gramag

Graph Magnitude Homology in Rust, with Python bindings

Overview

gramag is a library for computing the magnitude homology of finite (directed) graphs in Python and Rust. The library is capable of computing homology ranks and representatives, over ℤ₂. For background on graph magnitude homology, see the original paper by Hepworth and Willerton [1].

Computational detail

In an attempt to compute magnitude homology for large graphs, we attempt to parallelise computation wherever possible; this may result in increased memory usage. In particular, the initial basis for each of the magnitude chain groups is computed via a parallelised breadth-first search. To limit the number of threads used, simply set the environment variable RAYON_NUM_THREADS appropriately.

Throughout the codebase we make extensive use of the fact that the magnitude chain complex splits over node pairs, i.e. $$MC_{\bullet, \bullet} = \bigoplus_{(s, t)\in V\times V} MC_{\bullet, \bullet}^{(s, t)}$$ where $MC_{\bullet, \bullet}^{(s, t)}$ is the sub-complex of $MC_{\bullet, \bullet}$ generated by those paths starting at $s$ and ending at $t$. All of the Python APIs admit a node_pairs argument to restrict the set of node pairs $(s, t)$ over which this direct sum is computed. Unfortunately, the initial path search does not admit such an argument at the moment.

Python

The easiest way to use gramag is to install the Python bindings. Pre-compiled packages are available for most systems on PyPi, failing which the source distribution can be installed in the presence of a suitable cargo toolchain. On most modern systems, gramag can be installed through pip via:

pip install gramag

Usage

Full documentation is available on Read The Docs or can be built from source by calling

just setup_venv
just py_docs_open

A simple example script is provided in simple.py. For more detailed usage, please refer to advanced.py.

Rust

The Rust library has not yet been finalised.

References

[1] Hepworth, Richard, and Simon Willerton. "Categorifying the magnitude of a graph." arXiv preprint arXiv:1505.04125 (2015).

Metadata

Release files for gramag 0.4.1

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Source distribution (sdist)

Source distribution for gramag 0.4.1
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Tags	CPython 3.12 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`231a4fca4115baa5c79279a785cc660f41b371f9617a55d13877afe23d4158b8`
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Release files / gramag-0.4.1-cp312-cp312-macosx_10_12_x86_64.whl

Download URL	gramag-0.4.1-cp312-cp312-macosx_10_12_x86_64.whl
Size	517.3 kB
Tags	CPython 3.12 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`57e6b32c2c4399f3a1d9eba8abda8fcd457858687f972b1e626988e0a2abbb77`
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Release files / gramag-0.4.1-cp311-none-win_amd64.whl

Download URL	gramag-0.4.1-cp311-none-win_amd64.whl
Size	365.5 kB
Tags	CPython 3.11 Windows x86-64
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Release files / gramag-0.4.1-cp311-none-win32.whl

Download URL	gramag-0.4.1-cp311-none-win32.whl
Size	343.0 kB
Tags	CPython 3.11 Windows x86-32
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Release files / gramag-0.4.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	gramag-0.4.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	574.8 kB
Tags	CPython 3.11 Linux glibc 2.17+ x86-64
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Release files / gramag-0.4.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl

Download URL	gramag-0.4.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl
Size	665.7 kB
Tags	CPython 3.11 Linux glibc 2.17+ IBM System/390x
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Release files / gramag-0.4.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Download URL	gramag-0.4.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Size	635.8 kB
Tags	CPython 3.11 Linux glibc 2.17+ PowerPC 64-le
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Release files / gramag-0.4.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	gramag-0.4.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
Size	617.0 kB
Tags	CPython 3.11 Linux glibc 2.17+ x86-32
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Release files / gramag-0.4.1-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	gramag-0.4.1-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	569.4 kB
Tags	CPython 3.11 Linux glibc 2.17+ ARMv7l
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Release files / gramag-0.4.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	gramag-0.4.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	553.5 kB
Tags	CPython 3.11 Linux glibc 2.17+ ARM64
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Release files / gramag-0.4.1-cp311-cp311-macosx_11_0_arm64.whl

Download URL	gramag-0.4.1-cp311-cp311-macosx_11_0_arm64.whl
Size	498.3 kB
Tags	CPython 3.11 macOS 11.0+ ARM64
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Release files / gramag-0.4.1-cp311-cp311-macosx_10_12_x86_64.whl

