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Project description

GrPPHATI_rs (WIP)

Rust implementation of various GrPPHATI classes, including:

RustRegularPathHomology - an implementation of regular path homology producing a basis in parallel, using custom column types.
RustGeneratorSparsifier - a lazy sparsifier written in Rust, meant to work with columns produced by RustRegularPathHomology.
RustPreferredSparsifier - a non-lazy sparsifier written in Rust, meant to work with columns produced by RustRegularPathHomology. Sparsifies columns of each dimension in parallel.

Usage

Note RustRegularPathHomology does not produce columns in the same order as RegularPathHomology. This leads to considerable slow down when using PHATBackend. As such, the recommended usage is with LoPHATBackend, available in grpphati. Eirene has not been tested so far. It is also recommended to use the provided parallel sparsifier. Good pipelines are provided in grpphati_rs.GrPPH_rs and grpphai_rs.GrPPH_par_wedge_rs.

For example usage, please consult examples/disjoint.py in the repository.

Known issues

Graphs used with RustRegularPathHomology must be integer indexed.

Project details

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0.3.1

Sep 14, 2023

0.3.0

Aug 22, 2023

This version

0.2.0

Jun 15, 2023

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Hashes for grpphati_rs-0.2.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`974ac787794b0db70cb2af5105c769bf58c94ea512d8225d675a3c785df355ae`
MD5	`da5de1bbee52489e1bcf871061a54385`
BLAKE2b-256	`5b06125b5cca49c36e995b359a166b2a186d980d61f6243aba69980f80aa277a`

Hashes for grpphati_rs-0.2.0-pp38-pypy38_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for grpphati_rs-0.2.0-pp38-pypy38_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`a11770860d07e7a837b539c41c4a177e3c1e4232a32309306e31f15fdf90d11c`
MD5	`9ae8a00d32f64a5e46c548c6a1d626a2`
BLAKE2b-256	`20730b3fd7423c70775b266e160cf858da117037fe050f5334df15d9f3b26cd0`

Hashes for grpphati_rs-0.2.0-pp38-pypy38_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for grpphati_rs-0.2.0-pp38-pypy38_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`cc425103c40a050c9101186d85db04b1493edf722b3565f12a8322d32a6ea9ee`
MD5	`d48dd4eea98ea4c5cefb3579f4472414`
BLAKE2b-256	`480610c9098f5e9f0f5eeeac468059b9e24d43d60208d073b45d412b82daef62`

Hashes for grpphati_rs-0.2.0-pp38-pypy38_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for grpphati_rs-0.2.0-pp38-pypy38_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`3a8bb189b44acea7d2e6878d932c5aeb66937946b5e5a0e455a6127a4700c203`
MD5	`5eb796bd158b129cdc4af10edb8aac61`
BLAKE2b-256	`f3e6d1e76dd7257fedb247079dc3c179e6cd0ff345ce81e75ec70c7d60a0628d`

Hashes for grpphati_rs-0.2.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for grpphati_rs-0.2.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`0b1c573ad7dcfd9c9b378bde8891e9b57264a351d01f9cbce33d78f20dba4213`
MD5	`88dad59f4e341d1bffc8d5a95e6b835f`
BLAKE2b-256	`cacc39f503b2bfe14223f91b8ad700a1864066baec06dd957f07a63d289651b5`

Hashes for grpphati_rs-0.2.0-pp38-pypy38_pp73-manylinux_2_12_i686.manylinux2010_i686.whl

Hashes for grpphati_rs-0.2.0-pp38-pypy38_pp73-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm	Hash digest
SHA256	`09b9ffd096f964851c6b93f032194c43d064bececd891e82946f426b4ec12f37`
MD5	`fc55bf9a73dee756d1cbd7b2ef6d0446`
BLAKE2b-256	`91c5fdf88bc4bfece1e80796ec73145da2c5da43bcad0f805ba0b3ba7dd77c8c`

Hashes for grpphati_rs-0.2.0-pp38-pypy38_pp73-macosx_11_0_arm64.whl

Hashes for grpphati_rs-0.2.0-pp38-pypy38_pp73-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`471ae85feadc4e3944aaa6452c1f34c6a7b02ddbdbafeb3d3e4c44dd902af120`
MD5	`7edf6e1943f16cea04934727862c1586`
BLAKE2b-256	`306a9a3472a8431a86e03299ad064867359ea17fefc95609e5c2a1dd3a51fb0c`

