-
Notifications
You must be signed in to change notification settings - Fork 1
opendataval documentation
License
opendataval/opendataval.github.io
Folders and files
Name | Name | Last commit message | Last commit date | |
---|---|---|---|---|
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
 |  | |||
Repository files navigation
<!doctype html> <html class="no-js" lang="en" data-content_root="./"> <head><meta charset="utf-8"/> <meta name="viewport" content="width=device-width,initial-scale=1"/> <meta name="color-scheme" content="light dark"><meta name="viewport" content="width=device-width, initial-scale=1" /> <link rel="index" title="Index" href="genindex.html" /><link rel="search" title="Search" href="search.html" /><link rel="next" title="OpenDataVal: a Unified Benchmark for Data Valuation" href="paper.html" /><link rel="prev" title="OpenDataVal Leaderboards" href="leaderboards.html" /> <link rel="shortcut icon" href="_static/favicon.ico"/><!-- Generated with Sphinx 7.2.6 and Furo 2023.09.10 --> <title>OpenDataVal license - OpenDataVal documentation</title> <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=a746c00c" /> <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=135e06be" /> <link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=36a5483c" /> <style> body { --color-code-background: #f8f8f8; --color-code-foreground: black; } @media not print { body[data-theme="dark"] { --color-code-background: #202020; --color-code-foreground: #d0d0d0; } @media (prefers-color-scheme: dark) { body:not([data-theme="light"]) { --color-code-background: #202020; --color-code-foreground: #d0d0d0; } } } </style></head> <body> <script> document.body.dataset.theme = localStorage.getItem("theme") || "auto"; </script> <svg xmlns="http://www.w3.org/2000/svg" style="display: none;"> <symbol id="svg-toc" viewBox="0 0 24 24"> <title>Contents</title> <svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 1024 1024"> <path d="M408 442h480c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8H408c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8zm-8 204c0 4.4 3.6 8 8 8h480c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8H408c-4.4 0-8 3.6-8 8v56zm504-486H120c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8h784c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8zm0 632H120c-4.4 0-8 3.6-8 8v56c0 4.4 3.6 8 8 8h784c4.4 0 8-3.6 8-8v-56c0-4.4-3.6-8-8-8zM115.4 518.9L271.7 642c5.8 4.6 14.4.5 14.4-6.9V388.9c0-7.4-8.5-11.5-14.4-6.9L115.4 505.1a8.74 8.74 0 0 0 0 13.8z"/> </svg> </symbol> <symbol id="svg-menu" viewBox="0 0 24 24"> <title>Menu</title> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="feather-menu"> <line x1="3" y1="12" x2="21" y2="12"></line> <line x1="3" y1="6" x2="21" y2="6"></line> <line x1="3" y1="18" x2="21" y2="18"></line> </svg> </symbol> <symbol id="svg-arrow-right" viewBox="0 0 24 24"> <title>Expand</title> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="feather-chevron-right"> <polyline points="9 18 15 12 9 6"></polyline> </svg> </symbol> <symbol id="svg-sun" viewBox="0 0 24 24"> <title>Light mode</title> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" class="feather-sun"> <circle cx="12" cy="12" r="5"></circle> <line x1="12" y1="1" x2="12" y2="3"></line> <line x1="12" y1="21" x2="12" y2="23"></line> <line x1="4.22" y1="4.22" x2="5.64" y2="5.64"></line> <line x1="18.36" y1="18.36" x2="19.78" y2="19.78"></line> <line x1="1" y1="12" x2="3" y2="12"></line> <line x1="21" y1="12" x2="23" y2="12"></line> <line x1="4.22" y1="19.78" x2="5.64" y2="18.36"></line> <line x1="18.36" y1="5.64" x2="19.78" y2="4.22"></line> </svg> </symbol> <symbol id="svg-moon" viewBox="0 0 24 24"> <title>Dark mode</title> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-moon"> <path stroke="none" d="M0 0h24v24H0z" fill="none" /> <path d="M12 3c.132 0 .263 0 .393 0a7.5 7.5 0 0 0 7.92 12.446a9 9 0 1 1 -8.313 -12.454z" /> </svg> </symbol> <symbol id="svg-sun-half" viewBox="0 0 24 24"> <title>Auto light/dark mode</title> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="1.5" stroke-linecap="round" stroke-linejoin="round" class="icon-tabler-shadow"> <path stroke="none" d="M0 0h24v24H0z" fill="none"/> <circle cx="12" cy="12" r="9" /> <path d="M13 12h5" /> <path d="M13 15h4" /> <path d="M13 18h1" /> <path d="M13 9h4" /> <path d="M13 6h1" /> </svg> </symbol> </svg> <input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation"> <input type="checkbox" class="sidebar-toggle" name="__toc" id="__toc"> <label class="overlay sidebar-overlay" for="__navigation"> <div class="visually-hidden">Hide navigation sidebar</div> </label> <label