optuna

View on PyPIReverse Dependencies (583)

4.2.1 optuna-4.2.1-py3-none-any.whl

Wheel Details

Project: optuna
Version: 4.2.1
Filename: optuna-4.2.1-py3-none-any.whl
Download: [link]
Size: 383562
MD5: 222b302de2f73c71f9e8dc2f420599eb
SHA256: 6d38199013441d3f70fac27136e05c0188c5f4ec3848db708ac311cbdeb30dbf
Uploaded: 2025-02-12 07:57:23 +0000

dist-info

METADATA

Metadata-Version: 2.2
Name: optuna
Version: 4.2.1
Summary: A hyperparameter optimization framework
Author: Takuya Akiba
Project-Url: homepage, https://optuna.org/
Project-Url: repository, https://github.com/optuna/optuna
Project-Url: documentation, https://optuna.readthedocs.io
Project-Url: bugtracker, https://github.com/optuna/optuna/issues
Classifier: Development Status :: 5 - Production/Stable
Classifier: Intended Audience :: Science/Research
Classifier: Intended Audience :: Developers
Classifier: License :: OSI Approved :: MIT License
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.8
Classifier: Programming Language :: Python :: 3.9
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Classifier: Programming Language :: Python :: 3.12
Classifier: Programming Language :: Python :: 3.13
Classifier: Programming Language :: Python :: 3 :: Only
Classifier: Topic :: Scientific/Engineering
Classifier: Topic :: Scientific/Engineering :: Mathematics
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
Classifier: Topic :: Software Development
Classifier: Topic :: Software Development :: Libraries
Classifier: Topic :: Software Development :: Libraries :: Python Modules
Requires-Python: >=3.8
Requires-Dist: alembic (>=1.5.0)
Requires-Dist: colorlog
Requires-Dist: numpy
Requires-Dist: packaging (>=20.0)
Requires-Dist: sqlalchemy (>=1.4.2)
Requires-Dist: tqdm
Requires-Dist: PyYAML
Requires-Dist: asv (>=0.5.0); extra == "benchmark"
Requires-Dist: cma; extra == "benchmark"
Requires-Dist: virtualenv; extra == "benchmark"
Requires-Dist: black; extra == "checking"
Requires-Dist: blackdoc; extra == "checking"
Requires-Dist: flake8; extra == "checking"
Requires-Dist: isort; extra == "checking"
Requires-Dist: mypy; extra == "checking"
Requires-Dist: mypy_boto3_s3; extra == "checking"
Requires-Dist: types-PyYAML; extra == "checking"
Requires-Dist: types-redis; extra == "checking"
Requires-Dist: types-setuptools; extra == "checking"
Requires-Dist: types-tqdm; extra == "checking"
Requires-Dist: typing_extensions (>=3.10.0.0); extra == "checking"
Requires-Dist: ase; extra == "document"
Requires-Dist: cmaes (>=0.10.0); extra == "document"
Requires-Dist: fvcore; extra == "document"
Requires-Dist: kaleido (<0.4); extra == "document"
Requires-Dist: lightgbm; extra == "document"
Requires-Dist: matplotlib (!=3.6.0); extra == "document"
Requires-Dist: pandas; extra == "document"
Requires-Dist: pillow; extra == "document"
Requires-Dist: plotly (>=4.9.0); extra == "document"
Requires-Dist: scikit-learn; extra == "document"
Requires-Dist: sphinx; extra == "document"
Requires-Dist: sphinx-copybutton; extra == "document"
Requires-Dist: sphinx-gallery; extra == "document"
Requires-Dist: sphinx-notfound-page; extra == "document"
Requires-Dist: sphinx_rtd_theme (>=1.2.0); extra == "document"
Requires-Dist: torch; extra == "document"
Requires-Dist: torchvision; extra == "document"
Requires-Dist: boto3; extra == "optional"
Requires-Dist: cmaes (>=0.10.0); extra == "optional"
Requires-Dist: google-cloud-storage; extra == "optional"
Requires-Dist: matplotlib (!=3.6.0); extra == "optional"
Requires-Dist: pandas; extra == "optional"
Requires-Dist: plotly (>=4.9.0); extra == "optional"
Requires-Dist: redis; extra == "optional"
Requires-Dist: scikit-learn (>=0.24.2); extra == "optional"
Requires-Dist: scipy; extra == "optional"
Requires-Dist: torch; python_version <= "3.12" and extra == "optional"
Requires-Dist: grpcio; extra == "optional"
Requires-Dist: protobuf (>=5.28.1); extra == "optional"
Requires-Dist: coverage; extra == "test"
Requires-Dist: fakeredis[lua]; extra == "test"
Requires-Dist: kaleido (<0.4); extra == "test"
Requires-Dist: moto; extra == "test"
Requires-Dist: pytest; extra == "test"
Requires-Dist: scipy (>=1.9.2); extra == "test"
Requires-Dist: torch; python_version <= "3.12" and extra == "test"
Requires-Dist: grpcio; extra == "test"
Requires-Dist: protobuf (>=5.28.1); extra == "test"
Provides-Extra: benchmark
Provides-Extra: checking
Provides-Extra: document
Provides-Extra: optional
Provides-Extra: test
Description-Content-Type: text/markdown
License-File: LICENSE
License-File: LICENSE_THIRD_PARTY
[Description omitted; length: 12954 characters]

