| from upcunet_v3 import RealWaifuUpScaler
|
| import gradio as gr
|
| import time
|
| import logging
|
| import os
|
| from PIL import ImageOps
|
| import numpy as np
|
| import math
|
|
|
|
|
| def greet(input_img, input_model_name, input_tile_mode):
|
|
|
|
|
|
|
|
|
| input_img = np.array(input_img)
|
| if input_model_name not in model_cache:
|
| t1 = time.time()
|
| upscaler = RealWaifuUpScaler(input_model_name[2], ModelPath + input_model_name, half=False, device="cpu")
|
| t2 = time.time()
|
| logger.info(f'load model time, {t2 - t1}')
|
| model_cache[input_model_name] = upscaler
|
| else:
|
| upscaler = model_cache[input_model_name]
|
| logger.info(f'load model from cache')
|
|
|
| start = time.time()
|
| result = upscaler(input_img, tile_mode=input_tile_mode)
|
| end = time.time()
|
| logger.info(f'input_model_name, {input_model_name}')
|
| logger.info(f'input_tile_mode, {input_tile_mode}')
|
| logger.info(f'input shape, {input_img.shape}')
|
| logger.info(f'output shape, {result.shape}')
|
| logger.info(f'speed time, {end - start}')
|
| return result
|
|
|
|
|
| if __name__ == '__main__':
|
| logging.basicConfig(level=logging.INFO, format="[%(asctime)s] [%(process)d] [%(levelname)s] %(message)s")
|
| logger = logging.getLogger()
|
|
|
| ModelPath = "weights_v3/"
|
| model_cache = {}
|
|
|
| input_model_name = gr.inputs.Dropdown(os.listdir(ModelPath), default="up2x-latest-denoise2x.pth", label='选择model')
|
| input_tile_mode = gr.inputs.Dropdown([0, 1, 2, 3, 4], default=2, label='选择tile_mode')
|
| input_img = gr.inputs.Image(label='image', type='pil')
|
|
|
| inputs = [input_img, input_model_name, input_tile_mode]
|
| outputs = "image"
|
| iface = gr.Interface(fn=greet,
|
| inputs=inputs,
|
| outputs=outputs,
|
| allow_screenshot=False,
|
| allow_flagging='never',
|
| examples=[['test-img.jpg', "up2x-latest-denoise2x.pth", 2]],
|
| article='[https://github.com/bilibili/ailab/tree/main/Real-CUGAN](https://github.com/bilibili/ailab/tree/main/Real-CUGAN)<br>'
|
| '感谢b站开源的项目，图片过大会导致内存不足，所有我将图片裁剪小，想体验大图片的效果请自行前往上面的链接。<br>'
|
| '修改bbb'
|
| 'The large image will lead to memory limit exceeded. So I crop and resize image. '
|
| 'If you want to experience the large image, please go to the link above.')
|
| iface.launch()
|
|
|
