Update app.py

app.py

@@ -4,14 +4,15 @@ from PIL import Image
 import json
 from reportlab.lib.pagesizes import letter
 from reportlab.pdfgen import canvas
+import easyocr
 import re
 
+# Initialize EasyOCR reader
+reader = easyocr.Reader(["en"], gpu=False)
+
 # Load BioGPT model for recommendations
 bio_gpt = pipeline("text-generation", model="microsoft/BioGPT")
 
-# Load OCR model
-ocr_model = pipeline("image-to-text", model="microsoft/trocr-base-handwritten")
-
 # Load reference ranges from dataset.json
 def load_reference_ranges(file_path="dataset.json"):
     with open(file_path, "r") as file:
@@ -35,13 +36,14 @@ parameter_mapping = {
     # Add more mappings as needed
 }
 
-# Extract text from uploaded image using Hugging Face OCR
+# Extract text from uploaded image using EasyOCR
 def extract_text_from_image(image_path):
     try:
-        image = Image.open(image_path)
-        text = ocr_model(image)[0]["generated_text"]
-        print("Extracted Text:", text)  # Debugging
-        return text
+        # Read text from image
+        result = reader.readtext(image_path, detail=0)  # Extract only the text
+        extracted_text = " ".join(result)
+        print("Extracted Text:", extracted_text)  # Debugging
+        return extracted_text
     except Exception as e:
         return f"Error extracting text: {e}"
 
@@ -134,7 +136,7 @@ interface = gr.Interface(
     css="""
         body {
             font-family: 'Arial', sans-serif;
-            background-color: #000000;
+            background-color: #f9f9f9;
         }
         .gradio-container {
             color: #333;