可选类型信息对动态类型语言jit编译的影响

Mason Chang, B. Mathiske, Edwin W. Smith, A. Chaudhuri, A. Gal, Michael Bebenita, Christian Wimmer, M. Franz
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引用次数: 15

摘要

可选类型语言支持在未类型和带类型注释的源代码之间进行直接性能比较。我们在ActionScript(一种生产质量的可选类型语言)的背景下对两种不同的JIT编译器进行了全面的性能评估。一个JIT编译器针对快速编译而不是JIT编译的代码性能进行了优化。第二个JIT编译器是一个更积极的优化编译器,执行高级和低级优化。我们在相同的基准测试套件上直接评估这两个JIT编译器,测量它们在完全类型、部分类型和非类型代码中的性能变化。这样的计算与动态类型语言(如JavaScript)特别相关,这些语言目前正在考虑添加可选类型注释的想法。我们证明,低级优化很少能使程序加速到足以回报在可选类型语言中执行它们的投资。我们的实验和数据表明,要大幅度提高性能,需要进行高级优化。
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The impact of optional type information on jit compilation of dynamically typed languages
Optionally typed languages enable direct performance comparisons between untyped and type annotated source code. We present a comprehensive performance evaluation of two different JIT compilers in the context of ActionScript, a production-quality optionally typed language. One JIT compiler is optimized for quick compilation rather than JIT compiled code performance. The second JIT compiler is a more aggressively optimizing compiler, performing both high-level and low-level optimizations. We evaluate both JIT compilers directly on the same benchmark suite, measuring their performance changes across fully typed, partially typed, and untyped code. Such evaluations are especially relevant to dynamically typed languages such as JavaScript, which are currently evaluating the idea of adding optional type annotations. We demonstrate that low-level optimizations rarely accelerate the program enough to pay back the investment into performing them in an optionally typed language. Our experiments and data demonstrate that high-level optimizations are required to improve performance by any significant amount.
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