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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:

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 (2022). “abess: A Fast Best Subset Selection Library in Python and R.” Journal of Machine Learning Research (Accepted).

The corresponding BibteX entry:

@article{zhu2022abess,
   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 = {Journal of Machine Learning Research (Accepted)},
   year    = {2022}
}

References

Release files for abess 0.4.11

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

Source distribution (sdist)

Source distribution for abess 0.4.11
File	Size	Uploaded
abess-0.4.11.tar.gz	1.5 MB	Mar 4, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for abess 0.4.11
File	Interpreter	ABI	Platform	Reset
abess-0.4.11-cp314-cp314t-win_amd64.whl 584.9 kB Mar 4, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
abess-0.4.11-cp314-cp314t-win32.whl 536.8 kB Mar 4, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-32	Details
abess-0.4.11-cp314-cp314t-musllinux_1_2_x86_64.whl 1.6 MB Mar 4, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details
abess-0.4.11-cp314-cp314t-musllinux_1_2_i686.whl 1.7 MB Mar 4, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-32	Details
abess-0.4.11-cp314-cp314t-musllinux_1_2_aarch64.whl 1.5 MB Mar 4, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ ARM64	Details
abess-0.4.11-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 534.2 kB Mar 4, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
abess-0.4.11-cp314-cp314t-manylinux_2_24_i686.manylinux_2_28_i686.whl 522.2 kB Mar 4, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.24+ x86-32, Linux glibc 2.28+ x86-32	Details
abess-0.4.11-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 501.9 kB Mar 4, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64	Details
abess-0.4.11-cp314-cp314t-macosx_11_0_arm64.whl 456.1 kB Mar 4, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details
abess-0.4.11-cp314-cp314t-macosx_10_13_x86_64.whl 508.7 kB Mar 4, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 10.13+ x86-64	Details
abess-0.4.11-cp314-cp314t-macosx_10_13_universal2.whl 906.5 kB Mar 4, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 10.13+ universal2 (ARM64, x86-64)	Details
abess-0.4.11-cp314-cp314-win_amd64.whl 579.2 kB Mar 4, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
abess-0.4.11-cp314-cp314-win32.whl 535.4 kB Mar 4, 2026	CPython 3.14	CPython 3.14	Windows x86-32	Details
abess-0.4.11-cp314-cp314-musllinux_1_2_x86_64.whl 1.6 MB Mar 4, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
abess-0.4.11-cp314-cp314-musllinux_1_2_i686.whl 1.7 MB Mar 4, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-32	Details
abess-0.4.11-cp314-cp314-musllinux_1_2_aarch64.whl 1.5 MB Mar 4, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARM64	Details
abess-0.4.11-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 533.3 kB Mar 4, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
abess-0.4.11-cp314-cp314-manylinux_2_24_i686.manylinux_2_28_i686.whl 520.7 kB Mar 4, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ x86-32, Linux glibc 2.24+ x86-32	Details
abess-0.4.11-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 500.7 kB Mar 4, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
abess-0.4.11-cp314-cp314-macosx_11_0_arm64.whl 454.6 kB Mar 4, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
abess-0.4.11-cp314-cp314-macosx_10_13_x86_64.whl 507.1 kB Mar 4, 2026	CPython 3.14	CPython 3.14	macOS 10.13+ x86-64	Details
abess-0.4.11-cp314-cp314-macosx_10_13_universal2.whl 903.5 kB Mar 4, 2026	CPython 3.14	CPython 3.14	macOS 10.13+ universal2 (ARM64, x86-64)	Details
abess-0.4.11-cp313-cp313-win_amd64.whl 559.3 kB Mar 4, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
abess-0.4.11-cp313-cp313-win32.whl 517.5 kB Mar 4, 2026	CPython 3.13	CPython 3.13	Windows x86-32	Details
abess-0.4.11-cp313-cp313-musllinux_1_2_x86_64.whl 1.6 MB Mar 4, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
abess-0.4.11-cp313-cp313-musllinux_1_2_i686.whl 1.7 MB Mar 4, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-32	Details
