Add Idefics2 (#30253)
* Initial add model additions * Test * All weights loading * Can perform full forward pass * Local and remote the same * Matching local and remote * Fixup * Idefics2Model importable; fixup docstrings * Don't skip by default * Remove deprecated use_resampler arg * Remove self.config * DecoupledLinear takes config * Tidy up * Enable eager attention and tidy up * Most tests passing * Update for batch of processed images * Add image processor * Update doc pages * Update conversion script * Remove erroneous breakpoint * Remove accidendtal spelling change * Update to reflect changes on hub - make generate work * Fix up * Image processor tests * Update tests * Add a processor * Add a processor * Update convert script * Update modeling file - remove fixmes * Bug fix * Add processing test * Use processor * Fix up * Update src/transformers/models/idefics2/modeling_idefics2.py Co-authored-by: Victor SANH <victorsanh@gmail.com> * Update src/transformers/models/idefics2/modeling_idefics2.py Co-authored-by: Victor SANH <victorsanh@gmail.com> * Fix test * Update config - PR comments and defaults align with checkpoint * Reviewer comments * Add copied froms for flahs attention * Update src/transformers/models/idefics2/modeling_idefics2.py Co-authored-by: Victor SANH <victorsanh@gmail.com> * Apply suggestions from code review Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com> * Remove qk_layer_norm and freeze_layers functionality * Fix * Remove freeze_layer options from config * Sync with upstream main * Fix attention shapes siglip * Remove Llava-next refs - TO REBASE * Use AutoModel for text model * Add comment to explain vision embeddings * Fix issue with tie_word_embeddings * Address review comments * Fix and fix up * Chat templates for idefics * Fix copies * Fix * Add layer norms to FA2 * Fix tests * Apply suggestions from code review Co-authored-by: Victor SANH <victorsanh@gmail.com> * Fix * Review comments * Update src/transformers/models/idefics2/modeling_idefics2.py Co-authored-by: Victor SANH <victorsanh@gmail.com> * Update inputs merger * Merge weights in correct order * Update convert script * Update src/transformers/models/idefics2/processing_idefics2.py Co-authored-by: Victor SANH <victorsanh@gmail.com> * Update template * Model code examples (fix idefics too) * More review comments * Tidy up * Update processing * Fix attention mask preparation * Update inputs_merger inputs * Vectorize inputs_merger * Update src/transformers/models/idefics2/__init__.py Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com> * Update src/transformers/models/idefics2/modeling_idefics2.py * Review comments * saying bye to the `qk_layer_norms` * Simplify * Update latents * Remove erroneuous readme changes * Return images when applying chat template * Fix bug - prompt images are for a single sample * Update src/transformers/models/idefics2/modeling_idefics2.py * image splitting * fix test * some more comment * some comment * Apply suggestions from code review Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com> * Update src/transformers/models/idefics2/image_processing_idefics2.py Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com> * Update processor * Update model tests * Update src/transformers/models/idefics2/processing_idefics2.py Co-authored-by: Victor SANH <victorsanh@gmail.com> * Update src/transformers/models/idefics2/processing_idefics2.py Co-authored-by: Victor SANH <victorsanh@gmail.com> * Don't add BOS in template * Update src/transformers/models/idefics2/processing_idefics2.py Co-authored-by: Victor SANH <victorsanh@gmail.com> * Remove index in examples * Update tests to reflect #13 * Update src/transformers/models/idefics2/processing_idefics2.py Co-authored-by: Victor SANH <victorsanh@gmail.com> * PR comment - consistent typing * Update readme and model doc * Update docs * Update checkpoint references * Update examples * Fix and update tests * Small addition * Update tests - remove copied from as no ignore placement copy could be found * Update example * small fixes * Update docs/source/en/model_doc/idefics2.md Co-authored-by: Victor SANH <victorsanh@gmail.com> * Update docs/source/en/model_doc/idefics2.md Co-authored-by: Victor SANH <victorsanh@gmail.com> * Update README.md Co-authored-by: Victor SANH <victorsanh@gmail.com> * Connector model as bridge * Fix up * Fix up * Don't pass model inputs for generation kwargs update * IDEFICS-2 -> Idefics2 * Remove config archive name * IDEFICS-2 -> Idefics2 * Add back llava-next * Update readmes * Add requirements for processor tester * Use custom convert_to_rgb to avoid possible BC * Fix doc example * Fix doc example * Skip model doc tests - as model to large * More doc example - account for image splitting * Update src/transformers/image_transforms.py * Fix config doctest --------- Co-authored-by: Pablo Montalvo <39954772+molbap@users.noreply.github.com> Co-authored-by: ArthurZucker <arthur.zucker@gmail.com> Co-authored-by: Victor SANH <victorsanh@gmail.com> Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>
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@@ -402,6 +402,7 @@ Flax、PyTorch、TensorFlowをcondaでインストールする方法は、それ
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1. **[Hubert](https://huggingface.co/docs/transformers/model_doc/hubert)** (Facebook から) Wei-Ning Hsu, Benjamin Bolte, Yao-Hung Hubert Tsai, Kushal Lakhotia, Ruslan Salakhutdinov, Abdelrahman Mohamed から公開された研究論文: [HuBERT: Self-Supervised Speech Representation Learning by Masked Prediction of Hidden Units](https://arxiv.org/abs/2106.07447)
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1. **[I-BERT](https://huggingface.co/docs/transformers/model_doc/ibert)** (Berkeley から) Sehoon Kim, Amir Gholami, Zhewei Yao, Michael W. Mahoney, Kurt Keutzer から公開された研究論文: [I-BERT: Integer-only BERT Quantization](https://arxiv.org/abs/2101.01321)
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1. **[IDEFICS](https://huggingface.co/docs/transformers/model_doc/idefics)** (from HuggingFace) released with the paper [OBELICS: An Open Web-Scale Filtered Dataset of Interleaved Image-Text Documents](https://huggingface.co/papers/2306.16527) by Hugo Laurençon, Lucile Saulnier, Léo Tronchon, Stas Bekman, Amanpreet Singh, Anton Lozhkov, Thomas Wang, Siddharth Karamcheti, Alexander M. Rush, Douwe Kiela, Matthieu Cord, Victor Sanh.
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1. **[Idefics2](https://huggingface.co/docs/transformers/main/model_doc/idefics2)** (Hugging Face から) Léo Tronchon, Hugo Laurencon, Victor Sanh. から公開された研究論文 [IDEFICS2](https://huggingface.co/blog/idefics2)
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1. **[ImageGPT](https://huggingface.co/docs/transformers/model_doc/imagegpt)** (OpenAI から) Mark Chen, Alec Radford, Rewon Child, Jeffrey Wu, Heewoo Jun, David Luan, Ilya Sutskever から公開された研究論文: [Generative Pretraining from Pixels](https://openai.com/blog/image-gpt/)
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1. **[Informer](https://huggingface.co/docs/transformers/model_doc/informer)** (from Beihang University, UC Berkeley, Rutgers University, SEDD Company) released with the paper [Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting](https://arxiv.org/abs/2012.07436) by Haoyi Zhou, Shanghang Zhang, Jieqi Peng, Shuai Zhang, Jianxin Li, Hui Xiong, and Wancai Zhang.
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1. **[InstructBLIP](https://huggingface.co/docs/transformers/model_doc/instructblip)** (Salesforce から) Wenliang Dai, Junnan Li, Dongxu Li, Anthony Meng Huat Tiong, Junqi Zhao, Weisheng Wang, Boyang Li, Pascale Fung, Steven Hoi. から公開された研究論文 [InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning](https://arxiv.org/abs/2305.06500)
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