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text-embeddings-inference

huggingface/text-embeddings-inference

Blazing fast inference solution for text embeddings models

GraphCanon updated Sep 20, 2026 · GitHub synced Sep 20, 2026

52views this month

5.1k stars427 forksLast push Sep 17, 2026 Rust Apache-2.0

Decision brief

text-embeddings-inference is a Rust-based tool for fast inference of text embeddings models, deployable via Docker with GPU support.

Good fit when

  • When you need blazing fast inference for text embeddings models, as this tool is optimized for speed.
  • If you are working with Hugging Face models and want to leverage GPU acceleration for faster inference.

Avoid when

  • If your environment does not support CUDA version 12.2 or higher, as the tool requires compatible NVIDIA drivers for GPU support.
  • When you do not have access to a Docker environment or do not wish to use Docker for deployment.
Pricing:
freemium - The tool is free to use under the Apache-2.0 license, but users may incur costs based on their infrastructure and usage.
Requirements:
Min 4 GB RAM; Requires Docker; NVIDIA Container Toolkit must be installed for GPU support.; Compatible NVIDIA drivers are required for CUDA version 12.2 or higher.

Observed Sep 18, 2026 · Source: enrich:decision_facts

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Maintenance and security

Full trust report
Maintenance
Very active (0d since push)
As of Sep 18, 2026
Provenance
Not a fork · Organization account
As of Sep 18, 2026
Security (OSV)
No lockfile
As of Sep 18, 2026

Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.

Backing

Company context for Hugging Face. Display-only - separate from trust and ranking.

Company
Hugging Face·GitHub org profile·Jul 11, 2026
Employees
160·Wikidata (P1128 employees)·Jul 11, 2026
Funding
$235,000,000 (2023-08)·GraphCanon curated seed (public press)·Jul 11, 2026
Commercial model
OSS + managed cloud·GraphCanon curated seed·Jul 11, 2026

Install

cargo add text-embeddings-inference
crates.io

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Evidence and technical details

Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.

Overview

A Rust-based tool for fast inference of text embeddings models, deployable via Docker with GPU support.

Capability facts

Deploy
Self-host

Source: dockerfile:Dockerfile · Sep 18, 2026

Docker
Dockerfile present

Source: dockerfile:Dockerfile · Sep 18, 2026

Languages
rust

Source: github.language · Sep 18, 2026

Categories

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README

Docker And then you can make requests like Note: To use GPUs, you need to install the NVIDIA Container Toolkit. NVIDIA drivers on your machine need to be compatible with CUDA version 12.2 or higher. To see all options to serve your models: `` text embeddings inference save pretra...

For agents

This page has a .md twin and JSON over the API.

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