abess-0.4.11-cp313-cp313-musllinux_1_2_aarch64.whl 1.5 MB Mar 4, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARM64	Details
abess-0.4.11-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 524.1 kB Mar 4, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
abess-0.4.11-cp313-cp313-manylinux_2_24_i686.manylinux_2_28_i686.whl 511.4 kB Mar 4, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ x86-32, Linux glibc 2.24+ x86-32	Details
abess-0.4.11-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 491.3 kB Mar 4, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64	Details
abess-0.4.11-cp313-cp313-macosx_11_0_arm64.whl 442.4 kB Mar 4, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
abess-0.4.11-cp313-cp313-macosx_10_13_x86_64.whl 493.9 kB Mar 4, 2026	CPython 3.13	CPython 3.13	macOS 10.13+ x86-64	Details
abess-0.4.11-cp313-cp313-macosx_10_13_universal2.whl 878.3 kB Mar 4, 2026	CPython 3.13	CPython 3.13	macOS 10.13+ universal2 (ARM64, x86-64)	Details
abess-0.4.11-cp312-cp312-win_amd64.whl 559.3 kB Mar 4, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
abess-0.4.11-cp312-cp312-win32.whl 517.5 kB Mar 4, 2026	CPython 3.12	CPython 3.12	Windows x86-32	Details
abess-0.4.11-cp312-cp312-musllinux_1_2_x86_64.whl 1.6 MB Mar 4, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
abess-0.4.11-cp312-cp312-musllinux_1_2_i686.whl 1.7 MB Mar 4, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-32	Details
abess-0.4.11-cp312-cp312-musllinux_1_2_aarch64.whl 1.5 MB Mar 4, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARM64	Details
abess-0.4.11-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 524.0 kB Mar 4, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
abess-0.4.11-cp312-cp312-manylinux_2_24_i686.manylinux_2_28_i686.whl 511.3 kB Mar 4, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ x86-32, Linux glibc 2.24+ x86-32	Details
abess-0.4.11-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 491.2 kB Mar 4, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64	Details
abess-0.4.11-cp312-cp312-macosx_11_0_arm64.whl 442.3 kB Mar 4, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
abess-0.4.11-cp312-cp312-macosx_10_13_x86_64.whl 493.9 kB Mar 4, 2026	CPython 3.12	CPython 3.12	macOS 10.13+ x86-64	Details
abess-0.4.11-cp312-cp312-macosx_10_13_universal2.whl 878.1 kB Mar 4, 2026	CPython 3.12	CPython 3.12	macOS 10.13+ universal2 (ARM64, x86-64)	Details
abess-0.4.11-cp311-cp311-win_amd64.whl 558.7 kB Mar 4, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
abess-0.4.11-cp311-cp311-win32.whl 517.6 kB Mar 4, 2026	CPython 3.11	CPython 3.11	Windows x86-32	Details
abess-0.4.11-cp311-cp311-musllinux_1_2_x86_64.whl 1.6 MB Mar 4, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
abess-0.4.11-cp311-cp311-musllinux_1_2_i686.whl 1.7 MB Mar 4, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-32	Details
abess-0.4.11-cp311-cp311-musllinux_1_2_aarch64.whl 1.5 MB Mar 4, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ ARM64	Details
abess-0.4.11-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 524.3 kB Mar 4, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
abess-0.4.11-cp311-cp311-manylinux_2_24_i686.manylinux_2_28_i686.whl 511.4 kB Mar 4, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ x86-32, Linux glibc 2.24+ x86-32	Details
abess-0.4.11-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 491.3 kB Mar 4, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64	Details
abess-0.4.11-cp311-cp311-macosx_11_0_arm64.whl 441.8 kB Mar 4, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
abess-0.4.11-cp311-cp311-macosx_10_9_x86_64.whl 493.2 kB Mar 4, 2026	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details
abess-0.4.11-cp311-cp311-macosx_10_9_universal2.whl 877.0 kB Mar 4, 2026	CPython 3.11	CPython 3.11	macOS 10.9+ universal2 (ARM64, x86-64)	Details
abess-0.4.11-cp310-cp310-win_amd64.whl 558.2 kB Mar 4, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
abess-0.4.11-cp310-cp310-win32.whl 516.8 kB Mar 4, 2026	CPython 3.10	CPython 3.10	Windows x86-32	Details
