File size: 20,189 Bytes
f4d5a3c
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
---
license: cc-by-nc-sa-4.0
tags:
- generated_from_trainer
metrics:
- accuracy
model-index:
- name: 2024-01-03_one_stage_subgraphs_weighted_txt_vis_conc_1_4_8_12_ramp
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->

# 2024-01-03_one_stage_subgraphs_weighted_txt_vis_conc_1_4_8_12_ramp

This model is a fine-tuned version of [microsoft/layoutlmv3-base](https://huggingface.co/microsoft/layoutlmv3-base) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.8574
- Accuracy: 0.77
- Exit 0 Accuracy: 0.2
- Exit 1 Accuracy: 0.3
- Exit 2 Accuracy: 0.1125
- Exit 3 Accuracy: 0.2725
- Exit 4 Accuracy: 0.2675
- Exit 5 Accuracy: 0.51
- Exit 6 Accuracy: 0.55
- Exit 7 Accuracy: 0.63
- Exit 8 Accuracy: 0.525
- Exit 9 Accuracy: 0.3425
- Exit 10 Accuracy: 0.445
- Exit 11 Accuracy: 0.6875
- Exit 12 Accuracy: 0.7575

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 8
- eval_batch_size: 4
- seed: 42
- gradient_accumulation_steps: 24
- total_train_batch_size: 192
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 60

