Skip to main content

abess: Fast Best Subset Selection

Project description

logopic

Python build status R build status codecov Documentation Status cran pypi pyversions License Codacy CodeFactor

Overview

abess (Adaptive BEst Subset Selection) library aims to solve general best subset selection, i.e., find a small subset of predictors such that the resulting model is expected to have the highest accuracy. The selection for best subset shows great value in scientific researches and practical application. For example, clinicians wants to know whether a patient is health or not based on the expression level of a few of important genes.

This library implements a generic algorithm framework to find the optimal solution in an extremely fast way [1]. This framework now supports the detection of best subset under: linear regression, (multi-class) classification, censored-response modeling [2], multi-response modeling (a.k.a. multi-tasks learning), etc. It also supports the variants of best subset selection like group best subset selection [3] and nuisance best subset selection [4]. Especially, the time complexity of (group) best subset selection for linear regression is certifiably polynomial [1] [3].

Quick start

Install the stable abess Python package from Pypi:

$ pip install abess

Best subset selection for linear regression on a simulated dataset in Python:

from abess.linear import LinearRegression
from abess.datasets import make_glm_data
sim_dat = make_glm_data(n = 300, p = 1000, k = 10, family = "gaussian")
model = LinearRegression()
model.fit(sim_dat.x, sim_dat.y)

See more examples analyzed with Python in the tutorials; the notebooks are available here.

Runtime Performance

To show the power of abess in computation, we assess its timings of the CPU execution (seconds) on synthetic datasets, and compare to state-of-the-art variable selection methods. The variable selection and estimation results are deferred to performance.

We compare abess Python package with scikit-learn on linear and logistic regression. Results are presented in the below figure, and can be reproduce by running the commands in shell:

$ python ./simulation/Python/timings.py

we obtain the runtime comparison picture:

pic1

abess reaches a high efficient performance especially in linear regression where it gives the fastest solution.

Open source software

abess is a free software and its source code are publicly available in Github. The core framework is programmed in C++, and user-friendly R and Python interfaces are offered. You can redistribute it and/or modify it under the terms of the GPL-v3 License. We welcome contributions for abess, especially stretching abess to the other best subset selection problems.

Citation

If you use abess or reference our tutorials in a presentation or publication, we would appreciate citations of our library [5].

Jin Zhu, Liyuan Hu, Junhao Huang, Kangkang Jiang, Yanhang Zhang, Shiyun Lin, Junxian Zhu, Xueqin Wang (2021). “abess: A Fast Best Subset Selection Library in Python and R.” arXiv:2110.09697.

The corresponding BibteX entry:

@article{zhu-abess-arxiv,
   author  = {Jin Zhu and Liyuan Hu and Junhao Huang and Kangkang Jiang and Yanhang Zhang and Shiyun Lin and Junxian Zhu and Xueqin Wang},
   title   = {abess: A Fast Best Subset Selection Library in Python and R},
   journal = {arXiv:2110.09697},
   year    = {2021},
}

References

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

abess-0.4.5.tar.gz (1.5 MB view details)

Uploaded Source

Built Distributions

abess-0.4.5-cp310-cp310-win_amd64.whl (622.6 kB view details)

Uploaded CPython 3.10Windows x86-64

abess-0.4.5-cp310-cp310-win32.whl (553.7 kB view details)

Uploaded CPython 3.10Windows x86

abess-0.4.5-cp310-cp310-musllinux_1_1_x86_64.whl (1.2 MB view details)

Uploaded CPython 3.10musllinux: musl 1.1+ x86-64

abess-0.4.5-cp310-cp310-musllinux_1_1_i686.whl (1.3 MB view details)

Uploaded CPython 3.10musllinux: musl 1.1+ i686

abess-0.4.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (658.7 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

abess-0.4.5-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl (689.6 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ i686

abess-0.4.5-cp310-cp310-macosx_11_0_arm64.whl (599.3 kB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

abess-0.4.5-cp310-cp310-macosx_10_9_x86_64.whl (803.1 kB view details)

Uploaded CPython 3.10macOS 10.9+ x86-64

abess-0.4.5-cp310-cp310-macosx_10_9_universal2.whl (1.4 MB view details)