abess-0.4.11-cp310-cp310-musllinux_1_2_x86_64.whl 1.6 MB Mar 4, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-64	Details
abess-0.4.11-cp310-cp310-musllinux_1_2_i686.whl 1.7 MB Mar 4, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-32	Details
abess-0.4.11-cp310-cp310-musllinux_1_2_aarch64.whl 1.5 MB Mar 4, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ ARM64	Details
abess-0.4.11-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 523.6 kB Mar 4, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
abess-0.4.11-cp310-cp310-manylinux_2_24_i686.manylinux_2_28_i686.whl 511.6 kB Mar 4, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.24+ x86-32, Linux glibc 2.28+ x86-32	Details
abess-0.4.11-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 490.8 kB Mar 4, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64	Details
abess-0.4.11-cp310-cp310-macosx_11_0_arm64.whl 441.0 kB Mar 4, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
abess-0.4.11-cp310-cp310-macosx_10_9_x86_64.whl 492.2 kB Mar 4, 2026	CPython 3.10	CPython 3.10	macOS 10.9+ x86-64	Details
abess-0.4.11-cp310-cp310-macosx_10_9_universal2.whl 875.2 kB Mar 4, 2026	CPython 3.10	CPython 3.10	macOS 10.9+ universal2 (ARM64, x86-64)	Details
abess-0.4.11-cp39-cp39-win_amd64.whl 558.2 kB Mar 4, 2026	CPython 3.9	CPython 3.9	Windows x86-64	Details
abess-0.4.11-cp39-cp39-win32.whl 516.9 kB Mar 4, 2026	CPython 3.9	CPython 3.9	Windows x86-32	Details
abess-0.4.11-cp39-cp39-musllinux_1_2_x86_64.whl 1.6 MB Mar 4, 2026	CPython 3.9	CPython 3.9	Linux musl 1.2+ x86-64	Details
abess-0.4.11-cp39-cp39-musllinux_1_2_i686.whl 1.7 MB Mar 4, 2026	CPython 3.9	CPython 3.9	Linux musl 1.2+ x86-32	Details
abess-0.4.11-cp39-cp39-musllinux_1_2_aarch64.whl 1.5 MB Mar 4, 2026	CPython 3.9	CPython 3.9	Linux musl 1.2+ ARM64	Details
abess-0.4.11-cp39-cp39-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 524.0 kB Mar 4, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
abess-0.4.11-cp39-cp39-manylinux_2_24_i686.manylinux_2_28_i686.whl 511.7 kB Mar 4, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.24+ x86-32, Linux glibc 2.28+ x86-32	Details
abess-0.4.11-cp39-cp39-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 490.8 kB Mar 4, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64	Details
abess-0.4.11-cp39-cp39-macosx_11_0_arm64.whl 441.0 kB Mar 4, 2026	CPython 3.9	CPython 3.9	macOS 11.0+ ARM64	Details
abess-0.4.11-cp39-cp39-macosx_10_9_x86_64.whl 492.2 kB Mar 4, 2026	CPython 3.9	CPython 3.9	macOS 10.9+ x86-64	Details
abess-0.4.11-cp39-cp39-macosx_10_9_universal2.whl 875.3 kB Mar 4, 2026	CPython 3.9	CPython 3.9	macOS 10.9+ universal2 (ARM64, x86-64)	Details
abess-0.4.11-cp38-cp38-win_amd64.whl 557.8 kB Mar 4, 2026	CPython 3.8	CPython 3.8	Windows x86-64	Details
abess-0.4.11-cp38-cp38-win32.whl 516.7 kB Mar 4, 2026	CPython 3.8	CPython 3.8	Windows x86-32	Details
abess-0.4.11-cp38-cp38-musllinux_1_2_x86_64.whl 1.6 MB Mar 4, 2026	CPython 3.8	CPython 3.8	Linux musl 1.2+ x86-64	Details
abess-0.4.11-cp38-cp38-musllinux_1_2_i686.whl 1.7 MB Mar 4, 2026	CPython 3.8	CPython 3.8	Linux musl 1.2+ x86-32	Details
abess-0.4.11-cp38-cp38-musllinux_1_2_aarch64.whl 1.5 MB Mar 4, 2026	CPython 3.8	CPython 3.8	Linux musl 1.2+ ARM64	Details
abess-0.4.11-cp38-cp38-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 523.5 kB Mar 4, 2026	CPython 3.8	CPython 3.8	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
abess-0.4.11-cp38-cp38-manylinux_2_24_i686.manylinux_2_28_i686.whl 511.3 kB Mar 4, 2026	CPython 3.8	CPython 3.8	Linux glibc 2.24+ x86-32, Linux glibc 2.28+ x86-32	Details
abess-0.4.11-cp38-cp38-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl 490.5 kB Mar 4, 2026	CPython 3.8	CPython 3.8	Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64	Details
abess-0.4.11-cp38-cp38-macosx_11_0_arm64.whl 440.5 kB Mar 4, 2026	CPython 3.8	CPython 3.8	macOS 11.0+ ARM64	Details
abess-0.4.11-cp38-cp38-macosx_10_9_x86_64.whl 491.8 kB Mar 4, 2026	CPython 3.8	CPython 3.8	macOS 10.9+ x86-64	Details
abess-0.4.11-cp38-cp38-macosx_10_9_universal2.whl 874.6 kB Mar 4, 2026	CPython 3.8	CPython 3.8	macOS 10.9+ universal2 (ARM64, x86-64)	Details

