Hugging Face's logo

gokuls
/
hBERTv1_new_pretrain_w_init_48_ver2_qqp

Text Classification
Transformers
PyTorch
English
hybridbert
Generated from Trainer
Eval Results
Inference Endpoints
Model card Files Community
hBERTv1_new_pretrain_w_init_48_ver2_qqp
File size: 3,448 Bytes 
29c8e2e
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
128
129
130
131
 
{
  "best_metric": 0.4918229579925537,
  "best_model_checkpoint": "hBERTv1_new_pretrain_w_init_48_ver2_qqp/checkpoint-5686",
  "epoch": 6.0,
  "eval_steps": 500,
  "global_step": 34116,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 1.0,
      "learning_rate": 3.733333333333334e-05,
      "loss": 0.5279,
      "step": 5686
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.7601038832550087,
      "eval_combined_score": 0.7276525827135796,
      "eval_f1": 0.6952012821721505,
      "eval_loss": 0.4918229579925537,
      "eval_runtime": 213.3541,
      "eval_samples_per_second": 189.497,
      "eval_steps_per_second": 2.962,
      "step": 5686
    },
    {
      "epoch": 2.0,
      "learning_rate": 3.466666666666667e-05,
      "loss": 0.4826,
      "step": 11372
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.7643581498886965,
      "eval_combined_score": 0.7099691042274545,
      "eval_f1": 0.6555800585662124,
      "eval_loss": 0.5367019176483154,
      "eval_runtime": 211.9321,
      "eval_samples_per_second": 190.769,
      "eval_steps_per_second": 2.982,
      "step": 11372
    },
    {
      "epoch": 3.0,
      "learning_rate": 3.2000000000000005e-05,
      "loss": 0.4943,
      "step": 17058
    },
    {
      "epoch": 3.0,
      "eval_accuracy": 0.7593618600049469,
      "eval_combined_score": 0.7016571422623088,
      "eval_f1": 0.6439524245196707,
      "eval_loss": 0.5223015546798706,
      "eval_runtime": 211.9395,
      "eval_samples_per_second": 190.762,
      "eval_steps_per_second": 2.982,
      "step": 17058
    },
    {
      "epoch": 4.0,
      "learning_rate": 2.9333333333333333e-05,
      "loss": 0.492,
      "step": 22744
    },
    {
      "epoch": 4.0,
      "eval_accuracy": 0.7599802127133317,
      "eval_combined_score": 0.7032452425944627,
      "eval_f1": 0.6465102724755938,
      "eval_loss": 0.5378891825675964,
      "eval_runtime": 211.5301,
      "eval_samples_per_second": 191.131,
      "eval_steps_per_second": 2.988,
      "step": 22744
    },
    {
      "epoch": 5.0,
      "learning_rate": 2.6666666666666667e-05,
      "loss": 0.505,
      "step": 28430
    },
    {
      "epoch": 5.0,
      "eval_accuracy": 0.74232005936186,
      "eval_combined_score": 0.6965020361186982,
      "eval_f1": 0.6506840128755366,
      "eval_loss": 0.5431071519851685,
      "eval_runtime": 211.3198,
      "eval_samples_per_second": 191.321,
      "eval_steps_per_second": 2.991,
      "step": 28430
    },
    {
      "epoch": 6.0,
      "learning_rate": 2.4e-05,
      "loss": 0.5428,
      "step": 34116
    },
    {
      "epoch": 6.0,
      "eval_accuracy": 0.7089290131090774,
      "eval_combined_score": 0.6689313035527098,
      "eval_f1": 0.6289335939963422,
      "eval_loss": 0.5789130330085754,
      "eval_runtime": 211.7558,
      "eval_samples_per_second": 190.927,
      "eval_steps_per_second": 2.985,
      "step": 34116
    },
    {
      "epoch": 6.0,
      "step": 34116,
      "total_flos": 3.2330651506468454e+17,
      "train_loss": 0.5074344026286237,
      "train_runtime": 35514.6787,
      "train_samples_per_second": 153.674,
      "train_steps_per_second": 2.402
    }
  ],
  "logging_steps": 1,
  "max_steps": 85290,
  "num_train_epochs": 15,
  "save_steps": 500,
  "total_flos": 3.2330651506468454e+17,
  "trial_name": null,
  "trial_params": null
}