julia VS go

Compare julia vs go and see what are their differences.

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julia go
350 2,075
44,534 119,718
0.4% 0.6%
10.0 10.0
about 20 hours ago 1 day ago
Julia Go
MIT License BSD 3-clause "New" or "Revised" License
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

julia

Posts with mentions or reviews of julia. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-03-06.
  • Top Paying Programming Technologies 2024
    19 projects | dev.to | 6 Mar 2024
    34. Julia - $74,963
  • Optimize sgemm on RISC-V platform
    6 projects | news.ycombinator.com | 28 Feb 2024
    I don't believe there is any official documentation on this, but https://github.com/JuliaLang/julia/pull/49430 for example added prefetching to the marking phase of a GC which saw speedups on x86, but not on M1.
  • Dart 3.3
    2 projects | news.ycombinator.com | 15 Feb 2024
    3. dispatch on all the arguments

    the first solution is clean, but people really like dispatch.

    the second makes calling functions in the function call syntax weird, because the first argument is privileged semantically but not syntactically.

    the third makes calling functions in the method call syntax weird because the first argument is privileged syntactically but not semantically.

    the closest things to this i can think of off the top of my head in remotely popular programming languages are: nim, lisp dialects, and julia.

    nim navigates the dispatch conundrum by providing different ways to define free functions for different dispatch-ness. the tutorial gives a good overview: https://nim-lang.org/docs/tut2.html

    lisps of course lack UFCS.

    see here for a discussion on the lack of UFCS in julia: https://github.com/JuliaLang/julia/issues/31779

    so to sum up the answer to the original question: because it's only obvious how to make it nice and tidy like you're wanting if you sacrifice function dispatch, which is ubiquitous for good reason!

  • Julia 1.10 Highlights
    1 project | news.ycombinator.com | 27 Dec 2023
    https://github.com/JuliaLang/julia/blob/release-1.10/NEWS.md
  • Best Programming languages for Data Analysis📊
    4 projects | dev.to | 7 Dec 2023
    Visit official site: https://julialang.org/
  • Potential of the Julia programming language for high energy physics computing
    10 projects | news.ycombinator.com | 4 Dec 2023
    No. It runs natively on ARM.

    julia> versioninfo() Julia Version 1.9.3 Commit bed2cd540a1 (2023-08-24 14:43 UTC) Build Info: Official https://julialang.org/ release

  • Rust std:fs slower than Python
    7 projects | news.ycombinator.com | 29 Nov 2023
    https://github.com/JuliaLang/julia/issues/51086#issuecomment...

    So while this "fixes" the issue, it'll introduce a confusing time delay between you freeing the memory and you observing that in `htop`.

    But according to https://jemalloc.net/jemalloc.3.html you can set `opt.muzzy_decay_ms = 0` to remove the delay.

    Still, the musl author has some reservations against making `jemalloc` the default:

    https://www.openwall.com/lists/musl/2018/04/23/2

    > It's got serious bloat problems, problems with undermining ASLR, and is optimized pretty much only for being as fast as possible without caring how much memory you use.

    With the above-mentioned tunables, this should be mitigated to some extent, but the general "theme" (focusing on e.g. performance vs memory usage) will likely still mean "it's a tradeoff" or "it's no tradeoff, but only if you set tunables to what you need".

  • Eleven strategies for making reproducible research the norm
    1 project | news.ycombinator.com | 25 Nov 2023
    I have asked about Julia's reproducibility story on the Guix mailing list in the past, and at the time Simon Tournier didn't think it was promising. I seem to recall Julia itself didnt have a reproducible build. All I know now is that github issue is still not closed.

    https://github.com/JuliaLang/julia/issues/34753

  • Julia as a unifying end-to-end workflow language on the Frontier exascale system
    5 projects | news.ycombinator.com | 19 Nov 2023
    I don't really know what kind of rebuttal you're looking for, but I will link my HN comments from when this was first posted for some thoughts: https://news.ycombinator.com/item?id=31396861#31398796. As I said, in the linked post, I'm quite skeptical of the business of trying to assess relative buginess of programming in different systems, because that has strong dependencies on what you consider core vs packages and what exactly you're trying to do.

    However, bugs in general suck and we've been thinking a fair bit about what additional tooling the language could provide to help people avoid the classes of bugs that Yuri encountered in the post.

    The biggest class of problems in the blog post, is that it's pretty clear that `@inbounds` (and I will extend this to `@assume_effects`, even though that wasn't around when Yuri wrote his post) is problematic, because it's too hard to write. My proposal for what to do instead is at https://github.com/JuliaLang/julia/pull/50641.

    Another common theme is that while Julia is great at composition, it's not clear what's expected to work and what isn't, because the interfaces are informal and not checked. This is a hard design problem, because it's quite close to the reasons why Julia works well. My current thoughts on that are here: https://github.com/Keno/InterfaceSpecs.jl but there's other proposals also.

  • Getaddrinfo() on glibc calls getenv(), oh boy
    10 projects | news.ycombinator.com | 16 Oct 2023
    Doesn't musl have the same issue? https://github.com/JuliaLang/julia/issues/34726#issuecomment...