Total release size: 75.9 MB

Release files / abess-0.4.11.tar.gz

Download URL	abess-0.4.11.tar.gz
Size	1.5 MB
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SHA-256 checksum How to use checksums	`bcd237cfaa51dc1593484b2b2c15bf621524291a59c628d8ea6bbd11a09f74a6`
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Release files / abess-0.4.11-cp314-cp314t-win_amd64.whl

Download URL	abess-0.4.11-cp314-cp314t-win_amd64.whl
Size	584.9 kB
Tags	CPython 3.14 CPython 3.14 free-threading Windows x86-64
SHA-256 checksum How to use checksums	`13f2d024b8b47c6111346d5b9209b9eab83766766152ca0fc4a8cb9b9a936be7`
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Release files / abess-0.4.11-cp314-cp314t-win32.whl

Download URL	abess-0.4.11-cp314-cp314t-win32.whl
Size	536.8 kB
Tags	CPython 3.14 CPython 3.14 free-threading Windows x86-32
SHA-256 checksum How to use checksums	`e4b4451f928866fce0507d9b5e71f6ab177f39fd96d1d990ef3a325e9912f49d`
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Release files / abess-0.4.11-cp314-cp314t-musllinux_1_2_x86_64.whl

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Size	1.6 MB
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Release files / abess-0.4.11-cp314-cp314t-musllinux_1_2_i686.whl

Download URL	abess-0.4.11-cp314-cp314t-musllinux_1_2_i686.whl
Size	1.7 MB
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Release files / abess-0.4.11-cp314-cp314t-musllinux_1_2_aarch64.whl

Download URL	abess-0.4.11-cp314-cp314t-musllinux_1_2_aarch64.whl
Size	1.5 MB
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Release files / abess-0.4.11-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

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Size	534.2 kB
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Release files / abess-0.4.11-cp314-cp314t-manylinux_2_24_i686.manylinux_2_28_i686.whl

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Size	522.2 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.24+ x86-32 Linux glibc 2.28+ x86-32
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Release files / abess-0.4.11-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

