Better llava next. (#29850)
* Better llava next.
- Batched forward with multiple image of different sizes (number of patches).
- Support training, for cases without any image.
- Support multi-image in same sequence. e.g: ["<image> <image> the first image is a dog while the second is a cat", "<image> <image> <image> <image> these 4 image are..."]
Current limitation:
- Haven't done testing
- Only support right padding (for training)
- left padding (batched generation) is not ready yet.
- PR not ready.
* fix bugs in batched generation
* add tests
* fix batch-gen bugs, left-padding positions and incorrect attention mask
* remove better modeling llava
* fix formatting
* fix test
* fix test
* fix testing
* fix test
* fix formatting
* Update src/transformers/models/llava_next/modeling_llava_next.py
add clarity
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>
* Update modeling_llava_next.py
remove assert
* fix bug modeling_llava_next.py
* update modeling
* fix bugs
* fix format
* fix error
* fix new_token_positions
* Update modeling_llava_next.py
* update formatting
* add args
* removecomments
* add slow tests for batched inference
* failing tf/flax tests
* this one ic correct
* Update src/transformers/models/llava_next/modeling_llava_next.py
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>
* fix docs
* make fixup
* more fixup
* add test for batch equivalence
* Update tests/models/llava_next/test_modeling_llava_next.py
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>
* Update src/transformers/models/llava_next/image_processing_llava_next.py
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>
* Update src/transformers/models/llava_next/image_processing_llava_next.py
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>
* Update src/transformers/models/llava_next/modeling_llava_next.py
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>
* Update src/transformers/models/llava_next/modeling_llava_next.py
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>
* Update src/transformers/models/llava_next/modeling_llava_next.py
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>
* Update src/transformers/models/llava_next/modeling_llava_next.py
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>
* Update src/transformers/models/llava_next/modeling_llava_next.py
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>
* Update src/transformers/models/llava_next/modeling_llava_next.py
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>
* pr comments
* hardcode padding side for bs=1
* update
* [run-slow] llava_next
* [run-slow] llava_next
* make fix-copies
---------
Co-authored-by: NGUYEN, Xuan Phi <x.nguyen@alibaba-inc.com>
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>
Co-authored-by: raushan <raushan@huggingface.co>
Co-authored-by: Raushan Turganbay <raushan.turganbay@alumni.nu.edu.kz>
