Update app.py

app.py

@@ -8,6 +8,9 @@ from reportlab.pdfgen import canvas
 # Load Hugging Face OCR model
 ocr_model = pipeline("image-to-text", model="nlpconnect/vit-gpt2-image-captioning")
 
+# Load BioGPT or another medical model
+medical_analyzer = pipeline("text-classification", model="microsoft/biogpt")
+
 # Function to extract text using Hugging Face OCR model
 def extract_text(file_path):
     try:
@@ -42,12 +45,15 @@ def analyze_blood_test(file):
         if not extracted_text.strip():
             return "No readable text found in the uploaded file.", None
 
-        # Step 2: Generate dummy analysis results (replace with actual logic)
+        # Step 2: Analyze extracted text using BioGPT
+        analysis_results = medical_analyzer(extracted_text)
+
+        # Step 3: Generate analysis report
         analysis_report = "🔍 Analysis Results:\n"
-        analysis_report += "- Example: High Cholesterol Detected\n"
-        analysis_report += "- Example: Low Hemoglobin Levels\n"
+        for item in analysis_results:
+            analysis_report += f"- {item['label']}: {item['score']:.2f}\n"
 
-        # Step 3: Generate PDF report
+        # Step 4: Generate PDF report
         output_pdf = "analysis_report.pdf"
         create_pdf_report(f"Extracted Text:\n{extracted_text}\n\n{analysis_report}", output_pdf)