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Size	501.9 kB
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Release files / abess-0.4.11-cp314-cp314t-macosx_11_0_arm64.whl

Download URL	abess-0.4.11-cp314-cp314t-macosx_11_0_arm64.whl
Size	456.1 kB
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Release files / abess-0.4.11-cp314-cp314t-macosx_10_13_x86_64.whl

Download URL	abess-0.4.11-cp314-cp314t-macosx_10_13_x86_64.whl
Size	508.7 kB
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Release files / abess-0.4.11-cp314-cp314t-macosx_10_13_universal2.whl

Download URL	abess-0.4.11-cp314-cp314t-macosx_10_13_universal2.whl
Size	906.5 kB
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp314-cp314-win_amd64.whl

Download URL	abess-0.4.11-cp314-cp314-win_amd64.whl
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp314-cp314-win32.whl

Download URL	abess-0.4.11-cp314-cp314-win32.whl
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp314-cp314-musllinux_1_2_x86_64.whl

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Size	1.6 MB
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp314-cp314-musllinux_1_2_i686.whl

Download URL	abess-0.4.11-cp314-cp314-musllinux_1_2_i686.whl
Size	1.7 MB
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp314-cp314-musllinux_1_2_aarch64.whl

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Size	1.5 MB
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Release files / abess-0.4.11-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

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Size	533.3 kB
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp314-cp314-manylinux_2_24_i686.manylinux_2_28_i686.whl

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Size	520.7 kB
Tags	CPython 3.14 Linux glibc 2.24+ x86-32 Linux glibc 2.28+ x86-32
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Release files / abess-0.4.11-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

Download URL	abess-0.4.11-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Size	500.7 kB
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp314-cp314-macosx_11_0_arm64.whl

Download URL	abess-0.4.11-cp314-cp314-macosx_11_0_arm64.whl
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp314-cp314-macosx_10_13_x86_64.whl

Download URL	abess-0.4.11-cp314-cp314-macosx_10_13_x86_64.whl
Size	507.1 kB
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp314-cp314-macosx_10_13_universal2.whl

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Size	903.5 kB
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp313-cp313-win_amd64.whl

Download URL	abess-0.4.11-cp313-cp313-win_amd64.whl
Size	559.3 kB
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp313-cp313-win32.whl

Download URL	abess-0.4.11-cp313-cp313-win32.whl
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp313-cp313-musllinux_1_2_x86_64.whl

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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp313-cp313-musllinux_1_2_i686.whl

Download URL	abess-0.4.11-cp313-cp313-musllinux_1_2_i686.whl
Size	1.7 MB
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp313-cp313-musllinux_1_2_aarch64.whl

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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

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Size	524.1 kB
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp313-cp313-manylinux_2_24_i686.manylinux_2_28_i686.whl

Download URL	abess-0.4.11-cp313-cp313-manylinux_2_24_i686.manylinux_2_28_i686.whl
Size	511.4 kB
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

Download URL	abess-0.4.11-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Size	491.3 kB
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp313-cp313-macosx_11_0_arm64.whl

Download URL	abess-0.4.11-cp313-cp313-macosx_11_0_arm64.whl
Size	442.4 kB
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp313-cp313-macosx_10_13_x86_64.whl

Download URL	abess-0.4.11-cp313-cp313-macosx_10_13_x86_64.whl
Size	493.9 kB
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp313-cp313-macosx_10_13_universal2.whl

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Size	878.3 kB
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Release files / abess-0.4.11-cp312-cp312-win_amd64.whl

Download URL	abess-0.4.11-cp312-cp312-win_amd64.whl
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Release files / abess-0.4.11-cp312-cp312-win32.whl

Download URL	abess-0.4.11-cp312-cp312-win32.whl
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Release files / abess-0.4.11-cp312-cp312-musllinux_1_2_x86_64.whl

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Release files / abess-0.4.11-cp312-cp312-musllinux_1_2_i686.whl

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Release files / abess-0.4.11-cp312-cp312-musllinux_1_2_aarch64.whl

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Release files / abess-0.4.11-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

