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microsoft/MInference

0
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1,221 stars·78 forks·Python·MIT·7 viewsaka.ms/MInference↗

MInference

[NeurIPS'24 Spotlight, ICLR'25, ICML'25] To speed up Long-context LLMs' inference, approximate and dynamic sparse calculate the attention, which reduces inference latency by up to 10x for pre-filling on an A100 while maintaining accuracy.

Features

  • Attention Optimization - Dynamic sparse attention for accelerating long-context pre-filling.
  • Inference and Serving - Optimization for long-context model inference.
  • Inference Engines - Optimization for long-context model inference.

Star history

Star history chart for microsoft/minferenceStar history chart for microsoft/minference

How this analysis was created: This summary and feature list were written by an AI model that read the project's README and public documentation pages. Each feature links to the documentation it came from; stars, license and language come straight from the GitHub API. The model does not read the source code, and the analysis is refreshed when the project is re-analysed. Learn more on our About page.

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Frequently asked questions

What does microsoft/minference do?

[NeurIPS'24 Spotlight, ICLR'25, ICML'25] To speed up Long-context LLMs' inference, approximate and dynamic sparse calculate the attention, which reduces inference latency by up to 10x for pre-filling on an A100 while maintaining accuracy.

What are the main features of microsoft/minference?

The main features of microsoft/minference are: Attention Optimization, Inference and Serving, Inference Engines.

What are some open-source alternatives to microsoft/minference?

Open-source alternatives to microsoft/minference include: bigai-nlco/tokenswift. alexrozanski/llamachat — Chat with your favourite LLaMA models in a native macOS app. bentoml/openllm — OpenLLM is a framework for deploying, managing, and scaling open-source large language models. berriai/litellm — LiteLLM is a unified gateway and proxy server designed to centralize access to over one hundred language model… augustdev/enchanted — Enchanted is a privacy-focused, cross-platform chat frontend for interacting with self-hosted large language models on… bklieger-groq/g1.