    I also wonder about OSX's libc. Newer versions seem to have some sort of locking https://github.com/apple-open-source-mirror/Libc/blob/master...

    but older versions (from 10.9) don't have any lockign: https://github.com/apple-oss-distributions/Libc/blob/Libc-99...

go

Posts with mentions or reviews of go. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-05-01.
  • Evolving the Go Standard Library with math/rand/v2
    2 projects | news.ycombinator.com | 1 May 2024
    I like the Principles section. Very measured and practical approach to releasing new stdlib packages. https://go.dev/blog/randv2#principles

    The end of the post they mention that an encoding/json/v2 package is in the works: https://github.com/golang/go/discussions/63397

  • Microsoft Maintains Go Fork for FIPS 140-2 Support
    5 projects | news.ycombinator.com | 30 Apr 2024
    There used to be the GO FIPS branch :

    https://github.com/golang/go/tree/dev.boringcrypto/misc/bori...

    But it looks dead.

    And it looks like https://github.com/golang-fips/go as well.

  • Borgo is a statically typed language that compiles to Go
    20 projects | news.ycombinator.com | 30 Apr 2024
    I'm not sure what exactly you mean by acknowledgement, but here are some counterexamples:

    - A proposal for sum types by a Go team member: https://github.com/golang/go/issues/57644

    - The community proposal with some comments from the Go team: https://github.com/golang/go/issues/19412

    Here are some excerpts from the latest Go survey [1]:

    - "The top responses in the closed-form were learning how to write Go effectively (15%) and the verbosity of error handling (13%)."

    - "The most common response mentioned Go’s type system, and often asked specifically for enums, option types, or sum types in Go."

    I think the problem is not the lack of will on the part of the Go team, but rather that these issues are not easy to fix in a way that fits the language and doesn't cause too many issues with backwards compatibility.

    [1]: https://go.dev/blog/survey2024-h1-results

  • AWS Serverless Diversity: Multi-Language Strategies for Optimal Solutions
    4 projects | dev.to | 28 Apr 2024
    Now, I’m not going to use C++ again; I left that chapter years ago, and it’s not going to happen. C++ isn’t memory safe and easy to use and would require extended time for developers to adapt. Rust is the new kid on the block, but I’ve heard mixed opinions about its developer experience, and there aren’t many libraries around it yet. LLRD is too new for my taste, but **Go** caught my attention.
  • How to use Retrieval Augmented Generation (RAG) for Go applications
    3 projects | dev.to | 28 Apr 2024
    Generative AI development has been democratised, thanks to powerful Machine Learning models (specifically Large Language Models such as Claude, Meta's LLama 2, etc.) being exposed by managed platforms/services as API calls. This frees developers from the infrastructure concerns and lets them focus on the core business problems. This also means that developers are free to use the programming language best suited for their solution. Python has typically been the go-to language when it comes to AI/ML solutions, but there is more flexibility in this area. In this post you will see how to leverage the Go programming language to use Vector Databases and techniques such as Retrieval Augmented Generation (RAG) with langchaingo. If you are a Go developer who wants to how to build learn generative AI applications, you are in the right place!
  • From Homemade HTTP Router to New ServeMux
    4 projects | dev.to | 26 Apr 2024
    net/http: add methods and path variables to ServeMux patterns Discussion about ServeMux enhancements
  • Building a Playful File Locker with GoFr
    4 projects | dev.to | 19 Apr 2024
    Make sure you have Go installed https://go.dev/.
  • Fastest way to get IPv4 address from string
    1 project | news.ycombinator.com | 14 Apr 2024
  • We now have crypto/rand back ends that ~never fail
    1 project | news.ycombinator.com | 14 Apr 2024
  • Why Go is great choice for Software engineering.
    2 projects | dev.to | 7 Apr 2024
    The Go Programming Language

What are some alternatives?

When comparing julia and go you can also consider the following projects:

jax - Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more

v - Simple, fast, safe, compiled language for developing maintainable software. Compiles itself in <1s with zero library dependencies. Supports automatic C => V translation. https://vlang.io

NetworkX - Network Analysis in Python

TinyGo - Go compiler for small places. Microcontrollers, WebAssembly (WASM/WASI), and command-line tools. Based on LLVM.

Lua - Lua is a powerful, efficient, lightweight, embeddable scripting language. It supports procedural programming, object-oriented programming, functional programming, data-driven programming, and data description.

zig - General-purpose programming language and toolchain for maintaining robust, optimal, and reusable software.

rust-numpy - PyO3-based Rust bindings of the NumPy C-API

Nim - Nim is a statically typed compiled systems programming language. It combines successful concepts from mature languages like Python, Ada and Modula. Its design focuses on efficiency, expressiveness, and elegance (in that order of priority).

Numba - NumPy aware dynamic Python compiler using LLVM

Angular - Deliver web apps with confidence 🚀

F# - Please file issues or pull requests here: https://github.com/dotnet/fsharp

golang-developer-roadmap - Roadmap to becoming a Go developer in 2020