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Release files / abess-0.4.11-cp312-cp312-manylinux_2_24_i686.manylinux_2_28_i686.whl

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Size	511.3 kB
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Release files / abess-0.4.11-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

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Release files / abess-0.4.11-cp312-cp312-macosx_11_0_arm64.whl

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Release files / abess-0.4.11-cp312-cp312-macosx_10_13_x86_64.whl

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Release files / abess-0.4.11-cp312-cp312-macosx_10_13_universal2.whl

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Release files / abess-0.4.11-cp311-cp311-win_amd64.whl

Download URL	abess-0.4.11-cp311-cp311-win_amd64.whl
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp311-cp311-win32.whl

Download URL	abess-0.4.11-cp311-cp311-win32.whl
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp311-cp311-musllinux_1_2_x86_64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp311-cp311-musllinux_1_2_i686.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp311-cp311-musllinux_1_2_aarch64.whl

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Release files / abess-0.4.11-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

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Release files / abess-0.4.11-cp311-cp311-manylinux_2_24_i686.manylinux_2_28_i686.whl

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Release files / abess-0.4.11-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp311-cp311-macosx_11_0_arm64.whl

Download URL	abess-0.4.11-cp311-cp311-macosx_11_0_arm64.whl
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp311-cp311-macosx_10_9_x86_64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp311-cp311-macosx_10_9_universal2.whl

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Size	877.0 kB
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp310-cp310-win_amd64.whl

Download URL	abess-0.4.11-cp310-cp310-win_amd64.whl
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp310-cp310-win32.whl

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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp310-cp310-musllinux_1_2_x86_64.whl

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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp310-cp310-musllinux_1_2_i686.whl

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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp310-cp310-musllinux_1_2_aarch64.whl

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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp310-cp310-manylinux_2_24_i686.manylinux_2_28_i686.whl

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Size	511.6 kB
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

Download URL	abess-0.4.11-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Size	490.8 kB
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp310-cp310-macosx_11_0_arm64.whl

Download URL	abess-0.4.11-cp310-cp310-macosx_11_0_arm64.whl
Size	441.0 kB
Tags	CPython 3.10 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`aa04143227dffe4ae07d32a6a54a2a09d3deb5a8bee676c7bdaa5f7972055743`
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Upload date	Mar 4, 2026
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Release files / abess-0.4.11-cp310-cp310-macosx_10_9_x86_64.whl

Download URL	abess-0.4.11-cp310-cp310-macosx_10_9_x86_64.whl
Size	492.2 kB
Tags	CPython 3.10 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`b7ebdbd019e48aa798448ae42230c401ed9ecb9a9c0d7a8159249e7525944cae`
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp310-cp310-macosx_10_9_universal2.whl

Download URL	abess-0.4.11-cp310-cp310-macosx_10_9_universal2.whl
Size	875.2 kB
Tags	CPython 3.10 macOS 10.9+ universal2 (ARM64, x86-64)
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp39-cp39-win_amd64.whl

Download URL	abess-0.4.11-cp39-cp39-win_amd64.whl
Size	558.2 kB
Tags	CPython 3.9 Windows x86-64
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp39-cp39-win32.whl

Download URL	abess-0.4.11-cp39-cp39-win32.whl
Size	516.9 kB
Tags	CPython 3.9 Windows x86-32
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp39-cp39-musllinux_1_2_x86_64.whl

Download URL	abess-0.4.11-cp39-cp39-musllinux_1_2_x86_64.whl
Size	1.6 MB
Tags	CPython 3.9 Linux musl 1.2+ x86-64
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp39-cp39-musllinux_1_2_i686.whl

Download URL	abess-0.4.11-cp39-cp39-musllinux_1_2_i686.whl
Size	1.7 MB
Tags	CPython 3.9 Linux musl 1.2+ x86-32
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp39-cp39-musllinux_1_2_aarch64.whl

