Hugging Face Text Embedding Server

Chroma provides a convenient wrapper for HuggingFace Text Embedding Server, a standalone server that provides text embeddings via a REST API. You can read more about it here.

Setting Up The Server#

To run the embedding server locally you can run the following command from the root of the Chroma repository. The docker compose command will run Chroma and the embedding server together.

Command Line

or

Command Line

Usage#

This embedding function relies on the requests python package, which you can install with pip install requests.

python

The embedding model is configured on the server side. Check the docker-compose file in examples/server_side_embeddings/huggingface/docker-compose.yml for an example of how to configure the server.