[cmcaine]

The other replies are slightly out of date and imprecise.

PackageCompilerX replaced PackageCompiler (and there's a PR open that will pull all the X work in soon).

The binaries produced bundle the whole Julia sysimage by default and they're quite big, but they are quite fast!

A more traditional static compilation approach is being tried with StaticCompiler.jl by tshort, but it's in early development.

[cosmojg]

> A more traditional static compilation approach is being tried with StaticCompiler.jl by tshort, but it's in early development.

The moment this ships, there will no longer be any reason to use any other garbage-collected language.

[eigenspace]

What does this have to do with garbage collection?

If your concern is about latency in real time systems, Garbage collection isn't the problem, heap allocating memory is. Julia makes it easy to never allocate anything on the heap (unlike most garbage collected langauges).

Check out this talk this discusses this in detail in the context of robotics: https://www.youtube.com/watch?v=dmWQtI3DFFo

[snicker7]

I think the above poster is referring to languages like Go/Java/C#/Nim/whatever. Like Julia, these languages have a significant runtime. Unlike Julia, their apps can be compiled AOT into standalone executables.

[cosmojg]

My point exactly! Thanks for clarifying.

[eigenspace]

Right, but you said

> there will no longer be any reason to use any other garbage-collected language.

(emphasis mine). I was just curious as to why you specified garbage collected there.

[cosmojg]

I equate garbage collection with larger static binaries. Julia's static binaries are especially large since they package the entire sysimage. I'm excited about StaticCompiler.jl because, by cutting out the sysimage, it promises to make Julia more competitive with other garbage-collected languages like Nim, Go, Crystal, etc., all of which produce relatively small static binaries.

However, like these other garbage-collected languages, Julia is unlikely to ever compete with the likes of Zig, Rust, C++, etc. which produce even smaller static binaries since they don't have to ship a GC runtime. That's why I specified garbage-collected languages as, in my opinion, the addition of proper static compilation will allow Julia to completely supersede other garbage-collected general programming languages but not manually managed systems programming languages.

[gugagore]

Julia doesn't make it easy to guarantee that you won't allocate anything on the heap. The semantics of the language don't include really any control over that, yet. I hope one day it does. It seems like a tough problem, because the allocation strategy can depend on the results of inference and compilation, which is another thing that is hard to control since the language try hard to have the semantics not depend on inference.

Of course, you can measure the allocations, and you can see as a matter of fact whether some code allocates, but I would say that it's hard to predict what allocates and what doesn't, and that this is still changing (e.g. https://github.com/JuliaLang/julia/pull/32448)