mirror of
https://github.com/hwchase17/langchain.git
synced 2025-06-29 01:48:57 +00:00
Updated titles into a consistent format. Fixed links to the diagrams. Fixed typos. Note: The Templates menu in the navbar is now sorted by the file names. I'll try sorting the navbar menus by the page titles, not the page file names.
73 lines
1.9 KiB
Markdown
73 lines
1.9 KiB
Markdown
# Retrieval agent
|
|
|
|
This package uses `Azure OpenAI` to do retrieval using an agent architecture.
|
|
By default, this does retrieval over `Arxiv`.
|
|
|
|
## Environment Setup
|
|
|
|
Since we are using Azure OpenAI, we will need to set the following environment variables:
|
|
|
|
```shell
|
|
export AZURE_OPENAI_ENDPOINT=...
|
|
export AZURE_OPENAI_API_VERSION=...
|
|
export AZURE_OPENAI_API_KEY=...
|
|
```
|
|
|
|
## 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 retrieval-agent
|
|
```
|
|
|
|
If you want to add this to an existing project, you can just run:
|
|
|
|
```shell
|
|
langchain app add retrieval-agent
|
|
```
|
|
|
|
And add the following code to your `server.py` file:
|
|
```python
|
|
from retrieval_agent import chain as retrieval_agent_chain
|
|
|
|
add_routes(app, retrieval_agent_chain, path="/retrieval-agent")
|
|
```
|
|
|
|
(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/retrieval-agent/playground](http://127.0.0.1:8000/retrieval-agent/playground)
|
|
|
|
We can access the template from code with:
|
|
|
|
```python
|
|
from langserve.client import RemoteRunnable
|
|
|
|
runnable = RemoteRunnable("http://localhost:8000/retrieval-agent")
|
|
``` |