nemo-bo

View on PyPIReverse Dependencies (0)

0.1.16 nemo_bo-0.1.16-py3-none-any.whl

Wheel Details

Project: nemo-bo
Version: 0.1.16
Filename: nemo_bo-0.1.16-py3-none-any.whl
Download: [link]
Size: 132436
MD5: 74cfe30abff49430825897253fba0cd7
SHA256: e5bdaa8c3fc4fd586557377911f5c87a07dbed90cc5b580c2754a6cef3d476f5
Uploaded: 2023-04-24 14:45:38 +0000

dist-info

METADATA

Metadata-Version: 2.1
Name: nemo-bo
Version: 0.1.16
Summary: Multi-objective optimization of chemical processes with automated machine learning workflows
Author: Simon Sung
Author-Email: simon.sung06[at]gmail.com
Home-Page: https://github.com/sustainable-processes/nemo
Project-Url: Repository, https://github.com/sustainable-processes/nemo
License: MIT
Keywords: machine-learning,bayesian-optimization,multi-objective-optimization
Classifier: Intended Audience :: Science/Research
Classifier: License :: OSI Approved :: MIT License
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.9
Classifier: Programming Language :: Python :: 3.9
Classifier: Topic :: Scientific/Engineering
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
Requires-Python: >=3.9.0,<=3.9.13
Requires-Dist: attrs (<22.0.0,>=21.4.0)
Requires-Dist: botorch (<0.8.0,>=0.7.0)
Requires-Dist: cython (<0.30.0,>=0.29.30)
Requires-Dist: forestci (<0.6.0,>=0.5.1)
Requires-Dist: gpytorch (<2.0.0,>=1.8.1)
Requires-Dist: hyperopt (<0.3.0,>=0.2.7)
Requires-Dist: matplotlib (<4.0.0,>=3.5.2)
Requires-Dist: ngboost (<0.4.0,>=0.3.12)
Requires-Dist: numba (<0.56.0,>=0.55.1)
Requires-Dist: numpy (<2.0.0,>=1.22.4)
Requires-Dist: openpyxl (<4.0.0,>=3.0.9)
Requires-Dist: pandas (<2.0.0,>=1.4.2)
Requires-Dist: pydoe2 (<2.0.0,>=1.3.0)
Requires-Dist: pymoo (<0.7.0,>=0.6.0)
Requires-Dist: scikit-learn (<2.0.0,>=1.1.1)
Requires-Dist: scipy (<2.0.0,>=1.8.1)
Requires-Dist: six (<2.0.0,>=1.16.0)
Requires-Dist: tensorflow (<3.0.0,>=2.9.1)
Requires-Dist: tensorflow-probability (<0.18.0,>=0.17.0)
Requires-Dist: torch (<2.0.0,>=1.11.0)
Requires-Dist: xgboost-distribution (<0.3.0,>=0.2.4)
Description-Content-Type: text/markdown
[Description omitted; length: 12817 characters]

WHEEL

Wheel-Version: 1.0
Generator: poetry-core 1.5.2
Root-Is-Purelib: true
Tag: py3-none-any

