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Update app.py

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  1. app.py +20 -0
app.py CHANGED
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+ import gradio as gr
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+ from ultralytics import YOLO
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+ # Load model dari Hugging Face
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+ model = YOLO("https://huggingface.co/ozzadinataX/mineral/resolve/main/best.pt")
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+ # Daftar kelas sesuai model
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+ class_names = ['biotite', 'bornite', 'chrysocolla', 'malachite', 'muscovite', 'pyrite', 'quartz']
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+ def classify_image(image):
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+ results = model(image) # Jalankan model pada gambar
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+ probs = results[0].probs # Ambil hasil probabilitas
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+ # Prediksi kelas dengan probabilitas tertinggi
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+ top1_index = probs.top1
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+ top1_label = class_names[top1_index]
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+ return f"Predicted Class: {top1_label}"
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+ demo = gr.Interface(
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+ fn=classify_image,
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+ inputs=gr.Image(type="pil"),
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+ outputs="text",
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+ title="Mineral Classify Demo"
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+ )
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+ demo.launch(share=True)