KLUJAX

A sparse linear solver for JAX based on the efficient KLU algorithm.

CPU & float64

This library is a wrapper around the SuiteSparse KLU algorithms. This means the algorithm is only implemented for C-arrays and hence is only available for CPU arrays with double precision, i.e. float64 or complex128.

Note that this will be enforced at import of klujax!

Usage

The klujax library provides a single function solve(A, b), which solves for x in the linear system Ax=b A is a sparse tensor in COO-format with shape mxm and x and b have shape mxn. Note that JAX does not have a native sparse matrix representation and hence A should be represented as a tuple of two index arrays and a value array: (Ai, Aj, Ax).

import jax.numpy as jnp
from klujax import solve

b = jnp.array([8, 45, -3, 3, 19], dtype=jnp.float64)
A_dense = jnp.array([[2, 3, 0, 0, 0],
                     [3, 0, 4, 0, 6],
                     [0, -1, -3, 2, 0],
                     [0, 0, 1, 0, 0],
                     [0, 4, 2, 0, 1]], dtype=jnp.float64)
Ai, Aj = jnp.where(jnp.abs(A_dense) > 0)
Ax = A_dense[Ai, Aj]

result_ref = jnp.linalg.inv(A_dense)@b
result = solve(Ai, Aj, Ax, b)

print(jnp.abs(result - result_ref) < 1e-12)
print(result)

[ True True True True True]
[1. 2. 3. 4. 5.]

Installation

The library is statically linked to the SuiteSparse C++ library. It can be installed on most platforms as follows:

pip install klujax

There exist pre-built wheels for Linux and Windows (python 3.8+). If no compatible wheel is found, however, pip will attempt to install the library from source... make sure you have the necessary build dependencies installed.

Linux

On linux, you'll need gcc and g++. Then just do a normal pip install:

pip install klujax

Windows

On Windows, installing from source is a bit more involved as typically the build dependencies are not installed. To install those, download Visual Studio Community 2017 from here. During installation, go to Workloads and select the following workloads:

  • Desktop development with C++
  • Python development

Then go to Individual Components and select the following additional items:

  • C++/CLI support
  • VC++ 2015.3 v14.00 (v140) toolset for desktop

Then, download and install Microsoft Visual C++ Redistributable from here.

After these installation steps, run the following commands inside a x64 Native Tools Command Prompt for VS 2017:

set DISTUTILS_USE_SDK=1
pip install klujax

License & Credits

© Floris Laporte 2022, LGPL-2.1

This library was partly based on:

This library vendors an unmodified version of the SuiteSparse libraries in its source (.tar.gz) distribution to allow for static linking. This is in accordance with their LGPL licence.

Project links

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (0.5.2)

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for Flaport from gravatar.com Flaport

Credits

Author: Floris Laporte

License

GNU Lesser General Public License v2 (LGPLv2)

Requires

Python >=3.8

Classifiers

Report project as malware

Release files for klujax 0.2.5

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Built distributions (wheels)

