Text Generation Inference (TGI)
Partial infoHugging Face's production LLM serving toolkit.
TGI is Hugging Face's Apache-2.0 toolkit for deploying and serving LLMs in production, with continuous batching, quantization, and an OpenAI-compatible messages API. It underpins HF Inference Endpoints.
License
Open source (Apache-2.0)
Deployment
Self-hosted, Managed
Pricing
Open-source; HF Inference Endpoints (managed) are usage-based.
SDKs / languages
Any (HTTP), Python
Strengths
- Battle-tested by Hugging Face
- Managed Endpoints available
- Good quantization support
Limitations
- Self-hosting requires GPUs/ops
- Less throughput-tuned than vLLM in some cases
Alternatives
Baseten
Deploy and scale model inference in production.
Fireworks AI
Fast managed inference for open models and fine-tunes.
Groq
Ultra-low-latency inference on custom LPU hardware.
LM Studio
Desktop app to run local LLMs with a GUI and local server.
Modal
Serverless GPU compute for AI workloads.
Ollama
Run open LLMs locally with one command.
Facts verified 19 July 2026. Neutral summary, not an endorsement; verify current details with the vendor.