### Training results

| Training Loss | Epoch | Step | Validation Loss | Accuracy | Exit 0 Accuracy | Exit 1 Accuracy | Exit 2 Accuracy | Exit 3 Accuracy | Exit 4 Accuracy | Exit 5 Accuracy | Exit 6 Accuracy | Exit 7 Accuracy | Exit 8 Accuracy | Exit 9 Accuracy | Exit 10 Accuracy | Exit 11 Accuracy | Exit 12 Accuracy |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:---------------:|:---------------:|:---------------:|:---------------:|:---------------:|:---------------:|:---------------:|:---------------:|:---------------:|:---------------:|:----------------:|:----------------:|:----------------:|
| No log        | 0.96  | 4    | 2.7477          | 0.1025   | 0.07            | 0.0625          | 0.0625          | 0.0625          | 0.06            | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.06             |
| No log        | 1.96  | 8    | 2.7020          | 0.1275   | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0575          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.06             |
| No log        | 2.96  | 12   | 2.6514          | 0.19     | 0.08            | 0.0625          | 0.0625          | 0.0625          | 0.065           | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.065            |
| No log        | 3.96  | 16   | 2.5720          | 0.215    | 0.095           | 0.065           | 0.0625          | 0.0625          | 0.06            | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0925           |
| No log        | 4.96  | 20   | 2.5033          | 0.2375   | 0.1             | 0.0675          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1475           |
| No log        | 5.96  | 24   | 2.4003          | 0.275    | 0.115           | 0.08            | 0.0625          | 0.0625          | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1525           |
| No log        | 6.96  | 28   | 2.3192          | 0.3      | 0.12            | 0.0875          | 0.0625          | 0.0625          | 0.0625          | 0.09            | 0.075           | 0.065           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1625           |
| No log        | 7.96  | 32   | 2.2199          | 0.3325   | 0.1325          | 0.0875          | 0.0625          | 0.0625          | 0.0625          | 0.1025          | 0.075           | 0.065           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.185            |
| No log        | 8.96  | 36   | 2.1335          | 0.36     | 0.1425          | 0.1025          | 0.0625          | 0.0625          | 0.0625          | 0.1375          | 0.09            | 0.07            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.235            |
| No log        | 9.96  | 40   | 2.0290          | 0.4      | 0.1475          | 0.1025          | 0.0625          | 0.0625          | 0.06            | 0.15            | 0.0925          | 0.0725          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.27             |
| No log        | 10.96 | 44   | 1.9285          | 0.4525   | 0.155           | 0.1025          | 0.0625          | 0.065           | 0.0675          | 0.1725          | 0.1225          | 0.08            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.305            |
| No log        | 11.96 | 48   | 1.8071          | 0.495    | 0.155           | 0.1075          | 0.0625          | 0.0775          | 0.0825          | 0.2025          | 0.135           | 0.0925          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.355            |
| No log        | 12.96 | 52   | 1.7194          | 0.5375   | 0.16            | 0.1075          | 0.0625          | 0.0775          | 0.0875          | 0.22            | 0.1625          | 0.1025          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.37             |
| No log        | 13.96 | 56   | 1.5732          | 0.6      | 0.1625          | 0.11            | 0.0625          | 0.08            | 0.0775          | 0.2425          | 0.2125          | 0.14            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.43             |
| No log        | 14.96 | 60   | 1.5141          | 0.6125   | 0.16            | 0.115           | 0.0625          | 0.0825          | 0.09            | 0.29            | 0.245           | 0.18            | 0.0625          | 0.065           | 0.0625           | 0.0625           | 0.4325           |
| No log        | 15.96 | 64   | 1.4049          | 0.65     | 0.1575          | 0.1175          | 0.0625          | 0.0925          | 0.1             | 0.3275          | 0.2725          | 0.24            | 0.0675          | 0.065           | 0.0625           | 0.0625           | 0.51             |
| No log        | 16.96 | 68   | 1.3476          | 0.665    | 0.16            | 0.115           | 0.0625          | 0.095           | 0.1025          | 0.345           | 0.285           | 0.2625          | 0.0675          | 0.075           | 0.0625           | 0.0625           | 0.5275           |
| No log        | 17.96 | 72   | 1.2825          | 0.6925   | 0.16            | 0.1175          | 0.0625          | 0.1025          | 0.11            | 0.35            | 0.2875          | 0.2925          | 0.0675          | 0.075           | 0.065            | 0.0625           | 0.55             |
| No log        | 18.96 | 76   | 1.2102          | 0.71     | 0.16            | 0.1175          | 0.0625          | 0.1025          | 0.135           | 0.365           | 0.29            | 0.31            | 0.0675          | 0.0775          | 0.08             | 0.0625           | 0.5925           |
| No log        | 19.96 | 80   | 1.1664          | 0.725    | 0.16            | 0.1175          | 0.0625          | 0.1125          | 0.1325          | 0.3675          | 0.3075          | 0.365           | 0.0775          | 0.0775          | 0.08             | 0.0625           | 0.6025           |
