~/talk

PMEvo:portable inference of port mappings for out-of-order processors by evolutionary optimiz

Talkat SPLASH 2022 · 2022-12-05..12-10
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PMEvo infers processor port mappings from timed short microbenchmarks rather than platform-specific performance counters, using an evolutionary algorithm that optimizes candidates against an analytical throughput model solved by a custom bottleneck simulation algorithm. The prototype recovers Skylake mappings with accuracy competitive to counter-based tools, and produces usable mappings for AMD Zen+ and ARM Cortex-A72 where prior methods cannot apply. The tool predicts per-basic-block throughputs within practical error bounds and yields compact, interpretable port mappings.

AI-written summary · about

  1. 0:00PMEvo and processor architecture
  2. 2:49Hardware performance counters limits
  3. 4:14Throughput-based port mapping
  4. 7:43Modeling throughput and port mapping
  5. 10:31Evolutionary algorithm for port mapping
  6. 13:19Fitness goals and experiments
  7. 16:28Implementation and evaluation
  8. 19:00Comparison with state-of-the-art
  9. 23:57Results and future work
  10. 25:10Q&A: Port mapping in compilers
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