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---
title: Generate Embeddings Api
emoji: 😻
colorFrom: blue
colorTo: purple
sdk: docker
pinned: false
license: mit
---
# Generate Embeddings API
## Overview
This API provides a simple interface to generate sentence embeddings using **Sentence Transformers** models. The service exposes endpoints where you can send sentences and receive their respective embeddings in a JSON response.
## 🚀 Features
- Generate sentence embeddings using two different pre-trained models:
- **all-MiniLM-L6-v2**
- **intfloat/e5-large-v2**
- JSON response with embeddings for each sentence.
- **FastAPI** backend with easy-to-use endpoints.
## 🔧 Requirements
- Python 3.7+
- FastAPI
- SentenceTransformers
- Uvicorn (for running the app)
### Install dependencies
To install all the required dependencies, run the following:
```bash
pip install -r requirements.txt
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