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CyToolz

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Cython implementation of the toolz package, which provides high performance utility functions for iterables, functions, and dictionaries.

toolz is a pure Python package that borrows heavily from contemporary functional languanges. It is designed to interoperate seamlessly with other libraries including itertools, functools, and third party libraries. High performance functional data analysis is possible with builtin types like list and dict, and user-defined data structures; and low memory usage is achieved by using the iterator protocol and returning iterators whenever possible.

cytoolz implements the same API as toolz. The main differences are that cytoolz is faster (typically 2-5x faster with a few spectacular exceptions) and cytoolz offers a C API that is accessible to other projects developed in Cython. Since toolz is able to process very large (potentially infinite) data sets, the performance increase gained by using cytoolz can be significant.

See the PyToolz documentation at https://toolz.readthedocs.io and the full API Documentation for more details.

LICENSE

New BSD. See License File.

Install

cytoolz is on the Python Package Index (PyPI):

pip install cytoolz

Dependencies

cytoolz supports Python 3.5+ with a common codebase. It is developed in Cython, but requires no dependecies other than CPython and a C compiler. Like toolz, it is a light weight dependency.

Contributions Welcome

toolz (and cytoolz) aims to be a repository for utility functions, particularly those that come from the functional programming and list processing traditions. We welcome contributions that fall within this scope and encourage users to scrape their util.py files for functions that are broadly useful.

Please take a look at our issue pages for toolz and cytoolz for contribution ideas.

Community

See our mailing list. We’re friendly.

Metadata

Release files for cytoolz 0.12.0

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

Source distribution (sdist)

Source distribution for cytoolz 0.12.0
File Size Uploaded
cytoolz-0.12.0.tar.gz 502.8 kB Details

Built distributions (wheels)

