File size: 5,143 Bytes
e511f09
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
  "best_global_step": 4266,
  "best_metric": 0.3936866819858551,
  "best_model_checkpoint": "bert_base_rand_20_v2_qqp/checkpoint-4266",
  "epoch": 8.0,
  "eval_steps": 500,
  "global_step": 11376,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 1.0,
      "grad_norm": 1.3981877565383911,
      "learning_rate": 4.9e-05,
      "loss": 0.4751,
      "step": 1422
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.7921840217660153,
      "eval_combined_score": 0.7348128339788307,
      "eval_f1": 0.6774416461916462,
      "eval_loss": 0.4373413026332855,
      "eval_runtime": 25.7712,
      "eval_samples_per_second": 1568.804,
      "eval_steps_per_second": 6.131,
      "step": 1422
    },
    {
      "epoch": 2.0,
      "grad_norm": 2.7053115367889404,
      "learning_rate": 4.8e-05,
      "loss": 0.3713,
      "step": 2844
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.8183032401681919,
      "eval_combined_score": 0.7861771992993096,
      "eval_f1": 0.7540511584304272,
      "eval_loss": 0.39544248580932617,
      "eval_runtime": 25.6338,
      "eval_samples_per_second": 1577.213,
      "eval_steps_per_second": 6.164,
      "step": 2844
    },
    {
      "epoch": 3.0,
      "grad_norm": 2.9879274368286133,
      "learning_rate": 4.7e-05,
      "loss": 0.2943,
      "step": 4266
    },
    {
      "epoch": 3.0,
      "eval_accuracy": 0.826020281968835,
      "eval_combined_score": 0.7999160513323499,
      "eval_f1": 0.7738118206958647,
      "eval_loss": 0.3936866819858551,
      "eval_runtime": 25.3325,
      "eval_samples_per_second": 1595.973,
      "eval_steps_per_second": 6.237,
      "step": 4266
    },
    {
      "epoch": 4.0,
      "grad_norm": 3.7611582279205322,
      "learning_rate": 4.600000000000001e-05,
      "loss": 0.2317,
      "step": 5688
    },
    {
      "epoch": 4.0,
      "eval_accuracy": 0.8365322780113776,
      "eval_combined_score": 0.8054576181986701,
      "eval_f1": 0.7743829583859625,
      "eval_loss": 0.43492114543914795,
      "eval_runtime": 25.5862,
      "eval_samples_per_second": 1580.146,
      "eval_steps_per_second": 6.175,
      "step": 5688
    },
    {
      "epoch": 5.0,
      "grad_norm": 2.76202654838562,
      "learning_rate": 4.5e-05,
      "loss": 0.1827,
      "step": 7110
    },
    {
      "epoch": 5.0,
      "eval_accuracy": 0.839500371011625,
      "eval_combined_score": 0.8076660317074914,
      "eval_f1": 0.7758316924033578,
      "eval_loss": 0.45615676045417786,
      "eval_runtime": 25.5916,
      "eval_samples_per_second": 1579.817,
      "eval_steps_per_second": 6.174,
      "step": 7110
    },
    {
      "epoch": 6.0,
      "grad_norm": 3.0478901863098145,
      "learning_rate": 4.4000000000000006e-05,
      "loss": 0.1456,
      "step": 8532
    },
    {
      "epoch": 6.0,
      "eval_accuracy": 0.8400445213950037,
      "eval_combined_score": 0.8091454647574408,
      "eval_f1": 0.7782464081198779,
      "eval_loss": 0.5414330363273621,
      "eval_runtime": 25.5831,
      "eval_samples_per_second": 1580.339,
      "eval_steps_per_second": 6.176,
      "step": 8532
    },
    {
      "epoch": 7.0,
      "grad_norm": 3.6382198333740234,
      "learning_rate": 4.3e-05,
      "loss": 0.1186,
      "step": 9954
    },
    {
      "epoch": 7.0,
      "eval_accuracy": 0.84232005936186,
      "eval_combined_score": 0.813746381829203,
      "eval_f1": 0.785172704296546,
      "eval_loss": 0.6398206353187561,
      "eval_runtime": 25.513,
      "eval_samples_per_second": 1584.682,
      "eval_steps_per_second": 6.193,
      "step": 9954
    },
    {
      "epoch": 8.0,
      "grad_norm": 6.167603969573975,
      "learning_rate": 4.2e-05,
      "loss": 0.0962,
      "step": 11376
    },
    {
      "epoch": 8.0,
      "eval_accuracy": 0.8400692555033391,
      "eval_combined_score": 0.8139441900014562,
      "eval_f1": 0.7878191244995734,
      "eval_loss": 0.5349087119102478,
      "eval_runtime": 25.5713,
      "eval_samples_per_second": 1581.072,
      "eval_steps_per_second": 6.179,
      "step": 11376
    },
    {
      "epoch": 8.0,
      "step": 11376,
      "total_flos": 3.8292762019405824e+17,
      "train_loss": 0.23944031840135277,
      "train_runtime": 4918.4747,
      "train_samples_per_second": 3698.769,
      "train_steps_per_second": 14.456
    }
  ],
  "logging_steps": 1,
  "max_steps": 71100,
  "num_input_tokens_seen": 0,
  "num_train_epochs": 50,
  "save_steps": 500,
  "stateful_callbacks": {
    "EarlyStoppingCallback": {
      "args": {
        "early_stopping_patience": 5,
        "early_stopping_threshold": 0.0
      },
      "attributes": {
        "early_stopping_patience_counter": 5
      }
    },
    "TrainerControl": {
      "args": {
        "should_epoch_stop": false,
        "should_evaluate": false,
        "should_log": false,
        "should_save": true,
        "should_training_stop": true
      },
      "attributes": {}
    }
  },
  "total_flos": 3.8292762019405824e+17,
  "train_batch_size": 256,
  "trial_name": null,
  "trial_params": null
}