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Runtime error
Runtime error
Update app.py
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app.py
CHANGED
@@ -28,48 +28,78 @@ transform_image = transforms.Compose(
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@spaces.GPU
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def fn(vid, bg_type="Color", bg_image=None, color="#00FF00", fps=0):
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fps
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if bg_type == "
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else:
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# Create a new video from the processed frames
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processed_video = mp.ImageSequenceClip(processed_frames, fps=fps)
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# Add the original audio back to the processed video
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processed_video = processed_video.set_audio(audio)
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# Save the processed video to a temporary file
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temp_dir = "temp"
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os.makedirs(temp_dir, exist_ok=True)
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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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@@ -82,11 +112,13 @@ def process(image, bg):
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pred_pil = transforms.ToPILImage()(pred)
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mask = pred_pil.resize(image_size)
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if bg.startswith("#"):
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color_rgb = tuple(int(bg[i
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background = Image.new("RGBA", image_size, color_rgb + (255,))
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else:
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background = Image.
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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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@@ -108,22 +140,34 @@ with gr.Blocks(theme=gr.themes.Ocean()) as demo:
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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=
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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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[
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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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@@ -133,7 +177,7 @@ with gr.Blocks(theme=gr.themes.Ocean()) as demo:
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submit_button.click(
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fn,
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inputs=[in_video, bg_type, bg_image, color_picker, fps_slider],
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outputs=[stream_image, out_video],
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)
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@spaces.GPU
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def fn(vid, bg_type="Color", bg_image=None, bg_video=None, color="#00FF00", fps=0, video_handling="slow_down"):
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try:
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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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# Extract frames at the specified FPS
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frames = video.iter_frames(fps=fps)
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# Process each frame for background removal
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processed_frames = []
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yield gr.update(visible=True), gr.update(visible=False)
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if bg_type == "Video":
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background_video = mp.VideoFileClip(bg_video)
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if background_video.duration < video.duration:
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if video_handling == "slow_down":
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background_video = background_video.fx(mp.vfx.speedx, factor=video.duration / background_video.duration)
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else: # video_handling == "loop"
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background_video = mp.concatenate_videoclips([background_video] * int(video.duration / background_video.duration + 1))
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background_frames = background_video.iter_frames(fps=fps)
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else:
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background_frames = None
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for i, frame in enumerate(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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elif bg_type == "Image":
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processed_image = process(pil_image, bg_image)
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elif bg_type == "Video":
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try:
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background_frame = next(background_frames)
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background_image = Image.fromarray(background_frame)
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processed_image = process(pil_image, background_image)
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except StopIteration:
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# Handle case where background video is shorter than input video
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processed_image = process(pil_image, "#000000") # Default to black background
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else:
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processed_image = pil_image # Default to original image if no background is selected
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processed_frames.append(np.array(processed_image))
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yield processed_image, None
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# Create a new video from the processed frames
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processed_video = mp.ImageSequenceClip(processed_frames, fps=fps)
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# Add the original audio back to the processed video
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processed_video = processed_video.set_audio(audio)
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# Save the processed video to a temporary file
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temp_dir = "temp"
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os.makedirs(temp_dir, exist_ok=True)
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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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except Exception as e:
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print(f"Error: {e}")
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yield gr.update(visible=False), gr.update(visible=True)
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yield None, f"Error processing video: {e}"
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def process(image, bg):
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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) and bg.startswith("#"):
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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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elif isinstance(bg, Image.Image):
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background = bg.convert("RGBA").resize(image_size)
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else:
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background = Image.new("RGBA", image_size, (0, 0, 0, 255)) # Default to black background
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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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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", "Video"], 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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bg_video = gr.Video(label="Background Video", visible=False)
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with gr.Column(visible=False) as video_handling_options:
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video_handling_radio = gr.Radio(["slow_down", "loop"], label="Video Handling", value="slow_down")
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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), gr.update(visible=False), gr.update(visible=False)
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elif bg_type == "Image":
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return gr.update(visible=False), gr.update(visible=True), gr.update(visible=False), gr.update(visible=False)
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elif bg_type == "Video":
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return gr.update(visible=False), gr.update(visible=False), gr.update(visible=True), gr.update(visible=True)
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else:
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return gr.update(visible=False), gr.update(visible=False), gr.update(visible=False), gr.update(visible=False)
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bg_type.change(update_visibility, inputs=bg_type, outputs=[color_picker, bg_image, bg_video, video_handling_options])
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examples = gr.Examples(
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[
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["rickroll-2sec.mp4", "Image", "images.webp", None],
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["rickroll-2sec.mp4", "Color", None, None],
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["rickroll-2sec.mp4", "Video", None, "background.mp4"]
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],
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inputs=[in_video, bg_type, bg_image, bg_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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submit_button.click(
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fn,
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inputs=[in_video, bg_type, bg_image, bg_video, color_picker, fps_slider, video_handling_radio],
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outputs=[stream_image, out_video],
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)
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