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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"><meta name="generator" content="rustdoc"><meta name="description" content="API documentation for the Rust `vit_small` fn in crate `candle_transformers`."><title>vit_small in candle_transformers::models::dinov2 - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../../../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../../../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../../../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../../../" data-static-root-path="../../../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../../../static.files/storage-e2aeef58.js"></script><script defer src="sidebar-items.js"></script><script defer src="../../../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../../../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../../../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../../../static.files/favicon-044be391.svg"></head><body class="rustdoc fn"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">vit_small</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../../../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><div id="rustdoc-modnav"><h2><a href="index.html">In candle_<wbr>transformers::<wbr>models::<wbr>dinov2</a></h2></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><div class="rustdoc-breadcrumbs"><a href="../../index.html">candle_transformers</a>::<wbr><a href="../index.html">models</a>::<wbr><a href="index.html">dinov2</a></div><h1>Function <span class="fn">vit_<wbr>small</span>&nbsp;<button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../../../src/candle_transformers/models/dinov2.rs.html#394-396">Source</a> </span></div><pre class="rust item-decl"><code>pub fn vit_small(vb: VarBuilder&lt;'_&gt;) -&gt; Result&lt;<a class="struct" href="struct.DinoVisionTransformer.html" title="struct candle_transformers::models::dinov2::DinoVisionTransformer">DinoVisionTransformer</a>&gt;</code></pre></section></div></main></body></html>

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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"><meta name="generator" content="rustdoc"><meta name="description" content="Implementation of the DINOv2 models from Meta Research."><title>candle_transformers::models::dinov2 - Rust</title><script>if(window.location.protocol!=="file:")document.head.insertAdjacentHTML("beforeend","SourceSerif4-Regular-6b053e98.ttf.woff2,FiraSans-Italic-81dc35de.woff2,FiraSans-Regular-0fe48ade.woff2,FiraSans-MediumItalic-ccf7e434.woff2,FiraSans-Medium-e1aa3f0a.woff2,SourceCodePro-Regular-8badfe75.ttf.woff2,SourceCodePro-Semibold-aa29a496.ttf.woff2".split(",").map(f=>`<link rel="preload" as="font" type="font/woff2"href="../../../static.files/${f}">`).join(""))</script><link rel="stylesheet" href="../../../static.files/normalize-9960930a.css"><link rel="stylesheet" href="../../../static.files/rustdoc-77263533.css"><meta name="rustdoc-vars" data-root-path="../../../" data-static-root-path="../../../static.files/" data-current-crate="candle_transformers" data-themes="" data-resource-suffix="" data-rustdoc-version="1.94.1 (e408947bf 2026-03-25)" data-channel="1.94.1" data-search-js="search-9e2438ea.js" data-stringdex-js="stringdex-b897f86f.js" data-settings-js="settings-c38705f0.js" ><script src="../../../static.files/storage-e2aeef58.js"></script><script defer src="../sidebar-items.js"></script><script defer src="../../../static.files/main-7bab91a1.js"></script><noscript><link rel="stylesheet" href="../../../static.files/noscript-ffcac47a.css"></noscript><link rel="alternate icon" type="image/png" href="../../../static.files/favicon-32x32-eab170b8.png"><link rel="icon" type="image/svg+xml" href="../../../static.files/favicon-044be391.svg"></head><body class="rustdoc mod"><!--[if lte IE 11]><div class="warning">This old browser is unsupported and will most likely display funky things.</div><![endif]--><rustdoc-topbar><h2><a href="#">Module dinov2</a></h2></rustdoc-topbar><nav class="sidebar"><div class="sidebar-crate"><h2><a href="../../../candle_transformers/index.html">candle_<wbr>transformers</a><span class="version">0.8.4</span></h2></div><div class="sidebar-elems"><section id="rustdoc-toc"><h2 class="location"><a href="#">Module dinov2</a></h2><h3><a href="#">Sections</a></h3><ul class="block top-toc"><li><a href="#running-an-example-with-color-map-and-cuda" title="Running an example with color map and CUDA">Running an example with color map and CUDA</a></li><li><a href="#running-as-an-imagenet-classifier" title="Running as an ImageNet classifier">Running as an ImageNet classifier</a></li></ul><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</a></li><li><a href="#functions" title="Functions">Functions</a></li></ul></section><div id="rustdoc-modnav"><h2><a href="../index.html">In candle_<wbr>transformers::<wbr>models</a></h2></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><div class="rustdoc-breadcrumbs"><a href="../../index.html">candle_transformers</a>::<wbr><a href="../index.html">models</a></div><h1>Module <span>dinov2</span>&nbsp;<button id="copy-path" title="Copy item path to clipboard">Copy item path</button></h1><rustdoc-toolbar></rustdoc-toolbar><span class="sub-heading"><a class="src" href="../../../src/candle_transformers/models/dinov2.rs.html#1-396">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>Implementation of the DINOv2 models from Meta Research.</p>
<p>This module implements the DINOv2 vision transformer model from Meta AI Research.
DINOv2 is a self-supervised learning model that can learn visual features
without using any labeled data. See: <a href="https://github.com/facebookresearch/dinov2">“DINOv2: Learning Robust Visual Features without Supervision”</a></p>
<h3 id="running-an-example-with-color-map-and-cuda"><a class="doc-anchor" href="#running-an-example-with-color-map-and-cuda">§</a>Running an example with color map and CUDA</h3><div class="example-wrap"><pre class="language-bash"><code>cargo run \
--features cuda,depth_anything_v2 \
--package candle-examples \
--example depth_anything_v2 \
-- --color-map \
--image candle-examples/examples/yolo-v8/assets/bike.jpg</code></pre></div><h3 id="running-as-an-imagenet-classifier"><a class="doc-anchor" href="#running-as-an-imagenet-classifier">§</a>Running as an ImageNet classifier</h3>
<p>The model returns the probability for the image to belong to each of the 1000 ImageNet categories.</p>
<div align=center>
<img src="https://github.com/huggingface/candle/raw/main/candle-examples/examples/yolo-v8/assets/bike.jpg" alt="" width=640>
</div>
<div class="example-wrap"><pre class="language-bash"><code>cargo run \
--example dinov2 \
--release \
-- --image candle-examples/examples/yolo-v8/assets/bike.jpg
&gt; mountain bike, all-terrain bike, off-roader: 43.67%
&gt; bicycle-built-for-two, tandem bicycle, tandem: 33.20%
&gt; crash helmet : 13.23%
&gt; unicycle, monocycle : 2.44%
&gt; maillot : 2.42%</code></pre></div></div></details><h2 id="structs" class="section-header">Structs<a href="#structs" class="anchor">§</a></h2><dl class="item-table"><dt><a class="struct" href="struct.DinoVisionTransformer.html" title="struct candle_transformers::models::dinov2::DinoVisionTransformer">Dino<wbr>Vision<wbr>Transformer</a></dt></dl><h2 id="functions" class="section-header">Functions<a href="#functions" class="anchor">§</a></h2><dl class="item-table"><dt><a class="fn" href="fn.vit_small.html" title="fn candle_transformers::models::dinov2::vit_small">vit_<wbr>small</a></dt></dl></section></div></main></body></html>

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