File size: 4,618 Bytes
4a55a74
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
  "best_global_step": 30,
  "best_metric": 0.5979148149490356,
  "best_model_checkpoint": "distilbert_km_20_v1_mrpc/checkpoint-30",
  "epoch": 7.0,
  "eval_steps": 500,
  "global_step": 105,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 1.0,
      "grad_norm": 1.1862431764602661,
      "learning_rate": 4.9e-05,
      "loss": 0.6209,
      "step": 15
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.7083333333333334,
      "eval_combined_score": 0.7619186046511628,
      "eval_f1": 0.8155038759689922,
      "eval_loss": 0.6047530174255371,
      "eval_runtime": 0.1882,
      "eval_samples_per_second": 2167.695,
      "eval_steps_per_second": 10.626,
      "step": 15
    },
    {
      "epoch": 2.0,
      "grad_norm": 1.7641983032226562,
      "learning_rate": 4.8e-05,
      "loss": 0.5735,
      "step": 30
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.7009803921568627,
      "eval_combined_score": 0.7563543936092956,
      "eval_f1": 0.8117283950617284,
      "eval_loss": 0.5979148149490356,
      "eval_runtime": 0.1848,
      "eval_samples_per_second": 2207.981,
      "eval_steps_per_second": 10.823,
      "step": 30
    },
    {
      "epoch": 3.0,
      "grad_norm": 1.3815338611602783,
      "learning_rate": 4.7e-05,
      "loss": 0.5215,
      "step": 45
    },
    {
      "epoch": 3.0,
      "eval_accuracy": 0.7107843137254902,
      "eval_combined_score": 0.7649013593167329,
      "eval_f1": 0.8190184049079755,
      "eval_loss": 0.6131736040115356,
      "eval_runtime": 0.1931,
      "eval_samples_per_second": 2113.096,
      "eval_steps_per_second": 10.358,
      "step": 45
    },
    {
      "epoch": 4.0,
      "grad_norm": 1.9419413805007935,
      "learning_rate": 4.600000000000001e-05,
      "loss": 0.4693,
      "step": 60
    },
    {
      "epoch": 4.0,
      "eval_accuracy": 0.6691176470588235,
      "eval_combined_score": 0.7155112044817926,
      "eval_f1": 0.7619047619047619,
      "eval_loss": 0.6505874991416931,
      "eval_runtime": 0.1845,
      "eval_samples_per_second": 2211.648,
      "eval_steps_per_second": 10.841,
      "step": 60
    },
    {
      "epoch": 5.0,
      "grad_norm": 2.461724281311035,
      "learning_rate": 4.5e-05,
      "loss": 0.3572,
      "step": 75
    },
    {
      "epoch": 5.0,
      "eval_accuracy": 0.6593137254901961,
      "eval_combined_score": 0.7092062561593095,
      "eval_f1": 0.7590987868284229,
      "eval_loss": 0.733345627784729,
      "eval_runtime": 0.1826,
      "eval_samples_per_second": 2233.966,
      "eval_steps_per_second": 10.951,
      "step": 75
    },
    {
      "epoch": 6.0,
      "grad_norm": 2.122968912124634,
      "learning_rate": 4.4000000000000006e-05,
      "loss": 0.2262,
      "step": 90
    },
    {
      "epoch": 6.0,
      "eval_accuracy": 0.6029411764705882,
      "eval_combined_score": 0.6492149491375497,
      "eval_f1": 0.6954887218045113,
      "eval_loss": 0.9685078263282776,
      "eval_runtime": 0.1825,
      "eval_samples_per_second": 2235.083,
      "eval_steps_per_second": 10.956,
      "step": 90
    },
    {
      "epoch": 7.0,
      "grad_norm": 3.679675579071045,
      "learning_rate": 4.3e-05,
      "loss": 0.1354,
      "step": 105
    },
    {
      "epoch": 7.0,
      "eval_accuracy": 0.6593137254901961,
      "eval_combined_score": 0.7155353520718633,
      "eval_f1": 0.7717569786535303,
      "eval_loss": 1.1398566961288452,
      "eval_runtime": 0.1861,
      "eval_samples_per_second": 2192.381,
      "eval_steps_per_second": 10.747,
      "step": 105
    },
    {
      "epoch": 7.0,
      "step": 105,
      "total_flos": 1700616463945728.0,
      "train_loss": 0.41487605004083544,
      "train_runtime": 34.357,
      "train_samples_per_second": 5338.07,
      "train_steps_per_second": 21.83
    }
  ],
  "logging_steps": 1,
  "max_steps": 750,
  "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": 1700616463945728.0,
  "train_batch_size": 256,
  "trial_name": null,
  "trial_params": null
}