Table of built distributions (wheels) for klujax 0.2.5
File
klujax-0.2.5-pp310-pypy310_pp73-win_amd64.whl 106.4 kB PyPy 3.10 PyPy 3.10 7.3 Windows x86-64 Details
klujax-0.2.5-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 679.5 kB PyPy 3.10 PyPy 3.10 7.3 Linux glibc 2.17+ x86-64 Details
klujax-0.2.5-pp310-pypy310_pp73-manylinux_2_17_i686.manylinux2014_i686.whl 732.8 kB PyPy 3.10 PyPy 3.10 7.3 Linux glibc 2.17+ x86-32 Details
klujax-0.2.5-pp310-pypy310_pp73-macosx_10_9_x86_64.whl 206.5 kB PyPy 3.10 PyPy 3.10 7.3 macOS 10.9+ x86-64 Details
klujax-0.2.5-pp39-pypy39_pp73-win_amd64.whl 106.4 kB PyPy 3.9 PyPy 3.9 7.3 Windows x86-64 Details
klujax-0.2.5-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 679.5 kB PyPy 3.9 PyPy 3.9 7.3 Linux glibc 2.17+ x86-64 Details
klujax-0.2.5-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl 732.7 kB PyPy 3.9 PyPy 3.9 7.3 Linux glibc 2.17+ x86-32 Details
klujax-0.2.5-pp39-pypy39_pp73-macosx_10_9_x86_64.whl 206.5 kB PyPy 3.9 PyPy 3.9 7.3 macOS 10.9+ x86-64 Details
klujax-0.2.5-pp38-pypy38_pp73-win_amd64.whl 106.4 kB PyPy 3.8 PyPy 3.8 7.3 Windows x86-64 Details
klujax-0.2.5-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 680.0 kB PyPy 3.8 PyPy 3.8 7.3 Linux glibc 2.17+ x86-64 Details
klujax-0.2.5-pp38-pypy38_pp73-manylinux_2_17_i686.manylinux2014_i686.whl 733.1 kB PyPy 3.8 PyPy 3.8 7.3 Linux glibc 2.17+ x86-32 Details
klujax-0.2.5-pp38-pypy38_pp73-macosx_10_9_x86_64.whl 206.5 kB PyPy 3.8 PyPy 3.8 7.3 macOS 10.9+ x86-64 Details
klujax-0.2.5-cp312-cp312-win_amd64.whl 106.5 kB CPython 3.12 CPython 3.12 Windows x86-64 Details
klujax-0.2.5-cp312-cp312-win32.whl 90.1 kB CPython 3.12 CPython 3.12 Windows x86-32 Details
klujax-0.2.5-cp312-cp312-musllinux_1_1_x86_64.whl 3.3 MB CPython 3.12 CPython 3.12 Linux musl 1.1+ x86-64 Details
klujax-0.2.5-cp312-cp312-musllinux_1_1_i686.whl 3.2 MB CPython 3.12 CPython 3.12 Linux musl 1.1+ x86-32 Details
klujax-0.2.5-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 1.7 MB CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details
klujax-0.2.5-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl 1.7 MB CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-32 Details
klujax-0.2.5-cp312-cp312-macosx_11_0_arm64.whl 169.2 kB CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
klujax-0.2.5-cp312-cp312-macosx_10_9_x86_64.whl 216.2 kB CPython 3.12 CPython 3.12 macOS 10.9+ x86-64 Details
klujax-0.2.5-cp311-cp311-win_amd64.whl 107.6 kB CPython 3.11 CPython 3.11 Windows x86-64 Details
klujax-0.2.5-cp311-cp311-win32.whl 90.8 kB CPython 3.11 CPython 3.11 Windows x86-32 Details
klujax-0.2.5-cp311-cp311-musllinux_1_1_x86_64.whl 3.3 MB CPython 3.11 CPython 3.11 Linux musl 1.1+ x86-64 Details
klujax-0.2.5-cp311-cp311-musllinux_1_1_i686.whl 3.2 MB CPython 3.11 CPython 3.11 Linux musl 1.1+ x86-32 Details
klujax-0.2.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 1.7 MB CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-64 Details
klujax-0.2.5-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl 1.7 MB CPython 3.11 CPython 3.11 Linux glibc 2.17+ x86-32 Details
klujax-0.2.5-cp311-cp311-macosx_11_0_arm64.whl 171.6 kB CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
klujax-0.2.5-cp311-cp311-macosx_10_9_x86_64.whl 218.9 kB CPython 3.11 CPython 3.11 macOS 10.9+ x86-64 Details
klujax-0.2.5-cp310-cp310-win_amd64.whl 106.6 kB CPython 3.10 CPython 3.10 Windows x86-64 Details
klujax-0.2.5-cp310-cp310-win32.whl 89.4 kB CPython 3.10 CPython 3.10 Windows x86-32 Details
klujax-0.2.5-cp310-cp310-musllinux_1_1_x86_64.whl 3.3 MB CPython 3.10 CPython 3.10 Linux musl 1.1+ x86-64 Details
klujax-0.2.5-cp310-cp310-musllinux_1_1_i686.whl 3.2 MB CPython 3.10 CPython 3.10 Linux musl 1.1+ x86-32 Details
klujax-0.2.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 1.7 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
klujax-0.2.5-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl 1.7 MB CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-32 Details
klujax-0.2.5-cp310-cp310-macosx_11_0_arm64.whl 170.5 kB CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details
klujax-0.2.5-cp310-cp310-macosx_10_9_x86_64.whl 217.4 kB CPython 3.10 CPython 3.10 macOS 10.9+ x86-64 Details
klujax-0.2.5-cp39-cp39-win_amd64.whl 106.7 kB CPython 3.9 CPython 3.9 Windows x86-64 Details
klujax-0.2.5-cp39-cp39-win32.whl 89.7 kB CPython 3.9 CPython 3.9 Windows x86-32 Details
klujax-0.2.5-cp39-cp39-musllinux_1_1_x86_64.whl 3.3 MB CPython 3.9 CPython 3.9 Linux musl 1.1+ x86-64 Details
klujax-0.2.5-cp39-cp39-musllinux_1_1_i686.whl 3.2 MB CPython 3.9 CPython 3.9 Linux musl 1.1+ x86-32 Details
klujax-0.2.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 1.7 MB CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-64 Details
klujax-0.2.5-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl 1.7 MB CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-32 Details
klujax-0.2.5-cp39-cp39-macosx_11_0_arm64.whl 170.6 kB CPython 3.9 CPython 3.9 macOS 11.0+ ARM64 Details
klujax-0.2.5-cp39-cp39-macosx_10_9_x86_64.whl 217.6 kB CPython 3.9 CPython 3.9 macOS 10.9+ x86-64 Details
klujax-0.2.5-cp38-cp38-win_amd64.whl 106.6 kB CPython 3.8 CPython 3.8 Windows x86-64 Details
klujax-0.2.5-cp38-cp38-win32.whl 89.6 kB CPython 3.8 CPython 3.8 Windows x86-32 Details
klujax-0.2.5-cp38-cp38-musllinux_1_1_x86_64.whl 3.3 MB CPython 3.8 CPython 3.8 Linux musl 1.1+ x86-64 Details
klujax-0.2.5-cp38-cp38-musllinux_1_1_i686.whl 3.2 MB CPython 3.8 CPython 3.8 Linux musl 1.1+ x86-32 Details
klujax-0.2.5-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 1.7 MB CPython 3.8 CPython 3.8 Linux glibc 2.17+ x86-64 Details
klujax-0.2.5-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl 1.7 MB CPython 3.8 CPython 3.8 Linux glibc 2.17+ x86-32 Details
klujax-0.2.5-cp38-cp38-macosx_11_0_arm64.whl 170.4 kB CPython 3.8 CPython 3.8 macOS 11.0+ ARM64 Details
klujax-0.2.5-cp38-cp38-macosx_10_9_x86_64.whl 217.4 kB CPython 3.8 CPython 3.8 macOS 10.9+ x86-64 Details

