File size: 4,907 Bytes
4864331
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
  "best_metric": 0.7610864260798164,
  "best_model_checkpoint": "./output//roberta-large_ipc1_B_5_32_5e-6_0.01_0.06_07-07-22_18-34/checkpoint-20000",
  "epoch": 0.09819252116662534,
  "global_step": 20000,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 0.01,
      "learning_rate": 1.6365272890925457e-07,
      "loss": 0.4942,
      "step": 2000
    },
    {
      "epoch": 0.01,
      "eval_accuracy": 0.0,
      "eval_f1": 3.725980731356789e-05,
      "eval_loss": 0.242140531539917,
      "eval_roc_auc": 0.5000018812220105,
      "eval_runtime": 10105.0715,
      "eval_samples_per_second": 33.362,
      "eval_steps_per_second": 2.085,
      "step": 2000
    },
    {
      "epoch": 0.02,
      "learning_rate": 3.2730545781850913e-07,
      "loss": 0.1998,
      "step": 4000
    },
    {
      "epoch": 0.02,
      "eval_accuracy": 0.0,
      "eval_f1": 0.0,
      "eval_loss": 0.15237019956111908,
      "eval_roc_auc": 0.5,
      "eval_runtime": 10093.7625,
      "eval_samples_per_second": 33.4,
      "eval_steps_per_second": 2.088,
      "step": 4000
    },
    {
      "epoch": 0.03,
      "learning_rate": 4.909581867277637e-07,
      "loss": 0.1391,
      "step": 6000
    },
    {
      "epoch": 0.03,
      "eval_accuracy": 0.027651218528274128,
      "eval_f1": 0.051996127342103765,
      "eval_loss": 0.11342979222536087,
      "eval_roc_auc": 0.5133426998907926,
      "eval_runtime": 10096.0276,
      "eval_samples_per_second": 33.392,
      "eval_steps_per_second": 2.087,
      "step": 6000
    },
    {
      "epoch": 0.04,
      "learning_rate": 6.546109156370183e-07,
      "loss": 0.1014,
      "step": 8000
    },
    {
      "epoch": 0.04,
      "eval_accuracy": 0.378618803540495,
      "eval_f1": 0.5170973118634858,
      "eval_loss": 0.08398378640413284,
      "eval_roc_auc": 0.6863826768837573,
      "eval_runtime": 10090.8157,
      "eval_samples_per_second": 33.409,
      "eval_steps_per_second": 2.088,
      "step": 8000
    },
    {
      "epoch": 0.05,
      "learning_rate": 8.182636445462728e-07,
      "loss": 0.0776,
      "step": 10000
    },
    {
      "epoch": 0.05,
      "eval_accuracy": 0.5363778742792056,
      "eval_f1": 0.6512947171889306,
      "eval_loss": 0.06587187945842743,
      "eval_roc_auc": 0.764578950366969,
      "eval_runtime": 10097.484,
      "eval_samples_per_second": 33.387,
      "eval_steps_per_second": 2.087,
      "step": 10000
    },
    {
      "epoch": 0.06,
      "learning_rate": 9.819163734555274e-07,
      "loss": 0.0634,
      "step": 12000
    },
    {
      "epoch": 0.06,
      "eval_accuracy": 0.6100976483709452,
      "eval_f1": 0.7042497089763607,
      "eval_loss": 0.05614431947469711,
      "eval_roc_auc": 0.8049277667745456,
      "eval_runtime": 10099.2828,
      "eval_samples_per_second": 33.381,
      "eval_steps_per_second": 2.086,
      "step": 12000
    },
    {
      "epoch": 0.07,
      "learning_rate": 1.145569102364782e-06,
      "loss": 0.055,
      "step": 14000
    },
    {
      "epoch": 0.07,
      "eval_accuracy": 0.6416227664269951,
      "eval_f1": 0.7269993152493521,
      "eval_loss": 0.05014372989535332,
      "eval_roc_auc": 0.8223509407753063,
      "eval_runtime": 10095.4543,
      "eval_samples_per_second": 33.394,
      "eval_steps_per_second": 2.087,
      "step": 14000
    },
    {
      "epoch": 0.08,
      "learning_rate": 1.3092218312740365e-06,
      "loss": 0.0502,
      "step": 16000
    },
    {
      "epoch": 0.08,
      "eval_accuracy": 0.6483650126954748,
      "eval_f1": 0.7361196439111947,
      "eval_loss": 0.04603615403175354,
      "eval_roc_auc": 0.8236568822502442,
      "eval_runtime": 10103.5894,
      "eval_samples_per_second": 33.367,
      "eval_steps_per_second": 2.085,
      "step": 16000
    },
    {
      "epoch": 0.09,
      "learning_rate": 1.472874560183291e-06,
      "loss": 0.0464,
      "step": 18000
    },
    {
      "epoch": 0.09,
      "eval_accuracy": 0.6700867326356754,
      "eval_f1": 0.7512896154078634,
      "eval_loss": 0.043166279792785645,
      "eval_roc_auc": 0.8373107879447877,
      "eval_runtime": 10097.7203,
      "eval_samples_per_second": 33.387,
      "eval_steps_per_second": 2.087,
      "step": 18000
    },
    {
      "epoch": 0.1,
      "learning_rate": 1.6365272890925457e-06,
      "loss": 0.0441,
      "step": 20000
    },
    {
      "epoch": 0.1,
      "eval_accuracy": 0.6828178021404333,
      "eval_f1": 0.7610864260798164,
      "eval_loss": 0.0410546213388443,
      "eval_roc_auc": 0.8459980425262335,
      "eval_runtime": 10102.9844,
      "eval_samples_per_second": 33.369,
      "eval_steps_per_second": 2.086,
      "step": 20000
    }
  ],
  "max_steps": 1018405,
  "num_train_epochs": 5,
  "total_flos": 5.9650862088192e+17,
  "trial_name": null,
  "trial_params": null
}