报告:编译器的黄金十年(ChrisLattner,2021),附下载

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公众号消息页发送“20221215”可获取报告pdf下载链接

偷个懒,插播一个 MLIR 作者 Chris Lattner 去年在 ASPLOS 的报告《The Golden Age of Compiler Design in an Era of HW/SW Co-design》,简称“编译器的黄金十年”吧。

大神语速比较快,这里顺手找了个字幕。当然了,直接去 油管原地址 更舒适。

虽然大神是最终是想夹带自己的 MLIRCIRCT 这两件私货,但在他这个段位,我更愿意理解为“举贤不避亲”。

里面的一些理念在现在看来仍不过时,且好像都在朝着这些既定方向发展。值得几乎所有软硬件协同设计的相关从业者看看。

这里预览下前两页,

Hardware is getting harder

Modern compute acceleration platforms are multi-level and explicit:

  • Scalar, SIMD/Vector, Multi-core, Multi-package, Multi-rack
  • Non-coherent memory subsystems increase efficiency
    Heterogeneous compute incorporating domain-specific accelerators
  • Standard in high-end SoCs, domain-specific hard blocks in FPGAs
    Many accelerator IPs are configurable:
  • Optional extensions, tile / core count, memory hierarchy, etc

Next-Gen compilers and programming language are needed!

We need:

  • hardware abstraction spanning diverse accelerators
  • support for heterogeneous compute platforms
  • domain specific languages and programming models
  • quality, reliability, and scalability of infrastructure
    This opportunity is beckoning a golden age in compiler and PL technology!

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报告:编译器的黄金十年(ChrisLattner,2021),附下载

https://xlindo.com/kewenlu2022/posts/7d33e270/

Author

xlindo

Posted on

2022-12-15

Updated on

2023-05-10

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