Make torch compile node use wrapper instead of object_patch for the entire diffusion_models object, allowing key assotiations on diffusion_models to not break (loras, getting attributes, etc.)

This commit is contained in:
Jedrzej Kosinski 2025-05-20 04:57:10 -07:00
parent 87f9130778
commit ae78eda8f4

View File

@ -1,5 +1,40 @@
from __future__ import annotations
import torch
from comfy.patcher_extension import WrappersMP, WrapperExecutor
from typing import TYPE_CHECKING, Callable, Optional
if TYPE_CHECKING:
from comfy.model_patcher import ModelPatcher
COMPILE_KEY = "torch.compile"
def apply_torch_compile_factory(compiled_diffusion_model: Callable) -> Callable:
def apply_torch_compile_wrapper(executor: WrapperExecutor, *args, **kwargs):
try:
orig_diffusion_model = executor.class_obj.diffusion_model
executor.class_obj.diffusion_model = compiled_diffusion_model
return executor(*args, **kwargs)
finally:
executor.class_obj.diffusion_model = orig_diffusion_model
return apply_torch_compile_wrapper
def set_torch_compile_wrapper(model: ModelPatcher, backend: str, options: Optional[dict[str,str]]=None, *args, **kwargs):
# clear out any other torch.compile wrappers
model.remove_wrappers_with_key(WrappersMP.APPLY_MODEL, COMPILE_KEY)
# add torch.compile wrapper
wrapper_func = apply_torch_compile_factory(
torch.compile(
model=model.get_model_object("diffusion_model"),
backend=backend,
options=options,
),
)
model.add_wrapper_with_key(WrappersMP.APPLY_MODEL, COMPILE_KEY, wrapper_func)
class TorchCompileModel:
@classmethod
def INPUT_TYPES(s):
@ -14,7 +49,7 @@ class TorchCompileModel:
def patch(self, model, backend):
m = model.clone()
m.add_object_patch("diffusion_model", torch.compile(model=m.get_model_object("diffusion_model"), backend=backend))
set_torch_compile_wrapper(model=m, backend=backend)
return (m, )
NODE_CLASS_MAPPINGS = {