Files
InvokeAI/invokeai/backend/model_manager/load/model_loaders/generic_diffusers.py
2024-03-01 10:42:33 +11:00

36 lines
1.4 KiB
Python

# Copyright (c) 2024, Lincoln D. Stein and the InvokeAI Development Team
"""Class for simple diffusers model loading in InvokeAI."""
from pathlib import Path
from typing import Optional
from invokeai.backend.model_manager import (
AnyModel,
BaseModelType,
ModelFormat,
ModelRepoVariant,
ModelType,
SubModelType,
)
from invokeai.backend.model_manager.load.load_base import AnyModelLoader
from invokeai.backend.model_manager.load.load_default import ModelLoader
@AnyModelLoader.register(base=BaseModelType.Any, type=ModelType.CLIPVision, format=ModelFormat.Diffusers)
@AnyModelLoader.register(base=BaseModelType.Any, type=ModelType.T2IAdapter, format=ModelFormat.Diffusers)
class GenericDiffusersLoader(ModelLoader):
"""Class to load simple diffusers models."""
def _load_model(
self,
model_path: Path,
model_variant: Optional[ModelRepoVariant] = None,
submodel_type: Optional[SubModelType] = None,
) -> AnyModel:
model_class = self._get_hf_load_class(model_path)
if submodel_type is not None:
raise Exception(f"There are no submodels in models of type {model_class}")
variant = model_variant.value if model_variant else None
result: AnyModel = model_class.from_pretrained(model_path, torch_dtype=self._torch_dtype, variant=variant) # type: ignore
return result