cyanure

optimization toolbox for machine learning

Project description

Cyanure is an open-source C++ software package with a Python 3 interface. The goal of Cyanure is to provide state-of-the-art solvers for learning linear models, based on stochastic variance-reduced stochastic optimization with acceleration mechanisms and Quasi-Newton principles. Cyanure can handle a large variety of loss functions (logistic, square, squared hinge, multinomial logistic) and regularization functions (l2, l1, elastic-net, fused Lasso, multi-task group Lasso). It provides a simple Python API, which should be fully compatible with scikit-learn.

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This version

1.1.0

Jun 26, 2023

1.0.0

Apr 21, 2022

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Hashes for cyanure-1.1.0.tar.gz
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Hashes for cyanure-1.1.0-cp311-cp311-win_amd64.whl

Hashes for cyanure-1.1.0-cp311-cp311-win_amd64.whl
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Hashes for cyanure-1.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for cyanure-1.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`5da028b66db43ba2b8e90dfb70d8571971c57af33aeb5d161348cd3a036bd2f5`
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Hashes for cyanure-1.1.0-cp311-cp311-macosx_11_0_arm64.whl

Hashes for cyanure-1.1.0-cp311-cp311-macosx_11_0_arm64.whl
Algorithm	Hash digest
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Hashes for cyanure-1.1.0-cp311-cp311-macosx_10_9_x86_64.whl

Hashes for cyanure-1.1.0-cp311-cp311-macosx_10_9_x86_64.whl
Algorithm	Hash digest
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Hashes for cyanure-1.1.0-cp310-cp310-win_amd64.whl

Hashes for cyanure-1.1.0-cp310-cp310-win_amd64.whl
Algorithm	Hash digest
SHA256	`1bd45daf3b9e606238e1d2fc562b5ce44101dff139814397b7c294f1699b6e68`
MD5	`b72654822dec5c75c34a8f600ca371c7`
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Hashes for cyanure-1.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for cyanure-1.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`472535628394e874f67e09bf45e445c6c26b007093f57d845ddc86664e4d69f0`
MD5	`4fe105f2e003d4a666d25239e83d4e79`
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Hashes for cyanure-1.1.0-cp310-cp310-macosx_11_0_arm64.whl

Hashes for cyanure-1.1.0-cp310-cp310-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`f14ec35e94c8f0fb985689209d80113db86234d7950f36eda5eca1118aeb9a38`
MD5	`c3d66c92ee384395e86fa409b5cd5793`
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Hashes for cyanure-1.1.0-cp310-cp310-macosx_10_9_x86_64.whl

Hashes for cyanure-1.1.0-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`3cd58465a3f2382d9d65a97b713e1fbbabcdc7c43e7ce739d617445d98610152`
MD5	`501b7d2e30d0a10e3d197046e724248c`
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Hashes for cyanure-1.1.0-cp39-cp39-win_amd64.whl

Hashes for cyanure-1.1.0-cp39-cp39-win_amd64.whl
Algorithm	Hash digest
SHA256	`f1bb45f9ac790d03afd2b2ee3ce7e8d4eb02ab1fe4ea741ba9a71980cf138bae`
MD5	`14a429125fa29c545188e6ee76048687`
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Hashes for cyanure-1.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for cyanure-1.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`08cff9fd4eed649246b8703f6be70231d698361562bf95d3930cc2e15b39ffdd`
MD5	`b2c2ea8373a02f72372288625a96410c`
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Hashes for cyanure-1.1.0-cp39-cp39-macosx_11_0_arm64.whl

Hashes for cyanure-1.1.0-cp39-cp39-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`5c90aa24468d5192a287cf1e553881142aa948a24dc4b336f0d31b4d4bf100ea`
MD5	`047fbb597096a568965f75f7cfa2039e`
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Hashes for cyanure-1.1.0-cp39-cp39-macosx_10_9_x86_64.whl

Hashes for cyanure-1.1.0-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`7053cbb4e49324f58a25456b8b882be7b18825fa013c24b11a6d2e34932268f0`
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Hashes for cyanure-1.1.0-cp38-cp38-win_amd64.whl

Hashes for cyanure-1.1.0-cp38-cp38-win_amd64.whl
Algorithm	Hash digest
SHA256	`4e8909dbef6cf57b0a1393839c6f4f5cd4beb367ac6c37103a90edb72193688e`
MD5	`fdfb0c909a357ad555ecb41523b25397`
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Hashes for cyanure-1.1.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for cyanure-1.1.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`7405418170c0819f8f91ed4a93a0248e1c354c58211408fa93bf223fc0d76a10`
MD5	`8a5d13c97237781f08fa425d62ea1f98`
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Hashes for cyanure-1.1.0-cp38-cp38-macosx_11_0_arm64.whl

Hashes for cyanure-1.1.0-cp38-cp38-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`90efc276b8e9bfe6070e4fa9ab2e66b818ac91f842a0a0571e3ed60d8e63f2cb`
MD5	`91cb92cb67720511203b3cb94ea4dedd`
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Hashes for cyanure-1.1.0-cp38-cp38-macosx_10_9_x86_64.whl

Hashes for cyanure-1.1.0-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`2fe02197313606a7f8bf74e74fd32d02356920267fade0f23569cbdb4e4bc9f8`
MD5	`b4dfab83749564ee4a0a7f2e47b83031`
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Hashes for cyanure-1.1.0-cp37-cp37m-win_amd64.whl

Hashes for cyanure-1.1.0-cp37-cp37m-win_amd64.whl
Algorithm	Hash digest
SHA256	`901f143910086dbdbc8c17f11fbf863a488461bbf3653895bce706f94026a240`
MD5	`15ceda32adfd583e66c8a5e5a6d802d8`
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Hashes for cyanure-1.1.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for cyanure-1.1.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`129e93483c61ad7fcd875776cf21424901c92244d4d4f89598cf99e9af399017`
MD5	`bdf4e8f428d604e5dd71281fdb807318`
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Hashes for cyanure-1.1.0-cp37-cp37m-macosx_10_9_x86_64.whl

Hashes for cyanure-1.1.0-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm	Hash digest
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Hashes for cyanure-1.1.0-cp36-cp36m-win_amd64.whl

Hashes for cyanure-1.1.0-cp36-cp36m-win_amd64.whl
Algorithm	Hash digest
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Hashes for cyanure-1.1.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`5a677bf9b68c39c21125148bb97d3fafbabbf5e496286839f90b5f420abac9dc`
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Hashes for cyanure-1.1.0-cp36-cp36m-macosx_10_9_x86_64.whl
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