Uploaded CPython 3.10macOS 10.9+ universal2 (ARM64, x86-64)

abess-0.4.5-cp39-cp39-win_amd64.whl (622.3 kB view details)

Uploaded CPython 3.9Windows x86-64

abess-0.4.5-cp39-cp39-win32.whl (553.7 kB view details)

Uploaded CPython 3.9Windows x86

abess-0.4.5-cp39-cp39-musllinux_1_1_x86_64.whl (1.2 MB view details)

Uploaded CPython 3.9musllinux: musl 1.1+ x86-64

abess-0.4.5-cp39-cp39-musllinux_1_1_i686.whl (1.3 MB view details)

Uploaded CPython 3.9musllinux: musl 1.1+ i686

abess-0.4.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (659.2 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ x86-64

abess-0.4.5-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl (689.8 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ i686

abess-0.4.5-cp39-cp39-macosx_11_0_arm64.whl (599.4 kB view details)

Uploaded CPython 3.9macOS 11.0+ ARM64

abess-0.4.5-cp39-cp39-macosx_10_9_x86_64.whl (803.1 kB view details)

Uploaded CPython 3.9macOS 10.9+ x86-64

abess-0.4.5-cp39-cp39-macosx_10_9_universal2.whl (1.4 MB view details)

Uploaded CPython 3.9macOS 10.9+ universal2 (ARM64, x86-64)

abess-0.4.5-cp38-cp38-win_amd64.whl (622.6 kB view details)

Uploaded CPython 3.8Windows x86-64

abess-0.4.5-cp38-cp38-win32.whl (553.6 kB view details)

Uploaded CPython 3.8Windows x86

abess-0.4.5-cp38-cp38-musllinux_1_1_x86_64.whl (1.2 MB view details)

Uploaded CPython 3.8musllinux: musl 1.1+ x86-64

abess-0.4.5-cp38-cp38-musllinux_1_1_i686.whl (1.3 MB view details)

Uploaded CPython 3.8musllinux: musl 1.1+ i686

abess-0.4.5-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (658.1 kB view details)

Uploaded CPython 3.8manylinux: glibc 2.17+ x86-64

abess-0.4.5-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl (688.7 kB view details)

Uploaded CPython 3.8manylinux: glibc 2.17+ i686

abess-0.4.5-cp38-cp38-macosx_11_0_arm64.whl (599.3 kB view details)

Uploaded CPython 3.8macOS 11.0+ ARM64

abess-0.4.5-cp38-cp38-macosx_10_9_x86_64.whl (803.0 kB view details)

Uploaded CPython 3.8macOS 10.9+ x86-64

abess-0.4.5-cp38-cp38-macosx_10_9_universal2.whl (1.4 MB view details)

Uploaded CPython 3.8macOS 10.9+ universal2 (ARM64, x86-64)

abess-0.4.5-cp37-cp37m-win_amd64.whl (622.4 kB view details)

Uploaded CPython 3.7mWindows x86-64

abess-0.4.5-cp37-cp37m-win32.whl (554.4 kB view details)

Uploaded CPython 3.7mWindows x86

abess-0.4.5-cp37-cp37m-musllinux_1_1_x86_64.whl (1.2 MB view details)

Uploaded CPython 3.7mmusllinux: musl 1.1+ x86-64

abess-0.4.5-cp37-cp37m-musllinux_1_1_i686.whl (1.3 MB view details)

Uploaded CPython 3.7mmusllinux: musl 1.1+ i686

abess-0.4.5-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (658.1 kB view details)

Uploaded CPython 3.7mmanylinux: glibc 2.17+ x86-64

abess-0.4.5-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl (687.9 kB view details)

Uploaded CPython 3.7mmanylinux: glibc 2.17+ i686

abess-0.4.5-cp37-cp37m-macosx_10_9_x86_64.whl (802.5 kB view details)

Uploaded CPython 3.7mmacOS 10.9+ x86-64

abess-0.4.5-cp36-cp36m-win_amd64.whl (622.5 kB view details)

Uploaded CPython 3.6mWindows x86-64

abess-0.4.5-cp36-cp36m-win32.whl (555.0 kB view details)

