learnware

View on PyPIReverse Dependencies (0)

0.3.2 learnware-0.3.2-py3-none-any.whl

Wheel Details

Project: learnware
Version: 0.3.2
Filename: learnware-0.3.2-py3-none-any.whl
Download: [link]
Size: 126073
MD5: 98434fcbf0c3a5fd76cba3c7584bfcbd
SHA256: 86682bb77fb9cec87f5e34b4afae4ef1539cd38eafeb8298e41a60325c9019cc
Uploaded: 2024-01-24 09:41:08 +0000

dist-info

METADATA

Metadata-Version: 2.1
Name: learnware
Version: 0.3.2
Summary: The learnware package supports the submission, usability testing, organization, identification, deployment, and reuse of learnware.
Home-Page: https://www.gitlink.org.cn/beimingwu/learnware
License: Apache-2.0 Licence
Classifier: Intended Audience :: Science/Research
Classifier: Intended Audience :: Developers
Classifier: Programming Language :: Python
Classifier: Topic :: Software Development
Classifier: Topic :: Scientific/Engineering
Classifier: Operating System :: POSIX :: Linux
Classifier: Operating System :: Microsoft :: Windows
Classifier: Programming Language :: Python :: 3.8
Classifier: Programming Language :: Python :: 3.9
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Requires-Python: >=3.6.0
Requires-Dist: numpy (>=1.20.0)
Requires-Dist: pandas (>=0.25.1)
Requires-Dist: scipy (>=1.0.0)
Requires-Dist: tqdm (>=4.65.0)
Requires-Dist: scikit-learn (>=0.22)
Requires-Dist: joblib (>=1.2.0)
Requires-Dist: pyyaml (>=6.0)
Requires-Dist: fire (>=0.3.1)
Requires-Dist: psutil (>=5.9.4)
Requires-Dist: sqlalchemy (>=2.0.21)
Requires-Dist: shortuuid (>=1.0.11)
Requires-Dist: docker (>=6.1.3)
Requires-Dist: rapidfuzz (>=3.4.0)
Requires-Dist: langdetect (>=1.0.9)
Requires-Dist: huggingface-hub (<0.18)
Requires-Dist: transformers (>=4.34.1)
Requires-Dist: portalocker (>=2.0.0)
Requires-Dist: qpsolvers[clarabel] (>=4.0.1)
Requires-Dist: geatpy (>=2.7.0); python_version < "3.11"
Requires-Dist: sphinx; extra == "dev"
Requires-Dist: sphinx-book-theme (==0.3.3); extra == "dev"
Requires-Dist: pytest (>=3); extra == "dev"
Requires-Dist: wheel; extra == "dev"
Requires-Dist: setuptools; extra == "dev"
Requires-Dist: pylint; extra == "dev"
Requires-Dist: mypy (<0.981); extra == "dev"
Requires-Dist: flake8; extra == "dev"
Requires-Dist: black (==23.1.0); extra == "dev"
Requires-Dist: pre-commit; extra == "dev"
Requires-Dist: torch (==2.0.1); extra == "full"
Requires-Dist: torchvision (==0.15.2); extra == "full"
Requires-Dist: torch-optimizer (>=0.3.0); extra == "full"
Requires-Dist: lightgbm (>=3.3.0); extra == "full"
Requires-Dist: sentence-transformers (==2.2.2); extra == "full"
Requires-Dist: fast-pytorch-kmeans (==0.2.0.1); extra == "full"
Provides-Extra: dev
Provides-Extra: full
Description-Content-Type: text/markdown
[Description omitted; length: 24603 characters]

WHEEL

Wheel-Version: 1.0
Generator: bdist_wheel (0.42.0)
Root-Is-Purelib: true
Tag: py3-none-any

