mirror of https://github.com/vladmandic/automatic
80 lines
2.4 KiB
Python
80 lines
2.4 KiB
Python
# Unified Tagger Interface - Dispatches to WaifuDiffusion or DeepBooru based on model selection
|
|
# Provides a common interface for the Booru Tags tab
|
|
|
|
from modules import shared
|
|
|
|
DEEPBOORU_MODEL = "DeepBooru"
|
|
|
|
|
|
def get_models() -> list:
|
|
"""Return combined list: DeepBooru + WaifuDiffusion models."""
|
|
from modules.interrogate import waifudiffusion
|
|
return [DEEPBOORU_MODEL] + waifudiffusion.get_models()
|
|
|
|
|
|
def refresh_models() -> list:
|
|
"""Refresh and return all models."""
|
|
return get_models()
|
|
|
|
|
|
def is_deepbooru(model_name: str) -> bool:
|
|
"""Check if selected model is DeepBooru."""
|
|
return model_name == DEEPBOORU_MODEL
|
|
|
|
|
|
def load_model(model_name: str) -> bool:
|
|
"""Load appropriate backend."""
|
|
if is_deepbooru(model_name):
|
|
from modules.interrogate import deepbooru
|
|
return deepbooru.load_model()
|
|
else:
|
|
from modules.interrogate import waifudiffusion
|
|
return waifudiffusion.load_model(model_name)
|
|
|
|
|
|
def unload_model():
|
|
"""Unload both backends to ensure memory is freed."""
|
|
from modules.interrogate import deepbooru, waifudiffusion
|
|
deepbooru.unload_model()
|
|
waifudiffusion.unload_model()
|
|
|
|
|
|
def tag(image, model_name: str = None, **kwargs) -> str:
|
|
"""Unified tagging - dispatch to correct backend.
|
|
|
|
Args:
|
|
image: PIL Image to tag
|
|
model_name: Model to use (DeepBooru or WaifuDiffusion model name)
|
|
**kwargs: Additional arguments passed to the backend
|
|
|
|
Returns:
|
|
Formatted tag string
|
|
"""
|
|
if model_name is None:
|
|
model_name = shared.opts.waifudiffusion_model
|
|
|
|
if is_deepbooru(model_name):
|
|
from modules.interrogate import deepbooru
|
|
return deepbooru.tag(image, **kwargs)
|
|
else:
|
|
from modules.interrogate import waifudiffusion
|
|
return waifudiffusion.tag(image, model_name=model_name, **kwargs)
|
|
|
|
|
|
def batch(model_name: str, **kwargs) -> str:
|
|
"""Unified batch processing.
|
|
|
|
Args:
|
|
model_name: Model to use (DeepBooru or WaifuDiffusion model name)
|
|
**kwargs: Additional arguments passed to the backend
|
|
|
|
Returns:
|
|
Combined tag results
|
|
"""
|
|
if is_deepbooru(model_name):
|
|
from modules.interrogate import deepbooru
|
|
return deepbooru.batch(model_name=model_name, **kwargs)
|
|
else:
|
|
from modules.interrogate import waifudiffusion
|
|
return waifudiffusion.batch(model_name=model_name, **kwargs)
|