File size: 4,619 Bytes
ef09689
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
  "best_metric": 0.9973708987236023,
  "best_model_checkpoint": "th_cl_28epochs_lora_pos_neg/checkpoint-96",
  "epoch": 5.0,
  "eval_steps": 500,
  "global_step": 160,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 0.3125,
      "grad_norm": 11.923697471618652,
      "learning_rate": 9.375e-05,
      "loss": 0.2148,
      "step": 10
    },
    {
      "epoch": 0.625,
      "grad_norm": 27.81431770324707,
      "learning_rate": 8.75e-05,
      "loss": 0.3845,
      "step": 20
    },
    {
      "epoch": 0.9375,
      "grad_norm": 12.166078567504883,
      "learning_rate": 8.125000000000001e-05,
      "loss": 0.4669,
      "step": 30
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.5111111111111111,
      "eval_balanced_accuracy": 0.515,
      "eval_loss": 1.022578477859497,
      "eval_runtime": 84.4402,
      "eval_samples_per_second": 0.533,
      "eval_steps_per_second": 0.071,
      "step": 32
    },
    {
      "epoch": 1.25,
      "grad_norm": 23.626405715942383,
      "learning_rate": 7.500000000000001e-05,
      "loss": 0.2006,
      "step": 40
    },
    {
      "epoch": 1.5625,
      "grad_norm": 22.549772262573242,
      "learning_rate": 6.875e-05,
      "loss": 0.1906,
      "step": 50
    },
    {
      "epoch": 1.875,
      "grad_norm": 21.862329483032227,
      "learning_rate": 6.25e-05,
      "loss": 0.2575,
      "step": 60
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.5333333333333333,
      "eval_balanced_accuracy": 0.5394736842105263,
      "eval_loss": 1.006407618522644,
      "eval_runtime": 84.7861,
      "eval_samples_per_second": 0.531,
      "eval_steps_per_second": 0.071,
      "step": 64
    },
    {
      "epoch": 2.1875,
      "grad_norm": 8.992438316345215,
      "learning_rate": 5.6250000000000005e-05,
      "loss": 0.1647,
      "step": 70
    },
    {
      "epoch": 2.5,
      "grad_norm": 11.991353988647461,
      "learning_rate": 5e-05,
      "loss": 0.157,
      "step": 80
    },
    {
      "epoch": 2.8125,
      "grad_norm": 5.575663089752197,
      "learning_rate": 4.375e-05,
      "loss": 0.0998,
      "step": 90
    },
    {
      "epoch": 3.0,
      "eval_accuracy": 0.5777777777777777,
      "eval_balanced_accuracy": 0.5743534482758621,
      "eval_loss": 0.9973708987236023,
      "eval_runtime": 84.5235,
      "eval_samples_per_second": 0.532,
      "eval_steps_per_second": 0.071,
      "step": 96
    },
    {
      "epoch": 3.125,
      "grad_norm": 2.0587921142578125,
      "learning_rate": 3.7500000000000003e-05,
      "loss": 0.0978,
      "step": 100
    },
    {
      "epoch": 3.4375,
      "grad_norm": 24.552135467529297,
      "learning_rate": 3.125e-05,
      "loss": 0.0775,
      "step": 110
    },
    {
      "epoch": 3.75,
      "grad_norm": 6.25897741317749,
      "learning_rate": 2.5e-05,
      "loss": 0.0339,
      "step": 120
    },
    {
      "epoch": 4.0,
      "eval_accuracy": 0.5777777777777777,
      "eval_balanced_accuracy": 0.5740740740740741,
      "eval_loss": 1.1087063550949097,
      "eval_runtime": 86.0452,
      "eval_samples_per_second": 0.523,
      "eval_steps_per_second": 0.07,
      "step": 128
    },
    {
      "epoch": 4.0625,
      "grad_norm": 0.7533628940582275,
      "learning_rate": 1.8750000000000002e-05,
      "loss": 0.0369,
      "step": 130
    },
    {
      "epoch": 4.375,
      "grad_norm": 1.4770331382751465,
      "learning_rate": 1.25e-05,
      "loss": 0.0142,
      "step": 140
    },
    {
      "epoch": 4.6875,
      "grad_norm": 4.743549823760986,
      "learning_rate": 6.25e-06,
      "loss": 0.0246,
      "step": 150
    },
    {
      "epoch": 5.0,
      "grad_norm": 9.260613441467285,
      "learning_rate": 0.0,
      "loss": 0.048,
      "step": 160
    },
    {
      "epoch": 5.0,
      "eval_accuracy": 0.5111111111111111,
      "eval_balanced_accuracy": 0.5118577075098814,
      "eval_loss": 1.11983060836792,
      "eval_runtime": 85.4666,
      "eval_samples_per_second": 0.527,
      "eval_steps_per_second": 0.07,
      "step": 160
    },
    {
      "epoch": 5.0,
      "step": 160,
      "total_flos": 2.696144222158848e+16,
      "train_loss": 0.15434152334928514,
      "train_runtime": 7802.4738,
      "train_samples_per_second": 0.161,
      "train_steps_per_second": 0.021
    }
  ],
  "logging_steps": 10,
  "max_steps": 160,
  "num_input_tokens_seen": 0,
  "num_train_epochs": 5,
  "save_steps": 500,
  "total_flos": 2.696144222158848e+16,
  "train_batch_size": 8,
  "trial_name": null,
  "trial_params": null
}