add docs for templates (#12346)

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Harrison Chase 11 months ago committed by GitHub
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[tool.poetry]
name = "langchain-cli"
version = "0.0.1rc2"
version = "0.0.3"
description = "CLI for interacting with LangChain"
authors = ["Erick Friis <erick@langchain.dev>"]
readme = "README.md"

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# Contributing
To add a new project:
Make sure you have `langchain-cli` installed.
```shell
pip install -U langchain-cli
```
Create a new package
```shell
langchain hub new $PROJECT_NAME
```
This will set up the skeleton of a package.
You can then edit the contents of the package as you desire.

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A list of all template repos
⭐Retrieval Augmented Generation Chatbot: Build a chatbot over your data. Uses OpenAI and Pinecone.
⭐Extraction with OpenAI Functions: Do extraction of structured data from unstructured data. Uses OpenAI function calling.
⭐Local Retrieval Augmented Generation: Build a chatbot over your data. Uses only local tooling: Ollama, GPT4all, Chroma.
⭐OpenAI Functions Agent: Build a chatbot that can take actions. Uses OpenAI function calling and Tavily.
⭐XML Agent: Build a chatbot that can take actions. Uses Anthropic and You.com.

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# LangServe Hub
# LangServe Templates
Packages that can be easily hosted by LangServe using the `langserve` cli.
Templates for a fully functioning app that can be hosted by LangServe.
## Using LangServe Hub
## Usage
You can install the `langservehub` CLI and use it as follows:
```bash
# install langservehub CLI
pip install --upgrade langservehub
To use, first install the LangChain CLI.
langservehub new my-app
cd my-app
```shell
pip install -U langchain-cli
```
poetry install
Then, install `langserve`:
# if you have problems with poe, use `poetry run poe ...` instead
```shell
pip install "langserve[all]"
```
# add the simple-pirate package
poe add --repo=pingpong-templates/hub simple-pirate
Next, create a new LangChain project:
# adding other GitHub repo packages, defaults to repo root
poe add --repo=hwchase17/chain-of-verification
```shell
langchain serve new my-app
```
# with a custom api mount point (defaults to `/{package_name}`)
poe add --repo=pingpong-templates/hub simple-translator --api_path=/my/custom/path/translator
This will create a new directory called `my-app` with two folders:
poe list
- `app`: This is where LangServe code will live
- `packages`: This is where your chains or agents will live
poe start
^C
To pull in an existing template as a package, you first need to go into your new project:
# remove packages by their api path:
poe remove my/custom/path/translator
```shell
cd my-app
```
## Creating New Packages
And you can the add a template as a project
You can also create new packages with the `langservehub package new` command
```bash
# starting from this directory in langserve-hub
langservehub package new simple-newpackage
```shell
langchain serve add $PROJECT_NAME
```
Now you can edit the chain in `simple-newpackage/simple_newpackage/chain.py` and put up a PR!
Your package will be usable as `poe add --repo=pingpong-templates/hub simple-newpackage` when it's merged in.
This will pull in the specified template into `packages/$PROJECT_NAME`
## Data Format
You then need to install this package so you can use it in the langserve app:
What makes these packages work?
```shell
pip install -e packages/$PROJECT_NAME
```
- Poetry
- pyproject.toml files
We install it with `-e` so that if we modify the template at all (which we likely will) the changes are updated.
### Installable Packages
In order to have LangServe use this project, you then need to modify `app/server.py`.
Specifically, you should add something like:
Everything is a Poetry package currently. This allows poetry to manage our dependencies for us :).
```python
from fastapi import FastAPI
from langserve import add_routes
# This depends on the structure of the package you install
from my_project import chain
In addition to normal keys in the `pyproject.toml` file, you'll notice an additional `tool.langserve` key ([link](https://github.com/langchain-ai/langserve-hub/blob/main/simple/pirate/pyproject.toml#L13-L15)).
app = FastAPI()
This allows us to identify which module and attribute to import as the chain/runnable for the langserve `add_routes` call.
add_routes(app, chain)
```
### Apps (with installed langserve packages)
You can then spin up production-ready endpoints, along with a playground, by running:
Let's say you add the pirate package with `poe add --repo=pingpong-templates/hub simple-pirate`.
```shell
python app/server.py
```
First this downloads the simple-pirate package to pirate
## Adding a template
Then this adds a `poetry` path dependency, which gets picked up from `add_package_routes`.
See [here](CONTRIBUTING.md)

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