RECORD

Path Digest Size
nemo_bo/__init__.py sha256=QTYqXqSTHFRkM9TEgpDFcHvwLbvqHDqvqfQ9EiXkcAM 23
nemo_bo/acquisition_functions/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
nemo_bo/acquisition_functions/base_acq_function.py sha256=UnlLO_vuCFeOUPIEeDncTw6OZi4KLXbT64qMzNsXfIQ 3828
nemo_bo/acquisition_functions/expected_improvement/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
nemo_bo/acquisition_functions/expected_improvement/ehvi.py sha256=PMy-di8OJc6vXS-0RZgSPg3QMOCtmeOssOF5dK4zlWA 3246
nemo_bo/acquisition_functions/expected_improvement/expected_improvement.py sha256=2TK_JTYoHtiD2Ryju0CtK60TouIasNh18tuo1Ogy-mM 41417
nemo_bo/acquisition_functions/highest_uncertainty/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
nemo_bo/acquisition_functions/highest_uncertainty/highest_uncertainty.py sha256=FtdLS7VIwKnXbnWsyDIus566jC-Vp9bb9DyPHbF1_VQ 5893
nemo_bo/acquisition_functions/nsga_improvement/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
nemo_bo/acquisition_functions/nsga_improvement/genetic.py sha256=zL2qkdR2HhpNk1VRqTob8tI0M_Bf0LymaJG9yJAy-aE 6926
nemo_bo/acquisition_functions/nsga_improvement/nsga2.py sha256=LqOCGmfSabcsq_-eCGzWP7WmmxrPGycax5fqXmfJCVw 8051
nemo_bo/acquisition_functions/nsga_improvement/nsga3.py sha256=aPPJTg7ktnwUX-eqMrT69rZLtBTYCyD4yKPDHvgrTvs 13676
nemo_bo/acquisition_functions/nsga_improvement/nsga_improvement.py sha256=OrhNTNDwh6ZSOEuCZ2lI8_i7E5ioU6udPYGfzvRj5dM 11999
nemo_bo/acquisition_functions/nsga_improvement/problem_wrapper.py sha256=-XdKtwjXjLf8ALUp5xM0Ao43eN1FtTepf_fIS2qnPJY 3530
nemo_bo/acquisition_functions/nsga_improvement/unsga3.py sha256=7P9NQwnwMTSTn4ThYF7YRbHz6wR6uCVhM68_rP6ujO0 1957
nemo_bo/models/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
nemo_bo/models/base/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
nemo_bo/models/base/available_models.py sha256=jX42sQnwxXleXg6J_ceZI_lf1sYe7GSNnCAwUp-eqCM 3908
nemo_bo/models/base/base_model.py sha256=ciatIHNtzV14w9-S3WYySFFSuWt5xYOoGhbpSIpg0fM 43247
nemo_bo/models/base/nn_save_checkpoint.py sha256=-JYctar9mUunv8FcVaVErp4RioOJ6o993quoSDkJpk4 2585
nemo_bo/models/gp.py sha256=bJgrQX4sK-84gTF2IH6028oJMGzE_cpp05G1WJsXCMY 19483
nemo_bo/models/gp_gpytorch.py sha256=Kw45O0EhvbQN70x0Csgm83bp8UWpl71BiBBekeAWzf4 13977
nemo_bo/models/ngb.py sha256=hzLC-kMx-KsNajupyY8Yt9EzKqigkuCNhO6N-kSHjAo 14394
nemo_bo/models/nn_bayesian.py sha256=6X0pkA9GUlHFxR85KuYMtgyy1kqFZbQT8NRCnZrKsso 21525
nemo_bo/models/nn_concrete.py sha256=D-7e23BBS6y-UjMjT4NnfZku0dU8XrBMIFJyQIFjuNs 23020
nemo_bo/models/nn_ensemble.py sha256=q_o1U_9Oldf9qPuvuv6_7hPfbr7EZfXlAv6NIFnm2E8 19287
nemo_bo/models/rf.py sha256=HnXTFP-f2lK-52Vb61HM9HoLyi-NgMFfqOz1lvtqdGA 10847
nemo_bo/models/xgb.py sha256=Hv3ohx8pDAt0X15Oy_y4fzTfRED8HbGsGM_yE91gjkM 13275
nemo_bo/opt/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
nemo_bo/opt/benchmark.py sha256=_Bplc9r2TnRGjZlr2vqEHTeULHyjHJ-LwI5ilGYcPeQ 27112
nemo_bo/opt/constraints.py sha256=2junFc1t1HRlcU6qP89pn6S_Wf6zM8h_N7lR7EhcVIw 42030
nemo_bo/opt/objectives.py sha256=iMBn82AO9sh7x3WfCKDRi1OfTTkIt0t-XLoFLytRjYM 50686
nemo_bo/opt/optimisation.py sha256=CTHDBadomWysEwK1cHUZBulgzqCqnBVKBVnjnvjCsos 45659
nemo_bo/opt/samplers.py sha256=qiCIdb4mi-Yu9mhvtH7kF8z6NzmiXBC19OUyX3_DstE 15749
nemo_bo/opt/utils_samplers/sampling.py sha256=YE0FuJtF3Vo_pS12eVxJwc-vnz4B8Y3x7AlutD35ZYw 34483
nemo_bo/opt/variables.py sha256=MXeKd_-Nd1AKfwp2IGLp0nQZZx3_8HOz0e7rlQwhISo 39968
nemo_bo/utils/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
nemo_bo/utils/data_proc.py sha256=9m36m3aZHuT3jlffXvi6KuQXXwiB2c0Pz3Kl2H7_iXo 8619
nemo_bo/utils/extract_excel.py sha256=9UIBUNGU0CEuV_ycD9DYyT3jZGWqT-u_B8k1DVfYH3o 7194
nemo_bo/utils/logger.py sha256=QgAdAH7yFdzIyq69koFtB2If5ic5IGi7Q-Lrb22yBqg 1890
nemo_bo/utils/perf_metrics.py sha256=Ca4p2FtvmYicaHj9skccWXoCWVHtAjENwhwkdRnH94Y 4435
nemo_bo/utils/plotter.py sha256=X-Ivvlitf2RkQQ_MwdClHcZmXKZqPaDltFyEc6gsJCk 28591
nemo_bo-0.1.16.dist-info/LICENSE sha256=upeOCXGCU6XRg325AujH_V4VPfFCiLyAvRCrTl_IhC0 1086
nemo_bo-0.1.16.dist-info/METADATA sha256=jiXaBqe5Kapcc1jakf4yiOZGXOK4U9gbc5lLTBeX4Kw 14566
nemo_bo-0.1.16.dist-info/WHEEL sha256=7Z8_27uaHI_UZAc4Uox4PpBhQ9Y5_modZXWMxtUi4NU 88
nemo_bo-0.1.16.dist-info/RECORD