wide-product

wide-product implements a partial, column-wise Khatri-Rao product. It is fast, and works on sparse matrices.

It can be useful for engineering of cross-features for machine learning.

Definition

For a pair of scalars (~ one by one matrices), the wide product is multiplication:

wide_product ( [[a]], [[b]] ) == [[a * b]]

Where matrices are constructed by vertical stacking, the product is row-wise:

wide_product ( vstack((A, B)), vstack((C, D)) ) ==
    vstack((wide_product(A, C),
            wide_product(B, D)))

Where matrices are constructed by horizontal stacking, the product contains all the products of the subcomponents up to permutation of columns:

wide_product ( hstack((A, B)), hstack((C, D)) ) ==
    hstack((wide_product(A, C),
            wide_product(A, D),
            wide_product(B, C),
            wide_product(B, D)))

Installation

pip install wide-product

Development

To build the module:

python setup.py build

To test:

PYTHONPATH=$(echo build/lib*):. py.test

To install:

pip install .

Metadata

Release files for wide-product 0.1.1

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

Source distribution (sdist)

Source distribution for wide-product 0.1.1
File	Size	Uploaded	Provenance	Actions
wide-product-0.1.1.tar.gz	4.5 kB	Nov 18, 2022	Without provenance	Details for wide-product-0.1.1.tar.gz

Built distributions (wheels)

Total release size: 323.0 kB

Release files / wide-product-0.1.1.tar.gz

Download URL	wide-product-0.1.1.tar.gz
Size	4.5 kB
Tags	Source
SHA-256 checksum How to use checksums	`d6d1af4e7b24ea0c1db620314cd488f0fd1c959db4095a03a635ffec9d482ab3`
BLAKE2b-256 checksum How to use checksums	`dca5eaab255b23509293fa5a69847195b87e7fc5e9e93606b6aad8766311c253`
Upload date	Nov 18, 2022
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.1 CPython/3.9.15`

Release files / wide_product-0.1.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	wide_product-0.1.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	20.1 kB
Tags	CPython 3.11 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`d8535a4b3d3f69b58212c7a2abce7730eaeb2934319496f58c1a992a4b925082`
BLAKE2b-256 checksum How to use checksums	`711e1c5b12cb2f823e179abecd52653570f52515455b17382aaed1258b51417e`
Upload date	Nov 18, 2022
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.1 CPython/3.9.15`

Release files / wide_product-0.1.1-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	wide_product-0.1.1-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	20.2 kB
Tags	CPython 3.11 Linux glibc 2.17+ x86-64 Linux glibc 2.5+ x86-64
SHA-256 checksum How to use checksums	`1a30c925b17e28c8b3376f108e8cd6a54dfe7f32c3b1e0efd7ad02475b2ef0c6`
BLAKE2b-256 checksum How to use checksums	`0ead560d9af8448acadd1ada9e80d0367c9d5c21a9b84654bad1d1b9568914e6`
Upload date	Nov 18, 2022
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.1 CPython/3.9.15`

Release files / wide_product-0.1.1-cp311-cp311-macosx_10_9_x86_64.whl

Download URL	wide_product-0.1.1-cp311-cp311-macosx_10_9_x86_64.whl
Size	10.2 kB
Tags	CPython 3.11 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`6c8ad3b4b8de73c4c2c9713cd97b5780c7fec3df8ebca3f0a933480ac674e6be`
BLAKE2b-256 checksum How to use checksums	`951a4896a27609567b4d950ce09c7ca79f646a45dd63e007d53f3846e9b2a72e`
Upload date	Nov 18, 2022
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.1 CPython/3.9.15`

Release files / wide_product-0.1.1-cp311-cp311-macosx_10_9_universal2.whl

Download URL	wide_product-0.1.1-cp311-cp311-macosx_10_9_universal2.whl
Size	16.4 kB
Tags	CPython 3.11 macOS 10.9+ universal2 (ARM64, x86-64)
SHA-256 checksum How to use checksums	`58718d429e49be9002e3eb4d41153acf6f71ba39a3aa3b0b1c17101520105450`
BLAKE2b-256 checksum How to use checksums	`af41a23af8aa54f3191a20faf102e89a1fd7bfe6a612262b35c6670f8b41cbad`
Upload date	Nov 18, 2022
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.1 CPython/3.9.15`

