array VS weave

Compare array vs weave and see what are their differences.

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array weave
5 7
189 524
- -
6.9 3.0
5 months ago 5 months ago
C++ Nim
Apache License 2.0 GNU General Public License v3.0 or later
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.

array

Posts with mentions or reviews of array. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-04-27.
  • Einsum in 40 Lines of Python
    6 projects | news.ycombinator.com | 27 Apr 2024
    I wrote a library in C++ (I know, probably a non-starter for most reading this) that I think does most of what you want, as well as some other requests in this thread (generalized to more than just multiply-add): https://github.com/dsharlet/array?tab=readme-ov-file#einstei....

    A matrix multiply written with this looks like this:

        enum { i = 2, j = 0, k = 1 };
  • Benchmarking 20 programming languages on N-queens and matrix multiplication
    15 projects | news.ycombinator.com | 2 Jan 2024
    I should have mentioned somewhere, I disabled threading for OpenBLAS, so it is comparing one thread to one thread. Parallelism would be easy to add, but I tend to want the thread parallelism outside code like this anyways.

    As for the inner loop not being well optimized... the disassembly looks like the same basic thing as OpenBLAS. There's disassembly in the comments of that file to show what code it generates, I'd love to know what you think is lacking! The only difference between the one I linked and this is prefetching and outer loop ordering: https://github.com/dsharlet/array/blob/master/examples/linea...

  • A basic introduction to NumPy's einsum
    13 projects | news.ycombinator.com | 9 Apr 2022
    If you are looking for something like this in C++, here's my attempt at implementing it: https://github.com/dsharlet/array#einstein-reductions

    It doesn't do any automatic optimization of the loops like some of the projects linked in this thread, but, it provides all the tools needed for humans to express the code in a way that a good compiler can turn it into really good code.

weave

Posts with mentions or reviews of weave. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-03-11.
  • The GIL can now be disabled in Python's main branch
    8 projects | news.ycombinator.com | 11 Mar 2024
  • Maybe Everything Is a Coroutine
    3 projects | news.ycombinator.com | 14 Feb 2024
    GPU drivers provide an event system:

    - Cuda: https://github.com/mratsim/weave/issues/133

  • Benchmarking 20 programming languages on N-queens and matrix multiplication
    15 projects | news.ycombinator.com | 2 Jan 2024
    ```

    Note: the Theoretical peak limit is hardcoded and used my previous machine i9-9980XE.

    It maybe that your BLAS library is not named libopenblas.so, you can change that here: https://github.com/mratsim/laser/blob/master/benchmarks/thir...

    Implementation is in this folder: https://github.com/mratsim/laser/tree/master/laser/primitive...

    in particular, tiling, cache and register optimization: https://github.com/mratsim/laser/blob/master/laser/primitive...

    AVX512 code generator: https://github.com/mratsim/laser/blob/master/laser/primitive...

    And generic Scalar/SSE/AVX/AVX2/AVX512 microkernel generator (this is Nim macros to generate code at compile-time): https://github.com/mratsim/laser/blob/master/laser/primitive...

    I'll come back later with details on how to use my custom HPC threadpool Weave instead of OpenMP (https://github.com/mratsim/weave/tree/master/benchmarks/matm...)

  • Nim vs Rust Benchmarks
    10 projects | news.ycombinator.com | 7 Feb 2022
    In my benchmarks, Nim is faster than Rust:

    - multithreading runtime (i.e Rayon vs Weave https://github.com/mratsim/weave)

    - Cryptography: https://hackmd.io/@gnark/eccbench#Pairing

    - Scientific computing / matrix multiplication: https://github.com/bluss/matrixmultiply/issues/34#issuecomme...

    There is no inherent reason why a Nim program would be slower than Rust.

  • Aren't green threads just better than async/await?
    4 projects | /r/ProgrammingLanguages | 20 Sep 2021
    If you're interested into diving into this I have reviewed solutions to cactus stacks / split stacks here https://github.com/mratsim/weave/blob/master/weave/memory/multithreaded_memory_management.md
  • Nim 2.0 – Thoughts
    7 projects | news.ycombinator.com | 15 May 2021
    [4] https://github.com/mratsim/weave

What are some alternatives?

When comparing array and weave you can also consider the following projects:

optimizing-the-memory-layout-of-std-tuple - Optimizing the memory layout of std::tuple

eioio - Effects-based direct-style IO for multicore OCaml

NumPy - The fundamental package for scientific computing with Python.

httpbeast - A highly performant, multi-threaded HTTP 1.1 server written in Nim.

cadabra2 - A field-theory motivated approach to computer algebra.

matrixmultiply - General matrix multiplication of f32 and f64 matrices in Rust. Supports matrices with general strides.

alphafold2 - To eventually become an unofficial Pytorch implementation / replication of Alphafold2, as details of the architecture get released

Edith - Electronic Design in Swithft

Einsum.jl - Einstein summation notation in Julia

ocaml-multicore - Multicore OCaml

c-examples - Example C code

cosmopolitan - build-once run-anywhere c library