Text Embeddings Inference vs Text Generation Inference

A side-by-side comparison of two self-hosted local llm runners options — licensing, setup difficulty, resource needs, and what each one replaces.

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FeatureText Embeddings InferenceText Generation Inference
CategoryLocal LLM RunnersLocal LLM Runners
LicenseApache-2.0Apache-2.0
LanguageRustPython
Setup difficultyMediumHard
Min. RAM2,048 MB16,384 MB
Deploymentdockerdocker, kubernetes
GitHub stars★ 4,985★ 10,888
First released20232022
ReplacesOpenAI Embeddings APIOpenAI API

Why pick each one

Choose Text Embeddings Inference if…

  • Released under the Apache-2.0 license
  • First-class Docker support for quick deployment
  • Active community (5k GitHub stars)
  • Written in Rust
Text Embeddings Inference details

Choose Text Generation Inference if…

  • Released under the Apache-2.0 license
  • First-class Docker support for quick deployment
  • Kubernetes-ready with Helm charts available
  • Mature project with 10.9k GitHub stars
Text Generation Inference details

Frequently asked questions

Is Text Embeddings Inference or Text Generation Inference better?

Neither is universally better. Text Generation Inference has the larger community, while Text Embeddings Inference is simpler to set up (medium difficulty). Choose based on the comparison table above and your own setup.

Are Text Embeddings Inference and Text Generation Inference free and open-source?

Yes. Text Embeddings Inference is licensed under Apache-2.0 and Text Generation Inference under Apache-2.0. Both can be self-hosted at no software cost.

Can I run Text Embeddings Inference and Text Generation Inference with Docker?

Text Embeddings Inference: yes. Text Generation Inference: yes.

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