class="overlay toc-overlay" for="__toc"> <div class="visually-hidden">Hide table of contents sidebar</div> </label> <div class="page"> <header class="mobile-header"> <div class="header-left"> <label class="nav-overlay-icon" for="__navigation"> <div class="visually-hidden">Toggle site navigation sidebar</div> <i class="icon"><svg><use href="#svg-menu"></use></svg></i> </label> </div> <div class="header-center"> <a href="index.html"><div class="brand">OpenDataVal documentation</div></a> </div> <div class="header-right"> <div class="theme-toggle-container theme-toggle-header"> <button class="theme-toggle"> <div class="visually-hidden">Toggle Light / Dark / Auto color theme</div> <svg class="theme-icon-when-auto"><use href="#svg-sun-half"></use></svg> <svg class="theme-icon-when-dark"><use href="#svg-moon"></use></svg> <svg class="theme-icon-when-light"><use href="#svg-sun"></use></svg> </button> </div> <label class="toc-overlay-icon toc-header-icon no-toc" for="__toc"> <div class="visually-hidden">Toggle table of contents sidebar</div> <i class="icon"><svg><use href="#svg-toc"></use></svg></i> </label> </div> </header> <aside class="sidebar-drawer"> <div class="sidebar-container"> <div class="sidebar-sticky"><a class="sidebar-brand" href="index.html"> <div class="sidebar-logo-container"> <img class="sidebar-logo only-light" src="_static/logo-light-mode.png" alt="Light Logo"/> <img class="sidebar-logo only-dark" src="_static/logo-dark-mode.png" alt="Dark Logo"/> </div> <span class="sidebar-brand-text">OpenDataVal documentation</span> </a><form class="sidebar-search-container" method="get" action="search.html" role="search"> <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search"> <input type="hidden" name="check_keywords" value="yes"> <input type="hidden" name="area" value="default"> </form> <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree"> <ul class="current"> <li class="toctree-l1 has-children"><a class="reference internal" href="modules.html">modules</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><div class="visually-hidden">Toggle navigation of modules</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul> <li class="toctree-l2 has-children"><a class="reference internal" href="opendataval.html">opendataval package</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><div class="visually-hidden">Toggle navigation of opendataval package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul> <li class="toctree-l3 has-children"><a class="reference internal" href="opendataval.dataloader.html">opendataval.dataloader package</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" role="switch" type="checkbox"/><label for="toctree-checkbox-3"><div class="visually-hidden">Toggle navigation of opendataval.dataloader package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul> <li class="toctree-l4 has-children"><a class="reference internal" href="opendataval.dataloader.datasets.html">opendataval.dataloader.datasets package</a><input class="toctree-checkbox" id="toctree-checkbox-4" name="toctree-checkbox-4" role="switch" type="checkbox"/><label for="toctree-checkbox-4"><div class="visually-hidden">Toggle navigation of opendataval.dataloader.datasets package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul> <li class="toctree-l5"><a class="reference internal" href="generated/opendataval.dataloader.datasets.datasets.html">opendataval.dataloader.datasets.datasets</a></li> <li class="toctree-l5"><a class="reference internal" href="generated/opendataval.dataloader.datasets.imagesets.html">opendataval.dataloader.datasets.imagesets</a></li> <li class="toctree-l5"><a class="reference internal" href="generated/opendataval.dataloader.datasets.nlpsets.html">opendataval.dataloader.datasets.nlpsets</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataloader.Register.html">opendataval.dataloader.Register</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataloader.DataFetcher.html">opendataval.dataloader.DataFetcher</a></li> <li class="toctree-l4 has-children"><a class="reference internal" href="generated/opendataval.dataloader.datasets.html">opendataval.dataloader.datasets</a><input class="toctree-checkbox" id="toctree-checkbox-5" name="toctree-checkbox-5" role="switch" type="checkbox"/><label for="toctree-checkbox-5"><div class="visually-hidden">Toggle navigation of opendataval.dataloader.datasets</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul> <li class="toctree-l5"><a class="reference internal" href="generated/generated/opendataval.dataloader.datasets.datasets.html">opendataval.dataloader.datasets.datasets</a></li> <li