Change model patcher logic

Janky MethodType -> Inheritance
#31
This commit is contained in:
City
2024-08-17 11:43:51 +02:00
parent e3f0a4b127
commit 4e848f7c95
+26 -27
View File
@@ -1,13 +1,14 @@
# (c) City96 || Apache-2.0 (apache.org/licenses/LICENSE-2.0)
import torch
import gguf
import types
import copy
import logging
import numpy as np
import comfy.sd
import comfy.utils
import comfy.model_management
import comfy.model_patcher
import folder_paths
from .ops import GGMLTensor, GGMLOps
@@ -63,37 +64,35 @@ class UnetLoaderGGUF:
if model is None:
logging.error("ERROR UNSUPPORTED UNET {}".format(unet_path))
raise RuntimeError("ERROR: Could not detect model type of: {}".format(unet_path))
self.patch_calculate_weight(model)
model = GGUFModelPatcher.clone(model)
return (model,)
def patch_calculate_weight(self, model):
def calculate_weight(self, patches, weight, key):
if isinstance(weight, GGMLTensor):
qtype = weight.tensor_type
# TODO: don't even store these in a custom format
if qtype in [gguf.GGMLQuantizationType.F32, gguf.GGMLQuantizationType.F16]:
return self.calculate_weight_orig(patches, weight, key)
else:
weight.patches.append((self.calculate_weight_orig, patches, key))
return weight
# TODO: Temporary fix for now
class GGUFModelPatcher(comfy.model_patcher.ModelPatcher):
def calculate_weight(self, patches, weight, key):
if isinstance(weight, GGMLTensor):
qtype = weight.tensor_type
# TODO: don't even store these in a custom format
if qtype in [gguf.GGMLQuantizationType.F32, gguf.GGMLQuantizationType.F16]:
return super().calculate_weight(patches, weight, key)
else:
return self.calculate_weight_orig(patches, weight, key)
weight.patches.append((super().calculate_weight, patches, key))
return weight
else:
return super().calculate_weight(patches, weight, key)
# make sure custom patch logic is used as to not mangle quants
model.calculate_weight_orig = model.calculate_weight
model.calculate_weight = types.MethodType(calculate_weight, model)
def clone(self, *args, **kwargs):
n = GGUFModelPatcher(self.model, self.load_device, self.offload_device, self.size, weight_inplace_update=self.weight_inplace_update)
n.patches = {}
for k in self.patches:
n.patches[k] = self.patches[k][:]
n.patches_uuid = self.patches_uuid
# make sure this logic is preserved for cloned patchers
def clone(self, *args, **kwargs):
new = self.clone_orig(*args, **kwargs)
new.calculate_weight_orig = new.calculate_weight
new.calculate_weight = types.MethodType(calculate_weight, model)
return new
model.clone_orig = model.clone
model.clone = types.MethodType(clone, model)
return model
n.object_patches = self.object_patches.copy()
n.model_options = copy.deepcopy(self.model_options)
n.backup = self.backup
n.object_patches_backup = self.object_patches_backup
return n
NODE_CLASS_MAPPINGS = {
"UnetLoaderGGUF": UnetLoaderGGUF,