Files
aszc-dev-ComfyUI-CoreMLSuite/coreml_suite/loaders.py
T
2023-10-30 00:41:24 +01:00

85 lines
2.2 KiB
Python

import os.path
from coremltools import ComputeUnit
from python_coreml_stable_diffusion.coreml_model import CoreMLModel
import folder_paths
from coreml_suite.logger import logger
class CoreMLLoader:
PACKAGE_DIRNAME = ""
@classmethod
def INPUT_TYPES(s):
return {
"required": {
"coreml_name": (list(s.coreml_filenames().keys()),),
"compute_unit": (
[
ComputeUnit.CPU_AND_NE.name,
ComputeUnit.CPU_AND_GPU.name,
ComputeUnit.ALL.name,
ComputeUnit.CPU_ONLY.name,
],
),
}
}
FUNCTION = "load"
CATEGORY = "Core ML Suite"
@classmethod
def coreml_filenames(cls):
extensions = (".mlmodelc", ".mlpackage")
all_paths = folder_paths.get_filename_list_(cls.PACKAGE_DIRNAME)[1]
coreml_paths = folder_paths.filter_files_extensions(all_paths, extensions)
return {os.path.split(p)[-1]: p for p in coreml_paths}
def load(self, coreml_name, compute_unit):
logger.info(f"Loading {coreml_name} to {compute_unit}")
coreml_path = self.coreml_filenames()[coreml_name]
sources = "compiled" if coreml_name.endswith(".mlmodelc") else "packages"
return self._load(coreml_path, compute_unit, sources)
def _load(self, coreml_path, compute_unit, sources):
return (CoreMLModel(coreml_path, compute_unit, sources),)
class CoreMLLoaderCkpt(CoreMLLoader):
PACKAGE_DIRNAME = "checkpoints"
RETURN_TYPES = ("MODEL", "CLIP", "VAE")
def load(self, coreml_name, compute_unit):
# TODO: Implement this
pass
class CoreMLLoaderTextEncoder(CoreMLLoader):
PACKAGE_DIRNAME = "clip"
RETURN_TYPES = ("CLIP",)
def load(self, coreml_name, compute_unit):
# TODO: Implement this
pass
class CoreMLLoaderUNet(CoreMLLoader):
PACKAGE_DIRNAME = "unet"
RETURN_TYPES = ("COREML_UNET",)
RETURN_NAMES = ("coreml_model",)
class CoreMLLoaderVAE(CoreMLLoader):
PACKAGE_DIRNAME = "vae"
RETURN_TYPES = ("VAE",)
def load(self, coreml_name, compute_unit):
# TODO: Implement this
pass