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Hardware-Aware Python Packages ~ PyTorch and...

Lightningat PyTorch Conference 2025 · 2025-10-22..10-23· [python, web-performance]
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Goal: make pip install torch pick the right binary by reading machine hardware (CUDA version, GPU SMs, CPU ISA like AVX/ARMv8/ARMv9). Implementation: new Wheel Variants metadata plus augmented installer (special UV build) and wheel registry; demonstrated installing different CUDA 12.8 vs 13 builds and different dependency sets live. Outcome: working prototype that delivers smaller single-arch wheels, supports NVIDIA/AMD/Intel and older SM fallbacks, and aims to land in the packaging standard via WheelNext.

AI-written summary · about

  1. 0:00Introduction
  2. 1:03Python packaging hardware problems
  3. 3:30Wheel Next solution
  4. 5:40Live demo wheel selection
  5. 8:54Wheel Next benefits
  6. 9:35Wheel Next community
  7. 10:19Q&A
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