In this post we’ll talk about two topics I love and that have been central elements of my (private) research for the last ~7 years: machi| evilsocket
It’s been a while that i’ve been quite intensively playing with Deep Learning both for work related research and personal projects. More specifically, I’ve been using the Keras framework on top of a TensorFlow backend for all sorts of stuff. From big and complex projects for malware detection, to smaller and simpler experiments about ideas i just wanted to quickly implement and test - it didn’t really matter the scope of the project, I always found myself struggling with the same issu...| evilsocket
The initial blog post in this series captured my overall take on the evolution trends of compilers and IRs. It also touched on LLVM IR, SPIR-V, and MLIR, explaining the problems they are addressing and design focuses thereof. Today I will expand on MLIR and talk about its dialect hierarchy for machine learning (ML) compilers systematically.| Lei.Chat()
在这个系列的首篇文章中我分享了对编译器和中间表示 (IR) 演进趋势的整体理解， 也讨论了 LLVM IR, SPIR-V, 和 MLIR 所要解决的问题以及相应的设计着眼点。 今天对 MLIR 做进一步展开，分析一下机器学习相关的 dialect 体系。| Lei.Chat()