Total release size: 57.4 MB

Release files / klujax-0.2.5-pp310-pypy310_pp73-win_amd64.whl

Download URL klujax-0.2.5-pp310-pypy310_pp73-win_amd64.whl
Size 106.4 kB
Tags PyPy 3.10 PyPy 3.10 7.3 Windows x86-64
SHA-256 checksum
How to use checksums 		bb3d06f4559a76214ff95ca6b7e04caf28ddd18fb031b3425698eb302ee879fc
BLAKE2b-256 checksum
How to use checksums 		61a992c596ecf74b785ebb795f84a315ccd839333ee88dc4eb0994dc6f04cb49
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL klujax-0.2.5-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 679.5 kB
Tags Linux glibc 2.17+ x86-64 PyPy 3.10 PyPy 3.10 7.3
SHA-256 checksum
How to use checksums 		9824ba80d30cedf2bcc7c1e93241050434e575204fa4a13028780b552d1edae1
BLAKE2b-256 checksum
How to use checksums 		af3a415a43710e9a1cb1a28c2e245ff5e32c103db5201a86e82a3085cc2e35c8
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-pp310-pypy310_pp73-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL klujax-0.2.5-pp310-pypy310_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
Size 732.8 kB
Tags Linux glibc 2.17+ x86-32 PyPy 3.10 PyPy 3.10 7.3
SHA-256 checksum
How to use checksums 		10f79b7803195fcc43b00343a78adea1f79ec27d72447c432fa2344b6e9ec8bd
BLAKE2b-256 checksum
How to use checksums 		d2e58ae99491743ca734d8f3e3a13a49acac65873f0651db2a117e0ed7094073
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-pp310-pypy310_pp73-macosx_10_9_x86_64.whl

Download URL klujax-0.2.5-pp310-pypy310_pp73-macosx_10_9_x86_64.whl
Size 206.5 kB
Tags PyPy 3.10 PyPy 3.10 7.3 macOS 10.9+ x86-64
SHA-256 checksum
How to use checksums 		fe42a40a0527f99c0020cdc4aec5d05f56e97e5abdfd98fa597524aae2217cba
BLAKE2b-256 checksum
How to use checksums 		6cc7de0fcb2b0c1dc36b639cd3449cc4ed3be061f1b52dc3404187149ddbc924
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-pp39-pypy39_pp73-win_amd64.whl

Download URL klujax-0.2.5-pp39-pypy39_pp73-win_amd64.whl
Size 106.4 kB
Tags PyPy 3.9 PyPy 3.9 7.3 Windows x86-64
SHA-256 checksum
How to use checksums 		e61a2bcaf1b84cd42cb1b984b4c5d0c9a859a18b808ca90317c476d6324c8248
BLAKE2b-256 checksum
How to use checksums 		3bfe424a2750ab82dd5e355091822c759eda3fc197b4304ebc534cb7ec747c2f
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL klujax-0.2.5-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 679.5 kB
Tags Linux glibc 2.17+ x86-64 PyPy 3.9 PyPy 3.9 7.3
SHA-256 checksum
How to use checksums 		9674cd3c8b4c6a33152dc14100e70fa970cfcd8feda89a8444b73b3f673bb56f
BLAKE2b-256 checksum
How to use checksums 		1c13fb39cf8275415e1fa461cb7759edfe2efbc7bc2b20f5f38082e5c940caf0
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL klujax-0.2.5-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
Size 732.7 kB
Tags Linux glibc 2.17+ x86-32 PyPy 3.9 PyPy 3.9 7.3
SHA-256 checksum
How to use checksums 		3b8caa0f1280ff79742330daaca8dc33f8d6ddd45364ad8ca765ca3d22b9df09
BLAKE2b-256 checksum
How to use checksums 		4ca02b072c6b06b051f59a25397aa91fee51cf5496ab42a151049226f4ec5382
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-pp39-pypy39_pp73-macosx_10_9_x86_64.whl

