automatic/modules/sd_unet.py

43 lines
1.6 KiB
Python

import os
from modules import shared, devices, files_cache
unet_dict = {}
def load_unet(model):
from diffusers import UNet2DConditionModel
from safetensors.torch import load_file
if shared.opts.sd_unet == 'None':
return
if shared.opts.sd_unet not in list(unet_dict):
shared.log.error(f'UNet model not found: {shared.opts.sd_unet}')
return
if not hasattr(model, 'unet') or model.unet is None:
shared.log.error('UNet not found in current model')
return
config_file = os.path.splitext(unet_dict[shared.opts.sd_unet])[0] + '.json'
if os.path.exists(config_file):
config = shared.readfile(config_file)
else:
config = None
config_file = 'default'
try:
shared.log.info(f'Loading UNet: name="{shared.opts.sd_unet}" file="{unet_dict[shared.opts.sd_unet]}" config="{config_file}"')
unet = UNet2DConditionModel.from_config(model.unet.config if config is None else config).to(devices.device, devices.dtype)
state_dict = load_file(unet_dict[shared.opts.sd_unet])
unet.load_state_dict(state_dict)
model.unet = unet.to(devices.device, devices.dtype_unet)
except Exception as e:
unet = None
shared.log.error(f'Failed to load UNet model: {e}')
return
def refresh_unet_list():
unet_dict.clear()
for file in files_cache.list_files(shared.opts.unet_dir, ext_filter=[".safetensors"]):
name = os.path.splitext(os.path.basename(file))[0]
unet_dict[name] = file
shared.log.debug(f'Available UNets: path="{shared.opts.unet_dir}" items={len(unet_dict)}')