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Quantizing an LLM to 4 bits with GPTQ v1.0.0

Use this resource to compress a large model to 4 bits with minimal accuracy loss

New

  • 505 downloads
  • 223 likes
  • 181 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install gptq-4bit-llm-quantization

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent helps you install AutoGPTQ, load an already quantized model or quantize your own, then generate text. You get installation options and calibration configuration.

Mostly picked by

Updated November 2, 2026

Card for the “Quantizing an LLM to 4 bits with GPTQ” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
MIT

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What you get

  • SKILL.md: AutoGPTQ installation and loading quantized models
  • references/calibration.md, integration.md and troubleshooting.md: calibration, integration and troubleshooting

Good fit for

  • You want to load a 70B model on consumer GPUs
  • You prepare a QLoRA fine-tune with Transformers and PEFT

Not for

    Tags

    • gptq
    • quantization
    • 4-bit
    • gpu

    About

    You say

    “Quantize my model to 4 bits with GPTQ so it fits on an RTX 4090.”

    Card for the “Quantizing an LLM to 4 bits with GPTQ” skill

    Skill published by Orchestra Research under the MIT license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to compress a large model to 4 bits with minimal accuracy loss
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • references/calibration.md8.3 KB
    • references/integration.md2.9 KB
    • references/troubleshooting.md1.9 KB
    • SKILL.md11.8 KB

    Origin and licence

    Listed unmodified

    Author
    Orchestra Research
    Source
    github.com/orchestra-research/ai-research-skills/tree/773a52944ba4747a18bd4ae9ade53fff041adcbc/10-optimization/gptq
    Licence
    MIT

    Notice

    « gptq » (Orchestra Research, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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