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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="Logit Processing and Sampling"><title>candle_transformers::generation - 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 generation</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 generation</a></h2><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</a></li><li><a href="#enums" title="Enums">Enums</a></li></ul></section><div id="rustdoc-modnav"><h2 class="in-crate"><a href="../index.html">In crate candle_<wbr>transformers</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></div><h1>Module <span>generation</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/generation/mod.rs.html#1-155">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>Logit Processing and Sampling</p>
<p>Functionality for modeling sampling strategies and logits processing in text generation
with support for temperature-based sampling, top-k filtering, nucleus sampling (top-p),
and combinations thereof.</p>
</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.LogitsProcessor.html" title="struct candle_transformers::generation::LogitsProcessor">Logits<wbr>Processor</a></dt></dl><h2 id="enums" class="section-header">Enums<a href="#enums" class="anchor">§</a></h2><dl class="item-table"><dt><a class="enum" href="enum.Sampling.html" title="enum candle_transformers::generation::Sampling">Sampling</a></dt></dl></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="API documentation for the Rust `candle_transformers` crate."><title>candle_transformers - 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="../crates.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 crate"><!--[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="#">Crate candle_transformers</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"><ul class="block"><li><a id="all-types" href="all.html">All Items</a></li></ul><section id="rustdoc-toc"><h3><a href="#modules">Crate Items</a></h3><ul class="block"><li><a href="#modules" title="Modules">Modules</a></li></ul></section><div id="rustdoc-modnav"></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"><h1>Crate <span>candle_<wbr>transformers</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/lib.rs.html#1-7">Source</a> </span></div><h2 id="modules" class="section-header">Modules<a href="#modules" class="anchor">§</a></h2><dl class="item-table"><dt><a class="mod" href="generation/index.html" title="mod candle_transformers::generation">generation</a></dt><dd>Logit Processing and Sampling</dd><dt><a class="mod" href="models/index.html" title="mod candle_transformers::models">models</a></dt><dd>Candle implementations for various deep learning models</dd><dt><a class="mod" href="object_detection/index.html" title="mod candle_transformers::object_detection">object_<wbr>detection</a></dt><dd>Bounding Boxes and Intersection</dd><dt><a class="mod" href="pipelines/index.html" title="mod candle_transformers::pipelines">pipelines</a></dt><dt><a class="mod" href="quantized_nn/index.html" title="mod candle_transformers::quantized_nn">quantized_<wbr>nn</a></dt><dd>Utilities for quanitized network layers</dd><dt><a class="mod" href="quantized_var_builder/index.html" title="mod candle_transformers::quantized_var_builder">quantized_<wbr>var_<wbr>builder</a></dt><dd>Varbuilder for Loading gguf files</dd><dt><a class="mod" href="utils/index.html" title="mod candle_transformers::utils">utils</a></dt><dd>Apply penalty and repeat_kv</dd></dl></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="Based from the Stanford Hazy Research group."><title>candle_transformers::models::based - 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 based</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 based</a></h2><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</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>based</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/based.rs.html#1-588">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>Based from the Stanford Hazy Research group.</p>
<p>See “Simple linear attention language models balance the recall-throughput tradeoff”, Arora et al. 2024</p>
<ul>
<li>Simple linear attention language models balance the recall-throughput tradeoff. <a href="https://arxiv.org/abs/2402.18668">Arxiv</a></li>
<li><a href="https://github.com/HazyResearch/based">Github Rep</a></li>
<li><a href="https://hazyresearch.stanford.edu/blog/2024-03-03-based">Blogpost</a></li>
</ul>
