File size: 5,547 Bytes
fd606ef
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
{
  "best_global_step": 60,
  "best_metric": 0.5812366008758545,
  "best_model_checkpoint": "tiny_bert_km_50_v2_mrpc/checkpoint-60",
  "epoch": 9.0,
  "eval_steps": 500,
  "global_step": 135,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 1.0,
      "grad_norm": 0.7363313436508179,
      "learning_rate": 4.9e-05,
      "loss": 0.632,
      "step": 15
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.7034313725490197,
      "eval_combined_score": 0.7601876983773843,
      "eval_f1": 0.8169440242057489,
      "eval_loss": 0.5975198149681091,
      "eval_runtime": 0.1327,
      "eval_samples_per_second": 3075.467,
      "eval_steps_per_second": 15.076,
      "step": 15
    },
    {
      "epoch": 2.0,
      "grad_norm": 1.268504023551941,
      "learning_rate": 4.8e-05,
      "loss": 0.5917,
      "step": 30
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.7132352941176471,
      "eval_combined_score": 0.7691737008704828,
      "eval_f1": 0.8251121076233184,
      "eval_loss": 0.5832136273384094,
      "eval_runtime": 0.1486,
      "eval_samples_per_second": 2746.391,
      "eval_steps_per_second": 13.463,
      "step": 30
    },
    {
      "epoch": 3.0,
      "grad_norm": 1.0295687913894653,
      "learning_rate": 4.7e-05,
      "loss": 0.5638,
      "step": 45
    },
    {
      "epoch": 3.0,
      "eval_accuracy": 0.7034313725490197,
      "eval_combined_score": 0.7607382426654873,
      "eval_f1": 0.8180451127819549,
      "eval_loss": 0.5895337462425232,
      "eval_runtime": 0.1302,
      "eval_samples_per_second": 3134.825,
      "eval_steps_per_second": 15.367,
      "step": 45
    },
    {
      "epoch": 4.0,
      "grad_norm": 1.3483902215957642,
      "learning_rate": 4.600000000000001e-05,
      "loss": 0.5417,
      "step": 60
    },
    {
      "epoch": 4.0,
      "eval_accuracy": 0.7181372549019608,
      "eval_combined_score": 0.7696440551337176,
      "eval_f1": 0.8211508553654744,
      "eval_loss": 0.5812366008758545,
      "eval_runtime": 0.1387,
      "eval_samples_per_second": 2941.894,
      "eval_steps_per_second": 14.421,
      "step": 60
    },
    {
      "epoch": 5.0,
      "grad_norm": 1.3638129234313965,
      "learning_rate": 4.5e-05,
      "loss": 0.5019,
      "step": 75
    },
    {
      "epoch": 5.0,
      "eval_accuracy": 0.7009803921568627,
      "eval_combined_score": 0.7524194565285921,
      "eval_f1": 0.8038585209003215,
      "eval_loss": 0.5993048548698425,
      "eval_runtime": 0.1529,
      "eval_samples_per_second": 2667.691,
      "eval_steps_per_second": 13.077,
      "step": 75
    },
    {
      "epoch": 6.0,
      "grad_norm": 1.534933090209961,
      "learning_rate": 4.4000000000000006e-05,
      "loss": 0.4343,
      "step": 90
    },
    {
      "epoch": 6.0,
      "eval_accuracy": 0.678921568627451,
      "eval_combined_score": 0.7301118694556287,
      "eval_f1": 0.7813021702838063,
      "eval_loss": 0.620622456073761,
      "eval_runtime": 0.1423,
      "eval_samples_per_second": 2867.218,
      "eval_steps_per_second": 14.055,
      "step": 90
    },
    {
      "epoch": 7.0,
      "grad_norm": 2.426776885986328,
      "learning_rate": 4.3e-05,
      "loss": 0.3592,
      "step": 105
    },
    {
      "epoch": 7.0,
      "eval_accuracy": 0.7083333333333334,
      "eval_combined_score": 0.754501675041876,
      "eval_f1": 0.8006700167504187,
      "eval_loss": 0.6731041669845581,
      "eval_runtime": 0.1344,
      "eval_samples_per_second": 3035.9,
      "eval_steps_per_second": 14.882,
      "step": 105
    },
    {
      "epoch": 8.0,
      "grad_norm": 2.3238067626953125,
      "learning_rate": 4.2e-05,
      "loss": 0.2533,
      "step": 120
    },
    {
      "epoch": 8.0,
      "eval_accuracy": 0.7009803921568627,
      "eval_combined_score": 0.7508169934640523,
      "eval_f1": 0.8006535947712419,
      "eval_loss": 0.7867075800895691,
      "eval_runtime": 0.1325,
      "eval_samples_per_second": 3079.546,
      "eval_steps_per_second": 15.096,
      "step": 120
    },
    {
      "epoch": 9.0,
      "grad_norm": 2.622627019882202,
      "learning_rate": 4.1e-05,
      "loss": 0.1831,
      "step": 135
    },
    {
      "epoch": 9.0,
      "eval_accuracy": 0.7034313725490197,
      "eval_combined_score": 0.7517156862745098,
      "eval_f1": 0.8,
      "eval_loss": 0.8554521203041077,
      "eval_runtime": 0.1556,
      "eval_samples_per_second": 2622.352,
      "eval_steps_per_second": 12.855,
      "step": 135
    },
    {
      "epoch": 9.0,
      "step": 135,
      "total_flos": 865692760633344.0,
      "train_loss": 0.45122435004622846,
      "train_runtime": 25.3703,
      "train_samples_per_second": 7228.916,
      "train_steps_per_second": 29.562
    }
  ],
  "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": 865692760633344.0,
  "train_batch_size": 256,
  "trial_name": null,
  "trial_params": null
}