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What Is Pipeline Parallelism and How to Use It

Last Updated: March 4th, 2026

Pipeline parallelism divides neural network layers across multiple GPUs, enabling simultaneous computation and memory reuse. This technique contrasts sharply with sequential processing, where each GPU waits for the previous to finish before starting its task. Below is a structured comparison of…