</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.Config.html" title="struct candle_transformers::models::based::Config">Config</a></dt><dt><a class="struct" href="struct.LinearAttentionConfig.html" title="struct candle_transformers::models::based::LinearAttentionConfig">Linear<wbr>Attention<wbr>Config</a></dt><dt><a class="struct" href="struct.LinearAttentionFeatureMapConfig.html" title="struct candle_transformers::models::based::LinearAttentionFeatureMapConfig">Linear<wbr>Attention<wbr>Feature<wbr>MapConfig</a></dt><dt><a class="struct" href="struct.Model.html" title="struct candle_transformers::models::based::Model">Model</a></dt><dt><a class="struct" href="struct.SlidingWindowAttentionConfig.html" title="struct candle_transformers::models::based::SlidingWindowAttentionConfig">Sliding<wbr>Window<wbr>Attention<wbr>Config</a></dt></dl></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="API documentation for the Rust `vit_base` fn in crate `candle_transformers`."><title>vit_base in candle_transformers::models::beit - 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_base</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>beit</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">beit</a></div><h1>Function <span class="fn">vit_<wbr>base</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/beit.rs.html#405-407">Source</a> </span></div><pre class="rust item-decl"><code>pub fn vit_base(vb: VarBuilder&lt;'_&gt;) -&gt; Result&lt;<a class="struct" href="struct.BeitVisionTransformer.html" title="struct candle_transformers::models::beit::BeitVisionTransformer">BeitVisionTransformer</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="API documentation for the Rust `vit_large` fn in crate `candle_transformers`."><title>vit_large in candle_transformers::models::beit - 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_large</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>beit</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">beit</a></div><h1>Function <span class="fn">vit_<wbr>large</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/beit.rs.html#409-411">Source</a> </span></div><pre class="rust item-decl"><code>pub fn vit_large(vb: VarBuilder&lt;'_&gt;) -&gt; Result&lt;<a class="struct" href="struct.BeitVisionTransformer.html" title="struct candle_transformers::models::beit::BeitVisionTransformer">BeitVisionTransformer</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="Based on the BEIT vision-language model."><title>candle_transformers::models::beit - 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 beit</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 beit</a></h2><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>beit</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/beit.rs.html#1-411">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>Based on the BEIT vision-language model.</p>
<p>See “BEIT: BERT Pre-Training of Image Transformers”, Bao et al. 2021</p>
<ul>
<li><a href="https://arxiv.org/abs/2106.08254">Arxiv</a></li>
<li><a href="https://github.com/microsoft/unilm/tree/master/beit">Github</a></li>
</ul>
</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.BeitVisionTransformer.html" title="struct candle_transformers::models::beit::BeitVisionTransformer">Beit<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_base.html" title="fn candle_transformers::models::beit::vit_base">vit_<wbr>base</a></dt><dt><a class="fn" href="fn.vit_large.html" title="fn candle_transformers::models::beit::vit_large">vit_<wbr>large</a></dt></dl></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="API documentation for the Rust `DTYPE` constant in crate `candle_transformers`."><title>DTYPE in candle_transformers::models::bert - 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 constant"><!--[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="#">DTYPE</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>bert</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">bert</a></div><h1>Constant <span class="constant">DTYPE</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/bert.rs.html#15">Source</a> </span></div><pre class="rust item-decl"><code>pub const DTYPE: DType;</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="BERT (Bidirectional Encoder Representations from Transformers)"><title>candle_transformers::models::bert - 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 bert</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 bert</a></h2><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</a></li><li><a href="#enums" title="Enums">Enums</a></li><li><a href="#constants" title="Constants">Constants</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>bert</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/bert.rs.html#1-621">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>BERT (Bidirectional Encoder Representations from Transformers)</p>
<p>Bert is a general large language model that can be used for various language tasks:</p>
<ul>
<li>Compute sentence embeddings for a prompt.</li>
<li>Compute similarities between a set of sentences.</li>