Uploaded CPython 3.6mWindows x86

abess-0.4.5-cp36-cp36m-musllinux_1_1_x86_64.whl (1.2 MB view details)

Uploaded CPython 3.6mmusllinux: musl 1.1+ x86-64

abess-0.4.5-cp36-cp36m-musllinux_1_1_i686.whl (1.3 MB view details)

Uploaded CPython 3.6mmusllinux: musl 1.1+ i686

abess-0.4.5-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (657.7 kB view details)

Uploaded CPython 3.6mmanylinux: glibc 2.17+ x86-64

abess-0.4.5-cp36-cp36m-manylinux_2_17_i686.manylinux2014_i686.whl (687.0 kB view details)

Uploaded CPython 3.6mmanylinux: glibc 2.17+ i686

abess-0.4.5-cp36-cp36m-macosx_10_9_x86_64.whl (801.7 kB view details)

Uploaded CPython 3.6mmacOS 10.9+ x86-64

File details

Details for the file abess-0.4.5.tar.gz.

File metadata

  • Download URL: abess-0.4.5.tar.gz
  • Upload date:
  • Size: 1.5 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5.tar.gz
Algorithm Hash digest
SHA256 435096e3b7a6f271e2cc14b0b5e7b2d92889435594ecb3455dd4b35cb23cd26c
MD5 f203b34c9b232f9ce53161f871217f5d
BLAKE2b-256 b3378d6768946b2e918d1e6b58e1efac755655aed454c5da8d3351ef10fd50de

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: abess-0.4.5-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 622.6 kB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 251e74f01c8360850af171b404a5fc29da3c3c984591b0f040b54e3a6c2a1b51
MD5 a1f7a0487498439d33f1db7b86909639
BLAKE2b-256 3a0c789b43c2dcdfbc27bfcc72e5351e1beef15d2526db8ecf9e86f86fe911f1

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp310-cp310-win32.whl.

File metadata

  • Download URL: abess-0.4.5-cp310-cp310-win32.whl
  • Upload date:
  • Size: 553.7 kB
  • Tags: CPython 3.10, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp310-cp310-win32.whl
Algorithm Hash digest
SHA256 975f59b1a2fcd5d2bcfbf234e689d19ff6e6283fd5a9468bc1f5679089f5bbed
MD5 20a2ba65a64194d50e142b27fe13b4a4
BLAKE2b-256 ea5169a0d718275542aeb034247cc40474da97a69dc5d0df4d7427fa9087e7f8

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp310-cp310-musllinux_1_1_x86_64.whl.

File metadata

  • Download URL: abess-0.4.5-cp310-cp310-musllinux_1_1_x86_64.whl
  • Upload date:
  • Size: 1.2 MB
  • Tags: CPython 3.10, musllinux: musl 1.1+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp310-cp310-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 ca76c8d22ad642e52e259ad2e4af4ef65e3e8184c1ac869aa165d7b861418414
MD5 6ecd9621f0cde0b43fd83ca7830100f0
BLAKE2b-256 e7a806f1b053a56e0d9c38aa5f83c5a1b645e050a1b72353ef903db6cafb1bd8

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp310-cp310-musllinux_1_1_i686.whl.

File metadata

  • Download URL: abess-0.4.5-cp310-cp310-musllinux_1_1_i686.whl
  • Upload date:
  • Size: 1.3 MB
  • Tags: CPython 3.10, musllinux: musl 1.1+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp310-cp310-musllinux_1_1_i686.whl
Algorithm Hash digest
SHA256 fa98836578d4177d9558fffb928fedf3a1a3723d621e9e75a0c25053345e42b1
MD5 aea4c213ee2a0c2f587a31f389ef0552
BLAKE2b-256 64a687354d73f7aa2fdb5b74469b8f17bef258ff5cd73225405469298d33cb24

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

  • Download URL: abess-0.4.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
  • Upload date:
  • Size: 658.7 kB
  • Tags: CPython 3.10, manylinux: glibc 2.17+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 05cbcbe1aa617c893b37a500452d978ff2b6466b5d467c3cb215f0728d218026
MD5 0a346983e496de4f0f29fa2511919768
BLAKE2b-256 f68558956dc3132d3f17cd4b7dc6e2d7211d047be6ca59c28ee3cc14493729f2