RECORD

Path Digest Size
learnware/__init__.py sha256=oX9FG7f0HrGH1w9h_F1qJBFjwOlEtaSxuBFOkBW_SBU 1932
learnware/config.py sha256=A2h4MIKhezXC8kvog7l04jUmnETN48vAojOwebLYJ2I 4584
learnware/logger.py sha256=jwNXQNrNAW7F_ErltG2D_3WWLLNfqr26Ww1IDdnr5tA 1244
learnware/client/__init__.py sha256=HYq_zHNBHYASlaG2KjSbfYu2ZyNrGq5XmPJ5BFx6JHM 134
learnware/client/container.py sha256=74lN0S3lwlrBRyTrMNAgVlByhV2ai3RMbhIYjAXI0no 24873
learnware/client/learnware_client.py sha256=rxe1dPilQbP3T5Pd1NrXJov0UVioqePH7yuZGWXuenA 16814
learnware/client/package_utils.py sha256=Yv9pFw5VtjH8pBELDlaT2kXTDBamanuA_Ydbid6PuJI 8181
learnware/client/utils.py sha256=drMk5hJpgSadGiVnkMt3BTE4AGaclY5ydY7ptyUzBWE 4130
learnware/client/scripts/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
learnware/client/scripts/install_env.py sha256=ZmBru7V1dU4H1ufx_JKIDpvcy7VfmFgfc7uT9tNilBs 513
learnware/client/scripts/run_model.py sha256=wp4N_L6Xc3y_4pTJIxmkFqDK7vzYKOWjf8Bf0foF8r8 1873
learnware/learnware/__init__.py sha256=yACoBwqEwRM4owqPjPVnkoaSR-9zDM02s9vaRy9zhdw 3316
learnware/learnware/base.py sha256=H4SJGxD0Zp0x7YC7Dn-66QY7OJkaBV1sdHcf-YC2-_Q 3727
learnware/learnware/utils.py sha256=cmu_ae5upebnB9C69ypEU7I-4IJmuDz5pvrXuXC9xnA 1718
learnware/market/__init__.py sha256=kQoxiRcBug3-gXgexoQlIb3YnvWQ7VJE8mBOChufPeY 963
learnware/market/base.py sha256=cFhDBATgDfuESYlJ9cF9jTn6dRrXm7GSaS-k61oZ9xI 19474
learnware/market/classes.py sha256=O2p7L5AY_wLS4D8Vqbr2xEz7VeVaW5Y3jJFln-ZKBkc 1101
learnware/market/module.py sha256=7UFQmIT5W_nI9xCutXYYtnqihJvwq85WNErl9-raIr8 2406
learnware/market/utils.py sha256=zj-VUybMZ1ShZghv7jXmH-jdpCPK-XPKd9ejGKWxWoE 329
learnware/market/anchor/__init__.py sha256=QcWUNocjTJ3-QyUBabTHDCH1PpNTjk35dLWs56tyQJw 501
learnware/market/anchor/organizer.py sha256=3cOhyEARDeuHtRfDNF3iHfqyPUDA1WDrTUsM0KMyCR0 1902
learnware/market/anchor/searcher.py sha256=8kp8wcblNtjdSUCG-iVGI0ZeTiaZqx1nQtgJBSIy-18 2842
learnware/market/anchor/user_info.py sha256=A_t4t6h9bTsTKfeIWxWilxiJBf26RCnOmdjRU5il2LQ 1451
learnware/market/easy/__init__.py sha256=878KqC5EmEMVVFGQjcPSAdSHpyWFyvQ-iiJbClL75Bg 886
learnware/market/easy/checker.py sha256=Qo-MVrI--pli4N98IQaD4mhybxTm7rR5tFJ7oDAMwj0 11004
learnware/market/easy/database_ops.py sha256=fsOtcdOBuqffDhfTITqwHH6jOKjufZTAoos62P3dUh8 7641
learnware/market/easy/organizer.py sha256=2zJFgQhbc1BYXltX5D07QxECtnMaGTOdioNyhMv6-k0 15413
learnware/market/easy/searcher.py sha256=RQnBlrC8385sOIwwKzwD3vxiZKaYxczfSaK_-OgOE3A 30787
learnware/market/evolve/__init__.py sha256=t39m1KK6H8dJZ1Mg1zTzj8bLNQgB7S6au_owlhF3v_U 75