<li><a href="https://arxiv.org/abs/1810.04805">Arxiv</a> “BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding”</li>
<li>Upstream <a href="https://github.com/google-research/bert">Github repo</a>.</li>
<li>See bert in <a href="https://github.com/huggingface/candle/tree/main/candle-examples/">candle-examples</a> for runnable code</li>
</ul>
</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.BertEncoder.html" title="struct candle_transformers::models::bert::BertEncoder">Bert<wbr>Encoder</a></dt><dt><a class="struct" href="struct.BertForMaskedLM.html" title="struct candle_transformers::models::bert::BertForMaskedLM">Bert<wbr>ForMaskedLM</a></dt><dt><a class="struct" href="struct.BertLMPredictionHead.html" title="struct candle_transformers::models::bert::BertLMPredictionHead">BertLM<wbr>Prediction<wbr>Head</a></dt><dt><a class="struct" href="struct.BertLayer.html" title="struct candle_transformers::models::bert::BertLayer">Bert<wbr>Layer</a></dt><dt><a class="struct" href="struct.BertModel.html" title="struct candle_transformers::models::bert::BertModel">Bert<wbr>Model</a></dt><dt><a class="struct" href="struct.BertOnlyMLMHead.html" title="struct candle_transformers::models::bert::BertOnlyMLMHead">Bert<wbr>OnlyMLM<wbr>Head</a></dt><dt><a class="struct" href="struct.Config.html" title="struct candle_transformers::models::bert::Config">Config</a></dt></dl><h2 id="enums" class="section-header">Enums<a href="#enums" class="anchor">§</a></h2><dl class="item-table"><dt><a class="enum" href="enum.HiddenAct.html" title="enum candle_transformers::models::bert::HiddenAct">Hidden<wbr>Act</a></dt><dt><a class="enum" href="enum.PositionEmbeddingType.html" title="enum candle_transformers::models::bert::PositionEmbeddingType">Position<wbr>Embedding<wbr>Type</a></dt></dl><h2 id="constants" class="section-header">Constants<a href="#constants" class="anchor">§</a></h2><dl class="item-table"><dt><a class="constant" href="constant.DTYPE.html" title="constant candle_transformers::models::bert::DTYPE">DTYPE</a></dt></dl></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="BigCode implementation in Rust based on the GPT-BigCode model."><title>candle_transformers::models::bigcode - 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 bigcode</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 bigcode</a></h2><h3><a href="#">Sections</a></h3><ul class="block top-toc"><li><a href="#running-some-example" title="Running some example">Running some example</a></li></ul><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</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>bigcode</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/bigcode.rs.html#1-367">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>BigCode implementation in Rust based on the GPT-BigCode model.</p>
<p><a href="https://huggingface.co/bigcode/starcoderbase-1b">StarCoder/BigCode</a> is a LLM
model specialized to code generation. The initial model was trained on 80
programming languages. See “StarCoder: A State-of-the-Art LLM for Code”, Mukherjee et al. 2023</p>
<ul>
<li><a href="https://arxiv.org/abs/2305.06161">Arxiv</a></li>
<li><a href="https://github.com/bigcode-project/starcoder">Github</a></li>
</ul>
<h3 id="running-some-example"><a class="doc-anchor" href="#running-some-example">§</a>Running some example</h3><div class="example-wrap"><pre class="language-bash"><code>cargo run --example bigcode --release -- --prompt &quot;fn fact(n: u64) -&gt; u64&quot;
&gt; fn fact(n: u64) -&gt; u64 {
&gt; if n == 0 {
&gt; 1
&gt; } else {
&gt; n * fact(n - 1)
&gt; }
&gt; }</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.Config.html" title="struct candle_transformers::models::bigcode::Config">Config</a></dt><dt><a class="struct" href="struct.GPTBigCode.html" title="struct candle_transformers::models::bigcode::GPTBigCode">GPTBig<wbr>Code</a></dt></dl></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="Based on the BLIP paper from Salesforce Research."><title>candle_transformers::models::blip - 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 blip</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 blip</a></h2><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</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>blip</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/blip.rs.html#1-317">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>Based on the BLIP paper from Salesforce Research.</p>
<p>The blip-image-captioning model can generate captions for an input image.</p>
<ul>
<li>⚡ <a href="https://huggingface.co/spaces/radames/Candle-BLIP-Image-Captioning">Interactive Wasm Example</a></li>
<li>💻 <a href="https://github.com/salesforce/BLIP">GH Link</a></li>
<li>🤗 <a href="https://huggingface.co/Salesforce/blip-image-captioning-base">HF Link</a></li>
<li>📝 <a href="https://arxiv.org/abs/2201.12086">Paper</a></li>
</ul>
