Preprint / scholarly article

Certified Bottleneck Floors for Transformer Training

K. Takahashi

Published
DOI
10.5281/zenodo.18042480

Full text PDF (Zenodo)

Abstract

The preprint defines telemetry contracts that certify conservative lower bounds on required data movement, checkpointing, and collective communication for transformer training, yielding fail-closed bottleneck floors and actionable slack intervals without vendor-specific instrumentation.

Keywords

  • transformer training
  • bottleneck floors
  • data movement
  • checkpointing
  • collective communication
  • all-reduce
  • telemetry contract
  • auditability
  • throughput ceiling
  • I/O complexity
  • fail-closed certificates

Identifiers and source records