Create app_hf.py
Browse files
app_hf.py
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import gradio as gr
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import subprocess
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import yaml
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import os
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import cv2
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def get_video_frame_count(video_path):
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if video_path is None:
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return None
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video = cv2.VideoCapture(video_path)
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frame_count = int(video.get(cv2.CAP_PROP_FRAME_COUNT))
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video.release()
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return frame_count
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def initialize_yaml(config_path):
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try:
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with open(config_path, 'r') as file:
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config = yaml.safe_load(file)
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if config is None:
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print("YAML file is empty or contains invalid content. Initializing...")
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config = {'test_cases': {}}
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with open(config_path, 'w') as outfile:
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yaml.safe_dump(config, outfile)
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else:
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print("YAML file is valid.")
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except FileNotFoundError:
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print("YAML file not found. Creating a new one...")
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config = {'test_cases': {}}
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with open(config_path, 'w') as outfile:
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yaml.safe_dump(config, outfile)
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def run_vid2vid(image_path, video_path, width, height, length, seed, cfg, steps):
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# Assuming the rest of the configuration remains constant
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config_path = './configs/prompts/animation_facereenac.yaml'
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# Ensure paths are strings
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image_path_str = str(image_path)
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video_path_str = str(video_path)
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# Load the existing configuration
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with open(config_path, 'r') as file:
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config = yaml.safe_load(file)
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# If the file is somehow still empty or invalid, initialize config
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if config is None:
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config = {'test_cases': {}}
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# Update the configuration using string paths
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config['test_cases'] = {image_path_str: [video_path_str]}
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# Save the updated configuration
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with open(config_path, 'w') as file:
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yaml.safe_dump(config, file, default_flow_style=False)
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# Construct the command with all the additional arguments
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command = [
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"python", "-m", "scripts.vid2vid_gr",
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"--config", config_path,
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"-W", str(width),
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"-H", str(height),
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# "-L", str(length),
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"--seed", str(seed),
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"--cfg", str(cfg),
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"--steps", str(steps)
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]
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# Conditionally add the "-L" argument if a meaningful value is provided
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if length is not None:
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command.extend(["-L", str(length)])
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# Only add "--fps" argument if it is provided (not None)
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# if fps is not None:
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# command.extend(["--fps", str(fps)])
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# Run the vid2vid script with the specified parameters
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subprocess.run(command)
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# Assuming the script saves its output to a known, fixed path
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output_file_path = "output/result/result.mp4"
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# Return this path for Gradio to display the video
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return output_file_path
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with gr.Blocks(title="AniPortrait") as blocks_app:
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gr.Markdown("# Gradio UI for AniPortrait vid2vid")
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gr.Markdown("Audio-Driven Synthesis of Photorealistic Portrait Animation")
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gr.Markdown("Original Project: https://github.com/Zejun-Yang/AniPortrait")
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with gr.Row():
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image_input = gr.Image(type="filepath", label="Upload Image")
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video_input = gr.Video(label="Upload Video")
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with gr.Row():
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width = gr.Slider(minimum=256, maximum=1024, step=8, value=512, label="Width (-W)")
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height = gr.Slider(minimum=256, maximum=1024, step=8, value=512, label="Height (-H)")
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with gr.Row():
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length = gr.Number(value=None, label="Length (-L)")
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seed = gr.Number(value=42, label="Seed (--seed)")
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video_input.change(get_video_frame_count, inputs=video_input, outputs=length)
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with gr.Row():
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cfg = gr.Slider(minimum=0.1, maximum=10.0, step=0.1, value=3.5, label="Cfg (--cfg)")
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steps = gr.Slider(minimum=1, maximum=100.0, step=1, value=25, label="Steps (--steps)")
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# with gr.Row():
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# fps = gr.Number(label="FPS (--fps)")
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output_video = gr.PlayableVideo(label="Result")
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def process_and_display(image_path, video_path, width, height, length, seed, cfg, steps):
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return run_vid2vid(image_path, video_path, width, height, length, seed, cfg, steps)
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run_button = gr.Button("Run")
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run_button.click(
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process_and_display,
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inputs=[image_input, video_input, width, height, length, seed, cfg, steps],
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outputs=output_video
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)
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if __name__ == "__main__":
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blocks_app.queue(max_size=3).launch(share=False, show_error=True, show_api=False)
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