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Create app.py

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  1. app.py +150 -0
app.py ADDED
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+ import gradio as gr
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+ import numpy as np
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+ import random
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+ import multiprocessing
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+ import subprocess
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+ import sys
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+ import time
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+ import signal
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+ import json
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+ import os
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+ import requests
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+
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+ from loguru import logger
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+ from decouple import config
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+
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+ from pathlib import Path
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+ from PIL import Image
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+ import io
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+
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+ URL="http://127.0.0.1"
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+ OUTPUT_DIR = config('OUTPUT_DIR')
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+ INPUT_DIR = config('INPUT_DIR')
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+ COMF_PATH = config('COMF_PATH')
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+
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+ import torch
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+
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+ import spaces
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+
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+ print(f"Is CUDA available: {torch.cuda.is_available()}")
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+ print(f"CUDA device: {torch.cuda.get_device_name(torch.cuda.current_device())}")
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+ print(torch.version.cuda)
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+ device = torch.cuda.get_device_name(torch.cuda.current_device())
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+ print(device)
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+
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+
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+ def read_prompt_from_file(filename):
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+ with open(filename, 'r', encoding='utf-8') as file:
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+ return json.load(file)
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+
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+ def wait_for_image_with_prefix(folder, prefix):
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+ def is_file_ready(file_path):
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+ initial_size = os.path.getsize(file_path)
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+ time.sleep(1)
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+ return initial_size == os.path.getsize(file_path)
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+
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+ files = os.listdir(folder)
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+ image_files = [f for f in files if f.lower().startswith(prefix.lower()) and
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+ f.lower().endswith(('.png', '.jpg', '.jpeg'))]
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+
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+ if image_files:
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+ # Sort by modification time to get the latest file
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+ image_files.sort(key=lambda x: os.path.getmtime(os.path.join(folder, x)), reverse=True)
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+ latest_image = os.path.join(folder, image_files[0])
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+
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+ if is_file_ready(latest_image):
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+ # Wait a bit more to ensure the file is completely written
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+ time.sleep(3)
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+ return latest_image
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+
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+ return None
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+
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+ def delete_image_file(file_path):
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+ try:
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+ if os.path.exists(file_path):
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+ os.remove(file_path)
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+ logger.debug(f"file {file_path} deleted")
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+ else:
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+ logger.debug(f"file {file_path} is not exist")
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+ except Exception as e:
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+ logger.debug(f"error {file_path}: {str(e)}")
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+
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+ def start_queue(prompt_workflow, port):
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+ p = {"prompt": prompt_workflow}
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+ data = json.dumps(p).encode('utf-8')
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+ requests.post(f"{URL}:{port}/prompt", data=data)
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+
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+ def check_server_ready(port):
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+ try:
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+ response = requests.get(f"{URL}:{port}/history/123", timeout=5)
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+ return response.status_code == 200
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+ except requests.RequestException:
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+ return False
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+
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+ @spaces.GPU(duration=195)
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+ def generate_image(image):
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+ prefix_filename = str(random.randint(0, 999999))
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+ prompt = read_prompt_from_file('good_upscaler.json')
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+ prompt = json.dumps(prompt, ensure_ascii=False).replace('ComfyUI', prefix_filename)
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+ prompt = json.loads(prompt)
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+
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+ image = Image.fromarray(image)
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+ image.save(INPUT_DIR + '/input.png', format='PNG')
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+
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+ process = None
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+ new_port = str(random.randint(8123, 8200))
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+
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+ try:
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+ process = subprocess.Popen([sys.executable, COMF_PATH, "--listen", "127.0.0.1", "--port", new_port])
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+ logger.debug(f'Subprocess started with PID: {process.pid}')
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+
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+ for _ in range(40):
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+ if check_server_ready(new_port):
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+ break
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+ time.sleep(1)
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+ else:
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+ raise TimeoutError("Server did not start in time")
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+
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+ start_queue(prompt, new_port)
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+
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+ timeout = 240
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+ start_time = time.time()
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+ while time.time() - start_time < timeout:
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+ latest_image = wait_for_image_with_prefix(OUTPUT_DIR, prefix_filename)
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+ if latest_image:
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+ logger.debug(f"file is: {latest_image}")
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+ try:
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+ return Image.open(latest_image)
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+ finally:
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+ delete_image_file(latest_image)
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+ delete_image_file(INPUT_DIR + '/input.png')
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+ time.sleep(1)
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+
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+ raise TimeoutError("New image was not generated in time")
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+
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+ except Exception as e:
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+ logger.error(f"Error in generate_image: {e}")
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+
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+ finally:
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+ if process and process.poll() is None:
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+ process.terminate()
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+ logger.debug("process.terminate()")
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+ try:
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+ logger.debug("process.wait(timeout=5)")
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+ process.wait(timeout=5)
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+ except subprocess.TimeoutExpired:
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+ logger.debug("process.kill()")
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+ process.kill()
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+
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+ if __name__ == "__main__":
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+ demo = gr.Interface(
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+ fn=generate_image,
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+ inputs=[gr.Image(image_mode='RGBA', type="numpy")],
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+ outputs=[gr.Image(type="numpy", image_mode='RGBA')],
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+ title="Image Upscaler",
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+ description="This is an upscaler that increases the resolution of your image to 16 megapixels. Upload an image to get started!"
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+ )
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+ demo.launch(debug=True)
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+ logger.debug('demo.launch()')
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+
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+ logger.info("finish")