Hugging Face's logo

CambridgeMolecularEngineering
/
bert-large-cased-squad

Question Answering
Transformers
PyTorch
bert
Model card Files
xet
Community
1
bert-large-cased-squad
File size: 3,829 Bytes 
3587b32
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
 
{
  "best_metric": null,
  "best_model_checkpoint": null,
  "epoch": 10.0,
  "global_step": 2750,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 1.0,
      "learning_rate": 3e-05,
      "loss": 1.4406,
      "step": 275
    },
    {
      "epoch": 1.0,
      "eval_exact_match": 51.07846566398508,
      "eval_f1": 61.011399927131706,
      "eval_runtime": 8.3465,
      "eval_samples_per_second": 1027.616,
      "eval_steps_per_second": 3.235,
      "step": 275
    },
    {
      "epoch": 2.0,
      "learning_rate": 3e-05,
      "loss": 0.7644,
      "step": 550
    },
    {
      "epoch": 2.0,
      "eval_exact_match": 54.133146787921184,
      "eval_f1": 62.50711993302596,
      "eval_runtime": 7.5444,
      "eval_samples_per_second": 1136.864,
      "eval_steps_per_second": 3.579,
      "step": 550
    },
    {
      "epoch": 3.0,
      "learning_rate": 3e-05,
      "loss": 0.5654,
      "step": 825
    },
    {
      "epoch": 3.0,
      "eval_exact_match": 52.8040107263612,
      "eval_f1": 62.14306548820758,
      "eval_runtime": 7.521,
      "eval_samples_per_second": 1140.414,
      "eval_steps_per_second": 3.59,
      "step": 825
    },
    {
      "epoch": 4.0,
      "learning_rate": 3e-05,
      "loss": 0.418,
      "step": 1100
    },
    {
      "epoch": 4.0,
      "eval_exact_match": 53.64346508103066,
      "eval_f1": 61.988040522739425,
      "eval_runtime": 7.5215,
      "eval_samples_per_second": 1140.331,
      "eval_steps_per_second": 3.59,
      "step": 1100
    },
    {
      "epoch": 5.0,
      "learning_rate": 3e-05,
      "loss": 0.3116,
      "step": 1375
    },
    {
      "epoch": 5.0,
      "eval_exact_match": 53.53853328669698,
      "eval_f1": 61.34739758769079,
      "eval_runtime": 7.543,
      "eval_samples_per_second": 1137.084,
      "eval_steps_per_second": 3.579,
      "step": 1375
    },
    {
      "epoch": 6.0,
      "learning_rate": 3e-05,
      "loss": 0.2279,
      "step": 1650
    },
    {
      "epoch": 6.0,
      "eval_exact_match": 55.182464731258015,
      "eval_f1": 61.675370738118836,
      "eval_runtime": 7.5189,
      "eval_samples_per_second": 1140.721,
      "eval_steps_per_second": 3.591,
      "step": 1650
    },
    {
      "epoch": 7.0,
      "learning_rate": 3e-05,
      "loss": 0.1697,
      "step": 1925
    },
    {
      "epoch": 7.0,
      "eval_exact_match": 54.821032995219774,
      "eval_f1": 61.93346586592826,
      "eval_runtime": 7.554,
      "eval_samples_per_second": 1135.424,
      "eval_steps_per_second": 3.574,
      "step": 1925
    },
    {
      "epoch": 8.0,
      "learning_rate": 3e-05,
      "loss": 0.1274,
      "step": 2200
    },
    {
      "epoch": 8.0,
      "eval_exact_match": 55.765419144222925,
      "eval_f1": 62.45150631016991,
      "eval_runtime": 7.5444,
      "eval_samples_per_second": 1136.865,
      "eval_steps_per_second": 3.579,
      "step": 2200
    },
    {
      "epoch": 9.0,
      "learning_rate": 3e-05,
      "loss": 0.1011,
      "step": 2475
    },
    {
      "epoch": 9.0,
      "eval_exact_match": 55.065873848665035,
      "eval_f1": 61.965971673180476,
      "eval_runtime": 7.5299,
      "eval_samples_per_second": 1139.057,
      "eval_steps_per_second": 3.586,
      "step": 2475
    },
    {
      "epoch": 10.0,
      "learning_rate": 3e-05,
      "loss": 0.0848,
      "step": 2750
    },
    {
      "epoch": 10.0,
      "eval_exact_match": 55.194123819517316,
      "eval_f1": 62.60240237025559,
      "eval_runtime": 7.5603,
      "eval_samples_per_second": 1134.474,
      "eval_steps_per_second": 3.571,
      "step": 2750
    }
  ],
  "max_steps": 2750,
  "num_train_epochs": 10,
  "total_flos": 872065594818560.0,
  "trial_name": null,
  "trial_params": null
}