File size: 8,139 Bytes
c9cd371
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
{
  "best_metric": 0.8979591836734694,
  "best_model_checkpoint": "layoutlmv3-finetuned-invoice/checkpoint-1500",
  "epoch": 54.054054054054056,
  "global_step": 2000,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 2.7,
      "eval_accuracy": 0.8785125713078386,
      "eval_f1": 0.3596330275229358,
      "eval_loss": 0.5754584670066833,
      "eval_precision": 0.3475177304964539,
      "eval_recall": 0.3726235741444867,
      "eval_runtime": 4.229,
      "eval_samples_per_second": 4.493,
      "eval_steps_per_second": 2.365,
      "step": 100
    },
    {
      "epoch": 5.41,
      "eval_accuracy": 0.9454891189520389,
      "eval_f1": 0.679646017699115,
      "eval_loss": 0.29412004351615906,
      "eval_precision": 0.6357615894039735,
      "eval_recall": 0.7300380228136882,
      "eval_runtime": 4.3391,
      "eval_samples_per_second": 4.379,
      "eval_steps_per_second": 2.305,
      "step": 200
    },
    {
      "epoch": 8.11,
      "eval_accuracy": 0.9613353053031903,
      "eval_f1": 0.7027972027972028,
      "eval_loss": 0.1852317899465561,
      "eval_precision": 0.6504854368932039,
      "eval_recall": 0.7642585551330798,
      "eval_runtime": 4.3365,
      "eval_samples_per_second": 4.381,
      "eval_steps_per_second": 2.306,
      "step": 300
    },
    {
      "epoch": 10.81,
      "eval_accuracy": 0.9704204521445172,
      "eval_f1": 0.7155322862129145,
      "eval_loss": 0.15701274573802948,
      "eval_precision": 0.6612903225806451,
      "eval_recall": 0.779467680608365,
      "eval_runtime": 4.3283,
      "eval_samples_per_second": 4.39,
      "eval_steps_per_second": 2.31,
      "step": 400
    },
    {
      "epoch": 13.51,
      "learning_rate": 7.500000000000001e-06,
      "loss": 0.3399,
      "step": 500
    },
    {
      "epoch": 13.51,
      "eval_accuracy": 0.9716881470526093,
      "eval_f1": 0.8138686131386861,
      "eval_loss": 0.1610027253627777,
      "eval_precision": 0.7824561403508772,
      "eval_recall": 0.8479087452471483,
      "eval_runtime": 4.3277,
      "eval_samples_per_second": 4.39,
      "eval_steps_per_second": 2.311,
      "step": 500
    },
    {
      "epoch": 16.22,
      "eval_accuracy": 0.9782379040777519,
      "eval_f1": 0.8666666666666667,
      "eval_loss": 0.14520122110843658,
      "eval_precision": 0.8447653429602888,
      "eval_recall": 0.8897338403041825,
      "eval_runtime": 4.3421,
      "eval_samples_per_second": 4.376,
      "eval_steps_per_second": 2.303,
      "step": 600
    },
    {
      "epoch": 18.92,
      "eval_accuracy": 0.9765476442002958,
      "eval_f1": 0.8749999999999999,
      "eval_loss": 0.14759042859077454,
      "eval_precision": 0.8469750889679716,
      "eval_recall": 0.9049429657794676,
      "eval_runtime": 4.341,
      "eval_samples_per_second": 4.377,
      "eval_steps_per_second": 2.304,
      "step": 700
    },
    {
      "epoch": 21.62,
      "eval_accuracy": 0.9788717515317981,
      "eval_f1": 0.8488160291438981,
      "eval_loss": 0.13667292892932892,
      "eval_precision": 0.8146853146853147,
      "eval_recall": 0.8859315589353612,
      "eval_runtime": 4.4796,
      "eval_samples_per_second": 4.241,
      "eval_steps_per_second": 2.232,
      "step": 800
    },
    {
      "epoch": 24.32,
      "eval_accuracy": 0.9778153391083879,
      "eval_f1": 0.9067164179104477,
      "eval_loss": 0.15976759791374207,
      "eval_precision": 0.8901098901098901,
      "eval_recall": 0.9239543726235742,
      "eval_runtime": 4.337,
      "eval_samples_per_second": 4.381,
      "eval_steps_per_second": 2.306,
      "step": 900
    },
    {
      "epoch": 27.03,
      "learning_rate": 5e-06,
      "loss": 0.0248,
      "step": 1000
    },
    {
      "epoch": 27.03,
      "eval_accuracy": 0.9833086837101205,
      "eval_f1": 0.8708487084870847,
      "eval_loss": 0.11688586324453354,
      "eval_precision": 0.8458781362007168,
      "eval_recall": 0.8973384030418251,
      "eval_runtime": 4.3328,
