mlinsights

View on PyPIReverse Dependencies (5)

0.5.0 mlinsights-0.5.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
mlinsights-0.5.0-cp311-cp311-win_amd64.whl
mlinsights-0.5.0-cp311-cp311-macosx_10_15_x86_64.whl
mlinsights-0.5.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
mlinsights-0.5.0-cp310-cp310-win_amd64.whl
mlinsights-0.5.0-cp310-cp310-macosx_10_15_x86_64.whl

Wheel Details

Project: mlinsights
Version: 0.5.0
Filename: mlinsights-0.5.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Download: [link]
Size: 1796086
MD5: 47217888de3cf36bd6415a605985510d
SHA256: c62991e600fc611eabeecd707abc80ab583d5f83bd0ccbff5aa0305f55f8594c
Uploaded: 2023-11-05 12:20:21 +0000

dist-info

METADATA

Metadata-Version: 2.1
Name: mlinsights
Version: 0.5.0
Summary: Extends the list of supported operators in onnx reference implementation and onnxruntime, or implements faster versions in C++.
Author: Xavier Dupré
Author-Email: Xavier Dupré <xavier.dupre[at]gmail.com>
Home-Page: https://github.com/sdpython/mlinsights
Project-Url: homepage, https://sdpython.github.io/doc/mlinsights/dev/
Project-Url: documentation, https://sdpython.github.io/doc/mlinsights/dev/
Project-Url: repository, https://github.com/sdpython/mlinsights/
Project-Url: changelog, https://sdpython.github.io/doc/mlinsights/dev/CHANGELOGS.html
License: Copyright (c) 2017-2023, Xavier Dupré Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
Keywords: onnx,cython,scikit-learn,machine-learning
Classifier: Intended Audience :: Science/Research
Classifier: Intended Audience :: Developers
Classifier: License :: OSI Approved :: MIT License
Classifier: Programming Language :: C
Classifier: Programming Language :: Python
Classifier: Topic :: Software Development
Classifier: Topic :: Scientific/Engineering
Classifier: Development Status :: 5 - Production/Stable
Classifier: Operating System :: Microsoft :: Windows
Classifier: Operating System :: POSIX
Classifier: Operating System :: Unix
Classifier: Operating System :: MacOS
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.9
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Requires-Python: >=3.9
Requires-Dist: numpy
Requires-Dist: onnx (>=1.14.0)
Requires-Dist: scipy
Requires-Dist: autopep8; extra == "dev"
Requires-Dist: black; extra == "dev"
Requires-Dist: clang-format; extra == "dev"
Requires-Dist: cmakelang; extra == "dev"
Requires-Dist: coverage; extra == "dev"
Requires-Dist: cython; extra == "dev"
Requires-Dist: cython-lint; extra == "dev"
Requires-Dist: flake8; extra == "dev"
Requires-Dist: furo; extra == "dev"
Requires-Dist: isort; extra == "dev"
Requires-Dist: joblib; extra == "dev"
Requires-Dist: lightgbm; extra == "dev"
Requires-Dist: matplotlib; extra == "dev"
Requires-Dist: onnx-array-api; extra == "dev"
Requires-Dist: onnxruntime; extra == "dev"
Requires-Dist: pandas; extra == "dev"
Requires-Dist: psutil; extra == "dev"
Requires-Dist: pytest; extra == "dev"
Requires-Dist: pytest-cov; extra == "dev"
Requires-Dist: ruff; extra == "dev"
Requires-Dist: scikit-learn (>=1.3.0); extra == "dev"
Requires-Dist: skl2onnx (>=1.14.1); extra == "dev"
Requires-Dist: sphinx; extra == "dev"
Requires-Dist: sphinx-gallery; extra == "dev"
Requires-Dist: sphinx-issues; extra == "dev"
Requires-Dist: sphinx-runpython; extra == "dev"
Requires-Dist: tqdm; extra == "dev"
Requires-Dist: wheel; extra == "dev"
Provides-Extra: dev
Description-Content-Type: text/x-rst
License-File: LICENSE.txt
[Description omitted; length: 2482 characters]

