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Understanding NPU TOPS and Memory Bandwidth for Local LLM Performance

NPU TOPS and memory bandwidth are critical factors affecting local LLM performance.

The TOPS metric on laptop spec sheets can be misleading. Higher TOPS does not always equate to better performance, as memory bandwidth is the key factor determining local LLM decoding speed. This guide helps users evaluate device specifications to make informed purchasing decisions.

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