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A Python based local Retrieval-Augmented Generation (RAG) chatbot that can answer to questions by scanning the documents (pdf, doc, excel etc.).
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A Python based local Retrieval-Augmented Generation (RAG) chatbot that can answer to queries questions based on the context information available
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## Solution components
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| # | Code/File | Purpose | Design Principle | Tech Stack |
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| 5 | [DocUploader][Link_13.md]| Manage the database population with embeddings | [Vector Database][Link_14.md] | [Langchain Chroma][Link_15.md] |
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| 6 | [LLMFactory][Link_16.md] | Factory class to create LLM instances based on model type e.g., 'ollama', 'gpt', 'claude') | [Factory Pattern][Link_17.md] | [Langchain Models][Link_18.md] |
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## System control flow
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<div style="text-align: center;">
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<img src="https://github.com/inbravo/rag-bot/blob/main/images/call-flow.png" alt="call-flow">
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</div>
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## Applicable usecases
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- Option I: supports following use cases scanning the documents (pdf, doc, excel etc.).
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### Knoledge management
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<div style="text-align: center;">
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<img src="https://github.com/inbravo/rag-bot/blob/main/images/kms.png" alt="call-flow">
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</div>
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- Option II: supports profiling the Salesforce data (Opportunity, Account, Lead, Contact etc.) and providing intelligence
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### Saleforce intelligence
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<div style="text-align: center;">
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<img src="https://github.com/inbravo/rag-bot/blob/main/images/sfdc.png" alt="call-flow">
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</div>
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## LLM configuration
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