[Feat] TaylorSeer Cache (#12648)
* init taylor_seer cache
* make compatible with any tuple size returned
* use logger for printing, add warmup feature
* still update in warmup steps
* refractor, add docs
* add configurable cache, skip compute module
* allow special cache ids only
* add stop_predicts (cooldown)
* update docs
* apply ruff
* update to handle multple calls per timestep
* refractor to use state manager
* fix format & doc
* chores: naming, remove redundancy
* add docs
* quality & style
* fix taylor precision
* Apply style fixes
* add tests
* Apply style fixes
* Remove TaylorSeerCacheTesterMixin from flux2 tests
* rename identifiers, use more expressive taylor predict loop
* torch compile compatible
* Apply style fixes
* Update src/diffusers/hooks/taylorseer_cache.py
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
* update docs
* make fix-copies
* fix example usage.
* remove tests on flux kontext
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Co-authored-by: toilaluan <toilaluan@github.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
