AndreaHuang97
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- README.md +18 -0
- added_tokens.json +4 -0
- config.json +31 -0
- merges.txt +0 -0
- preprocessor_config.json +4 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +15 -0
- tokenizer.json +0 -0
- tokenizer_config.json +288 -0
- vocab.json +0 -0
README.md
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---
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language:
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- en
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---
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# MarkupLM
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**Multimodal (text +markup language) pre-training for [Document AI](https://www.microsoft.com/en-us/research/project/document-ai/)**
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## Introduction
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MarkupLM is a simple but effective multi-modal pre-training method of text and markup language for visually-rich document understanding and information extraction tasks, such as webpage QA and webpage information extraction. MarkupLM archives the SOTA results on multiple datasets. For more details, please refer to our paper:
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[MarkupLM: Pre-training of Text and Markup Language for Visually-rich Document Understanding](https://arxiv.org/abs/2110.08518) Junlong Li, Yiheng Xu, Lei Cui, Furu Wei, ACL 2022
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## Usage
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We refer to the [docs](https://huggingface.co/docs/transformers/main/en/model_doc/markuplm) and [demo notebooks](https://github.com/NielsRogge/Transformers-Tutorials/tree/master/MarkupLM).
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added_tokens.json
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{
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"<end-of-node>": 50266,
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"[empty-title]": 50265
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}
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config.json
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{
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"architectures": [
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"MarkupLMForPretraining"
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],
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"attention_probs_dropout_prob": 0.1,
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"bos_token_id": 0,
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"classifier_dropout": null,
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"eos_token_id": 2,
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"gradient_checkpointing": false,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_norm_eps": 1e-05,
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"max_depth": 50,
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"max_position_embeddings": 514,
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"max_xpath_subs_unit_embeddings": 1024,
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"max_xpath_tag_unit_embeddings": 256,
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"model_type": "markuplm",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"torch_dtype": "float16",
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"transformers_version": "4.10.2",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 50267,
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"xpath_unit_hidden_size": 32
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}
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merges.txt
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preprocessor_config.json
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{
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"feature_extractor_type": "MarkupLMFeatureExtractor",
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"processor_class": "MarkupLMProcessor"
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}
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:812da9c91ed2b8d807c15c610fad699893ae2e7163861a2675fc162bcd834185
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size 276526721
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special_tokens_map.json
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{
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"bos_token": "<s>",
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"cls_token": "<s>",
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"eos_token": "</s>",
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"mask_token": {
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"content": "<mask>",
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"lstrip": true,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"unk_token": "<unk>"
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}
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tokenizer.json
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tokenizer_config.json
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{
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"add_prefix_space": false,
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"bos_token": {
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"__type": "AddedToken",
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"content": "<s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"cls_token": {
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"__type": "AddedToken",
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"content": "<s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"eos_token": {
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"__type": "AddedToken",
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"content": "</s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"errors": "replace",
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"from_slow": true,
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"mask_token": {
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"__type": "AddedToken",
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"content": "<mask>",
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"lstrip": true,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"max_depth": 50,
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"max_width": 1000,
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"model_max_length": 512,
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"name_or_path": "microsoft/markuplm-base",
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"only_label_first_subword": true,
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"pad_token": {
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"__type": "AddedToken",
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"content": "<pad>",
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"lstrip": false,
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"normalized": true,
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},
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"single_word": false
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},
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"special_tokens_map_file": null,
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"tags_dict": {
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"a": 0,
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"abbr": 1,
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"acronym": 2,
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"address": 3,
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"clipPath": 33,
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"code": 34,
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"col": 35,
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"cursor": 39,
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"data": 40,
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"dd": 42,
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"del": 44,
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219 |
+
"pre": 157,
|
220 |
+
"progress": 158,
|
221 |
+
"q": 159,
|
222 |
+
"radialGradient": 160,
|
223 |
+
"rb": 161,
|
224 |
+
"rect": 162,
|
225 |
+
"rp": 163,
|
226 |
+
"rt": 164,
|
227 |
+
"rtc": 165,
|
228 |
+
"ruby": 166,
|
229 |
+
"s": 167,
|
230 |
+
"samp": 168,
|
231 |
+
"script": 169,
|
232 |
+
"section": 170,
|
233 |
+
"select": 171,
|
234 |
+
"set": 172,
|
235 |
+
"shadow": 173,
|
236 |
+
"slot": 174,
|
237 |
+
"small": 175,
|
238 |
+
"source": 176,
|
239 |
+
"spacer": 177,
|
240 |
+
"span": 178,
|
241 |
+
"stop": 179,
|
242 |
+
"strike": 180,
|
243 |
+
"strong": 181,
|
244 |
+
"style": 182,
|
245 |
+
"sub": 183,
|
246 |
+
"summary": 184,
|
247 |
+
"sup": 185,
|
248 |
+
"svg": 186,
|
249 |
+
"switch": 187,
|
250 |
+
"symbol": 188,
|
251 |
+
"table": 189,
|
252 |
+
"tbody": 190,
|
253 |
+
"td": 191,
|
254 |
+
"template": 192,
|
255 |
+
"text": 193,
|
256 |
+
"textPath": 194,
|
257 |
+
"textarea": 195,
|
258 |
+
"tfoot": 196,
|
259 |
+
"th": 197,
|
260 |
+
"thead": 198,
|
261 |
+
"time": 199,
|
262 |
+
"title": 200,
|
263 |
+
"tr": 201,
|
264 |
+
"track": 202,
|
265 |
+
"tref": 203,
|
266 |
+
"tspan": 204,
|
267 |
+
"tt": 205,
|
268 |
+
"u": 206,
|
269 |
+
"ul": 207,
|
270 |
+
"use": 208,
|
271 |
+
"var": 209,
|
272 |
+
"video": 210,
|
273 |
+
"view": 211,
|
274 |
+
"vkern": 212,
|
275 |
+
"wbr": 213,
|
276 |
+
"xmp": 214
|
277 |
+
},
|
278 |
+
"tokenizer_class": "MarkupLMTokenizer",
|
279 |
+
"trim_offsets": false,
|
280 |
+
"unk_token": {
|
281 |
+
"__type": "AddedToken",
|
282 |
+
"content": "<unk>",
|
283 |
+
"lstrip": false,
|
284 |
+
"normalized": true,
|
285 |
+
"rstrip": false,
|
286 |
+
"single_word": false
|
287 |
+
}
|
288 |
+
}
|
vocab.json
ADDED
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|