Spaces:
Runtime error
Runtime error
Update app.py
Browse files
app.py
CHANGED
|
@@ -28,48 +28,78 @@ transform_image = transforms.Compose(
|
|
| 28 |
|
| 29 |
|
| 30 |
@spaces.GPU
|
| 31 |
-
def fn(vid, bg_type="Color", bg_image=None, color="#00FF00", fps=0):
|
| 32 |
-
|
| 33 |
-
|
| 34 |
-
|
| 35 |
-
|
| 36 |
-
|
| 37 |
-
fps
|
| 38 |
-
|
| 39 |
-
|
| 40 |
-
|
| 41 |
-
|
| 42 |
-
|
| 43 |
-
|
| 44 |
-
|
| 45 |
-
|
| 46 |
-
|
| 47 |
-
|
| 48 |
-
|
| 49 |
-
|
| 50 |
-
if bg_type == "
|
| 51 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 52 |
else:
|
| 53 |
-
|
| 54 |
-
|
| 55 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 56 |
|
| 57 |
-
# Create a new video from the processed frames
|
| 58 |
-
processed_video = mp.ImageSequenceClip(processed_frames, fps=fps)
|
| 59 |
-
|
| 60 |
-
# Add the original audio back to the processed video
|
| 61 |
-
processed_video = processed_video.set_audio(audio)
|
| 62 |
-
|
| 63 |
-
# Save the processed video to a temporary file
|
| 64 |
-
temp_dir = "temp"
|
| 65 |
-
os.makedirs(temp_dir, exist_ok=True)
|
| 66 |
-
unique_filename = str(uuid.uuid4()) + ".mp4"
|
| 67 |
-
temp_filepath = os.path.join(temp_dir, unique_filename)
|
| 68 |
-
processed_video.write_videofile(temp_filepath, codec="libx264")
|
| 69 |
-
|
| 70 |
-
yield gr.update(visible=False), gr.update(visible=True)
|
| 71 |
-
# Return the path to the temporary file
|
| 72 |
-
yield processed_image, temp_filepath
|
| 73 |
|
| 74 |
|
| 75 |
def process(image, bg):
|
|
@@ -82,11 +112,13 @@ def process(image, bg):
|
|
| 82 |
pred_pil = transforms.ToPILImage()(pred)
|
| 83 |
mask = pred_pil.resize(image_size)
|
| 84 |
|
| 85 |
-
if bg.startswith("#"):
|
| 86 |
-
color_rgb = tuple(int(bg[i
|
| 87 |
background = Image.new("RGBA", image_size, color_rgb + (255,))
|
|
|
|
|
|
|
| 88 |
else:
|
| 89 |
-
background = Image.
|
| 90 |
|
| 91 |
# Composite the image onto the background using the mask
|
| 92 |
image = Image.composite(image, background, mask)
|
|
@@ -108,22 +140,34 @@ with gr.Blocks(theme=gr.themes.Ocean()) as demo:
|
|
| 108 |
value=0,
|
| 109 |
label="Output FPS (0 will inherit the original fps value)",
|
| 110 |
)
|
| 111 |
-
bg_type = gr.Radio(["Color", "Image"], label="Background Type", value="Color")
|
| 112 |
color_picker = gr.ColorPicker(label="Background Color", value="#00FF00", visible=True)
|
| 113 |
bg_image = gr.Image(label="Background Image", type="filepath", visible=False)
|
|
|
|
|
|
|
|
|
|
| 114 |
|
| 115 |
def update_visibility(bg_type):
|
| 116 |
if bg_type == "Color":
|
| 117 |
-
return gr.update(visible=True), gr.update(visible=False)
|
|
|
|
|
|
|
|
|
|
|
|
|
| 118 |
else:
|
| 119 |
-
return gr.update(visible=False), gr.update(visible=
|
|
|
|
| 120 |
|
| 121 |
-
bg_type.change(update_visibility, inputs=bg_type, outputs=[color_picker, bg_image])
|
| 122 |
|
| 123 |
|
| 124 |
examples = gr.Examples(
|
| 125 |
-
[
|
| 126 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 127 |
outputs=[stream_image, out_video],
|
| 128 |
fn=fn,
|
| 129 |
cache_examples=True,
|
|
@@ -133,7 +177,7 @@ with gr.Blocks(theme=gr.themes.Ocean()) as demo:
|
|
| 133 |
|
| 134 |
submit_button.click(
|
| 135 |
fn,
|
