Update app.py
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app.py
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import gradio as gr
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import gradio as gr
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import numpy as np
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import cv2
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class ImageMorpher:
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def __init__(self, num_frames=30, fps=10):
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self.num_frames = num_frames
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self.fps = fps
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def morph_images(self, image_A, image_B):
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"""Morphs two images."""
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image_A = np.array(image_A)
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image_B = np.array(image_B)
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if image_A.shape != image_B.shape:
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raise ValueError("Images must have the same dimensions.")
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if image_A.dtype != image_B.dtype:
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raise ValueError("Images must have the same data type.")
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height, width, _ = image_A.shape
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morphed_images = []
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for i in range(self.num_frames + 1):
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alpha = i / self.num_frames
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beta = 1 - alpha
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morphed_image = cv2.addWeighted(image_A, alpha, image_B, beta, 0)
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morphed_images.append(morphed_image)
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return morphed_images
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def create_mp4(self, images, output_path="output.mp4"):
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"""Creates an MP4 video from a list of images."""
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height, width, _ = images[0].shape
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fourcc = cv2.VideoWriter_fourcc(*'mp4v')
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video_writer = cv2.VideoWriter(output_path, fourcc, self.fps, (width, height))
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for image in images:
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video_writer.write(image)
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video_writer.release()
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def morph_image_chain(self, images):
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"""Morphs a chain of images and returns the video path."""
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morphed_images = []
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for i in range(len(images) - 1):
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morphed_images.extend(self.morph_images(images[i], images[i + 1]))
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self.create_mp4(morphed_images)
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return "output.mp4"
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# Create an instance of the ImageMorpher class
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morpher = ImageMorpher()
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# Define the Gradio interface
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iface = gr.Interface(
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fn=morpher.morph_image_chain,
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inputs=gr.Image(label="Images", type="numpy", image_mode="RGB", tool="select", multiple=True),
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outputs=gr.Video(label="Output Video"),
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title="Image Chain Morphing App",
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)
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iface.launch()
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'''
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Explanation:
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ImageMorpher class:
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Encapsulates the morphing logic and video creation.
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Has num_frames and fps attributes for customization.
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morph_images method handles morphing two images.
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create_mp4 method creates the MP4 video.
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morph_image_chain method:
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Iterates through the input image list and morphs each pair.
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Creates the final MP4 video using create_mp4.
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Returns the path to the video file.
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Interface:
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inputs: Changed to gr.Image with multiple=True for multi-image input.
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outputs: Changed to gr.Video to display the video directly within the interface.
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The fn is set to morpher.morph_image_chain to handle the morphing process.
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How to use:
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Select two or more images using the "select" tool in the "Images" input field.
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Click "Submit".
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The "Output Video" block will display the morphed video, which you can watch and download.
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'''
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