WHEEL

Wheel-Version: 1.0
Generator: bdist_wheel (0.41.3)
Root-Is-Purelib: false
Tag: cp311-cp311-manylinux_2_17_x86_64
Tag: cp311-cp311-manylinux2014_x86_64

RECORD

Path Digest Size
mlinsights/ext_test_case.py sha256=mjTVxEQbYjvXJSepwSKo9Yq2ObUz70BChwHdmavLItE 18033
mlinsights/_config.py sha256=aIYG-MZnEbQRIGunPYvwbQHJ9169IA6cVBObSILpPfU 309
mlinsights/__init__.py sha256=wYJU5g-AkI_PTrnoSmxW4jR_ZWH-eiXcCuoerpRFOOY 216
mlinsights/plotting/visualize.py sha256=oGV3Z70_T1adXLkM34RUp6X2IfVGXLi5H1M5C1cZLEw 13042
mlinsights/plotting/gallery.py sha256=Hv9DeGnSgOKUu3vMyLOXUD-XUqs7MzENwJpPVURKxpw 3055
mlinsights/plotting/__init__.py sha256=6ngHu_HqkLh0Gh4NfG4T1AaWyCTpvJdeYccOHutSHbc 91
mlinsights/mlmodel/classification_kmeans.py sha256=UWkPPK2-RzxSiA5kv2y3-PSYePLsBHjybdBr6kbS6sI 5364
mlinsights/mlmodel/direct_blas_lapack.cpython-311-x86_64-linux-gnu.so sha256=h7L2gZFsmL4pnHrEsiOEcuWv40LJ9by_dGM8t8JIHyc 253817
mlinsights/mlmodel/kmeans_constraint.py sha256=UvQLKSVKI8FL7p7gdG8ccPDCzVawv5M7LO7-PLHmhcU 10009
mlinsights/mlmodel/predictable_tsne.py sha256=9jWC_PcemP-nQCZWRVXh_OpTVW5ntzsvfJvVAgVyj60 5822
mlinsights/mlmodel/kmeans_l1.py sha256=rQcSVHFeyhFqmRPl3R7NFTR4BeBKwoRK5G5MM-hU6rA 27973
mlinsights/mlmodel/sklearn_transform_inv.py sha256=OWT6lMgQB9QgaXNwet_TQWkpCYUWs15cMwIYF1OSl9c 824
mlinsights/mlmodel/ml_featurizer.py sha256=VU9q3luH9U65RbOrTdBqoAh5QUQjlN-vXiFRg1-iJHg 6773
mlinsights/mlmodel/piecewise_tree_regression_criterion_fast.pyx sha256=ozlkPvyUGhZUe-kBkHeG8t6WgmjBwbNDN3mR9t9nzBE 7260
mlinsights/mlmodel/piecewise_tree_regression_criterion.pyx sha256=O2tnpYeh8hxWDSTA2_AptNzg64yZvsk78micii3yZ0E 7693
mlinsights/mlmodel/piecewise_tree_regression_criterion.cpython-311-x86_64-linux-gnu.so sha256=2GsRr8MP9MlxgoSr8CkD70lK1lsmC5QSCNK3Gpv4SbA 266209
mlinsights/mlmodel/decision_tree_logreg.py sha256=tZjKVKq7H2vu5Qn49BDieLle7Wl9y3OF5c4YeULkiYo 18859
mlinsights/mlmodel/quantile_mlpregressor.py sha256=NgCjahzN90p5hkJ3kCbU8Z5clu7xLhj8A8p6vb7BKpg 18531
mlinsights/mlmodel/_piecewise_tree_regression_common.pxd sha256=7sq8RApyM1rX1K4ltApXJKRWVh3w-tEWJpR-EI2yGSA 973
mlinsights/mlmodel/piecewise_tree_regression_criterion_linear.cpython-311-x86_64-linux-gnu.so sha256=reQj_2qE_16h7ay_3BODcSt-JpPqWD1Bd8102G5jnro 298897
mlinsights/mlmodel/quantile_regression.py sha256=XPBnUD6Z5wCNSP4SeTGa5dH7rItiNIFEeTPZL0nMuTk 7528