learnware/market/evolve/organizer.py sha256=O-dfqXOxVTWGD8Hi3KT6hv-r7jDNOWNpkFUE8iH4xOE 1101
learnware/market/evolve_anchor/__init__.py sha256=4X2hPquXW2xo1sdMfU-frLcGmguDffoG7e6v6JWNBNg 91
learnware/market/evolve_anchor/organizer.py sha256=u9BAxYd_Tvs1z2ONQ8WJPWhC8w_RxDx1ghlmkxeWt10 1098
learnware/market/heterogeneous/__init__.py sha256=EA3b8YzPCDkiqIkzUJzEgg9WLot1q75ZDEsdhLf02C0 513
learnware/market/heterogeneous/searcher.py sha256=Yiydmdr8xxY0KTzAXeY3Yc9d9bV6Ip9xndHOZxOalTg 2406
learnware/market/heterogeneous/utils.py sha256=5AfDggcscEKGf79LcnKta78kZKlEW1bv_yYqtrm9Nkw 2066
learnware/market/heterogeneous/organizer/__init__.py sha256=XxsYm8BngNGZovzs8vSlDQzLBfWQx9JB4-Nd6rnD9Bw 13116
learnware/market/heterogeneous/organizer/hetero_map/__init__.py sha256=y3IX9yD7izhpfslRNrOI2BNjBzXv-hao8U5Tt0glVgw 25477
learnware/market/heterogeneous/organizer/hetero_map/feature_extractor.py sha256=AIEscHAlCU1FX56pa98Q3GiB78Vzf_9HVls4gkw4Lzo 13379
learnware/market/heterogeneous/organizer/hetero_map/trainer.py sha256=1Pr9ZvI9opMzDyrQgejQpRjcKnp-sv2-cF4oQxtndKw 12822
learnware/model/__init__.py sha256=4TxE7p2H1uhEBttcHRBecr-64b_1xA5kk5-kT9Zn6t0 56
learnware/model/base.py sha256=XYvGPlHh-1GT6J3VknorMRLs2m6k3PVpQhuzRdzXjVw 1565
learnware/reuse/__init__.py sha256=oyYol06D--pq3j1SFoZJpETlST5QME0xAXVSmhce5eY 1157
learnware/reuse/align.py sha256=WwrIOBxEq_8kmqofGp71aMshoigESBRLgTr8rUar5vw 840
learnware/reuse/averaging.py sha256=0JKtborayGpaAKAxMlJJ1zAmqMVP1AW8VnJtVK6HKAA 2849
learnware/reuse/base.py sha256=GDftef7vHcCaqM0ETeacj-SttmelOnkbIRtgkCYAPcQ 1206
learnware/reuse/ensemble_pruning.py sha256=Rkwo87JQi-JZ4Wa1CLr-qexP1Fgkp846gEnMqGKr73A 16903
learnware/reuse/feature_augment.py sha256=HQuR2Z9FGVaXkVspQ-5Tp7FMPbJ2I0evx6MfaR2tRzM 3992
learnware/reuse/job_selector.py sha256=gkMwlicqFPjuq0K7I0_8pohRvF5EcrpKi0zvcmbdfEE 11176
learnware/reuse/utils.py sha256=f7UJv9sBygsLt252ziRSwAGvHkdOjvicCvqQHfPPrU4 1078
learnware/reuse/hetero/__init__.py sha256=XDM_2ChP34QTVpQ2V8mVerft5-uFduC4_DSPg9aHrjk 165
learnware/reuse/hetero/feature_align.py sha256=i6zgWOgCHejhaQWxkyVvCO5i7v5bHG7aGN7qWYUtrvc 12467
learnware/reuse/hetero/hetero_map.py sha256=REkzoBuhszjd1Zq0gi5fHqeU0GWOoAbhnrR7JmOmeRo 3623
learnware/specification/__init__.py sha256=KCtBLVqz6WSXf4i3whptsnNbQjMmpyIg4b0L0D7MZwg 1204
learnware/specification/base.py sha256=YqSbcHGPmLfdC_xmjn7jJtHsObxvkEqur1fEFIE-dSI 3498
learnware/specification/module.py sha256=94CRlI5oC_y2R3N8CsyubwtmDXINWYGvKBpCi_hpNho 9433
learnware/specification/utils.py sha256=vg__xpeA5wDjlzq6NX_Gr5XxOTCqY2f45KJgVca0dts 832
learnware/specification/regular/__init__.py sha256=vmvWJzYbzHqOyjZutoxd-13dgRjYicfMRy-pucBARJw 404