WHEEL

Wheel-Version: 1.0
Generator: setuptools (75.8.0)
Root-Is-Purelib: true
Tag: py3-none-any

RECORD

Path Digest Size
optuna/__init__.py sha256=5JkwbAss9yubCeE9GZdC2oACSWDpLVybFrVL_UXB_18 1391
optuna/_callbacks.py sha256=8SqPFOIwniSMrSC0XAzUk1kTKjMEBehSMdqEhY6KLao 1955
optuna/_convert_positional_args.py sha256=b0SX3aJ_shAQRbuBfMn7M0Mf8AKTTnrku2Eb1TtN6m0 3284
optuna/_deprecated.py sha256=XCqpzyD5LqIhapaChLana4YlFuhH_KMM6960jeBsKWk 6954
optuna/_experimental.py sha256=XikSdn2fWUjC4o7vt3rZek9X2ybYv4ANVF3agbVZpeE 4056
optuna/_imports.py sha256=LBnqBJe21U5ttyHZTOcWG5eJCjvYP_OQPRHoIxxCrUE 4169
optuna/_transform.py sha256=RYDwP9IzgmL6bUpHtvGjmVATSDWy8N-pbgG-yUL6T9w 11926
optuna/_typing.py sha256=MSqtC159dX554mlXNk42I5XXxoM4GGXHKyJMgRrmlJo 299
optuna/cli.py sha256=v53nzisdV2ybzNYgGZzAPHrMoDgd4fGcgKdBs_D4wCA 34532
optuna/distributions.py sha256=oUDk5C8v1gd9f9IBwtHo5HzUunbf0RE1ZhaRn7_vfuw 28280
optuna/exceptions.py sha256=sZR5fL9RaqqSN2JS21wkErpVpEC-StKXbpsK1X-y2-s 2442
optuna/logging.py sha256=04MQ8bUVvlvNSpid_TbvUVQL1JBj3uANdE2NeklqE0c 10457
optuna/progress_bar.py sha256=5mJdBYehmCkL4b9fkUhfK1_tF361wwqjUHNN2nOy59Q 4236
optuna/py.typed sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
optuna/version.py sha256=VOZQXJJgKJWk3sL90fY4DfBIyLB4nT1vLtvU5G_1lSo 22
optuna/_gp/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
optuna/_gp/acqf.py sha256=BaIU873qvtGV_o3wSVGuPVjbL5wc06jbZpOkm4umepU 7126
optuna/_gp/gp.py sha256=D5MlzsVrsajcVBFgwFZSXwPnMwN9h5eq1Q_JLAnEdPk 10830
optuna/_gp/optim_mixed.py sha256=cKiEXSkgIWfcFQXxrvJIDDtz2WCakHu6ApZ1ey55t5M 12596
optuna/_gp/optim_sample.py sha256=0_49NrLEZ5HOXpgufz1BlkCImFY478PusZfms0qe4Ek 577
optuna/_gp/prior.py sha256=MB9CWlSn1MAqv2Gfgba62iN0XstGXIpj8oODmktErCU 1136
optuna/_gp/search_space.py sha256=jC7TwAiamg3MBVPksJ2H4X9kbyz9BAREKQZM-b_zx3Y 6424
optuna/_hypervolume/__init__.py sha256=zwaWA-FrCV0NyKF-f3D0A730i0dveaIOb5obXJX2tmU 156
optuna/_hypervolume/hssp.py sha256=xX43YWz6ZfXPNyFW3kDWl38EzghRXBD2HILrcWSA_bs 6264
optuna/_hypervolume/wfg.py sha256=x5DTGTJOyw9Qu6xkb2nCc98hUhnBt_Is8ePSwc2BhEM 6475
optuna/artifacts/__init__.py sha256=it0OgFgV33qE59RvfauKsmCGm9UbeVVhP45oLDfTSmE 657
optuna/artifacts/_backoff.py sha256=dJLbLw5Sl0OTLGV4ijIaWLc2pPv6gCGKjbMzXa60IgI 3716
optuna/artifacts/_boto3.py sha256=-lFkloK7NR5C6OCeRL3RbbRHrqE2SrysfhOnJh8G-o4 3538
optuna/artifacts/_download.py sha256=9ff97FIcAAhqdaLRUyQhrVoAL7uhwXrkAZYoC-SGCtk 728
optuna/artifacts/_filesystem.py sha256=zVYRYZsWP1cXWU_8BlZmxOQQn2bCqQD66RN6fBEG72g 2416
optuna/artifacts/_gcs.py sha256=-HYSvSkSPUZ7cepl17wqY2H8OZmL9O-bmTY_QqmnoEA 2812
optuna/artifacts/_list_artifact_meta.py sha256=Y1r9sxsqAbtv0C9DwgbZPR5x2nczZzAeK12_W2LKVsg 3761
optuna/artifacts/_protocol.py sha256=CvqG1PsySSKSReTcZzbb49CwsAArJYBbJYWRkKbNOpM 1893
optuna/artifacts/_upload.py sha256=ssu5-lJEnvNr3gXNkNEG4hX_dngPbilNClWaGPuepTI 3791
optuna/artifacts/exceptions.py sha256=5mG1H1BUVblbJ57FNdRNp_jbC7b9WUTuHyA4a7Oodgc 334