class="toctree-l5"><a class="reference internal" href="generated/generated/opendataval.dataloader.datasets.imagesets.html">opendataval.dataloader.datasets.imagesets</a></li> <li class="toctree-l5"><a class="reference internal" href="generated/generated/opendataval.dataloader.datasets.nlpsets.html">opendataval.dataloader.datasets.nlpsets</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataloader.cache.html">opendataval.dataloader.cache</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataloader.mix_labels.html">opendataval.dataloader.mix_labels</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataloader.one_hot_encode.html">opendataval.dataloader.one_hot_encode</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataloader.CatDataset.html">opendataval.dataloader.CatDataset</a></li> </ul> </li> <li class="toctree-l3 has-children"><a class="reference internal" href="opendataval.dataval.html">opendataval.dataval package</a><input class="toctree-checkbox" id="toctree-checkbox-6" name="toctree-checkbox-6" role="switch" type="checkbox"/><label for="toctree-checkbox-6"><div class="visually-hidden">Toggle navigation of opendataval.dataval package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul> <li class="toctree-l4"><a class="reference internal" href="opendataval.dataval.ame.html">opendataval.dataval.ame package</a></li> <li class="toctree-l4"><a class="reference internal" href="opendataval.dataval.csshap.html">opendataval.dataval.csshap package</a></li> <li class="toctree-l4"><a class="reference internal" href="opendataval.dataval.dvrl.html">opendataval.dataval.dvrl package</a></li> <li class="toctree-l4"><a class="reference internal" href="opendataval.dataval.influence.html">opendataval.dataval.influence package</a></li> <li class="toctree-l4"><a class="reference internal" href="opendataval.dataval.knnshap.html">opendataval.dataval.knnshap package</a></li> <li class="toctree-l4"><a class="reference internal" href="opendataval.dataval.lava.html">opendataval.dataval.lava package</a></li> <li class="toctree-l4"><a class="reference internal" href="opendataval.dataval.margcontrib.html">opendataval.dataval.margcontrib package</a></li> <li class="toctree-l4"><a class="reference internal" href="opendataval.dataval.oob.html">opendataval.dataval.oob package</a></li> <li class="toctree-l4"><a class="reference internal" href="opendataval.dataval.random.html">opendataval.dataval.random package</a></li> <li class="toctree-l4"><a class="reference internal" href="opendataval.dataval.volume.html">opendataval.dataval.volume package</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataval.DataEvaluator.html">opendataval.dataval.DataEvaluator</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataval.ModelMixin.html">opendataval.dataval.ModelMixin</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataval.ModelLessMixin.html">opendataval.dataval.ModelLessMixin</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataval.AME.html">opendataval.dataval.AME</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataval.DVRL.html">opendataval.dataval.DVRL</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataval.InfluenceFunction.html">opendataval.dataval.InfluenceFunction</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataval.InfluenceSubsample.html">opendataval.dataval.InfluenceSubsample</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataval.KNNShapley.html">opendataval.dataval.KNNShapley</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataval.DataOob.html">opendataval.dataval.DataOob</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataval.DataBanzhaf.html">opendataval.dataval.DataBanzhaf</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataval.BetaShapley.html">opendataval.dataval.BetaShapley</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataval.DataShapley.html">opendataval.dataval.DataShapley</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataval.LavaEvaluator.html">opendataval.dataval.LavaEvaluator</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataval.LeaveOneOut.html">opendataval.dataval.LeaveOneOut</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataval.ShapEvaluator.html">opendataval.dataval.ShapEvaluator</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataval.RandomEvaluator.html">opendataval.dataval.RandomEvaluator</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataval.RobustVolumeShapley.html">opendataval.dataval.RobustVolumeShapley</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataval.Sampler.html">opendataval.dataval.Sampler</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataval.TMCSampler.html">opendataval.dataval.TMCSampler</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.dataval.GrTMCSampler.html">opendataval.dataval.GrTMCSampler</a></li> </ul> </li> <li