Update app.py

app.py

@@ -15,15 +15,7 @@ if not os.path.exists(UPLOAD_FOLDER):
 from inference_sdk import InferenceHTTPClient
 import base64
 
-def encode_image_to_base64(filepath):
-    try:
-        with open(filepath, "rb") as image_file:
-            encoded_string = base64.b64encode(image_file.read()).decode('utf-8')
-        print(f"Encoded image length: {len(encoded_string)}")  # Debug: Check length
-        return encoded_string
-    except Exception as e:
-        print(f"Error encoding image: {e}")
-        return None
+
 
 def predict_pest(filepath):
     CLIENT = InferenceHTTPClient(
@@ -32,7 +24,7 @@ def predict_pest(filepath):
     )
     
     try:
-        encoded_image = filepath
+        encoded_image = encode_image_to_base64(filepath)
         result = CLIENT.infer(encoded_image, model_id="pest-detection-ueoco/1")
         return result['predicted_classes'][0]
     except Exception as e:
@@ -46,7 +38,7 @@ def predict_disease(filepath):
     )
     
     try:
-        encoded_image = filepath
+        encoded_image = encode_image_to_base64(filepath)
         result = CLIENT.infer(encoded_image, model_id="plant-disease-detection-iefbi/1")
         return result['predicted_classes'][0]
     except Exception as e:
@@ -60,7 +52,6 @@ client = Client(account_sid, auth_token)
 # WhatsApp number to send messages from (your Twilio number)
 from_whatsapp_number = 'whatsapp:+14155238886'
 
-# Placeholder functions for image classification
 def classify_pest(image_path):
     # Implement pest classification model here
     return f"Detected Pest: [Pest Name] for image at {image_path}"
@@ -83,8 +74,9 @@ def whatsapp_webhook():
         if content_type.startswith('image/'):
             r = requests.get(media_url)
             r.raise_for_status()
+            response_text=media_url
             
-            # Generate a unique filename
+            '''# Generate a unique filename
             filename = f"{uuid.uuid4()}.jpg"
             filepath = os.path.join(UPLOAD_FOLDER, filename)
 
@@ -101,7 +93,7 @@ def whatsapp_webhook():
                     elif 'disease' in incoming_msg:
                         response_text = predict_disease(filepath)
                     else:
-                        response_text = "Please specify if you want to detect a pest or a disease."
+                        response_text = "Please specify if you want to detect a pest or a disease."'''
             
         else:
             response_text = "The attached file is not an image. Please send an image for classification."