langchain/templates/rag-fusion/README.md

# RAG - Pinecone - fusion

This template enables `RAG fusion` using a re-implementation of 
the project found [here](https://github.com/Raudaschl/rag-fusion). 

It performs multiple query generation and `Reciprocal Rank Fusion` 
to re-rank search results.

It uses the `Pinecone` vectorstore and the `OpenAI` chat and embedding models.

## Environment Setup

Set the `OPENAI_API_KEY` environment variable to access the OpenAI models.

## 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-fusion
```

If you want to add this to an existing project, you can just run:

```shell
langchain app add rag-fusion
```

And add the following code to your `server.py` file:
```python
from rag_fusion.chain import chain as rag_fusion_chain

add_routes(app, rag_fusion_chain, path="/rag-fusion")
```

(Optional) Let's now configure LangSmith. 
LangSmith will help us trace, monitor and debug LangChain applications. 
You can sign up for LangSmith [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=<your-api-key>
export LANGCHAIN_PROJECT=<your-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-fusion/playground](http://127.0.0.1:8000/rag-fusion/playground)  

We can access the template from code with:

```python
from langserve.client import RemoteRunnable

runnable = RemoteRunnable("http://localhost:8000/rag-fusion")
```