Files
maepopi-Diffusers-in-ComfyUI/utils.py
T
2024-08-01 11:10:36 +02:00

29 lines
865 B
Python

import torch
import numpy as np
from torchvision.transforms import ToTensor
def convert_images_to_tensors(images):
return torch.stack([np.transpose(ToTensor()(image), (1, 2, 0)) for image in images])
def is_belong_to_blocks(key, blocks):
try:
for g in blocks:
if g in key:
return True
return False
except Exception as e:
raise type(e)(f'failed to is_belong_to_block, due to: {e}')
def filter_lora(state_dict, blocks_):
try:
return {k: v for k, v in state_dict.items() if is_belong_to_blocks(k, blocks_)}
except Exception as e:
raise type(e)(f'failed to filter_lora, due to: {e}')
def scale_lora(state_dict, alpha):
try:
return {k: v * alpha for k, v in state_dict.items()}
except Exception as e:
raise type(e)(f'failed to scale_lora, due to: {e}')