mlinsights/mlmodel/piecewise_tree_regression_criterion_linear.cpp sha256=Ngm60AznDyG2QFXy24ctlg9aAXezYuToXfDS8O_efZA 1361608
mlinsights/mlmodel/_piecewise_tree_regression_common.pyx sha256=fzmdZIloNRpOBMlxhS6te2nok0-kB-w6a_JIebDLKgw 13193
mlinsights/mlmodel/_extended_features_polynomial.py sha256=9WEnrWDgWEHcnR5XRyGLxSh6FhzOwoPC1EZ5xmyXPak 2140
mlinsights/mlmodel/extended_features.py sha256=4a2S1eHEsIqAtRHR0tPdYvhryFibw-_-j293pURu5-0 7016
mlinsights/mlmodel/sklearn_testing.py sha256=GeIqb_i1UJNz8E2LSGdRy8RHiyHgyxK5BZF03_ZnFK4 11084
mlinsights/mlmodel/piecewise_estimator.py sha256=Sc2OACUpRuR-uZu_qtxDlUBBTKu2YKXSu16KQ2mZxXQ 16122
mlinsights/mlmodel/transfer_transformer.py sha256=Z8XCCtY4SeTcoAfrVVaLmDNbo_pcXe2-TnecwCwmErA 3359
mlinsights/mlmodel/_kmeans_022.py sha256=dC5IVs-zbMv3mJYh9LoZW7j9Okby6sZGUQUCyNsu59M 10687
mlinsights/mlmodel/piecewise_tree_regression_criterion_linear.pyx sha256=xg3S-aTvEvuJhrQiy5qE_sVBKF1fbJziDoM4FZOUv5U 12728
mlinsights/mlmodel/piecewise_tree_regression_criterion.cpp sha256=n_recYrFoV3zKWd_Fr3Z5A3Ps6KZ7dOiZddkWWoyfV8 1251438
mlinsights/mlmodel/__init__.py sha256=vJ7WpqEofjZLLfOLW4eZk_Ydz7My-ANJnCAs_HEcXgk 1213
mlinsights/mlmodel/categories_to_integers.py sha256=ANl8u-kGXhAHsvtXHyRc5uPxFT6Ln7RzdDAWDzHVb1w 7677
mlinsights/mlmodel/sklearn_text.py sha256=VmdpI224y3iXEZzpaqvPRooE_iEUWMxA9x2dTzlW5P8 5764
mlinsights/mlmodel/anmf_predictor.py sha256=YFO2XaSfjr7sDO-PJ1miPEmNe7WnVXd5ifkwAuYpEVw 3457
mlinsights/mlmodel/_piecewise_tree_regression_common.cpython-311-x86_64-linux-gnu.so sha256=bxG3_6oKN2s9NMnH0uNX42npy7W4F3fDtq-vugn8i4o 335721
mlinsights/mlmodel/_kmeans_constraint_.py sha256=qko9uxUA0rl_sot4jO9Iw_qX_KlBbSzYk10BEtnD3ZE 25316
mlinsights/mlmodel/piecewise_tree_regression_criterion_fast.cpython-311-x86_64-linux-gnu.so sha256=OlzP3JqnGTzgl9HSesZVIQBTyg7d02Y69dFW1ehq-6c 253753
mlinsights/mlmodel/direct_blas_lapack.pyx sha256=Vbacfezpwes29ukn4Vi1z621HCaZtm-tGe1dOivMg5Y 3881
mlinsights/mlmodel/_piecewise_tree_regression_common.cpp sha256=pCVJZYrOfMXze86_5euHSPpDu5GzcPopw8XZDZqXyzI 1427649
mlinsights/mlmodel/piecewise_tree_regression_criterion_fast.cpp sha256=SPEVIrwGBRaGRJA5JyTg2FUG_4NqGhgd589b5fuZQy4 1241560
mlinsights/mlmodel/piecewise_tree_regression.py sha256=QDa341a79avACJEFXYxnS-KAhANPNwFzq_wzu0x5kaU 7318
