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* 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 --------- 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>