Hashes for grpphati_rs-0.2.0-pp38-pypy38_pp73-macosx_10_7_x86_64.whl

Hashes for grpphati_rs-0.2.0-pp38-pypy38_pp73-macosx_10_7_x86_64.whl
Algorithm	Hash digest
SHA256	`55068a7d6ab5c9a2139d12a05f65bc57cab010fc8bbc8b239d3ad0726c4594cf`
MD5	`dc04fb4ff173b0ea65fa858e79bf7170`
BLAKE2b-256	`ab4459c45d0c003c9ce4e97fa76b91e4e6823f7649f98c552dac573efbccffa9`

Hashes for grpphati_rs-0.2.0-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for grpphati_rs-0.2.0-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`e6496a2a36364892a037c79f8da3681662842adea8eed39cc84c0aa54db43c9b`
MD5	`84e8a9f9a2728e6bd3083502d5a8d23a`
BLAKE2b-256	`d71a325142a9333263149acedf31865bc8e7bf0df5c75a58e8eaa51aa2998832`

Hashes for grpphati_rs-0.2.0-pp37-pypy37_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for grpphati_rs-0.2.0-pp37-pypy37_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`bf1662656b7561a6d1be9b9a4b808ca4921d7e42180e86ace25920f0efd9fddb`
MD5	`ae3055a743a557c6167e08679e0bba40`
BLAKE2b-256	`e1568a4332c64dd6e7cee54f0b17a0dec02b5a5be64678c04f01a79f2f868400`

Hashes for grpphati_rs-0.2.0-pp37-pypy37_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for grpphati_rs-0.2.0-pp37-pypy37_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`b6c980fc55d6116068c0ec44d0278374c7f8755a6da99b63ee984c9db69f2eea`
MD5	`923d3865f64e280bfa430dfeb631037f`
BLAKE2b-256	`ff0a7ecfe760a02ef9498c2f2e659b42077026bae1c3e578cac51895e9794868`

Hashes for grpphati_rs-0.2.0-pp37-pypy37_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for grpphati_rs-0.2.0-pp37-pypy37_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`476fc0457d2adca53fa92d45aa6a744f6023e07d755eacaa06392425f1cf9e38`
MD5	`459efe88ac47f7cfa29ab517cf23e3b7`
BLAKE2b-256	`ddd3ca5f51a7e125099a201a143f12d761b50217fc2b92753eac18629ba396a1`

Hashes for grpphati_rs-0.2.0-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for grpphati_rs-0.2.0-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`f158e3f983ec62e4e0e46c98e02b6f94e2e51512929f1c2c41bb8c8704d3c468`
MD5	`eeeb6ad2a96d78a75554fb0ed04fc718`
BLAKE2b-256	`dbdedf1f3b8cfde9e41202b15946f5e8839a09efa9efa35b4c77decd7a3bd4a8`

Hashes for grpphati_rs-0.2.0-pp37-pypy37_pp73-manylinux_2_12_i686.manylinux2010_i686.whl

Hashes for grpphati_rs-0.2.0-pp37-pypy37_pp73-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm	Hash digest
SHA256	`78aa5438249bed3d6109c241ed88875455eb5837a84ce66edb7865b1a559399a`
MD5	`2570b0936b7b764bb066a1fdf6417e7e`
BLAKE2b-256	`a066ccf04fae344af6f9274e432c536e2abbd3514505436e75d66b2cc232504f`

Hashes for grpphati_rs-0.2.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for grpphati_rs-0.2.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`070958db50fe399f84e198cb75b70a8f657e949681488122cfa8c8b0a53f18da`
MD5	`9261dca0dc941538dd34a517ed771e3e`
BLAKE2b-256	`9aa05aa76267564c132bf9705dcddca822add675d47994617ccf28b12a5b2bba`

Hashes for grpphati_rs-0.2.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for grpphati_rs-0.2.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`d7b719c41db34c9e0f4337178bd7a56d757259190d064ee1cef59249a3669b73`
MD5	`239e3afb32cd663d54c5fb579e71983e`
BLAKE2b-256	`743025c5c41b84532018cca8f9e838039f4504d1471d741f7eb3e4d7eb16d9c0`