Download URL	gramag-0.4.1-cp311-cp311-macosx_10_12_x86_64.whl
Size	517.2 kB
Tags	CPython 3.11 macOS 10.12+ x86-64
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Release files / gramag-0.4.1-cp310-none-win_amd64.whl

Download URL	gramag-0.4.1-cp310-none-win_amd64.whl
Size	365.5 kB
Tags	CPython 3.10 Windows x86-64
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Release files / gramag-0.4.1-cp310-none-win32.whl

Download URL	gramag-0.4.1-cp310-none-win32.whl
Size	343.0 kB
Tags	CPython 3.10 Windows x86-32
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Release files / gramag-0.4.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	gramag-0.4.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	574.8 kB
Tags	CPython 3.10 Linux glibc 2.17+ x86-64
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Release files / gramag-0.4.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl

Download URL	gramag-0.4.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl
Size	665.7 kB
Tags	CPython 3.10 Linux glibc 2.17+ IBM System/390x
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Release files / gramag-0.4.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Download URL	gramag-0.4.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Size	635.8 kB
Tags	CPython 3.10 Linux glibc 2.17+ PowerPC 64-le
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Release files / gramag-0.4.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	gramag-0.4.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
Size	617.0 kB
Tags	CPython 3.10 Linux glibc 2.17+ x86-32
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Release files / gramag-0.4.1-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	gramag-0.4.1-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	569.4 kB
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Release files / gramag-0.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	gramag-0.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	553.5 kB
Tags	CPython 3.10 Linux glibc 2.17+ ARM64
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Release files / gramag-0.4.1-cp310-cp310-macosx_11_0_arm64.whl

Download URL	gramag-0.4.1-cp310-cp310-macosx_11_0_arm64.whl
Size	498.3 kB
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Release files / gramag-0.4.1-cp310-cp310-macosx_10_12_x86_64.whl

Download URL	gramag-0.4.1-cp310-cp310-macosx_10_12_x86_64.whl
Size	517.2 kB
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Release files / gramag-0.4.1-cp39-none-win_amd64.whl

Download URL	gramag-0.4.1-cp39-none-win_amd64.whl
Size	365.9 kB
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Release files / gramag-0.4.1-cp39-none-win32.whl

Download URL	gramag-0.4.1-cp39-none-win32.whl
Size	341.5 kB
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Release files / gramag-0.4.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	gramag-0.4.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	575.2 kB
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Release files / gramag-0.4.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl

Download URL	gramag-0.4.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl
Size	666.5 kB
Tags	CPython 3.9 Linux glibc 2.17+ IBM System/390x
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Release files / gramag-0.4.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Download URL	gramag-0.4.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Size	635.9 kB
Tags	CPython 3.9 Linux glibc 2.17+ PowerPC 64-le
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Release files / gramag-0.4.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	gramag-0.4.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
Size	617.2 kB
Tags	CPython 3.9 Linux glibc 2.17+ x86-32
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Release files / gramag-0.4.1-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	gramag-0.4.1-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	569.5 kB
Tags	CPython 3.9 Linux glibc 2.17+ ARMv7l
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Release files / gramag-0.4.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	gramag-0.4.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	553.7 kB
Tags	CPython 3.9 Linux glibc 2.17+ ARM64
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Release files / gramag-0.4.1-cp39-cp39-macosx_11_0_arm64.whl

Download URL	gramag-0.4.1-cp39-cp39-macosx_11_0_arm64.whl
Size	498.6 kB
Tags	CPython 3.9 macOS 11.0+ ARM64
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Release files / gramag-0.4.1-cp39-cp39-macosx_10_12_x86_64.whl

Download URL	gramag-0.4.1-cp39-cp39-macosx_10_12_x86_64.whl
Size	517.5 kB
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SHA-256 checksum How to use checksums	`9acda0821458e6b533dfcc6e72b167c6f0d9edb4667d105cb5f96f7a94e7d860`
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Release files / gramag-0.4.1-cp38-none-win_amd64.whl

Download URL	gramag-0.4.1-cp38-none-win_amd64.whl
Size	365.2 kB
Tags	CPython 3.8 Windows x86-64
SHA-256 checksum How to use checksums	`21da234d993e6b2ec680ea453f011cbb1c40c43e51d012022bd888d67cefb09f`
BLAKE2b-256 checksum How to use checksums	`6d8e509c5157a9f665149da0e3ec9e3d7a86dafd64e79d8b84b5852d4360c12a`
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Release files / gramag-0.4.1-cp38-none-win32.whl