Release files / wide_product-0.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	wide_product-0.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	20.1 kB
Tags	CPython 3.10 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`76cdff06d6c306a2db33b080b88ea6fe637ad0e2af9eb955c81d8d43322d4871`
BLAKE2b-256 checksum How to use checksums	`cfbab87ed84bcd0ae4e3b19ab9ad9de7836363f89de5b0d2d6fd3beae9fbd777`
Upload date	Nov 18, 2022
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.1 CPython/3.9.15`

Release files / wide_product-0.1.1-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	wide_product-0.1.1-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	20.2 kB
Tags	CPython 3.10 Linux glibc 2.17+ x86-64 Linux glibc 2.5+ x86-64
SHA-256 checksum How to use checksums	`c4535e4ca33ac5922d20db7b1c43a168827767578a4e573d2b453e0c3b2f0fe3`
BLAKE2b-256 checksum How to use checksums	`5793c8033a39c9155dc173767f3edc1d8f11246a51f8cc6222f579737048bc67`
Upload date	Nov 18, 2022
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.1 CPython/3.9.15`

Release files / wide_product-0.1.1-cp310-cp310-macosx_10_9_x86_64.whl

Download URL	wide_product-0.1.1-cp310-cp310-macosx_10_9_x86_64.whl
Size	10.2 kB
Tags	CPython 3.10 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`8e1ba60d5cf5949ebe22904c39f96077ed0962a37df2c0f2feed685c551543e2`
BLAKE2b-256 checksum How to use checksums	`42230fff2c9222f27754599a71cca0bc9ec925374722a06d3701ad4bc79fe0bb`
Upload date	Nov 18, 2022
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.1 CPython/3.9.15`

Release files / wide_product-0.1.1-cp310-cp310-macosx_10_9_universal2.whl

Download URL	wide_product-0.1.1-cp310-cp310-macosx_10_9_universal2.whl
Size	16.4 kB
Tags	CPython 3.10 macOS 10.9+ universal2 (ARM64, x86-64)
SHA-256 checksum How to use checksums	`bad07807094dd7bb33ef7d7f0bf9c850207d6afaa47c215e15a1a7661bae7532`
BLAKE2b-256 checksum How to use checksums	`8d258eb1797d67789dd3aa10016dda8d726add5928873287c4a32c3ceab5e3ea`
Upload date	Nov 18, 2022
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.1 CPython/3.9.15`

Release files / wide_product-0.1.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	wide_product-0.1.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	20.1 kB
Tags	CPython 3.9 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`f57183459f21478a4472f12339e54d50da696aa315680e7b0518b0f89ed14d69`
BLAKE2b-256 checksum How to use checksums	`e58c12310902ca06dfbdeec80bf76586dba4b5d1e0f5ac9df59dc7bc59531db5`
Upload date	Nov 18, 2022
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.1 CPython/3.9.15`

Release files / wide_product-0.1.1-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	wide_product-0.1.1-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	20.2 kB
Tags	CPython 3.9 Linux glibc 2.17+ x86-64 Linux glibc 2.5+ x86-64
SHA-256 checksum How to use checksums	`335f9c864cfb07aaacbfcdbf425737f64beec96fe665a69fd86e8b30bccedc75`
BLAKE2b-256 checksum How to use checksums	`9bde0507059164208ffa883f50366b214fcdd13af9b3b3240a965beccff1478d`
Upload date	Nov 18, 2022
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.1 CPython/3.9.15`

Release files / wide_product-0.1.1-cp39-cp39-macosx_10_9_x86_64.whl

Download URL	wide_product-0.1.1-cp39-cp39-macosx_10_9_x86_64.whl
Size	10.2 kB
Tags	CPython 3.9 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`504f615a49dc1180f6a706e09f12f6210300e23920e8d1d1a41c4e20495f76ab`
BLAKE2b-256 checksum How to use checksums	`d5c032432c6866f595ff1588a128dd751835970ce74dbf39c51092e768cafca9`
Upload date	Nov 18, 2022
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.1 CPython/3.9.15`

Release files / wide_product-0.1.1-cp39-cp39-macosx_10_9_universal2.whl

Download URL	wide_product-0.1.1-cp39-cp39-macosx_10_9_universal2.whl
Size	16.4 kB
Tags	CPython 3.9 macOS 10.9+ universal2 (ARM64, x86-64)
SHA-256 checksum How to use checksums	`b2b507f882d09b4dced03cfe11b4ba1d36828f2b83bed5c07416903244ed52bb`
BLAKE2b-256 checksum How to use checksums	`856ac7fc5bb128b20f0c1add2d819cb6bd9198c7a57848bc08bf2127ed3268ab`
Upload date	Nov 18, 2022
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.1 CPython/3.9.15`