Download URL klujax-0.2.5-pp39-pypy39_pp73-macosx_10_9_x86_64.whl
Size 206.5 kB
Tags PyPy 3.9 PyPy 3.9 7.3 macOS 10.9+ x86-64
SHA-256 checksum
How to use checksums 		894d2e007f49ea82577e4a3423825b2cb0e4742c7994cd21f2b9141b0528c4f6
BLAKE2b-256 checksum
How to use checksums 		c45d0399b283f2bee35bb2585378b8de6ff9d810a2a65b3f03bc3cfe4e43a702
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-pp38-pypy38_pp73-win_amd64.whl

Download URL klujax-0.2.5-pp38-pypy38_pp73-win_amd64.whl
Size 106.4 kB
Tags PyPy 3.8 PyPy 3.8 7.3 Windows x86-64
SHA-256 checksum
How to use checksums 		ff1fcde3c67bef805e8e58d67b954cc772f2cf3ffafd68a1b557e13912957db1
BLAKE2b-256 checksum
How to use checksums 		8e69a8d278717937aad90bdebd3a712898ec66fafb8a9bf734a4ab99e55f8d58
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL klujax-0.2.5-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 680.0 kB
Tags Linux glibc 2.17+ x86-64 PyPy 3.8 PyPy 3.8 7.3
SHA-256 checksum
How to use checksums 		9dbefded06132ddb71cf201cbb0aa34ee71c5ea9c446dcfa7f37521c1705ba22
BLAKE2b-256 checksum
How to use checksums 		afe19db8b8363b5e64855db4ae17e909404941a658d14a8ef41d018edec1c0d2
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-pp38-pypy38_pp73-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL klujax-0.2.5-pp38-pypy38_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
Size 733.1 kB
Tags Linux glibc 2.17+ x86-32 PyPy 3.8 PyPy 3.8 7.3
SHA-256 checksum
How to use checksums 		ac2aa90e1b1cd58679c52173d5df7c60a91ebf5c50e5284d876319200b16c6e6
BLAKE2b-256 checksum
How to use checksums 		f09958703b6467146160620cd0f8768829af3e24485196c03f8e9c515a7658ea
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-pp38-pypy38_pp73-macosx_10_9_x86_64.whl

Download URL klujax-0.2.5-pp38-pypy38_pp73-macosx_10_9_x86_64.whl
Size 206.5 kB
Tags PyPy 3.8 PyPy 3.8 7.3 macOS 10.9+ x86-64
SHA-256 checksum
How to use checksums 		4c710e7e2ac8f65d19adac0a58a073d4a27970ab4d631aa9202ae01538d7b452
BLAKE2b-256 checksum
How to use checksums 		0ff7ce17eaf2b08af92e170e4d92a99923cff4dd98fa7ce112d86dc68e46d76c
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp312-cp312-win_amd64.whl

Download URL klujax-0.2.5-cp312-cp312-win_amd64.whl
Size 106.5 kB
Tags CPython 3.12 Windows x86-64
SHA-256 checksum
How to use checksums 		bc9532bb812301ab32be42f0a44df89430b1b44b108870a5a9d5b339b553421f
BLAKE2b-256 checksum
How to use checksums 		0bf355c09922f0d6d0fe0bce942bcfc83c49cfd9d74609a82f220fa905fab949
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp312-cp312-win32.whl

Download URL klujax-0.2.5-cp312-cp312-win32.whl
Size 90.1 kB
Tags CPython 3.12 Windows x86-32
SHA-256 checksum
How to use checksums 		eed1579ea398c82a6b54263d785670f55e0e60e512f117acfb7418506c60315f
BLAKE2b-256 checksum
How to use checksums 		d01579b5b7b42c1f342d8324ca1509c493f332d73726ff6d7dc7d7f207df47f2
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp312-cp312-musllinux_1_1_x86_64.whl

Download URL klujax-0.2.5-cp312-cp312-musllinux_1_1_x86_64.whl
Size 3.3 MB
Tags CPython 3.12 Linux musl 1.1+ x86-64
SHA-256 checksum
How to use checksums 		d8e928190f702fa656c961c766d99786086120bd4ce3a2b53210e345ab965d0a
BLAKE2b-256 checksum
How to use checksums 		ebdc692f090e9a01fd10a90e87a32b23cc9c3649337afc7b4893b276e5241278
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp312-cp312-musllinux_1_1_i686.whl