| No log        | 20.96 | 84   | 1.1363          | 0.735    | 0.16            | 0.12            | 0.0625          | 0.115           | 0.145           | 0.3725          | 0.3275          | 0.3775          | 0.0775          | 0.075           | 0.07             | 0.0625           | 0.6175           |
| No log        | 21.96 | 88   | 1.0745          | 0.74     | 0.16            | 0.1225          | 0.0625          | 0.1175          | 0.1325          | 0.375           | 0.355           | 0.4175          | 0.0775          | 0.0825          | 0.065            | 0.0625           | 0.6275           |
| No log        | 22.96 | 92   | 1.0377          | 0.7525   | 0.16            | 0.13            | 0.0625          | 0.115           | 0.1575          | 0.38            | 0.3775          | 0.4125          | 0.0825          | 0.075           | 0.07             | 0.0625           | 0.64             |
| No log        | 23.96 | 96   | 1.0321          | 0.74     | 0.16            | 0.1375          | 0.0625          | 0.115           | 0.165           | 0.3825          | 0.385           | 0.4375          | 0.08            | 0.0975          | 0.07             | 0.0625           | 0.66             |
| No log        | 24.96 | 100  | 0.9702          | 0.76     | 0.1625          | 0.15            | 0.0625          | 0.11            | 0.1725          | 0.385           | 0.4075          | 0.455           | 0.0825          | 0.0975          | 0.0725           | 0.0625           | 0.68             |
| No log        | 25.96 | 104  | 0.9861          | 0.7525   | 0.1675          | 0.1525          | 0.0625          | 0.1125          | 0.1825          | 0.395           | 0.4             | 0.4675          | 0.0825          | 0.115           | 0.0675           | 0.07             | 0.6825           |
| No log        | 26.96 | 108  | 0.9339          | 0.7525   | 0.16            | 0.15            | 0.0625          | 0.1175          | 0.195           | 0.4075          | 0.4275          | 0.4825          | 0.0875          | 0.13            | 0.07             | 0.095            | 0.7025           |
| No log        | 27.96 | 112  | 0.9362          | 0.7575   | 0.1625          | 0.1425          | 0.0625          | 0.1175          | 0.1925          | 0.4175          | 0.43            | 0.515           | 0.095           | 0.14            | 0.0675           | 0.105            | 0.71             |
| No log        | 28.96 | 116  | 0.8872          | 0.755    | 0.165           | 0.15            | 0.0625          | 0.1175          | 0.2             | 0.4275          | 0.4325          | 0.53            | 0.095           | 0.1425          | 0.07             | 0.125            | 0.7425           |
| No log        | 29.96 | 120  | 0.8939          | 0.7675   | 0.1625          | 0.15            | 0.0625          | 0.1175          | 0.2             | 0.4475          | 0.4325          | 0.55            | 0.1             | 0.1425          | 0.085            | 0.1325           | 0.7175           |
| No log        | 30.96 | 124  | 0.8767          | 0.7475   | 0.16            | 0.1575          | 0.0625          | 0.12            | 0.195           | 0.4425          | 0.4475          | 0.545           | 0.1             | 0.1525          | 0.0925           | 0.2025           | 0.7575           |
| No log        | 31.96 | 128  | 0.8658          | 0.76     | 0.165           | 0.17            | 0.0625          | 0.1225          | 0.195           | 0.455           | 0.455           | 0.555           | 0.1025          | 0.1375          | 0.11             | 0.245            | 0.7375           |
| No log        | 32.96 | 132  | 0.8736          | 0.7625   | 0.165           | 0.1875          | 0.0625          | 0.125           | 0.195           | 0.465           | 0.45            | 0.5625          | 0.105           | 0.155           | 0.0975           | 0.275            | 0.7575           |
| No log        | 33.96 | 136  | 0.8380          | 0.7625   | 0.1675          | 0.21            | 0.0625          | 0.125           | 0.195           | 0.465           | 0.4625          | 0.565           | 0.1175          | 0.13            | 0.115            | 0.3225           | 0.755            |
| No log        | 34.96 | 140  | 0.8386          | 0.7725   | 0.1675          | 0.2325          | 0.0625          | 0.1275          | 0.1975          | 0.4675          | 0.4575          | 0.575           | 0.12            | 0.125           | 0.13             | 0.345            | 0.765            |
| No log        | 35.96 | 144  | 0.8610          | 0.755    | 0.17            | 0.2425          | 0.0625          | 0.1275          | 0.19            | 0.4625          | 0.4725          | 0.5875          | 0.13            | 0.105           | 0.18             | 0.39             | 0.755            |
| No log        | 36.96 | 148  | 0.8444          | 0.76     | 0.17            | 0.255           | 0.0625          | 0.1325          | 0.2             | 0.4575          | 0.4675          | 0.595           | 0.12            | 0.1475          | 0.22             | 0.445            | 0.7525           |
| No log        | 37.96 | 152  | 0.8845          | 0.75     | 0.1725          | 0.2725          | 0.0625          | 0.1375          | 0.205           | 0.46            | 0.475           | 0.59            | 0.1425          | 0.175           | 0.255            | 0.45             | 0.7575           |
| No log        | 38.96 | 156  | 0.8464          | 0.7625   | 0.18            | 0.275           | 0.0625          | 0.145           | 0.2075          | 0.4675          | 0.4825          | 0.5925          | 0.18            | 0.22            | 0.265            | 0.51             | 0.755            |
| No log        | 39.96 | 160  | 0.8539          | 0.7575   | 0.1825          | 0.2825          | 0.065           | 0.1475          | 0.215           | 0.48            | 0.515           | 0.6025          | 0.2             | 0.2425          | 0.2725           | 0.5275           | 0.755            |