optuna/importance/__init__.py sha256=xXI1efjNXEvDl6FSqqHG0NwkQZRWxdJLKzDBXWMiwNs 5182
optuna/importance/_base.py sha256=pOPEqrkSqXhJqPy6-JYmWtyVGB1BAtufKaGOIcMjdSg 6579
optuna/importance/_mean_decrease_impurity.py sha256=-_6TRICMkOwRvmJJSV4fWce4-v-Ls3Xt8aO8phJp8_4 3778
optuna/importance/_fanova/__init__.py sha256=XvGI8q877BGjlUczYJHFzqVC1KtSVwD60WgaRyJNehE 117
optuna/importance/_fanova/_evaluator.py sha256=0xI6kN4wWoVYj7B2WEQvJYsVkpbMS5tvEMxBN-ON40M 5106
optuna/importance/_fanova/_fanova.py sha256=bkwC3gRWINUEvvfaw6VmXaYeQCn_qduzK8x9Vypo4F4 4056
optuna/importance/_fanova/_tree.py sha256=iq5DLPE2g2kz48WcQa_pqoO9oKKQLLHBmvxM606MZas 12727
optuna/importance/_ped_anova/__init__.py sha256=nAc7_6VEXXIWdsZQBOEhymDhRyx2vLuOShBOfRPQmc4 123
optuna/importance/_ped_anova/evaluator.py sha256=h6wNjelWD0zQEG65dYHjd8NSJ7R8udElXxfHhjcRFGI 9486
optuna/importance/_ped_anova/scott_parzen_estimator.py sha256=H3a0MVWORDVNRAr1Yr6tw3unJm3EwgfCeqxVuD8fxks 6939
optuna/integration/__init__.py sha256=xsyUDq09QaqOp_0PIAmkmIDEl2vEwadj2L9ZW4Ze_94 5418
optuna/integration/botorch.py sha256=uLSIKB2mnULpKBR7LSHBWfL0R8rgJsvgHZbQFN7ggpo 263
optuna/integration/catboost.py sha256=FhnlhXSf4uGrQmj4r_piTVmqzyCCZDsTzLzWChYlWdk 291
optuna/integration/chainer.py sha256=8zT9Etafwt5uC_OnRoc5xswZGt8-utwXQ6jQvjWy0X4 289
optuna/integration/chainermn.py sha256=_AJxtvzcRtre8cFPcrRuql-z7OHuUNB18RHslWCjohc 275
optuna/integration/cma.py sha256=hW-U87qHvPxSeyWaxrb_t8Ntcd8ivkJzPpqeNerAH6g 259
optuna/integration/dask.py sha256=S2cOfvppWgtkzbNW8XW6I5SK5lnc7lPeSwcXdrMwkNE 259
optuna/integration/fastaiv2.py sha256=xKOaEe0BwFfAkLCHu05so3Znyf2fwmAXatu0m2ImzXQ 382
optuna/integration/keras.py sha256=OxXRhZYDz9WmVIWCcU7S-GcVOAnYfKl-gkyT4SkIn58 279
optuna/integration/lightgbm.py sha256=v4RNxjJhl7151pSym86z5MuFxL8lxh8QZb91NllnS04 1119
optuna/integration/mlflow.py sha256=uV6RKPvkHzI-R8y_E5yc8QSSsFXNKePXLVAMOYfCYzE 269
optuna/integration/mxnet.py sha256=6r49CE_3jl5LmA-8dD4BWR8UuXFJ45xmTQkW8pwEwgU 279
optuna/integration/pytorch_distributed.py sha256=n3EU2jrvOYwVUKgw5QBvUYP4QxSTwwd25q2uMbCag-A 309
optuna/integration/pytorch_ignite.py sha256=f1EhErQgQ0lVWDJ5y_JqBJFN6yQp33QECw8AGPjG9JM 311
optuna/integration/pytorch_lightning.py sha256=oZsZcjPz2wkkPZSnQAy9TAI4QEtrutt13ERrD6YEDZI 325
optuna/integration/shap.py sha256=KKnjIWzepMB5JOGDH6s4BRxjws0dvDVLxsHp7REkqJ0 289
optuna/integration/sklearn.py sha256=aptgcMtwwppytxVQlAr-LgcQFsj4yZVXf3rPlhJyuKs 271
optuna/integration/skorch.py sha256=xzxtHjo6XWUifUcD7_KOl15BOA0TCC3SyH_-T771lCI 283
optuna/integration/tensorboard.py sha256=f_tTETx2ZxlmpQm-VULV9iOEOUP3S8WmjPQalnsutcg 289
optuna/integration/tensorflow.py sha256=mD0eJ9lQPjJAXyhpFFh7BTl26qEu7aux4wS9rC3A4Qk 291
optuna/integration/tfkeras.py sha256=jFnddt9AexaBcs_Q28x32OtN_d2BZMRUaKovmXWUx88 287
optuna/integration/wandb.py sha256=p7da676E3WOBBYsAYllnpMc9sXYRIHVrXpGFtlUZTb0 287