Download URL klujax-0.2.5-cp312-cp312-musllinux_1_1_i686.whl
Size 3.2 MB
Tags CPython 3.12 Linux musl 1.1+ x86-32
SHA-256 checksum
How to use checksums 		f0ba29fa6b69cac55b260123fddf86af3c525831cfab60d1a491efc3961caacc
BLAKE2b-256 checksum
How to use checksums 		6b3d86e909b86fa553cbf01f4133df20fadb67212926f24fc3726d8540fc8ba2
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL klujax-0.2.5-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 1.7 MB
Tags CPython 3.12 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums 		abac0092a7c54e3861630e50b3064dd2cfa4997813113153d1f2419372b8d877
BLAKE2b-256 checksum
How to use checksums 		2a3fe3282a3392e246045e22b2452598856a19d4b0866b70ac0d6830d5e048ad
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL klujax-0.2.5-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
Size 1.7 MB
Tags CPython 3.12 Linux glibc 2.17+ x86-32
SHA-256 checksum
How to use checksums 		baca39d00e6508436d7f1be73f4ccd17853d0f5bb735e8004b278d35846ca1cb
BLAKE2b-256 checksum
How to use checksums 		de96b37e3ac77958fc0e58cbaac051251f0ee07c52e50d94c2c3eb0ad7844bc1
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp312-cp312-macosx_11_0_arm64.whl

Download URL klujax-0.2.5-cp312-cp312-macosx_11_0_arm64.whl
Size 169.2 kB
Tags CPython 3.12 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums 		091a13cc6ee73354d1224b57929fdb5d30a252f5595957e8654aca3e6839855c
BLAKE2b-256 checksum
How to use checksums 		dfab66c4b5f686f04ea2fd2def241293f814c6a4588951c493e7232db089e6ff
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp312-cp312-macosx_10_9_x86_64.whl

Download URL klujax-0.2.5-cp312-cp312-macosx_10_9_x86_64.whl
Size 216.2 kB
Tags CPython 3.12 macOS 10.9+ x86-64
SHA-256 checksum
How to use checksums 		a3e62b547ed54e4e7ca7721c3f57b7c0da2d735de8c0a793756bd847430d0370
BLAKE2b-256 checksum
How to use checksums 		0ef1c0f52d4a2f5db4b75a0e350484e8b013e6832a852d32be9191609ddf134b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp311-cp311-win_amd64.whl

Download URL klujax-0.2.5-cp311-cp311-win_amd64.whl
Size 107.6 kB
Tags CPython 3.11 Windows x86-64
SHA-256 checksum
How to use checksums 		92f3e71149316801c169f0cb7a58a5f2fe69986b0919287f28afeafb5310cf2a
BLAKE2b-256 checksum
How to use checksums 		63187d24a5082cd0c78d1e8ae70aac516ec5c6765b25cc603079d77f658ef7f6
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp311-cp311-win32.whl

Download URL klujax-0.2.5-cp311-cp311-win32.whl
Size 90.8 kB
Tags CPython 3.11 Windows x86-32
SHA-256 checksum
How to use checksums 		63b30005174e8ab25462c9e3cdaa18de0c7f0d4aa9e93147007b81ffda51abee
BLAKE2b-256 checksum
How to use checksums 		362ea3f83744d1411e21b3a53d9c32970cc1796f1f7a80705f81fa911ccd270f
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp311-cp311-musllinux_1_1_x86_64.whl

Download URL klujax-0.2.5-cp311-cp311-musllinux_1_1_x86_64.whl
Size 3.3 MB
Tags CPython 3.11 Linux musl 1.1+ x86-64
SHA-256 checksum
How to use checksums 		fbba363dfa4ee79db7ba01efb0025db33d69de00c87e948a606ca41ebafca7db
BLAKE2b-256 checksum
How to use checksums 		0300c3b1554b3e8985cfb28cced84fa59a91c30815a72721c025795aa310724d
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp311-cp311-musllinux_1_1_i686.whl

Download URL klujax-0.2.5-cp311-cp311-musllinux_1_1_i686.whl
Size 3.2 MB
Tags CPython 3.11 Linux musl 1.1+ x86-32
SHA-256 checksum
How to use checksums 		b96fd32067a0c7cff5da9b563bf6c9a68291faaceac4a1652ad090128553a3b2
BLAKE2b-256 checksum
How to use checksums 		adaef8e5bae2b4c26c1f0ba1404a66e7166c12c0a85179747d4f92e53ee9c385
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL klujax-0.2.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 1.7 MB
Tags CPython 3.11 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums 		11e14d8fbf2d59f7d099db4592bab00a410cbf32080b1de77e3ae25a60267b2e
BLAKE2b-256 checksum
How to use checksums 		16711885994db0b61fde7e75c0bfb9d02bd9706a7467ce8826d1a6cfb5f4e916
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL klujax-0.2.5-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
Size 1.7 MB
Tags CPython 3.11 Linux glibc 2.17+ x86-32
SHA-256 checksum
How to use checksums 		55e5cb36800cde12eb1e8c377ff2e651f81e465fee317bd5c33e9e23dda43276
BLAKE2b-256 checksum
How to use checksums 		6d4a2d360be52950a3d0a36e74e05a14e03980647ca0658352d65682e870f3b7
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp311-cp311-macosx_11_0_arm64.whl