Download URL	gramag-0.4.1-cp38-none-win32.whl
Size	341.1 kB
Tags	CPython 3.8 Windows x86-32
SHA-256 checksum How to use checksums	`80a72190fc6e98eb4ded11d561ff1c7bb39957bdd8c2b6c96b97070feb1553f0`
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Release files / gramag-0.4.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	gramag-0.4.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	573.0 kB
Tags	CPython 3.8 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`5a5dc8ae0bc609583e93032b080484f219bc004aa044e35f45695bcfcb457363`
BLAKE2b-256 checksum How to use checksums	`9b3a924f8465f7bdfd5a7e834e3d480164e1beb45f9e8f321009e27295e42d44`
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Release files / gramag-0.4.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl

Download URL	gramag-0.4.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl
Size	666.8 kB
Tags	CPython 3.8 Linux glibc 2.17+ IBM System/390x
SHA-256 checksum How to use checksums	`29b0afe2688a7a4d73806a373f1662499db290d3abf79b47d9f05f5ed65d8815`
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Release files / gramag-0.4.1-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Download URL	gramag-0.4.1-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Size	635.9 kB
Tags	CPython 3.8 Linux glibc 2.17+ PowerPC 64-le
SHA-256 checksum How to use checksums	`2980ccbd401d64ee9cfc0cbd1239418fa9d352109911ead99becb9ecf0db3cdc`
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Release files / gramag-0.4.1-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	gramag-0.4.1-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl
Size	616.9 kB
Tags	CPython 3.8 Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`8f0c00a248cfe03df0570a3c55d12e59c7417a0a483f3f3a07265b506edb88dc`
BLAKE2b-256 checksum How to use checksums	`8b1a6162871d2ed96ab6aa0ac8f25eeac294c04fb863ad4eb64846ccff6e2d9f`
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Release files / gramag-0.4.1-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	gramag-0.4.1-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	569.6 kB
Tags	CPython 3.8 Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`9649667d20259cd413a79fa576614c4c800e9fe8065b1ae25b9f57f855fa72c1`
BLAKE2b-256 checksum How to use checksums	`8aed2c29ac639e8146428e3516b20a1157aebf30db2f2610bb046ec34a12802d`
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Release files / gramag-0.4.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	gramag-0.4.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	553.4 kB
Tags	CPython 3.8 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`ceac8d6ca9d7b3f469145102b1870907c50b1dea037042d70f0527e92685d1e0`
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Release files / gramag-0.4.1-cp37-none-win_amd64.whl

Download URL	gramag-0.4.1-cp37-none-win_amd64.whl
Size	365.2 kB
Tags	CPython 3.7 Windows x86-64
SHA-256 checksum How to use checksums	`94ffad1cac6c8de9f470dcd4948a2b9f7d5a5e35c369f932c2aa6d47eae1fc4a`
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Release files / gramag-0.4.1-cp37-none-win32.whl

Download URL	gramag-0.4.1-cp37-none-win32.whl
Size	341.2 kB
Tags	CPython 3.7 Windows x86-32
SHA-256 checksum How to use checksums	`d49b1f285e035b7bc5986d57a48dafb6e43ea62856bc6d3a4060f88b104c806b`
BLAKE2b-256 checksum How to use checksums	`9636072f9c955bb05580f1dc68bc640b0c1b57cda63b0ce294a52582b5777ee4`
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Release files / gramag-0.4.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	gramag-0.4.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	574.0 kB
Tags	CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`75d836d4a1834399758c940a349933569b65a771ec4dabe51640f6526ecc4355`
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Release files / gramag-0.4.1-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl

Download URL	gramag-0.4.1-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl
Size	667.0 kB
Tags	CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ IBM System/390x
SHA-256 checksum How to use checksums	`0f9eb8cb7cf322382693733c811c7a5304a1d6be7528d696d680056f60306c48`
BLAKE2b-256 checksum How to use checksums	`d6c0467f903400cca8255a9013b694ba811516c454ceb743da64f392ed6a0bb1`
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Release files / gramag-0.4.1-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Download URL	gramag-0.4.1-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Size	636.0 kB
Tags	CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ PowerPC 64-le
SHA-256 checksum How to use checksums	`60642497f871521305e2c1534a0e750829ebc4feba22a650fc1a40b46f3c832e`
BLAKE2b-256 checksum How to use checksums	`5e641f642930ca0fbdb8b179115be8a4a6438d0219ac55b2ddaf325f9223d7ab`
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Release files / gramag-0.4.1-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	gramag-0.4.1-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl
Size	619.0 kB
Tags	CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ x86-32
SHA-256 checksum How to use checksums	`07bb434b785d76a011b638e4b07f91fb543f445c910efbe696f425461b323b64`
BLAKE2b-256 checksum How to use checksums	`b4287a40d6470a1f3ee17e7cce490a7837fae25728ec9931185e1b9831ac2e48`
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Release files / gramag-0.4.1-cp37-cp37m-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Download URL	gramag-0.4.1-cp37-cp37m-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Size	570.1 kB
Tags	CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ ARMv7l
SHA-256 checksum How to use checksums	`e98871b047c95703a230fb43e3d30aa9078663f4148b22083f27d916103bba94`
BLAKE2b-256 checksum How to use checksums	`826424fe2a04ee45955fe657a742b1d6cdc4c906af60b40b6e4a251f24f12064`
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Release files / gramag-0.4.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	gramag-0.4.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	553.7 kB
Tags	CPython 3.7 CPython 3.7 pymalloc Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`f6eca21678620dd5cee62f3824050d8d4ac3c14c8a6f3d2bc5cfbd74bd20761d`
BLAKE2b-256 checksum How to use checksums	`d23e095addfcfb824f8af740d59cce44581a99e2b8a3e0c6d777e5b384414b9e`
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This release

