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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>Index — Shift Happens (ICML 2022) documentation</title>
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<h1 id="index">Index</h1>
<div class="genindex-jumpbox">
<a href="#_"><strong>_</strong></a>
| <a href="#A"><strong>A</strong></a>
| <a href="#C"><strong>C</strong></a>
| <a href="#D"><strong>D</strong></a>
| <a href="#E"><strong>E</strong></a>
| <a href="#F"><strong>F</strong></a>
| <a href="#G"><strong>G</strong></a>
| <a href="#I"><strong>I</strong></a>
| <a href="#L"><strong>L</strong></a>
| <a href="#M"><strong>M</strong></a>
| <a href="#O"><strong>O</strong></a>
| <a href="#P"><strong>P</strong></a>
| <a href="#R"><strong>R</strong></a>
| <a href="#S"><strong>S</strong></a>
| <a href="#T"><strong>T</strong></a>
| <a href="#U"><strong>U</strong></a>
| <a href="#V"><strong>V</strong></a>
</div>
<h2 id="_">_</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.models.torchvision.__TorchvisionModel">__TorchvisionModel (class in shifthappens.models.torchvision)</a>
</li>
<li><a href="api.html#shifthappens.models.torchvision.__TorchvisionPreProcessingMixin">__TorchvisionPreProcessingMixin (class in shifthappens.models.torchvision)</a>
</li>
<li><a href="api.html#shifthappens.tasks.base.Task._evaluate">_evaluate() (shifthappens.tasks.base.Task method)</a>
</li>
<li><a href="api.html#shifthappens.models.base.Model._get_imagenet_predictions">_get_imagenet_predictions() (shifthappens.models.base.Model method)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.models.base.Model._predict">_predict() (shifthappens.models.base.Model method)</a>
<ul>
<li><a href="api.html#shifthappens.models.torchvision.__TorchvisionModel._predict">(shifthappens.models.torchvision.__TorchvisionModel method)</a>
</li>
</ul></li>
<li><a href="api.html#shifthappens.models.base.Model._predict_imagenet_val">_predict_imagenet_val() (shifthappens.models.base.Model method)</a>
</li>
<li><a href="api.html#shifthappens.tasks.base.Task._prepare_dataloader">_prepare_dataloader() (shifthappens.tasks.base.Task method)</a>
</li>
</ul></td>
</tr></table>
<h2 id="A">A</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.tasks.base.abstract_variable">abstract_variable() (in module shifthappens.tasks.base)</a>
</li>
</ul></td>
</tr></table>
<h2 id="C">C</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.config.Config.cache_directory_path">cache_directory_path (shifthappens.config.Config attribute)</a>
</li>
<li><a href="api.html#shifthappens.data.imagenet.cache_predictions">cache_predictions() (in module shifthappens.data.imagenet)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.models.mixins.ConfidenceModelMixin">ConfidenceModelMixin (class in shifthappens.models.mixins)</a>
</li>
<li><a href="api.html#shifthappens.tasks.mixins.ConfidenceTaskMixin">ConfidenceTaskMixin (class in shifthappens.tasks.mixins)</a>
</li>
<li><a href="api.html#shifthappens.config.Config">Config (class in shifthappens.config)</a>
</li>
</ul></td>
</tr></table>
<h2 id="D">D</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.data.base.DataLoader">DataLoader (class in shifthappens.data.base)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.data.base.Dataset">Dataset (class in shifthappens.data.base)</a>
</li>
</ul></td>
</tr></table>
<h2 id="E">E</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.tasks.base.Task.evaluate">evaluate() (shifthappens.tasks.base.Task method)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.benchmark.evaluate_model">evaluate_model() (in module shifthappens.benchmark)</a>
</li>
</ul></td>
</tr></table>
<h2 id="F">F</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.models.mixins.FeaturesModelMixin">FeaturesModelMixin (class in shifthappens.models.mixins)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.tasks.mixins.FeaturesTaskMixin">FeaturesTaskMixin (class in shifthappens.tasks.mixins)</a>
</li>
</ul></td>
</tr></table>
<h2 id="G">G</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.data.imagenet.get_cached_predictions">get_cached_predictions() (in module shifthappens.data.imagenet)</a>
</li>
<li><a href="api.html#shifthappens.config.get_config">get_config() (in module shifthappens.config)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.data.imagenet.get_imagenet_validation_loader">get_imagenet_validation_loader() (in module shifthappens.data.imagenet)</a>
</li>