</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.BlipForConditionalGeneration.html" title="struct candle_transformers::models::blip::BlipForConditionalGeneration">Blip<wbr>ForConditional<wbr>Generation</a></dt><dt><a class="struct" href="struct.Config.html" title="struct candle_transformers::models::blip::Config">Config</a></dt><dt><a class="struct" href="struct.VisionConfig.html" title="struct candle_transformers::models::blip::VisionConfig">Vision<wbr>Config</a></dt><dt><a class="struct" href="struct.VisionModel.html" title="struct candle_transformers::models::blip::VisionModel">Vision<wbr>Model</a></dt></dl></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 BLIP text encoder/decoder."><title>candle_transformers::models::blip_text - 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 blip_text</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 blip_<wbr>text</a></h2><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</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>blip_<wbr>text</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/blip_text.rs.html#1-497">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>Implementation of BLIP text encoder/decoder.</p>
<ul>
<li>
<p>📝 <a href="https://arxiv.org/abs/2201.12086">Paper</a>. BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation“</p>
</li>
<li>
<p>⚡ <a href="https://huggingface.co/spaces/radames/Candle-BLIP-Image-Captioning">Interactive Wasm Example</a></p>
</li>
<li>
<p>💻 <a href="https://github.com/salesforce/BLIP">GH Link</a></p>
</li>
<li>
<p>🤗 <a href="https://huggingface.co/Salesforce/blip-image-captioning-base">HF Link</a></p>
</li>
<li>
<p>📝 <a href="https://arxiv.org/abs/2201.12086">Paper</a></p>
</li>
</ul>
</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.Config.html" title="struct candle_transformers::models::blip_text::Config">Config</a></dt><dt><a class="struct" href="struct.TextLMHeadModel.html" title="struct candle_transformers::models::blip_text::TextLMHeadModel">TextLM<wbr>Head<wbr>Model</a></dt><dt><a class="struct" href="struct.TextPooler.html" title="struct candle_transformers::models::blip_text::TextPooler">Text<wbr>Pooler</a></dt></dl></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 ChatGLM2/3 models from THUDM."><title>candle_transformers::models::chatglm - 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 chatglm</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 chatglm</a></h2><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</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>chatglm</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/chatglm.rs.html#1-590">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 ChatGLM2/3 models from THUDM.</p>
<ul>
<li>💻 <a href="https://github.com/THUDM/ChatGLM3">Github</a> ChatGLM3: Advancing Multilingual Conversational Language Models with High-Quality Data</li>
<li>💻 <a href="https://github.com/THUDM/ChatGLM2-6B">Github</a> ChatGLM2-6B.</li>
</ul>
</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.Config.html" title="struct candle_transformers::models::chatglm::Config">Config</a></dt><dt><a class="struct" href="struct.Model.html" title="struct candle_transformers::models::chatglm::Model">Model</a></dt></dl></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="API documentation for the Rust `div_l2_norm` fn in crate `candle_transformers`."><title>div_l2_norm in candle_transformers::models::chinese_clip - 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="#">div_l2_norm</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>chinese_<wbr>clip</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">chinese_clip</a></div><h1>Function <span class="fn">div_<wbr>l2_<wbr>norm</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/chinese_clip/mod.rs.html#206-209">Source</a> </span></div><pre class="rust item-decl"><code>pub fn div_l2_norm(v: &amp;Tensor) -&gt; Result&lt;Tensor&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="Chinese contrastive Language-Image Pre-Training"><title>candle_transformers::models::chinese_clip - 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 chinese_clip</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 chinese_<wbr>clip</a></h2><h3><a href="#modules">Module Items</a></h3><ul class="block"><li><a href="#modules" title="Modules">Modules</a></li><li><a href="#structs" title="Structs">Structs</a></li><li><a href="#enums" title="Enums">Enums</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>chinese_<wbr>clip</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/chinese_clip/mod.rs.html#1-209">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>Chinese contrastive Language-Image Pre-Training</p>
<p>Chinese contrastive Language-Image Pre-Training (CLIP) is an architecture trained on
pairs of images with related texts.</p>
