Cross-domain compilation: exploiting synergies across the CS community (keynote)

T. Grosser
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Abstract

Developing a new programming language, constructing a new domain-specific compiler, writing a new verification tool, optimizing a large application, designing a microprocessor, or verifying some of its components, all of these tasks require today a multi-year project. While most of the underlying problems are inherently hard and cannot be accelerated magically, we are additionally slowed down by a lack of well-defined interfaces that prevent us to exploit synergies between CS sub-communities. In this presentation, I raise the question of how we can accelerate the innovation speed of our CS technology stack to levels recently seen in deep learning, battery electric vehicles, or rocket launches. While I won't provide an answer, I will share the latest developments from the LLVM compiler community where the recent introduction of MLIR initiated the design of numerous IR abstractions that can be freely composed to build hybrid tools crossing community boundaries, that can be analyzed to gain a deep understanding of the various IR abstractions, and which may be the seed of a new abstraction sharing economy in our community. I will share some of my very own steps in this space on analyzing and understanding the various IR abstractions already in existence and will point out new cross-community collaboration opportunities. This talk concludes by raising the question of how we as researchers can build impactful and lasting open-source communities to move from interfacing software to towards building bridges between communities.
跨域编译:利用CS社区的协同效应(主题演讲)
开发一种新的编程语言,构建一个新的领域特定的编译器,编写一个新的验证工具,优化一个大型应用程序,设计一个微处理器,或者验证它的一些组件,所有这些任务都需要一个多年的项目。虽然大多数潜在的问题本质上是困难的,不能神奇地加速,但由于缺乏良好定义的接口,阻碍了我们利用CS子社区之间的协同作用,我们也放慢了速度。在这次演讲中,我提出了一个问题,即我们如何将CS技术堆栈的创新速度加快到最近在深度学习、电池电动汽车或火箭发射中看到的水平。虽然我不会提供答案,但我将分享来自LLVM编译器社区的最新发展,其中最近引入的MLIR启动了许多IR抽象的设计,这些抽象可以自由组合以构建跨社区边界的混合工具,可以对其进行分析以获得对各种IR抽象的深入理解,这可能是我们社区中新的抽象共享经济的种子。我将在这个空间中分享我自己在分析和理解已经存在的各种IR抽象方面的一些步骤,并指出新的跨社区协作机会。这次演讲的最后提出了一个问题,即我们作为研究人员如何建立有影响力和持久的开源社区,从软件接口转向在社区之间建立桥梁。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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