Download URL klujax-0.2.5-cp311-cp311-macosx_11_0_arm64.whl
Size 171.6 kB
Tags CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums 		8fd476a61292be158461e4550de3caa67c70835c049df07cc29df1fd79e49539
BLAKE2b-256 checksum
How to use checksums 		b6b75a868cb3c2271dd99c5acc00b4de2ce9bddf272e9f0047454edc9678469d
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp311-cp311-macosx_10_9_x86_64.whl

Download URL klujax-0.2.5-cp311-cp311-macosx_10_9_x86_64.whl
Size 218.9 kB
Tags CPython 3.11 macOS 10.9+ x86-64
SHA-256 checksum
How to use checksums 		d27882452f3e0a880e430905495630dca544fa12a765a1e3c40738466b04f4cc
BLAKE2b-256 checksum
How to use checksums 		f3f67ec2774e42a0a5895f0caa0b170bf69216e381a138b1c22b68c66d62894d
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp310-cp310-win_amd64.whl

Download URL klujax-0.2.5-cp310-cp310-win_amd64.whl
Size 106.6 kB
Tags CPython 3.10 Windows x86-64
SHA-256 checksum
How to use checksums 		a4e0f166690026ff8ac30bfc3eaeeda72987b6324c6ca13a709e6df9a0a8d6e4
BLAKE2b-256 checksum
How to use checksums 		5d8f38d9ce81f4f7bee6e95f3c9a5facb3a9800223f1627ef03b0c6be5f40d7e
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp310-cp310-win32.whl

Download URL klujax-0.2.5-cp310-cp310-win32.whl
Size 89.4 kB
Tags CPython 3.10 Windows x86-32
SHA-256 checksum
How to use checksums 		df9b0ece2f81587e3b8b60b69e636abaeeea76594c50e5ae7025787cd28665e9
BLAKE2b-256 checksum
How to use checksums 		fe7506d743d3eaaed3c1a7332abc7479345a6835778c959dcbf02eb15ee1c17b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp310-cp310-musllinux_1_1_x86_64.whl

Download URL klujax-0.2.5-cp310-cp310-musllinux_1_1_x86_64.whl
Size 3.3 MB
Tags CPython 3.10 Linux musl 1.1+ x86-64
SHA-256 checksum
How to use checksums 		fa5f39a4359cddf5fc42433465f1376b8b75e128a88fccbf474ba628265bf87c
BLAKE2b-256 checksum
How to use checksums 		d2153e78e0402cc39530a852f134dbeb5777d765f031fb14f3a7df409a4eabf4
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp310-cp310-musllinux_1_1_i686.whl

Download URL klujax-0.2.5-cp310-cp310-musllinux_1_1_i686.whl
Size 3.2 MB
Tags CPython 3.10 Linux musl 1.1+ x86-32
SHA-256 checksum
How to use checksums 		2ce069f1a454fc0d37a1debca6894a2ddf0c5e6bb78f3190c6a293ae864b4906
BLAKE2b-256 checksum
How to use checksums 		7f132a6938f53ebdbb31cdd19550e22accb3d80f4872d79109b8b795d053a973
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL klujax-0.2.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 1.7 MB
Tags CPython 3.10 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums 		bfdcfef4f3f81d3f9f91ae9d1129e1a922e06454df8d4d082a59b804a8ec8821
BLAKE2b-256 checksum
How to use checksums 		1f029f92b85997eb45ea96ad52df4b3b22e2222728143f3a707888486078d8da
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL klujax-0.2.5-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
Size 1.7 MB
Tags CPython 3.10 Linux glibc 2.17+ x86-32
SHA-256 checksum
How to use checksums 		1fbf59c668381e960a73eed21e98c65ec64036af176d281ea7f9414e6618d2b1
BLAKE2b-256 checksum
How to use checksums 		5e3b468f05b60e87f597683cdd2dcf6240a521ac8982104f806c0f7987ed2161
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp310-cp310-macosx_11_0_arm64.whl