0.4.1 This release

Nov 13, 2024 75 release files No provenance

File	Interpreter	ABI	Platform	Actions Reset
gramag-0.4.1-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 574.7 kB Nov 13, 2024 Without provenance	PyPy 3.10	PyPy 3.10 7.3	Linux glibc 2.17+ x86-64	Details for gramag-0.4.1-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
gramag-0.4.1-pp310-pypy310_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl 666.1 kB Nov 13, 2024 Without provenance	PyPy 3.10	PyPy 3.10 7.3	Linux glibc 2.17+ IBM System/390x	Details for gramag-0.4.1-pp310-pypy310_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
gramag-0.4.1-pp310-pypy310_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 634.9 kB Nov 13, 2024 Without provenance	PyPy 3.10	PyPy 3.10 7.3	Linux glibc 2.17+ PowerPC 64-le	Details for gramag-0.4.1-pp310-pypy310_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
gramag-0.4.1-pp310-pypy310_pp73-manylinux_2_17_i686.manylinux2014_i686.whl 617.5 kB Nov 13, 2024 Without provenance	PyPy 3.10	PyPy 3.10 7.3	Linux glibc 2.17+ x86-32	Details for gramag-0.4.1-pp310-pypy310_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
gramag-0.4.1-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 569.8 kB Nov 13, 2024 Without provenance	PyPy 3.10	PyPy 3.10 7.3	Linux glibc 2.17+ ARMv7l	Details for gramag-0.4.1-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
gramag-0.4.1-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 553.8 kB Nov 13, 2024 Without provenance	PyPy 3.10	PyPy 3.10 7.3	Linux glibc 2.17+ ARM64	Details for gramag-0.4.1-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
gramag-0.4.1-pp39-pypy39_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl 666.1 kB Nov 13, 2024 Without provenance	PyPy 3.9	PyPy 3.9 7.3	Linux glibc 2.17+ IBM System/390x	Details for gramag-0.4.1-pp39-pypy39_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
gramag-0.4.1-pp39-pypy39_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 634.8 kB Nov 13, 2024 Without provenance	PyPy 3.9	PyPy 3.9 7.3	Linux glibc 2.17+ PowerPC 64-le	Details for gramag-0.4.1-pp39-pypy39_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
gramag-0.4.1-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 569.8 kB Nov 13, 2024 Without provenance	PyPy 3.9	PyPy 3.9 7.3	Linux glibc 2.17+ ARMv7l	Details for gramag-0.4.1-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
gramag-0.4.1-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 553.7 kB Nov 13, 2024 Without provenance	PyPy 3.9	PyPy 3.9 7.3	Linux glibc 2.17+ ARM64	Details for gramag-0.4.1-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
gramag-0.4.1-pp38-pypy38_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl 666.7 kB Nov 13, 2024 Without provenance	PyPy 3.8	PyPy 3.8 7.3	Linux glibc 2.17+ IBM System/390x	Details for gramag-0.4.1-pp38-pypy38_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
gramag-0.4.1-pp38-pypy38_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 636.7 kB Nov 13, 2024 Without provenance	PyPy 3.8	PyPy 3.8 7.3	Linux glibc 2.17+ PowerPC 64-le	Details for gramag-0.4.1-pp38-pypy38_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
gramag-0.4.1-pp38-pypy38_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 567.6 kB Nov 13, 2024 Without provenance	PyPy 3.8	PyPy 3.8 7.3	Linux glibc 2.17+ ARMv7l	Details for gramag-0.4.1-pp38-pypy38_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
gramag-0.4.1-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 552.5 kB Nov 13, 2024 Without provenance	PyPy 3.8	PyPy 3.8 7.3	Linux glibc 2.17+ ARM64	Details for gramag-0.4.1-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
gramag-0.4.1-pp37-pypy37_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl 669.4 kB Nov 13, 2024 Without provenance	PyPy 3.7	PyPy 3.7 7.3	Linux glibc 2.17+ IBM System/390x	Details for gramag-0.4.1-pp37-pypy37_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
gramag-0.4.1-pp37-pypy37_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 639.4 kB Nov 13, 2024 Without provenance	PyPy 3.7	PyPy 3.7 7.3	Linux glibc 2.17+ PowerPC 64-le	Details for gramag-0.4.1-pp37-pypy37_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
gramag-0.4.1-pp37-pypy37_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 573.2 kB Nov 13, 2024 Without provenance	PyPy 3.7	PyPy 3.7 7.3	Linux glibc 2.17+ ARMv7l	Details for gramag-0.4.1-pp37-pypy37_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
gramag-0.4.1-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 555.6 kB Nov 13, 2024 Without provenance	PyPy 3.7	PyPy 3.7 7.3	Linux glibc 2.17+ ARM64	Details for gramag-0.4.1-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
gramag-0.4.1-cp312-none-win_amd64.whl 365.5 kB Nov 13, 2024 Without provenance	CPython 3.12	none	Windows x86-64	Details for gramag-0.4.1-cp312-none-win_amd64.whl
gramag-0.4.1-cp312-none-win32.whl 341.3 kB Nov 13, 2024 Without provenance	CPython 3.12	none	Windows x86-32	Details for gramag-0.4.1-cp312-none-win32.whl
gramag-0.4.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 575.0 kB Nov 13, 2024 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64	Details for gramag-0.4.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
gramag-0.4.1-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl 666.2 kB Nov 13, 2024 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ IBM System/390x	Details for gramag-0.4.1-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl
gramag-0.4.1-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 635.8 kB Nov 13, 2024 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ PowerPC 64-le	Details for gramag-0.4.1-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
