Wheelodex » Projects » ws-benchmark

ws-benchmark

View on PyPI — Reverse Dependencies (0)

1.1.1 ws_benchmark-1.1.1-py3-none-any.whl

Wheel Details

Project: ws-benchmark
Version: 1.1.1
Filename: ws_benchmark-1.1.1-py3-none-any.whl
Download: [link]
Size: 149405
MD5: 85e3fd242ca6d1304dca2a63689f5576
SHA256: efe7512939c702b8332229f4cb01e3cf1eeb6ce7aff21c06bcb59f182a979a41
Uploaded: 2022-03-19 02:36:17 +0000

dist-info

METADATA · WHEEL · RECORD · top_level.txt

METADATA

Metadata-Version: 2.1
Name: ws-benchmark
Version: 1.1.1
Summary: a weak supervision learning benchmark
Author: Jieyu Zhang
Author-Email: jieyuzhang97[at]gmail.com
Home-Page: https://github.com/JieyuZ2/wrench
License: Apache License 2.0
Keywords: machine-learning ai weak-supervision
Classifier: Intended Audience :: Science/Research
Classifier: Topic :: Scientific/Engineering :: Information Analysis
Classifier: License :: OSI Approved :: Apache Software License
Classifier: Programming Language :: Python :: 3
Requires-Python: >=3.6
Requires-Dist: cytoolz (==0.11.0)
Requires-Dist: dill (==0.3.4)
Requires-Dist: flyingsquid (==0.0.0a0)
Requires-Dist: future (>=0.18.2)
Requires-Dist: higher (>=0.2.1)
Requires-Dist: typing-extensions (<=3.10.0.2,>=3.10.0.0)
Requires-Dist: torch (==1.9.0)
Requires-Dist: torchvision (==0.10.0)
Requires-Dist: tqdm (>=4.62.1)
Requires-Dist: transformers (<=4.7.0,>=4.6.1)
Requires-Dist: numpy (<=1.19.5,>=1.19.2)
Requires-Dist: snorkel (==0.9.7)
Requires-Dist: seqeval (==1.2.2)
Requires-Dist: scikit-learn (==0.24.2)
Requires-Dist: optuna (<=2.8.0,>=2.7.0)
Requires-Dist: pandas (>=1.1.5)
Requires-Dist: pillow (>=8.3.2)
Requires-Dist: sentence-transformers (==1.1.1)
Requires-Dist: openml (>=0.12.2)
Requires-Dist: cvxpy (<=1.1.15,>=1.1.13)
Requires-Dist: scipy (<=1.5.4,>=1.5.2)
Requires-Dist: faiss-gpu (>=1.7.1)
Requires-Dist: numbskull (==0.1.1)
Requires-Dist: numba (==0.43.0)
Requires-Dist: snorkel-metal (>=0.5.0)
Requires-Dist: spacy (<=3.1.5,>=3.1.2)
Requires-Dist: skweak (>=0.2.13)
Requires-Dist: networkx (==2.7)
Description-Content-Type: text/markdown
License-File: LICENSE
[Description omitted; length: 21010 characters]

WHEEL

Wheel-Version: 1.0
Generator: bdist_wheel (0.37.1)
Root-Is-Purelib: true
Tag: py3-none-any