Download URL klujax-0.2.5-cp310-cp310-macosx_11_0_arm64.whl
Size 170.5 kB
Tags CPython 3.10 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums 		5b917fbc1611f57420b3ff78e4967003182de9390a793b95477247211a7bf262
BLAKE2b-256 checksum
How to use checksums 		6bfc554a2e362bd1763cb030f8e3b604092ef405ec597b4ffad7b262481a889f
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp310-cp310-macosx_10_9_x86_64.whl

Download URL klujax-0.2.5-cp310-cp310-macosx_10_9_x86_64.whl
Size 217.4 kB
Tags CPython 3.10 macOS 10.9+ x86-64
SHA-256 checksum
How to use checksums 		96fb7cc2fe0aa8a581e40c5ab4f8f1d6fb7a9a2e0aa539a41a7255122e4f339c
BLAKE2b-256 checksum
How to use checksums 		3d79fc094a9e9025c467814b3c933bc28f43d651623c607bbc92f94cdd715c12
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp39-cp39-win_amd64.whl

Download URL klujax-0.2.5-cp39-cp39-win_amd64.whl
Size 106.7 kB
Tags CPython 3.9 Windows x86-64
SHA-256 checksum
How to use checksums 		853e596adb03bdb4b5326275ecd466e87dec50604c707611813a8bfca84ff033
BLAKE2b-256 checksum
How to use checksums 		cce496f056eccf00e00ea0f8af881132c8db244cf5dfea799e894bbd5f9bbb95
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp39-cp39-win32.whl

Download URL klujax-0.2.5-cp39-cp39-win32.whl
Size 89.7 kB
Tags CPython 3.9 Windows x86-32
SHA-256 checksum
How to use checksums 		9781987d1e9c08e19ac7b7a497e5f71bedeec9f9f869089ae9036356f4e113e3
BLAKE2b-256 checksum
How to use checksums 		b90da64766d2788546a05af584c4fee0c9a02bea202fab1f338f696dcbc471d2
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp39-cp39-musllinux_1_1_x86_64.whl

Download URL klujax-0.2.5-cp39-cp39-musllinux_1_1_x86_64.whl
Size 3.3 MB
Tags CPython 3.9 Linux musl 1.1+ x86-64
SHA-256 checksum
How to use checksums 		e9440fc83ce765168917b13108173bacee1c4dc6e0da68dd6a0a097037b24a66
BLAKE2b-256 checksum
How to use checksums 		7676c58b2c81ce5bf74620dc79ad8c18484f2dd14b943e97f4a632c6b9aea181
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp39-cp39-musllinux_1_1_i686.whl

Download URL klujax-0.2.5-cp39-cp39-musllinux_1_1_i686.whl
Size 3.2 MB
Tags CPython 3.9 Linux musl 1.1+ x86-32
SHA-256 checksum
How to use checksums 		83293b2caf520168a2833d98a307736378ef763eef56c84a5b49b6aa398497ae
BLAKE2b-256 checksum
How to use checksums 		332c0d914bb015c7d4f54a12cc0e75effe2725af85eb079ff94977d1e53a1360
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL klujax-0.2.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 1.7 MB
Tags CPython 3.9 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums 		8d4cd0aea38764444d9547272dd6f596e6e4e5f492e7ef5d4741a5f48bfe265f
BLAKE2b-256 checksum
How to use checksums 		aab31521c59d8fc3705a56aecaeeac8a525b653cea14da34f3a3ffd2335ec9f4
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL klujax-0.2.5-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
Size 1.7 MB
Tags CPython 3.9 Linux glibc 2.17+ x86-32
SHA-256 checksum
How to use checksums 		eeeca87c24e4a1bcb694401068c4ab461c576918f3c58eb43d5ab7bfbe095319
BLAKE2b-256 checksum
How to use checksums 		6044dca7a266fdd39489ed961a6d5945c5332c0dc1a55b56c40667c0d1391da3
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp39-cp39-macosx_11_0_arm64.whl

Download URL klujax-0.2.5-cp39-cp39-macosx_11_0_arm64.whl
Size 170.6 kB
Tags CPython 3.9 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums 		90fb6ff407311bb33ffd863cf187031988246de7882299501ba3a44de54715dc
BLAKE2b-256 checksum
How to use checksums 		19503cf2f49d1f0df6e291a82439eecb4cc0c291870ce9fbf48a0425532f94c6
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp39-cp39-macosx_10_9_x86_64.whl

Download URL klujax-0.2.5-cp39-cp39-macosx_10_9_x86_64.whl
Size 217.6 kB
Tags CPython 3.9 macOS 10.9+ x86-64
SHA-256 checksum
How to use checksums 		0c1e14fcbc0d44b32bc0738ae6225455ad8cede0fc0c8486a7f2275313e24bf6
BLAKE2b-256 checksum
How to use checksums 		885acc7b1a97dbea17db6bb07236bba7d595b02b0258e65a548466775d8f120c
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp38-cp38-win_amd64.whl

