inference.py

import os
import argparse
import sys

import numpy as np
import matplotlib.pyplot as plt

from colorizator import MangaColorizator

def process_image(image, colorizator, args):
    colorizator.set_image(image, args.size, args.denoiser, args.denoiser_sigma)
        
    return colorizator.colorize()
    
def colorize_single_image(image_path, save_path, colorizator, args):
    
        image = plt.imread(image_path)

        colorization = process_image(image, colorizator, args)
        
        plt.imsave(save_path, colorization)
        
        return True
    

def colorize_images(target_path, colorizator, args):
    images = os.listdir(args.path)
    
    for image_name in images:
        file_path = os.path.join(args.path, image_name)
        
        if os.path.isdir(file_path):
            continue
        
        name, ext = os.path.splitext(image_name)
        if (ext != '.png'):
            image_name = name + '.png'
        
        print(file_path)
        
        save_path = os.path.join(target_path, image_name)
        colorize_single_image(file_path, save_path, colorizator, args)
    
def parse_args():
    parser = argparse.ArgumentParser()
    parser.add_argument("-p", "--path", required=True)
    parser.add_argument("-gen", "--generator", default = 'networks/generator.zip')
    parser.add_argument("-ext", "--extractor", default = 'networks/extractor.pth')
    parser.add_argument('-g', '--gpu', dest = 'gpu', action = 'store_true')
    parser.add_argument('-nd', '--no_denoise', dest = 'denoiser', action = 'store_false')
    parser.add_argument("-ds", "--denoiser_sigma", type = int, default = 25)
    parser.add_argument("-s", "--size", type = int, default = 576)
    parser.set_defaults(gpu = False)
    parser.set_defaults(denoiser = True)
    args = parser.parse_args()
    
    return args

    
if __name__ == "__main__":
    
    args = parse_args()
    
    if args.gpu:
        device = 'cuda'
    else:
        device = 'cpu'
        
    colorizer = MangaColorizator(device, args.generator, args.extractor)
    
    if os.path.isdir(args.path):
        colorization_path = os.path.join(args.path, 'colorization')
        if not os.path.exists(colorization_path):
            os.makedirs(colorization_path)
              
        colorize_images(colorization_path, colorizer, args)
        
    elif os.path.isfile(args.path):
        
        split = os.path.splitext(args.path)
        
        if split[1].lower() in ('.jpg', '.png', ',jpeg'):
            new_image_path = split[0] + '_colorized' + '.png'
            
            colorize_single_image(args.path, new_image_path, colorizer, args)
        else:
            print('Wrong format')
    else:
        print('Wrong path')