Hugging Face's logo

galthran
/
bert-base-cased-amazon-reviews-unbalanced

Text Classification
Transformers
PyTorch
bert
Inference Endpoints
Model card Files Community
bert-base-cased-amazon-reviews-unbalanced
File size: 2,824 Bytes 
3cdc481
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
117
118
119
120
121
122
123
124
125
126
127
 
{
  "best_metric": 1.0495396852493286,
  "best_model_checkpoint": "test_/checkpoint-1125",
  "epoch": 5.0,
  "global_step": 1875,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 1.0,
      "learning_rate": 0.001,
      "loss": 1.1181,
      "step": 375
    },
    {
      "epoch": 1.0,
      "eval_loss": 1.1535536050796509,
      "eval_micro_f1": 0.6113333333333333,
      "eval_runtime": 126.2386,
      "eval_samples_per_second": 23.765,
      "eval_steps_per_second": 0.372,
      "eval_unavg_f1": [
        0.0,
        0.0,
        0.0,
        0.0,
        0.7587918907736864
      ],
      "step": 375
    },
    {
      "epoch": 2.0,
      "learning_rate": 0.001,
      "loss": 1.0798,
      "step": 750
    },
    {
      "epoch": 2.0,
      "eval_loss": 1.0706086158752441,
      "eval_micro_f1": 0.6136666666666667,
      "eval_runtime": 122.9816,
      "eval_samples_per_second": 24.394,
      "eval_steps_per_second": 0.382,
      "eval_unavg_f1": [
        0.006644518272425249,
        0.0,
        0.028985507246376815,
        0.058577405857740586,
        0.7663512092534175
      ],
      "step": 750
    },
    {
      "epoch": 3.0,
      "learning_rate": 0.001,
      "loss": 1.0675,
      "step": 1125
    },
    {
      "epoch": 3.0,
      "eval_loss": 1.0495396852493286,
      "eval_micro_f1": 0.624,
      "eval_runtime": 131.2327,
      "eval_samples_per_second": 22.86,
      "eval_steps_per_second": 0.358,
      "eval_unavg_f1": [
        0.1888888888888889,
        0.0,
        0.015936254980079684,
        0.1500815660685155,
        0.7806367204535543
      ],
      "step": 1125
    },
    {
      "epoch": 4.0,
      "learning_rate": 0.001,
      "loss": 1.0589,
      "step": 1500
    },
    {
      "epoch": 4.0,
      "eval_loss": 1.0587749481201172,
      "eval_micro_f1": 0.613,
      "eval_runtime": 124.3983,
      "eval_samples_per_second": 24.116,
      "eval_steps_per_second": 0.378,
      "eval_unavg_f1": [
        0.025889967637540454,
        0.0,
        0.0,
        0.21601016518424399,
        0.7831729693443723
      ],
      "step": 1500
    },
    {
      "epoch": 5.0,
      "learning_rate": 0.001,
      "loss": 1.046,
      "step": 1875
    },
    {
      "epoch": 5.0,
      "eval_loss": 1.053810715675354,
      "eval_micro_f1": 0.6356666666666667,
      "eval_runtime": 131.9922,
      "eval_samples_per_second": 22.729,
      "eval_steps_per_second": 0.356,
      "eval_unavg_f1": [
        0.4607046070460704,
        0.0,
        0.0,
        0.1947449768160742,
        0.801148600143575
      ],
      "step": 1875
    }
  ],
  "max_steps": 3750,
  "num_train_epochs": 10,
  "total_flos": 1.2524308467099072e+16,
  "trial_name": null,
  "trial_params": null
}