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NUMA-Aware Contention-Free Dynamically-Auto-Tuning Bash-Native Streaming Parallelization Engine

356 starsShell

Forkrun – NUMA-aware shell parallelizer (50×–400× faster than parallel)

by jkool702·Mar 27, 2026·151 points·41 comments

AI Analysis

●●●BangerWizardryBig Brain

NUMA-aware bash parallelizer hits 400× GNU Parallel speeds with verifiable builds.

Strengths
  • Born-local NUMA design eliminates cross-socket memory traffic on multi-socket systems
  • Embedded C extension with GitHub Actions verifiable builds prevents supply chain concerns
  • 200k+ batch dispatches/sec with ordered output at zero performance penalty
Weaknesses
  • Performance gains only materialize on NUMA hardware, not typical developer laptops
  • Bash-based approach may limit adoption compared to Rust or Go alternatives
Target Audience

Systems programmers, data engineers, DevOps engineers

Similar To

GNU Parallel · xargs · GNU Make

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