~/lightning

Accelerated Software for a Post-Moore World

Lightningat PyTorch Conference 2025 · 2025-10-22..10-23· [machine-learning]
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Argues for replacing kernel‑first tuning with a system‑level optimizing compiler that treats a full workload as the unit of performance, integrates with PyTorch, and drives a runtime that does fine‑grain data movement and overlap of communication and computation. Presents a concrete implementation called Tachion that emits device‑specific object code from a parallel graph IR and DSL, reporting 1.4–2× kernel‑level speedups in early tests and a beta planned for summer 2026.

AI-written summary · about

  1. 0:00Introduction
  2. 0:44Modern software stack
  3. 2:09Post-Moore complexity drivers
  4. 3:16Kernels as assembly
  5. 5:04Kernels fail in memory-bound
  6. 6:53Cost of idle compute
  7. 7:16Compilers for parallel systems
  8. 9:45Tachion compiler
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