File size: 4,482 Bytes
fa7d4a2
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
  "best_metric": 0.9269016697588126,
  "best_model_checkpoint": "layoutlmv3-test-cord/checkpoint-1000",
  "epoch": 20.0,
  "global_step": 1000,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 2.0,
      "eval_accuracy": 0.6366723259762309,
      "eval_f1": 0.5626932325661285,
      "eval_loss": 1.6054191589355469,
      "eval_precision": 0.52,
      "eval_recall": 0.6130239520958084,
      "eval_runtime": 8.1419,
      "eval_samples_per_second": 12.282,
      "eval_steps_per_second": 0.86,
      "step": 100
    },
    {
      "epoch": 4.0,
      "eval_accuracy": 0.8314940577249575,
      "eval_f1": 0.8096632503660322,
      "eval_loss": 0.9171701669692993,
      "eval_precision": 0.7922636103151862,
      "eval_recall": 0.8278443113772455,
      "eval_runtime": 8.1716,
      "eval_samples_per_second": 12.238,
      "eval_steps_per_second": 0.857,
      "step": 200
    },
    {
      "epoch": 6.0,
      "eval_accuracy": 0.866723259762309,
      "eval_f1": 0.8496683861459101,
      "eval_loss": 0.6381942629814148,
      "eval_precision": 0.8367198838896952,
      "eval_recall": 0.8630239520958084,
      "eval_runtime": 8.0786,
      "eval_samples_per_second": 12.378,
      "eval_steps_per_second": 0.866,
      "step": 300
    },
    {
      "epoch": 8.0,
      "eval_accuracy": 0.8960101867572157,
      "eval_f1": 0.8775811209439529,
      "eval_loss": 0.4974280595779419,
      "eval_precision": 0.8648255813953488,
      "eval_recall": 0.8907185628742516,
      "eval_runtime": 8.0768,
      "eval_samples_per_second": 12.381,
      "eval_steps_per_second": 0.867,
      "step": 400
    },
    {
      "epoch": 10.0,
      "learning_rate": 5e-06,
      "loss": 1.1589,
      "step": 500
    },
    {
      "epoch": 10.0,
      "eval_accuracy": 0.916383701188455,
      "eval_f1": 0.8914243651085757,
      "eval_loss": 0.41238266229629517,
      "eval_precision": 0.8769007965242578,
      "eval_recall": 0.906437125748503,
      "eval_runtime": 8.1158,
      "eval_samples_per_second": 12.322,
      "eval_steps_per_second": 0.863,
      "step": 500
    },
    {
      "epoch": 12.0,
      "eval_accuracy": 0.9235993208828522,
      "eval_f1": 0.9064002959674436,
      "eval_loss": 0.37666961550712585,
      "eval_precision": 0.8961228968544257,
      "eval_recall": 0.9169161676646707,
      "eval_runtime": 8.1123,
      "eval_samples_per_second": 12.327,
      "eval_steps_per_second": 0.863,
      "step": 600
    },
    {
      "epoch": 14.0,
      "eval_accuracy": 0.933786078098472,
      "eval_f1": 0.9210818821785848,
      "eval_loss": 0.3387647271156311,
      "eval_precision": 0.9119589141599413,
      "eval_recall": 0.9303892215568862,
      "eval_runtime": 8.0833,
      "eval_samples_per_second": 12.371,
      "eval_steps_per_second": 0.866,
      "step": 700
    },
    {
      "epoch": 16.0,
      "eval_accuracy": 0.9393039049235993,
      "eval_f1": 0.927643784786642,
      "eval_loss": 0.3137519955635071,
      "eval_precision": 0.919793966151582,
      "eval_recall": 0.9356287425149701,
      "eval_runtime": 7.8384,
      "eval_samples_per_second": 12.758,
      "eval_steps_per_second": 0.893,
      "step": 800
    },
    {
      "epoch": 18.0,
      "eval_accuracy": 0.9376061120543294,
      "eval_f1": 0.9254174397031539,
      "eval_loss": 0.30727389454841614,
      "eval_precision": 0.9175864606328182,
      "eval_recall": 0.9333832335329342,
      "eval_runtime": 7.8694,
      "eval_samples_per_second": 12.708,
      "eval_steps_per_second": 0.89,
      "step": 900
    },
    {
      "epoch": 20.0,
      "learning_rate": 0.0,
      "loss": 0.2992,
      "step": 1000
    },
    {
      "epoch": 20.0,
      "eval_accuracy": 0.9384550084889643,
      "eval_f1": 0.9269016697588126,
      "eval_loss": 0.30563604831695557,
      "eval_precision": 0.9190581309786607,
      "eval_recall": 0.9348802395209581,
      "eval_runtime": 7.9092,
      "eval_samples_per_second": 12.644,
      "eval_steps_per_second": 0.885,
      "step": 1000
    },
    {
      "epoch": 20.0,
      "step": 1000,
      "total_flos": 4248755355648000.0,
      "train_loss": 0.7290411071777344,
      "train_runtime": 1777.9741,
      "train_samples_per_second": 8.999,
      "train_steps_per_second": 0.562
    }
  ],
  "max_steps": 1000,
  "num_train_epochs": 20,
  "total_flos": 4248755355648000.0,
  "trial_name": null,
  "trial_params": null
}