Release files / wide_product-0.1.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	wide_product-0.1.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	20.3 kB
Tags	CPython 3.8 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`565f1da64a74969d30742eb3473c797631b79a9f15de1fc7ad165de453e888d1`
BLAKE2b-256 checksum How to use checksums	`11da04b588cf0992a01c59164dca88c6e800f1fb6085b15954c47f7e54ab50f4`
Upload date	Nov 18, 2022
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.1 CPython/3.9.15`

Release files / wide_product-0.1.1-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	wide_product-0.1.1-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	20.3 kB
Tags	CPython 3.8 Linux glibc 2.17+ x86-64 Linux glibc 2.5+ x86-64
SHA-256 checksum How to use checksums	`2991cf3420689017f56a62217b77dc3c4a3ab1615408423e2c184bcde093b6e4`
BLAKE2b-256 checksum How to use checksums	`a4a5f64a074a40d7c5ec99735535f2f7bab7da03806b97150979e43739905770`
Upload date	Nov 18, 2022
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.1 CPython/3.9.15`

Release files / wide_product-0.1.1-cp38-cp38-macosx_10_9_x86_64.whl

Download URL	wide_product-0.1.1-cp38-cp38-macosx_10_9_x86_64.whl
Size	10.2 kB
Tags	CPython 3.8 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`3da676353eabf1ebfd57c63dabcb8a657528d18d5b442b32f6ccb30a39d1e54c`
BLAKE2b-256 checksum How to use checksums	`5622400151a689ca7412e405d85076b581995242debf968f984d3e322d3ee72b`
Upload date	Nov 18, 2022
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.1 CPython/3.9.15`

Release files / wide_product-0.1.1-cp38-cp38-macosx_10_9_universal2.whl

Download URL	wide_product-0.1.1-cp38-cp38-macosx_10_9_universal2.whl
Size	16.4 kB
Tags	CPython 3.8 macOS 10.9+ universal2 (ARM64, x86-64)
SHA-256 checksum How to use checksums	`d26741d4f57a4a2725546be86613047561da77424cf112877109fc424d3dd696`
BLAKE2b-256 checksum How to use checksums	`7a6752a46160ee6cd356b433232abc2db77fe6051cd82ff9cd576bca32e6e9e0`
Upload date	Nov 18, 2022
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.1 CPython/3.9.15`

Release files / wide_product-0.1.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	wide_product-0.1.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	20.1 kB
Tags	CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`f60310cbd615a8df37ce1849532ee9edb061011ca52d19440a1552dd258dfaea`
BLAKE2b-256 checksum How to use checksums	`b08e06e281b75c983835124476b98be7692150a20747dc5eaf581b956efb5105`
Upload date	Nov 18, 2022
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.1 CPython/3.9.15`

Release files / wide_product-0.1.1-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	wide_product-0.1.1-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	20.1 kB
Tags	CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-64 Linux glibc 2.5+ x86-64
SHA-256 checksum How to use checksums	`92b5d61af47dc1210caafc70f64a9f461adedc34a98eb44603b80e9a4e397952`
BLAKE2b-256 checksum How to use checksums	`8ca6cc3fbd271d8e438eabadd16449b069f2d8c2393d2964c9a111d94dcd655c`
Upload date	Nov 18, 2022
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.1 CPython/3.9.15`

Release files / wide_product-0.1.1-cp37-cp37m-macosx_10_9_x86_64.whl

Download URL	wide_product-0.1.1-cp37-cp37m-macosx_10_9_x86_64.whl
Size	10.1 kB
Tags	CPython 3.7 CPython 3.7 pymalloc macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`36769acd24e2ddacde109a364e08ad3741169d5e2317e69fd820efb1fe728422`
BLAKE2b-256 checksum How to use checksums	`bd852004eb378dfe57a2e78b9616560e535fc1a4f8ae6c913b21826d6232e134`
Upload date	Nov 18, 2022
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/4.0.1 CPython/3.9.15`

Security for wide-product 0.1.1

Report project as malware

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

No provenance found

None of the files in this release were uploaded with provenance metadata.

A note on package security

PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.

To learn more about protecting yourself from malicious actors, visit our package security documentation.

