libCat VS highway

Compare libCat vs highway and see what are their differences.

libCat

πŸˆβ€β¬› A runtime for C++26 w/out libC or POSIX. Smaller binaries, only arena allocators, SIMD, stronger type safety than STL, and value-based errors! (by Cons-Cat)
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libCat highway
21 66
58 3,623
- 3.3%
7.1 9.8
2 days ago 7 days ago
C++ C++
Mozilla Public License 2.0 Apache License 2.0
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.

libCat

Posts with mentions or reviews of libCat. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-06-06.
  • I hate almost all software
    2 projects | news.ycombinator.com | 6 Jun 2023
    That's awesome! I'm working on something that sounds similar. https://github.com/cons-cat/libcat

    I'd love to see your work if you're willing to share it here!

  • Why Janet?
    1 project | /r/programming | 13 Apr 2023
    This runtime size bothers me a lot. So much that I've been working on a new runtime for C++ that breaks POSIX compatibility to keep binaries as small as they can be. The hello world with LTO is 330ish bytes right now, and I think that can get smaller. https://github.com/Cons-Cat/libCat
  • Manticore 6.0.0 – a faster alternative to Elasticsearch in C++
    6 projects | news.ycombinator.com | 10 Feb 2023
  • std::initializer_list in C++ 1/2 - Internals and Use Cases
    1 project | /r/cpp | 31 Jan 2023
    I'm working on a library that replaces both C++ and C/POSIX standard libraries (https://github.com/Cons-Cat/libCat), but even then I need to define a few std:: namespace symbols for some features. In the case of std::initializer_list, my answer is just don't use that feature, because you don't really need it.
  • Chromium accepting Rust in a clear move to copy what Mozilla have done, replace C++ source code
    4 projects | /r/cpp | 12 Jan 2023
    It's worse in the standard library than it has to be. When I refactored my traits to minimize template instantiations and lean on concepts as much as possible, I measured over 30% improvement to clean build compile times. It's not possible for the standard to do this, because it would subtly change the API. For instance, you can't instantiate or take the address of a concept, but you can for a type-trait class. No reason you'd want to do that, but you can, so they can't "break" the standard library by optimizing this.
  • C++'s smaller cleaner language
    11 projects | /r/cpp | 31 Dec 2022
    This doesn't have to be true. Over the past year I've made progress towards demonstrating how even non-freestanding C++ can be written without any C or C++ standard library headers or DLLs (with large benefits). There are a few names which the compilers require to be in the std:: namespace, though, but they're very special features like source_location and construct_at with semantics that can't be expressed otherwise.
  • C++ is essentially unusable without incurring undefined behavior because of it's failure to handle type punning.
    1 project | /r/cpp | 18 Dec 2022
    This bit cast has no overhead in debug mode, and is a little bit more generally useful than std::bit_cast(), but cannot be constant evaluated. https://github.com/Cons-Cat/libCat/blob/main/src/libraries/utility/implementations/bit_cast.tpp
  • Is bloat in std::unexpected expected?
    2 projects | /r/cpp | 15 Dec 2022
    It isn't that hard to put a predicate into a type. We have lambdas in an unevaluated context, CTAD, and templated type aliases. https://github.com/Cons-Cat/libCat/blob/main/src/libraries/scaredy/cat/scaredy https://github.com/Cons-Cat/libCat/blob/main/src/global_includes.hpp#L70 https://github.com/Cons-Cat/libCat/blob/main/src/libraries/linux/cat/linux#L289 You do it like this.
  • CamelCase for C++?
    1 project | /r/cpp | 10 Dec 2022
    But suppose that you have code with no standard library calls at all. Would it still make sense to choose this naming convention? This is actually possible, with a few special exceptions. GCC requires that an implementation of std::source_location has very particular class member names, GCC assigns special semantics to a few function names including std::construct_at and std::move (people seem to know it's inlined, but did you know std::move is required for move-related warnings?), and most intrusively of all, a promise_type must be snake_case. Other names can be worked around by using them into a different namespace with a different letter-case, but promise_type seems unavoidable.
  • Competitive programmer using c++, but absolutely ignorant of other things the language can do here. What else can c++ do?
    1 project | /r/cpp | 1 Dec 2022
    I use C++ for a low-level Linux runtime. Other people are using it for operating systems like SerenityOS and Zircon/Fuschia. People also use C++ for making more compilers like GCC and LLVM.

highway

Posts with mentions or reviews of highway. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-03-31.
  • Llamafile 0.7 Brings AVX-512 Support: 10x Faster Prompt Eval Times for AMD Zen 4
    3 projects | news.ycombinator.com | 31 Mar 2024
    The bf16 dot instruction replaces 6 instructions: https://github.com/google/highway/blob/master/hwy/ops/x86_12...
  • JPEG XL and the Pareto Front
    9 projects | news.ycombinator.com | 1 Mar 2024
    [0] for those interested in Highway.

