Adding the LXMERT pretraining model (MultiModal languageXvision) to HuggingFace's suite of models (#5793)
* added template files for LXMERT and competed the configuration_lxmert.py * added modeling, tokization, testing, and finishing touched for lxmert [yet to be tested] * added model card for lxmert * cleaning up lxmert code * Update src/transformers/modeling_lxmert.py Co-authored-by: Lysandre Debut <lysandre@huggingface.co> * Update src/transformers/modeling_tf_lxmert.py Co-authored-by: Lysandre Debut <lysandre@huggingface.co> * Update src/transformers/modeling_tf_lxmert.py Co-authored-by: Lysandre Debut <lysandre@huggingface.co> * Update src/transformers/modeling_lxmert.py Co-authored-by: Lysandre Debut <lysandre@huggingface.co> * tested torch lxmert, changed documtention, updated outputs, and other small fixes * Update src/transformers/convert_pytorch_checkpoint_to_tf2.py Co-authored-by: Lysandre Debut <lysandre@huggingface.co> * Update src/transformers/convert_pytorch_checkpoint_to_tf2.py Co-authored-by: Lysandre Debut <lysandre@huggingface.co> * Update src/transformers/convert_pytorch_checkpoint_to_tf2.py Co-authored-by: Lysandre Debut <lysandre@huggingface.co> * renaming, other small issues, did not change TF code in this commit * added lxmert question answering model in pytorch * added capability to edit number of qa labels for lxmert * made answer optional for lxmert question answering * add option to return hidden_states for lxmert * changed default qa labels for lxmert * changed config archive path * squshing 3 commits: merged UI + testing improvments + more UI and testing * changed some variable names for lxmert * TF LXMERT * Various fixes to LXMERT * Final touches to LXMERT * AutoTokenizer order * Add LXMERT to index.rst and README.md * Merge commit test fixes + Style update * TensorFlow 2.3.0 sequential model changes variable names Remove inherited test * Update src/transformers/modeling_tf_pytorch_utils.py * Update docs/source/model_doc/lxmert.rst Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com> * Update docs/source/model_doc/lxmert.rst Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com> * Update src/transformers/modeling_tf_lxmert.py Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com> * added suggestions * Fixes * Final fixes for TF model * Fix docs Co-authored-by: Lysandre Debut <lysandre@huggingface.co> Co-authored-by: Lysandre <lysandre.debut@reseau.eseo.fr> Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
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@@ -363,4 +363,8 @@ For a list that includes community-uploaded models, refer to `https://huggingfac
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| | ``facebook/mbart-large-en-ro`` | | 24-layer, 1024-hidden, 16-heads, 610M parameters |
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| | | | mbart-large-cc25 model finetuned on WMT english romanian translation. |
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+-------------------+------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+
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+-------------------+------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+
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| Lxmert | ``lxmert-base-uncased`` | | 9-language layers, 9-relationship layers, and 12-cross-modality layers |
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| | | | 768-hidden, 12-heads (for each layer) ~ 228M parameters |
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| | | | Starting from lxmert-base checkpoint, trained on over 9 million image-text couplets from COCO, VisualGenome, GQA, VQA |
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+-------------------+------------------------------------------------------------+---------------------------------------------------------------------------------------------------------------------------------------+
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