~/talk

What's New for PyTorch Developer Infrastructure

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Updates present a concrete developer-infra stack: hud.pytorch.org timeline for CI signal, a GitHub-first bot merge implementation, automated flaky-test detection that disables without code changes and reenables daily, and an OSS CI cluster of 3,500 machines serving heterogeneous GPUs/OS. Release infra publishes ~200,000 binaries/year; a full PR triggers about 2.3 million tests per PR and developers wait ~4 hours for full signal. Target-determination proof uses Code Llama 7B embeddings to rank relevant tests and shows promising reduction of irrelevant runs.

AI-written summary · about

  1. 0:00PyTorch dev infrastructure intro
  2. 3:07PyTorch dev tools overview
  3. 7:17Release infra and automation
  4. 12:57LLMs for dev experience
  5. 20:00Future vision & Q&A
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