File size: 4,652 Bytes
b0b10bd
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": 2844,
  "best_metric": 0.38297006487846375,
  "best_model_checkpoint": "bert_base_km_5_v2_qqp/checkpoint-2844",
  "epoch": 7.0,
  "eval_steps": 500,
  "global_step": 9954,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 1.0,
      "grad_norm": 2.0869553089141846,
      "learning_rate": 4.9e-05,
      "loss": 0.4655,
      "step": 1422
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.7970813752164234,
      "eval_combined_score": 0.7420713559023833,
      "eval_f1": 0.687061336588343,
      "eval_loss": 0.42958006262779236,
      "eval_runtime": 25.6003,
      "eval_samples_per_second": 1579.279,
      "eval_steps_per_second": 6.172,
      "step": 1422
    },
    {
      "epoch": 2.0,
      "grad_norm": 3.090320348739624,
      "learning_rate": 4.8e-05,
      "loss": 0.3502,
      "step": 2844
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.8237447440019787,
      "eval_combined_score": 0.7930977870286579,
      "eval_f1": 0.762450830055337,
      "eval_loss": 0.38297006487846375,
      "eval_runtime": 25.307,
      "eval_samples_per_second": 1597.58,
      "eval_steps_per_second": 6.243,
      "step": 2844
    },
    {
      "epoch": 3.0,
      "grad_norm": 3.375284194946289,
      "learning_rate": 4.7e-05,
      "loss": 0.2673,
      "step": 4266
    },
    {
      "epoch": 3.0,
      "eval_accuracy": 0.8350234974029186,
      "eval_combined_score": 0.8055012697601011,
      "eval_f1": 0.7759790421172835,
      "eval_loss": 0.4027860760688782,
      "eval_runtime": 25.2732,
      "eval_samples_per_second": 1599.72,
      "eval_steps_per_second": 6.252,
      "step": 4266
    },
    {
      "epoch": 4.0,
      "grad_norm": 4.9200439453125,
      "learning_rate": 4.600000000000001e-05,
      "loss": 0.2003,
      "step": 5688
    },
    {
      "epoch": 4.0,
      "eval_accuracy": 0.8395745733366312,
      "eval_combined_score": 0.8054280229684778,
      "eval_f1": 0.7712814726003244,
      "eval_loss": 0.4558044970035553,
      "eval_runtime": 25.3269,
      "eval_samples_per_second": 1596.328,
      "eval_steps_per_second": 6.238,
      "step": 5688
    },
    {
      "epoch": 5.0,
      "grad_norm": 3.585550546646118,
      "learning_rate": 4.5e-05,
      "loss": 0.151,
      "step": 7110
    },
    {
      "epoch": 5.0,
      "eval_accuracy": 0.843705169428642,
      "eval_combined_score": 0.8116771828243046,
      "eval_f1": 0.7796491962199672,
      "eval_loss": 0.4538190960884094,
      "eval_runtime": 25.1996,
      "eval_samples_per_second": 1604.391,
      "eval_steps_per_second": 6.27,
      "step": 7110
    },
    {
      "epoch": 6.0,
      "grad_norm": 3.546767234802246,
      "learning_rate": 4.4000000000000006e-05,
      "loss": 0.1178,
      "step": 8532
    },
    {
      "epoch": 6.0,
      "eval_accuracy": 0.8423942616868662,
      "eval_combined_score": 0.8112895828925568,
      "eval_f1": 0.7801849040982476,
      "eval_loss": 0.556125819683075,
      "eval_runtime": 25.1928,
      "eval_samples_per_second": 1604.822,
      "eval_steps_per_second": 6.272,
      "step": 8532
    },
    {
      "epoch": 7.0,
      "grad_norm": 4.131615161895752,
      "learning_rate": 4.3e-05,
      "loss": 0.0952,
      "step": 9954
    },
    {
      "epoch": 7.0,
      "eval_accuracy": 0.8405886717783824,
      "eval_combined_score": 0.8133517812149138,
      "eval_f1": 0.7861148906514452,
      "eval_loss": 0.5664165616035461,
      "eval_runtime": 25.2685,
      "eval_samples_per_second": 1600.015,
      "eval_steps_per_second": 6.253,
      "step": 9954
    },
    {
      "epoch": 7.0,
      "step": 9954,
      "total_flos": 3.3506166766980096e+17,
      "train_loss": 0.23533505897146403,
      "train_runtime": 4256.8509,
      "train_samples_per_second": 4273.652,
      "train_steps_per_second": 16.702
    }
  ],
  "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": 3.3506166766980096e+17,
  "train_batch_size": 256,
  "trial_name": null,
  "trial_params": null
}