Hashes for grpphati_rs-0.2.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for grpphati_rs-0.2.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`8833feade1425ddc5fd83736e96e6579a87739bf9b38f83efa5024ce3be0567b`
MD5	`4e67979ac9a9bbdd67166bbbc4e78dfb`
BLAKE2b-256	`62438b12aa3e4335cbbf3a0a544b7d8419ad144a648e13b0a585a09e47eb3a1d`

Hashes for grpphati_rs-0.2.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for grpphati_rs-0.2.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`6d328c5a170f6f654f05421f7b4fdb0a7ad78c3472a7380163ae440fa1a07536`
MD5	`c27c3cb516c4de418bc6df9e539866b9`
BLAKE2b-256	`05f970c067b5074e744626d7f767ce5fd6d5307b7c3fc807ef1121349e887d58`

Hashes for grpphati_rs-0.2.0-cp312-cp312-manylinux_2_12_i686.manylinux2010_i686.whl

Hashes for grpphati_rs-0.2.0-cp312-cp312-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm	Hash digest
SHA256	`ce90ef1f0faa6f3ce428b1516b053ed0f9a797169a42246771924c9899b4a789`
MD5	`6f195efedb07fd6dc576fed0ac32f767`
BLAKE2b-256	`b6207f612d6450f07dc4faef34aa4e72bee2a79c972d3aedfe68b6956c5e58dc`

Hashes for grpphati_rs-0.2.0-cp311-none-win_amd64.whl

Hashes for grpphati_rs-0.2.0-cp311-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`e6a25322eca1f6c62962f7caf01675c0c00c67a1d8785f83b170cc8f57a32cd5`
MD5	`112281ea53fc21d4b6ab4f713d722bb3`
BLAKE2b-256	`5da4d5b9335c349d4a8e42fdf37e5fac1e709955649fab240d4364c11adf9667`

Hashes for grpphati_rs-0.2.0-cp311-none-win32.whl

Hashes for grpphati_rs-0.2.0-cp311-none-win32.whl
Algorithm	Hash digest
SHA256	`8c0179c6f5c9c745c3ab8ffd64beefdd3b0f86a388e3a7de792fa3f83d912af5`
MD5	`5327961466e763e630f5a4a2221513fe`
BLAKE2b-256	`bf7a2a94020a3119c4c3e18a28854158b3f1e32acd02d882e69f0e3a5c8aef99`

Hashes for grpphati_rs-0.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for grpphati_rs-0.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`566b8dc7336b284b91624b7449ba602614e8ac46061d4ebca88e4c0bfd1d1b03`
MD5	`be085c4be4860adec37ca52ac31284c1`
BLAKE2b-256	`0c85b2595ad9d8639b8d915ea9060127de312450a794561c50acd7c587a9892d`

Hashes for grpphati_rs-0.2.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for grpphati_rs-0.2.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`946f77bd3efdfe160d609ca6ff5ed40e72f2f061c22225cdaf8796fb830e9746`
MD5	`a14caff9a30eaf406934022c5f05172c`
BLAKE2b-256	`a1a7ea22a69ead9b876a7b3c864e116826a7d05b32ae80993474b6d0653c2fa3`

Hashes for grpphati_rs-0.2.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for grpphati_rs-0.2.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`dc54b45c65879d895ec4a8075492cf2f36dbb43cd79227656ba6fa274a47b697`
MD5	`b35b7c42a57197cfb3c29c5d594ed405`
BLAKE2b-256	`1698b7c1155200fce1611c9c805f007ae739cc3d1bdb1f79760c7420e7e668d6`

Hashes for grpphati_rs-0.2.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for grpphati_rs-0.2.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`4c78217cae1c687e84c1614fdc0ec6b0974be87832a9b52bcc0d7cb92e496fa7`
MD5	`0b3b07948f722f9fb4f9866d589eeeb0`
BLAKE2b-256	`4b17e781ac01617ccd1bc5d2904212a342ae9fb0be9665a32801c2d9c6be78bc`

Hashes for grpphati_rs-0.2.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for grpphati_rs-0.2.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`a4891a366934b4247c44cc3231f1a2e542de3e575d30d8dc02bebfca08e6e25f`
MD5	`259224481517278e808d4dcc3570a2ba`
BLAKE2b-256	`3f65df3ae3c3a785bdc99ae8a941a539363246ce17ead151645f7ed64b4aa499`

Hashes for grpphati_rs-0.2.0-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.whl

