File size: 6,136 Bytes
e3b4db6
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": null,
  "best_model_checkpoint": null,
  "epoch": 9.0,
  "eval_steps": 500,
  "global_step": 6120,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 0.7352941176470589,
      "grad_norm": 1.4399138689041138,
      "learning_rate": 1.8366013071895427e-05,
      "loss": 0.1305,
      "step": 500
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.9775613095979087,
      "eval_f1": 0.740566037735849,
      "eval_loss": 0.06862938404083252,
      "eval_precision": 0.6908690869086909,
      "eval_recall": 0.7979669631512071,
      "eval_runtime": 2.5207,
      "eval_samples_per_second": 366.567,
      "eval_steps_per_second": 46.019,
      "step": 680
    },
    {
      "epoch": 1.4705882352941178,
      "grad_norm": 3.059645652770996,
      "learning_rate": 1.6732026143790852e-05,
      "loss": 0.0475,
      "step": 1000
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.9815448773808042,
      "eval_f1": 0.8041237113402061,
      "eval_loss": 0.067368283867836,
      "eval_precision": 0.7691415313225058,
      "eval_recall": 0.8424396442185514,
      "eval_runtime": 3.126,
      "eval_samples_per_second": 295.582,
      "eval_steps_per_second": 37.108,
      "step": 1360
    },
    {
      "epoch": 2.2058823529411766,
      "grad_norm": 2.6966614723205566,
      "learning_rate": 1.5098039215686276e-05,
      "loss": 0.0354,
      "step": 1500
    },
    {
      "epoch": 2.9411764705882355,
      "grad_norm": 3.640780210494995,
      "learning_rate": 1.3464052287581701e-05,
      "loss": 0.0222,
      "step": 2000
    },
    {
      "epoch": 3.0,
      "eval_accuracy": 0.982322917963401,
      "eval_f1": 0.8089053803339517,
      "eval_loss": 0.07790510356426239,
      "eval_precision": 0.7879518072289157,
      "eval_recall": 0.8310038119440915,
      "eval_runtime": 4.1074,
      "eval_samples_per_second": 224.961,
      "eval_steps_per_second": 28.242,
      "step": 2040
    },
    {
      "epoch": 3.6764705882352944,
      "grad_norm": 0.008734635077416897,
      "learning_rate": 1.1830065359477125e-05,
      "loss": 0.012,
      "step": 2500
    },
    {
      "epoch": 4.0,
      "eval_accuracy": 0.982789742312959,
      "eval_f1": 0.8168498168498168,
      "eval_loss": 0.0823572650551796,
      "eval_precision": 0.7861339600470035,
      "eval_recall": 0.8500635324015248,
      "eval_runtime": 2.5823,
      "eval_samples_per_second": 357.827,
      "eval_steps_per_second": 44.922,
      "step": 2720
    },
    {
      "epoch": 4.411764705882353,
      "grad_norm": 0.3800855576992035,
      "learning_rate": 1.0196078431372549e-05,
      "loss": 0.0081,
      "step": 3000
    },
    {
      "epoch": 5.0,
      "eval_accuracy": 0.9815137557575003,
      "eval_f1": 0.8112745098039216,
      "eval_loss": 0.10165887326002121,
      "eval_precision": 0.7834319526627219,
      "eval_recall": 0.841168996188056,
      "eval_runtime": 2.596,
      "eval_samples_per_second": 355.931,
      "eval_steps_per_second": 44.684,
      "step": 3400
    },
    {
      "epoch": 5.147058823529412,
      "grad_norm": 1.0274019241333008,
      "learning_rate": 8.562091503267974e-06,
      "loss": 0.0054,
      "step": 3500
    },
    {
      "epoch": 5.882352941176471,
      "grad_norm": 0.9368045926094055,
      "learning_rate": 6.928104575163399e-06,
      "loss": 0.0028,
      "step": 4000
    },
    {
      "epoch": 6.0,
      "eval_accuracy": 0.981607120627412,
      "eval_f1": 0.8175092478421702,
      "eval_loss": 0.11204753071069717,
      "eval_precision": 0.7940119760479042,
      "eval_recall": 0.8424396442185514,
      "eval_runtime": 2.6214,
      "eval_samples_per_second": 352.478,
      "eval_steps_per_second": 44.25,
      "step": 4080
    },
    {
      "epoch": 6.617647058823529,
      "grad_norm": 0.0018368919845670462,
      "learning_rate": 5.294117647058824e-06,
      "loss": 0.0021,
      "step": 4500
    },
    {
      "epoch": 7.0,
      "eval_accuracy": 0.9808290800448152,
      "eval_f1": 0.8186215235792019,
      "eval_loss": 0.12193118035793304,
      "eval_precision": 0.7808535178777394,
      "eval_recall": 0.8602287166454892,
      "eval_runtime": 2.6902,
      "eval_samples_per_second": 343.468,
      "eval_steps_per_second": 43.119,
      "step": 4760
    },
    {
      "epoch": 7.352941176470588,
      "grad_norm": 0.004133788403123617,
      "learning_rate": 3.6601307189542484e-06,
      "loss": 0.0011,
      "step": 5000
    },
    {
      "epoch": 8.0,
      "eval_accuracy": 0.9814826341341965,
      "eval_f1": 0.8152173913043478,
      "eval_loss": 0.12062280625104904,
      "eval_precision": 0.7767548906789413,
      "eval_recall": 0.8576874205844981,
      "eval_runtime": 2.6543,
      "eval_samples_per_second": 348.116,
      "eval_steps_per_second": 43.703,
      "step": 5440
    },
    {
      "epoch": 8.088235294117647,
      "grad_norm": 0.00526324100792408,
      "learning_rate": 2.0261437908496734e-06,
      "loss": 0.0018,
      "step": 5500
    },
    {
      "epoch": 8.823529411764707,
      "grad_norm": 0.01854279637336731,
      "learning_rate": 3.921568627450981e-07,
      "loss": 0.0005,
      "step": 6000
    },
    {
      "epoch": 9.0,
      "eval_accuracy": 0.9821050666002739,
      "eval_f1": 0.8220858895705522,
      "eval_loss": 0.1177670955657959,
      "eval_precision": 0.7947805456702254,
      "eval_recall": 0.8513341804320204,
      "eval_runtime": 2.7389,
      "eval_samples_per_second": 337.365,
      "eval_steps_per_second": 42.353,
      "step": 6120
    }
  ],
  "logging_steps": 500,
  "max_steps": 6120,
  "num_input_tokens_seen": 0,
  "num_train_epochs": 9,
  "save_steps": 500,
  "stateful_callbacks": {
    "TrainerControl": {
      "args": {
        "should_epoch_stop": false,
        "should_evaluate": false,
        "should_log": false,
        "should_save": true,
        "should_training_stop": true
      },
      "attributes": {}
    }
  },
  "total_flos": 791914496183100.0,
  "train_batch_size": 8,
  "trial_name": null,
  "trial_params": null
}