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embedbase-1.1.4
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تبلیغات ما
مشتریان به طور فزاینده ای آنلاین هستند. تبلیغات می تواند به آنها کمک کند تا کسب و کار شما را پیدا کنند.
مشاهده بیشتر
تبلیغات ما
مشتریان به طور فزاینده ای آنلاین هستند. تبلیغات می تواند به آنها کمک کند تا کسب و کار شما را پیدا کنند.
مشاهده بیشترتوضیحات
API, SDK & dashboard to easily create, store, and retrieve machine learning embeddings.
| ویژگی | مقدار |
|---|---|
| سیستم عامل | - |
| نام فایل | embedbase-1.1.4 |
| نام | embedbase |
| نسخه کتابخانه | 1.1.4 |
| نگهدارنده | [] |
| ایمیل نگهدارنده | [] |
| نویسنده | Different AI |
| ایمیل نویسنده | louis@embedbase.xyz |
| آدرس صفحه اصلی | https://github.com/different-ai/embedbase |
| آدرس اینترنتی | https://pypi.org/project/embedbase/ |
| مجوز | MIT |
<br />
<p align="center">
<img width="150" alt="embedbasevector" src="https://user-images.githubusercontent.com/11430621/223136025-14572cac-f2aa-455c-936b-a48cb35a0c57.png">
<h1 align="center">Embedbase</h1>
<h3 align="center">Seamless data connections to LLMs</h3>
<p align="center">
<br />
<a href="https://discord.gg/pMNeuGrDky"><img alt="Discord" src="https://img.shields.io/discord/1066022656845025310?color=black&style=for-the-badge"></a>
<a href="https://badge.fury.io/py/embedbase"><img alt="PyPI" src="https://img.shields.io/pypi/v/embedbase?color=black&style=for-the-badge"></a>
<br />
<a href="https://render.com/deploy?repo=https://github.com/different-ai/embedbase-render">
<img src="https://render.com/images/deploy-to-render-button.svg" alt="Deploy to Render">
</a>
<br />
<a href="https://replit.com/@benjaminshafii/Embedbase-Quickstart-JS?v=1">
<img src="https://replit.com/badge?caption=Try%20with%20Replit" alt="Try with Replit Badge">
</a>
<br />
<a target="_blank" href="https://colab.research.google.com/github/different-ai/embedbase/blob/main/notebooks/Embedbase_Getting_started.ipynb">
<img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/>
</a>
<p align="center">Open-source API & SDK to sync your data and easily hook them up to LLMs</p>
<p align="center">Used by <a href="https://github.com/louis030195/obsidian-ava">AVA</a> and serving 100k request a day</p>
<div align="center">
<a href="https://app.embedbase.xyz/signup">Try Embedbase Cloud now</a>
·
<a href="https://github.com/different-ai/embedbase/issues/new?assignees=&labels=enhancement">Request Feature</a>
·
<a href="https://github.com/different-ai/embedbase/issues/new?assignees=&labels=bug">Report Bug</a>
</div>
<br />
</p>
</p>
Check out the [docs](https://docs.embedbase.xyz) for more info.
## Table of Contents
- [Getting started](#getting-started)
- [Javascript SDK](#sdk)
- [Docs and support](#docs-and-support)
- [Contributing](#contributing)
## The 3 ways to use Embedbase
- [Embedbase Cloud](#managed-instance): **Build embeddings-powered apps in minutes** | `npm i embedbase-js` | ⏱️ 3min
- [Embedbase.py](#getting-started): **Choose your own db, embeddings models, and get started with a simple** | `pip install embedbase` | ⏱️ 5 min
- [Embedbase self-hosted](https://docs.embedbase.xyz/tutorials/self-host-on-render): **Get Embedbase Cloud on your infra** | `docker-compose up` | ⏱️ 15 min
## What are people building
- [Recommendation Engines: AVA uses Embedbase to help their users find related notes](https://github.com/louis030195/obsidian-ava)
- [Chat with your data: Solpilot uses Embedbase to put smart contract integration on autopilot](https://solpilot.xyz/chat)
- [Talk to your docs: ChatGPT-powered search for markdown documentation](https://github.com/different-ai/chat-gpt-powered-nextra)
## Getting started
Let's install Python dependencies:
```bash
pip install embedbase sentence-transformers
```
Run a local-first instance of Embedbase:
```bash
embedbase run
```
🔥 Embedbase now runs! [Look here to see how to use the sdk](#sdk)
ℹ️ Look at the code you just ran [here](./embedbase/__main__.py), feel free to modify it to your needs.
