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Update app.py
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app.py
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@@ -67,7 +67,7 @@ def ensure_probability(x):
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return x
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# ============================================================
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# 6. PREDICTION
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# ============================================================
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def predict_and_format_text(image_path):
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img_tensor = preprocess_image(image_path)
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dme_conf = dme_pred[dme_idx] * 100
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# ======================================================
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# π₯ HASIL UTAMA (BESAR,
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# ======================================================
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main_result = f"""
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<div style="text-align:center; font-size:30px; font-weight:800; margin-bottom:20px;">
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"""
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# ======================================================
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# ======================================================
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"""
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detail += f"{c}: {p*100:.2f}%<br/>"
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detail += "<br/><b>π DME Probabilities:</b><br/>"
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for c, p in zip(DME_CLASSES, dme_pred):
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detail += f"{c}: {p*100:.2f}%<br/>"
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return main_result + detail
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# ============================================================
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# 7. MULTI TEST IMAGES
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return x
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# ============================================================
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# 6. PREDICTION β TABLE ONLY
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# ============================================================
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def predict_and_format_text(image_path):
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img_tensor = preprocess_image(image_path)
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dme_conf = dme_pred[dme_idx] * 100
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# ======================================================
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# π₯ HASIL UTAMA (BESAR, DI ATAS)
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# ======================================================
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main_result = f"""
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<div style="text-align:center; font-size:30px; font-weight:800; margin-bottom:20px;">
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"""
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# ======================================================
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# π TABEL HASIL (TANPA DETAIL)
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# ======================================================
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table_result = f"""
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<table style="width:100%; border-collapse:collapse; font-size:16px;">
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<thead>
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<tr style="background-color:#f2f2f2;">
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<th style="border:1px solid #ccc; padding:8px;">Aspek</th>
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<th style="border:1px solid #ccc; padding:8px;">Klasifikasi</th>
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<th style="border:1px solid #ccc; padding:8px;">Confidence (%)</th>
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</tr>
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</thead>
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<tbody>
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<tr>
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<td style="border:1px solid #ccc; padding:8px;">Diabetic Retinopathy (DR)</td>
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<td style="border:1px solid #ccc; padding:8px;"><b>{dr_name}</b></td>
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<td style="border:1px solid #ccc; padding:8px;">{dr_conf:.2f}%</td>
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</tr>
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<tr>
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<td style="border:1px solid #ccc; padding:8px;">Diabetic Macular Edema (DME)</td>
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<td style="border:1px solid #ccc; padding:8px;"><b>{dme_name}</b></td>
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<td style="border:1px solid #ccc; padding:8px;">{dme_conf:.2f}%</td>
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</tr>
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</tbody>
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</table>
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"""
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return main_result + table_result
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# ============================================================
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# 7. MULTI TEST IMAGES
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