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Hooks Part 2 - TransformerOptionsHook and AdditionalModelsHook (#6377)
* Add 'sigmas' to transformer_options so that downstream code can know about the full scope of current sampling run, fix Hook Keyframes' guarantee_steps=1 inconsistent behavior with sampling split across different Sampling nodes/sampling runs by referencing 'sigmas' * Cleaned up hooks.py, refactored Hook.should_register and add_hook_patches to use target_dict instead of target so that more information can be provided about the current execution environment if needed * Refactor WrapperHook into TransformerOptionsHook, as there is no need to separate out Wrappers/Callbacks/Patches into different hook types (all affect transformer_options) * Refactored HookGroup to also store a dictionary of hooks separated by hook_type, modified necessary code to no longer need to manually separate out hooks by hook_type * In inner_sample, change "sigmas" to "sampler_sigmas" in transformer_options to not conflict with the "sigmas" that will overwrite "sigmas" in _calc_cond_batch * Refactored 'registered' to be HookGroup instead of a list of Hooks, made AddModelsHook operational and compliant with should_register result, moved TransformerOptionsHook handling out of ModelPatcher.register_all_hook_patches, support patches in TransformerOptionsHook properly by casting any patches/wrappers/hooks to proper device at sample time * Made hook clone code sane, made clear ObjectPatchHook and SetInjectionsHook are not yet operational * Fix performance of hooks when hooks are appended via Cond Pair Set Props nodes by properly caching between positive and negative conds, make hook_patches_backup behave as intended (in the case that something pre-registers WeightHooks on the ModelPatcher instead of registering it at sample time) * Filter only registered hooks on self.conds in CFGGuider.sample * Make hook_scope functional for TransformerOptionsHook * removed 4 whitespace lines to satisfy Ruff, * Add a get_injections function to ModelPatcher * Made TransformerOptionsHook contribute to registered hooks properly, added some doc strings and removed a so-far unused variable * Rename AddModelsHooks to AdditionalModelsHook, rename SetInjectionsHook to InjectionsHook (not yet implemented, but at least getting the naming figured out) * Clean up a typehint
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@@ -246,7 +246,7 @@ class SetClipHooks:
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CATEGORY = "advanced/hooks/clip"
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FUNCTION = "apply_hooks"
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def apply_hooks(self, clip: 'CLIP', schedule_clip: bool, apply_to_conds: bool, hooks: comfy.hooks.HookGroup=None):
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def apply_hooks(self, clip: CLIP, schedule_clip: bool, apply_to_conds: bool, hooks: comfy.hooks.HookGroup=None):
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if hooks is not None:
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clip = clip.clone()
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if apply_to_conds:
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@@ -255,7 +255,7 @@ class SetClipHooks:
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clip.use_clip_schedule = schedule_clip
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if not clip.use_clip_schedule:
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clip.patcher.forced_hooks.set_keyframes_on_hooks(None)
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clip.patcher.register_all_hook_patches(hooks.get_dict_repr(), comfy.hooks.EnumWeightTarget.Clip)
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clip.patcher.register_all_hook_patches(hooks, comfy.hooks.create_target_dict(comfy.hooks.EnumWeightTarget.Clip))
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return (clip,)
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class ConditioningTimestepsRange:
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