Download URL	abess-0.4.11-cp39-cp39-musllinux_1_2_aarch64.whl
Size	1.5 MB
Tags	CPython 3.9 Linux musl 1.2+ ARM64
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp39-cp39-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	abess-0.4.11-cp39-cp39-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Size	524.0 kB
Tags	CPython 3.9 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`30d7249c0b272863ceecee70d8e1ebad23e266cd7d51a75c1e2de34d65f40bc6`
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp39-cp39-manylinux_2_24_i686.manylinux_2_28_i686.whl

Download URL	abess-0.4.11-cp39-cp39-manylinux_2_24_i686.manylinux_2_28_i686.whl
Size	511.7 kB
Tags	CPython 3.9 Linux glibc 2.24+ x86-32 Linux glibc 2.28+ x86-32
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp39-cp39-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

Download URL	abess-0.4.11-cp39-cp39-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Size	490.8 kB
Tags	CPython 3.9 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp39-cp39-macosx_11_0_arm64.whl

Download URL	abess-0.4.11-cp39-cp39-macosx_11_0_arm64.whl
Size	441.0 kB
Tags	CPython 3.9 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`d34a8869192962d37b49b72f9aa72ca53777aa21f53df3524bfdb66212c60eda`
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp39-cp39-macosx_10_9_x86_64.whl

Download URL	abess-0.4.11-cp39-cp39-macosx_10_9_x86_64.whl
Size	492.2 kB
Tags	CPython 3.9 macOS 10.9+ x86-64
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp39-cp39-macosx_10_9_universal2.whl

Download URL	abess-0.4.11-cp39-cp39-macosx_10_9_universal2.whl
Size	875.3 kB
Tags	CPython 3.9 macOS 10.9+ universal2 (ARM64, x86-64)
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp38-cp38-win_amd64.whl

Download URL	abess-0.4.11-cp38-cp38-win_amd64.whl
Size	557.8 kB
Tags	CPython 3.8 Windows x86-64
SHA-256 checksum How to use checksums	`4c52cffca8f3aac9c2971b6656d9d3b528bbe01cb8d6ceccfd1eb1fc05b23f27`
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp38-cp38-win32.whl

Download URL	abess-0.4.11-cp38-cp38-win32.whl
Size	516.7 kB
Tags	CPython 3.8 Windows x86-32
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Upload date	Mar 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp38-cp38-musllinux_1_2_x86_64.whl

Download URL	abess-0.4.11-cp38-cp38-musllinux_1_2_x86_64.whl
Size	1.6 MB
Tags	CPython 3.8 Linux musl 1.2+ x86-64
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp38-cp38-musllinux_1_2_i686.whl

Download URL	abess-0.4.11-cp38-cp38-musllinux_1_2_i686.whl
Size	1.7 MB
Tags	CPython 3.8 Linux musl 1.2+ x86-32
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp38-cp38-musllinux_1_2_aarch64.whl

Download URL	abess-0.4.11-cp38-cp38-musllinux_1_2_aarch64.whl
Size	1.5 MB
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp38-cp38-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	abess-0.4.11-cp38-cp38-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Size	523.5 kB
Tags	CPython 3.8 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp38-cp38-manylinux_2_24_i686.manylinux_2_28_i686.whl

Download URL	abess-0.4.11-cp38-cp38-manylinux_2_24_i686.manylinux_2_28_i686.whl
Size	511.3 kB
Tags	CPython 3.8 Linux glibc 2.24+ x86-32 Linux glibc 2.28+ x86-32
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Upload date	Mar 4, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp38-cp38-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

Download URL	abess-0.4.11-cp38-cp38-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
Size	490.5 kB
Tags	CPython 3.8 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp38-cp38-macosx_11_0_arm64.whl

Download URL	abess-0.4.11-cp38-cp38-macosx_11_0_arm64.whl
Size	440.5 kB
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp38-cp38-macosx_10_9_x86_64.whl

Download URL	abess-0.4.11-cp38-cp38-macosx_10_9_x86_64.whl
Size	491.8 kB
Tags	CPython 3.8 macOS 10.9+ x86-64
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release files / abess-0.4.11-cp38-cp38-macosx_10_9_universal2.whl