optuna/integration/xgboost.py sha256=y4P7uadUDZmXifDFIA6tXgH_ABXkKx6O7lfrBXUA3as 287
optuna/integration/allennlp/__init__.py sha256=nsnT-vl7NurATJiC7U30A07KUJqdBJZbLR7jOevlWGI 489
optuna/multi_objective/__init__.py sha256=5srzQg47Y0cNjI3LFM13SvbleH3iwnuQyCwspJfEms8 519
optuna/pruners/__init__.py sha256=6quCV2TslUYo6qVPE00wLs-1q8Kzqcx6vbqVMVCYJbI 1181
optuna/pruners/_base.py sha256=8sa2dZIJ-9tq1mujJBreoK9ZS6lW-LUpbfhB7kLlcsM 910
optuna/pruners/_hyperband.py sha256=SOLc4-aU4C5B1cnMuN-gmUBn4fPslbVJyAvtl-HZftE 13966
optuna/pruners/_median.py sha256=cmNBKtyHF86-NLlQFXzxsL2XhHrNdGmF7jt3-O4aQD8 2957
optuna/pruners/_nop.py sha256=krN6dJUoe_8mTVktVVUB0UsIXjmOjHchrk2oiep_UmQ 1504
optuna/pruners/_patient.py sha256=YGS-eU_SINfJ_VF3mGgGsJD8zOx03fYXuTeZ_U7uMCQ 4170
optuna/pruners/_percentile.py sha256=NeSOGspYy7F5l4mQotbkJKPiI-3YiJ-_T5H-sl3Gcow 7203
optuna/pruners/_successive_halving.py sha256=wi2QOAPPl6yd46EpAh6e9sYKK59qEr6Q-35ofAtC2b8 10653
optuna/pruners/_threshold.py sha256=Pb6kzrs6dYzPP4_4RaW8aOWLYoclYhWzpldu4ckrHMA 4504
optuna/pruners/_wilcoxon.py sha256=nHg2FQVAYH1-Jl5SUwupKslqXhpL-q1o-BDzuT8AiRc 9473
optuna/samplers/__init__.py sha256=broSTctzj_0Lg2XqBEoz5SU7wW-oSw2XRAVwV1VLo7M 869
optuna/samplers/_base.py sha256=jMu0yFrlNeflMIFL6_809iBsmOzpAjDSfny9fGHR_7A 9171
optuna/samplers/_brute_force.py sha256=yqt9D1uho5AchsRJx751kqNBIj40HYiVrKWrraii9l8 9966
optuna/samplers/_cmaes.py sha256=pRZQPGDO4Yjk97mgUuvqwvi8K_Lvin7m07iLR7yubao 32324
optuna/samplers/_grid.py sha256=CxT_jp-7YHnO4wm4Y0-AkEWqLNTsZTRmIHgpjiq0-zo 11653
optuna/samplers/_lazy_random_state.py sha256=9CNPX9c4jUM32f7Jr-jDKyY7aeIr16LMVMbQjX_55QI 729
optuna/samplers/_partial_fixed.py sha256=bu2kPeJ0sOdKJcoF0LpuCkVaZcVmKDwkZ1y5N0TlRUc 3839
optuna/samplers/_qmc.py sha256=bm1vhc6kazdIx1iPU9JSEZVfr_kwmLpn3BSQRegvYe0 13441
optuna/samplers/_random.py sha256=vcYsL_sNak_cqcQ4KlhYseqm_Gsgo7O-R6XQpa0C9QU 1974
optuna/samplers/_gp/__init__.py sha256=825Xv0DS8njxZpsV-xzUZv8wjkucvty5crouNaExw6k 76
optuna/samplers/_gp/sampler.py sha256=Nwj7RscPFYje8pzbxiNsSNeGGBxlM2L3e0U6LknScj4 13870
optuna/samplers/_nsgaiii/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
optuna/samplers/_nsgaiii/_elite_population_selection_strategy.py sha256=5jw62YJ69pXlfl2dUHiz3WjWchStC-qi28BRUt4juoA 13811
optuna/samplers/_nsgaiii/_sampler.py sha256=GVTqi_wXV-5TmIGfYm5XKJUPPUW5Hu5x6SHikXX3i0c 12522
optuna/samplers/_tpe/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
optuna/samplers/_tpe/_erf.py sha256=waph1elAoyg0CeJcIsa17T1XODhtrY7xj2UP3xBr_5Q 6191
optuna/samplers/_tpe/_truncnorm.py sha256=mPiBqMy_gAxFziN8jDGXvu6YRzWoaHpB-NPrbGXNxG0 7647
optuna/samplers/_tpe/parzen_estimator.py sha256=_7MFPydMC11rcRIo_c_hQliTubiz3dS1WnSgTZ-fk9A 11788
optuna/samplers/_tpe/probability_distributions.py sha256=S01lAZA2nQdrP5erjYZdMqkIJDJLC5z_I6ZbYQ6Inac 5025
optuna/samplers/_tpe/sampler.py sha256=zriGqPvTtgkOi2JAckniSC_Si6daddcotoUfNUuD-Zk 33841
