File size: 6,659 Bytes
a4a1e96
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
/nfs/production/literature/amina-mardiyyah/envs/llm-prompt/lib/python3.11/site-packages/accelerate/accelerator.py:488: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.
  self.scaler = torch.cuda.amp.GradScaler(**kwargs)
Detected kernel version 4.18.0, which is below the recommended minimum of 5.5.0; this can cause the process to hang. It is recommended to upgrade the kernel to the minimum version or higher.
wandb: WARNING The `run_name` is currently set to the same value as `TrainingArguments.output_dir`. If this was not intended, please specify a different run name by setting the `TrainingArguments.run_name` parameter.
Classification Report:
               precision    recall  f1-score   support
         DNA       0.73      0.81      0.77      2494
         RNA       0.71      0.70      0.70       238
   cell_line       0.73      0.78      0.76      1050
   cell_type       0.63      0.75      0.69       775
     protein       0.86      0.87      0.87      6196
   micro avg       0.79      0.84      0.81     10753
   macro avg       0.73      0.78      0.76     10753
weighted avg       0.80      0.84      0.82     10753
Classification Report:
               precision    recall  f1-score   support
         DNA       0.78      0.80      0.79      2494
         RNA       0.77      0.79      0.78       238
   cell_line       0.77      0.80      0.78      1050
   cell_type       0.66      0.77      0.71       775
     protein       0.86      0.91      0.88      6196
   micro avg       0.81      0.86      0.83     10753
   macro avg       0.77      0.81      0.79     10753
weighted avg       0.81      0.86      0.84     10753
Classification Report:
               precision    recall  f1-score   support
         DNA       0.74      0.87      0.80      2494
         RNA       0.78      0.87      0.82       238
   cell_line       0.80      0.80      0.80      1050
   cell_type       0.68      0.77      0.72       775
     protein       0.88      0.89      0.88      6196
   micro avg       0.82      0.86      0.84     10753
   macro avg       0.78      0.84      0.81     10753
weighted avg       0.82      0.86      0.84     10753
Classification Report:
               precision    recall  f1-score   support
         DNA       0.78      0.81      0.80      2494
         RNA       0.79      0.88      0.83       238
   cell_line       0.80      0.81      0.81      1050
   cell_type       0.68      0.79      0.73       775
     protein       0.87      0.90      0.89      6196
   micro avg       0.83      0.87      0.84     10753
   macro avg       0.78      0.84      0.81     10753
weighted avg       0.83      0.87      0.85     10753
Classification Report:
               precision    recall  f1-score   support
         DNA       0.77      0.85      0.81      2494
         RNA       0.84      0.87      0.85       238
   cell_line       0.81      0.84      0.82      1050
   cell_type       0.74      0.78      0.76       775
     protein       0.88      0.90      0.89      6196
   micro avg       0.83      0.87      0.85     10753
   macro avg       0.81      0.85      0.83     10753
weighted avg       0.84      0.87      0.85     10753
Classification Report:
               precision    recall  f1-score   support
         DNA       0.79      0.83      0.81      2494
         RNA       0.83      0.86      0.84       238
   cell_line       0.80      0.83      0.81      1050
   cell_type       0.71      0.78      0.74       775
     protein       0.88      0.90      0.89      6196
   micro avg       0.84      0.87      0.85     10753
   macro avg       0.80      0.84      0.82     10753
weighted avg       0.84      0.87      0.85     10753
Classification Report:
               precision    recall  f1-score   support
         DNA       0.78      0.84      0.81      2494
         RNA       0.84      0.89      0.86       238
   cell_line       0.81      0.86      0.83      1050
   cell_type       0.73      0.80      0.76       775
     protein       0.88      0.90      0.89      6196
   micro avg       0.84      0.87      0.85     10753
   macro avg       0.81      0.86      0.83     10753
weighted avg       0.84      0.87      0.85     10753
Classification Report:
               precision    recall  f1-score   support
         DNA       0.78      0.83      0.81      2494
         RNA       0.84      0.87      0.86       238
   cell_line       0.81      0.86      0.83      1050
   cell_type       0.75      0.79      0.77       775
     protein       0.88      0.90      0.89      6196
   micro avg       0.84      0.87      0.85     10753
   macro avg       0.81      0.85      0.83     10753
weighted avg       0.84      0.87      0.85     10753
Classification Report:
               precision    recall  f1-score   support
         DNA       0.78      0.84      0.81      2494
         RNA       0.83      0.89      0.86       238
   cell_line       0.81      0.85      0.83      1050
   cell_type       0.74      0.79      0.77       775
     protein       0.88      0.90      0.89      6196
   micro avg       0.84      0.87      0.86     10753
   macro avg       0.81      0.86      0.83     10753
weighted avg       0.84      0.87      0.86     10753
Classification Report:
               precision    recall  f1-score   support
         DNA       0.78      0.84      0.81      2494
         RNA       0.83      0.87      0.85       238
   cell_line       0.81      0.85      0.83      1050
   cell_type       0.75      0.78      0.76       775
     protein       0.88      0.90      0.89      6196
   micro avg       0.84      0.87      0.86     10753
   macro avg       0.81      0.85      0.83     10753
weighted avg       0.84      0.87      0.86     10753
Classification Report:
               precision    recall  f1-score   support
         DNA       0.74      0.79      0.76      2210
         RNA       0.73      0.76      0.75       287
   cell_line       0.50      0.76      0.61      1057
   cell_type       0.75      0.68      0.71      2761
     protein       0.72      0.87      0.79     10082
   micro avg       0.71      0.82      0.76     16397
   macro avg       0.69      0.77      0.72     16397
weighted avg       0.72      0.82      0.76     16397
Test Set Results: {'eval_loss': 0.25901132822036743, 'eval_f1': 0.7609269081317186, 'eval_precision': 0.7112407211028632, 'eval_recall': 0.8180764774044033, 'eval_accuracy': 0.9229162898531661, 'eval_runtime': 8.311, 'eval_samples_per_second': 463.961, 'eval_steps_per_second': 57.995, 'epoch': 9.971126082771896}