File size: 4,607 Bytes
8bed7a5
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": 0.5916197896003723,
  "best_model_checkpoint": "bert_base_rand_100_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": 1.281264305114746,
      "learning_rate": 4.9e-05,
      "loss": 0.6254,
      "step": 15
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.6764705882352942,
      "eval_combined_score": 0.7331397527163732,
      "eval_f1": 0.7898089171974523,
      "eval_loss": 0.6039632558822632,
      "eval_runtime": 0.2748,
      "eval_samples_per_second": 1484.839,
      "eval_steps_per_second": 7.279,
      "step": 15
    },
    {
      "epoch": 2.0,
      "grad_norm": 1.3976408243179321,
      "learning_rate": 4.8e-05,
      "loss": 0.5783,
      "step": 30
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.696078431372549,
      "eval_combined_score": 0.739647607294666,
      "eval_f1": 0.7832167832167832,
      "eval_loss": 0.5916197896003723,
      "eval_runtime": 0.287,
      "eval_samples_per_second": 1421.764,
      "eval_steps_per_second": 6.969,
      "step": 30
    },
    {
      "epoch": 3.0,
      "grad_norm": 1.8759346008300781,
      "learning_rate": 4.7e-05,
      "loss": 0.5106,
      "step": 45
    },
    {
      "epoch": 3.0,
      "eval_accuracy": 0.7009803921568627,
      "eval_combined_score": 0.7463946329384996,
      "eval_f1": 0.7918088737201365,
      "eval_loss": 0.6092804670333862,
      "eval_runtime": 0.2935,
      "eval_samples_per_second": 1390.011,
      "eval_steps_per_second": 6.814,
      "step": 45
    },
    {
      "epoch": 4.0,
      "grad_norm": 4.080292224884033,
      "learning_rate": 4.600000000000001e-05,
      "loss": 0.3753,
      "step": 60
    },
    {
      "epoch": 4.0,
      "eval_accuracy": 0.6642156862745098,
      "eval_combined_score": 0.7112965556593007,
      "eval_f1": 0.7583774250440917,
      "eval_loss": 0.7310943603515625,
      "eval_runtime": 0.2812,
      "eval_samples_per_second": 1450.786,
      "eval_steps_per_second": 7.112,
      "step": 60
    },
    {
      "epoch": 5.0,
      "grad_norm": 5.867292404174805,
      "learning_rate": 4.5e-05,
      "loss": 0.2454,
      "step": 75
    },
    {
      "epoch": 5.0,
      "eval_accuracy": 0.6200980392156863,
      "eval_combined_score": 0.6553584008453681,
      "eval_f1": 0.6906187624750499,
      "eval_loss": 1.023072600364685,
      "eval_runtime": 0.2737,
      "eval_samples_per_second": 1490.503,
      "eval_steps_per_second": 7.306,
      "step": 75
    },
    {
      "epoch": 6.0,
      "grad_norm": 8.217503547668457,
      "learning_rate": 4.4000000000000006e-05,
      "loss": 0.158,
      "step": 90
    },
    {
      "epoch": 6.0,
      "eval_accuracy": 0.6200980392156863,
      "eval_combined_score": 0.6559734728881612,
      "eval_f1": 0.6918489065606361,
      "eval_loss": 1.261865496635437,
      "eval_runtime": 0.2788,
      "eval_samples_per_second": 1463.421,
      "eval_steps_per_second": 7.174,
      "step": 90
    },
    {
      "epoch": 7.0,
      "grad_norm": 4.351443290710449,
      "learning_rate": 4.3e-05,
      "loss": 0.1077,
      "step": 105
    },
    {
      "epoch": 7.0,
      "eval_accuracy": 0.6544117647058824,
      "eval_combined_score": 0.6978480841878036,
      "eval_f1": 0.7412844036697248,
      "eval_loss": 1.3472307920455933,
      "eval_runtime": 0.2766,
      "eval_samples_per_second": 1475.05,
      "eval_steps_per_second": 7.231,
      "step": 105
    },
    {
      "epoch": 7.0,
      "step": 105,
      "total_flos": 3377819728711680.0,
      "train_loss": 0.3715402500970023,
      "train_runtime": 58.9919,
      "train_samples_per_second": 3108.901,
      "train_steps_per_second": 12.714
    }
  ],
  "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
}