File size: 5,403 Bytes
00d7b7f
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
222
223
224
225
{
  "best_metric": 0.3247086703777313,
  "best_model_checkpoint": "outputs/electra-nli-efl/checkpoint-1050",
  "epoch": 12.995555555555555,
  "global_step": 2730,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 1.0,
      "learning_rate": 9.499999999999999e-07,
      "loss": 0.4175,
      "step": 210
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.7316666666666667,
      "eval_f1": 0.7305281480923569,
      "eval_loss": 0.4019607603549957,
      "eval_runtime": 11.5986,
      "eval_samples_per_second": 258.651,
      "eval_steps_per_second": 32.331,
      "step": 210
    },
    {
      "epoch": 2.0,
      "learning_rate": 9e-07,
      "loss": 0.3061,
      "step": 420
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.768,
      "eval_f1": 0.7674936528439713,
      "eval_loss": 0.3519645631313324,
      "eval_runtime": 11.6033,
      "eval_samples_per_second": 258.548,
      "eval_steps_per_second": 32.319,
      "step": 420
    },
    {
      "epoch": 3.0,
      "learning_rate": 8.499999999999999e-07,
      "loss": 0.2588,
      "step": 630
    },
    {
      "epoch": 3.0,
      "eval_accuracy": 0.79,
      "eval_f1": 0.7887799932409598,
      "eval_loss": 0.32531991600990295,
      "eval_runtime": 11.5951,
      "eval_samples_per_second": 258.729,
      "eval_steps_per_second": 32.341,
      "step": 630
    },
    {
      "epoch": 4.0,
      "learning_rate": 8e-07,
      "loss": 0.234,
      "step": 840
    },
    {
      "epoch": 4.0,
      "eval_accuracy": 0.788,
      "eval_f1": 0.7877041067016072,
      "eval_loss": 0.33730262517929077,
      "eval_runtime": 11.6935,
      "eval_samples_per_second": 256.553,
      "eval_steps_per_second": 32.069,
      "step": 840
    },
    {
      "epoch": 5.0,
      "learning_rate": 7.5e-07,
      "loss": 0.2116,
      "step": 1050
    },
    {
      "epoch": 5.0,
      "eval_accuracy": 0.804,
      "eval_f1": 0.8032759681298146,
      "eval_loss": 0.3247086703777313,
      "eval_runtime": 11.5938,
      "eval_samples_per_second": 258.758,
      "eval_steps_per_second": 32.345,
      "step": 1050
    },
    {
      "epoch": 6.0,
      "learning_rate": 7e-07,
      "loss": 0.1974,
      "step": 1260
    },
    {
      "epoch": 6.0,
      "eval_accuracy": 0.793,
      "eval_f1": 0.7928414316247181,
      "eval_loss": 0.34000951051712036,
      "eval_runtime": 11.6038,
      "eval_samples_per_second": 258.537,
      "eval_steps_per_second": 32.317,
      "step": 1260
    },
    {
      "epoch": 7.0,
      "learning_rate": 6.5e-07,
      "loss": 0.1807,
      "step": 1470
    },
    {
      "epoch": 7.0,
      "eval_accuracy": 0.7973333333333333,
      "eval_f1": 0.7969281824938732,
      "eval_loss": 0.35112178325653076,
      "eval_runtime": 11.589,
      "eval_samples_per_second": 258.866,
      "eval_steps_per_second": 32.358,
      "step": 1470
    },
    {
      "epoch": 8.0,
      "learning_rate": 6e-07,
      "loss": 0.1715,
      "step": 1680
    },
    {
      "epoch": 8.0,
      "eval_accuracy": 0.7993333333333333,
      "eval_f1": 0.79885693716362,
      "eval_loss": 0.34963640570640564,
      "eval_runtime": 11.6019,
      "eval_samples_per_second": 258.579,
      "eval_steps_per_second": 32.322,
      "step": 1680
    },
    {
      "epoch": 9.0,
      "learning_rate": 5.5e-07,
      "loss": 0.1577,
      "step": 1890
    },
    {
      "epoch": 9.0,
      "eval_accuracy": 0.8043333333333333,
      "eval_f1": 0.803166306363764,
      "eval_loss": 0.3507426679134369,
      "eval_runtime": 11.6051,
      "eval_samples_per_second": 258.507,
      "eval_steps_per_second": 32.313,
      "step": 1890
    },
    {
      "epoch": 10.0,
      "learning_rate": 5e-07,
      "loss": 0.1469,
      "step": 2100
    },
    {
      "epoch": 10.0,
      "eval_accuracy": 0.798,
      "eval_f1": 0.7970242731280681,
      "eval_loss": 0.3604212701320648,
      "eval_runtime": 11.7325,
      "eval_samples_per_second": 255.699,
      "eval_steps_per_second": 31.962,
      "step": 2100
    },
    {
      "epoch": 11.0,
      "learning_rate": 4.5e-07,
      "loss": 0.1394,
      "step": 2310
    },
    {
      "epoch": 11.0,
      "eval_accuracy": 0.7966666666666666,
      "eval_f1": 0.7957033854293423,
      "eval_loss": 0.37343233823776245,
      "eval_runtime": 11.6069,
      "eval_samples_per_second": 258.468,
      "eval_steps_per_second": 32.308,
      "step": 2310
    },
    {
      "epoch": 12.0,
      "learning_rate": 4e-07,
      "loss": 0.1322,
      "step": 2520
    },
    {
      "epoch": 12.0,
      "eval_accuracy": 0.7913333333333333,
      "eval_f1": 0.7905794192426068,
      "eval_loss": 0.39285749197006226,
      "eval_runtime": 11.6585,
      "eval_samples_per_second": 257.322,
      "eval_steps_per_second": 32.165,
      "step": 2520
    },
    {
      "epoch": 13.0,
      "learning_rate": 3.5e-07,
      "loss": 0.1231,
      "step": 2730
    },
    {
      "epoch": 13.0,
      "eval_accuracy": 0.795,
      "eval_f1": 0.7941480244179493,
      "eval_loss": 0.39544808864593506,
      "eval_runtime": 11.5711,
      "eval_samples_per_second": 259.267,
      "eval_steps_per_second": 32.408,
      "step": 2730
    }
  ],
  "max_steps": 4200,
  "num_train_epochs": 20,
  "total_flos": 5.408377098502234e+16,
  "trial_name": null,
  "trial_params": null
}