[KongchangAI]
Concept统一内存架构 / UMA

Unified Memory Architecture

A hardware design in which the CPU, GPU, and neural engine share a single high-bandwidth memory pool, reducing data copying, lowering latency, and improving energy efficiency, though memory capacity cannot be upgraded afterward.

Core Facts

Timeline (last 90 days)

Oct 11

The unified memory architecture of Apple's M-series chips makes it practical to run language models in the 7B to 13B parameter range locally on a MacBook, with latency controllable within a few seconds.

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Oct 5

On PC platforms, when VRAM is insufficient, part of the model can be offloaded to system memory, reducing speed but still allowing it to run; on Mac, when unified memory is insufficient, the model immediately reports an error and exits.

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Sep 21

A unified memory pool allows the GPU to directly address all system memory without needing to frequently move data between host memory and video memory.

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All Facts (4)

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