Re:A new programming language for high-performance computers
by simeonschaub on Friday February 11, 2022 @05:49PM
(#30307944)
It reads to me like ATL is actually more of a tensor compiler than a general-purpose language. In fact, I'd actually be curious if we could lower (subsets of) Julia to ATL, let it optimize the tensor expressions and transpile everything back into Julia/LLVM IR for further optimizations.
In Julia, there is already Tullio.jl [1], which is basically a front end for tensor expressions, which can target both CPUs and GPUs with AD support and automatically parallelizes the computation. It doesn't really optimize the generated code much right now though, so something like this could be interesting.
In Julia, there is already Tullio.jl [1], which is basically a front end for tensor expressions, which can target both CPUs and GPUs with AD support and automatically parallelizes the computation. It doesn't really optimize the generated code much right now though, so something like this could be interesting.
[1] https://github.com/mcabbott/Tullio.jl