Vidore-benchmark

Deprecated

- Deprecate the `interpretability` module

Build

- Fix and update conflicts for package dependencies

- Rename ColPali model alias to match model name (use `--model-name vidore/colpali` instead of `--model-name vidore/colpali-v1.2` with the `vidore-benchmark evaluate-retriever` CLI)
- Use the ColPali model name to load ColPaliProcessor instead of the PaliGemma one

Fixed

- Add missing `model.eval()` to all vision retrievers to make results deterministic

Added

- Add "Ruff" and "Test" CI pipelines
- Add upper bound for `colpali-engine` to prevent eventual breaking changes

Changed

- Remove unused deps from `pyproject`
- Clean `pyproject`
- Bump `colpali-engine` to `v0.3.0` and adapt code for the new API
- Replace black with ruff linter
- Add better ColPali model loading

Removed

- Remove duplicate code with `colpali-engine` (e.g. remove `ColPaliProcessor`, `ColPaliScorer`...)

Fixed

- Change typing to support Python 3.9
- Fix the `generate_similarity_maps` CLI
- Various fixes

- Fix typo when making `model_name` configurable in previous release
- Fix wrong image processing for ColPali

Changed

- Make `model_name` configurable in `ColPaliRetriever` as optional arg
- Tweak `EvalManager`
- Tweak `ColPaliProcessor`
- Improve tests

Changed

- Add the `colpali-engine` dependency
- Add `sentence-transformers` to compulsory dependencies
- Bump ColPali to v1.2 [[model card]](https://huggingface.co/vidore/colpali-v1.2)
- Remove the `baselines` dependency group