Download URL	abess-0.4.11-cp38-cp38-macosx_10_9_universal2.whl
Size	874.6 kB
Tags	CPython 3.8 macOS 10.9+ universal2 (ARM64, x86-64)
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Upload date	Mar 4, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

Release history Release notifications | RSS feed

This release

0.4.11 This release

Mar 4, 2026 89 release files

0.4.8

Apr 28, 2024 60 release files

0.4.7

Sep 12, 2023 42 release files

Pre-release

0.4.7rc1

Aug 5, 2023 42 release files

0.4.6

Jan 14, 2023 51 release files

0.4.5

Mar 23, 2022 42 release files

0.4.4

Mar 12, 2022 42 release files

0.4.3

Mar 11, 2022 42 release files

0.4.2

Mar 10, 2022 41 release files

0.4.0

Jan 22, 2022 6 release files

0.3.6

Dec 22, 2021 6 release files

0.3.5

Dec 22, 2021 6 release files

0.3.4

Dec 22, 2021 6 release files

0.3.1

Dec 22, 2021 6 release files

0.3.0

Sep 5, 2021 6 release files

0.0.4

Sep 5, 2021 6 release files

0.0.3

Aug 7, 2021 6 release files

0.0.2

May 19, 2021 6 release files

0.0.1

May 19, 2021 6 release files

abess 0.4.11

Overview

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Runtime Performance

Open source software

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3 maintainers

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Release files for abess 0.4.11

Source distribution (sdist)

Built distributions (wheels)

Release files / abess-0.4.11.tar.gz

Release files / abess-0.4.11-cp314-cp314t-win_amd64.whl

Release files / abess-0.4.11-cp314-cp314t-win32.whl

Release files / abess-0.4.11-cp314-cp314t-musllinux_1_2_x86_64.whl

Release files / abess-0.4.11-cp314-cp314t-musllinux_1_2_i686.whl

Release files / abess-0.4.11-cp314-cp314t-musllinux_1_2_aarch64.whl

Release files / abess-0.4.11-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Release files / abess-0.4.11-cp314-cp314t-manylinux_2_24_i686.manylinux_2_28_i686.whl

Release files / abess-0.4.11-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

Release files / abess-0.4.11-cp314-cp314t-macosx_11_0_arm64.whl

Release files / abess-0.4.11-cp314-cp314t-macosx_10_13_x86_64.whl

Release files / abess-0.4.11-cp314-cp314t-macosx_10_13_universal2.whl

Release files / abess-0.4.11-cp314-cp314-win_amd64.whl

Release files / abess-0.4.11-cp314-cp314-win32.whl

Release files / abess-0.4.11-cp314-cp314-musllinux_1_2_x86_64.whl

Release files / abess-0.4.11-cp314-cp314-musllinux_1_2_i686.whl

Release files / abess-0.4.11-cp314-cp314-musllinux_1_2_aarch64.whl

Release files / abess-0.4.11-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Release files / abess-0.4.11-cp314-cp314-manylinux_2_24_i686.manylinux_2_28_i686.whl

Release files / abess-0.4.11-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl

Release files / abess-0.4.11-cp314-cp314-macosx_11_0_arm64.whl

Release files / abess-0.4.11-cp314-cp314-macosx_10_13_x86_64.whl

Release files / abess-0.4.11-cp314-cp314-macosx_10_13_universal2.whl

Release files / abess-0.4.11-cp313-cp313-win_amd64.whl

Release files / abess-0.4.11-cp313-cp313-win32.whl

Release files / abess-0.4.11-cp313-cp313-musllinux_1_2_x86_64.whl

Release files / abess-0.4.11-cp313-cp313-musllinux_1_2_i686.whl

Release files / abess-0.4.11-cp313-cp313-musllinux_1_2_aarch64.whl

Release files / abess-0.4.11-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Release files / abess-0.4.11-cp313-cp313-manylinux_2_24_i686.manylinux_2_28_i686.whl

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