class="toctree-l3 has-children"><a class="reference internal" href="opendataval.experiment.html">opendataval.experiment package</a><input class="toctree-checkbox" id="toctree-checkbox-7" name="toctree-checkbox-7" role="switch" type="checkbox"/><label for="toctree-checkbox-7"><div class="visually-hidden">Toggle navigation of opendataval.experiment package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.experiment.ExperimentMediator.html">opendataval.experiment.ExperimentMediator</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.experiment.exper_methods.html">opendataval.experiment.exper_methods</a></li> </ul> </li> <li class="toctree-l3 has-children"><a class="reference internal" href="opendataval.model.html">opendataval.model package</a><input class="toctree-checkbox" id="toctree-checkbox-8" name="toctree-checkbox-8" role="switch" type="checkbox"/><label for="toctree-checkbox-8"><div class="visually-hidden">Toggle navigation of opendataval.model package</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.model.Model.html">opendataval.model.Model</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.model.GradientModel.html">opendataval.model.GradientModel</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.model.ModelFactory.html">opendataval.model.ModelFactory</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.model.TorchClassMixin.html">opendataval.model.TorchClassMixin</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.model.TorchRegressMixin.html">opendataval.model.TorchRegressMixin</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.model.TorchPredictMixin.html">opendataval.model.TorchPredictMixin</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.model.TorchGradMixin.html">opendataval.model.TorchGradMixin</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.model.ClassifierSkLearnWrapper.html">opendataval.model.ClassifierSkLearnWrapper</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.model.ClassifierUnweightedSkLearnWrapper.html">opendataval.model.ClassifierUnweightedSkLearnWrapper</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/opendataval.model.RegressionSkLearnWrapper.html">opendataval.model.RegressionSkLearnWrapper</a></li> </ul> </li> <li class="toctree-l3 has-children"><a class="reference internal" href="generated/opendataval.dataloader.html">opendataval.dataloader</a><input class="toctree-checkbox" id="toctree-checkbox-9" name="toctree-checkbox-9" role="switch" type="checkbox"/><label for="toctree-checkbox-9"><div class="visually-hidden">Toggle navigation of opendataval.dataloader</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataloader.Register.html">opendataval.dataloader.Register</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataloader.DataFetcher.html">opendataval.dataloader.DataFetcher</a></li> <li class="toctree-l4 has-children"><a class="reference internal" href="generated/generated/opendataval.dataloader.datasets.html">opendataval.dataloader.datasets</a><input class="toctree-checkbox" id="toctree-checkbox-10" name="toctree-checkbox-10" role="switch" type="checkbox"/><label for="toctree-checkbox-10"><div class="visually-hidden">Toggle navigation of opendataval.dataloader.datasets</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul> <li class="toctree-l5"><a class="reference internal" href="generated/generated/generated/opendataval.dataloader.datasets.datasets.html">opendataval.dataloader.datasets.datasets</a></li> <li class="toctree-l5"><a class="reference internal" href="generated/generated/generated/opendataval.dataloader.datasets.imagesets.html">opendataval.dataloader.datasets.imagesets</a></li> <li class="toctree-l5"><a class="reference internal" href="generated/generated/generated/opendataval.dataloader.datasets.nlpsets.html">opendataval.dataloader.datasets.nlpsets</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataloader.cache.html">opendataval.dataloader.cache</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataloader.mix_labels.html">opendataval.dataloader.mix_labels</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataloader.one_hot_encode.html">opendataval.dataloader.one_hot_encode</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataloader.CatDataset.html">opendataval.dataloader.CatDataset</a></li> </ul> </li> <li class="toctree-l3 has-children"><a class="reference internal" href="generated/opendataval.dataval.html">opendataval.dataval</a><input