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feat(sdks/ts): Add adaptive context options to the SDK (#404)
* feat(sdks/ts): Add adaptive context options to the SDK Signed-off-by: Diwank Tomer <[email protected]> * refactor: Lint sdks/ts (CI) --------- Signed-off-by: Diwank Tomer <[email protected]> Co-authored-by: Diwank Tomer <[email protected]> Co-authored-by: creatorrr <[email protected]>
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@julep/sdk / [Modules](modules.md) | ||
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<sup>English | [中文翻译](/README-CN.md)</sup> | ||
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<div align="center"> | ||
<img src="https://socialify.git.ci/julep-ai/julep/image?description=1&descriptionEditable=Open-source%20platform%20for%20building%20stateful%20AI%20apps&font=Source%20Code%20Pro&logo=https%3A%2F%2Fraw.githubusercontent.com%2Fjulep-ai%2Fjulep%2Fdev%2F.github%2Fjulep-logo.svg&owner=1&pattern=Solid&stargazers=1&theme=Auto" alt="julep" width="640" height="320" /> | ||
</div> | ||
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--- | ||
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💸🤑 **Announcing our Bounty Program:** Help the Julep community fix bugs and ship features and get paid. More details [here](https://github.com/julep-ai/julep/discussions/categories/bounty-program). | ||
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--- | ||
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<h2 align="center"> | ||
Start your project with conversation history, support for any LLM, agentic workflows, integrations & more. | ||
</h2> | ||
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<p align="center"> | ||
<br /> | ||
<a href="https://docs.julep.ai" rel="dofollow"><strong>Explore the docs »</strong></a> | ||
<br /> | ||
<br/> | ||
<a href="https://github.com/julep-ai/julep/issues/new">Report Bug</a> | ||
· | ||
<a href="https://github.com/julep-ai/julep/discussions/293">Request Feature</a> | ||
· | ||
<a href="https://discord.com/invite/JTSBGRZrzj">Join Our Discord</a> | ||
· | ||
<a href="https://x.com/julep_ai">X</a> | ||
· | ||
<a href="https://www.linkedin.com/company/julep-ai">LinkedIn</a> | ||
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</p> | ||
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<p align="center"> | ||
<a href="https://www.npmjs.com/package/@julep/sdk"><img src="https://img.shields.io/npm/v/%40julep%2Fsdk?style=social&logo=npm&link=https%3A%2F%2Fwww.npmjs.com%2Fpackage%2F%40julep%2Fsdk" alt="NPM Version"></a> | ||
<span> </span> | ||
<a href="https://pypi.org/project/julep"><img src="https://img.shields.io/pypi/v/julep?style=social&logo=python&label=PyPI&link=https%3A%2F%2Fpypi.org%2Fproject%2Fjulep" alt="PyPI - Version"></a> | ||
<span> </span> | ||
<a href="https://hub.docker.com/u/julepai"><img src="https://img.shields.io/docker/v/julepai/agents-api?sort=semver&style=social&logo=docker&link=https%3A%2F%2Fhub.docker.com%2Fu%2Fjulepai" alt="Docker Image Version"></a> | ||
<span> </span> | ||
<a href="https://choosealicense.com/licenses/apache/"><img src="https://img.shields.io/github/license/julep-ai/julep" alt="GitHub License"></a> | ||
</p> | ||
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--- | ||
## Why Julep? | ||
We've built a lot of AI apps and understand how difficult it is to evaluate hundreds of tools, techniques, and models, and then make them work well together. | ||
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**The Problems** | ||
1. The barrier to making LLM apps with memory, knowledge & tools is too high. | ||
2. Agentic behaviour is hard to control when done through multi-agent frameworks. | ||
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--- | ||
## Features | ||
- **Statefulness By Design**: Manages conversation history by default. Use simple flags; `remember` & `recall` to tune whether to save or retrieve conversation history. | ||
- **Support for Users & Agents**: Allows creating different user <-> agent interactions like `One Agent <-> Many Users`; `Many Agents <-> One User` etc. [Read more,](https://docs.julep.ai/concepts/). | ||
- **Built-in RAG**: Add, delete & update documents to give the LLM context about the user or an agent depending on your use case. [Read more here.](https://docs.julep.ai/guides/build-a-retrieval-augmented-generation-rag-agent) | ||
