File size: 4,721 Bytes
0051c3f
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
  "best_metric": 0.8588420748710632,
  "best_model_checkpoint": "tiny_bert_rand_50_v1_mnli/checkpoint-7670",
  "epoch": 10.0,
  "eval_steps": 500,
  "global_step": 15340,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 1.0,
      "grad_norm": 0.98807293176651,
      "learning_rate": 4.9e-05,
      "loss": 0.9908,
      "step": 1534
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.5470198675496689,
      "eval_loss": 0.9352031350135803,
      "eval_runtime": 3.4922,
      "eval_samples_per_second": 2810.576,
      "eval_steps_per_second": 11.168,
      "step": 1534
    },
    {
      "epoch": 2.0,
      "grad_norm": 1.4757229089736938,
      "learning_rate": 4.8e-05,
      "loss": 0.9036,
      "step": 3068
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.587366276107998,
      "eval_loss": 0.8885725736618042,
      "eval_runtime": 3.4612,
      "eval_samples_per_second": 2835.702,
      "eval_steps_per_second": 11.268,
      "step": 3068
    },
    {
      "epoch": 3.0,
      "grad_norm": 1.3523396253585815,
      "learning_rate": 4.7e-05,
      "loss": 0.8527,
      "step": 4602
    },
    {
      "epoch": 3.0,
      "eval_accuracy": 0.6013245033112583,
      "eval_loss": 0.8672203421592712,
      "eval_runtime": 3.4595,
      "eval_samples_per_second": 2837.112,
      "eval_steps_per_second": 11.273,
      "step": 4602
    },
    {
      "epoch": 4.0,
      "grad_norm": 1.7900631427764893,
      "learning_rate": 4.600000000000001e-05,
      "loss": 0.8101,
      "step": 6136
    },
    {
      "epoch": 4.0,
      "eval_accuracy": 0.6128374936321956,
      "eval_loss": 0.8600946664810181,
      "eval_runtime": 3.4549,
      "eval_samples_per_second": 2840.867,
      "eval_steps_per_second": 11.288,
      "step": 6136
    },
    {
      "epoch": 5.0,
      "grad_norm": 1.7126315832138062,
      "learning_rate": 4.5e-05,
      "loss": 0.7693,
      "step": 7670
    },
    {
      "epoch": 5.0,
      "eval_accuracy": 0.6097809475292919,
      "eval_loss": 0.8588420748710632,
      "eval_runtime": 3.4464,
      "eval_samples_per_second": 2847.91,
      "eval_steps_per_second": 11.316,
      "step": 7670
    },
    {
      "epoch": 6.0,
      "grad_norm": 2.388108730316162,
      "learning_rate": 4.4000000000000006e-05,
      "loss": 0.7296,
      "step": 9204
    },
    {
      "epoch": 6.0,
      "eval_accuracy": 0.621395822720326,
      "eval_loss": 0.8736900091171265,
      "eval_runtime": 3.48,
      "eval_samples_per_second": 2820.376,
      "eval_steps_per_second": 11.207,
      "step": 9204
    },
    {
      "epoch": 7.0,
      "grad_norm": 1.9555968046188354,
      "learning_rate": 4.3e-05,
      "loss": 0.6889,
      "step": 10738
    },
    {
      "epoch": 7.0,
      "eval_accuracy": 0.6221090168110036,
      "eval_loss": 0.8842542171478271,
      "eval_runtime": 3.6137,
      "eval_samples_per_second": 2716.024,
      "eval_steps_per_second": 10.792,
      "step": 10738
    },
    {
      "epoch": 8.0,
      "grad_norm": 2.0965774059295654,
      "learning_rate": 4.2e-05,
      "loss": 0.6504,
      "step": 12272
    },
    {
      "epoch": 8.0,
      "eval_accuracy": 0.6101884870096791,
      "eval_loss": 0.9531626105308533,
      "eval_runtime": 3.4632,
      "eval_samples_per_second": 2834.092,
      "eval_steps_per_second": 11.261,
      "step": 12272
    },
    {
      "epoch": 9.0,
      "grad_norm": 2.935882806777954,
      "learning_rate": 4.1e-05,
      "loss": 0.6127,
      "step": 13806
    },
    {
      "epoch": 9.0,
      "eval_accuracy": 0.6200713194090678,
      "eval_loss": 0.9572077393531799,
      "eval_runtime": 3.4388,
      "eval_samples_per_second": 2854.167,
      "eval_steps_per_second": 11.341,
      "step": 13806
    },
    {
      "epoch": 10.0,
      "grad_norm": 2.946934461593628,
      "learning_rate": 4e-05,
      "loss": 0.5741,
      "step": 15340
    },
    {
      "epoch": 10.0,
      "eval_accuracy": 0.618033622007132,
      "eval_loss": 0.9933791756629944,
      "eval_runtime": 3.4268,
      "eval_samples_per_second": 2864.188,
      "eval_steps_per_second": 11.381,
      "step": 15340
    },
    {
      "epoch": 10.0,
      "step": 15340,
      "total_flos": 1.029836100834816e+17,
      "train_loss": 0.7582102311792087,
      "train_runtime": 2632.1731,
      "train_samples_per_second": 7459.654,
      "train_steps_per_second": 29.139
    }
  ],
  "logging_steps": 1,
  "max_steps": 76700,
  "num_input_tokens_seen": 0,
  "num_train_epochs": 50,
  "save_steps": 500,
  "total_flos": 1.029836100834816e+17,
  "train_batch_size": 256,
  "trial_name": null,
  "trial_params": null
}