      "eval_samples_per_second": 4.385,
      "eval_steps_per_second": 2.308,
      "step": 1000
    },
    {
      "epoch": 29.73,
      "eval_accuracy": 0.978449186562434,
      "eval_f1": 0.8729281767955801,
      "eval_loss": 0.14317703247070312,
      "eval_precision": 0.8464285714285714,
      "eval_recall": 0.9011406844106464,
      "eval_runtime": 4.328,
      "eval_samples_per_second": 4.39,
      "eval_steps_per_second": 2.311,
      "step": 1100
    },
    {
      "epoch": 32.43,
      "eval_accuracy": 0.9788717515317981,
      "eval_f1": 0.9050279329608938,
      "eval_loss": 0.14043119549751282,
      "eval_precision": 0.8868613138686131,
      "eval_recall": 0.9239543726235742,
      "eval_runtime": 4.3343,
      "eval_samples_per_second": 4.384,
      "eval_steps_per_second": 2.307,
      "step": 1200
    },
    {
      "epoch": 35.14,
      "eval_accuracy": 0.9782379040777519,
      "eval_f1": 0.9009345794392523,
      "eval_loss": 0.14675253629684448,
      "eval_precision": 0.8860294117647058,
      "eval_recall": 0.9163498098859315,
      "eval_runtime": 4.3276,
      "eval_samples_per_second": 4.39,
      "eval_steps_per_second": 2.311,
      "step": 1300
    },
    {
      "epoch": 37.84,
      "eval_accuracy": 0.97908303401648,
      "eval_f1": 0.8979591836734694,
      "eval_loss": 0.15103764832019806,
      "eval_precision": 0.8768115942028986,
      "eval_recall": 0.9201520912547528,
      "eval_runtime": 4.3452,
      "eval_samples_per_second": 4.373,
      "eval_steps_per_second": 2.301,
      "step": 1400
    },
    {
      "epoch": 40.54,
      "learning_rate": 2.5e-06,
      "loss": 0.0082,
      "step": 1500
    },
    {
      "epoch": 40.54,
      "eval_accuracy": 0.9788717515317981,
      "eval_f1": 0.8979591836734694,
      "eval_loss": 0.15535032749176025,
      "eval_precision": 0.8768115942028986,
      "eval_recall": 0.9201520912547528,
      "eval_runtime": 4.3339,
      "eval_samples_per_second": 4.384,
      "eval_steps_per_second": 2.307,
      "step": 1500
    },
    {
      "epoch": 43.24,
      "eval_accuracy": 0.9788717515317981,
      "eval_f1": 0.8996282527881041,
      "eval_loss": 0.15442515909671783,
      "eval_precision": 0.88,
      "eval_recall": 0.9201520912547528,
      "eval_runtime": 4.3317,
      "eval_samples_per_second": 4.386,
      "eval_steps_per_second": 2.309,
      "step": 1600
    },
    {
      "epoch": 45.95,
      "eval_accuracy": 0.9788717515317981,
      "eval_f1": 0.8996282527881041,
      "eval_loss": 0.15443940460681915,
      "eval_precision": 0.88,
      "eval_recall": 0.9201520912547528,
      "eval_runtime": 4.3419,
      "eval_samples_per_second": 4.376,
      "eval_steps_per_second": 2.303,
      "step": 1700
    },
    {
      "epoch": 48.65,
      "eval_accuracy": 0.978660469047116,
      "eval_f1": 0.8979591836734694,
      "eval_loss": 0.15556840598583221,
      "eval_precision": 0.8768115942028986,
      "eval_recall": 0.9201520912547528,
      "eval_runtime": 4.3207,
      "eval_samples_per_second": 4.397,
      "eval_steps_per_second": 2.314,
      "step": 1800
    },
    {
      "epoch": 51.35,
      "eval_accuracy": 0.978449186562434,
      "eval_f1": 0.8979591836734694,
      "eval_loss": 0.15657144784927368,
      "eval_precision": 0.8768115942028986,
      "eval_recall": 0.9201520912547528,
      "eval_runtime": 4.3316,
      "eval_samples_per_second": 4.386,
      "eval_steps_per_second": 2.309,
      "step": 1900
    },
    {
      "epoch": 54.05,
      "learning_rate": 0.0,
      "loss": 0.0053,
      "step": 2000
    },
    {
      "epoch": 54.05,
      "eval_accuracy": 0.978449186562434,
      "eval_f1": 0.8979591836734694,
      "eval_loss": 0.15463368594646454,
      "eval_precision": 0.8768115942028986,
      "eval_recall": 0.9201520912547528,
      "eval_runtime": 4.3337,
      "eval_samples_per_second": 4.384,
      "eval_steps_per_second": 2.307,
      "step": 2000
    }
  ],
  "max_steps": 2000,
  "num_train_epochs": 55,
  "total_flos": 3740969938944000.0,
  "trial_name": null,
  "trial_params": null
}