RECORD

Path Digest Size
wrench/__init__.py sha256=TiGY2BC2OKV-GmTlqGUfqqSChjN9LgFxgbe4UfcWIhQ 1586
wrench/_logging.py sha256=Y5ygNE8UR7JXfP9kAND3HES-pdPdvPanzvqupLOL34s 422
wrench/backbone.py sha256=J738v6UYmJ2gaLnj2qDOVbk7Smfh1kCOssUjozVnxw4 26092
wrench/basemodel.py sha256=LYdEpuLMV8Z5IoEL5X1wSIAr0Nn3CmNheBiXr6KfX6I 23120
wrench/config.py sha256=PPnb1mHMKXMxvswhnSyzkyOzzjckBl_LLfcpz37QvOo 5643
wrench/evaluation.py sha256=lMrfO7ypDrliTgXCHvNK-vQPp1LUEUzIRMSZuIlHpeg 4786
wrench/layers.py sha256=92RU71-zxWb-QnJCJiis-E6Fh11HdAIM9L7Jw6gFu8M 10865
wrench/search.py sha256=2l2xSP5EaaMwPfdweifMiGEQtlyjViwn4AAy0yOpaBA 9053
wrench/search_space.py sha256=seDW3kScYdBaqicgrB8dwy3ck2VZj7avT3Fr0gnFcC0 3718
wrench/utils.py sha256=SBVdPE-iXFJ9szMrLhg5KDrfrvKnnL0JPdLGzn7sLoM 6606
wrench/version.py sha256=Npo-xloyNpJPLZ7tYKdIm5zjpbnegWrlqh04QnJutcM 129
wrench/classification/__init__.py sha256=RaFcjXpId9c2KW2cVjaPHJUdBCZOC-WhxGwT_JOWyH0 118
wrench/classification/astra.py sha256=c5swI2V1lM3dRxZVgTX2G17yBPSXMeuTkjS8Um5JIOg 24169
wrench/classification/denoise.py sha256=i8a5FS0fKza9nN8rXBcpTnbrmdy6bUgb_nCxtQc3DNM 14091
wrench/classification/implyloss.py sha256=F0naQuYU9aFHAp9IpMaZyIpmfxim9IzeH6JclxEnjDI 13684
wrench/classification/weasel.py sha256=pDxlseCIqBSQSPGkgQ-hIWBuhTF4Rh3q-RWmP8-x3D0 10622
wrench/dataset/__init__.py sha256=nJ6ysPLicmJULEJc9tSMeTA4nPhqCaVYcZL6Uvo2cPA 3703
wrench/dataset/basedataset.py sha256=U14uHnWJ0gp2dgvLGPNYaUAAVveuGaSx4Bw3kF2-7R8 9408
wrench/dataset/dataset.py sha256=IxMi32NyPvS0_Q0uOepJ8cPJorkvK7jvVq2C47IDPNs 7140
wrench/dataset/graphdataset.py sha256=V5PGwSAbT24OKifUB03MLEzIjKlICaf96rLE7jKSiv8 2115
wrench/dataset/seqdataset.py sha256=YE9U9rmxCx1EmPyQswFEwn7jNq8h6AKbf00SZj2DhnI 9587
wrench/dataset/torchdataset.py sha256=rVVqdmzcEw2xY2d81Zrk92oyEvIEjUpL6TAgB-53Jvo 11104
wrench/dataset/utils.py sha256=IYV07kYrYTcZKF4Zwu3x5cQSq9Zq5ndVh1db1rEHD3A 17680
wrench/endmodel/__init__.py sha256=7PhoKGke7d500jBxbYMKvlRMrxr8d1d_Woz6XTxhlig 191
wrench/endmodel/bert_model.py sha256=ovhq7okrpbBwgJjegxBFV5wPcDuu5qRNsxYEARU-ghA 6559
wrench/endmodel/cosine.py sha256=R8xOzy0k0kqOzWDQqM8auAIsGz7s8Uzc53H0M3NzN58 14474
wrench/endmodel/end_model.py sha256=aeocb4yzVqnRp9ZRqWjLqPEPaaQjMpHGS0MEdzAmdqg 6254
wrench/endmodel/linear_model.py sha256=3HuE7Kmx8XNR4k4f0sw_KGT_QzG-t8jy4DDnnql4Q1s 5189
wrench/endmodel/neural_model.py sha256=zmBH2bYBHeGc8P9FB8yrXsPc-uJsqWfdyLBoONEkLEY 5460
wrench/labelmodel/__init__.py sha256=-GMw7Dh4EOKDz4NeP3qlKngPTqRHFrQJlsn0AEXxGLk 321
wrench/labelmodel/dawid_skene.py sha256=2yDPHcXfsIbzL9l6LO9IH43MJW82rqp01OhK1CNO-Fk 5704
wrench/labelmodel/dependency_structure.py sha256=LFlECe5HzN1U9R3Y6h6PwmNI9ShuUMi-5eKNLUKle2E 1439
wrench/labelmodel/epoxy.py sha256=NCIMr3JmQCKMsbbHnoSrFcIwsT5mPE92oTvDLSV05Vg 12341
wrench/labelmodel/flyingsquid.py sha256=M_lTHDnCdNlYVmU536Oyrs3zlqrT90IE0zTQIW2YmJw 3636
wrench/labelmodel/generative_model.py sha256=xzCCqdAbaWSlq2FzHC5auSKinfI7JnfLkMFbuAJIQrY 2969
wrench/labelmodel/generative_model_src.py sha256=xXmZmedXw5cIyZlRwCbKBwjhvIvHZMSg-c2v0ovvbzc 41025
wrench/labelmodel/gold.py sha256=7YaIN60Waq3vJWExVCFm8Z3jAkes5OnMmodp3NQpCwg 2340
wrench/labelmodel/label_model_src.py sha256=I9sRo5f1CzQsxzA-Kt7REkufuSnxc1YuhJRlQzUO1O0 16862
wrench/labelmodel/majority_voting.py sha256=ygBvJpV0P-xSughBx-vyUigESrbH42GUvV-1EM7V8F0 3393
