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Update app.py
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app.py
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import gradio as gr
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from PIL import Image
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from vit_model_test import CustomModel
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# Initialize the model
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model = CustomModel()
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def predict(image: Image.Image):
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label, confidence = model.predict(image)
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result = "AI image" if label == 1 else "Real image"
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return result, f"Confidence: {confidence:.2f}%"
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# ืืฉืงืช ืืืืฉืง
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demo.launch()
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import gradio as gr
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from PIL import Image
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from vit_model_test import CustomModel
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import time # ืจืง ืืฆืืจื ืกืืืืืฆืื ืฉื ืืื ืขืืืื
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# Initialize the model
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model = CustomModel()
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def predict(image: Image.Image):
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# ืืื ืืืฉืื ืืืื (ืืืืื)
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time.sleep(5) # ื ืืชื ืืฉื ืืช ืืช ืืื ืืขืืืื ืืกืืืืืฆืื
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# ืืคืขืืช ืืืืื ืืื ืืกืืื ืืช ืืชืืื ื
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label, confidence = model.predict(image)
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result = "AI image" if label == 1 else "Real image"
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return result, f"Confidence: {confidence:.2f}%"
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def loading_animation(image):
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# ืืฆืื ืืืืื ืขื ืฉืชืืฆืืช ืืืืื ืืชืงืืืช
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return gr.Video.update(visible=True), gr.Textbox.update(visible=False), gr.Textbox.update(visible=False)
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def show_results(image):
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# ืืคืขืื ืืช ืืืืื ืืืืืืจ ืืช ืืชืืฆืืืช
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result, confidence = predict(image)
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return gr.Video.update(visible=False), result, confidence
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# ืืฆืืจืช ืืืฉืง Gradio
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with gr.Blocks() as demo:
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with gr.Row():
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# ืงืื ืชืืื ื
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image_input = gr.Image(type="pil", label="Upload an image")
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# ืืืืื ืื ืืืฆืื (ืืืกืชืจ ืืืชืืื)
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animation = gr.Video("https://cdn-uploads.huggingface.co/production/uploads/66d6f1b3b50e35e1709bfdf7/x7Ud8PO9QPfmrTvBVcCKE.mp4", visible=False, elem_id="loading_video")
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# ืชืืฆืืืช
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output_label = gr.Textbox(label="Classification Result", visible=False)
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output_confidence = gr.Textbox(label="Confidence", visible=False)
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# ืืืจืืขืื
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image_input.change(loading_animation, inputs=image_input, outputs=[animation, output_label, output_confidence])
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image_input.submit(show_results, inputs=image_input, outputs=[animation, output_label, output_confidence])
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# ืืฉืงืช ืืืืฉืง
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demo.launch()
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