Download URL klujax-0.2.5-cp38-cp38-win_amd64.whl
Size 106.6 kB
Tags CPython 3.8 Windows x86-64
SHA-256 checksum
How to use checksums 		25c3799293615bbf02239bfc152863e003df9eec110f8cdcc260eb49576493ac
BLAKE2b-256 checksum
How to use checksums 		149da2510da640184b6b490024654b957d4780de9505759bb55ac8472292f6ce
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp38-cp38-win32.whl

Download URL klujax-0.2.5-cp38-cp38-win32.whl
Size 89.6 kB
Tags CPython 3.8 Windows x86-32
SHA-256 checksum
How to use checksums 		4c276e3b8f3fdf2669b25963647ec2d18278b612384530f8d0850067dffc42e0
BLAKE2b-256 checksum
How to use checksums 		1ad9ea764a495651421e5d1aed0c40df336b754b54056481ce1d0fcde972be38
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp38-cp38-musllinux_1_1_x86_64.whl

Download URL klujax-0.2.5-cp38-cp38-musllinux_1_1_x86_64.whl
Size 3.3 MB
Tags CPython 3.8 Linux musl 1.1+ x86-64
SHA-256 checksum
How to use checksums 		eca3f12e547f02d11db72c886dc346fe545a0efd342315115716da6385d463a3
BLAKE2b-256 checksum
How to use checksums 		f2ec5c271c5a4e7543d3fcd1bc0800d9c2a185916937c162ec92b158661525ce
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp38-cp38-musllinux_1_1_i686.whl

Download URL klujax-0.2.5-cp38-cp38-musllinux_1_1_i686.whl
Size 3.2 MB
Tags CPython 3.8 Linux musl 1.1+ x86-32
SHA-256 checksum
How to use checksums 		18e9ef337a631643161d7abe6e23629719e3309f368d18ebad2a317fcd5436ca
BLAKE2b-256 checksum
How to use checksums 		5e36cb76f22b17acb0ff91a58482b604e777f433b6b7412ab6a182518ab76b64
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL klujax-0.2.5-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size 1.7 MB
Tags CPython 3.8 Linux glibc 2.17+ x86-64
SHA-256 checksum
How to use checksums 		11fe1b1592444c74717349da8653081dcc9ca6520c7b6228e28d09b1a645d07d
BLAKE2b-256 checksum
How to use checksums 		ae7dd1e6214b9409606c9626ab783b52ee56f0182c7d32f41913ae6546f8535a
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL klujax-0.2.5-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl
Size 1.7 MB
Tags CPython 3.8 Linux glibc 2.17+ x86-32
SHA-256 checksum
How to use checksums 		3aa6e0c8ffd4a9b68ebb5692d1a26cee301694c1f8b776cd2fb207f35808b899
BLAKE2b-256 checksum
How to use checksums 		f1a0fc19d86300fe05dbdbf70a5e581ac01851e363ea5ed4ad75e0a1d9b25a60
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp38-cp38-macosx_11_0_arm64.whl

Download URL klujax-0.2.5-cp38-cp38-macosx_11_0_arm64.whl
Size 170.4 kB
Tags CPython 3.8 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums 		e1bfe1ea908036fb7a9226bde4289f93539e5d073e5e8c1e9a873dae85c86ac1
BLAKE2b-256 checksum
How to use checksums 		86d9100a0902fc4a21ebe89bb596fafc42cb2732e1a663ce278c772d02529604
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release files / klujax-0.2.5-cp38-cp38-macosx_10_9_x86_64.whl

Download URL klujax-0.2.5-cp38-cp38-macosx_10_9_x86_64.whl
Size 217.4 kB
Tags CPython 3.8 macOS 10.9+ x86-64
SHA-256 checksum
How to use checksums 		dac8b831ef5fdc5ca61f09648e59e599f7e535199fc821f381021bd7d60b48e4
BLAKE2b-256 checksum
How to use checksums 		362790489fa85f2533175c7548710089411f227a9e06663fa129e1605cb42ae9
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/4.0.2 CPython/3.11.8

Release history Release notifications | RSS feed

0.5.2

20 release files

0.5.1

20 release files

0.5.0

20 release files

0.4.8

20 release files

0.4.7

20 release files

0.4.6

20 release files

0.4.5

20 release files

0.4.4

15 release files

0.4.3

20 release files

0.4.2

12 release files

0.4.1

12 release files

0.4.0

12 release files

0.3.1

16 release files

0.3.0

16 release files

0.2.10

24 release files

0.2.9

24 release files

0.2.8

20 release files

0.2.7

20 release files

This release

0.2.5 This release

52 release files

0.2.4

52 release files

0.2.3

40 release files

0.2.2

40 release files

0.2.0

9 release files

0.1.4

9 release files

0.1.3

7 release files

0.1.2

7 release files

0.1.1

6 release files

0.0.6

1 release file

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page