File size: 5,853 Bytes
5666234
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
216
217
218
219
220
221
222
223
224
225
226
{
  "best_metric": 0.9845542806707855,
  "best_model_checkpoint": "audio/train/checkpoint/wav2vec2-base/superb_ks_42/checkpoint-14373",
  "epoch": 10.0,
  "eval_steps": 500,
  "global_step": 15970,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 0.6261740763932373,
      "grad_norm": 12.87492847442627,
      "learning_rate": 3.1308703819661866e-05,
      "loss": 1.25,
      "step": 1000
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.9582230067666961,
      "eval_loss": 0.17545583844184875,
      "eval_runtime": 7.033,
      "eval_samples_per_second": 966.585,
      "eval_steps_per_second": 3.839,
      "step": 1597
    },
    {
      "epoch": 1.2523481527864746,
      "grad_norm": 2.619173765182495,
      "learning_rate": 4.859806581785292e-05,
      "loss": 0.3308,
      "step": 2000
    },
    {
      "epoch": 1.878522229179712,
      "grad_norm": 6.4030070304870605,
      "learning_rate": 4.51193209490016e-05,
      "loss": 0.2502,
      "step": 3000
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.9713150926743159,
      "eval_loss": 0.140165776014328,
      "eval_runtime": 6.9118,
      "eval_samples_per_second": 983.532,
      "eval_steps_per_second": 3.906,
      "step": 3194
    },
    {
      "epoch": 2.504696305572949,
      "grad_norm": 0.2295457422733307,
      "learning_rate": 4.1640576080150286e-05,
      "loss": 0.2218,
      "step": 4000
    },
    {
      "epoch": 3.0,
      "eval_accuracy": 0.9802883200941453,
      "eval_loss": 0.09560667723417282,
      "eval_runtime": 7.0467,
      "eval_samples_per_second": 964.712,
      "eval_steps_per_second": 3.832,
      "step": 4791
    },
    {
      "epoch": 3.1308703819661865,
      "grad_norm": 0.9765733480453491,
      "learning_rate": 3.8161831211298965e-05,
      "loss": 0.194,
      "step": 5000
    },
    {
      "epoch": 3.757044458359424,
      "grad_norm": 0.9296017289161682,
      "learning_rate": 3.468308634244764e-05,
      "loss": 0.1746,
      "step": 6000
    },
    {
      "epoch": 4.0,
      "eval_accuracy": 0.9796999117387467,
      "eval_loss": 0.09171486645936966,
      "eval_runtime": 6.5552,
      "eval_samples_per_second": 1037.04,
      "eval_steps_per_second": 4.119,
      "step": 6388
    },
    {
      "epoch": 4.383218534752661,
      "grad_norm": 7.867722511291504,
      "learning_rate": 3.120434147359633e-05,
      "loss": 0.17,
      "step": 7000
    },
    {
      "epoch": 5.0,
      "eval_accuracy": 0.9807296263606943,
      "eval_loss": 0.08932828158140182,
      "eval_runtime": 6.9043,
      "eval_samples_per_second": 984.61,
      "eval_steps_per_second": 3.911,
      "step": 7985
    },
    {
      "epoch": 5.009392611145898,
      "grad_norm": 1.299570083618164,
      "learning_rate": 2.7725596604745007e-05,
      "loss": 0.1554,
      "step": 8000
    },
    {
      "epoch": 5.635566687539136,
      "grad_norm": 1.2470015287399292,
      "learning_rate": 2.4246851735893692e-05,
      "loss": 0.1431,
      "step": 9000
    },
    {
      "epoch": 6.0,
      "eval_accuracy": 0.9810238305383936,
      "eval_loss": 0.09325208514928818,
      "eval_runtime": 6.9991,
      "eval_samples_per_second": 971.269,
      "eval_steps_per_second": 3.858,
      "step": 9582
    },
    {
      "epoch": 6.261740763932373,
      "grad_norm": 1.0575257539749146,
      "learning_rate": 2.076810686704237e-05,
      "loss": 0.1346,
      "step": 10000
    },
    {
      "epoch": 6.88791484032561,
      "grad_norm": 3.034492015838623,
      "learning_rate": 1.7289361998191053e-05,
      "loss": 0.1238,
      "step": 11000
    },
    {
      "epoch": 7.0,
      "eval_accuracy": 0.9830832597822889,
      "eval_loss": 0.09578000754117966,
      "eval_runtime": 6.8981,
      "eval_samples_per_second": 985.49,
      "eval_steps_per_second": 3.914,
      "step": 11179
    },
    {
      "epoch": 7.514088916718848,
      "grad_norm": 1.000091314315796,
      "learning_rate": 1.3810617129339735e-05,
      "loss": 0.116,
      "step": 12000
    },
    {
      "epoch": 8.0,
      "eval_accuracy": 0.9833774639599883,
      "eval_loss": 0.09704861044883728,
      "eval_runtime": 6.9946,
      "eval_samples_per_second": 971.892,
      "eval_steps_per_second": 3.86,
      "step": 12776
    },
    {
      "epoch": 8.140262993112085,
      "grad_norm": 2.212705373764038,
      "learning_rate": 1.0331872260488417e-05,
      "loss": 0.1113,
      "step": 13000
    },
    {
      "epoch": 8.766437069505322,
      "grad_norm": 3.2522332668304443,
      "learning_rate": 6.853127391637097e-06,
      "loss": 0.0995,
      "step": 14000
    },
    {
      "epoch": 9.0,
      "eval_accuracy": 0.9845542806707855,
      "eval_loss": 0.08534605801105499,
      "eval_runtime": 6.7022,
      "eval_samples_per_second": 1014.3,
      "eval_steps_per_second": 4.029,
      "step": 14373
    },
    {
      "epoch": 9.39261114589856,
      "grad_norm": 6.198681354522705,
      "learning_rate": 3.3743825227857787e-06,
      "loss": 0.0985,
      "step": 15000
    },
    {
      "epoch": 10.0,
      "eval_accuracy": 0.9838187702265372,
      "eval_loss": 0.08294928818941116,
      "eval_runtime": 6.7918,
      "eval_samples_per_second": 1000.911,
      "eval_steps_per_second": 3.975,
      "step": 15970
    },
    {
      "epoch": 10.0,
      "step": 15970,
      "total_flos": 4.6387626201984e+18,
      "train_loss": 0.22964708045190324,
      "train_runtime": 1401.6538,
      "train_samples_per_second": 364.527,
      "train_steps_per_second": 11.394
    }
  ],
  "logging_steps": 1000,
  "max_steps": 15970,
  "num_input_tokens_seen": 0,
  "num_train_epochs": 10,
  "save_steps": 500,
  "total_flos": 4.6387626201984e+18,
  "train_batch_size": 32,
  "trial_name": null,
  "trial_params": null
}