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advanced_rag.py

@@ -26,6 +26,10 @@ import requests
 from pydantic import PrivateAttr
 import pydantic
 
+from langchain.llms.base import LLM
+from typing import Any, Optional, List
+import typing
+
 print("Pydantic Version: ")
 print(pydantic.__version__)
 # Add Mistral imports with fallback handling
@@ -173,8 +177,7 @@ class ElevatedRagChain:
             mistral_api_key = os.environ.get("MISTRAL_API_KEY")
             if not mistral_api_key:
                 raise ValueError("Please set the MISTRAL_API_KEY environment variable to use Mistral API.")
-            from langchain.llms.base import LLM
-            from typing import Any, Optional, List
+
             class MistralLLM(LLM):
                 temperature: float = 0.7
                 top_p: float = 0.95