Add LayoutLM Model (#7064)
* first version * finish test docs readme model/config/tokenization class * apply make style and make quality * fix layoutlm GitHub link * fix conflict in index.rst and add layoutlm to pretrained_models.rst * fix bug in test_parents_and_children_in_mappings * reformat modeling_auto.py and tokenization_auto.py * fix bug in test_modeling_layoutlm.py * Update docs/source/model_doc/layoutlm.rst Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com> * Update docs/source/model_doc/layoutlm.rst Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com> * remove inh, add tokenizer fast, and update some doc * copy and rename necessary class from modeling_bert to modeling_layoutlm * Update src/transformers/configuration_layoutlm.py Co-authored-by: Lysandre Debut <lysandre@huggingface.co> * Update src/transformers/configuration_layoutlm.py Co-authored-by: Lysandre Debut <lysandre@huggingface.co> * Update src/transformers/configuration_layoutlm.py Co-authored-by: Lysandre Debut <lysandre@huggingface.co> * Update src/transformers/configuration_layoutlm.py Co-authored-by: Lysandre Debut <lysandre@huggingface.co> * Update src/transformers/modeling_layoutlm.py Co-authored-by: Lysandre Debut <lysandre@huggingface.co> * Update src/transformers/modeling_layoutlm.py Co-authored-by: Lysandre Debut <lysandre@huggingface.co> * Update src/transformers/modeling_layoutlm.py Co-authored-by: Lysandre Debut <lysandre@huggingface.co> * add mish to activations.py, import ACT2FN and import logging from utils Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com> Co-authored-by: Lysandre Debut <lysandre@huggingface.co>
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@@ -408,3 +408,11 @@ For a list that includes community-uploaded models, refer to `https://huggingfac
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| | | (see `details <https://github.com/laiguokun/Funnel-Transformer>`__) |
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+--------------------+------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+
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| LayoutLM | ``microsoft/layoutlm-base-uncased`` | | 12 layers, 768-hidden, 12-heads, 113M parameters |
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| | | (see `details <https://github.com/microsoft/unilm/tree/master/layoutlm>`__) |
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+ +------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+
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| | ``microsoft/layoutlm-large-uncased`` | | 24 layers, 1024-hidden, 16-heads, 343M parameters |
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| | | (see `details <https://github.com/microsoft/unilm/tree/master/layoutlm>`__) |
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+--------------------+------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+
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