### Managed Instance
The fastest way to get started with Embedbase is signing up for free to [Embedbase Cloud](https://app.embedbase.xyz/).
## How to use
### SDK
`npm i embedbase-js`
```js
import { createClient } from 'embedbase-js'
const question = 'What can I do with Embedbase API?'
const embedbase = createClient(
'https://api.embedbase.xyz',
'api-key')
const context = await embedbase
.dataset('embedbase-docs')
.createContext('What can I do with Embedbase API?', { limit: 3 });
console.log(context)
[
"Embedbase API allows to store unstructured data...",
"Embedbase API has 3 main functions a) provides a plug and play solution to store embeddings b) makes it easy to connect to get the right data into llms c)..",
"Embedabase API is self-hostable...",
]
// refer to https://github.com/openai/openai-node for the exact api
openai.createCompletion(
`Write a response to question: ${question}
based on the follwing context ${context.toString()}`
)
// answer:
// You can use the Embedbase API to store unstructured data and then use the data to connect it to LLMs
```
### Inserting data
```ts
const URL = 'http://localhost:8000'
const VAULT_ID = 'people'
// if using the hosted version
const API_KEY = '<https://app.embedbase.xyz/signup>'
fetch(`${URL}/v1/${VAULT_ID}`, {
method: 'POST',
headers: {
'Content-Type': 'application/json',
// if using the hosted version, uncomment
// 'Authorization': `Bearer ${API_KEY}`
},
body: JSON.stringify({
documents: [{
data: 'Elon is sipping a tea on Mars',
}],
}),
});
```
### Searching
```ts
fetch(`${URL}/v1/${VAULT_ID}/search`, {
method: 'POST',
headers: {
'Content-Type': 'application/json',
// 'Authorization': `Bearer ${API_KEY}`
},
body: JSON.stringify({
query: 'Something about a red planet',
}),
});
```
Result:
```json
{
"query": "Something about a red planet",
"similarities": [
{
"score": 0.828773,
"id": "ABCU75FEBE",
"data": "Elon is sipping a tea on Mars",
}
]
}
```
## Docs and support
Check out our [tutorials](https://docs.embedbase.xyz) for step-by-step guides, how-to's, and best practices, our documentation is powered by GPT-4, so you can ask question directly.
Ask a question in our [Discord community](https://discord.gg/pMNeuGrDky) to get support.
## Contributing
Please read [CONTRIBUTING.md](./CONTRIBUTING.md) for details on our code of conduct, and the process for submitting pull requests to us.
نیازمندی
| مقدار | نام |
|---|---|
| >=0.95.1,<0.96.0 | fastapi |
| >=0.15.0,<0.16.0 | uvicorn[standard] |
| >=1.3.4,<2.0.0 | pandas |
| >=0.27.0,<0.28.0 | openai |
| >=8.0.1,<9.0.0 | tenacity |
| >=0.4.0,<0.5.0 | pydantic_yaml[pyyaml] |
| >=0.3.3,<0.4.0 | tiktoken |
زبان مورد نیاز
| مقدار | نام |
|---|---|
| >=3.8,<4.0 | Python |
نحوه نصب
نصب پکیج whl embedbase-1.1.4:
pip install embedbase-1.1.4.whl
نصب پکیج tar.gz embedbase-1.1.4:
pip install embedbase-1.1.4.tar.gz