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

  • Download URL: abess-0.4.5-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
  • Upload date:
  • Size: 689.6 kB
  • Tags: CPython 3.10, manylinux: glibc 2.17+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 caafdd1ad1c1325fde931751cd1f9a614f3909d67af6f5acc956916f9435c180
MD5 452fcdfb6f27555790495103a464d479
BLAKE2b-256 431d91c616c7570c22435db530b35e7e458448f2016616f892d04c86ab6d795d

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

  • Download URL: abess-0.4.5-cp310-cp310-macosx_11_0_arm64.whl
  • Upload date:
  • Size: 599.3 kB
  • Tags: CPython 3.10, macOS 11.0+ ARM64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 91c490d7a00e92af127d9e856b5a8aedbc95e0a720735bd39f8f726ff00191ca
MD5 55bf58a9cf6b1edeef298900604862e8
BLAKE2b-256 0eb3550a3c261193ea6fee3da923b240039c5d6a897a666975a46225e9da758b

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp310-cp310-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: abess-0.4.5-cp310-cp310-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 803.1 kB
  • Tags: CPython 3.10, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 0754ccfd93a8df2f5ddf3fb7c6450747aefdef1d32715320f00e06bf255634bc
MD5 d578bb3e4fffbf77b5f09d35bcf075b5
BLAKE2b-256 7877fde4ad00ed71189f5dd19890740040f232957ba7f86182797b1505fe6745

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp310-cp310-macosx_10_9_universal2.whl.

File metadata

  • Download URL: abess-0.4.5-cp310-cp310-macosx_10_9_universal2.whl
  • Upload date:
  • Size: 1.4 MB
  • Tags: CPython 3.10, macOS 10.9+ universal2 (ARM64, x86-64)
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp310-cp310-macosx_10_9_universal2.whl
Algorithm Hash digest
SHA256 522515c20c94955605de6a63f9653e7b1cc80cf83bc1846ebcd93f8ccc5006b2
MD5 ab5962fd167a7efc5481c8dc16068411
BLAKE2b-256 59ca5d2feb9ded8e553f07f0d99df5861fd1ce3d152654a4e0aae107c936e0c5

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: abess-0.4.5-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 622.3 kB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 6d067077344006139f4f1ec883ab7aa4a68ef5439ae95d85e854e226e14cecab
MD5 05d21b35f668bef4a99be8deba893e65
BLAKE2b-256 63f2f623101688a5072b89183e89ca1419951637ad18b889b1e200f839093a48

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp39-cp39-win32.whl.

File metadata

  • Download URL: abess-0.4.5-cp39-cp39-win32.whl
  • Upload date:
  • Size: 553.7 kB
  • Tags: CPython 3.9, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp39-cp39-win32.whl
Algorithm Hash digest
SHA256 a226c40a923d44d5724ebd94d9fbb197884f9764296042eb0cb97b84057ee9c4
MD5 516898e1f82e69f9b20c2fa657a89da3
BLAKE2b-256 8ad76837662ed2fc8207842a6909cec2eb2161a378cea76e5ee0f3bc5ddea600

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp39-cp39-musllinux_1_1_x86_64.whl.

File metadata

  • Download URL: abess-0.4.5-cp39-cp39-musllinux_1_1_x86_64.whl
  • Upload date:
  • Size: 1.2 MB
  • Tags: CPython 3.9, musllinux: musl 1.1+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp39-cp39-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 03b697d90f63a8c14fa6005646798db945456d39179cfc0797ce21ad0cab4286
MD5 214c28e8da1ad7c6940a13e48c25a558
BLAKE2b-256 ce3340686977c56a322d6118a0ec3a4e5a13b205b4fef24b0d514559e560d378

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp39-cp39-musllinux_1_1_i686.whl.

