Update app.py

app.py

@@ -48,7 +48,7 @@ def get_response_llm(predicted_label,knowledge_base):
     response = model.generate_content([prompt])
     return response.text
 
-# Knowledge base for sugarcane diseases (example data from the website)
+
 # Comprehensive knowledge base for sugarcane diseases and practices
 knowledge_base = """
     'BacterialBlights': Bacterial blights are caused by *Xanthomonas albilineans*. 
@@ -60,9 +60,9 @@ knowledge_base = """
     **Management:**
     - Apply copper-based fungicides.
     - Improve field drainage to avoid waterlogging.
-    - Use disease-free planting material.""",
+    - Use disease-free planting material.,
     
-    'Mosaic': """Mosaic disease is caused by the Sugarcane mosaic virus (SCMV) and often transmitted by aphids.
+    'Mosaic': Mosaic disease is caused by the Sugarcane mosaic virus (SCMV) and often transmitted by aphids.
     **Symptoms:**
     - Mottled appearance on leaves with streaks of yellow and green.
     - Reduced photosynthetic efficiency.
@@ -71,9 +71,9 @@ knowledge_base = """
     **Management:**
     - Use resistant sugarcane varieties.
     - Control aphid populations with insecticides.
-    - Remove and destroy infected plants to prevent spread.""",
+    - Remove and destroy infected plants to prevent spread.,
     
-    'RedRot': """Red rot is caused by the fungus *Colletotrichum falcatum*.
+    'RedRot': Red rot is caused by the fungus *Colletotrichum falcatum*.
     **Symptoms:**
     - Red streaks inside the cane with white patches.
     - Rotting of the stalk, emitting a sour smell.
@@ -82,9 +82,9 @@ knowledge_base = """
     **Management:**
     - Plant resistant varieties.
     - Remove and burn infected plants.
-    - Treat soil with fungicides and practice crop rotation.""",
+    - Treat soil with fungicides and practice crop rotation.,
     
-    'Rust': """Rust is caused by the fungus *Puccinia melanocephala*.
+    'Rust': Rust is caused by the fungus *Puccinia melanocephala*.
     **Symptoms:**
     - Formation of orange to reddish pustules on leaves.
     - Premature drying of leaves.
@@ -93,9 +93,9 @@ knowledge_base = """
     **Management:**
     - Apply systemic fungicides (e.g., triazoles).
     - Ensure proper field hygiene.
-    - Avoid water stress and maintain balanced nutrition.""",
+    - Avoid water stress and maintain balanced nutrition.,
     
-    'Yellow': """Yellowing can be caused by nutrient deficiencies or disease onset.
+    'Yellow': Yellowing can be caused by nutrient deficiencies or disease onset.
     **Symptoms:**
     - Yellowing of leaf tips or entire leaves.
     - Reduced photosynthesis and growth.
@@ -103,9 +103,9 @@ knowledge_base = """
     **Management:**
     - Conduct soil testing to identify deficiencies.
     - Apply balanced fertilizers as per soil nutrient status.
-    - Maintain proper irrigation schedules.""",
+    - Maintain proper irrigation schedules.,
     
-    'Smut': """Smut is caused by the fungus *Sporisorium scitamineum*.
+    'Smut': Smut is caused by the fungus *Sporisorium scitamineum*.
     **Symptoms:**
     - Formation of whip-like structures at the growing points.
     - Stunted growth and tiller proliferation.
@@ -114,31 +114,33 @@ knowledge_base = """
     **Management:**
     - Plant smut-resistant varieties.
     - Remove smut-infected plants.
-    - Treat seed sets with fungicides before planting.""",
+    - Treat seed sets with fungicides before planting.,
     
-    'Healthy': """The sugarcane crop is healthy. 
+    'Healthy': The sugarcane crop is healthy. 
     Continue regular monitoring and follow good agronomic practices:
     - Ensure balanced fertilization.
     - Maintain proper irrigation schedules.
-    - Monitor for pests and diseases regularly.""",
-
-    'GeneralPractices': """**General Practices for Disease Prevention**
+    - Monitor for pests and diseases regularly.,
+    
+    'GeneralPractices': **General Practices for Disease Prevention**
     - **Field Sanitation:** Remove and destroy crop residues and infected plants to reduce inoculum levels.
     - **Resistant Varieties:** Cultivate sugarcane varieties that are resistant to specific diseases.
     - **Seed Treatment:** Use disease-free, certified seed material. Treat seed sets with fungicides before planting.
     - **Crop Rotation:** Rotate sugarcane with non-host crops to break the disease cycle.
     - **Optimal Agronomic Practices:** Ensure proper irrigation and drainage. Maintain balanced fertilization and avoid over-application of nitrogen.
     - **Timely Monitoring and Control:** Inspect fields regularly for symptoms. Apply recommended fungicides or bactericides as soon as symptoms appear.
-    - **Integrated Pest and Disease Management (IPDM):** Combine biological, chemical, and cultural methods to manage diseases sustainably.""",
-
-    'ImpactOfDiseases': """**Impact of Sugarcane Diseases**
+    - **Integrated Pest and Disease Management (IPDM):** Combine biological, chemical, and cultural methods to manage diseases sustainably.,
+    
+    'ImpactOfDiseases': **Impact of Sugarcane Diseases**
     - **Yield Reduction:** Diseases like red rot and smut can reduce cane yield by 30–60%.
     - **Quality Degradation:** Affected plants produce less sugar and lower-quality juice.
-    - **Economic Losses:** Increased cost of management and reduced marketable output affect profitability.""",
-
-    'SugarcaneOverview': """Sugarcane is a critical crop globally, providing raw materials for sugar, ethanol, and other byproducts. 
+    - **Economic Losses:** Increased cost of management and reduced marketable output affect profitability.,
+    
+    'SugarcaneOverview': Sugarcane is a critical crop globally, providing raw materials for sugar, ethanol, and other byproducts. 
     However, it is susceptible to various diseases caused by fungi, bacteria, viruses, and environmental factors. 
-    Effective management practices are essential to ensure high yield and quality."""
+    Effective management practices are essential to ensure high yield and quality.
+"""
+
 
 
 # Update the predict_disease function