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Training Deep Nets with Sublinear Memory Cost

Training Deep Nets with Sublinear Memory Cost

2026年5月31日1分钟阅读

  • source
  • paper
  • training-optimization
  • memory
  • activation-checkpointing

基本信息

  • Title: Training Deep Nets with Sublinear Memory Cost
  • Source type: paper
  • Related topic notes: Gradient Checkpointing, Training Memory Estimation

TODO

  • 阅读论文原文,整理 activation checkpointing / rematerialization 如何用重算换显存。
  • 回填 sublinear memory cost 的理论形式、计算开销和适用边界。
  • 补充该思想在 Transformer / LLM 训练中的工程化变化。

关系图谱

  • 基本信息
  • TODO

反向链接

  • Papers
  • Gradient Checkpointing

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