optuna/samplers/nsgaii/__init__.py sha256=4bG3lxjS6Qv40uNXwKPCNstT8wsSOdS7kt0bQq8xWYQ 647
optuna/samplers/nsgaii/_after_trial_strategy.py sha256=4ZhAJcfvfIfaPlmoCjy5-hGUXvUVXh76kd5mtGYxFtY 1122
optuna/samplers/nsgaii/_child_generation_strategy.py sha256=Y0ys43l_DAfV478IfEHfx8bbfRPGqkCfknF1L2Au8cY 3841
optuna/samplers/nsgaii/_constraints_evaluation.py sha256=wqVKSeiPoGuLts28Q3j6mhlaEmuCkwiwV29rt47kVds 4349
optuna/samplers/nsgaii/_crossover.py sha256=wph_COJJbxMFqW9ua2S1xGHw7hTIW-S3M1kxheR-mt0 5932
optuna/samplers/nsgaii/_elite_population_selection_strategy.py sha256=S92svUa1fMP_WnyI_oovZV4NDd9an0r64OgIxVbqupQ 5284
optuna/samplers/nsgaii/_sampler.py sha256=SMgAfqTNbqo4prgJ_Zx2D7_saVoVDl9Vn0RYGEZTsrE 16681
optuna/samplers/nsgaii/_crossovers/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
optuna/samplers/nsgaii/_crossovers/_base.py sha256=LVPemYexJSG1vCds5Z-b3QmKSfXET3r0o8lHUnEHM8Q 2063
optuna/samplers/nsgaii/_crossovers/_blxalpha.py sha256=zcyk3rcmYyKvXQ0xtoiSVNAWOOOlSgkGzcwZkHrojlM 1675
optuna/samplers/nsgaii/_crossovers/_sbx.py sha256=9XfNl2PDxUxmTIPl0r3S8YlDgtyFvMDJpshJdLNu-oA 3962
optuna/samplers/nsgaii/_crossovers/_spx.py sha256=MOBddVzMc2iyu8m9uO2WAxvwvo1TVrajoMSK_PlFqQI 2191
optuna/samplers/nsgaii/_crossovers/_undx.py sha256=exDWSyXuIU47Ks45pFIe1JLenUyuZ2xkFwkSeIM94yQ 4138
optuna/samplers/nsgaii/_crossovers/_uniform.py sha256=RMj0Gk9fMiqZYJDo87w2ibDMqMoSfwj2LsfS0VdN9hM 1760
optuna/samplers/nsgaii/_crossovers/_vsbx.py sha256=aemNS9JF3TBlj0oEf7yUBuAgFevJb8-skt7LAJ27y9o 3254
optuna/search_space/__init__.py sha256=MDE2z5YPKrdX2o1fdzeDJT2K23GuoKV81h_wpMjEzKY 424
optuna/search_space/group_decomposed.py sha256=gUhHpbkWkcCbIXjC3dAWoPqgXFvbZdDanGlpf4lWC5k 2402
optuna/search_space/intersection.py sha256=hIWYTW9fZCkGq0LB-pNbkp0jLi8z_inNN0T4v6VtORc 5269
optuna/storages/__init__.py sha256=VjboGXgWoZ4w7_LEakR3lGm7SJ_RracKrCog794_4u8 1880
optuna/storages/_base.py sha256=QNFb35rcDcWuu_IK2KRoHV_OVjdUmZ1Lu2YS5biWnNc 19104
optuna/storages/_cached_storage.py sha256=Q8Sd1ufHCCEcku74ZlOAGilM-uUMgaPm3eZMBzWgf88 11771
optuna/storages/_callbacks.py sha256=yOLjX44lzi2n_neU6xJFo0gHUjWTacrFVsdOFHhEQ0o 4521
optuna/storages/_heartbeat.py sha256=YKFOuzZh3O2Y37wMyAV9qi6c3zqFygkvKF0fA9di-bI 5951
optuna/storages/_in_memory.py sha256=tH0r9UM2tThzo9xYJWTebFVcqArCkJ2qrbvf_7dlUsU 14663
optuna/storages/_grpc/__init__.py sha256=5d7dS4gMh6zE8lS6NY0zIBEllsAf-q7thx_JSV2GbpQ 190
optuna/storages/_grpc/client.py sha256=xRLUEZXuFLp_RUKUpTwGVExbQL0Bfpz3zw3cRqEd6BU 15943
optuna/storages/_grpc/server.py sha256=UrRVot8eKrC3oTrErKw9D0tByd49Hndx2fEs8cE1NGI 2572
optuna/storages/_grpc/servicer.py sha256=bpl3rTneaUkZ664uS3ABT2XxoqJv2XDTHjTI1CUSykY 16152
optuna/storages/_grpc/auto_generated/api_pb2.py sha256=CdJ_O4deUh6e7QnYgRO2otn9HnB1clqKHpFzfn5BzpU 16856
optuna/storages/_grpc/auto_generated/api_pb2.pyi sha256=HpeMexgZpaVDZbrz0mH1rp6YWVllgNUSMGKZLGjl9XE 34207
