File size: 5,627 Bytes
8c20a36
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
  "best_metric": 0.6773178026129387,
  "best_model_checkpoint": "tiny-bert-sst2-distilled/run-2/checkpoint-14292",
  "epoch": 9.0,
  "eval_steps": 500,
  "global_step": 14292,
  "is_hyper_param_search": true,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 1.0,
      "grad_norm": 0.5482791066169739,
      "learning_rate": 9.642076934385773e-06,
      "loss": 0.5031,
      "step": 1588
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.6666929009916575,
      "eval_f1": 0.0,
      "eval_loss": 0.49551922082901,
      "eval_mcc": 0.0,
      "eval_precision": 0.0,
      "eval_recall": 0.0,
      "eval_runtime": 23.2895,
      "eval_samples_per_second": 545.567,
      "eval_steps_per_second": 17.089,
      "step": 1588
    },
    {
      "epoch": 2.0,
      "grad_norm": 1.0544217824935913,
      "learning_rate": 8.436817317587551e-06,
      "loss": 0.4941,
      "step": 3176
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.6666929009916575,
      "eval_f1": 0.0,
      "eval_loss": 0.48784464597702026,
      "eval_mcc": 0.0,
      "eval_precision": 0.0,
      "eval_recall": 0.0,
      "eval_runtime": 23.5003,
      "eval_samples_per_second": 540.673,
      "eval_steps_per_second": 16.936,
      "step": 3176
    },
    {
      "epoch": 3.0,
      "grad_norm": 1.3678545951843262,
      "learning_rate": 7.23155770078933e-06,
      "loss": 0.4903,
      "step": 4764
    },
    {
      "epoch": 3.0,
      "eval_accuracy": 0.6667716039666299,
      "eval_f1": 0.003295668549905838,
      "eval_loss": 0.48430460691452026,
      "eval_mcc": 0.013927887759262332,
      "eval_precision": 0.5384615384615384,
      "eval_recall": 0.001652892561983471,
      "eval_runtime": 23.4354,
      "eval_samples_per_second": 542.171,
      "eval_steps_per_second": 16.983,
      "step": 4764
    },
    {
      "epoch": 4.0,
      "grad_norm": 0.989233136177063,
      "learning_rate": 6.026298083991109e-06,
      "loss": 0.4879,
      "step": 6352
    },
    {
      "epoch": 4.0,
      "eval_accuracy": 0.6692900991657484,
      "eval_f1": 0.05742485419470615,
      "eval_loss": 0.4830881953239441,
      "eval_mcc": 0.0682424873004379,
      "eval_precision": 0.5739910313901345,
      "eval_recall": 0.030224321133412044,
      "eval_runtime": 23.418,
      "eval_samples_per_second": 542.574,
      "eval_steps_per_second": 16.995,
      "step": 6352
    },
    {
      "epoch": 5.0,
      "grad_norm": 1.5889469385147095,
      "learning_rate": 4.821038467192886e-06,
      "loss": 0.4867,
      "step": 7940
    },
    {
      "epoch": 5.0,
      "eval_accuracy": 0.669211396190776,
      "eval_f1": 0.049310110834652796,
      "eval_loss": 0.48194119334220886,
      "eval_mcc": 0.0653430061639141,
      "eval_precision": 0.5860215053763441,
      "eval_recall": 0.025737898465171192,
      "eval_runtime": 23.4842,
      "eval_samples_per_second": 541.044,
      "eval_steps_per_second": 16.948,
      "step": 7940
    },
    {
      "epoch": 6.0,
      "grad_norm": 1.164549708366394,
      "learning_rate": 3.615778850394665e-06,
      "loss": 0.4851,
      "step": 9528
    },
    {
      "epoch": 6.0,
      "eval_accuracy": 0.6764520698882418,
      "eval_f1": 0.1451445206903722,
      "eval_loss": 0.48082929849624634,
      "eval_mcc": 0.12675760316839801,
      "eval_precision": 0.60801393728223,
      "eval_recall": 0.08240850059031878,
      "eval_runtime": 23.4779,
      "eval_samples_per_second": 541.19,
      "eval_steps_per_second": 16.952,
      "step": 9528
    },
    {
      "epoch": 7.0,
      "grad_norm": 1.5342378616333008,
      "learning_rate": 2.410519233596443e-06,
      "loss": 0.4833,
      "step": 11116
    },
    {
      "epoch": 7.0,
      "eval_accuracy": 0.6767668817881316,
      "eval_f1": 0.1523219814241486,
      "eval_loss": 0.4799216091632843,
      "eval_mcc": 0.12939159899915856,
      "eval_precision": 0.6049180327868853,
      "eval_recall": 0.0871310507674144,
      "eval_runtime": 23.2444,
      "eval_samples_per_second": 546.625,
      "eval_steps_per_second": 17.122,
      "step": 11116
    },
    {
      "epoch": 8.0,
      "grad_norm": 1.1848862171173096,
      "learning_rate": 1.2052596167982216e-06,
      "loss": 0.4837,
      "step": 12704
    },
    {
      "epoch": 8.0,
      "eval_accuracy": 0.6771603966629939,
      "eval_f1": 0.15527182866556835,
      "eval_loss": 0.47950050234794617,
      "eval_mcc": 0.13165465344587687,
      "eval_precision": 0.607085346215781,
      "eval_recall": 0.08902007083825265,
      "eval_runtime": 23.1542,
      "eval_samples_per_second": 548.757,
      "eval_steps_per_second": 17.189,
      "step": 12704
    },
    {
      "epoch": 9.0,
      "grad_norm": 1.0717182159423828,
      "learning_rate": 0.0,
      "loss": 0.4838,
      "step": 14292
    },
    {
      "epoch": 9.0,
      "eval_accuracy": 0.6773178026129387,
      "eval_f1": 0.15707236842105263,
      "eval_loss": 0.4793970286846161,
      "eval_mcc": 0.13265414298730402,
      "eval_precision": 0.6073131955484896,
      "eval_recall": 0.09020070838252657,
      "eval_runtime": 23.3667,
      "eval_samples_per_second": 543.764,
      "eval_steps_per_second": 17.033,
      "step": 14292
    }
  ],
  "logging_steps": 500,
  "max_steps": 14292,
  "num_input_tokens_seen": 0,
  "num_train_epochs": 9,
  "save_steps": 500,
  "total_flos": 35180046686700.0,
  "train_batch_size": 32,
  "trial_name": null,
  "trial_params": {
    "alpha": 0.7681424055105933,
    "learning_rate": 1.0847336551183995e-05,
    "num_train_epochs": 9,
    "temperature": 16
  }
}