Communication Overlap Is Not Free通信重叠并非免费

A closer look at GPU contention, NCCL, and the limits of overlap in expert-parallel inference.重新审视专家并行推理中的 GPU 争用、NCCL,以及通信重叠的边界。

Working outline研究提纲 · Hypotheses and measurement plans; verified results are still being attached.包含假设与测量计划,经验证的结果仍在补充中。

Working premise

Overlap changes when a cost is paid and which resource observes it. This note is an outline pending verified measurements.

Evidence needed

  • An exact software and hardware configuration
  • Paired traces with the same inputs
  • Device, network, and CPU utilization
  • A clear definition of the end-to-end objective

Status

TODO: add validated results and link the corresponding implementation.

工作前提

重叠执行改变的是成本在何时支付,以及由哪一种资源承担。本文仍是一份工作提纲,等待经验证的测量结果。

所需证据

  • 精确的软件与硬件配置
  • 使用相同输入的成对性能轨迹
  • 设备、网络与 CPU 利用率
  • 对端到端目标的明确界定

状态

TODO:补充经过验证的结果,并链接对应实现。

vLLM · Next in this project接着读Understanding Irregular MoE Execution on Modern GPUs理解现代 GPU 上的不规则 MoE 执行 →Working outline研究提纲