LMDeploy vs Text Embeddings Inference
A side-by-side comparison of two self-hosted local llm runners options — licensing, setup difficulty, resource needs, and what each one replaces.
Not the right match-up?
LMDeploy
Toolkit for compressing and serving large language models
VS
Text Embeddings Inference
Fast inference server for text embedding models
| Feature | LMDeploy | Text Embeddings Inference |
|---|---|---|
| Category | Local LLM Runners | Local LLM Runners |
| License | Apache-2.0 | Apache-2.0 |
| Language | Python | Rust |
| Setup difficulty | Hard | Medium |
| Min. RAM | 16,384 MB | 2,048 MB |
| Deployment | docker, source | docker |
| GitHub stars | ★ 7,998 | ★ 4,985 |
| First released | 2023 | 2023 |
| Replaces | OpenAI API, Hugging Face Inference Endpoints | OpenAI Embeddings API |
Why pick each one
Choose LMDeploy if…
- Released under the Apache-2.0 license
- First-class Docker support for quick deployment
- Mature project with 8k GitHub stars
- Written in Python
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
Frequently asked questions
Is LMDeploy or Text Embeddings Inference better?
Neither is universally better. LMDeploy 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 LMDeploy and Text Embeddings Inference free and open-source?
Yes. LMDeploy is licensed under Apache-2.0 and Text Embeddings Inference under Apache-2.0. Both can be self-hosted at no software cost.
Can I run LMDeploy and Text Embeddings Inference with Docker?
LMDeploy: yes. Text Embeddings Inference: yes.