Hashes for grpphati_rs-0.2.0-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm	Hash digest
SHA256	`fca8723745ea9b738cf71ab21815d34ff5b2b245becce0e1a1cc9d6649f4d2de`
MD5	`965f7fa05ca39c9c111e41bbc0aa2a91`
BLAKE2b-256	`c2c642e0236f754122b5d0195918ba807873ae3b758cce66c5e823bc3cddfe24`

Hashes for grpphati_rs-0.2.0-cp311-cp311-macosx_11_0_arm64.whl

Hashes for grpphati_rs-0.2.0-cp311-cp311-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`8545bd0104fb20d3f8a7918115734ee0433a5862af84d416e520cd6244555667`
MD5	`e846904ac89025af4981f51a33d3d33c`
BLAKE2b-256	`6e3317d3f1ca991cfd01ce8f5af7d6a12d0e3e20121530ba60093762a912d56c`

Hashes for grpphati_rs-0.2.0-cp311-cp311-macosx_10_7_x86_64.whl

Hashes for grpphati_rs-0.2.0-cp311-cp311-macosx_10_7_x86_64.whl
Algorithm	Hash digest
SHA256	`36395e942bbd1333bc39712c8e1265055ece345916efd38796ae4ea8f222c66e`
MD5	`664482dd4173527dd9eca9bd30115ff6`
BLAKE2b-256	`c9e9e9f1c8046838540bfc8917807a5c3815991387ab0be187b2206152c311de`

Hashes for grpphati_rs-0.2.0-cp310-none-win_amd64.whl

Hashes for grpphati_rs-0.2.0-cp310-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`2e876fb77b1b723a32ff5d3fbe456a88ea8cca6fa8a85f31bda162d45c1b516c`
MD5	`ac6b31fccd484a642e0d0404fd9587be`
BLAKE2b-256	`bc0b45fc2879fca384d13f128584edd554a16a673be79100c2aa0ca9c06b236c`

Hashes for grpphati_rs-0.2.0-cp310-none-win32.whl

Hashes for grpphati_rs-0.2.0-cp310-none-win32.whl
Algorithm	Hash digest
SHA256	`28ef91f933ef81eeb68f9c075194f9c26b42cc21cebca288be7558ea28c39a24`
MD5	`ced56e3263dd854eb5dcd7dba38da30c`
BLAKE2b-256	`e784156d8f1c5faf6b42664760041d112050e52fb7f15a1755fbbfb6471d06c7`

Hashes for grpphati_rs-0.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for grpphati_rs-0.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`68612543da3863969fdca498bcf6464df950cb974108dee22f10b13fa963d348`
MD5	`080cf3483d086c51d7aaadb2673d1d37`
BLAKE2b-256	`d4e910f7d74f2827fe2bdcf37209e4a58151d564c9bdc162be2176119bc6ed33`

Hashes for grpphati_rs-0.2.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for grpphati_rs-0.2.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`a10f77ad2fd4b41d0e6e35a3c3376edd1f177a1cdb517e2c138a354690c175c8`
MD5	`febf332ad461e387f65a00b5207c1d91`
BLAKE2b-256	`d85b225d7cf02861dbf24b3134174678e33541cc2b285d55a436662941439fc3`

Hashes for grpphati_rs-0.2.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for grpphati_rs-0.2.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`bcaa9ba11c6c73a4a45629de1622b021a6c11299a418943c9a58822764e42760`
MD5	`8d828e39c3a3dfa73d743397fe27b246`
BLAKE2b-256	`9b0093f3887ec18648c4594fa93f344e7ce3ea8ca56b07d0ff989298e181af06`

Hashes for grpphati_rs-0.2.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for grpphati_rs-0.2.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`9f71c6243bb4071e5287be634937f233ef2e92f6a8d215f3fba8067b1e1d07ee`
MD5	`02265d2cd96ed9da90ff1cdcfdaf9a59`
BLAKE2b-256	`5dcd229e4f691c80a0839a17c829a30a0009a45e1e9113221a2ceeea0e7bf032`

Hashes for grpphati_rs-0.2.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for grpphati_rs-0.2.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`4a3cda24ce6a93eff1abbc4ab9469c80fcf78baf152bf702a34f5f322ee0724e`
MD5	`547d7974e3db69e45700919d9423cd88`
BLAKE2b-256	`2fbab49f50c6785c21c625d530fd61facec19e80a3ff06241c6394aa10917237`

