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Hqq Quantization

  • 11.4k repo stars
  • Updated June 16, 2026
  • Orchestra-Research/AI-Research-SKILLs

For integrating Half-Quadratic Quantization for LLMs without calibration data. Use when quantizing models to 4/3/2-bit precision without needing calibration datasets,

About

Half-Quadratic Quantization for LLMs without calibration data. Use when quantizing models to 4/3/2-bit precision without needing calibration datasets, for fast quantization workflows, or when deploying with vLLM or HuggingFace Transformers.. This is a developer tool for building and integrating AI-powered features.

  • AI
  • Developer tool

Hqq Quantization by the numbers

  • Data as of Aug 5, 2026 (Skillselion catalog sync)
npx skills add https://github.com/Orchestra-Research/AI-Research-SKILLs --skill 10-optimization/hqq/SKILL.md

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repo stars11.4k
Last updatedJune 16, 2026
RepositoryOrchestra-Research/AI-Research-SKILLs

What it does

For integrating Half-Quadratic Quantization for LLMs without calibration data. Use when quantizing models to 4/3/2-bit precision without needing calibration datasets,

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