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  # Part 2: ๐——๐—ฎ๐˜†๐˜€๐—ผ๐—ณ๐—ณ ๐—”๐˜€๐˜€๐—ถ๐˜€๐˜๐—ฎ๐—ป๐˜ ส€แด€วซแด€-แด›ยน ๐Ÿš€
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  This code defines an application using the chainlit framework for setting up a RetrievalQA chain for the Daysoff Assistant.
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-
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  ## Architecture
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- - FAISS index for FAQ and privacy policy embeddings
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- - RetrievalQA chain
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- - LocalFileStore for caching
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-
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  ## Data Pipeline
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- 1. CSV loading with LangChain document loaders
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- 2. Text chunking using RecursiveCharacterTextSplitter
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- 3. OpenAIEmbeddings for vector transformation
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- 4. Metadata-retention for improved response control.
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-
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  ## Prompt Engineering
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- - System template for RAG context
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- - Human template for query formatting
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- - ChatPromptTemplate for inference
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-
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  ## Chainlit Framework
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- - Async message handling
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- - User session management
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- - Interface deployment
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  # Part 2: ๐——๐—ฎ๐˜†๐˜€๐—ผ๐—ณ๐—ณ ๐—”๐˜€๐˜€๐—ถ๐˜€๐˜๐—ฎ๐—ป๐˜ ส€แด€วซแด€-แด›ยน ๐Ÿš€
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  This code defines an application using the chainlit framework for setting up a RetrievalQA chain for the Daysoff Assistant.
 
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  ## Architecture
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+ - FAISS index for FAQ and privacy policy embeddings
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+ - RetrievalQA chain
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+ - LocalFileStore for caching
 
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  ## Data Pipeline
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+ 1. CSV loading with LangChain document loaders
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+ 2. Text chunking using RecursiveCharacterTextSplitter
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+ 3. OpenAIEmbeddings for vector transformation
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+ 4. Metadata-retention for improved response control.
 
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  ## Prompt Engineering
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+ - System template for RAG context
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+ - Human template for query formatting
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+ - ChatPromptTemplate for inference
 
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  ## Chainlit Framework
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+ - Async message handling
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+ - User session management
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+ - Interface deployment
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