learnware/specification/regular/base.py sha256=rsx9rDf6OMpmNn21fuoIkgjsSv-uZZ9YfMBhTd68__k 616
learnware/specification/regular/image/__init__.py sha256=zbTbJA4QEJf39DUuULf_8HrFPBR_i8W58SCjUs_dSLM 404
learnware/specification/regular/image/cnn_gp.py sha256=Kw6JwWyWT4D4wi8PUDP9Afejl3_g7gZ_VV-pnRikOjc 10272
learnware/specification/regular/image/rkme.py sha256=trVqJabI9jJlcOal7Ownwui4slGNU0ydLBLh4LfgoEg 20980
learnware/specification/regular/table/__init__.py sha256=yHylh6Yk5A66M-tp-uXM9lllbdyz-_5FxUYhxhfsXSk 602
learnware/specification/regular/table/rkme.py sha256=E_VwALT5ZgXxiSfjHdBiPbVjyDAkyNMZ_wvP8m1muDg 18993
learnware/specification/regular/text/__init__.py sha256=safUpIvuq9xeNYEnVjNCRSszPLjwbGEP6krp-4n2Q7E 399
learnware/specification/regular/text/rkme.py sha256=mwY4scXKfh_P7bBCRS3217F2exTO0bjcgv05U2Yaz9g 3742
learnware/specification/system/__init__.py sha256=wHSWLQlTixZxKo5GkGy8BewHva6I4LGbDp9tGG8XwJ0 493
learnware/specification/system/base.py sha256=fRvUM2MxXFMVVJ3duPeSVgAyoN5xYIBQNMvyn5CKbhc 581
learnware/specification/system/hetero_table.py sha256=u8KMtN_mo6BT3JLyKHvVl3trvGIEdX_ZG4xONw6jrI4 6183
learnware/tests/__init__.py sha256=1_wP-2KJOxKf1eXKMDe7YfLBrEsYLsFF9U7XDeDh1qc 61
learnware/tests/data.py sha256=kKX17e18DXNFwmqeoHB3TX2HUbic2xHr0KjftTdPPg0 1095
learnware/tests/utils.py sha256=c8Zy906yrjsBHBUN-OB1MoNABbTa8TL0z42ByemzTt0 296
learnware/tests/benchmarks/__init__.py sha256=v7CFeoGJZ89FTIvOoSCItlqH_eSXbso4xAPlgRD5FYQ 6757
learnware/tests/benchmarks/config.py sha256=aLSUjatm36peIY7PcDsuaNjww8Ir_iY7dF2K5hoob8Q 347
learnware/tests/templates/__init__.py sha256=UC348pEzEELEytS0ECTRXvjR07MV2TmQNROW_IH4Lnw 4289
learnware/tests/templates/pickle_model.py sha256=3GL9QWznL9r90yxOb5L3edo2dRCaXf_8sClL2rcpRIc 1156
learnware/utils/__init__.py sha256=QyWRet4XuGVOLuPzrO44XNXIXbAmlTaMeq1lM4v1xuk 939
learnware/utils/file.py sha256=hMofh-L1U23sNR4mZXjykWnbCg2_B-gogMbq-DzOkpE 990
learnware/utils/gpu.py sha256=FKzclWTEQm3PMC6rCldmdoinCfyWJPW5PRqn7LjPPjs 1593
learnware/utils/import_utils.py sha256=Zm-Iq8WNHcaes3dil1KgPhlwQw4UgDL__l27lhmCMHY 384
learnware/utils/module.py sha256=US_js262kSo46Qw220Xq8VGCsqxyVw0Ecmutb086IEo 906
learnware-0.3.2.dist-info/LICENSE sha256=FVb9kXYOfhtU9O15na7PXyl75OYCAtFbbWavjG0Mqt4 11622
learnware-0.3.2.dist-info/METADATA sha256=euonRvD8WAcB-_71w-RH3kOo8BdHDpBaxGt7UzPW16g 27440
learnware-0.3.2.dist-info/WHEEL sha256=oiQVh_5PnQM0E3gPdiz09WCNmwiHDMaGer_elqB3coM 92
learnware-0.3.2.dist-info/top_level.txt sha256=9L2y-P7clIzwLZUrASK2FUvwrxH_uSW9hm0zNgf_fUQ 10
learnware-0.3.2.dist-info/RECORD

top_level.txt

learnware