Hugging Face Text Generation Inference
inference-server10,859Apache-2.0

Hugging Face Text Generation Inference

Production-ready LLM inference server from Hugging Face with optimized hardware and continuous batching.

Updated Jun 7, 2026
Website GitHub Docs
Platforms
linux, docker
Pricing
free-open-source
Status
active
License
Apache-2.0

What it does

Core capabilities at a glance

  • Continuous batching for high throughput
  • Flash Attention and PagedAttention support
  • Quantization (GPTQ, AWQ, bitsandbytes)
  • Watermarking and content safety filters
  • Hugging Face Hub native integration
  • OpenAI-compatible API endpoint

Deep dive

The full breakdown - performance, comparisons, and setup

Hugging Face Text Generation Inference

TGI is Hugging Face's official inference server for production LLM deployment. It's designed to be the simplest path from "model on the Hub" to "production API endpoint."

What it is

TGI is a Rust and Python-based inference server that loads models directly from the Hugging Face Hub. It supports continuous batching, Flash Attention, and multiple quantization formats. It's the engine behind Hugging Face's own Inference API.

Get started

docker run --gpus all -p 8080:80 \
  ghcr.io/huggingface/text-generation-inference:latest \
  --model-id Qwen/Qwen3-8B

When to use something else

  • Higher throughput: vLLM with PagedAttention
  • Beginner-friendly: Ollama for simpler setup
  • NVIDIA specific: TensorRT-LLM for max perf on NVIDIA

Frequently asked

Quick answers to common questions

What is Hugging Face Text Generation Inference?

Hugging Face Text Generation Inference is a inference-server tool for local AI workloads. Production-ready LLM inference server from Hugging Face with optimized hardware and continuous batching.

Is Hugging Face Text Generation Inference free and open source?

Yes, Hugging Face Text Generation Inference has 10,859 GitHub stars and is licensed under Apache-2.0. You can self-host it for free on linux, docker.

What platforms does Hugging Face Text Generation Inference support?

Hugging Face Text Generation Inference runs on linux, docker.

What hardware do I need for Hugging Face Text Generation Inference?

The hardware requirements depend on which models you run. Check our hardware directory for compatible GPUs and systems. Hugging Face Text Generation Inference has 10,859 GitHub stars and an active community.

Does Hugging Face Text Generation Inference support GPU acceleration?

Hugging Face Text Generation Inference supports GPU acceleration via CUDA, Metal, or Vulkan depending on your platform. For the best performance, pair it with an NVIDIA RTX 4090 or 5090.

What are the best alternatives to Hugging Face Text Generation Inference?

Popular alternatives include other inference-server tools in our directory. Browse our full collection at /tool for comparisons, community reviews, and benchmark data to find the right fit for your workflow.

How much does Hugging Face Text Generation Inference cost?

Hugging Face Text Generation Inference is free-open-source. It is completely free and open source to self-host.

Pairs well with

Complementary tools, models, and hardware

Comments coming soon

Configure NEXT_PUBLIC_GISCUS_REPO_ID and NEXT_PUBLIC_GISCUS_CATEGORY_ID at giscus.app to enable.