- **90+ tools built-in**: Connect your AI app to 90+ third-party applications using [Composio](https://docs.composio.dev/framework/julep/) natively. `toolset.handle_tool_calls(julep_client, session.id, response)` will call and handle your tools for you! [See example](https://docs.julep.ai/guides/use-julep-with-composio) | ||
- **Local-first**: Julep comes ready to be deployed to production using Docker Compose. Support for k8s coming soon! | ||
- **Switch LLMs on the fly**: Update the Agent to switch between LLMs from OpenAI, Anthropic or Ollama. All the while preserving state. | ||
- ***Assign Tasks to Agents**: Define agentic workflows to be executed asynchronously with one ore more without worrying about timeouts or multiplying hallucinations. [Work in progress](https://github.com/julep-ai/julep/discussions/387) | ||
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> (*) Coming soon! | ||
--- | ||
## Guides | ||
You can view the different features of Julep in action in the [guide docs](https://docs.julep.ai/guides/). | ||
1. [Simple Conversational Bot](https://deepnote.com/app/julep-ai-761c/Julep-Mixers-4dfff09a-84f2-4278-baa3-d1a00b88ba26) | ||
2. [Search Agent](https://docs.julep.ai/guides/) | ||
3. [RAG Agent](https://docs.julep.ai/guides/build-a-retrieval-augmented-generation-rag-agent) | ||
5. [GitHub Agent with Composio](https://docs.julep.ai/guides/use-julep-with-composio) | ||
5. [GPT 4o for Vision](https://docs.julep.ai/guides/image-+-text-with-gpt-4o) | ||
--- | ||
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## Quickstart | ||
### Option 1: Use the Julep Cloud | ||
Our hosted platform is in Beta! | ||
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To get access: | ||
- Head over to https://platform.julep.ai | ||
- Generate and add your `JULEP_API_KEY` in `.env` | ||
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### Option 2: Install and run Julep locally | ||
Head over to docs on [self-hosting](https://docs.julep.ai/guides/self-hosting) to see how to run Julep locally! | ||
### Installation | ||
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``` | ||
pip install julep | ||
``` | ||
### Setting up the `client` | ||
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```py | ||
from julep import Client | ||
from pprint import pprint | ||
import textwrap | ||
import os | ||
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base_url = os.environ.get("JULEP_API_URL") | ||
api_key = os.environ.get("JULEP_API_KEY") | ||
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client = Client(api_key=api_key, base_url=base_url) | ||
``` | ||
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### Create an agent | ||
Agent is the object to which LLM settings like model, temperature along with tools are scoped to. | ||
```py | ||
agent = client.agents.create( | ||
name="Jessica" | ||
model="gpt-4", | ||
tools=[] # Tools defined here | ||
) | ||
``` | ||
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### Create a user | ||
User is the object which represents the user of the application. | ||
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Memories are formed and saved for each user and many users can talk to one agent. | ||
```py | ||
user = client.users.create( | ||
name="Anon", | ||
about="Average nerdy techbro/girl spending 8 hours a day on a laptop, | ||
) | ||
``` | ||
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### Create a session | ||
A "user" and an "agent" communicate in a "session". System prompt goes here. | ||
Conversation history and summary are stored in a "session" which saves the conversation history. | ||
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The session paradigm allows for; many users to interact with one agent and allow separation of conversation history and memories. | ||
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```py | ||
situation_prompt = """You are Jessica. You're a stuck up Cali teenager. | ||
You basically complain about everything. You live in Bel-Air, Los Angeles and drag yourself to Curtis High School when you must. | ||
""" | ||
session = client.sessions.create( | ||
user_id=user.id, agent_id=agent.id, situation=situation_prompt | ||
) | ||
``` | ||
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### Start a stateful conversation | ||
`session.chat` controls the communication between the "agent" and the "user". | ||
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It has two important arguments; | ||
- `recall`: Retrieves the previous conversations and memories. | ||