class="toctree-checkbox" id="toctree-checkbox-11" name="toctree-checkbox-11" role="switch" type="checkbox"/><label for="toctree-checkbox-11"><div class="visually-hidden">Toggle navigation of opendataval.dataval</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataval.DataEvaluator.html">opendataval.dataval.DataEvaluator</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataval.ModelMixin.html">opendataval.dataval.ModelMixin</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataval.ModelLessMixin.html">opendataval.dataval.ModelLessMixin</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataval.AME.html">opendataval.dataval.AME</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataval.DVRL.html">opendataval.dataval.DVRL</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataval.InfluenceFunction.html">opendataval.dataval.InfluenceFunction</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataval.InfluenceSubsample.html">opendataval.dataval.InfluenceSubsample</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataval.KNNShapley.html">opendataval.dataval.KNNShapley</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataval.DataOob.html">opendataval.dataval.DataOob</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataval.DataBanzhaf.html">opendataval.dataval.DataBanzhaf</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataval.BetaShapley.html">opendataval.dataval.BetaShapley</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataval.DataShapley.html">opendataval.dataval.DataShapley</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataval.LavaEvaluator.html">opendataval.dataval.LavaEvaluator</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataval.LeaveOneOut.html">opendataval.dataval.LeaveOneOut</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataval.ShapEvaluator.html">opendataval.dataval.ShapEvaluator</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataval.RandomEvaluator.html">opendataval.dataval.RandomEvaluator</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataval.RobustVolumeShapley.html">opendataval.dataval.RobustVolumeShapley</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataval.Sampler.html">opendataval.dataval.Sampler</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataval.TMCSampler.html">opendataval.dataval.TMCSampler</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.dataval.GrTMCSampler.html">opendataval.dataval.GrTMCSampler</a></li> </ul> </li> <li class="toctree-l3 has-children"><a class="reference internal" href="generated/opendataval.model.html">opendataval.model</a><input class="toctree-checkbox" id="toctree-checkbox-12" name="toctree-checkbox-12" role="switch" type="checkbox"/><label for="toctree-checkbox-12"><div class="visually-hidden">Toggle navigation of opendataval.model</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.model.Model.html">opendataval.model.Model</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.model.GradientModel.html">opendataval.model.GradientModel</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.model.ModelFactory.html">opendataval.model.ModelFactory</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.model.TorchClassMixin.html">opendataval.model.TorchClassMixin</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.model.TorchRegressMixin.html">opendataval.model.TorchRegressMixin</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.model.TorchPredictMixin.html">opendataval.model.TorchPredictMixin</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.model.TorchGradMixin.html">opendataval.model.TorchGradMixin</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.model.ClassifierSkLearnWrapper.html">opendataval.model.ClassifierSkLearnWrapper</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.model.ClassifierUnweightedSkLearnWrapper.html">opendataval.model.ClassifierUnweightedSkLearnWrapper</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.model.RegressionSkLearnWrapper.html">opendataval.model.RegressionSkLearnWrapper</a></li> </ul> </li> <li class="toctree-l3 has-children"><a class="reference internal" href="generated/opendataval.experiment.html">opendataval.experiment</a><input class="toctree-checkbox" id="toctree-checkbox-13" name="toctree-checkbox-13" role="switch" type="checkbox"/><label for="toctree-checkbox-13"><div class="visually-hidden">Toggle navigation of opendataval.experiment</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.experiment.ExperimentMediator.html">opendataval.experiment.ExperimentMediator</a></li> <li class="toctree-l4"><a class="reference internal" href="generated/generated/opendataval.experiment.exper_methods.html">opendataval.experiment.exper_methods</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="generated/opendataval.util.set_random_state.html">opendataval.util.set_random_state</a></li> <li class="toctree-l3"><a class="reference internal" href="generated/opendataval.util.load_mediator_output.html">opendataval.util.load_mediator_output</a></li> <li class="toctree-l3"><a class="reference internal" href="generated/opendataval.