File size: 4,785 Bytes
336da88
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
{
  "best_metric": 0.9820269110269746,
  "best_model_checkpoint": "nreimers/MiniLMv2-L6-H384-distilled-from-BERT-Large-finetuned-toxic/checkpoint-9974",
  "epoch": 3.0,
  "eval_steps": 1000,
  "global_step": 14961,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 0.1,
      "learning_rate": 1.0024057738572574e-05,
      "loss": 0.613,
      "step": 500
    },
    {
      "epoch": 0.2,
      "learning_rate": 2.0048115477145148e-05,
      "loss": 0.1678,
      "step": 1000
    },
    {
      "epoch": 0.3,
      "learning_rate": 3.0072173215717726e-05,
      "loss": 0.0761,
      "step": 1500
    },
    {
      "epoch": 0.4,
      "learning_rate": 4.0096230954290296e-05,
      "loss": 0.0607,
      "step": 2000
    },
    {
      "epoch": 0.5,
      "learning_rate": 4.9986631611782006e-05,
      "loss": 0.0544,
      "step": 2500
    },
    {
      "epoch": 0.6,
      "learning_rate": 4.887259926028252e-05,
      "loss": 0.0538,
      "step": 3000
    },
    {
      "epoch": 0.7,
      "learning_rate": 4.775856690878303e-05,
      "loss": 0.0518,
      "step": 3500
    },
    {
      "epoch": 0.8,
      "learning_rate": 4.6644534557283545e-05,
      "loss": 0.0476,
      "step": 4000
    },
    {
      "epoch": 0.9,
      "learning_rate": 4.553050220578406e-05,
      "loss": 0.0468,
      "step": 4500
    },
    {
      "epoch": 1.0,
      "eval_loss": 0.07939296215772629,
      "eval_roc_auc_score": 0.9785734350354863,
      "eval_runtime": 1456.3659,
      "eval_samples_per_second": 43.93,
      "eval_steps_per_second": 1.373,
      "step": 4987
    },
    {
      "epoch": 1.0,
      "learning_rate": 4.441646985428457e-05,
      "loss": 0.0467,
      "step": 5000
    },
    {
      "epoch": 1.1,
      "learning_rate": 4.330243750278508e-05,
      "loss": 0.0404,
      "step": 5500
    },
    {
      "epoch": 1.2,
      "learning_rate": 4.218840515128559e-05,
      "loss": 0.0406,
      "step": 6000
    },
    {
      "epoch": 1.3,
      "learning_rate": 4.107437279978611e-05,
      "loss": 0.0391,
      "step": 6500
    },
    {
      "epoch": 1.4,
      "learning_rate": 3.996034044828662e-05,
      "loss": 0.0396,
      "step": 7000
    },
    {
      "epoch": 1.5,
      "learning_rate": 3.884630809678713e-05,
      "loss": 0.0402,
      "step": 7500
    },
    {
      "epoch": 1.6,
      "learning_rate": 3.7732275745287644e-05,
      "loss": 0.0378,
      "step": 8000
    },
    {
      "epoch": 1.7,
      "learning_rate": 3.661824339378816e-05,
      "loss": 0.0376,
      "step": 8500
    },
    {
      "epoch": 1.8,
      "learning_rate": 3.550421104228867e-05,
      "loss": 0.0375,
      "step": 9000
    },
    {
      "epoch": 1.9,
      "learning_rate": 3.439017869078918e-05,
      "loss": 0.036,
      "step": 9500
    },
    {
      "epoch": 2.0,
      "eval_loss": 0.06088978424668312,
      "eval_roc_auc_score": 0.9820269110269746,
      "eval_runtime": 1456.3643,
      "eval_samples_per_second": 43.93,
      "eval_steps_per_second": 1.373,
      "step": 9974
    },
    {
      "epoch": 2.01,
      "learning_rate": 3.3276146339289697e-05,
      "loss": 0.0369,
      "step": 10000
    },
    {
      "epoch": 2.11,
      "learning_rate": 3.21621139877902e-05,
      "loss": 0.0322,
      "step": 10500
    },
    {
      "epoch": 2.21,
      "learning_rate": 3.104808163629072e-05,
      "loss": 0.0302,
      "step": 11000
    },
    {
      "epoch": 2.31,
      "learning_rate": 2.9934049284791233e-05,
      "loss": 0.0301,
      "step": 11500
    },
    {
      "epoch": 2.41,
      "learning_rate": 2.8820016933291742e-05,
      "loss": 0.0303,
      "step": 12000
    },
    {
      "epoch": 2.51,
      "learning_rate": 2.7705984581792256e-05,
      "loss": 0.0298,
      "step": 12500
    },
    {
      "epoch": 2.61,
      "learning_rate": 2.6591952230292772e-05,
      "loss": 0.0306,
      "step": 13000
    },
    {
      "epoch": 2.71,
      "learning_rate": 2.5477919878793282e-05,
      "loss": 0.0312,
      "step": 13500
    },
    {
      "epoch": 2.81,
      "learning_rate": 2.4363887527293795e-05,
      "loss": 0.0308,
      "step": 14000
    },
    {
      "epoch": 2.91,
      "learning_rate": 2.3249855175794305e-05,
      "loss": 0.0301,
      "step": 14500
    },
    {
      "epoch": 3.0,
      "eval_loss": 0.061725061386823654,
      "eval_roc_auc_score": 0.9815256646489099,
      "eval_runtime": 1457.0586,
      "eval_samples_per_second": 43.909,
      "eval_steps_per_second": 1.373,
      "step": 14961
    }
  ],
  "logging_steps": 500,
  "max_steps": 24935,
  "num_train_epochs": 5,
  "save_steps": 1000,
  "total_flos": 1.5876904241682432e+16,
  "trial_name": null,
  "trial_params": null
}