Hashes for grpphati_rs-0.2.0-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl

Hashes for grpphati_rs-0.2.0-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm	Hash digest
SHA256	`3704bae6ae2e8a6654b92c8d3e9e225cf62378f0f1580be752722dd2cb5b29f6`
MD5	`b56c1c52007e876e1e0374aa301a97c9`
BLAKE2b-256	`173fc83cc9a1c403799388c6bc9059254a8cf58fda947a1bd320e1e5e79c41b9`

Hashes for grpphati_rs-0.2.0-cp310-cp310-macosx_11_0_arm64.whl

Hashes for grpphati_rs-0.2.0-cp310-cp310-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`4435f1048fc341dd145f71d1f5c0acb48729e188f9efebd084d3d17b2931befe`
MD5	`df08e3b58a83b45617528b311f0a369b`
BLAKE2b-256	`dd8767bca047ed463acc93fa00c741e905d2a6d82c1d09cf589b49efa0ab2478`

Hashes for grpphati_rs-0.2.0-cp310-cp310-macosx_10_7_x86_64.whl

Hashes for grpphati_rs-0.2.0-cp310-cp310-macosx_10_7_x86_64.whl
Algorithm	Hash digest
SHA256	`dd65df6672af18b27149a22f5fe4d4b725be326c0970c885cd15501c346fbf9e`
MD5	`e1788a40f54270f3b160ee645cdec216`
BLAKE2b-256	`d34766a6d1708565fd27272aa86d15dc03251c28d203e09f5b6b04f4d33c4fad`

Hashes for grpphati_rs-0.2.0-cp39-none-win_amd64.whl

Hashes for grpphati_rs-0.2.0-cp39-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`220df282cc5aacde3c404a985677b566781b79978fdcb9aa635c1e7e8f522511`
MD5	`85cc4ca6ad7e8325dfc088e97fbd3a16`
BLAKE2b-256	`e1375fea2646638d69b405663036e2485f109464410e3dc4d22489877c4c8770`

Hashes for grpphati_rs-0.2.0-cp39-none-win32.whl

Hashes for grpphati_rs-0.2.0-cp39-none-win32.whl
Algorithm	Hash digest
SHA256	`d914a0ec985546721cb24c6fef189220e3a35bf4b31eb6cad58f90d4498bf109`
MD5	`46de8da61f2b72ec1ac6de583d28f35b`
BLAKE2b-256	`78e7c0b6b130770f8561d0374f7785bc7a2c97d85579107d6b28c26873efa3b7`

Hashes for grpphati_rs-0.2.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for grpphati_rs-0.2.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`7a0915a765508286f7a6a292791acb7b7774f2e98086063d3a18ee9a90062bf8`
MD5	`ce58da55c527d27b46808ad47e12327f`
BLAKE2b-256	`9bf7a2ca5011aff43d95c4494fb236fdea76fb673298c7fb6f10e267fa3d1baa`

Hashes for grpphati_rs-0.2.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for grpphati_rs-0.2.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`a40633b47b2840485f329005ebbf65ae4d280687d5dcfd2e8ff2366244d70845`
MD5	`cee051283e1506085fd02d8558deb530`
BLAKE2b-256	`c91ca3cb08294b15d4e929fa8a2b2ac27fb58c1446f2c727b8b0885fb8032cc1`

Hashes for grpphati_rs-0.2.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for grpphati_rs-0.2.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`e4765eddbc9f4ef9d76eeb73c04fc15e887f31883d9b33a8c81e5d3edc4e114f`
MD5	`24b7a0a481e6616f63c409a0398ff0ff`
BLAKE2b-256	`d3579e1acaad85cc955cd18da54cebf0f604573958e906219af0919c58238bf0`

Hashes for grpphati_rs-0.2.0-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for grpphati_rs-0.2.0-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`2092ab8256cb60badba24e74b5b9fac91dec06d9950cf17238db8912c5f792c0`
MD5	`0bce15931a0bf6f359b72be1d559dcde`
BLAKE2b-256	`4c16310b7e0a88fc7b7eb4b2595044af6d45e6b179af21b420d2b5a0a815f86d`

Hashes for grpphati_rs-0.2.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for grpphati_rs-0.2.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`88254c6a68f89cb6aad5f9848dcf37ae3f827f181040e0eea560428078c4a01b`
MD5	`591e8557ba48ecdf493335c44f5ec708`
BLAKE2b-256	`737992e2d7b2a60958dc41f6c3ee2e0ec15b1a5c0b1110c37c15da3582f043f4`