File metadata

  • Download URL: abess-0.4.5-cp39-cp39-musllinux_1_1_i686.whl
  • Upload date:
  • Size: 1.3 MB
  • Tags: CPython 3.9, musllinux: musl 1.1+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp39-cp39-musllinux_1_1_i686.whl
Algorithm Hash digest
SHA256 347e8dd571dd1b73ec1c299ceaa4ca58946ead40b0d91418d644f1eb007f7f1d
MD5 eb865e86bdb272671fe2df807890fac6
BLAKE2b-256 cf3003b942e33cfb2453b4ce59e0357c88c77311824cee30e2ce5cc292d8f9b1

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

  • Download URL: abess-0.4.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
  • Upload date:
  • Size: 659.2 kB
  • Tags: CPython 3.9, manylinux: glibc 2.17+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 1759df8d22e8e0c5d2c9db9175dffc1e03f1c9642da1b1c5fa9d2531b226b17a
MD5 260f94258e1a876d97a000483a1b5253
BLAKE2b-256 d40c1505b1018844c6d21d3c4cb4318bb707525233df411601264c5e925a32af

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

  • Download URL: abess-0.4.5-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
  • Upload date:
  • Size: 689.8 kB
  • Tags: CPython 3.9, manylinux: glibc 2.17+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 1c50a88cbda79050b6750324cd9d39c287bde1ba13547f7a7cc9aeccc8223558
MD5 818a7a58bc4034c4dd748623cbab4479
BLAKE2b-256 04f1b863e6c69c3365ef3fcf53dd78f919d75e83489b6597a247c961a9c84204

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

  • Download URL: abess-0.4.5-cp39-cp39-macosx_11_0_arm64.whl
  • Upload date:
  • Size: 599.4 kB
  • Tags: CPython 3.9, macOS 11.0+ ARM64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 31549b25fd1635016eae814b00c7e0134b465eda598a612870d23ac7a1545249
MD5 4bc2f17ba7982892165d788f4cc28298
BLAKE2b-256 cad4ce67b1f15c46bec303f673a06a40ac71f7ee4b134c403fa7bf824d3dc777

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp39-cp39-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: abess-0.4.5-cp39-cp39-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 803.1 kB
  • Tags: CPython 3.9, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 d547426e7b0a6b4fd36c67d57dd6396fcce7409ba2539a29cd9314766ffba9e0
MD5 a51d000e559edc1e722c42fa5cbc25f7
BLAKE2b-256 de026bb4f1dcc2e2e224dd72a1f2790c22616a6a58d55eb0c81fd02ae9ca4e5b

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp39-cp39-macosx_10_9_universal2.whl.

File metadata

  • Download URL: abess-0.4.5-cp39-cp39-macosx_10_9_universal2.whl
  • Upload date:
  • Size: 1.4 MB
  • Tags: CPython 3.9, macOS 10.9+ universal2 (ARM64, x86-64)
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp39-cp39-macosx_10_9_universal2.whl
Algorithm Hash digest
SHA256 0c8bab065b1c497690e72969fccdaae798a381faebc97472d21d32557c6fe106
MD5 a0677e00b5dc5f53edd1501f68c3d956
BLAKE2b-256 3e69190fc163190c45a05cb8fd1d32be2045dfa77f14730a80d277fc04f81378

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp38-cp38-win_amd64.whl.

File metadata

  • Download URL: abess-0.4.5-cp38-cp38-win_amd64.whl
  • Upload date:
  • Size: 622.6 kB
  • Tags: CPython 3.8, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 51e5a9cfb98af7985b3e1c0358aef2257358679c0095004c5d71d76027bbb819
MD5 dfb001e43ceb84e19e8233a015607f79
BLAKE2b-256 9364a783832c6c1b6814cc8f28f64b4f991f4c355ce9bbb17db479d53d84651d

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp38-cp38-win32.whl.

File metadata

  • Download URL: abess-0.4.5-cp38-cp38-win32.whl
  • Upload date:
  • Size: 553.6 kB
  • Tags: CPython 3.8, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp38-cp38-win32.whl
Algorithm Hash digest
SHA256 c265db44c159d07bb92f123bd4ef6e29d58434c197bef7ccfca3af904abff5eb
MD5 dc3b1aa46ef64fcb164509eb86162a09
BLAKE2b-256 c226c1a05ed81d246f9307ba919d6d15048ad6fe06b8e74e3627e8d7112242f4

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp38-cp38-musllinux_1_1_x86_64.whl.