wrench/labelmodel/metal.py sha256=ZzavcaoF66Ng6NfzfKZ0n-nNchqIyIaO7zkm_ZzoLis 5362
wrench/labelmodel/naive_bayes.py sha256=LAr_J8BwxPj45nxrPmeQC5UNcuAjSS0SioTFdBp_fLE 2366
wrench/labelmodel/snorkel.py sha256=V4yc5viXgtRA9Q44sQEMtRall_wI9SsKFoOntPejIGQ 2353
wrench/metalearning/__init__.py sha256=_qxLEGihD8UBvoTNJASqfQTZ0eA4WHrrV1OPf4sUswc 95
wrench/metalearning/learn_to_reweight.py sha256=ueqy_w64INMPTQTVzoL5Gy1I4ZZSkzN1ZuVRlBR0JM8 6703
wrench/metalearning/meta_weight_net.py sha256=eNffPXldqiNR8dcO6DKccPd5ZrTTJjNrfHZAo_5_quM 7782
wrench/semisupervisedlearning/__init__.py sha256=0ZB-yyC3IFbP8TOPqJSFK8aYMdUX-efOnLdli_JvZWU 38
wrench/semisupervisedlearning/meanteacher.py sha256=7_XzVH8VJpvEtMokGUMEdLyXrNR_3b9aCIAtf_Bionk 10079
wrench/semisupervisedlearning/utils.py sha256=mdCL4atLR93BtJOUi6F_3OgoMc7y4OV8cwDSeq2wTfU 1713
wrench/seq_endmodel/__init__.py sha256=XgsGMcFqbn2BurXLfhu8LUErNo-cVC2XSW7MlSLTtLE 90
wrench/seq_endmodel/bert_crf_model.py sha256=ejPxhJKzb1hIrnOFOo9l1CFhLbuiE6LHopqNwCyOGkQ 12199
wrench/seq_endmodel/lstm_crf_model.py sha256=raANwsIyQSPOyP1yTv05tMZS3vj0Bx4U2MgvLiXRwW0 11468
wrench/seq_labelmodel/__init__.py sha256=pnDjPyxxObi6q5bf-Wp6wjc3IfQ592GP8K4D8-UGtFA 93
wrench/seq_labelmodel/chmm.py sha256=vzz44n4PgXFc7duGZ81aFEB6pGB9hNrh-8kwa3BJNRE 6095
wrench/seq_labelmodel/hmm.py sha256=ynzelOLGy-UM5FzMoHujl7KuUKwEAitO87QAvYNS-ls 5350
wrench/seq_labelmodel/seq_wrapper.py sha256=26txuAyCkGSHAiaUwEMpPk18o5C_3v8ZCM5q3SZaKms 3497
wrench/seq_labelmodel/chmm_src/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
wrench/seq_labelmodel/chmm_src/CHMM/Data.py sha256=SPzsnP2yFp9KwgZpoutmrlAuNU91oX92zEww32Uxqx0 1886
wrench/seq_labelmodel/chmm_src/CHMM/Model.py sha256=2YaffEvpB9D5FpsS8efgTyNB6AnZ_vWRDg5XehGP7GY 16104
wrench/seq_labelmodel/chmm_src/CHMM/Train.py sha256=Or91v9rkgPvAVLX91b8Of7YAklBFRD4SP9QpaU06mQQ 17223
wrench/seq_labelmodel/chmm_src/CHMM/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
wrench/seq_labelmodel/chmm_src/Src/Args.py sha256=rZBZpRWjhkIBH_x7w2mQQYV3Brfl9ARV6MjNPwnD4No 3914
wrench/seq_labelmodel/chmm_src/Src/DataAssist.py sha256=cXNpN-f6HBL7mF_9DUO-S8lBVY6RQAzf0qs4oNJWP1U 7968
wrench/seq_labelmodel/chmm_src/Src/Utils.py sha256=FhM9zdYaCIch8JAjZv_EOWrtSiA-8aIXhjzk3iju3aI 1379
wrench/seq_labelmodel/chmm_src/Src/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
wrench/seqtagging/__init__.py sha256=JYo8taN42oApYH1nJHtQWfgZ64_iNwEDtX6DbXYI5FU 54
wrench/seqtagging/connet.py sha256=X_tgUoxVH7CF49suSsT65TCV6PblDsx4zhVoPkrQc28 22316
wrench/synthetic/__init__.py sha256=r5GFrWU4QWmgw9ZmO_kPWgZF4BBdeL6BHrpWu-P1RCk 208
wrench/synthetic/dataset_generator.py sha256=VqtNKucqrfW4d9Ipa4RviqYGeVWr3aaiLq06u11htFk 9426
wrench/synthetic/lf_generator.py sha256=g-XasuDDy5V_lLX_5Kc57yqxQJwdwPqmM3C8tWkIM48 27344
wrench/synthetic/syntheticdataset.py sha256=PLQVITEF2iLh_EZiKq1a08wj0Cw9KVGZWa8LkSDdW0o 3263
ws_benchmark-1.1.1.dist-info/LICENSE sha256=xx0jnfkXJvxRnG63LTGOxlggYnIysveWIZ6H3PNdCrQ 11357
ws_benchmark-1.1.1.dist-info/METADATA sha256=0l2TW_og0O1vHYX0HeRiBTw4qJgl8IpmI-pAup8JJEI 22688
ws_benchmark-1.1.1.dist-info/WHEEL sha256=G16H4A3IeoQmnOrYV4ueZGKSjhipXx8zc8nu9FGlvMA 92
ws_benchmark-1.1.1.dist-info/top_level.txt sha256=0PDz80PbdzNQqVjw3WmSLTb5oyb6Fvq3uhj4xlJlN-Y 7
ws_benchmark-1.1.1.dist-info/RECORD — —

top_level.txt

wrench