Hashes for grpphati_rs-0.2.0-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl

Hashes for grpphati_rs-0.2.0-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm	Hash digest
SHA256	`81f779f883d690084927c784f7378fe5a788b31a9f54606cacf76b26e6b29c2f`
MD5	`2affa54233bbbd9e6fc06c29f2851bd0`
BLAKE2b-256	`480a64fb199727664a961e15e3de5ba1230d84ca6684678f79e02322b566ba90`

Hashes for grpphati_rs-0.2.0-cp39-cp39-macosx_11_0_arm64.whl

Hashes for grpphati_rs-0.2.0-cp39-cp39-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`15a3682e4fe8c33ef270ab1f6a810921e07d486dee0a8716cbf4bf2e73693c99`
MD5	`3b064dde362b7071ef0b08b34445a1a0`
BLAKE2b-256	`7b1b87ce718935ea4f993cc07dd1ad4725e59fc5f86973776615bac22e7782f0`

Hashes for grpphati_rs-0.2.0-cp39-cp39-macosx_10_7_x86_64.whl

Hashes for grpphati_rs-0.2.0-cp39-cp39-macosx_10_7_x86_64.whl
Algorithm	Hash digest
SHA256	`4ca12000e90fdf10ac0caa91842f172ae63b70f32f0c8d99954d6763892233d4`
MD5	`b7718e29833cd498951c00d4f2a2ce6f`
BLAKE2b-256	`2d168c7e801c267262c9d47216bbbc164e1983a7bc18045b9dbc527ca2e73182`

Hashes for grpphati_rs-0.2.0-cp38-none-win_amd64.whl

Hashes for grpphati_rs-0.2.0-cp38-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`f152cb3ad587df2495e419a1f0fc5cc219df3302f789a2e76fa73c47aab8cf03`
MD5	`457d2b0afc6928cdef15a22e1a39d99d`
BLAKE2b-256	`c558c140ee0131cff32a947d2ea23f9f199e3cb2dfb691b5f730ef1aec422dc4`

Hashes for grpphati_rs-0.2.0-cp38-none-win32.whl

Hashes for grpphati_rs-0.2.0-cp38-none-win32.whl
Algorithm	Hash digest
SHA256	`a69d34cdb4331b86b93c11389da81d553adc7bce20655bfd00639890b913e1a4`
MD5	`83c530a7edf8d9b714cb3edd4fc716e9`
BLAKE2b-256	`71f78b9fed53c5c9e28d509bcc0287e2fd497fd7d1d431c14ae803b124a8991d`

Hashes for grpphati_rs-0.2.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for grpphati_rs-0.2.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`52f853bac9e59ed4619418eadf5cca816f6f8438a0be1e978f38dbb3223c7682`
MD5	`dd3b03f7891b601b787f48ed96f68e47`
BLAKE2b-256	`8ace308d2c81ac2465498f89235cd4ca1a8cc074ccb33e9ecfcf312ef96facf5`

Hashes for grpphati_rs-0.2.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for grpphati_rs-0.2.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`0ce97c1fc811b7f2eace2ae53cb38e301539a4edb6f8245df67bb4af4954c0d1`
MD5	`30030c1a206437d8188fe48ec8944910`
BLAKE2b-256	`66a7e176673191e1f453e2aefb1818d09dd6c68920a7145d636d1ce74f2683e5`

Hashes for grpphati_rs-0.2.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for grpphati_rs-0.2.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`a1ed85649d01fdf252b0877bf801d29aeb4340a2ab3999f48e640332e47d565e`
MD5	`8419ea1cf1717c1868f117296e7ac7a8`
BLAKE2b-256	`a5e24dde2dce3ebfd83d1e11fcc27d36c7b1e91b16f3c9ee25136a4cc4321ff3`

Hashes for grpphati_rs-0.2.0-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for grpphati_rs-0.2.0-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`2602144a13f43c48f4b4578459042af1be86d18147aaba35b3e5cee3dfc071e9`
MD5	`0f7707f27beb87afe1c5b0f01b8aedd9`
BLAKE2b-256	`749c08ffee76657a9404ab9c53af337d0873bbb5122519b0a7fd07ae45774c4b`