File metadata

  • Download URL: abess-0.4.5-cp38-cp38-musllinux_1_1_x86_64.whl
  • Upload date:
  • Size: 1.2 MB
  • Tags: CPython 3.8, musllinux: musl 1.1+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp38-cp38-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 bfd22e6a6a125ad4f05a380433ffbb976f159bc7605d5ee2af52fc121942be4e
MD5 b964ecbdc5ea9b404a467ba3ccf9b2a8
BLAKE2b-256 3866872d1d2b2fc1bcc9db164ac82a26ac86b701247fc7af795f425558cb65de

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp38-cp38-musllinux_1_1_i686.whl.

File metadata

  • Download URL: abess-0.4.5-cp38-cp38-musllinux_1_1_i686.whl
  • Upload date:
  • Size: 1.3 MB
  • Tags: CPython 3.8, musllinux: musl 1.1+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp38-cp38-musllinux_1_1_i686.whl
Algorithm Hash digest
SHA256 0937ae60ace38b5db2cd69369095c7ffbad6ab401effca5b9418f9b1bd54495a
MD5 ad2ff32b866c3211bd8ba897d8a547a6
BLAKE2b-256 787a46839232249880109d5bd3c72fa9d48137a19caca0b06fa65ae2fb8de9b4

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

  • Download URL: abess-0.4.5-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
  • Upload date:
  • Size: 658.1 kB
  • Tags: CPython 3.8, manylinux: glibc 2.17+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 a67ac1a193819b58e22dfe3139015b001e698316e1c67f9db79c76deadaeb65c
MD5 5fbc96df4a61e271be798b5a6aba22f9
BLAKE2b-256 fb7335aacb13a98ebbf58858504ba0b01c3b5b5d74dbaccd550b7c307847b6af

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

  • Download URL: abess-0.4.5-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl
  • Upload date:
  • Size: 688.7 kB
  • Tags: CPython 3.8, manylinux: glibc 2.17+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 e05299cef567ef0bc9998448491980a0630fb0b5972c2532cbf52ac7bec878b6
MD5 690fdee995d0c7a814933eb9e3b69a0b
BLAKE2b-256 4fcaae0e1d7b70ed5fd95a0820754618a7cdf4e49d9f54aea96ba49deb2fdbf4

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp38-cp38-macosx_11_0_arm64.whl.

File metadata

  • Download URL: abess-0.4.5-cp38-cp38-macosx_11_0_arm64.whl
  • Upload date:
  • Size: 599.3 kB
  • Tags: CPython 3.8, macOS 11.0+ ARM64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp38-cp38-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 5ccfec53bae846ae84b893ac2f6b52148bbf7be25dfc0f1829557b1bcaaa5f92
MD5 ca83a2031199bbaf9d1a8dd01c80fe95
BLAKE2b-256 4296e980fd3989fbab3fe1fdad473385a2b974e33fdbc097e6fe6c1d5b393c22

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp38-cp38-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: abess-0.4.5-cp38-cp38-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 803.0 kB
  • Tags: CPython 3.8, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 b562b668796ccd5e1b0edb8cafb53d0e418584d15e0e283bd4c1a09614920a30
MD5 ffcbdff76d82024d61c9b11eff83b427
BLAKE2b-256 1fa5b7a70dd7f3524ca06a2f51a2be852028bd5460fbee291dc120e0edb1a177

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp38-cp38-macosx_10_9_universal2.whl.

File metadata

  • Download URL: abess-0.4.5-cp38-cp38-macosx_10_9_universal2.whl
  • Upload date:
  • Size: 1.4 MB
  • Tags: CPython 3.8, macOS 10.9+ universal2 (ARM64, x86-64)
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp38-cp38-macosx_10_9_universal2.whl
Algorithm Hash digest
SHA256 32b365d8288840642b561737bf854c996029f0a0d84a493937f3b96a6568b5bd
MD5 c4958d3c77010b51b80a658ff1784859
BLAKE2b-256 6e55f57060c2ceef855f6d23a286208a5e20f94ab5da7c5b7aa400e3ca0f4af1

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp37-cp37m-win_amd64.whl.

