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hub.html
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---
layout: default
title: PyTorch Hub
permalink: hub/
background-class: hub-background
body-class: hub
---
<div class="jumbotron jumbotron-fluid">
<div class="container">
<h1>
<span id="hub-header">PyTorch</span> <br>
<span id="hub-sub-header"></span>Hub</span>
</h1>
<p class="lead">Discover and publish models to a pre-trained model repository designed for research exploration. <br>
Check out the models for <a href="#model-row">Researchers</a>, or learn <a href="https://pytorch.org/docs/stable/hub.html">How It Works</a>.</p>
<p><a href="{{ site.external_urls.hub_template }}">Contribute Models</a></p>
<p class="hub-release-message">*This is a beta release - we will be collecting feedback and improving the PyTorch Hub over the coming months.</p>
</div>
</div>
<div class="main-content-wrapper">
<div class="main-content">
<div class="container">
<!-- START CONTENT -->
<div class="row" id="model-row">
<div class="col-md-12 hub-column">
<h3 class="research-hub-title">For Researchers —</h3>
<h3 class="research-hub-sub-title">Explore and extend models<br> from the latest <br>cutting edge research</h3>
<nav class="navbar navbar-expand-lg navbar-light research-menu col-12">
{% include hub_model_tags.html category="researchers" %}
<div id="hub-icons" class="hub-select-container hub-sort-main col-5">
{% include hub_sort.html %}
</div>
{% include hub_search.html %}
</nav>
<hr class="hub-divider">
<div id="hub-index-cards">
<div class="list row hub-cards-wrapper cards-left">
{% assign hub = site.hub | where: "category", "researchers" | sort: "order" %}
{% for item in hub %}
<div class="col-md-6 research-hub-card-wrapper" data-item-count="{{ forloop.index }}" data-tags="{{ item.tags | join: ',' }}" data-id="{{ item.github-id }}">
<div class="card hub-card">
<a href="{{ site.baseurl }}{{ item.url }}">
<div class="card-body">
<div class="hub-card-title-container">
<ul class="star-list">
<li class="card-title">{{ item.title | truncate: 25 }}</li>
<div class="icon-count-container">
<li>
<li><img class="github-logo" src="/assets/images/logo-github.svg"></li>
</li>
<li class="github-stars-count"></li>
<li class="github-stars-count-whole-number"></li>
</div>
</ul>
</div>
<p class="card-summary">{{ item.summary | truncate: 150 }}</p>
<div class="hub-image">
<img src="{{ site.baseurl }}/assets/images/{{ item.image }}">
</div>
</div>
</a>
</div>
</div>
{% endfor %}
</div>
</div>
<div class="row">
<div class="col-md-12 buttons-container">
<a class="all-models-button" id="research-models" href="{{ site.baseurl }}/hub/research-models">All Research Models ({{ hub | size}})</a>
</div>
</div>
</div>
<!-- <div class="col-md-6 hub-column">
<h3 class="research-hub-title">For Developers —</h3>
<h3 class="research-hub-sub-title">Get plug & play models<br> to accelerate <br> ML development</h3>
<h5 class="coming-soon">Coming Soon</h5>
<!--
<nav class="navbar navbar-expand-lg navbar-light development-menu">
<a id="dropdownFilter" data-toggle="dropdown" data-target="#dropdownFilterRight" >
Filter <img src="{{ site.baseurl }}/assets/images/filter-arrow.svg">
</a>
<div class="dropdown-menu" id="dropdownFilterRight">
{% assign all_tags = site.hub | where: "category", "developers" | map: "tags" | join: ',' | split: ',' | uniq | sort %}
<div class="hub-filter-menu">
<ul>
<li>
<a class="right-hub-filter" data-right-tag="all" href="#">All</a>
</li>
{% for tag in all_tags %}
<li>
<a class="right-hub-filter" data-right-tag="{{ tag }}" href="#{{ tag }}">{{ tag | capitalize }}</a>
</li>
{% endfor %}
</ul>
</div>
</div>
<a id="dropdownSort" data-toggle="dropdown" data-target="#dropdownSortMenu" >
Sort <img src="{{ site.baseurl }}/assets/images/filter-arrow.svg">
</a>
<div class="dropdown-menu sort-menu" id="dropdownSortMenu">
<div class="hub-filter-menu">
<ul>
<li>
<a class= "hub-filter" id="sortLow">Lowest</a>
</li>
<li>
<a class= "hub-filter" id="sortHigh">Highest</a>
</li>
</ul>
</div>
</div>
</nav>
<hr>
<div class="row hub-cards-wrapper cards-right">
{% assign hub = site.hub | where: "category", "developers" | sort: "order" %}
{% for item in hub %}
<div class="col-md-12 hub-card-wrapper" data-item-count="{{ forloop.index }}" data-right-tags="{{ item.tags | join: ',' }}" data-id="{{ item.github-id }}">
<div class="card hub-card">
<a href="{{ site.baseurl }}{{ item.url }}">
<div class="card-body">
<div class="hub-card-title-container">
<h4>{{ item.title }} </h4>
</div>
<p class="card-summary">{{ item.summary }}</p>
<div class="hub-image">
<img src="{{ site.baseurl }}/assets/images/{{ item.image }}">
</div>
</div>
</a>
</div>
</div>
{% endfor %}
</div>
<div class="row">
<div class="col-md-12">
<a class="all-models-button" id="development-models" href="{{ site.baseurl }}/hub/developer-models">All Developer Models ({{ hub | size}})</a>
</div>
</div>
</div> -->
</div>
<div class="row how-it-works">
<div class="col-md-12 how-it-works-title-col">
<h3 class="research-hub-title">How it works —</h3>
</div>
<div class="col-md-6">
<h3 class="research-hub-sub-title">Publishing Models</h3>
<div class="row">
<div class="col-md-12">
<div class="how-it-works-text">
PyTorch Hub supports publishing pre-trained models (model definitions and pre-trained weights) to a GitHub repository by adding a simple <code class="hub-code-text">hubconf.py</code> file.
</div>
</div>
</div>
</div>
<div class="col-md-6">
<h3 class="research-hub-sub-title">Loading models</h3>
<div class="row">
<div class="col-md-12">
<div class="how-it-works-text">
Users can load pre-trained models using <code class="hub-code-text">torch.hub.load()</code> API.
</div>
<p class="how-it-works-text">Here’s an example showing how to load the <code class="hub-code-text">resnet18</code> entrypoint from the <code class="hub-code-text">pytorch/vision</code> repo.</p>
<p class="how-it-works-text"><code class="hub-code-text hub-code-block">model = torch.hub.load('pytorch/vision', 'resnet18', pretrained=True)</code></p>
<button class="full-docs-button"><a href="https://pytorch.org/docs/stable/hub.html">See Full Documentation</a></button>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<script src="//cdnjs.cloudflare.com/ajax/libs/list.js/1.5.0/list.min.js"></script>
<script src="//cdnjs.cloudflare.com/ajax/libs/numeral.js/2.0.6/numeral.min.js"></script>
<div id="filter-script" data-list-id="hub-index-cards" data-display-count="6" data-pagination="false"></div>
<script star-count-call-date="hubStarCountCallDate" star-count-data="hubStarCountData" src="{{ site.baseurl }}/assets/github-stars.js"></script>
<script src="{{ site.baseurl }}/assets/hub-search-bar.js"></script>