<ul>
<li>💻 <a href="https://github.com/OFA-Sys/Chinese-CLIP">GH Link</a></li>
<li>💻 Transformers Python <a href="https://github.com/huggingface/transformers/blob/5af7d41e49bbfc8319f462eb45253dcb3863dfb7/src/transformers/models/chinese_clip/modeling_chinese_clip.py">reference implementation</a></li>
</ul>
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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="Chinese contrastive Language-Image Pre-Training"><title>candle_transformers::models::chinese_clip::text_model - 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 text_model</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 text_<wbr>model</a></h2><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</a></li><li><a href="#enums" title="Enums">Enums</a></li></ul></section><div id="rustdoc-modnav"><h2><a href="../index.html">In candle_<wbr>transformers::<wbr>models::<wbr>chinese_<wbr>clip</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">chinese_clip</a></div><h1>Module <span>text_<wbr>model</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/chinese_clip/text_model.rs.html#1-540">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>Chinese contrastive Language-Image Pre-Training</p>
<p>Chinese contrastive Language-Image Pre-Training (CLIP) is an architecture trained on
pairs of images with related texts.</p>
<ul>
<li>💻 <a href="https://github.com/OFA-Sys/Chinese-CLIP">Chinese-CLIP</a></li>
<li>💻 <a href="https://github.com/huggingface/transformers/blob/5af7d41e49bbfc8319f462eb45253dcb3863dfb7/src/transformers/models/chinese_clip/modeling_chinese_clip.py">HF</a></li>
</ul>
</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.ChineseClipTextConfig.html" title="struct candle_transformers::models::chinese_clip::text_model::ChineseClipTextConfig">Chinese<wbr>Clip<wbr>Text<wbr>Config</a></dt><dt><a class="struct" href="struct.ChineseClipTextEmbeddings.html" title="struct candle_transformers::models::chinese_clip::text_model::ChineseClipTextEmbeddings">Chinese<wbr>Clip<wbr>Text<wbr>Embeddings</a></dt><dt><a class="struct" href="struct.ChineseClipTextTransformer.html" title="struct candle_transformers::models::chinese_clip::text_model::ChineseClipTextTransformer">Chinese<wbr>Clip<wbr>Text<wbr>Transformer</a></dt></dl><h2 id="enums" class="section-header">Enums<a href="#enums" class="anchor">§</a></h2><dl class="item-table"><dt><a class="enum" href="enum.PositionEmbeddingType.html" title="enum candle_transformers::models::chinese_clip::text_model::PositionEmbeddingType">Position<wbr>Embedding<wbr>Type</a></dt><dd>Type of position embedding. Choose one of <code>"absolute"</code>, <code>"relative_key"</code>, <code>"relative_key_query"</code>. For
positional embeddings use <code>"absolute"</code>. For more information on <code>"relative_key"</code>, please refer to
<a href="https://arxiv.org/abs/1803.02155">Self-Attention with Relative Position Representations (Shaw et al.)</a>.
For more information on <code>"relative_key_query"</code>, please refer to <em>Method 4</em> in <a href="https://arxiv.org/abs/2009.13658">Improve Transformer Models
with Better Relative Position Embeddings (Huang et al.)</a>.</dd></dl></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="Chinese contrastive Language-Image Pre-Training"><title>candle_transformers::models::chinese_clip::vision_model - 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 vision_model</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 vision_<wbr>model</a></h2><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</a></li></ul></section><div id="rustdoc-modnav"><h2><a href="../index.html">In candle_<wbr>transformers::<wbr>models::<wbr>chinese_<wbr>clip</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">chinese_clip</a></div><h1>Module <span>vision_<wbr>model</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/chinese_clip/vision_model.rs.html#1-385">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>Chinese contrastive Language-Image Pre-Training</p>
<p>Chinese contrastive Language-Image Pre-Training (CLIP) is an architecture trained on
pairs of images with related texts.</p>
<ul>
<li>💻 <a href="https://github.com/OFA-Sys/Chinese-CLIP">Chinese-CLIP</a></li>
<li>💻 [GH](https://github.com/huggingface/transformers/blob/5af7d41e49bbfc8319f462eb45253dcb3863dfb7/src/transformers/models/chinese_clip/modeling_chinese_clip.py_</li>
</ul>
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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="Contrastive Language-Image Pre-Training"><title>candle_transformers::models::clip - 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 clip</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 clip</a></h2><h3><a href="#modules">Module Items</a></h3><ul class="block"><li><a href="#modules" title="Modules">Modules</a></li><li><a href="#structs" title="Structs">Structs</a></li><li><a href="#enums" title="Enums">Enums</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>clip</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/clip/mod.rs.html#1-152">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>Contrastive Language-Image Pre-Training</p>