__version__.html">opendataval.__version__</a></li> </ul> </li> </ul> </li> <li class="toctree-l1"><a class="reference internal" href="leaderboards.html">leaderboards</a></li> <li class="toctree-l1 current current-page"><a class="current reference internal" href="#">license</a></li> <li class="toctree-l1"><a class="reference internal" href="paper.html">paper</a></li> </ul> </div> </div> </div> </div> </aside> <div class="main"> <div class="content"> <div class="article-container"> <a href="#" class="back-to-top muted-link"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"> <path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8v12z"></path> </svg> <span>Back to top</span> </a> <div class="content-icon-container"> <div class="theme-toggle-container theme-toggle-content"> <button class="theme-toggle"> <div class="visually-hidden">Toggle Light / Dark / Auto color theme</div> <svg class="theme-icon-when-auto"><use href="#svg-sun-half"></use></svg> <svg class="theme-icon-when-dark"><use href="#svg-moon"></use></svg> <svg class="theme-icon-when-light"><use href="#svg-sun"></use></svg> </button> </div> <label class="toc-overlay-icon toc-content-icon no-toc" for="__toc"> <div class="visually-hidden">Toggle table of contents sidebar</div> <i class="icon"><svg><use href="#svg-toc"></use></svg></i> </label> </div> <article role="main"> <section id="opendataval-license"> <h1>OpenDataVal license<a class="headerlink" href="#opendataval-license" title="Link to this heading">#</a></h1> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">MIT</span> <span class="n">License</span> <span class="n">Copyright</span> <span class="p">(</span><span class="n">c</span><span class="p">)</span> <span class="mi">2023</span> <span class="n">Kevin</span> <span class="n">Jiang</span><span class="p">,</span> <span class="n">Weixin</span> <span class="n">Liang</span><span class="p">,</span> <span class="n">James</span> <span class="n">Zou</span><span class="p">,</span> <span class="n">Yongchan</span> <span class="n">Kwon</span> <span class="n">Permission</span> <span class="ow">is</span> <span class="n">hereby</span> <span class="n">granted</span><span class="p">,</span> <span class="n">free</span> <span class="n">of</span> <span class="n">charge</span><span class="p">,</span> <span class="n">to</span> <span class="nb">any</span> <span class="n">person</span> <span class="n">obtaining</span> <span class="n">a</span> <span class="n">copy</span> <span class="n">of</span> <span class="n">this</span> <span class="n">software</span> <span class="ow">and</span> <span class="n">associated</span> <span class="n">documentation</span> <span class="n">files</span> <span class="p">(</span><span class="n">the</span> <span class="s2">"Software"</span><span class="p">),</span> <span class="n">to</span> <span class="n">deal</span> <span class="ow">in</span> <span class="n">the</span> <span class="n">Software</span> <span class="n">without</span> <span class="n">restriction</span><span class="p">,</span> <span class="n">including</span> <span class="n">without</span> <span class="n">limitation</span> <span class="n">the</span> <span class="n">rights</span> <span class="n">to</span> <span class="n">use</span><span class="p">,</span> <span class="n">copy</span><span class="p">,</span> <span class="n">modify</span><span class="p">,</span> <span class="n">merge</span><span class="p">,</span> <span class="n">publish</span><span class="p">,</span> <span class="n">distribute</span><span class="p">,</span> <span class="n">sublicense</span><span class="p">,</span> <span class="ow">and</span><span class="o">/</span><span class="ow">or</span> <span class="n">sell</span> <span class="n">copies</span> <span class="n">of</span> <span class="n">the</span> <span class="n">Software</span><span class="p">,</span> <span class="ow">and</span> <span class="n">to</span> <span class="n">permit</span> <span class="n">persons</span> <span class="n">to</span> <span class="n">whom</span> <span class="n">the</span> <span class="n">Software</span> <span class="ow">is</span> <span class="n">furnished</span> <span class="n">to</span> <span