File size: 4,608 Bytes
33fb5df
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": 0.5793828368186951,
  "best_model_checkpoint": "bert_base_rand_5_v2_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": 1.0964593887329102,
      "learning_rate": 4.9e-05,
      "loss": 0.6383,
      "step": 15
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.678921568627451,
      "eval_combined_score": 0.7311963215038082,
      "eval_f1": 0.7834710743801653,
      "eval_loss": 0.6041474938392639,
      "eval_runtime": 0.2742,
      "eval_samples_per_second": 1487.791,
      "eval_steps_per_second": 7.293,
      "step": 15
    },
    {
      "epoch": 2.0,
      "grad_norm": 1.5544981956481934,
      "learning_rate": 4.8e-05,
      "loss": 0.5729,
      "step": 30
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.7083333333333334,
      "eval_combined_score": 0.7528038046564451,
      "eval_f1": 0.797274275979557,
      "eval_loss": 0.5793828368186951,
      "eval_runtime": 0.2826,
      "eval_samples_per_second": 1443.592,
      "eval_steps_per_second": 7.076,
      "step": 30
    },
    {
      "epoch": 3.0,
      "grad_norm": 1.8892422914505005,
      "learning_rate": 4.7e-05,
      "loss": 0.4918,
      "step": 45
    },
    {
      "epoch": 3.0,
      "eval_accuracy": 0.6985294117647058,
      "eval_combined_score": 0.7455547564725722,
      "eval_f1": 0.7925801011804384,
      "eval_loss": 0.6017581820487976,
      "eval_runtime": 0.2854,
      "eval_samples_per_second": 1429.653,
      "eval_steps_per_second": 7.008,
      "step": 45
    },
    {
      "epoch": 4.0,
      "grad_norm": 3.4752492904663086,
      "learning_rate": 4.600000000000001e-05,
      "loss": 0.3574,
      "step": 60
    },
    {
      "epoch": 4.0,
      "eval_accuracy": 0.7034313725490197,
      "eval_combined_score": 0.7450137462392364,
      "eval_f1": 0.7865961199294532,
      "eval_loss": 0.6998467445373535,
      "eval_runtime": 0.2899,
      "eval_samples_per_second": 1407.306,
      "eval_steps_per_second": 6.899,
      "step": 60
    },
    {
      "epoch": 5.0,
      "grad_norm": 4.615607738494873,
      "learning_rate": 4.5e-05,
      "loss": 0.2336,
      "step": 75
    },
    {
      "epoch": 5.0,
      "eval_accuracy": 0.696078431372549,
      "eval_combined_score": 0.7373249299719888,
      "eval_f1": 0.7785714285714286,
      "eval_loss": 0.8754630088806152,
      "eval_runtime": 0.2825,
      "eval_samples_per_second": 1444.27,
      "eval_steps_per_second": 7.08,
      "step": 75
    },
    {
      "epoch": 6.0,
      "grad_norm": 6.541562557220459,
      "learning_rate": 4.4000000000000006e-05,
      "loss": 0.1407,
      "step": 90
    },
    {
      "epoch": 6.0,
      "eval_accuracy": 0.6740196078431373,
      "eval_combined_score": 0.7171899841017488,
      "eval_f1": 0.7603603603603604,
      "eval_loss": 1.1302683353424072,
      "eval_runtime": 0.2888,
      "eval_samples_per_second": 1412.857,
      "eval_steps_per_second": 6.926,
      "step": 90
    },
    {
      "epoch": 7.0,
      "grad_norm": 5.691794395446777,
      "learning_rate": 4.3e-05,
      "loss": 0.0921,
      "step": 105
    },
    {
      "epoch": 7.0,
      "eval_accuracy": 0.6862745098039216,
      "eval_combined_score": 0.7308565531475748,
      "eval_f1": 0.775438596491228,
      "eval_loss": 1.2410293817520142,
      "eval_runtime": 0.2854,
      "eval_samples_per_second": 1429.474,
      "eval_steps_per_second": 7.007,
      "step": 105
    },
    {
      "epoch": 7.0,
      "step": 105,
      "total_flos": 3377819728711680.0,
      "train_loss": 0.3609652462459746,
      "train_runtime": 59.4323,
      "train_samples_per_second": 3085.865,
      "train_steps_per_second": 12.619
    }
  ],
  "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": 3377819728711680.0,
  "train_batch_size": 256,
  "trial_name": null,
  "trial_params": null
}