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Create app.py
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app.py
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import gradio as gr
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import numpy as np
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from PIL import Image
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import tempfile
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import os
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def generate_binary_mask(image_data):
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if image_data is None or "layers" not in image_data or not image_data["layers"]:
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raise gr.Error("Please draw a mask before generating!")
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mask = image_data["layers"][0]
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mask_array = np.array(mask)
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if np.all(mask_array < 10):
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raise gr.Error("The mask is empty! Please draw something.")
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# Binary mask logic
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is_black = np.all(mask_array < 10, axis=2)
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binary_mask = Image.fromarray(((~is_black) * 255).astype(np.uint8))
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# Save to temporary file
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temp_dir = tempfile.mkdtemp()
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output_path = os.path.join(temp_dir, "binary_mask.png")
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binary_mask.save(output_path)
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return binary_mask, output_path
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with gr.Blocks() as app:
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with gr.Row():
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with gr.Column():
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image_input = gr.ImageMask(
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label="Upload or Paste Image, then draw mask",
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type="pil",
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height=None,
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width=None
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)
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generate_btn = gr.Button("Generate Mask")
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with gr.Column():
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mask_preview = gr.Image(label="Mask Preview", type="pil")
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output_file = gr.File(label="Download Mask")
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generate_btn.click(fn=generate_binary_mask, inputs=image_input, outputs=[mask_preview, output_file])
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app.launch()
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