 95.33%
462
+ 2024-03-24 20:16:43 INFO dev: loss: 0.1366 - UP: 62.75% UR: 55.93% UF: 59.14% P: 59.60% R: 53.12% F: 56.17%
463
+ 2024-03-24 20:16:44 INFO test: loss: 0.0939 - UP: 27.72% UR: 52.61% UF: 36.31% P: 26.43% R: 50.16% F: 34.62%
464
+ 2024-03-24 20:16:44 INFO 0:00:06.340704s elapsed
465
+
466
+ 2024-03-24 20:16:44 INFO Epoch 67 / 5000:
467
+ 2024-03-24 20:16:48 INFO lr: 4.9330e-05 - loss: 0.0001 - UP: 97.27% UR: 95.05% UF: 96.15% P: 97.26% R: 95.03% F: 96.13%
468
+ 2024-03-24 20:16:49 INFO dev: loss: 0.1419 - UP: 61.77% UR: 56.04% UF: 58.77% P: 58.70% R: 53.25% F: 55.84%
469
+ 2024-03-24 20:16:50 INFO test: loss: 0.0946 - UP: 27.30% UR: 53.20% UF: 36.08% P: 25.98% R: 50.62% F: 34.33%
470
+ 2024-03-24 20:16:50 INFO 0:00:06.341779s elapsed
471
+
472
+ 2024-03-24 20:16:50 INFO Epoch 68 / 5000:
473
+ 2024-03-24 20:16:55 INFO lr: 4.9320e-05 - loss: 0.0022 - UP: 96.63% UR: 94.01% UF: 95.30% P: 96.63% R: 94.01% F: 95.30%
474
+ 2024-03-24 20:16:55 INFO dev: loss: 0.1422 - UP: 61.80% UR: 54.16% UF: 57.73% P: 58.19% R: 51.00% F: 54.35%
475
+ 2024-03-24 20:16:57 INFO test: loss: 0.0952 - UP: 24.10% UR: 52.17% UF: 32.97% P: 22.86% R: 49.48% F: 31.27%
476
+ 2024-03-24 20:16:57 INFO 0:00:06.331944s elapsed
477
+
478
+ 2024-03-24 20:16:57 INFO Epoch 69 / 5000:
479
+ 2024-03-24 20:17:01 INFO lr: 4.9310e-05 - loss: 0.0026 - UP: 95.41% UR: 92.77% UF: 94.07% P: 95.34% R: 92.72% F: 94.01%
480
+ 2024-03-24 20:17:02 INFO dev: loss: 0.1365 - UP: 54.28% UR: 62.61% UF: 58.14% P: 51.71% R: 59.64% F: 55.39%
481
+ 2024-03-24 20:17:03 INFO test: loss: 0.1032 - UP: 21.25% UR: 61.99% UF: 31.65% P: 20.36% R: 59.39% F: 30.32%
482
+ 2024-03-24 20:17:03 INFO 0:00:06.351038s elapsed
483
+
484
+ 2024-03-24 20:17:12 INFO Epoch 39 saved
485
+ 2024-03-24 20:17:12 INFO dev: UP: 63.62% UR: 57.59% UF: 60.45% P: 60.86% R: 55.09% F: 57.83%
486
+ 2024-03-24 20:17:12 INFO test: UP: 24.57% UR: 51.62% UF: 33.29% P: 23.29% R: 48.91% F: 31.55%
487
+ 2024-03-24 20:17:12 INFO 0:07:15.663368s elapsed, 0:00:06.313962s/epoch