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add docs for templates (#12346)
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[tool.poetry]
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name = "langchain-cli"
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version = "0.0.1rc2"
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version = "0.0.3"
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description = "CLI for interacting with LangChain"
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authors = ["Erick Friis <erick@langchain.dev>"]
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readme = "README.md"
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templates/CONTRIBUTING.md
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templates/CONTRIBUTING.md
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# Contributing
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To add a new project:
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Make sure you have `langchain-cli` installed.
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```shell
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pip install -U langchain-cli
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```
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Create a new package
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```shell
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langchain hub new $PROJECT_NAME
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```
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This will set up the skeleton of a package.
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You can then edit the contents of the package as you desire.
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A list of all template repos
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⭐Retrieval Augmented Generation Chatbot: Build a chatbot over your data. Uses OpenAI and Pinecone.
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⭐Extraction with OpenAI Functions: Do extraction of structured data from unstructured data. Uses OpenAI function calling.
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⭐Local Retrieval Augmented Generation: Build a chatbot over your data. Uses only local tooling: Ollama, GPT4all, Chroma.
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⭐OpenAI Functions Agent: Build a chatbot that can take actions. Uses OpenAI function calling and Tavily.
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⭐XML Agent: Build a chatbot that can take actions. Uses Anthropic and You.com.
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# LangServe Hub
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# LangServe Templates
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Packages that can be easily hosted by LangServe using the `langserve` cli.
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Templates for a fully functioning app that can be hosted by LangServe.
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## Using LangServe Hub
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## Usage
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You can install the `langservehub` CLI and use it as follows:
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```bash
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# install langservehub CLI
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pip install --upgrade langservehub
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To use, first install the LangChain CLI.
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langservehub new my-app
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```shell
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pip install -U langchain-cli
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```
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Then, install `langserve`:
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```shell
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pip install "langserve[all]"
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```
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Next, create a new LangChain project:
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```shell
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langchain serve new my-app
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```
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This will create a new directory called `my-app` with two folders:
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- `app`: This is where LangServe code will live
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- `packages`: This is where your chains or agents will live
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To pull in an existing template as a package, you first need to go into your new project:
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```shell
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cd my-app
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poetry install
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# if you have problems with poe, use `poetry run poe ...` instead
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# add the simple-pirate package
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poe add --repo=pingpong-templates/hub simple-pirate
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# adding other GitHub repo packages, defaults to repo root
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poe add --repo=hwchase17/chain-of-verification
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# with a custom api mount point (defaults to `/{package_name}`)
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poe add --repo=pingpong-templates/hub simple-translator --api_path=/my/custom/path/translator
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poe list
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poe start
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^C
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# remove packages by their api path:
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poe remove my/custom/path/translator
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```
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## Creating New Packages
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And you can the add a template as a project
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You can also create new packages with the `langservehub package new` command
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```bash
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# starting from this directory in langserve-hub
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langservehub package new simple-newpackage
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```shell
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langchain serve add $PROJECT_NAME
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```
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Now you can edit the chain in `simple-newpackage/simple_newpackage/chain.py` and put up a PR!
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This will pull in the specified template into `packages/$PROJECT_NAME`
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Your package will be usable as `poe add --repo=pingpong-templates/hub simple-newpackage` when it's merged in.
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You then need to install this package so you can use it in the langserve app:
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## Data Format
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```shell
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pip install -e packages/$PROJECT_NAME
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```
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What makes these packages work?
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We install it with `-e` so that if we modify the template at all (which we likely will) the changes are updated.
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- Poetry
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- pyproject.toml files
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In order to have LangServe use this project, you then need to modify `app/server.py`.
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Specifically, you should add something like:
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### Installable Packages
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```python
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from fastapi import FastAPI
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from langserve import add_routes
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# This depends on the structure of the package you install
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from my_project import chain
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Everything is a Poetry package currently. This allows poetry to manage our dependencies for us :).
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app = FastAPI()
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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)).
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add_routes(app, chain)
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```
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This allows us to identify which module and attribute to import as the chain/runnable for the langserve `add_routes` call.
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You can then spin up production-ready endpoints, along with a playground, by running:
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### Apps (with installed langserve packages)
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```shell
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python app/server.py
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```
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Let's say you add the pirate package with `poe add --repo=pingpong-templates/hub simple-pirate`.
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## Adding a template
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First this downloads the simple-pirate package to pirate
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Then this adds a `poetry` path dependency, which gets picked up from `add_package_routes`.
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See [here](CONTRIBUTING.md)
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