optuna/storages/_grpc/auto_generated/api_pb2_grpc.py sha256=WmR96lYKXmPDtlSuQxr5Igw12h8ARmjfZue2cqQCg80 35231
optuna/storages/_rdb/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
optuna/storages/_rdb/alembic.ini sha256=Ptokdwc21pE5uAyGUO5WfFCkFeMizyNGXSSgcJF4aME 1697
optuna/storages/_rdb/models.py sha256=5C4IfzxMhjV5XTxI2Jo5PcDrLA4dfEZhVhxCILCDx28 19759
optuna/storages/_rdb/storage.py sha256=d7lOaeQFGNMPBoZU_ow9q3htiz9O61g45IewxbjbZhI 49597
optuna/storages/_rdb/alembic/env.py sha256=81NKuQvR5HIxNzel6wYtj4OjCoHJTZgqaHThgKYOmT8 2161
optuna/storages/_rdb/alembic/script.py.mako sha256=8_xgA-gm_OhehnO7CiIijWgnm00ZlszEHtIHrAYFJl0 494
optuna/storages/_rdb/alembic/versions/v0.9.0.a.py sha256=o9g3CyL6xGCfdoq1TMLysRSDrT7EKzrHqzQXnqDgy9U 5456
optuna/storages/_rdb/alembic/versions/v1.2.0.a.py sha256=oI6BlAKh-RdnJjEEc4yNlZtT4U75U6mIydHMilp2l-s 964
optuna/storages/_rdb/alembic/versions/v1.3.0.a.py sha256=iNLYPMJb0Vu1ZFFB9bUKgaf0YmFJ_P0MgvTqx2NfPYk 2829
optuna/storages/_rdb/alembic/versions/v2.4.0.a.py sha256=lMh3mosG_lJZ1CxzhDpwVnvDD8yEE_3kGfom8tIOVdg 6407
optuna/storages/_rdb/alembic/versions/v2.6.0.a_.py sha256=ChyqbXLApOB-mkAUhYTgjyFJGZ5lZTGVLlD-dO1wxsc 1723
optuna/storages/_rdb/alembic/versions/v3.0.0.a.py sha256=ia7zcFZE0n7seLre8Fkn43VJ2LmR3r9lOSxkHmc0__w 6219
optuna/storages/_rdb/alembic/versions/v3.0.0.b.py sha256=TnFcCcY0K1u6BmtU8doOTzH_qIpeeocLxIrRnx8Lnck 2956
optuna/storages/_rdb/alembic/versions/v3.0.0.c.py sha256=EWxGCfboTQOu8_Yx14c2wLgcZI5AgrIk8DEkunY7xOc 6404
optuna/storages/_rdb/alembic/versions/v3.0.0.d.py sha256=xLNa30VEa5odBhpjinUZt0NHbETzWx1H4sIxrYdwA8Y 5833
optuna/storages/_rdb/alembic/versions/v3.2.0.a_.py sha256=5fRdP03fhAMzXRMl9cXXga4ZpoOjk3bsGXiFQUWsDGc 714
optuna/storages/journal/__init__.py sha256=08XceuniC6c61G3mof6UskzGBLh91vcWVSFq1oTSEbc 770
optuna/storages/journal/_base.py sha256=2-p23DLwC6wlfFu0l6c_e2FyMMpqDWPgIw2w3uOu5e4 2811
optuna/storages/journal/_file.py sha256=y81C-35zWhUUanFOAcSdyRBdtuunrV7Av2pvs8wQTxU 9634
optuna/storages/journal/_redis.py sha256=UzSEtwkwfYSSfWczhwDGCbNH7hZWeKSVBB8rezeaYyA 3979
optuna/storages/journal/_storage.py sha256=M95zsZ4uPmmTIefiV40UFHUzxdEoiI1oPE5QOVhzlyY 25789
optuna/study/__init__.py sha256=6SiDRIdD6sqefLKFY7fa3TuTBdpd3PgLhohONT8pO78 703
optuna/study/_constrained_optimization.py sha256=dj4SMjR5D47dThoP8o1JptWwPN410Wx6N2m8-QcQ7pA 765
optuna/study/_dataframe.py sha256=DHiQlS5s9I6EsOpZH6IgtN1o0-vohxy2VjpsLQJQRIc 4219
optuna/study/_frozen.py sha256=W-cAYOtUeTnSCntOx_l5YygbPsfNAtl6sx6bEiVucqc 2784
optuna/study/_multi_objective.py sha256=xfW8OVQpBl8gP0lEaYHr-6vK5kbbcAeqv5jAAAznyGc 11401
optuna/study/_optimize.py sha256=de5XTyLCqGRzYYdBu3UE1P8TRVqKBa1QHqs_Am_RXAE 8904
optuna/study/_study_direction.py sha256=yPeqW5uLXX896nEXLS52YHeOTWDbi8TLUZnhuSiTjko 421
optuna/study/_study_summary.py sha256=yUBy25aAY389iOtAJq2jqgPxFqgIhBF5stAzG0vuEDY 4187
optuna/study/_tell.py sha256=NMnXk_ZOX-Gz5pylB1tcXfhEYP2FN-zqtv1FnwwLBRs 6701
