IOPaint/lama_cleaner/model_manager.py
2022-07-14 16:49:03 +08:00

43 lines
1.2 KiB
Python

from lama_cleaner.model.lama import LaMa
from lama_cleaner.model.ldm import LDM
from lama_cleaner.model.zits import ZITS
from lama_cleaner.schema import Config
models = {
'lama': LaMa,
'ldm': LDM,
'zits': ZITS
}
class ModelManager:
def __init__(self, name: str, device):
self.name = name
self.device = device
self.model = self.init_model(name, device)
def init_model(self, name: str, device):
if name in models:
model = models[name](device)
else:
raise NotImplementedError(f"Not supported model: {name}")
return model
def is_downloaded(self, name: str) -> bool:
if name in models:
return models[name].is_downloaded()
else:
raise NotImplementedError(f"Not supported model: {name}")
def __call__(self, image, mask, config: Config):
return self.model(image, mask, config)
def switch(self, new_name: str):
if new_name == self.name:
return
try:
self.model = self.init_model(new_name, self.device)
self.name = new_name
except NotImplementedError as e:
raise e