Why this matters

Real training runs usually rely on mixed precision. That means custom operators have to make good decisions about:

  • execution dtype under autocast
  • accumulation precision
  • overflow and underflow risk
  • stability of reductions and normalization logic

The next post uses profiling to connect these internal concerns back to real performance traces.