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Runtime error
Update app.py
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app.py
CHANGED
@@ -28,13 +28,13 @@ transform_image = transforms.Compose(
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@spaces.GPU
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def fn(vid, fps=0, color="#00FF00"):
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# Load the video using moviepy
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video = mp.VideoFileClip(vid)
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# Load original fps if fps value is equal to 0
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if fps == 0:
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# Extract audio from the video
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audio = video.audio
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@@ -47,7 +47,10 @@ def fn(vid, fps=0, color="#00FF00"):
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yield gr.update(visible=True), gr.update(visible=False)
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for frame in frames:
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pil_image = Image.fromarray(frame)
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processed_frames.append(np.array(processed_image))
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yield processed_image, None
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@@ -63,13 +66,13 @@ def fn(vid, fps=0, color="#00FF00"):
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unique_filename = str(uuid.uuid4()) + ".mp4"
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temp_filepath = os.path.join(temp_dir, unique_filename)
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processed_video.write_videofile(temp_filepath, codec="libx264")
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yield gr.update(visible=False), gr.update(visible=True)
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# Return the path to the temporary file
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yield processed_image, temp_filepath
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def process(image,
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image_size = image.size
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input_images = transform_image(image).unsqueeze(0).to("cuda")
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# Prediction
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@@ -79,11 +82,11 @@ def process(image, color_hex):
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pred_pil = transforms.ToPILImage()(pred)
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mask = pred_pil.resize(image_size)
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#
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# Composite the image onto the background using the mask
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image = Image.composite(image, background, mask)
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@@ -95,17 +98,43 @@ with gr.Blocks() as demo:
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with gr.Row():
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in_video = gr.Video(label="Input Video")
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stream_image = gr.Image(label="Streaming Output", visible=False)
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out_video = gr.Video(label="Final Output Video")
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submit_button = gr.Button("Change Background")
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with gr.Row():
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fps_slider = gr.Slider(
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submit_button.click(
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fn,
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)
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if __name__ == "__main__":
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demo.launch(show_error=True)
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@spaces.GPU
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def fn(vid, fps=0, bg_type="Color", color="#00FF00", bg_image=None):
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# Load the video using moviepy
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video = mp.VideoFileClip(vid)
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# Load original fps if fps value is equal to 0
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if fps == 0:
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fps = video.fps
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# Extract audio from the video
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audio = video.audio
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yield gr.update(visible=True), gr.update(visible=False)
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for frame in frames:
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pil_image = Image.fromarray(frame)
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if bg_type == "Color":
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processed_image = process(pil_image, color)
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else:
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processed_image = process(pil_image, bg_image)
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processed_frames.append(np.array(processed_image))
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yield processed_image, None
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unique_filename = str(uuid.uuid4()) + ".mp4"
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temp_filepath = os.path.join(temp_dir, unique_filename)
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processed_video.write_videofile(temp_filepath, codec="libx264")
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yield gr.update(visible=False), gr.update(visible=True)
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# Return the path to the temporary file
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yield processed_image, temp_filepath
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def process(image, bg):
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image_size = image.size
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input_images = transform_image(image).unsqueeze(0).to("cuda")
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# Prediction
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pred_pil = transforms.ToPILImage()(pred)
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mask = pred_pil.resize(image_size)
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if isinstance(bg, str): # If bg is a file path (image)
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background = Image.open(bg).convert("RGBA").resize(image_size)
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else: # If bg is a color hex code
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color_rgb = tuple(int(bg[i : i + 2], 16) for i in (1, 3, 5))
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background = Image.new("RGBA", image_size, color_rgb + (255,))
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# Composite the image onto the background using the mask
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image = Image.composite(image, background, mask)
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with gr.Row():
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in_video = gr.Video(label="Input Video")
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stream_image = gr.Image(label="Streaming Output", visible=False)
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out_video = gr.Video(label="Final Output Video")
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submit_button = gr.Button("Change Background")
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with gr.Row():
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fps_slider = gr.Slider(
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minimum=0,
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maximum=60,
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step=1,
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value=0,
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label="Output FPS (0 will inherit the original fps value)",
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)
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bg_type = gr.Radio(["Color", "Image"], label="Background Type", value="Color")
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color_picker = gr.ColorPicker(label="Background Color", value="#00FF00", visible=True)
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bg_image = gr.Image(label="Background Image", type="filepath", visible=False)
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def update_visibility(bg_type):
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if bg_type == "Color":
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return gr.update(visible=True), gr.update(visible=False)
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else:
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return gr.update(visible=False), gr.update(visible=True)
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bg_type.change(update_visibility, inputs=bg_type, outputs=[color_picker, bg_image])
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examples = gr.Examples(
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["rickroll-2sec.mp4"],
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inputs=in_video,
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outputs=[stream_image, out_video],
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fn=fn,
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cache_examples=True,
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cache_mode="eager",
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)
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submit_button.click(
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fn,
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inputs=[in_video, fps_slider, bg_type, color_picker, bg_image],
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outputs=[stream_image, out_video],
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)
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if __name__ == "__main__":
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demo.launch(show_error=True)
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