- `remember`: Saves the current conversation turn into the memory store. | ||
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To keep the session stateful, both need to be `True` | ||
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```py | ||
user_msg = "hey. what do u think of starbucks" | ||
response = client.sessions.chat( | ||
session_id=session.id, | ||
messages=[ | ||
{ | ||
"role": "user", | ||
"content": user_msg, | ||
"name": "Anon", | ||
} | ||
], | ||
recall=True, | ||
remember=True, | ||
) | ||
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print("\n".join(textwrap.wrap(response.response[0][0].content, width=100))) | ||
``` | ||
--- | ||
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## API and SDKs | ||
To use the API directly or to take a look at request & response formats, authentication, available endpoints and more, please refer to the [API Documentation](https://docs.julep.ai/api-reference/agents-api/agents-api) | ||
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You can also use the [Postman Collection](https://god.gw.postman.com/run-collection/33213061-a0a1e3a9-9681-44ae-a5c2-703912b32336?action=collection%2Ffork&source=rip_markdown&collection-url=entityId%3D33213061-a0a1e3a9-9681-44ae-a5c2-703912b32336%26entityType%3Dcollection%26workspaceId%3D183380b4-f2ac-44ef-b018-1f65dfc8256b) for reference. | ||
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### Python SDK | ||
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To install the Python SDK, run: | ||
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```bash | ||
pip install julep | ||
``` | ||
For more information on using the Python SDK, please refer to the [Python SDK documentation](https://docs.julep.ai/api-reference/python-sdk-docs). | ||
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### TypeScript SDK | ||
To install the TypeScript SDK using `npm`, run: | ||
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```bash | ||
npm install @julep/sdk | ||
``` | ||
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For more information on using the TypeScript SDK, please refer to the [TypeScript SDK documentation](https://docs.julep.ai/api-reference/js-sdk-docs). | ||
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--- | ||
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## Deployment | ||
Check out the [self-hosting guide](https://docs.julep.ai/agents/self-hosting) to host the platform yourself. | ||
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If you want to deploy Julep to production, [let's hop on a call](https://cal.com/ishitaj/15min)! | ||
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We'll help you customise the platform and help you get set up with: | ||
- Multi-tenancy | ||
- Reverse proxy along with authentication and authorisation | ||
- Self-hosted LLMs | ||
- & more | ||
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--- | ||
## Contributing | ||
We welcome contributions from the community to help improve and expand the Julep AI platform. See [CONTRIBUTING.md](CONTRIBUTING.md) | ||
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--- | ||
## License | ||
Julep AI is released under the Apache 2.0 License. By using, contributing to, or distributing the Julep AI platform, you agree to the terms and conditions of this license. | ||
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--- | ||
## Contact and Support | ||
If you have any questions, need assistance, or want to get in touch with the Julep AI team, please use the following channels: | ||
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- [Discord](https://discord.com/invite/JTSBGRZrzj): Join our community forum to discuss ideas, ask questions, and get help from other Julep AI users and the development team. | ||
- GitHub Issues: For technical issues, bug reports, and feature requests, please open an issue on the Julep AI GitHub repository. | ||
- Email Support: If you need direct assistance from our support team, send an email to [email protected], and we'll get back to you as soon as possible. | ||
- Follow for updates on [X](https://twitter.com/julep_ai) & [LinkedIn](https://www.linkedin.com/company/julep-ai/) | ||
- [Hop on a call](https://cal.com/ishitaj/15min): We wanna know what you're building and how we can tweak and tune Julep to help you build your next AI app. | ||
@julep/sdk |
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