| 136 |
-
inputs=[in_video, bg_type, bg_image, color_picker, fps_slider],
|
| 137 |
outputs=[stream_image, out_video],
|
| 138 |
)
|
| 139 |
|
|
|
|
| 28 |
|
| 29 |
|
| 30 |
@spaces.GPU
|
| 31 |
+
def fn(vid, bg_type="Color", bg_image=None, bg_video=None, color="#00FF00", fps=0, video_handling="slow_down"):
|
| 32 |
+
try:
|
| 33 |
+
# Load the video using moviepy
|
| 34 |
+
video = mp.VideoFileClip(vid)
|
| 35 |
+
|
| 36 |
+
# Load original fps if fps value is equal to 0
|
| 37 |
+
if fps == 0:
|
| 38 |
+
fps = video.fps
|
| 39 |
+
|
| 40 |
+
# Extract audio from the video
|
| 41 |
+
audio = video.audio
|
| 42 |
+
|
| 43 |
+
# Extract frames at the specified FPS
|
| 44 |
+
frames = video.iter_frames(fps=fps)
|
| 45 |
+
|
| 46 |
+
# Process each frame for background removal
|
| 47 |
+
processed_frames = []
|
| 48 |
+
yield gr.update(visible=True), gr.update(visible=False)
|
| 49 |
+
|
| 50 |
+
if bg_type == "Video":
|
| 51 |
+
background_video = mp.VideoFileClip(bg_video)
|
| 52 |
+
if background_video.duration < video.duration:
|
| 53 |
+
if video_handling == "slow_down":
|
| 54 |
+
background_video = background_video.fx(mp.vfx.speedx, factor=video.duration / background_video.duration)
|
| 55 |
+
else: # video_handling == "loop"
|
| 56 |
+
background_video = mp.concatenate_videoclips([background_video] * int(video.duration / background_video.duration + 1))
|
| 57 |
+
background_frames = background_video.iter_frames(fps=fps)
|
| 58 |
else:
|
| 59 |
+
background_frames = None
|
| 60 |
+
|
| 61 |
+
for i, frame in enumerate(frames):
|
| 62 |
+
pil_image = Image.fromarray(frame)
|
| 63 |
+
if bg_type == "Color":
|
| 64 |
+
processed_image = process(pil_image, color)
|
| 65 |
+
elif bg_type == "Image":
|
| 66 |
+
processed_image = process(pil_image, bg_image)
|
| 67 |
+
elif bg_type == "Video":
|
| 68 |
+
try:
|
| 69 |
+
background_frame = next(background_frames)
|
| 70 |
+
background_image = Image.fromarray(background_frame)
|
| 71 |
+
processed_image = process(pil_image, background_image)
|
| 72 |
+
except StopIteration:
|
| 73 |
+
# Handle case where background video is shorter than input video
|
| 74 |
+
processed_image = process(pil_image, "#000000") # Default to black background
|
| 75 |
+
else:
|
| 76 |
+
processed_image = pil_image # Default to original image if no background is selected
|
| 77 |
+
|
| 78 |
+
processed_frames.append(np.array(processed_image))
|
| 79 |
+
yield processed_image, None
|
| 80 |
+
|
| 81 |
+
# Create a new video from the processed frames
|
| 82 |
+
processed_video = mp.ImageSequenceClip(processed_frames, fps=fps)
|
| 83 |
+
|
| 84 |
+
# Add the original audio back to the processed video
|
| 85 |
+
processed_video = processed_video.set_audio(audio)
|
| 86 |
+
|
| 87 |
+
# Save the processed video to a temporary file
|
| 88 |
+
temp_dir = "temp"
|
| 89 |
+
os.makedirs(temp_dir, exist_ok=True)
|
| 90 |
+
unique_filename = str(uuid.uuid4()) + ".mp4"
|
| 91 |
+
temp_filepath = os.path.join(temp_dir, unique_filename)
|
| 92 |
+
processed_video.write_videofile(temp_filepath, codec="libx264")
|
| 93 |
+
|
| 94 |
+
yield gr.update(visible=False), gr.update(visible=True)
|
| 95 |
+
