feat(model management): guess whether a VAE is for SDXL based on its name

This commit is contained in:
Kevin Turner 2023-09-20 12:03:15 -07:00
parent f222b871e9
commit e0f8274f49

View File

@ -1,4 +1,5 @@
import json
import re
from dataclasses import dataclass
from pathlib import Path
from typing import Callable, Dict, Literal, Optional, Union
@ -469,16 +470,32 @@ class PipelineFolderProbe(FolderProbeBase):
class VaeFolderProbe(FolderProbeBase):
def get_base_type(self) -> BaseModelType:
if self._config_looks_like_sdxl():
return BaseModelType.StableDiffusionXL
elif self._name_looks_like_sdxl():
# but SD and SDXL VAE are the same shape (3-channel RGB to 4-channel float scaled down
# by a factor of 8), necessarily tell them apart by config hyperparameters.
return BaseModelType.StableDiffusionXL
else:
return BaseModelType.StableDiffusion1
def _config_looks_like_sdxl(self) -> bool:
# config values that distinguish Stability's SD 1.x VAE from their SDXL VAE.
config_file = self.folder_path / "config.json"
if not config_file.exists():
raise InvalidModelException(f"Cannot determine base type for {self.folder_path}")
with open(config_file, "r") as file:
config = json.load(file)
return (
BaseModelType.StableDiffusionXL
if config.get("scaling_factor", 0) == 0.13025 and config.get("sample_size") in [512, 1024]
else BaseModelType.StableDiffusion1
)
return config.get("scaling_factor", 0) == 0.13025 and config.get("sample_size") in [512, 1024]
def _name_looks_like_sdxl(self) -> bool:
return bool(re.search(r"xl\b", self._guess_name(), re.IGNORECASE))
def _guess_name(self) -> str:
name = self.folder_path.name
if name == "vae":
name = self.folder_path.parent.name
return name
class TextualInversionFolderProbe(FolderProbeBase):