gramag-0.4.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl 616.9 kB Nov 13, 2024 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-32	Details for gramag-0.4.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
gramag-0.4.1-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 569.5 kB Nov 13, 2024 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARMv7l	Details for gramag-0.4.1-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
gramag-0.4.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 553.5 kB Nov 13, 2024 Without provenance	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64	Details for gramag-0.4.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
gramag-0.4.1-cp312-cp312-macosx_11_0_arm64.whl 498.4 kB Nov 13, 2024 Without provenance	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details for gramag-0.4.1-cp312-cp312-macosx_11_0_arm64.whl
gramag-0.4.1-cp312-cp312-macosx_10_12_x86_64.whl 517.3 kB Nov 13, 2024 Without provenance	CPython 3.12	CPython 3.12	macOS 10.12+ x86-64	Details for gramag-0.4.1-cp312-cp312-macosx_10_12_x86_64.whl
gramag-0.4.1-cp311-none-win_amd64.whl 365.5 kB Nov 13, 2024 Without provenance	CPython 3.11	none	Windows x86-64	Details for gramag-0.4.1-cp311-none-win_amd64.whl
gramag-0.4.1-cp311-none-win32.whl 343.0 kB Nov 13, 2024 Without provenance	CPython 3.11	none	Windows x86-32	Details for gramag-0.4.1-cp311-none-win32.whl
gramag-0.4.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 574.8 kB Nov 13, 2024 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64	Details for gramag-0.4.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
gramag-0.4.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl 665.7 kB Nov 13, 2024 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ IBM System/390x	Details for gramag-0.4.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl
gramag-0.4.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 635.8 kB Nov 13, 2024 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ PowerPC 64-le	Details for gramag-0.4.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
gramag-0.4.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl 617.0 kB Nov 13, 2024 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-32	Details for gramag-0.4.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
gramag-0.4.1-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 569.4 kB Nov 13, 2024 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARMv7l	Details for gramag-0.4.1-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
gramag-0.4.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 553.5 kB Nov 13, 2024 Without provenance	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64	Details for gramag-0.4.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
gramag-0.4.1-cp311-cp311-macosx_11_0_arm64.whl 498.3 kB Nov 13, 2024 Without provenance	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details for gramag-0.4.1-cp311-cp311-macosx_11_0_arm64.whl
gramag-0.4.1-cp311-cp311-macosx_10_12_x86_64.whl 517.2 kB Nov 13, 2024 Without provenance	CPython 3.11	CPython 3.11	macOS 10.12+ x86-64	Details for gramag-0.4.1-cp311-cp311-macosx_10_12_x86_64.whl
gramag-0.4.1-cp310-none-win_amd64.whl 365.5 kB Nov 13, 2024 Without provenance	CPython 3.10	none	Windows x86-64	Details for gramag-0.4.1-cp310-none-win_amd64.whl
gramag-0.4.1-cp310-none-win32.whl 343.0 kB Nov 13, 2024 Without provenance	CPython 3.10	none	Windows x86-32	Details for gramag-0.4.1-cp310-none-win32.whl
gramag-0.4.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 574.8 kB Nov 13, 2024 Without provenance	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64	Details for gramag-0.4.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
gramag-0.4.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl 665.7 kB Nov 13, 2024 Without provenance	CPython 3.10	CPython 3.10	Linux glibc 2.17+ IBM System/390x	Details for gramag-0.4.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl
gramag-0.4.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 635.8 kB Nov 13, 2024 Without provenance	CPython 3.10	CPython 3.10	Linux glibc 2.17+ PowerPC 64-le	Details for gramag-0.4.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
gramag-0.4.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl 617.0 kB Nov 13, 2024 Without provenance	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-32	Details for gramag-0.4.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
gramag-0.4.1-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 569.4 kB Nov 13, 2024 Without provenance	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARMv7l	Details for gramag-0.4.1-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
gramag-0.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 553.5 kB Nov 13, 2024 Without provenance	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARM64	Details for gramag-0.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
gramag-0.4.1-cp310-cp310-macosx_11_0_arm64.whl 498.3 kB Nov 13, 2024 Without provenance	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details for gramag-0.4.1-cp310-cp310-macosx_11_0_arm64.whl
gramag-0.4.1-cp310-cp310-macosx_10_12_x86_64.whl 517.2 kB Nov 13, 2024 Without provenance	CPython 3.10	CPython 3.10	macOS 10.12+ x86-64	Details for gramag-0.4.1-cp310-cp310-macosx_10_12_x86_64.whl
gramag-0.4.1-cp39-none-win_amd64.whl 365.9 kB Nov 13, 2024 Without provenance	CPython 3.9	none	Windows x86-64	Details for gramag-0.4.1-cp39-none-win_amd64.whl