# Return the path to the temporary file
|
| 96 |
+
yield processed_image, temp_filepath
|
| 97 |
+
|
| 98 |
+
except Exception as e:
|
| 99 |
+
print(f"Error: {e}")
|
| 100 |
+
yield gr.update(visible=False), gr.update(visible=True)
|
| 101 |
+
yield None, f"Error processing video: {e}"
|
| 102 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 103 |
|
| 104 |
|
| 105 |
def process(image, bg):
|
|
|
|
| 112 |
pred_pil = transforms.ToPILImage()(pred)
|
| 113 |
mask = pred_pil.resize(image_size)
|
| 114 |
|
| 115 |
+
if isinstance(bg, str) and bg.startswith("#"):
|
| 116 |
+
color_rgb = tuple(int(bg[i:i+2], 16) for i in (1, 3, 5))
|
| 117 |
background = Image.new("RGBA", image_size, color_rgb + (255,))
|
| 118 |
+
elif isinstance(bg, Image.Image):
|
| 119 |
+
background = bg.convert("RGBA").resize(image_size)
|
| 120 |
else:
|
| 121 |
+
background = Image.new("RGBA", image_size, (0, 0, 0, 255)) # Default to black background
|
| 122 |
|
| 123 |
# Composite the image onto the background using the mask
|
| 124 |
image = Image.composite(image, background, mask)
|
|
|
|
| 140 |
value=0,
|
| 141 |
label="Output FPS (0 will inherit the original fps value)",
|
| 142 |
)
|
| 143 |
+
bg_type = gr.Radio(["Color", "Image", "Video"], label="Background Type", value="Color")
|
| 144 |
color_picker = gr.ColorPicker(label="Background Color", value="#00FF00", visible=True)
|
| 145 |
bg_image = gr.Image(label="Background Image", type="filepath", visible=False)
|
| 146 |
+
bg_video = gr.Video(label="Background Video", visible=False)
|
| 147 |
+
with gr.Column(visible=False) as video_handling_options:
|
| 148 |
+
video_handling_radio = gr.Radio(["slow_down", "loop"], label="Video Handling", value="slow_down")
|
| 149 |
|
| 150 |
def update_visibility(bg_type):
|
| 151 |
if bg_type == "Color":
|
| 152 |
+
return gr.update(visible=True), gr.update(visible=False), gr.update(visible=False), gr.update(visible=False)
|
| 153 |
+
elif bg_type == "Image":
|
| 154 |
+
return gr.update(visible=False), gr.update(visible=True), gr.update(visible=False), gr.update(visible=False)
|
| 155 |
+
elif bg_type == "Video":
|
| 156 |
+
return gr.update(visible=False), gr.update(visible=False), gr.update(visible=True), gr.update(visible=True)
|
| 157 |
else:
|
| 158 |
+
return gr.update(visible=False), gr.update(visible=False), gr.update(visible=False), gr.update(visible=False)
|
| 159 |
+
|
| 160 |
|
| 161 |
+
bg_type.change(update_visibility, inputs=bg_type, outputs=[color_picker, bg_image, bg_video, video_handling_options])
|
| 162 |
|
| 163 |
|
| 164 |
examples = gr.Examples(
|
| 165 |
+
[
|
| 166 |
+
["rickroll-2sec.mp4", "Image", "images.webp", None],
|
| 167 |
+
["rickroll-2sec.mp4", "Color", None, None],
|
| 168 |
+
["rickroll-2sec.mp4", "Video", None, "background.mp4"]
|
| 169 |
+
],
|
| 170 |
+
inputs=[in_video, bg_type, bg_image, bg_video],
|
| 171 |
outputs=[stream_image, out_video],
|
| 172 |
fn=fn,
|
| 173 |
cache_examples=True,
|
|
|
|
| 177 |
|
| 178 |
submit_button.click(
|
| 179 |
fn,
|
| 180 |
+
inputs=[in_video, bg_type, bg_image, bg_video, color_picker, fps_slider, video_handling_radio],
|
| 181 |
outputs=[stream_image, out_video],
|
| 182 |
)
|
| 183 |
|