<p>Contrastive Language-Image Pre-Training (CLIP) is an architecture trained on
pairs of images with related texts.</p>
<ul>
<li>💻 <a href="https://github.com/openai/CLIP">GH Link</a></li>
<li>💻 Transformers Python <a href="https://github.com/huggingface/transformers/tree/f6fa0f0bf0796ac66f201f23bdb8585de1609add/src/transformers/models/clip">reference implementation</a></li>
<li>🤗 <a href="https://huggingface.co/openai/clip-vit-large-patch14-336">HF Model</a></li>
</ul>
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<p>A Pre-Trained Model For Code Generation with Multilingual Evaluations on HumanEval-X“</p>
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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 `c1024_20` fn in crate `candle_transformers`."><title>c1024_20 in candle_transformers::models::convmixer - 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="#">c1024_20</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>convmixer</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">convmixer</a></div><h1>Function <span class="fn">c1024_<wbr>20</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/convmixer.rs.html#87-89">Source</a> </span></div><pre class="rust item-decl"><code>pub fn c1024_20(nclasses: <a class="primitive" href="https://doc.rust-lang.org/1.94.1/std/primitive.usize.html">usize</a>, vb: VarBuilder&lt;'_&gt;) -&gt; Result&lt;Func&lt;'static&gt;&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="API documentation for the Rust `c1536_20` fn in crate `candle_transformers`."><title>c1536_20 in candle_transformers::models::convmixer - 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="#">c1536_20</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>convmixer</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">convmixer</a></div><h1>Function <span class="fn">c1536_<wbr>20</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/convmixer.rs.html#83-85">Source</a> </span></div><pre class="rust item-decl"><code>pub fn c1536_20(nclasses: <a class="primitive" href="https://doc.rust-lang.org/1.94.1/std/primitive.usize.html">usize</a>, vb: VarBuilder&lt;'_&gt;) -&gt; Result&lt;Func&lt;'static&gt;&gt;</code></pre></section></div></main></body></html>

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network-poc/target-native/doc/candle_transformers/models/convmixer/index.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="ConvMixer implementation."><title>candle_transformers::models::convmixer - 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 convmixer</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 convmixer</a></h2><h3><a href="#functions">Module Items</a></h3><ul class="block"><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>convmixer</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/convmixer.rs.html#1-89">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>ConvMixer implementation.</p>
<p>See “Patches Are All You Need?” by Trockman et al. 2022</p>
<ul>
<li>📝 <a href="https://arxiv.org/abs/2201.09792">Arxiv</a></li>
<li>💻 <a href="https://github.com/locuslab/convmixer">Github</a></li>
</ul>
</div></details><h2 id="functions" class="section-header">Functions<a href="#functions" class="anchor">§</a></h2><dl class="item-table"><dt><a class="fn" href="fn.c1024_20.html" title="fn candle_transformers::models::convmixer::c1024_20">c1024_<wbr>20</a></dt><dt><a class="fn" href="fn.c1536_20.html" title="fn candle_transformers::models::convmixer::c1536_20">c1536_<wbr>20</a></dt></dl></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="API documentation for the Rust `convnext` fn in crate `candle_transformers`."><title>convnext in candle_transformers::models::convnext - 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="#">convnext</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>convnext</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">convnext</a></div><h1>Function <span class="fn">convnext</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/convnext.rs.html#334-336">Source</a> </span></div><pre class="rust item-decl"><code>pub fn convnext(
cfg: &amp;<a class="struct" href="struct.Config.html" title="struct candle_transformers::models::convnext::Config">Config</a>,
nclasses: <a class="primitive" href="https://doc.rust-lang.org/1.94.1/std/primitive.usize.html">usize</a>,
vb: VarBuilder&lt;'_&gt;,
) -&gt; Result&lt;Func&lt;'static&gt;&gt;</code></pre></section></div></main></body></html>

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