File metadata

  • Download URL: abess-0.4.5-cp37-cp37m-win_amd64.whl
  • Upload date:
  • Size: 622.4 kB
  • Tags: CPython 3.7m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp37-cp37m-win_amd64.whl
Algorithm Hash digest
SHA256 04135d50e9262674cff6eb793bead44822104a03c318e02480db92f813d03e8d
MD5 dd3c206cc34ef075f8c71027170e3e63
BLAKE2b-256 88bd8459c233b0739a0da315489a13ba313a2ca3b9218adb57be109c080a3266

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp37-cp37m-win32.whl.

File metadata

  • Download URL: abess-0.4.5-cp37-cp37m-win32.whl
  • Upload date:
  • Size: 554.4 kB
  • Tags: CPython 3.7m, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp37-cp37m-win32.whl
Algorithm Hash digest
SHA256 082c3133bb0d743e88214800f708a6095cf128b18ad77c1e4f1fe9652c8d993a
MD5 ef2da1ec25c8eba3af1c0e85fdfe83a3
BLAKE2b-256 d5046d7441c97216ea53b2eed54dc218e935b825f5613edf082b9405959b56af

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp37-cp37m-musllinux_1_1_x86_64.whl.

File metadata

  • Download URL: abess-0.4.5-cp37-cp37m-musllinux_1_1_x86_64.whl
  • Upload date:
  • Size: 1.2 MB
  • Tags: CPython 3.7m, musllinux: musl 1.1+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp37-cp37m-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 3528cf140cb01f08ba0ee5fc67e37657917a0958fafece9435855df6b101f0d8
MD5 2c27601aa74fd9c5a724709ede4cf2dd
BLAKE2b-256 28928e3b27e9a2f67131e1255a2197979e50e579e27aee9c3c4519eb032c3a62

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp37-cp37m-musllinux_1_1_i686.whl.

File metadata

  • Download URL: abess-0.4.5-cp37-cp37m-musllinux_1_1_i686.whl
  • Upload date:
  • Size: 1.3 MB
  • Tags: CPython 3.7m, musllinux: musl 1.1+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp37-cp37m-musllinux_1_1_i686.whl
Algorithm Hash digest
SHA256 ef0d12eb11a70d119459872866eef00c15a201254b8b57b9f28fd63ecf76c479
MD5 384e253756d5ad0f79652ede48c10a39
BLAKE2b-256 1d1f66f0195b2a3ebc06fe336e408447b1daebacccfb08a327b975e31b07d9e2

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

  • Download URL: abess-0.4.5-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
  • Upload date:
  • Size: 658.1 kB
  • Tags: CPython 3.7m, manylinux: glibc 2.17+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 f564c3eda590f2e82ebf9782c7a2a2922d586635aa87f20bde4a90f5e0ab0766
MD5 84698229aa831e9bd19063381be90801
BLAKE2b-256 2d6d0990afdae7cf89863b4d524f754362b5f6c0e7a51576b4378a3d29f0e76e

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

  • Download URL: abess-0.4.5-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl
  • Upload date:
  • Size: 687.9 kB
  • Tags: CPython 3.7m, manylinux: glibc 2.17+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 d662f8db8e78574c7dc688ec96e8f192cf293b1c21e445869fadfb13b7b3bfe1
MD5 52e17feee2cff797aab23439055ff025
BLAKE2b-256 e67a0e7db6d43570887c9369fa35b25b84189435645abc23fb8087f761673e75

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp37-cp37m-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: abess-0.4.5-cp37-cp37m-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 802.5 kB
  • Tags: CPython 3.7m, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 8fd225da7a6788cbfd84c035fc409a486e4ee7256d49a56b414552be6d3d7225
MD5 790c1ea0218821a538a1abc381b55483
BLAKE2b-256 37827de2432cdc0830a55c29059f6ccf911ae00bcd35c9bc68a62fb0b907a528

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp36-cp36m-win_amd64.whl.

File metadata

  • Download URL: abess-0.4.5-cp36-cp36m-win_amd64.whl
  • Upload date:
  • Size: 622.5 kB
  • Tags: CPython 3.6m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp36-cp36m-win_amd64.whl
Algorithm Hash digest
SHA256 cf71413716ad9c0a481712b550f14aba25cecf541824735831817dd46d76d5ff
MD5 3c8def31eb33fedac29fdfa5883f7c35
BLAKE2b-256 bc94a4cdb2fbe3ddbe74aa368b6ce13e6f639998e4dc0e293e4a017a3b98fe08

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp36-cp36m-win32.whl.

