File size: 5,143 Bytes
e447473
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": 69,
  "best_metric": 2.2510719299316406,
  "best_model_checkpoint": "bert_base_km_100_v2_stsb/checkpoint-69",
  "epoch": 8.0,
  "eval_steps": 500,
  "global_step": 184,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 1.0,
      "grad_norm": 7.3268890380859375,
      "learning_rate": 4.9e-05,
      "loss": 2.8847,
      "step": 23
    },
    {
      "epoch": 1.0,
      "eval_combined_score": 0.1391444636598853,
      "eval_loss": 2.3409430980682373,
      "eval_pearson": 0.14273382335013363,
      "eval_runtime": 0.9579,
      "eval_samples_per_second": 1565.907,
      "eval_spearmanr": 0.13555510396963702,
      "eval_steps_per_second": 6.264,
      "step": 23
    },
    {
      "epoch": 2.0,
      "grad_norm": 7.743993759155273,
      "learning_rate": 4.8e-05,
      "loss": 1.9403,
      "step": 46
    },
    {
      "epoch": 2.0,
      "eval_combined_score": 0.22169014487829902,
      "eval_loss": 2.2677249908447266,
      "eval_pearson": 0.23351683650146088,
      "eval_runtime": 0.9727,
      "eval_samples_per_second": 1542.178,
      "eval_spearmanr": 0.2098634532551372,
      "eval_steps_per_second": 6.169,
      "step": 46
    },
    {
      "epoch": 3.0,
      "grad_norm": 5.372401714324951,
      "learning_rate": 4.7e-05,
      "loss": 1.717,
      "step": 69
    },
    {
      "epoch": 3.0,
      "eval_combined_score": 0.24123421383218868,
      "eval_loss": 2.2510719299316406,
      "eval_pearson": 0.254337015314707,
      "eval_runtime": 0.9625,
      "eval_samples_per_second": 1558.489,
      "eval_spearmanr": 0.22813141234967038,
      "eval_steps_per_second": 6.234,
      "step": 69
    },
    {
      "epoch": 4.0,
      "grad_norm": 7.017662048339844,
      "learning_rate": 4.600000000000001e-05,
      "loss": 1.4331,
      "step": 92
    },
    {
      "epoch": 4.0,
      "eval_combined_score": 0.2368341721311384,
      "eval_loss": 2.47322940826416,
      "eval_pearson": 0.2500560641880369,
      "eval_runtime": 0.9931,
      "eval_samples_per_second": 1510.382,
      "eval_spearmanr": 0.22361228007423992,
      "eval_steps_per_second": 6.042,
      "step": 92
    },
    {
      "epoch": 5.0,
      "grad_norm": 9.426039695739746,
      "learning_rate": 4.5e-05,
      "loss": 1.1074,
      "step": 115
    },
    {
      "epoch": 5.0,
      "eval_combined_score": 0.2846047849390027,
      "eval_loss": 2.5301966667175293,
      "eval_pearson": 0.2919352546278261,
      "eval_runtime": 0.9677,
      "eval_samples_per_second": 1550.061,
      "eval_spearmanr": 0.2772743152501793,
      "eval_steps_per_second": 6.2,
      "step": 115
    },
    {
      "epoch": 6.0,
      "grad_norm": 9.062575340270996,
      "learning_rate": 4.4000000000000006e-05,
      "loss": 0.8742,
      "step": 138
    },
    {
      "epoch": 6.0,
      "eval_combined_score": 0.34415755673786286,
      "eval_loss": 2.2740066051483154,
      "eval_pearson": 0.34197047561182364,
      "eval_runtime": 0.9979,
      "eval_samples_per_second": 1503.156,
      "eval_spearmanr": 0.346344637863902,
      "eval_steps_per_second": 6.013,
      "step": 138
    },
    {
      "epoch": 7.0,
      "grad_norm": 8.04768180847168,
      "learning_rate": 4.3e-05,
      "loss": 0.6435,
      "step": 161
    },
    {
      "epoch": 7.0,
      "eval_combined_score": 0.32730671366098585,
      "eval_loss": 2.485415458679199,
      "eval_pearson": 0.32840219738195314,
      "eval_runtime": 0.9618,
      "eval_samples_per_second": 1559.519,
      "eval_spearmanr": 0.3262112299400186,
      "eval_steps_per_second": 6.238,
      "step": 161
    },
    {
      "epoch": 8.0,
      "grad_norm": 9.937243461608887,
      "learning_rate": 4.2e-05,
      "loss": 0.5047,
      "step": 184
    },
    {
      "epoch": 8.0,
      "eval_combined_score": 0.31341031479510106,
      "eval_loss": 2.6080784797668457,
      "eval_pearson": 0.31538213675289933,
      "eval_runtime": 0.9884,
      "eval_samples_per_second": 1517.654,
      "eval_spearmanr": 0.31143849283730274,
      "eval_steps_per_second": 6.071,
      "step": 184
    },
    {
      "epoch": 8.0,
      "step": 184,
      "total_flos": 6050447504044032.0,
      "train_loss": 1.3881200811137324,
      "train_runtime": 100.0781,
      "train_samples_per_second": 2872.256,
      "train_steps_per_second": 11.491
    }
  ],
  "logging_steps": 1,
  "max_steps": 1150,
  "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": 6050447504044032.0,
  "train_batch_size": 256,
  "trial_name": null,
  "trial_params": null
}