| No log        | 40.96 | 164  | 0.8697          | 0.76     | 0.185           | 0.2775          | 0.0675          | 0.1525          | 0.23            | 0.485           | 0.5325          | 0.605           | 0.2175          | 0.21            | 0.29             | 0.53             | 0.7625           |
| No log        | 41.96 | 168  | 0.8395          | 0.775    | 0.185           | 0.2825          | 0.075           | 0.16            | 0.2225          | 0.4925          | 0.54            | 0.6             | 0.225           | 0.225           | 0.2875           | 0.5725           | 0.77             |
| No log        | 42.96 | 172  | 0.8570          | 0.7675   | 0.1875          | 0.285           | 0.08            | 0.1575          | 0.2275          | 0.485           | 0.5475          | 0.61            | 0.2325          | 0.2325          | 0.3075           | 0.6075           | 0.7525           |
| No log        | 43.96 | 176  | 0.8462          | 0.765    | 0.195           | 0.28            | 0.08            | 0.165           | 0.2325          | 0.49            | 0.5425          | 0.6125          | 0.2475          | 0.2425          | 0.3125           | 0.6225           | 0.755            |
| No log        | 44.96 | 180  | 0.8563          | 0.765    | 0.195           | 0.2825          | 0.085           | 0.1775          | 0.235           | 0.495           | 0.535           | 0.6075          | 0.2975          | 0.22            | 0.3175           | 0.62             | 0.75             |
| No log        | 45.96 | 184  | 0.8670          | 0.7675   | 0.195           | 0.28            | 0.085           | 0.1825          | 0.24            | 0.4975          | 0.54            | 0.615           | 0.3525          | 0.215           | 0.325            | 0.6375           | 0.76             |
| No log        | 46.96 | 188  | 0.8708          | 0.77     | 0.195           | 0.29            | 0.0925          | 0.185           | 0.2375          | 0.4975          | 0.535           | 0.6125          | 0.365           | 0.2275          | 0.3175           | 0.64             | 0.7575           |
| No log        | 47.96 | 192  | 0.8535          | 0.7675   | 0.19            | 0.29            | 0.095           | 0.2075          | 0.24            | 0.4975          | 0.5375          | 0.6125          | 0.4025          | 0.24            | 0.35             | 0.6575           | 0.755            |
| No log        | 48.96 | 196  | 0.8592          | 0.765    | 0.19            | 0.285           | 0.0975          | 0.2175          | 0.2425          | 0.495           | 0.54            | 0.615           | 0.4175          | 0.2375          | 0.365            | 0.6575           | 0.7475           |
| No log        | 49.96 | 200  | 0.8717          | 0.765    | 0.19            | 0.2925          | 0.1             | 0.235           | 0.25            | 0.5             | 0.545           | 0.6125          | 0.4325          | 0.25            | 0.3725           | 0.66             | 0.76             |
| No log        | 50.96 | 204  | 0.8684          | 0.765    | 0.1925          | 0.2975          | 0.105           | 0.245           | 0.2575          | 0.5025          | 0.545           | 0.61            | 0.4475          | 0.2775          | 0.3775           | 0.675            | 0.7625           |
| No log        | 51.96 | 208  | 0.8662          | 0.76     | 0.1925          | 0.295           | 0.1025          | 0.245           | 0.2625          | 0.5025          | 0.55            | 0.6175          | 0.455           | 0.2925          | 0.39             | 0.68             | 0.76             |
| No log        | 52.96 | 212  | 0.8718          | 0.7625   | 0.1925          | 0.295           | 0.1075          | 0.2525          | 0.2625          | 0.5025          | 0.55            | 0.6225          | 0.485           | 0.3075          | 0.4125           | 0.6825           | 0.755            |
| No log        | 53.96 | 216  | 0.8798          | 0.76     | 0.195           | 0.295           | 0.11            | 0.265           | 0.2625          | 0.505           | 0.5475          | 0.6275          | 0.495           | 0.3175          | 0.4275           | 0.68             | 0.7475           |
| No log        | 54.96 | 220  | 0.8703          | 0.7575   | 0.2             | 0.2975          | 0.11            | 0.2675          | 0.2675          | 0.5075          | 0.545           | 0.6225          | 0.4975          | 0.3275          | 0.435            | 0.6825           | 0.745            |
| No log        | 55.96 | 224  | 0.8622          | 0.765    | 0.2             | 0.3             | 0.11            | 0.265           | 0.27            | 0.51            | 0.545           | 0.625           | 0.505           | 0.33            | 0.435            | 0.69             | 0.7525           |
| No log        | 56.96 | 228  | 0.8590          | 0.77     | 0.2             | 0.3             | 0.11            | 0.27            | 0.2675          | 0.5125          | 0.5475          | 0.6325          | 0.5075          | 0.34            | 0.4375           | 0.6875           | 0.76             |
| No log        | 57.96 | 232  | 0.8572          | 0.7725   | 0.2             | 0.3025          | 0.11            | 0.27            | 0.2675          | 0.51            | 0.5475          | 0.6325          | 0.5175          | 0.34            | 0.44             | 0.6875           | 0.7575           |
| No log        | 58.96 | 236  | 0.8570          | 0.7725   | 0.2             | 0.3025          | 0.1125          | 0.2725          | 0.2675          | 0.51            | 0.55            | 0.6325          | 0.5225          | 0.34            | 0.445            | 0.6875           | 0.76             |
| No log        | 59.96 | 240  | 0.8574          | 0.77     | 0.2             | 0.3             | 0.1125          | 0.2725          | 0.2675          | 0.51            | 0.55            | 0.63            | 0.525           | 0.3425          | 0.445            | 0.6875           | 0.7575           |


### Framework versions

- Transformers 4.26.1
- Pytorch 1.13.1.post200
- Datasets 2.9.0
- Tokenizers 0.13.2