Developer Tools●●●Banger
PythoC – write C in Python DSL and compile to native via LLVM
C runtime + Python metaprogramming: pointer math and manual memory in Python syntax.
WizardryBig BrainZero to One
1flei
204mo ago
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GitHub Repository
An LLVM based multiplatform Python Jit with GA optimizations
2 starsPython
Hana JIT – LLVM-backed Python JIT with genetic-algorithm superoptimizer
by iqbal1980·Jul 10, 2026·3 points·0 comments
AI Analysis
●●●BangerWizardryBig BrainBold Bet
Genetic-algorithm superoptimizer pushes LLVM beyond what Numba achieves on numeric loops.
Strengths
- •Genetic algorithm searches instruction schedules and vectorization patterns Numba's fixed passes miss.
- •Zero type annotations required; infers types from first call and caches native specializations automatically.
- •Safe fallback to CPython interpreter for unsupported code paths instead of crashing or miscompiling.
Weaknesses
- •AMD GPU and FPGA targets explicitly marked as needing help; current support likely NVIDIA-centric.
- •Alpha status with zero stars suggests limited real-world testing beyond author's benchmarks.
Category
Target Audience
Python developers needing numerical performance without rewriting in C or CUDA
Similar To
Numba · PyPy · Cython
Post Description
I wanted a replacement for Numba that supports other GPU types and FPGA, I need help in devlopment and testing especially in AMD targets and FPGA.
Thanks
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