<li><a href="api.html#shifthappens.config.Config.get_instance">get_instance() (shifthappens.config.Config class method)</a>
</li>
<li><a href="api.html#shifthappens.benchmark.get_registered_tasks">get_registered_tasks() (in module shifthappens.benchmark)</a>
</li>
</ul></td>
</tr></table>
<h2 id="I">I</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.config.Config.imagenet21k_preprocessed_validation_path">imagenet21k_preprocessed_validation_path (shifthappens.config.Config attribute)</a>
</li>
<li><a href="api.html#shifthappens.config.Config.imagenet_validation_path">imagenet_validation_path (shifthappens.config.Config attribute)</a>
</li>
<li><a href="api.html#shifthappens.models.base.Model.imagenet_validation_result">imagenet_validation_result (shifthappens.models.base.Model property)</a>
</li>
<li><a href="api.html#shifthappens.data.torch.ImagesOnlyTorchDataset">ImagesOnlyTorchDataset (class in shifthappens.data.torch)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.data.base.IndexedDataset">IndexedDataset (class in shifthappens.data.base)</a>
</li>
<li><a href="api.html#shifthappens.data.torch.IndexedTorchDataset">IndexedTorchDataset (class in shifthappens.data.torch)</a>
</li>
<li><a href="api.html#shifthappens.data.imagenet.is_cached">is_cached() (in module shifthappens.data.imagenet)</a>
</li>
<li><a href="api.html#shifthappens.data.base.DataLoader.iterate">iterate() (shifthappens.data.base.DataLoader method)</a>
</li>
<li><a href="api.html#shifthappens.tasks.base.Task.iterate_flavours">iterate_flavours() (shifthappens.tasks.base.Task class method)</a>
</li>
</ul></td>
</tr></table>
<h2 id="L">L</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.models.mixins.LabelModelMixin">LabelModelMixin (class in shifthappens.models.mixins)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.tasks.mixins.LabelTaskMixin">LabelTaskMixin (class in shifthappens.tasks.mixins)</a>
</li>
<li><a href="api.html#shifthappens.data.imagenet.load_imagenet_targets">load_imagenet_targets() (in module shifthappens.data.imagenet)</a>
</li>
</ul></td>
</tr></table>
<h2 id="M">M</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.data.base.DataLoader.max_batch_size">max_batch_size (shifthappens.data.base.DataLoader property)</a>
</li>
<li><a href="api.html#shifthappens.tasks.metrics.Metric">Metric (class in shifthappens.tasks.metrics)</a>
</li>
<li><a href="api.html#shifthappens.models.base.Model">Model (class in shifthappens.models.base)</a>
</li>
<li><a href="api.html#shifthappens.models.base.ModelResult">ModelResult (class in shifthappens.models.base)</a>
</li>
<li>
module
<ul>
<li><a href="api.html#module-shifthappens.benchmark">shifthappens.benchmark</a>
</li>
<li><a href="api.html#module-shifthappens.config">shifthappens.config</a>
</li>
<li><a href="api.html#module-shifthappens.data.base">shifthappens.data.base</a>
</li>
<li><a href="api.html#module-shifthappens.data.imagenet">shifthappens.data.imagenet</a>
</li>
<li><a href="api.html#module-shifthappens.data.torch">shifthappens.data.torch</a>
</li>
<li><a href="api.html#module-shifthappens.models.base">shifthappens.models.base</a>
</li>
<li><a href="api.html#module-shifthappens.models.mixins">shifthappens.models.mixins</a>
</li>
<li><a href="api.html#module-shifthappens.models.torchvision">shifthappens.models.torchvision</a>
</li>
<li><a href="api.html#module-shifthappens.task_data.task_metadata">shifthappens.task_data.task_metadata</a>
</li>
<li><a href="api.html#module-shifthappens.task_data.task_registration">shifthappens.task_data.task_registration</a>
</li>
<li><a href="api.html#module-shifthappens.tasks.base">shifthappens.tasks.base</a>
</li>
<li><a href="api.html#module-shifthappens.tasks.metrics">shifthappens.tasks.metrics</a>
</li>
<li><a href="api.html#module-shifthappens.tasks.mixins">shifthappens.tasks.mixins</a>
</li>
<li><a href="api.html#module-shifthappens.tasks.task_result">shifthappens.tasks.task_result</a>
</li>
</ul></li>
</ul></td>
</tr></table>
<h2 id="O">O</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.models.mixins.OODScoreModelMixin">OODScoreModelMixin (class in shifthappens.models.mixins)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.tasks.mixins.OODScoreTaskMixin">OODScoreTaskMixin (class in shifthappens.tasks.mixins)</a>
</li>
</ul></td>
</tr></table>
<h2 id="P">P</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.tasks.base.parameter">parameter() (in module shifthappens.tasks.base)</a>
</li>
