Integrate ollama API into response generation module

modules/response_generation.py

@@ -1,13 +1,45 @@
+import os
+import requests
+from routellm import RouteLLMController
+
 class ResponseGenerator:
     def __init__(self):
-        # Placeholder for future implementation
-        pass
+        # Initialize RouteLLM controller
+        self.controller = RouteLLMController(
+            router="gpt-3.5-turbo",
+            models=["gpt-3.5-turbo", "gpt-4"],
+            api_key=os.environ.get('ROUTELLM_API_KEY')
+        )
+        # Initialize ollama API endpoint
+        self.ollama_api_url = "http://localhost:11434/api/generate"
 
     def generate_response(self, threat_level):
-        # Generate a response based on the threat level
+        # Generate a response based on the threat level using RouteLLM
+        prompt = self._create_prompt(threat_level)
+        response = self.controller.chat.completions.create(
+            model="router:0.01",  # Use router with 0.01 cost threshold
+            messages=[{"role": "system", "content": "You are an AI assistant for threat assessment and response generation."},
+                      {"role": "user", "content": prompt}]
+        )
+        return response.choices[0].message.content
+
+    def generate_response_ollama(self, threat_level):
+        # Generate a response based on the threat level using ollama
+        prompt = self._create_prompt(threat_level)
+        payload = {
+            "model": "llama3.1",
+            "prompt": prompt
+        }
+        response = requests.post(self.ollama_api_url, json=payload)
+        if response.status_code == 200:
+            return response.json()['response']
+        else:
+            return f"Error: Unable to generate response. Status code: {response.status_code}"
+
+    def _create_prompt(self, threat_level):
         if threat_level < 0.3:
-            return "No significant threat detected. Continue monitoring."
+            return "Generate a response for a low threat level situation."
         elif threat_level < 0.7:
-            return "Moderate threat detected. Increase vigilance and prepare countermeasures."
+            return "Generate a response for a moderate threat level situation."
         else:
-            return "High threat detected. Activate all defense systems and initiate containment protocols."
+            return "Generate a response for a high threat level situation."