Upload 11 files
Browse files- .gitattributes +31 -0
- .gitignore +1 -0
- README.md +57 -0
- added_tokens.json +12 -0
- config.json +187 -0
- preprocessor_config.json +24 -0
- pytorch_model.bin +3 -0
- sentencepiece.bpe.model +3 -0
- special_tokens_map.json +26 -0
- tokenizer.json +0 -0
- tokenizer_config.json +22 -0
.gitattributes
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.gitignore
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.DS_Store
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README.md
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---
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license: mit
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pipeline_tag: document-question-answering
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tags:
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- donut
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- image-to-text
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- vision
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widget:
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- text: "What is the invoice number?"
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src: "https://huggingface.co/spaces/impira/docquery/resolve/2359223c1837a7587402bda0f2643382a6eefeab/invoice.png"
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- text: "What is the purchase amount?"
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src: "https://huggingface.co/spaces/impira/docquery/resolve/2359223c1837a7587402bda0f2643382a6eefeab/contract.jpeg"
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---
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# Donut (base-sized model, fine-tuned on DocVQA)
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Donut model fine-tuned on DocVQA. It was introduced in the paper [OCR-free Document Understanding Transformer](https://arxiv.org/abs/2111.15664) by Geewok et al. and first released in [this repository](https://github.com/clovaai/donut).
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Disclaimer: The team releasing Donut did not write a model card for this model so this model card has been written by the Hugging Face team.
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## Model description
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Donut consists of a vision encoder (Swin Transformer) and a text decoder (BART). Given an image, the encoder first encodes the image into a tensor of embeddings (of shape batch_size, seq_len, hidden_size), after which the decoder autoregressively generates text, conditioned on the encoding of the encoder.
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![model image](https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/transformers/model_doc/donut_architecture.jpg)
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## Intended uses & limitations
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This model is fine-tuned on DocVQA, a document visual question answering dataset.
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We refer to the [documentation](https://huggingface.co/docs/transformers/main/en/model_doc/donut) which includes code examples.
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### BibTeX entry and citation info
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```bibtex
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@article{DBLP:journals/corr/abs-2111-15664,
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author = {Geewook Kim and
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Teakgyu Hong and
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Moonbin Yim and
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Jinyoung Park and
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Jinyeong Yim and
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Wonseok Hwang and
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Sangdoo Yun and
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Dongyoon Han and
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Seunghyun Park},
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title = {Donut: Document Understanding Transformer without {OCR}},
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journal = {CoRR},
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volume = {abs/2111.15664},
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year = {2021},
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url = {https://arxiv.org/abs/2111.15664},
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eprinttype = {arXiv},
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eprint = {2111.15664},
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timestamp = {Thu, 02 Dec 2021 10:50:44 +0100},
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biburl = {https://dblp.org/rec/journals/corr/abs-2111-15664.bib},
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bibsource = {dblp computer science bibliography, https://dblp.org}
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}
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```
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added_tokens.json
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{
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"</s_answer>": 57523,
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"</s_question>": 57524,
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"<no/>": 57525,
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}
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config.json
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"tie_word_embeddings": false,
|
185 |
+
"torch_dtype": "float32",
|
186 |
+
"transformers_version": null
|
187 |
+
}
|
preprocessor_config.json
ADDED
@@ -0,0 +1,24 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"do_align_long_axis": false,
|
3 |
+
"do_normalize": true,
|
4 |
+
"do_pad": true,
|
5 |
+
"do_resize": true,
|
6 |
+
"do_thumbnail": true,
|
7 |
+
"feature_extractor_type": "DonutFeatureExtractor",
|
8 |
+
"image_mean": [
|
9 |
+
0.5,
|
10 |
+
0.5,
|
11 |
+
0.5
|
12 |
+
],
|
13 |
+
"image_std": [
|
14 |
+
0.5,
|
15 |
+
0.5,
|
16 |
+
0.5
|
17 |
+
],
|
18 |
+
"processor_class": "DonutProcessor",
|
19 |
+
"resample": 2,
|
20 |
+
"size": [
|
21 |
+
1920,
|
22 |
+
2560
|
23 |
+
]
|
24 |
+
}
|
pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:0783ed4980d064d84f627839e5c0676f807c4379756e3722f8c64c3cd4f92daf
|
3 |
+
size 803430203
|
sentencepiece.bpe.model
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:cb9e3dce4c326195d08fc3dd0f7e2eee1da8595c847bf4c1a9c78b7a82d47e2d
|
3 |
+
size 1296245
|
special_tokens_map.json
ADDED
@@ -0,0 +1,26 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"additional_special_tokens": [
|
3 |
+
"</s_answer>",
|
4 |
+
"</s_question>",
|
5 |
+
"<no/>",
|
6 |
+
"<s_answer>",
|
7 |
+
"<s_docvqa>",
|
8 |
+
"<s_iitcdip>",
|
9 |
+
"<s_question>",
|
10 |
+
"<s_synthdog>",
|
11 |
+
"<yes/>"
|
12 |
+
],
|
13 |
+
"bos_token": "<s>",
|
14 |
+
"cls_token": "<s>",
|
15 |
+
"eos_token": "</s>",
|
16 |
+
"mask_token": {
|
17 |
+
"content": "<mask>",
|
18 |
+
"lstrip": true,
|
19 |
+
"normalized": true,
|
20 |
+
"rstrip": false,
|
21 |
+
"single_word": false
|
22 |
+
},
|
23 |
+
"pad_token": "<pad>",
|
24 |
+
"sep_token": "</s>",
|
25 |
+
"unk_token": "<unk>"
|
26 |
+
}
|
tokenizer.json
ADDED
The diff for this file is too large to render.
See raw diff
|
|
tokenizer_config.json
ADDED
@@ -0,0 +1,22 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"bos_token": "<s>",
|
3 |
+
"cls_token": "<s>",
|
4 |
+
"eos_token": "</s>",
|
5 |
+
"from_slow": true,
|
6 |
+
"mask_token": {
|
7 |
+
"__type": "AddedToken",
|
8 |
+
"content": "<mask>",
|
9 |
+
"lstrip": true,
|
10 |
+
"normalized": true,
|
11 |
+
"rstrip": false,
|
12 |
+
"single_word": false
|
13 |
+
},
|
14 |
+
"name_or_path": "naver-clova-ix/donut-base-finetuned-docvqa",
|
15 |
+
"pad_token": "<pad>",
|
16 |
+
"processor_class": "DonutProcessor",
|
17 |
+
"sep_token": "</s>",
|
18 |
+
"sp_model_kwargs": {},
|
19 |
+
"special_tokens_map_file": null,
|
20 |
+
"tokenizer_class": "XLMRobertaTokenizer",
|
21 |
+
"unk_token": "<unk>"
|
22 |
+
}
|