huggingface

    huggingface/text-embeddings-inference

    A blazing fast inference solution for text embeddings models

    ai
    llm
    nlp
    machine-learning
    embeddings
    huggingface
    ml
    Rust
    Apache-2.0
    5.1K stars
    450 forks
    5.1K GitHub watchers
    Updated Nov 6, 2026
    View on GitHub

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    Where it stands

    Rank, growth pace and release cadence relative to everything GStars tracks.

    1 release in the last 90 days, the latest 51 days ago, with 82 contributors on GitHub.

    Use Cases & Benefits

    • Provides a high-performance Rust-based server for deploying and serving text embeddings and sequence classification models.
    • Delivers blazing fast inference with optimized transformer code, dynamic batching, and GPU acceleration for efficient text embedding extraction.
    • Use for deploying scalable embedding models in production environments requiring low-latency text vectorization.
    • Use for integrating re-ranker models to improve retrieval accuracy in retrieval-augmented generation (RAG) pipelines.
    • Use for running sequence classification tasks like sentiment analysis or emotion detection with supported transformer models.

    Should you depend on it?

    License terms, project hygiene and risks, from GitHub metadata and GStars' snapshots.

    License

    Apache 2.0

    Permissive: commercial use, modification and redistribution are allowed with attribution; includes an explicit patent grant from contributors.

    Community files

    • README: present
    • Contributing guide: present
    • Code of conduct: present

    Watch-outs

    No watch-outs from GStars' checks.

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    From the README

    A blazing fast inference solution for text embeddings models.

    Excerpt from the huggingface/text-embeddings-inference README on GitHub (Apache-2.0 license). © its authors.Read the full README on GitHub

    Daily snapshots

    Stars gained per day, and how forks and open issues moved, from GStars' daily snapshots

    Forks

    450+28

    Open issues

    192-12

    Compared with peers in AI

    Fastest-growing repositories GStars tracks in this cohort for the week of Nov 1, by 7-day star growth

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