gramag-0.4.1-cp39-none-win32.whl 341.5 kB Nov 13, 2024 Without provenance	CPython 3.9	none	Windows x86-32	Details for gramag-0.4.1-cp39-none-win32.whl
gramag-0.4.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 575.2 kB Nov 13, 2024 Without provenance	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-64	Details for gramag-0.4.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
gramag-0.4.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl 666.5 kB Nov 13, 2024 Without provenance	CPython 3.9	CPython 3.9	Linux glibc 2.17+ IBM System/390x	Details for gramag-0.4.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl
gramag-0.4.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 635.9 kB Nov 13, 2024 Without provenance	CPython 3.9	CPython 3.9	Linux glibc 2.17+ PowerPC 64-le	Details for gramag-0.4.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
gramag-0.4.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl 617.2 kB Nov 13, 2024 Without provenance	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-32	Details for gramag-0.4.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
gramag-0.4.1-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 569.5 kB Nov 13, 2024 Without provenance	CPython 3.9	CPython 3.9	Linux glibc 2.17+ ARMv7l	Details for gramag-0.4.1-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
gramag-0.4.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 553.7 kB Nov 13, 2024 Without provenance	CPython 3.9	CPython 3.9	Linux glibc 2.17+ ARM64	Details for gramag-0.4.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
gramag-0.4.1-cp39-cp39-macosx_11_0_arm64.whl 498.6 kB Nov 13, 2024 Without provenance	CPython 3.9	CPython 3.9	macOS 11.0+ ARM64	Details for gramag-0.4.1-cp39-cp39-macosx_11_0_arm64.whl
gramag-0.4.1-cp39-cp39-macosx_10_12_x86_64.whl 517.5 kB Nov 13, 2024 Without provenance	CPython 3.9	CPython 3.9	macOS 10.12+ x86-64	Details for gramag-0.4.1-cp39-cp39-macosx_10_12_x86_64.whl
gramag-0.4.1-cp38-none-win_amd64.whl 365.2 kB Nov 13, 2024 Without provenance	CPython 3.8	none	Windows x86-64	Details for gramag-0.4.1-cp38-none-win_amd64.whl
gramag-0.4.1-cp38-none-win32.whl 341.1 kB Nov 13, 2024 Without provenance	CPython 3.8	none	Windows x86-32	Details for gramag-0.4.1-cp38-none-win32.whl
gramag-0.4.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 573.0 kB Nov 13, 2024 Without provenance	CPython 3.8	CPython 3.8	Linux glibc 2.17+ x86-64	Details for gramag-0.4.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
gramag-0.4.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl 666.8 kB Nov 13, 2024 Without provenance	CPython 3.8	CPython 3.8	Linux glibc 2.17+ IBM System/390x	Details for gramag-0.4.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl
gramag-0.4.1-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 635.9 kB Nov 13, 2024 Without provenance	CPython 3.8	CPython 3.8	Linux glibc 2.17+ PowerPC 64-le	Details for gramag-0.4.1-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
gramag-0.4.1-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl 616.9 kB Nov 13, 2024 Without provenance	CPython 3.8	CPython 3.8	Linux glibc 2.17+ x86-32	Details for gramag-0.4.1-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl
gramag-0.4.1-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 569.6 kB Nov 13, 2024 Without provenance	CPython 3.8	CPython 3.8	Linux glibc 2.17+ ARMv7l	Details for gramag-0.4.1-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
gramag-0.4.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 553.4 kB Nov 13, 2024 Without provenance	CPython 3.8	CPython 3.8	Linux glibc 2.17+ ARM64	Details for gramag-0.4.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
gramag-0.4.1-cp37-none-win_amd64.whl 365.2 kB Nov 13, 2024 Without provenance	CPython 3.7	none	Windows x86-64	Details for gramag-0.4.1-cp37-none-win_amd64.whl
gramag-0.4.1-cp37-none-win32.whl 341.2 kB Nov 13, 2024 Without provenance	CPython 3.7	none	Windows x86-32	Details for gramag-0.4.1-cp37-none-win32.whl
gramag-0.4.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 574.0 kB Nov 13, 2024 Without provenance	CPython 3.7	CPython 3.7 pymalloc	Linux glibc 2.17+ x86-64	Details for gramag-0.4.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
gramag-0.4.1-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl 667.0 kB Nov 13, 2024 Without provenance	CPython 3.7	CPython 3.7 pymalloc	Linux glibc 2.17+ IBM System/390x	Details for gramag-0.4.1-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl
gramag-0.4.1-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl 636.0 kB Nov 13, 2024 Without provenance	CPython 3.7	CPython 3.7 pymalloc	Linux glibc 2.17+ PowerPC 64-le	Details for gramag-0.4.1-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
gramag-0.4.1-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl 619.0 kB Nov 13, 2024 Without provenance	CPython 3.7	CPython 3.7 pymalloc	Linux glibc 2.17+ x86-32	Details for gramag-0.4.1-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl
gramag-0.4.1-cp37-cp37m-manylinux_2_17_armv7l.manylinux2014_armv7l.whl 570.1 kB Nov 13, 2024 Without provenance	CPython 3.7	CPython 3.7 pymalloc	Linux glibc 2.17+ ARMv7l	Details for gramag-0.4.1-cp37-cp37m-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
gramag-0.4.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 553.7 kB Nov 13, 2024 Without provenance	CPython 3.7	CPython 3.7 pymalloc	Linux glibc 2.17+ ARM64	Details for gramag-0.4.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

gramag 0.4.1