File size: 5,872 Bytes
2af1cff
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": 0.9839658723153869,
  "best_model_checkpoint": "audio/train/checkpoint/wav2vec2-large/superb_ks_42/checkpoint-15970",
  "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": 7.050719738006592,
      "learning_rate": 3.1308703819661866e-05,
      "loss": 1.0646,
      "step": 1000
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.9624889673433362,
      "eval_loss": 0.1839100420475006,
      "eval_runtime": 14.3255,
      "eval_samples_per_second": 474.537,
      "eval_steps_per_second": 1.885,
      "step": 1597
    },
    {
      "epoch": 1.2523481527864746,
      "grad_norm": 9.074967384338379,
      "learning_rate": 4.859806581785292e-05,
      "loss": 0.4257,
      "step": 2000
    },
    {
      "epoch": 1.878522229179712,
      "grad_norm": 91.34820556640625,
      "learning_rate": 4.51193209490016e-05,
      "loss": 0.3751,
      "step": 3000
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.9646954986760812,
      "eval_loss": 0.19544720649719238,
      "eval_runtime": 13.9956,
      "eval_samples_per_second": 485.723,
      "eval_steps_per_second": 1.929,
      "step": 3194
    },
    {
      "epoch": 2.504696305572949,
      "grad_norm": 1.8326303958892822,
      "learning_rate": 4.1640576080150286e-05,
      "loss": 0.3156,
      "step": 4000
    },
    {
      "epoch": 3.0,
      "eval_accuracy": 0.9744042365401588,
      "eval_loss": 0.13350164890289307,
      "eval_runtime": 14.2445,
      "eval_samples_per_second": 477.238,
      "eval_steps_per_second": 1.895,
      "step": 4791
    },
    {
      "epoch": 3.1308703819661865,
      "grad_norm": 2.554948329925537,
      "learning_rate": 3.8161831211298965e-05,
      "loss": 0.2839,
      "step": 5000
    },
    {
      "epoch": 3.757044458359424,
      "grad_norm": 1.011059045791626,
      "learning_rate": 3.468308634244764e-05,
      "loss": 0.257,
      "step": 6000
    },
    {
      "epoch": 4.0,
      "eval_accuracy": 0.979552809649897,
      "eval_loss": 0.10616285353899002,
      "eval_runtime": 14.1933,
      "eval_samples_per_second": 478.959,
      "eval_steps_per_second": 1.902,
      "step": 6388
    },
    {
      "epoch": 4.383218534752661,
      "grad_norm": 18.241968154907227,
      "learning_rate": 3.120434147359633e-05,
      "loss": 0.2386,
      "step": 7000
    },
    {
      "epoch": 5.0,
      "eval_accuracy": 0.9801412180052956,
      "eval_loss": 0.10293199121952057,
      "eval_runtime": 21.533,
      "eval_samples_per_second": 315.701,
      "eval_steps_per_second": 1.254,
      "step": 7985
    },
    {
      "epoch": 5.009392611145898,
      "grad_norm": 22.520170211791992,
      "learning_rate": 2.7725596604745007e-05,
      "loss": 0.2205,
      "step": 8000
    },
    {
      "epoch": 5.635566687539136,
      "grad_norm": 2.018341302871704,
      "learning_rate": 2.4246851735893692e-05,
      "loss": 0.2085,
      "step": 9000
    },
    {
      "epoch": 6.0,
      "eval_accuracy": 0.9814651368049426,
      "eval_loss": 0.1001678854227066,
      "eval_runtime": 14.0995,
      "eval_samples_per_second": 482.145,
      "eval_steps_per_second": 1.915,
      "step": 9582
    },
    {
      "epoch": 6.261740763932373,
      "grad_norm": 29.089778900146484,
      "learning_rate": 2.076810686704237e-05,
      "loss": 0.1905,
      "step": 10000
    },
    {
      "epoch": 6.88791484032561,
      "grad_norm": 2.23885178565979,
      "learning_rate": 1.7289361998191053e-05,
      "loss": 0.1715,
      "step": 11000
    },
    {
      "epoch": 7.0,
      "eval_accuracy": 0.981759340982642,
      "eval_loss": 0.10314840078353882,
      "eval_runtime": 14.0909,
      "eval_samples_per_second": 482.44,
      "eval_steps_per_second": 1.916,
      "step": 11179
    },
    {
      "epoch": 7.514088916718848,
      "grad_norm": 0.31174391508102417,
      "learning_rate": 1.3810617129339735e-05,
      "loss": 0.1575,
      "step": 12000
    },
    {
      "epoch": 8.0,
      "eval_accuracy": 0.9819064430714917,
      "eval_loss": 0.09382686764001846,
      "eval_runtime": 14.1853,
      "eval_samples_per_second": 479.227,
      "eval_steps_per_second": 1.903,
      "step": 12776
    },
    {
      "epoch": 8.140262993112085,
      "grad_norm": 2.9018185138702393,
      "learning_rate": 1.0331872260488417e-05,
      "loss": 0.147,
      "step": 13000
    },
    {
      "epoch": 8.766437069505322,
      "grad_norm": 3.0589239597320557,
      "learning_rate": 6.853127391637097e-06,
      "loss": 0.1332,
      "step": 14000
    },
    {
      "epoch": 9.0,
      "eval_accuracy": 0.9830832597822889,
      "eval_loss": 0.08958739787340164,
      "eval_runtime": 14.0026,
      "eval_samples_per_second": 485.481,
      "eval_steps_per_second": 1.928,
      "step": 14373
    },
    {
      "epoch": 9.39261114589856,
      "grad_norm": 4.1695756912231445,
      "learning_rate": 3.3743825227857787e-06,
      "loss": 0.1288,
      "step": 15000
    },
    {
      "epoch": 10.0,
      "eval_accuracy": 0.9839658723153869,
      "eval_loss": 0.08564967662096024,
      "eval_runtime": 13.9588,
      "eval_samples_per_second": 487.004,
      "eval_steps_per_second": 1.934,
      "step": 15970
    },
    {
      "epoch": 10.0,
      "step": 15970,
      "total_flos": 1.548488981447424e+19,
      "train_loss": 0.27784167333327014,
      "train_runtime": 3003.8643,
      "train_samples_per_second": 170.094,
      "train_steps_per_second": 5.316
    }
  ],
  "logging_steps": 1000,
  "max_steps": 15970,
  "num_input_tokens_seen": 0,
  "num_train_epochs": 10,
  "save_steps": 500,
  "total_flos": 1.548488981447424e+19,
  "train_batch_size": 32,
  "trial_name": null,
  "trial_params": null
}