<li><a href="api.html#shifthappens.models.base.Model.predict">predict() (shifthappens.models.base.Model method)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.models.base.PredictionTargets">PredictionTargets (class in shifthappens.models.base)</a>
</li>
<li><a href="api.html#shifthappens.models.base.Model.prepare">prepare() (shifthappens.models.base.Model method)</a>
</li>
</ul></td>
</tr></table>
<h2 id="R">R</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.benchmark.register_task">register_task() (in module shifthappens.benchmark)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.models.torchvision.ResNet18">ResNet18 (class in shifthappens.models.torchvision)</a>
</li>
<li><a href="api.html#shifthappens.models.torchvision.ResNet50">ResNet50 (class in shifthappens.models.torchvision)</a>
</li>
</ul></td>
</tr></table>
<h2 id="S">S</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.tasks.base.Task.setup">setup() (shifthappens.tasks.base.Task method)</a>
</li>
<li>
shifthappens.benchmark
<ul>
<li><a href="api.html#module-shifthappens.benchmark">module</a>
</li>
</ul></li>
<li>
shifthappens.config
<ul>
<li><a href="api.html#module-shifthappens.config">module</a>
</li>
</ul></li>
<li>
shifthappens.data.base
<ul>
<li><a href="api.html#module-shifthappens.data.base">module</a>
</li>
</ul></li>
<li>
shifthappens.data.imagenet
<ul>
<li><a href="api.html#module-shifthappens.data.imagenet">module</a>
</li>
</ul></li>
<li>
shifthappens.data.torch
<ul>
<li><a href="api.html#module-shifthappens.data.torch">module</a>
</li>
</ul></li>
<li>
shifthappens.models.base
<ul>
<li><a href="api.html#module-shifthappens.models.base">module</a>
</li>
</ul></li>
<li>
shifthappens.models.mixins
<ul>
<li><a href="api.html#module-shifthappens.models.mixins">module</a>
</li>
</ul></li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li>
shifthappens.models.torchvision
<ul>
<li><a href="api.html#module-shifthappens.models.torchvision">module</a>
</li>
</ul></li>
<li>
shifthappens.task_data.task_metadata
<ul>
<li><a href="api.html#module-shifthappens.task_data.task_metadata">module</a>
</li>
</ul></li>
<li>
shifthappens.task_data.task_registration
<ul>
<li><a href="api.html#module-shifthappens.task_data.task_registration">module</a>
</li>
</ul></li>
<li>
shifthappens.tasks.base
<ul>
<li><a href="api.html#module-shifthappens.tasks.base">module</a>
</li>
</ul></li>
<li>
shifthappens.tasks.metrics
<ul>
<li><a href="api.html#module-shifthappens.tasks.metrics">module</a>
</li>
</ul></li>
<li>
shifthappens.tasks.mixins
<ul>
<li><a href="api.html#module-shifthappens.tasks.mixins">module</a>
</li>
</ul></li>
<li>
shifthappens.tasks.task_result
<ul>
<li><a href="api.html#module-shifthappens.tasks.task_result">module</a>
</li>
</ul></li>
<li><a href="api.html#shifthappens.data.base.shuffle_data">shuffle_data() (in module shifthappens.data.base)</a>
</li>
</ul></td>
</tr></table>
<h2 id="T">T</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.tasks.base.T">T (in module shifthappens.tasks.base)</a>
</li>
<li><a href="api.html#shifthappens.tasks.base.Task">Task (class in shifthappens.tasks.base)</a>
</li>
<li><a href="api.html#shifthappens.task_data.task_metadata.TaskMetadata">TaskMetadata (class in shifthappens.task_data.task_metadata)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.task_data.task_registration.TaskRegistration">TaskRegistration (class in shifthappens.task_data.task_registration)</a>
</li>
<li><a href="api.html#shifthappens.tasks.task_result.TaskResult">TaskResult (class in shifthappens.tasks.task_result)</a>
</li>
<li><a href="api.html#shifthappens.data.torch.TorchDataset">TorchDataset (class in shifthappens.data.torch)</a>
</li>
</ul></td>
</tr></table>
<h2 id="U">U</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.models.mixins.UncertaintyModelMixin">UncertaintyModelMixin (class in shifthappens.models.mixins)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.tasks.mixins.UncertaintyTaskMixin">UncertaintyTaskMixin (class in shifthappens.tasks.mixins)</a>
</li>
</ul></td>
</tr></table>
<h2 id="V">V</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.tasks.base.variable">variable() (in module shifthappens.tasks.base)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="api.html#shifthappens.config.Config.verbose">verbose (shifthappens.config.Config attribute)</a>
</li>
<li><a href="api.html#shifthappens.models.torchvision.VGG16">VGG16 (class in shifthappens.models.torchvision)</a>
</li>
</ul></td>
</tr></table>
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