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Running
on
Zero
Update app.py (#11)
Browse files- Update app.py (95743c20b2b4551363302fc69e8c8b905d1e9cf4)
Co-authored-by: Lui <LuigiLui@users.noreply.huggingface.co>
app.py
CHANGED
@@ -12,6 +12,7 @@ birefnet = AutoModelForImageSegmentation.from_pretrained(
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"ZhengPeng7/BiRefNet", trust_remote_code=True
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)
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birefnet.to("cuda")
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transform_image = transforms.Compose(
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[
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transforms.Resize((1024, 1024)),
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@@ -24,8 +25,8 @@ def fn(image):
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im = load_img(image, output_type="pil")
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im = im.convert("RGB")
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origin = im.copy()
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return (
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@spaces.GPU
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def process(image):
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@@ -39,37 +40,33 @@ def process(image):
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mask = pred_pil.resize(image_size)
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image.putalpha(mask)
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return image
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def process_file(f):
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name_path = f.rsplit(".",1)[0]+".png"
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im = load_img(f, output_type="pil")
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im = im.convert("RGB")
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transparent = process(im)
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transparent.save(name_path)
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return name_path
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slider1 = ImageSlider(label="
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slider2 = ImageSlider(label="
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chameleon = load_img("butterfly.jpg", output_type="pil")
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)
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tab2 = gr.Interface(fn, inputs=text, outputs=slider2, examples=[url], api_name="text")
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tab3 = gr.Interface(process_file, inputs=image2, outputs=png_file, examples=["butterfly.jpg"], api_name="png")
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demo = gr.TabbedInterface(
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[tab1, tab2,tab3], ["
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)
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if __name__ == "__main__":
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demo.launch(show_error=True)
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"ZhengPeng7/BiRefNet", trust_remote_code=True
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)
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birefnet.to("cuda")
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+
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transform_image = transforms.Compose(
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[
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transforms.Resize((1024, 1024)),
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im = load_img(image, output_type="pil")
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im = im.convert("RGB")
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origin = im.copy()
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processed_image = process(im)
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return (processed_image, origin)
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@spaces.GPU
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def process(image):
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mask = pred_pil.resize(image_size)
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image.putalpha(mask)
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return image
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def process_file(f):
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name_path = f.rsplit(".", 1)[0] + ".png"
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im = load_img(f, output_type="pil")
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im = im.convert("RGB")
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transparent = process(im)
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transparent.save(name_path)
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return name_path
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slider1 = ImageSlider(label="Processed Image", type="pil")
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slider2 = ImageSlider(label="Processed Image from URL", type="pil")
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image_upload = gr.Image(label="Upload an image")
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image_file_upload = gr.Image(label="Upload an image", type="filepath")
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url_input = gr.Textbox(label="Paste an image URL")
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output_file = gr.File(label="Output PNG File")
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# Example images
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chameleon = load_img("butterfly.jpg", output_type="pil")
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url_example = "https://hips.hearstapps.com/hmg-prod/images/gettyimages-1229892983-square.jpg"
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tab1 = gr.Interface(fn, inputs=image_upload, outputs=slider1, examples=[chameleon], api_name="image")
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tab2 = gr.Interface(fn, inputs=url_input, outputs=slider2, examples=[url_example], api_name="text")
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tab3 = gr.Interface(process_file, inputs=image_file_upload, outputs=output_file, examples=["butterfly.jpg"], api_name="png")
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demo = gr.TabbedInterface(
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[tab1, tab2, tab3], ["Image Upload", "URL Input", "File Output"], title="Background Removal Tool"
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)
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if __name__ == "__main__":
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demo.launch(show_error=True)
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