Table of built distributions (wheels) for cytoolz 0.12.0
File
cytoolz-0.12.0-pp39-pypy39_pp73-win_amd64.whl PyPy 3.9 PyPy 3.9 7.3 Windows x86-64 Details
cytoolz-0.12.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl PyPy 3.9 PyPy 3.9 7.3 Linux glibc 2.17+ ARM64 Details
cytoolz-0.12.0-pp39-pypy39_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl PyPy 3.9 PyPy 3.9 7.3 Linux glibc 2.5+ x86-64, Linux glibc 2.17+ x86-64 Details
cytoolz-0.12.0-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl PyPy 3.9 PyPy 3.9 7.3 Linux glibc 2.5+ x86-32, Linux glibc 2.17+ x86-32 Details
cytoolz-0.12.0-pp39-pypy39_pp73-macosx_10_9_x86_64.whl PyPy 3.9 PyPy 3.9 7.3 macOS 10.9+ x86-64 Details
cytoolz-0.12.0-pp38-pypy38_pp73-win_amd64.whl PyPy 3.8 PyPy 3.8 7.3 Windows x86-64 Details
cytoolz-0.12.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl PyPy 3.8 PyPy 3.8 7.3 Linux glibc 2.17+ ARM64 Details
cytoolz-0.12.0-pp38-pypy38_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl PyPy 3.8 PyPy 3.8 7.3 Linux glibc 2.17+ x86-64, Linux glibc 2.5+ x86-64 Details
cytoolz-0.12.0-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl PyPy 3.8 PyPy 3.8 7.3 Linux glibc 2.5+ x86-32, Linux glibc 2.17+ x86-32 Details
cytoolz-0.12.0-pp38-pypy38_pp73-macosx_10_9_x86_64.whl PyPy 3.8 PyPy 3.8 7.3 macOS 10.9+ x86-64 Details
cytoolz-0.12.0-pp37-pypy37_pp73-win_amd64.whl PyPy 3.7 PyPy 3.7 7.3 Windows x86-64 Details
cytoolz-0.12.0-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl PyPy 3.7 PyPy 3.7 7.3 Linux glibc 2.17+ ARM64 Details
cytoolz-0.12.0-pp37-pypy37_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl PyPy 3.7 PyPy 3.7 7.3 Linux glibc 2.5+ x86-64, Linux glibc 2.17+ x86-64 Details
cytoolz-0.12.0-pp37-pypy37_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl PyPy 3.7 PyPy 3.7 7.3 Linux glibc 2.17+ x86-32, Linux glibc 2.5+ x86-32 Details
cytoolz-0.12.0-pp37-pypy37_pp73-macosx_10_9_x86_64.whl PyPy 3.7 PyPy 3.7 7.3 macOS 10.9+ x86-64 Details
cytoolz-0.12.0-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details
cytoolz-0.12.0-cp310-cp310-win32.whl CPython 3.10 CPython 3.10 Windows x86-32 Details
cytoolz-0.12.0-cp310-cp310-musllinux_1_1_x86_64.whl CPython 3.10 CPython 3.10 Linux musl 1.1+ x86-64 Details
cytoolz-0.12.0-cp310-cp310-musllinux_1_1_s390x.whl CPython 3.10 CPython 3.10 Linux musl 1.1+ IBM System/390x Details
cytoolz-0.12.0-cp310-cp310-musllinux_1_1_ppc64le.whl CPython 3.10 CPython 3.10 Linux musl 1.1+ PowerPC 64-le Details
cytoolz-0.12.0-cp310-cp310-musllinux_1_1_i686.whl CPython 3.10 CPython 3.10 Linux musl 1.1+ x86-32 Details
cytoolz-0.12.0-cp310-cp310-musllinux_1_1_aarch64.whl CPython 3.10 CPython 3.10 Linux musl 1.1+ ARM64 Details
cytoolz-0.12.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ x86-64 Details
cytoolz-0.12.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ IBM System/390x Details
cytoolz-0.12.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ PowerPC 64-le Details
cytoolz-0.12.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.10 CPython 3.10 Linux glibc 2.17+ ARM64 Details
cytoolz-0.12.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.10 CPython 3.10 Linux glibc 2.5+ x86-32, Linux glibc 2.17+ x86-32 Details
cytoolz-0.12.0-cp310-cp310-macosx_11_0_arm64.whl CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details
cytoolz-0.12.0-cp310-cp310-macosx_10_9_x86_64.whl CPython 3.10 CPython 3.10 macOS 10.9+ x86-64 Details
cytoolz-0.12.0-cp39-cp39-win_amd64.whl CPython 3.9 CPython 3.9 Windows x86-64 Details
cytoolz-0.12.0-cp39-cp39-win32.whl CPython 3.9 CPython 3.9 Windows x86-32 Details
cytoolz-0.12.0-cp39-cp39-musllinux_1_1_x86_64.whl CPython 3.9 CPython 3.9 Linux musl 1.1+ x86-64 Details
cytoolz-0.12.0-cp39-cp39-musllinux_1_1_s390x.whl CPython 3.9 CPython 3.9 Linux musl 1.1+ IBM System/390x Details
cytoolz-0.12.0-cp39-cp39-musllinux_1_1_ppc64le.whl CPython 3.9 CPython 3.9 Linux musl 1.1+ PowerPC 64-le Details
cytoolz-0.12.0-cp39-cp39-musllinux_1_1_i686.whl CPython 3.9 CPython 3.9 Linux musl 1.1+ x86-32 Details
cytoolz-0.12.0-cp39-cp39-musllinux_1_1_aarch64.whl CPython 3.9 CPython 3.9 Linux musl 1.1+ ARM64 Details
cytoolz-0.12.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-64 Details
cytoolz-0.12.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ IBM System/390x Details
cytoolz-0.12.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ PowerPC 64-le Details
cytoolz-0.12.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ ARM64 Details
cytoolz-0.12.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.9 CPython 3.9 Linux glibc 2.17+ x86-32, Linux glibc 2.5+ x86-32 Details
cytoolz-0.12.0-cp39-cp39-macosx_11_0_arm64.whl CPython 3.9 CPython 3.9 macOS 11.0+ ARM64 Details
cytoolz-0.12.0-cp39-cp39-macosx_10_9_x86_64.whl CPython 3.9 CPython 3.9 macOS 10.9+ x86-64 Details