Release history Release notifications | RSS feed

This release

File	Interpreter	ABI	Platform	Actions Reset
wide_product-0.1.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 20.1 kB Nov 18, 2022 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64	Details for wide_product-0.1.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
wide_product-0.1.1-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl 20.2 kB Nov 18, 2022 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.5+ x86-64, Linux glibc 2.17+ x86-64	Details for wide_product-0.1.1-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
wide_product-0.1.1-cp311-cp311-macosx_10_9_x86_64.whl 10.2 kB Nov 18, 2022 Without provenance	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details for wide_product-0.1.1-cp311-cp311-macosx_10_9_x86_64.whl
wide_product-0.1.1-cp311-cp311-macosx_10_9_universal2.whl 16.4 kB Nov 18, 2022 Without provenance	CPython 3.11	CPython 3.11	macOS 10.9+ universal2 (ARM64, x86-64)	Details for wide_product-0.1.1-cp311-cp311-macosx_10_9_universal2.whl
wide_product-0.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 20.1 kB Nov 18, 2022 Without provenance	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARM64	Details for wide_product-0.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
wide_product-0.1.1-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl 20.2 kB Nov 18, 2022 Without provenance	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64, Linux glibc 2.5+ x86-64	Details for wide_product-0.1.1-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
wide_product-0.1.1-cp310-cp310-macosx_10_9_x86_64.whl 10.2 kB Nov 18, 2022 Without provenance	CPython 3.10	CPython 3.10	macOS 10.9+ x86-64	Details for wide_product-0.1.1-cp310-cp310-macosx_10_9_x86_64.whl
wide_product-0.1.1-cp310-cp310-macosx_10_9_universal2.whl 16.4 kB Nov 18, 2022 Without provenance	CPython 3.10	CPython 3.10	macOS 10.9+ universal2 (ARM64, x86-64)	Details for wide_product-0.1.1-cp310-cp310-macosx_10_9_universal2.whl
wide_product-0.1.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 20.1 kB Nov 18, 2022 Without provenance	CPython 3.9	CPython 3.9	Linux glibc 2.17+ ARM64	Details for wide_product-0.1.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
wide_product-0.1.1-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl 20.2 kB Nov 18, 2022 Without provenance	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-64, Linux glibc 2.5+ x86-64	Details for wide_product-0.1.1-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
wide_product-0.1.1-cp39-cp39-macosx_10_9_x86_64.whl 10.2 kB Nov 18, 2022 Without provenance	CPython 3.9	CPython 3.9	macOS 10.9+ x86-64	Details for wide_product-0.1.1-cp39-cp39-macosx_10_9_x86_64.whl
wide_product-0.1.1-cp39-cp39-macosx_10_9_universal2.whl 16.4 kB Nov 18, 2022 Without provenance	CPython 3.9	CPython 3.9	macOS 10.9+ universal2 (ARM64, x86-64)	Details for wide_product-0.1.1-cp39-cp39-macosx_10_9_universal2.whl
wide_product-0.1.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 20.3 kB Nov 18, 2022 Without provenance	CPython 3.8	CPython 3.8	Linux glibc 2.17+ ARM64	Details for wide_product-0.1.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
wide_product-0.1.1-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl 20.3 kB Nov 18, 2022 Without provenance	CPython 3.8	CPython 3.8	Linux glibc 2.5+ x86-64, Linux glibc 2.17+ x86-64	Details for wide_product-0.1.1-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
wide_product-0.1.1-cp38-cp38-macosx_10_9_x86_64.whl 10.2 kB Nov 18, 2022 Without provenance	CPython 3.8	CPython 3.8	macOS 10.9+ x86-64	Details for wide_product-0.1.1-cp38-cp38-macosx_10_9_x86_64.whl
wide_product-0.1.1-cp38-cp38-macosx_10_9_universal2.whl 16.4 kB Nov 18, 2022 Without provenance	CPython 3.8	CPython 3.8	macOS 10.9+ universal2 (ARM64, x86-64)	Details for wide_product-0.1.1-cp38-cp38-macosx_10_9_universal2.whl
wide_product-0.1.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 20.1 kB Nov 18, 2022 Without provenance	CPython 3.7	CPython 3.7 pymalloc	Linux glibc 2.17+ ARM64	Details for wide_product-0.1.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
wide_product-0.1.1-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl 20.1 kB Nov 18, 2022 Without provenance	CPython 3.7	CPython 3.7 pymalloc	Linux glibc 2.5+ x86-64, Linux glibc 2.17+ x86-64	Details for wide_product-0.1.1-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
wide_product-0.1.1-cp37-cp37m-macosx_10_9_x86_64.whl 10.1 kB Nov 18, 2022 Without provenance	CPython 3.7	CPython 3.7 pymalloc	macOS 10.9+ x86-64	Details for wide_product-0.1.1-cp37-cp37m-macosx_10_9_x86_64.whl

wide-product 0.1.1