TrPakov commited on
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Add demo files

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+ .vscode/
app.py ADDED
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+ import gradio as gr
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+ from transformers import pipeline
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+
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+ pipe = pipeline("image-classification", "trpakov/vit-pneumonia")
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+
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+
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+ def classify_image(image):
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+ outputs = pipe(image)
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+ outputs = {
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+ x["label"]: x["score"] for x in sorted(outputs, key=lambda x: x["label"])
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+ }
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+ return outputs
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+
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+
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+ with gr.Blocks(
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+ title="ViT Chest X-ray Classification",
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+ ) as demo:
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+ gr.Markdown("# ViT Chest X-ray Pneumonia Classification")
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+ with gr.Row():
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+ with gr.Column():
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+ gr.Markdown(
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+ "Classify chest x-ray scans as either having or not having pneumonia"
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+ )
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+ input_image = gr.Image(type="pil")
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+ classify_button = gr.Button("Classify!")
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+ with gr.Column():
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+ output_label = gr.Label(label="Probabilities", num_top_classes=2)
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+
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+ with gr.Row():
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+ gr.Examples(
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+ "./samples",
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+ inputs=input_image,
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+ outputs=output_label,
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+ cache_examples=True,
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+ fn=classify_image,
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+ run_on_click=True,
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+ )
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+
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+ classify_button.click(fn=classify_image, inputs=input_image, outputs=output_label)
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+
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+
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+ demo.launch(debug=True, enable_queue=True)
samples/n (1).jpg ADDED
samples/n (2).jpg ADDED
samples/n (3).jpg ADDED
samples/p (1).jpg ADDED
samples/p (2).jpg ADDED
samples/p (3).jpg ADDED