# rag-codellama-fireworks This template performs RAG on a codebase. It uses codellama-34b hosted by Fireworks' [LLM inference API](https://blog.fireworks.ai/accelerating-code-completion-with-fireworks-fast-llm-inference-f4e8b5ec534a). ## Environment Setup Set the `FIREWORKS_API_KEY` environment variable to access the Fireworks models. You can obtain it from [here](https://app.fireworks.ai/login?callbackURL=https://app.fireworks.ai). ## Usage To use this package, you should first have the LangChain CLI installed: ```shell pip install -U langchain-cli ``` To create a new LangChain project and install this as the only package, you can do: ```shell langchain app new my-app --package rag-codellama-fireworks ``` If you want to add this to an existing project, you can just run: ```shell langchain app add rag-codellama-fireworks ``` And add the following code to your `server.py` file: ```python from rag_codellama_fireworks import chain as rag_codellama_fireworks_chain add_routes(app, rag_codellama_fireworks_chain, path="/rag-codellama-fireworks") ``` (Optional) Let's now configure LangSmith. LangSmith will help us trace, monitor and debug LangChain applications. LangSmith is currently in private beta, you can sign up [here](https://smith.langchain.com/). If you don't have access, you can skip this section ```shell export LANGCHAIN_TRACING_V2=true export LANGCHAIN_API_KEY= export LANGCHAIN_PROJECT= # if not specified, defaults to "default" ``` If you are inside this directory, then you can spin up a LangServe instance directly by: ```shell langchain serve ``` This will start the FastAPI app with a server is running locally at [http://localhost:8000](http://localhost:8000) We can see all templates at [http://127.0.0.1:8000/docs](http://127.0.0.1:8000/docs) We can access the playground at [http://127.0.0.1:8000/rag-codellama-fireworks/playground](http://127.0.0.1:8000/rag-codellama-fireworks/playground) We can access the template from code with: ```python from langserve.client import RemoteRunnable runnable = RemoteRunnable("http://localhost:8000/rag-codellama-fireworks") ```