cytoolz-0.12.0-cp38-cp38-win_amd64.whl CPython 3.8 CPython 3.8 Windows x86-64 Details
cytoolz-0.12.0-cp38-cp38-win32.whl CPython 3.8 CPython 3.8 Windows x86-32 Details
cytoolz-0.12.0-cp38-cp38-musllinux_1_1_x86_64.whl CPython 3.8 CPython 3.8 Linux musl 1.1+ x86-64 Details
cytoolz-0.12.0-cp38-cp38-musllinux_1_1_s390x.whl CPython 3.8 CPython 3.8 Linux musl 1.1+ IBM System/390x Details
cytoolz-0.12.0-cp38-cp38-musllinux_1_1_ppc64le.whl CPython 3.8 CPython 3.8 Linux musl 1.1+ PowerPC 64-le Details
cytoolz-0.12.0-cp38-cp38-musllinux_1_1_i686.whl CPython 3.8 CPython 3.8 Linux musl 1.1+ x86-32 Details
cytoolz-0.12.0-cp38-cp38-musllinux_1_1_aarch64.whl CPython 3.8 CPython 3.8 Linux musl 1.1+ ARM64 Details
cytoolz-0.12.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.8 CPython 3.8 Linux glibc 2.17+ x86-64 Details
cytoolz-0.12.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.8 CPython 3.8 Linux glibc 2.17+ IBM System/390x Details
cytoolz-0.12.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.8 CPython 3.8 Linux glibc 2.17+ PowerPC 64-le Details
cytoolz-0.12.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.8 CPython 3.8 Linux glibc 2.17+ ARM64 Details
cytoolz-0.12.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.8 CPython 3.8 Linux glibc 2.5+ x86-32, Linux glibc 2.17+ x86-32 Details
cytoolz-0.12.0-cp38-cp38-macosx_11_0_arm64.whl CPython 3.8 CPython 3.8 macOS 11.0+ ARM64 Details
cytoolz-0.12.0-cp38-cp38-macosx_10_9_x86_64.whl CPython 3.8 CPython 3.8 macOS 10.9+ x86-64 Details
cytoolz-0.12.0-cp37-cp37m-win_amd64.whl CPython 3.7 CPython 3.7 pymalloc Windows x86-64 Details
cytoolz-0.12.0-cp37-cp37m-win32.whl CPython 3.7 CPython 3.7 pymalloc Windows x86-32 Details
cytoolz-0.12.0-cp37-cp37m-musllinux_1_1_x86_64.whl CPython 3.7 CPython 3.7 pymalloc Linux musl 1.1+ x86-64 Details
cytoolz-0.12.0-cp37-cp37m-musllinux_1_1_s390x.whl CPython 3.7 CPython 3.7 pymalloc Linux musl 1.1+ IBM System/390x Details
cytoolz-0.12.0-cp37-cp37m-musllinux_1_1_ppc64le.whl CPython 3.7 CPython 3.7 pymalloc Linux musl 1.1+ PowerPC 64-le Details
cytoolz-0.12.0-cp37-cp37m-musllinux_1_1_i686.whl CPython 3.7 CPython 3.7 pymalloc Linux musl 1.1+ x86-32 Details
cytoolz-0.12.0-cp37-cp37m-musllinux_1_1_aarch64.whl CPython 3.7 CPython 3.7 pymalloc Linux musl 1.1+ ARM64 Details
cytoolz-0.12.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-64 Details
cytoolz-0.12.0-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ IBM System/390x Details
cytoolz-0.12.0-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ PowerPC 64-le Details
cytoolz-0.12.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ ARM64 Details
cytoolz-0.12.0-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.5+ x86-32, Linux glibc 2.17+ x86-32 Details
cytoolz-0.12.0-cp37-cp37m-macosx_10_9_x86_64.whl CPython 3.7 CPython 3.7 pymalloc macOS 10.9+ x86-64 Details
cytoolz-0.12.0-cp36-cp36m-win_amd64.whl CPython 3.6 CPython 3.6 pymalloc Windows x86-64 Details
cytoolz-0.12.0-cp36-cp36m-win32.whl CPython 3.6 CPython 3.6 pymalloc Windows x86-32 Details
cytoolz-0.12.0-cp36-cp36m-musllinux_1_1_x86_64.whl CPython 3.6 CPython 3.6 pymalloc Linux musl 1.1+ x86-64 Details
cytoolz-0.12.0-cp36-cp36m-musllinux_1_1_s390x.whl CPython 3.6 CPython 3.6 pymalloc Linux musl 1.1+ IBM System/390x Details
cytoolz-0.12.0-cp36-cp36m-musllinux_1_1_ppc64le.whl CPython 3.6 CPython 3.6 pymalloc Linux musl 1.1+ PowerPC 64-le Details
cytoolz-0.12.0-cp36-cp36m-musllinux_1_1_i686.whl CPython 3.6 CPython 3.6 pymalloc Linux musl 1.1+ x86-32 Details
cytoolz-0.12.0-cp36-cp36m-musllinux_1_1_aarch64.whl CPython 3.6 CPython 3.6 pymalloc Linux musl 1.1+ ARM64 Details
cytoolz-0.12.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.6 CPython 3.6 pymalloc Linux glibc 2.17+ x86-64 Details
cytoolz-0.12.0-cp36-cp36m-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.6 CPython 3.6 pymalloc Linux glibc 2.17+ IBM System/390x Details
cytoolz-0.12.0-cp36-cp36m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.6 CPython 3.6 pymalloc Linux glibc 2.17+ PowerPC 64-le Details
cytoolz-0.12.0-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.6 CPython 3.6 pymalloc Linux glibc 2.17+ ARM64 Details
cytoolz-0.12.0-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.6 CPython 3.6 pymalloc Linux glibc 2.17+ x86-32, Linux glibc 2.5+ x86-32 Details
cytoolz-0.12.0-cp36-cp36m-macosx_10_9_x86_64.whl CPython 3.6 CPython 3.6 pymalloc macOS 10.9+ x86-64 Details

Total release size: 99.7 MB

Release files / cytoolz-0.12.0.tar.gz

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Release files / cytoolz-0.12.0-pp38-pypy38_pp73-win_amd64.whl

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Release files / cytoolz-0.12.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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