optuna/study/study.py sha256=-KfETsWAcmhUaCfEpNvXw4emNkaCxoBDjbtQZ6_PKLM 57952
optuna/terminator/__init__.py sha256=9OR4H0vstO-VmTLbteyPVyEPDAL_tr0qkT7-OOJmS8E 1143
optuna/terminator/callback.py sha256=qNvHNwKx5nhgrvV3FUicwMox5HGAHHYHdZmV8eiXE0A 2720
optuna/terminator/erroreval.py sha256=a58nIxKpN6okqcvSH0pbPfplgWafd2sqOxY32518vvU 4145
optuna/terminator/median_erroreval.py sha256=PCiPBju5gxGqu3QgwOLvCWIMdrkPH1kjUn0DBgX06Jo 3533
optuna/terminator/terminator.py sha256=XIf0wsw2OetGUQ6J8_LVar6KUQOCqRfomKehareK84I 5257
optuna/terminator/improvement/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
optuna/terminator/improvement/emmr.py sha256=y19LLJqEI73uYXiPTYg5Ue0y8uDZ7tXsDIDUhBzLLO4 15072
optuna/terminator/improvement/evaluator.py sha256=85-hPFO3DXuBWISzoWG55XT_fW04xiY-Oq7O-Uk0o1U 10555
optuna/testing/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
optuna/testing/distributions.py sha256=cKjRmIFv72MBouKmbrmx5TJCVqhQ8kyk0YszWSbnEnk 481
optuna/testing/objectives.py sha256=IWqeW_qdj7UZwzoiIp5A57CZixq56S-wxFQ6NU5fVZ8 197
optuna/testing/pruners.py sha256=qdO-2i8jtsFAjXI9iAUsmk9pGEXXAf4FmxkmLjV__m0 318
optuna/testing/samplers.py sha256=8XN1s-OF8vhhb9R1ewMNEyRW14DsJqfBhEh463KG3Vk 2006
optuna/testing/storages.py sha256=XQDJaA3xiPdZozIygbOWGVoO77T3RDyXBhQn8q28q8s 3983
optuna/testing/tempfile_pool.py sha256=-lzLpk6_x0Dk8RoU2KbK3cAxzXvgNep8pE4JBnxWh98 1274
optuna/testing/threading.py sha256=l9YXUlImBaUXHBojHuPF41ju1bJWEa0Ev2-9aeR7wU4 631
optuna/testing/trials.py sha256=Nvk9tzHtyJJVHWw9gMYFMQ5JHl5gOy3w6de8raX71ts 1065
optuna/testing/visualization.py sha256=lbaruCsUEBEhW9Q1iiZy0uv46q8LPrVuZ4PR-gE0nY0 2473
optuna/trial/__init__.py sha256=o8g2B54dI50KznGsm4Yvr1I3jrqe_zf5RfKST5o5Se0 377
optuna/trial/_base.py sha256=hvsrbekUVviGdeBhC1Ist61DctC0OlY0-Ux3ojoQL2E 3640
optuna/trial/_fixed.py sha256=KMggZKw1CBSRKrBkIRoH9ZnK5ujMb_AExXInecF_hDk 6312
optuna/trial/_frozen.py sha256=42d-BxVxDBM6FDo04K20R2pk7L5fQwdRlDSP7mOO774 20386
optuna/trial/_state.py sha256=2F9UJnqRyLJpm0xmj0djmMmwljpRJDxdXPkCt1XV0sM 1028
optuna/trial/_trial.py sha256=XKcxg564pP_LnyWOPph8KcU7MbfwZeGid2lv2E03BP0 29846
optuna/visualization/__init__.py sha256=cq-UPS-0DQUjNDPczeB8ZB98Q0fJvQZS4XdVnfou9DA 1264
optuna/visualization/_contour.py sha256=lzv8xjIglTF-daqmyBgPN1HNLYr4PgkerftEWrJ_nHM 14855
optuna/visualization/_edf.py sha256=-JQhkhYOYt0ta2ZOPZH8Xs3Dk5e3aU99VM7bHE4BusA 4482
optuna/visualization/_hypervolume_history.py sha256=fLY-eTZqv11iCe3GGGUAQ-Ej_SbNQg0Xzbo8yEbH4UQ 4528
optuna/visualization/_intermediate_values.py sha256=1ekDzzhZQnGi3HRu94OQHvXRIFXgf7DqDVHUIJ1YJ34 2972
optuna/visualization/_optimization_history.py sha256=2JDgMGEMoP7NoiSfPuBiCsTR2Z9lpZieCFFAaz6Mcjc 11268
optuna/visualization/_parallel_coordinate.py sha256=0OCWHFYi58oqH0ioxa7U7NHw-xgdLqazbmDO6j_jGIg 10293
optuna/visualization/_param_importances.py sha256=g1Xoj_sAV6X8Y5cA4usa2dD58v27HQAE_cSjMgq6w00 7432
