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change to 2024

* improvement: docs and type hints

* improvement: docs and type hints

minor refactor

* improvement: docs and type hints

* update with suggestions from review
Co-Authored-By: Dhruv Nair <dhruv.nair@gmail.com>

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Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

So that schedule_func() calls get_piecewise_constant_schedule() with correctly named kwarg.

* add constant lr with rules

* add constant with rules in TYPE_TO_SCHEDULER_FUNCTION

* add constant lr rate with rule

* hotfix code quality

* fix doc style

* change name constant_with_rules to piecewise constant

Add last_epoch arg to optimization.get_scheduler.

Allows the specification of the index of the last epoch when
resuming training.

* expose polynomial:power and cosine_with_restarts:num_cycles using get_scheduler func, add it to train_dreambooth.py

* fix formatting

* fix style

* Update src/diffusers/optimization.py
Co-authored-by: Pedro Cuenca <pedro@huggingface.co>
Co-authored-by: Pedro Cuenca <pedro@huggingface.co>

* Revive Make utils

* Add datasets for training too