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python rag chatbot with Oracle Database 23ai v .1
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# Integrate OCI Generative AI with LangChain
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This repo contains all the work done to develop demos on the integration between [**LangChain**](https://www.langchain.com/) and Oracle [**OCI GenAI**](https://www.oracle.com/artificial-intelligence/generative-ai/large-language-models/) Service.
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# Integrating Oracle Database 23ai RAG and OCI Generative AI with LangChain
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[**Oracle Database 23ai**](https://www.oracle.com/database/free-1/)
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[**OCI GenAI**](https://www.oracle.com/artificial-intelligence/generative-ai/large-language-models/)
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[**LangChain**](https://www.langchain.com/)
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## OCI Generative AI Service is in GENERAL AVAILABILITY
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Consider that OCI Generative AI Service (based on Cohere models) is now (July )
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## Oracle 23ai is in GENERAL AVAILABILITY
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Consider that Oracle 23 ai database is available now
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## Documentation
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The development of the proposed integration is based on the example, from LangChain, provided [here](https://python.langchain.com/docs/modules/model_io/models/llms/custom_llm)
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**RAG** has been first described in the following [arXiv paper](https://arxiv.org/pdf/2005.11401.pdf)
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## Features
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* How-to build a complete, end-2-end RAG solution using LangChain and Oracle GenAI Service.
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* How-to load multiple pdf
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* How to use in-memory database capability
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## Oracle BOT
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Using the script [run_oracle_bot_exp.sh](./run_oracle_bot_exp.sh) you can launch a simple ChatBot that showcase Oracle GenAI service. The demo is based on docs from Oracle Database pdf documentation.
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Using the script [run_oracle_bot_exp.sh](run_oracle_bot_exp.sh) you can launch a simple ChatBot that showcase Oracle GenAI service. The demo is based on docs from Oracle Database pdf documentation.
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You need to put in the local directory:
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* Trobleshooting.pdf
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* oracle-globally-distributed-database-guide.pdf
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* sharding-adg-addshard-cookbook-3610618.pdf
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You can add more pdf. Edit [config_rag.py](./config_rag.py)
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## Video
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You can add more pdf. Edit [config_rag.py](config_rag.py)
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