mlinsights/mlmodel/sklearn_transform_inv_fct.py sha256=54gYPL2uZtt0AXoCuR5a7uffI4eH3N4fOuAiwRft4fU 7440
mlinsights/mlmodel/direct_blas_lapack.cpp sha256=WadE4HRcumCapZznv9lGdSO0PcckEqLGvkQbi4UVzYw 1111265
mlinsights/mlmodel/target_predictors.py sha256=0OxAz8l6EcjfidAHBJo3UkFgf3vkakDEpPDGt2SC35U 10227
mlinsights/mlmodel/interval_regressor.py sha256=scWRJx3OSKB0ZOLpyLRG4cPxxneBse5jTM4UTP88CT8 4655
mlinsights/sklapi/sklearn_base_regressor.py sha256=vSwtAjaTGRufpY4dcdF0NyF9LbXroPM49PE7dppVdVA 922
mlinsights/sklapi/sklearn_base_transform_stacking.py sha256=bk8F7QmXZCujPODJWcIme8gKdVLNL7JQwH6c-9VxxgA 6574
mlinsights/sklapi/sklearn_base_transform.py sha256=YQpS3Y1xkWoga47jUszbY5kgarJ3P3Yu8dOw2TLfE7w 1144
mlinsights/sklapi/sklearn_base_transform_learner.py sha256=YOrxm2hcMVPuUHk8oTL670GgvwjR33Kf3Tur_NyLK0c 6297
mlinsights/sklapi/sklearn_parameters.py sha256=ICl2Al2ACcjWkdCrcF1tO9AN0ly0tJ3XscIrqE_IwOc 1510
mlinsights/sklapi/sklearn_base_learner.py sha256=8m7c35Rdm0_EWbsHU1UDabBR-Q-zq_9uKuEwygqMHIM 1826
mlinsights/sklapi/__init__.py sha256=UqYNo2SWM9t-v6QJocnAfFsFIj1TPGmUOavh-4ibu-I 377
mlinsights/sklapi/sklearn_base_classifier.py sha256=oorrm_Vh1knMNeFDazG4qUxECl81kAkcQaLeMgPoVx0 1268
mlinsights/sklapi/sklearn_base.py sha256=CzaKNLl5aMIxIpEslnRYc74a2fWPZXgMPuUA5H95t4g 4716
mlinsights/mltree/_tree_digitize.cpp sha256=1FE5gCuYH0eCVScS71fHhiCi6dMM4eMTDcGR3agMlqE 1099966
mlinsights/mltree/_tree_digitize.pyx sha256=DBwdyfV2lPtN8HGsSNauY3-8Co4xIJEJE_B2AFhoXTM 1738
mlinsights/mltree/_tree_digitize.cpython-311-x86_64-linux-gnu.so sha256=SSsg52DiOL8C1QtLszaKZdizIjQ92gnrU_2QE-Pr7VM 241425
mlinsights/mltree/tree_structure.py sha256=CsWkUW0xkrCFLffWqvNTu6Rjh2SWxinNNmaumgugFj4 9456
mlinsights/mltree/__init__.py sha256=WBgw2mVhQQODeF_p1VF4COubYVX1vpp4JLFyOLYofIo 162
mlinsights/mltree/tree_digitize.py sha256=IPna32Rla8vVxejBZwVro6NcPVynzWHS4Ul9chZ6t8A 5046
mlinsights/timeseries/datasets.py sha256=sq6kwR7XmpjJOlas8MZQHWs63xHfPXG0g0TFIP39c3s 1239
mlinsights/timeseries/preprocessing.py sha256=sLVPRAZq0ffyqllNLt3veXdBUE6NJ1vwLxEEjA4SMZU 3312
mlinsights/timeseries/agg.py sha256=rtoEgGju5Tj0ysKTaC3F3C2KGTRMi3aiTdiymP7QCCY 3106
mlinsights/timeseries/utils.py sha256=ZduMVDzGIWIyHJi9alRGyKkJSM6kT2zNU0zREXFnVX0 7429
mlinsights/timeseries/ar.py sha256=Rc8HM3d1gjkI0UkKEriLAuieb3YZcXim-QchFIO8jsY 2804