File metadata

  • Download URL: abess-0.4.5-cp36-cp36m-win32.whl
  • Upload date:
  • Size: 555.0 kB
  • Tags: CPython 3.6m, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp36-cp36m-win32.whl
Algorithm Hash digest
SHA256 994c3452de0ff03884bb53efc62020dc59f57843cd42546212ec1de7b07b8c15
MD5 329d5578b7c6526e5def1b8b81bc1dbf
BLAKE2b-256 c284ad1f6f73bf6de9f7ef2e3c4e90d794723a96206025f76bb47e80f46cd4bd

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp36-cp36m-musllinux_1_1_x86_64.whl.

File metadata

  • Download URL: abess-0.4.5-cp36-cp36m-musllinux_1_1_x86_64.whl
  • Upload date:
  • Size: 1.2 MB
  • Tags: CPython 3.6m, musllinux: musl 1.1+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp36-cp36m-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 39bf0e8fbea3b998e25c4f495fa9f55c143240e9b924cb3cd69748cf8c6f7ca8
MD5 38d9c8b89e6e62e271ec1a638f29c934
BLAKE2b-256 a4357acecef6831232276204201d08d0d2d3b5abf7f0d7c7335d01605d6f28ac

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp36-cp36m-musllinux_1_1_i686.whl.

File metadata

  • Download URL: abess-0.4.5-cp36-cp36m-musllinux_1_1_i686.whl
  • Upload date:
  • Size: 1.3 MB
  • Tags: CPython 3.6m, musllinux: musl 1.1+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp36-cp36m-musllinux_1_1_i686.whl
Algorithm Hash digest
SHA256 7f5d0b2abccd8d66c491c654796a8df6eb8daa8a6e63b3b9f07242fd1790e528
MD5 7f98be4d4fc9f628fb7658ba65839630
BLAKE2b-256 4653cc7385e1d6c6b609c3f511cff8b9ced0caea222fc5ad10ec6e989ffd13ff

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

  • Download URL: abess-0.4.5-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
  • Upload date:
  • Size: 657.7 kB
  • Tags: CPython 3.6m, manylinux: glibc 2.17+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 a0165c7a07162e13216525a280a5c3eed281b0c3d7a02aac24669e28b30caa04
MD5 3249e2861cb0aafca5ba10c58747b203
BLAKE2b-256 282d4f4f05b891dd4c6e8bdaed96803121cc0c73e5fd1d6e2f9c9ccc5d9b505c

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp36-cp36m-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

  • Download URL: abess-0.4.5-cp36-cp36m-manylinux_2_17_i686.manylinux2014_i686.whl
  • Upload date:
  • Size: 687.0 kB
  • Tags: CPython 3.6m, manylinux: glibc 2.17+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp36-cp36m-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 1839d90af07e23d9ae99f0d920c42b0e3384409571d6fba694a61651d1305d75
MD5 d2a8da4264a43be21321635d956f6faf
BLAKE2b-256 aca2b0e18d699db050cfbb37d2c55c8d5a75177b4e38754b48effa8a87f24fc7

See more details on using hashes here.

File details

Details for the file abess-0.4.5-cp36-cp36m-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: abess-0.4.5-cp36-cp36m-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 801.7 kB
  • Tags: CPython 3.6m, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.8.0 pkginfo/1.8.2 readme-renderer/34.0 requests/2.27.1 requests-toolbelt/0.9.1 urllib3/1.26.9 tqdm/4.63.0 importlib-metadata/4.11.3 keyring/23.5.0 rfc3986/2.0.0 colorama/0.4.4 CPython/3.9.11

File hashes

Hashes for abess-0.4.5-cp36-cp36m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 3452d4b45b09beb6ea8e5f398fd1e3168d40d1cb7e528a1503aa7da4f60aa229
MD5 f8f8882b1e7b028210fe834be417e226
BLAKE2b-256 9732b5c9e0d07a5b8d437e18b5f082499313e94ad55c2e5b9a93a9381973788e

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page