Hashes for grpphati_rs-0.2.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for grpphati_rs-0.2.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`a0025ea5ada2c5fa35ed4acbc3bc5a906b364bf9864a9bd60ec4975cb4d66a3c`
MD5	`7d481fc8899288a8d33b01d0b37b4eb6`
BLAKE2b-256	`8d5beaffa3f8dcd380849db8e0da181892cf6dcb140f7afad8840d50dec0da52`

Hashes for grpphati_rs-0.2.0-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl

Hashes for grpphati_rs-0.2.0-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm	Hash digest
SHA256	`bd6d5e3aa11da4ed61d44390e7c423b3d1a3a0b5ee846df63bbd86ba1953857a`
MD5	`168e413c2c51cbcbf7d323f5b19214cd`
BLAKE2b-256	`da08075525262c2c070958967de1efdd211d65f7d929ae24692912c764fdb4b9`

Hashes for grpphati_rs-0.2.0-cp37-none-win_amd64.whl

Hashes for grpphati_rs-0.2.0-cp37-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`71c3b7b53940a16091657fd3a9d0177360a57d1a6bd1b12552bcc5114ab9ea96`
MD5	`d83dbe00f6dec32ebb56ca2677f8e5be`
BLAKE2b-256	`c604622cbc72ec5a21743240bcbddd109285a7988ef0f43293c3cddb16ee0cf1`

Hashes for grpphati_rs-0.2.0-cp37-none-win32.whl

Hashes for grpphati_rs-0.2.0-cp37-none-win32.whl
Algorithm	Hash digest
SHA256	`171f4dd89a82b73e12755f462aa71e0e24a788cc668b51f6eb2f953ddc9eebaf`
MD5	`cc6f9ac7bed38c279c2a72fc70934a01`
BLAKE2b-256	`798bf4b81d4f3144f4a7c98daf32814b04b744a25c94625eed487f96877e0339`

Hashes for grpphati_rs-0.2.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for grpphati_rs-0.2.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`8aff4454a5c7c1809570db84607b4d35efede3ba548e89baf0c237b9074ad51b`
MD5	`32bd1b3ac2f5d178598954658da2f854`
BLAKE2b-256	`82e8398e7938de23c0a2f2a76aff9cbb4612ae13ecc3d063505ab498e89f00f3`

Hashes for grpphati_rs-0.2.0-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for grpphati_rs-0.2.0-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`f7177127fb51a1a54c05cffffec545009349169079ad136a1de46c2ded5109e1`
MD5	`cea485525041be553fbf031b10c89e31`
BLAKE2b-256	`97379145f9173f0e6bc415c12880fc764f5a80199f0e9e282f1d1ac297268697`

Hashes for grpphati_rs-0.2.0-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for grpphati_rs-0.2.0-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`7740fd083db72b13a9a982721c3d3e8da2dbcaaa350f3982bd0eab30644fdd10`
MD5	`43b6444ba517ff31dea510fed626783c`
BLAKE2b-256	`b53dd1466bf9f083eeaf6e251772aa058b4fb1b58ab56474a51642cb6a2ced3a`

Hashes for grpphati_rs-0.2.0-cp37-cp37m-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for grpphati_rs-0.2.0-cp37-cp37m-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`eb3a64e807505bd42d8476750b525b5ab653249154ef246e65b68ee42e537825`
MD5	`0a58bd060f12b09c1585a0cd5a2e0494`
BLAKE2b-256	`0691074f7062a8d609b5e7610f10e59399d7282fb814235014fb373d993229ce`

Hashes for grpphati_rs-0.2.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for grpphati_rs-0.2.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`03a07c3798e069dd8e9108cd24765c1a21c66e036f835ba6e360eb01668a0b39`
MD5	`03655572ff09071bec5f75baeb26b083`
BLAKE2b-256	`268db5d9a0b77fe1a15ad183732d141b9e48b44436d9dae04e65dcefe2babe0c`

Hashes for grpphati_rs-0.2.0-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.whl

Hashes for grpphati_rs-0.2.0-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm	Hash digest
SHA256	`3ea9e1dbceb352525fbac209a765019e2549e2de14eddcb062863026a2ae4442`
MD5	`65c8ecb9e93af0758e152cec9a399400`
BLAKE2b-256	`94144b1f71226f1db7eea7f239c6122087a38c18815bd9d5ac0df632905e18a9`