optuna/visualization/_pareto_front.py sha256=amIY37MoE4EY1Yiu5cmzqLvQlMRACMlw8Nc6hQcfRUY 16124
optuna/visualization/_plotly_imports.py sha256=zRa6PfOZoW8n7MO5cC7dY96PFb2SFiBKOeBaitIMSd8 860
optuna/visualization/_rank.py sha256=6qp3jrQKmH164IQysbKluSpIeKQzbBcgjo4g_tesqqw 13828
optuna/visualization/_slice.py sha256=Gg5P_iQ2rTCJV0h7XQa0BavGw7Tcyr6Lyh5a-lFStjQ 9056
optuna/visualization/_terminator_improvement.py sha256=YOjOIWGOchVygD-HQRq5LPDoaQ8wzixt4-EAaPe3sV0 7460
optuna/visualization/_timeline.py sha256=NlPsc9RQQE_1LddGlL05D-RFXfIZKwEm5BAFILeluGw 5512
optuna/visualization/_utils.py sha256=YOhhoLSQrAmXi1cXlSZZq7aRZQJovf0zLHLAwrVnVXs 6255
optuna/visualization/matplotlib/__init__.py sha256=aR67Kjbrgf9pVKIdOSgF0eFCZaX2_q0P3ZOgNesQsbA 1345
optuna/visualization/matplotlib/_contour.py sha256=aCp6ORDv7-eJbi9kTCwIRy5ym3xKulxQfmSJsBNkBUE 13177
optuna/visualization/matplotlib/_edf.py sha256=zD1mhGfeJLUlolDF2IjPWIbHbWR3cChamlTiyr9q9Zo 2697
optuna/visualization/matplotlib/_hypervolume_history.py sha256=yDQRo9SLD338nPMCbIU_lBnf1SXVlaa5qS0A9JnSlMI 2527
optuna/visualization/matplotlib/_intermediate_values.py sha256=l532tCBx05gt8wxoB8KqzE6q09ndVNmvSEelXtrF19Q 2293
optuna/visualization/matplotlib/_matplotlib_imports.py sha256=tBVq0Q4nIO9efMUc573xymxc70eMdm-u0UW5MZWHon8 1246
optuna/visualization/matplotlib/_optimization_history.py sha256=jxOhz_0eCYWGUz3YdEkTWANMOpO71XllCgWNH1Z4VfM 5659
optuna/visualization/matplotlib/_parallel_coordinate.py sha256=5wcuhw12HJAlHX2YEJzOYcRtp103gpYBaKo9X2yykoE 4700
optuna/visualization/matplotlib/_param_importances.py sha256=ceav-E4WUR4To2416kZ5ifgld9NNeyWBsfVkJcjxFDE 4694
optuna/visualization/matplotlib/_pareto_front.py sha256=V9aSoB0ZBVteWNXTytk7DCpBWqsj3vZBuuRInrtrTXk 8297
optuna/visualization/matplotlib/_rank.py sha256=Gn3rrjrY3PeTipWgSdWUgmBtb1W4HKh6vUdup8gA4kI 4595
optuna/visualization/matplotlib/_slice.py sha256=AtR4PFtZHLnIwOWhQTHMxBaE0vGbt7KfI4JdhH4G5Ik 6505
optuna/visualization/matplotlib/_terminator_improvement.py sha256=lgkGeAN7FurKfrdRn7xEW1lKqS0HMyXt3OZjuWAZo2w 4255
optuna/visualization/matplotlib/_timeline.py sha256=4M01CLRRK1RNqoLpmsCR9Ss1i08jaaNiszkzP_2xxbc 3153
optuna/visualization/matplotlib/_utils.py sha256=GYHNnndJGZvgdC9X_9hF9DNMw9SI8mIkUOSjthEc8AM 1836
optuna-4.2.1.dist-info/LICENSE sha256=w9-OhSPPRr5LNm7n3RFXhFSxDqXsUVnlffhJUTqv4Fk 1081
optuna-4.2.1.dist-info/LICENSE_THIRD_PARTY sha256=2_9t88tZt_sR3n4jRjDhOTGO6MraVeLxSiTRhMSJVKg 1929
optuna-4.2.1.dist-info/METADATA sha256=daEuhWT80is2rvxs1XqkMuvrFhMb1exQnwgTC2ta_8Q 17167
optuna-4.2.1.dist-info/WHEEL sha256=In9FTNxeP60KnTkGw7wk6mJPYd_dQSjEZmXdBdMCI-8 91
optuna-4.2.1.dist-info/entry_points.txt sha256=i5MGADFxNjo8QJ0Xr3ORbQoCkqDtdbDl14iAMvyKEKY 43
optuna-4.2.1.dist-info/top_level.txt sha256=73jmC2C4OrmzoK9xWdbD7Y7w2XtSkUF_tYwxRWxkAq8 7
optuna-4.2.1.dist-info/RECORD

top_level.txt

optuna

entry_points.txt

optuna = optuna.cli:main