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How-to guides

Task-oriented recipes. Each assumes you have completed the getting-started tutorial.

  • Choose a mixer: pick mixer= from your state shape and per-token budget; CPU-only, no GPU needed.
  • Control scan dispatch: force the eager or Triton backend via MINGRU_SCAN; a CUDA GPU is needed only to exercise the Triton path itself.
  • Enable time decay: turn on decay=/delta_t for a mixer or stack, including the delta-mixer's eager-only path; CPU-only.
  • Run the benchmarks: reproduce the Triton scan speedup/memory artifacts; needs a CUDA GPU.
  • Reproduce the evidence: replay a recorded accuracy row under the frozen torch==2.5.1 pin from a repo checkout; CPU-only.