File size: 6,344 Bytes
e033e1a
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
226
227
228
{
  "best_metric": 0.6233324855492023,
  "best_model_checkpoint": "bart-large/checkpoint-10276",
  "epoch": 4.0,
  "eval_steps": 500,
  "global_step": 10276,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 0.19,
      "learning_rate": 4.967886337096146e-05,
      "loss": 2.0273,
      "step": 500
    },
    {
      "epoch": 0.39,
      "learning_rate": 4.9354482937589206e-05,
      "loss": 1.4983,
      "step": 1000
    },
    {
      "epoch": 0.58,
      "learning_rate": 4.903140002595043e-05,
      "loss": 1.4727,
      "step": 1500
    },
    {
      "epoch": 0.78,
      "learning_rate": 4.870701959257818e-05,
      "loss": 1.3945,
      "step": 2000
    },
    {
      "epoch": 0.97,
      "learning_rate": 4.8383287920072665e-05,
      "loss": 1.1685,
      "step": 2500
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.6847405112316034,
      "eval_f1_macro": 0.4296023125768376,
      "eval_f1_micro": 0.6847405112316034,
      "eval_f1_weighted": 0.6471198955620663,
      "eval_loss": 1.258675456047058,
      "eval_macro_fpr": 0.03310536835500512,
      "eval_macro_sensitivity": 0.47197476920519743,
      "eval_macro_specificity": 0.9759825618150952,
      "eval_precision": 0.6359796796355663,
      "eval_precision_macro": 0.4175869918662546,
      "eval_recall": 0.6847405112316034,
      "eval_recall_macro": 0.47197476920519743,
      "eval_runtime": 166.2079,
      "eval_samples_per_second": 7.767,
      "eval_steps_per_second": 3.887,
      "eval_weighted_fpr": 0.03183916138621607,
      "eval_weighted_sensitivity": 0.6847405112316034,
      "eval_weighted_specificity": 0.9549979159948256,
      "step": 2569
    },
    {
      "epoch": 1.17,
      "learning_rate": 4.80589074867004e-05,
      "loss": 1.2814,
      "step": 3000
    },
    {
      "epoch": 1.36,
      "learning_rate": 4.7734527053328146e-05,
      "loss": 1.2579,
      "step": 3500
    },
    {
      "epoch": 1.56,
      "learning_rate": 4.741079538082263e-05,
      "loss": 1.246,
      "step": 4000
    },
    {
      "epoch": 1.75,
      "learning_rate": 4.708641494745037e-05,
      "loss": 1.0685,
      "step": 4500
    },
    {
      "epoch": 1.95,
      "learning_rate": 4.676203451407811e-05,
      "loss": 1.1965,
      "step": 5000
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.6638264910921766,
      "eval_f1_macro": 0.3954707529203812,
      "eval_f1_micro": 0.6638264910921766,
      "eval_f1_weighted": 0.6467821848395333,
      "eval_loss": 1.1623183488845825,
      "eval_macro_fpr": 0.03422706134984445,
      "eval_macro_sensitivity": 0.4261017849773373,
      "eval_macro_specificity": 0.9752839802406176,
      "eval_precision": 0.6943370263824146,
      "eval_precision_macro": 0.45636498568634104,
      "eval_recall": 0.6638264910921766,
      "eval_recall_macro": 0.4261017849773373,
      "eval_runtime": 320.2013,
      "eval_samples_per_second": 4.032,
      "eval_steps_per_second": 2.017,
      "eval_weighted_fpr": 0.03490990990990991,
      "eval_weighted_sensitivity": 0.6638264910921766,
      "eval_weighted_specificity": 0.9654332125170877,
      "step": 5138
    },
    {
      "epoch": 2.14,
      "learning_rate": 4.643765408070585e-05,
      "loss": 1.0697,
      "step": 5500
    },
    {
      "epoch": 2.34,
      "learning_rate": 4.611327364733359e-05,
      "loss": 1.1042,
      "step": 6000
    },
    {
      "epoch": 2.53,
      "learning_rate": 4.578954197482808e-05,
      "loss": 1.124,
      "step": 6500
    },
    {
      "epoch": 2.72,
      "learning_rate": 4.546516154145582e-05,
      "loss": 1.1449,
      "step": 7000
    },
    {
      "epoch": 2.92,
      "learning_rate": 4.514078110808356e-05,
      "loss": 1.189,
      "step": 7500
    },
    {
      "epoch": 3.0,
      "eval_accuracy": 0.7234701781564679,
      "eval_f1_macro": 0.5196282925085354,
      "eval_f1_micro": 0.7234701781564679,
      "eval_f1_weighted": 0.7031290239201134,
      "eval_loss": 1.357356309890747,
      "eval_macro_fpr": 0.027073020005110214,
      "eval_macro_sensitivity": 0.5527845991176076,
      "eval_macro_specificity": 0.9790845865453512,
      "eval_precision": 0.7219921821470505,
      "eval_precision_macro": 0.5413306235947684,
      "eval_recall": 0.7234701781564679,
      "eval_recall_macro": 0.5527845991176076,
      "eval_runtime": 290.3268,
      "eval_samples_per_second": 4.447,
      "eval_steps_per_second": 2.225,
      "eval_weighted_fpr": 0.026576341844710787,
      "eval_weighted_sensitivity": 0.7234701781564679,
      "eval_weighted_specificity": 0.9627986200238022,
      "step": 7707
    },
    {
      "epoch": 3.11,
      "learning_rate": 4.481704943557805e-05,
      "loss": 0.9829,
      "step": 8000
    },
    {
      "epoch": 3.31,
      "learning_rate": 4.4492669002205786e-05,
      "loss": 0.9172,
      "step": 8500
    },
    {
      "epoch": 3.5,
      "learning_rate": 4.416828856883353e-05,
      "loss": 0.9911,
      "step": 9000
    },
    {
      "epoch": 3.7,
      "learning_rate": 4.384390813546127e-05,
      "loss": 0.9934,
      "step": 9500
    },
    {
      "epoch": 3.89,
      "learning_rate": 4.351952770208901e-05,
      "loss": 1.0127,
      "step": 10000
    },
    {
      "epoch": 4.0,
      "eval_accuracy": 0.7668474051123161,
      "eval_f1_macro": 0.6233324855492023,
      "eval_f1_micro": 0.7668474051123161,
      "eval_f1_weighted": 0.7569127961671379,
      "eval_loss": 1.4684507846832275,
      "eval_macro_fpr": 0.022371017412255348,
      "eval_macro_sensitivity": 0.6201844239757082,
      "eval_macro_specificity": 0.9821444214871504,
      "eval_precision": 0.7584494799967734,
      "eval_precision_macro": 0.6670503035550461,
      "eval_recall": 0.7668474051123161,
      "eval_recall_macro": 0.6201844239757082,
      "eval_runtime": 296.0277,
      "eval_samples_per_second": 4.361,
      "eval_steps_per_second": 2.182,
      "eval_weighted_fpr": 0.021255561047948592,
      "eval_weighted_sensitivity": 0.7668474051123161,
      "eval_weighted_specificity": 0.9653189171949409,
      "step": 10276
    }
  ],
  "logging_steps": 500,
  "max_steps": 77070,
  "num_train_epochs": 30,
  "save_steps": 500,
  "total_flos": 2.233640488026931e+16,
  "trial_name": null,
  "trial_params": null
}