from __future__ import annotations from typing import Callable class CallbacksMP: ON_CLONE = "on_clone" ON_LOAD = "on_load_after" ON_CLEANUP = "on_cleanup" ON_PRE_RUN = "on_pre_run" ON_PREPARE_STATE = "on_prepare_state" ON_APPLY_HOOKS = "on_apply_hooks" ON_REGISTER_ALL_HOOK_PATCHES = "on_register_all_hook_patches" ON_INJECT_MODEL = "on_inject_model" ON_EJECT_MODEL = "on_eject_model" @classmethod def init_callbacks(cls): return { cls.ON_CLONE: {None: []}, cls.ON_LOAD: {None: []}, cls.ON_CLEANUP: {None: []}, cls.ON_PRE_RUN: {None: []}, cls.ON_PREPARE_STATE: {None: []}, cls.ON_APPLY_HOOKS: {None: []}, cls.ON_REGISTER_ALL_HOOK_PATCHES: {None: []}, cls.ON_INJECT_MODEL: {None: []}, cls.ON_EJECT_MODEL: {None: []}, } class WrappersMP: OUTER_SAMPLE = "outer_sample" SAMPLER_SAMPLE = "sampler_sample" CALC_COND_BATCH = "calc_cond_batch" APPLY_MODEL = "apply_model" DIFFUSION_MODEL = "diffusion_model" @classmethod def init_wrappers(cls): return { cls.OUTER_SAMPLE: {None: []}, cls.SAMPLER_SAMPLE: {None: []}, cls.CALC_COND_BATCH: {None: []}, cls.APPLY_MODEL: {None: []}, cls.DIFFUSION_MODEL: {None: []}, } class WrapperExecutor: """Handles call stack of wrappers around a function in an ordered manner.""" def __init__(self, original: Callable, class_obj: object, wrappers: list[Callable], idx: int): self.original = original self.class_obj = class_obj self.wrappers = wrappers.copy() self.idx = idx self.is_last = idx == len(wrappers) def __call__(self, *args, **kwargs): """Calls the next wrapper in line or original function, whichever is appropriate.""" new_executor = self._create_next_executor() return new_executor.execute(*args, **kwargs) def execute(self, *args, **kwargs): """Used to initiate executor internally - DO NOT use this if you received executor in wrapper.""" args = list(args) kwargs = dict(kwargs) if self.is_last: return self.original(*args, **kwargs) return self.wrappers[self.idx](self, *args, **kwargs) def _create_next_executor(self) -> 'WrapperExecutor': new_idx = self.idx + 1 if new_idx > len(self.wrappers): raise Exception(f"Wrapper idx exceeded available wrappers; something went very wrong.") if self.class_obj is None: return WrapperExecutor.new_executor(self.original, self.wrappers, new_idx) return WrapperExecutor.new_class_executor(self.original, self.class_obj, self.wrappers, new_idx) @classmethod def new_executor(cls, original: Callable, wrappers: list[Callable], idx=0): return cls(original, class_obj=None, wrappers=wrappers, idx=idx) @classmethod def new_class_executor(cls, original: Callable, class_obj: object, wrappers: list[Callable], idx=0): return cls(original, class_obj, wrappers, idx=idx) class PatcherInjection: def __init__(self, inject: Callable, eject: Callable): self.inject = inject self.eject = eject