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Length-Bucketed Batching: How to Stop Wasting GPU Cycles on Padding for Small Language Models
Byeditor September 26, 2026September 26, 2026

The padding problem: why naive batching wastes compute Processing one ticket per forward pass is described in the article as “the single largest source of waste in the whole pipeline. ” The reason is memory bandwidth.

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