class="n">do</span> <span class="n">so</span><span class="p">,</span> <span class="n">subject</span> <span class="n">to</span> <span class="n">the</span> <span class="n">following</span> <span class="n">conditions</span><span class="p">:</span> <span class="n">The</span> <span class="n">above</span> <span class="n">copyright</span> <span class="n">notice</span> <span class="ow">and</span> <span class="n">this</span> <span class="n">permission</span> <span class="n">notice</span> <span class="n">shall</span> <span class="n">be</span> <span class="n">included</span> <span class="ow">in</span> <span class="nb">all</span> <span class="n">copies</span> <span class="ow">or</span> <span class="n">substantial</span> <span class="n">portions</span> <span class="n">of</span> <span class="n">the</span> <span class="n">Software</span><span class="o">.</span> <span class="n">THE</span> <span class="n">SOFTWARE</span> <span class="n">IS</span> <span class="n">PROVIDED</span> <span class="s2">"AS IS"</span><span class="p">,</span> <span class="n">WITHOUT</span> <span class="n">WARRANTY</span> <span class="n">OF</span> <span class="n">ANY</span> <span class="n">KIND</span><span class="p">,</span> <span class="n">EXPRESS</span> <span class="n">OR</span> <span class="n">IMPLIED</span><span class="p">,</span> <span class="n">INCLUDING</span> <span class="n">BUT</span> <span class="n">NOT</span> <span class="n">LIMITED</span> <span class="n">TO</span> <span class="n">THE</span> <span class="n">WARRANTIES</span> <span class="n">OF</span> <span class="n">MERCHANTABILITY</span><span class="p">,</span> <span class="n">FITNESS</span> <span class="n">FOR</span> <span class="n">A</span> <span class="n">PARTICULAR</span> <span class="n">PURPOSE</span> <span class="n">AND</span> <span class="n">NONINFRINGEMENT</span><span class="o">.</span> <span class="n">IN</span> <span class="n">NO</span> <span class="n">EVENT</span> <span class="n">SHALL</span> <span class="n">THE</span> <span class="n">AUTHORS</span> <span class="n">OR</span> <span class="n">COPYRIGHT</span> <span class="n">HOLDERS</span> <span class="n">BE</span> <span class="n">LIABLE</span> <span class="n">FOR</span> <span class="n">ANY</span> <span class="n">CLAIM</span><span class="p">,</span> <span class="n">DAMAGES</span> <span class="n">OR</span> <span class="n">OTHER</span> <span class="n">LIABILITY</span><span class="p">,</span> <span class="n">WHETHER</span> <span class="n">IN</span> <span class="n">AN</span> <span class="n">ACTION</span> <span class="n">OF</span> <span class="n">CONTRACT</span><span class="p">,</span> <span class="n">TORT</span> <span class="n">OR</span> <span class="n">OTHERWISE</span><span class="p">,</span> <span class="n">ARISING</span> <span class="n">FROM</span><span class="p">,</span> <span class="n">OUT</span> <span class="n">OF</span> <span class="n">OR</span> <span class="n">IN</span> <span class="n">CONNECTION</span> <span class="n">WITH</span> <span class="n">THE</span> <span class="n">SOFTWARE</span> <span class="n">OR</span> <span class="n">THE</span> <span class="n">USE</span> <span class="n">OR</span> <span class="n">OTHER</span> <span class="n">DEALINGS</span> <span class="n">IN</span> <span class="n">THE</span> <span class="n">SOFTWARE</span><span class="o">.</span> </pre></div> </div> </section> </article> </div> <footer> <div class="related-pages"> <a class="next-page" href="paper.html"> <div class="page-info"> <div class="context"> <span>Next</span> </div> <div class="title">OpenDataVal: a Unified Benchmark for Data Valuation</div> </div> <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg> </a> <a class="prev-page" href="leaderboards.html"> <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg> <div class="page-info"> <div class="context"> <span>Previous</span> </div> <div class="title">OpenDataVal Leaderboards</div> </div> </a> </div> <div class="bottom-of-page"> <div class="left-details"> <div class="copyright"> Copyright © 2023, OpenDataVal </div> Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s <a href="https://github.com/pradyunsg/furo">Furo</a> </div> <div class="right-details"> </div> </div> </footer> </div> <aside class="toc-drawer no-toc"> </aside> </div> </div><script src="_static/documentation_options.js?v=7f41d439"></script> <script src="_static/doctools.js?v=888ff710"></script> <script src="_static/sphinx_highlight.js?v=dc90522c"></script> <script src="_static/scripts/furo.js?v=32e29ea5"></script> </body> </html>
About
opendataval documentation
License
Stars
Watchers
Forks
Releases
No releases published
Packages 0
No packages published