    It's also mentioned in [1], which starts off

    > Today we're sharing open source code that can sort arrays of numbers about ten times as fast as the C++ std::sort, and outperforms state of the art architecture-specific algorithms, while being portable across all modern CPU architectures. Below we discuss how we achieved this.

    [0] https://github.com/google/highway

    [1] https://opensource.googleblog.com/2022/06/Vectorized%20and%2..., which has an associated paper at https://arxiv.org/pdf/2205.05982.pdf.

  • Gemma.cpp: lightweight, standalone C++ inference engine for Gemma models
    7 projects | news.ycombinator.com | 23 Feb 2024
    Thanks so much!

    Everyone working on this self-selected into contributing, so I think of it less as my team than ... a team?

    Specifically want to call out: Jan Wassenberg (author of https://github.com/google/highway) and I started gemma.cpp as a small project just a few months ago + Phil Culliton, Dan Zheng, and Paul Chang + of course the GDM Gemma team.

  • From slow to SIMD: A Go optimization story
    10 projects | news.ycombinator.com | 23 Jan 2024
    C++ users can enjoy Highway [1].

    [1] https://github.com/google/highway/

  • GDlog: A GPU-Accelerated Deductive Engine
    16 projects | news.ycombinator.com | 3 Dec 2023
  • Designing a SIMD Algorithm from Scratch
    3 projects | news.ycombinator.com | 28 Nov 2023
    At that point it is better to have some kind of DSL that should not be in the main language, because it would target a much lower level than a typical program. The best effort I've seen in this scene was Google's Highway [1] (not to be confused with HighwayHash) and I even once attempted to recreate it in Rust, but it is still distanced from my ideal.

    [1] https://github.com/google/highway

  • SIMD Everywhere Optimization from ARM Neon to RISC-V Vector Extensions
    6 projects | news.ycombinator.com | 29 Sep 2023
    Interesting, thanks for sharing :)

    At the time we open-sourced Highway, the standardization process had already started and there were some discussions.

    I'm curious why stdlib is the only path you see to default? Compare the activity level of https://github.com/VcDevel/std-simd vs https://github.com/google/highway. As to open-source usage, after years of std::experimental, I see <200 search hits [1], vs >400 for Highway [2], even after excluding several library users.

    But that aside, I'm not convinced standardization is the best path for a SIMD library. We and external users extend Highway on a weekly basis as new use cases arise. What if we deferred those changes to 3-monthly meetings, or had to wait for one meeting per WD, CD, (FCD), DIS, (FDIS) stage before it's standardized? Standardization seems more useful for rarely-changing things.

    1: https://sourcegraph.com/search?q=context:global+std::experim...

    2: https://sourcegraph.com/search?q=context:global+HWY_NAMESPAC...

  • Permuting Bits with GF2P8AFFINEQB
    1 project | news.ycombinator.com | 27 Sep 2023
    Thanks for the link. We were previously using GFNI for bit reversal and 8-bit shifts, and I just extended that to our 8-bit BroadcastSignBit (https://github.com/google/highway/pull/1784).
  • Six times faster than C
    4 projects | news.ycombinator.com | 6 Jul 2023
    You could study Google's Highway library [1].

    [1] https://github.com/google/highway

  • AMD EPYC 97x4 β€œBergamo” CPUs: 128 Zen 4c CPU Cores for Servers, Shipping Now
    1 project | news.ycombinator.com | 24 Jun 2023
    Runtime feature detection need not be rare nor hard, it's a few dozen lines of boilerplate. You can even write your code just once: see https://github.com/google/highway#examples.

What are some alternatives?

When comparing libCat and highway you can also consider the following projects:

Magic Enum C++ - Static reflection for enums (to string, from string, iteration) for modern C++, work with any enum type without any macro or boilerplate code

xsimd - C++ wrappers for SIMD intrinsics and parallelized, optimized mathematical functions (SSE, AVX, AVX512, NEON, SVE))

blender-tools - 🐡 Embark Addon for Blender

Vc - SIMD Vector Classes for C++

AECforWebAssembly - A port of ArithmeticExpressionCompiler from x86 to WebAssembly, so that the programs written in the language can run in a browser. The compiler has been rewritten from JavaScript into C++.

swup - Versatile and extensible page transition library for server-rendered websites πŸŽ‰

Kalman - Kalman Filter

DirectXMath - DirectXMath is an all inline SIMD C++ linear algebra library for use in games and graphics apps

EA Standard Template Library - EASTL stands for Electronic Arts Standard Template Library. It is an extensive and robust implementation that has an emphasis on high performance.

riscv-v-spec - Working draft of the proposed RISC-V V vector extension

expected - C++11/14/17 std::expected with functional-style extensions

jpeg-xl