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						import os | 
					
					
						
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						from typing import Optional | 
					
					
						
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						from dotenv import load_dotenv  | 
					
					
						
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						load_dotenv() | 
					
					
						
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						class Config: | 
					
					
						
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						    ANTHROPIC_API_KEY: Optional[str] = os.getenv("ANTHROPIC_API_KEY") | 
					
					
						
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						    MISTRAL_API_KEY: Optional[str] = os.getenv("MISTRAL_API_KEY") | 
					
					
						
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						    HUGGINGFACE_API_KEY: Optional[str] = os.getenv("HUGGINGFACE_API_KEY", os.getenv("HF_TOKEN")) | 
					
					
						
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						    OPENAI_API_KEY: Optional[str] = os.getenv("OPENAI_API_KEY") | 
					
					
						
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						    EMBEDDING_MODEL: str = os.getenv("EMBEDDING_MODEL", "sentence-transformers/all-MiniLM-L6-v2") | 
					
					
						
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						    ANTHROPIC_MODEL: str = os.getenv("ANTHROPIC_MODEL", "claude-3-haiku-20240307")   | 
					
					
						
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						    MISTRAL_MODEL: str = os.getenv("MISTRAL_MODEL", "mistral-small-latest")   | 
					
					
						
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						    OPENAI_MODEL: str = os.getenv("OPENAI_MODEL", "gpt-4o-mini") | 
					
					
						
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						    VECTOR_STORE_PATH: str = os.getenv("VECTOR_STORE_PATH", "./data/vector_store") | 
					
					
						
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						    DOCUMENT_STORE_PATH: str = os.getenv("DOCUMENT_STORE_PATH", "./data/documents") | 
					
					
						
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						    INDEX_NAME: str = os.getenv("INDEX_NAME", "content_index") | 
					
					
						
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						    CHUNK_SIZE: int = int(os.getenv("CHUNK_SIZE", "500")) | 
					
					
						
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						    CHUNK_OVERLAP: int = int(os.getenv("CHUNK_OVERLAP", "50")) | 
					
					
						
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						    MAX_CONCURRENT_REQUESTS: int = int(os.getenv("MAX_CONCURRENT_REQUESTS", "5")) | 
					
					
						
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						    DEFAULT_TOP_K: int = int(os.getenv("DEFAULT_TOP_K", "5")) | 
					
					
						
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						    SIMILARITY_THRESHOLD: float = float(os.getenv("SIMILARITY_THRESHOLD", "0.1")) | 
					
					
						
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						    TESSERACT_PATH: Optional[str] = os.getenv("TESSERACT_PATH") | 
					
					
						
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						    OCR_LANGUAGE: str = os.getenv("OCR_LANGUAGE", "eng") | 
					
					
						
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						    @classmethod | 
					
					
						
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						    def validate(cls) -> bool: | 
					
					
						
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						        """Validate that required configuration is present""" | 
					
					
						
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						        return True | 
					
					
						
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						config = Config() | 
					
					
						
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						import pathlib | 
					
					
						
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						pathlib.Path(config.VECTOR_STORE_PATH).mkdir(parents=True, exist_ok=True) | 
					
					
						
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						pathlib.Path(config.DOCUMENT_STORE_PATH).mkdir(parents=True, exist_ok=True) |