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* feat: add colqwen2 (wip) * tests: fix test_attention_outputs * tests: reduce hidden size to accelerate tests * tests: fix `test_attention_outputs` 🥳 * fix: fix wrong parent class for `ColQwen2ForRetrievalOutput` * fix: minor typing and style changes * chore: run `make style` * feat: remove redundant `max_num_visual_tokens` attribute in `ColQwen2Processor` * tests: tweak comments * style: apply ruff formatter * feat: move default values for `visual_prompt_prefix` and `query_prefix` * docs: update ColQwen2 model card * docs: tweak model cards * docs: add required example config checkpoint * tests: update expected scores in integration test * docs: tweak quickstart snippets * fix: address PR comments * tests: fix colqwen2 tests + tweak comment in colpali test * tests: unskip useful tests * fix: fix bug when `visual_prompt_prefix` or `query_prefix` is an empty string * fix: fix ColPali outputs when `return_dict == False` * fix: fix issue with PaliGemma output not being a dict * docs: set default dtype to bfloat16 in quickstart snippets * fix: fix error when `return_dict=False` in ColPali and ColQwen2 * tests: fix special tokens not being replaced in input_ids * style: fix lint * fix: `ColQwen2Processor`'s `padding_side` is now set from `processor_config.json` * fix: remove unused `padding_side` in ColQwen2 model * docs: update ColQwen2's model doc * fix: fix harcoded vlm backbone class in ColQwen2Config * fix: remove `padding_side` from ColQwen2Processor as should fed from kwargs * docs: fix typo in model docstring * docs: add illuin mention in model docs * fix: let `padding_size` be handled by `tokenizer_config.json` * docs: add colpali reference url in colqwen2's model doc * docs: add Hf mention in model docs * docs: add late interaction mention in model docs * docs: tweak colqwen2 model doc * docs: update reference checkpoint for ColPali to v1.3 * docs: simplify quickstart snippets * docs: remove redundant `.eval()` * refactor: use `can_return_tuple` decorator for ColPali and ColQwen2 * docs: fix copyright date * docs: add missing copyright in tests * fix: raise error when `initializer_range` is not in config * docs: remove redundant `.eval()` in colpali doc * fix: fix `get_text_config` now that Qwen2VL has a proper `text_config` attribute See https://github.com/huggingface/transformers/pull/37268 for details about changes in Qwen2VL's config. * fix: add missing `initializer_range` attribute in `ColQwen2Config` * fix: use `get_text_config` in `resize_token_embeddings` * update colwen2 with auto_docstring * docs: fix wrong copyright year * chore: remove `raise` as `initializer_range` has a default value in `ColQwen2Config` * refactor: merge `inner_forward` into `forward` * Refactor colqwen2 after refactoring of qwen2VL, use modular for modeling code * protect torch import in modular to protect in processing * protect torch import in modular to protect in processing * tests: fix hf model path in ColQwen2 integration test * docs: clarify `attn_implementation` and add comments * docs: add fallback snippet for using offline PIL dummy images * docs: temporarily revert attn_implementation to `None` while sdpa is not fixed * docs: tweaks in colpali/colqwen2 quick start snippets * fix: add missing flags to enable SDPA/Flex Attention in ColQwen2 model * fix: add missing changes in modular file * fix modeling tests --------- Co-authored-by: yonigozlan <yoni.gozlan@huggingface.co>
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Python
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Python