Text Generation Inference
Text Generation Inference (TGI) is a toolkit developed by Hugging Face for deploying and serving Large Language Models (LLMs).
FreeLinuxDockerAPIOpen sourceLLM-basedMultimodalDiscontinued
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Text Generation Inference (TGI) is a toolkit developed by Hugging Face for deploying and serving Large Language Models (LLMs). It enables high-performance text generation using advanced techniques like continuous batching, PagedAttention, and Flash Attention. Built with Rust and Python, it provides a production-ready gRPC and HTTP interface, supporting popular open-source models such as Llama and Mistral with optimized throughput and latency.
Key features
- Continuous Batching
- PagedAttention
- Flash Attention 2 integration
- Quantization support (GPTQ, AWQ)
- Tensor Parallelism for multi-GPU
- Stop sequences & Logits control
- Prometheus metrics
Pricing
Use cases
- Building self-hosted LLM APIs
- Enterprise chatbot backends
- Large-scale text analysis pipelines
- Real-time AI service serving
Who it is for
ML EngineersBackend DevelopersInfrastructure Architects
Integrations
Hugging Face HubKubernetesLangChainLlamaIndex
Tags
Hugging Face
How we verified this
Company, pricing, and feature details come from the primary sources below and our latest verification pass. When sources disagree, the official source and the most recent check win.
Last verified 08/30/2026Verified sources: 2
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