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Library/ Writing/Tagged “memory-bandwidth”

Tagged “memory-bandwidth”

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All Model Architecture19 Training & Alignment22 Inference & Serving18 Agents & Orchestration11 Reasoning & Evaluation26 Safety, Security & Governance7 Platforms & Practice20
Inference & Serving 21 min

FlashAttention and the Memory Wall: Why Attention Was Never Compute-Bound

An A100 can execute 312 trillion half-precision operations per second but can only pull about 2 terabytes from memory in that same second. FlashAttention made attention fast not by computing less, but by refusing to touch memory.

flashattention gpu attention transformers ∑ ◫
Inference & Serving 24 min

Running Language Models on a Phone: Memory Bandwidth, NPUs, and the Few-Billion-Parameter Ceiling

Phones ship NPUs rated in trillions of operations per second, yet the speed at which a reply appears is set by how fast LPDDR memory can hand a couple of gigabytes of weights to the processor, over and over. This post derives the…

on-device-and-edge-ai on-device-ai llm-inference memory-bandwidth ∑ ◫
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