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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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## OCI Generative AI Service is in Limited Availability
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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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* How-to add Cohere reranker to the chain
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* How to integrate OCI GenAI Service with LangChain
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* How to define the LangChain
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* How to use the Oracle vector Db capabilities
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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.sh](./run_oracle_bot.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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* oracle-database-23c-new-features-guide.pdf
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* database-concepts.pdf
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* Trobleshooting.pdf
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* globally-distributed-autonomous-database.pdf
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* Oracle True cache.pdf
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* oracle-database-23c.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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