---
title: "Discussion on \"GPTQ vs AWQ vs NF4: Choosing the Right LLM Quantization Pipeline\" | Hashnode"
description: "Discussion on \"GPTQ vs AWQ vs NF4: Choosing the Right LLM Quantization Pipeline\". A practical comparison of GPTQ, AWQ, and NF4 quantization pipelines for LLM inference."
url: "https://hashnode.com/posts/gptq-vs-awq-vs-nf4-choosing-the-right-llm-quantization-pipeline/69b2329c2d404e98141e29df"
---

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# [GPTQ vs AWQ vs NF4: Choosing the Right LLM Quantization Pipeline](https://abstractalgorithms.hashnode.dev/gptq-vs-awq-vs-nf4-choosing-the-right-llm-quantization-pipeline?utm_source=hashnode&utm_medium=feed)

A practical comparison of GPTQ, AWQ, and NF4 quantization pipelines for LLM inference.

Mar 12 · 15 min read · abstractalgorithms.hashnode.dev  
Updated Jun 18  
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-   [#ai](https://hashnode.com/tag/ai)
-   [#awq](https://hashnode.com/tag/awq)
-   [#gptq](https://hashnode.com/tag/gptq)
-   [#inference](https://hashnode.com/tag/inference)
-   [#llm](https://hashnode.com/tag/llm)
-   [#nf4](https://hashnode.com/tag/nf4)
-   [#quantization](https://hashnode.com/tag/quantization)

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