mlinsights/timeseries/patterns.py sha256=iQXdjTTZSuVY2BVow3yKdjWc0KZwfOgOKlJ_GmaPaZQ 2894
mlinsights/timeseries/base.py sha256=n5N4UL6JXGI6vORK3fdDretQSbOV40LVXLotfoZDm0s 6107
mlinsights/timeseries/dummies.py sha256=j-zIZsubgvo2PAe7OBtCeFJ3Dq28YQ38NXIplwJLXyo 2422
mlinsights/timeseries/metrics.py sha256=784os15KAH9HKFV3RHKn28Rw8wObw616oZCXQlTmlQc 1412
mlinsights/timeseries/__init__.py sha256=-_vO6xXcd2Zh5sMREPy9psOuAOsP_2JQM8eoMev7r1U 70
mlinsights/timeseries/plotting.py sha256=UPUN3QfaNXuE-yLEm91o4aLnkc5KdIYb-hiy7YXRg3s 6104
mlinsights/metrics/scoring_metrics.py sha256=UcmxARo9VBbMiWPsu-3BjlVf86P2AHYq8DWsd4zp5qk 3241
mlinsights/metrics/correlations.py sha256=mucaLUXVrFZDNQnUt56e8l0Xvqjwc595q8x8ANzsX5o 5733
mlinsights/metrics/__init__.py sha256=kJHerqrnDhzvKz8tgPKkGazIkLGITOe_hj8b5YcwzCM 99
mlinsights/helpers/pipeline.py sha256=hRa0Dyr4PSQv2QdrP19p5RGEgItl3tjumMPvFqPPbAc 7903
mlinsights/helpers/parameters.py sha256=hA-l0ZK9plOjZvQJaOVV88GUNg2rVt0b_jEGeEFaYMc 1137
mlinsights/helpers/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
mlinsights/mlbatch/cache_model.py sha256=KIeLPV_WuPQ-hptgOLNMbndEqQMkaO0yHfjdyTuU0o0 3950
mlinsights/mlbatch/pipeline_cache.py sha256=lDbZ6Q8OHh9aQHNZYF_7oXYBpKiP7vU1g4SN6q9Udxw 5022
mlinsights/mlbatch/__init__.py sha256=9vt8nSLKqPTj2Wy92P2ZskFYPZyM9OyVzscnQQysprc 75
mlinsights/search_rank/search_engine_vectors.py sha256=dINXqERcBigLCRIp8vMCSMpnh4SVyl7hB2Ha7VGrnX4 9511
mlinsights/search_rank/search_engine_predictions_images.py sha256=rxbEGqciEJqlq_y0XeyfWIM5lEH-mJ3H9dfijE_o1uA 4206
mlinsights/search_rank/search_engine_predictions.py sha256=11Jg3hi8n0ftwrLg29lhkB0zG-trF9ZZcpKDvooZj2E 3208
mlinsights/search_rank/__init__.py sha256=iLuCAlEERJ3nByi27p3BfUJ3JTR0Osz9k0eHGbwkD3k 193
mlinsights-0.5.0.dist-info/WHEEL sha256=NBb6zYgaqXt9sE87hd0-WxqkAf9vQCbcEZFPBuCKxeA 152
mlinsights-0.5.0.dist-info/LICENSE.txt sha256=MaqRtvTEDhm9YCuPRVr8z2FnBMhnf6Kqy2jdgnEpe3E 1065
mlinsights-0.5.0.dist-info/RECORD
mlinsights-0.5.0.dist-info/top_level.txt sha256=RCrYYquktBM_E1dRTKnr9U1gLel9E_ZsU166Nu0ihOE 11
mlinsights-0.5.0.dist-info/METADATA sha256=Beyrf2Fx3BwKf27g7oRLABzGSaFmJOzLDQp8MNC9uss 6451
mlinsights.libs/libgomp-a34b3233.so.1.0.0 sha256=On6uznIxkRvi-7Gz58tMtcLg-E4MK7c3OUcrWh_uyME 168193

top_level.txt

mlinsights