Duplicate from microsoft/layoutlmv2-base-uncased
Browse filesCo-authored-by: Julien Chaumond <julien-c@users.noreply.huggingface.co>
- .gitattributes +16 -0
- README.md +17 -0
- config.json +31 -0
- preprocessor_config.json +7 -0
- pytorch_model.bin +3 -0
- vocab.txt +0 -0
.gitattributes
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README.md
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---
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language: en
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license: cc-by-nc-sa-4.0
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---
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# LayoutLMv2
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**Multimodal (text + layout/format + image) pre-training for document AI**
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The documentation of this model in the Transformers library can be found [here](https://huggingface.co/docs/transformers/model_doc/layoutlmv2).
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[Microsoft Document AI](https://www.microsoft.com/en-us/research/project/document-ai/) | [GitHub](https://github.com/microsoft/unilm/tree/master/layoutlmv2)
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## Introduction
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LayoutLMv2 is an improved version of LayoutLM with new pre-training tasks to model the interaction among text, layout, and image in a single multi-modal framework. It outperforms strong baselines and achieves new state-of-the-art results on a wide variety of downstream visually-rich document understanding tasks, including , including FUNSD (0.7895 β 0.8420), CORD (0.9493 β 0.9601), SROIE (0.9524 β 0.9781), Kleister-NDA (0.834 β 0.852), RVL-CDIP (0.9443 β 0.9564), and DocVQA (0.7295 β 0.8672).
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[LayoutLMv2: Multi-modal Pre-training for Visually-Rich Document Understanding](https://arxiv.org/abs/2012.14740)
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Yang Xu, Yiheng Xu, Tengchao Lv, Lei Cui, Furu Wei, Guoxin Wang, Yijuan Lu, Dinei Florencio, Cha Zhang, Wanxiang Che, Min Zhang, Lidong Zhou, ACL 2021
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config.json
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{
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"attention_probs_dropout_prob": 0.1,
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"coordinate_size": 128,
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"fast_qkv": true,
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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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"image_feature_pool_shape": [
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7,
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7,
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256
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],
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_norm_eps": 1e-12,
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"max_2d_position_embeddings": 1024,
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"max_position_embeddings": 512,
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"max_rel_2d_pos": 256,
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"max_rel_pos": 128,
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"model_type": "layoutlmv2",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"output_past": true,
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"pad_token_id": 0,
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"shape_size": 128,
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"rel_2d_pos_bins": 64,
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"rel_pos_bins": 32,
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"type_vocab_size": 2,
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"vocab_size": 30522
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}
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preprocessor_config.json
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{
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"apply_ocr": true,
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"do_resize": true,
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"feature_extractor_type": "LayoutLMv2FeatureExtractor",
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"resample": 2,
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"size": 224
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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 sha256:8cffd5ed065ff81e1e5c9a38968372c8541ecb8499999c89a8d9e10d65de3406
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size 802243295
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vocab.txt
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