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---
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title: Quantization matters
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excerpt: Open source LLMs are becoming very powerful, but pay attention to how you (or your provider) is quantizing the model. It can strongly affect code editing skill.
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excerpt: Open source LLMs are becoming very powerful, but pay attention to how you (or your provider) is quantizing the model. It can affect code editing skill.
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highlight_image: /assets/quantization.jpg
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draft: false
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nav_exclude: true
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Open source models like Qwen 2.5 32B Instruct are performing very well on
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aider's code editing benchmark, rivaling closed source frontier models.
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But pay attention to how your model is being quantized, as it
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can strongly impact code editing skill.
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can impact code editing skill.
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Heavily quantized models are often used by cloud API providers
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and local model servers like Ollama or MLX.
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