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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 `config` mod in crate `candle_transformers`."><title>candle_transformers::models::llava::config - 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 config</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 config</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>llava</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">llava</a></div><h1>Module <span>config</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/llava/config.rs.html#1-272">Source</a> </span></div><h2 id="structs" class="section-header">Structs<a href="#structs" class="anchor">§</a></h2><dl class="item-table"><dt><a class="struct" href="struct.HFGenerationConfig.html" title="struct candle_transformers::models::llava::config::HFGenerationConfig">HFGeneration<wbr>Config</a></dt><dt><a class="struct" href="struct.HFLLaVAConfig.html" title="struct candle_transformers::models::llava::config::HFLLaVAConfig">HFLLaVA<wbr>Config</a></dt><dt><a class="struct" href="struct.HFLLaVATextConfig.html" title="struct candle_transformers::models::llava::config::HFLLaVATextConfig">HFLLaVA<wbr>Text<wbr>Config</a></dt><dt><a class="struct" href="struct.HFLLaVAVisionConfig.html" title="struct candle_transformers::models::llava::config::HFLLaVAVisionConfig">HFLLaVA<wbr>Vision<wbr>Config</a></dt><dt><a class="struct" href="struct.HFPreProcessorConfig.html" title="struct candle_transformers::models::llava::config::HFPreProcessorConfig">HFPre<wbr>Processor<wbr>Config</a></dt><dt><a class="struct" href="struct.LLaVAConfig.html" title="struct candle_transformers::models::llava::config::LLaVAConfig">LLaVA<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="The LLaVA (Large Language and Vision Assistant) model."><title>candle_transformers::models::llava - 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 llava</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 llava</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></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>llava</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/llava/mod.rs.html#1-412">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>The LLaVA (Large Language and Vision Assistant) model.</p>
<p>This provides the main model implementation combining a vision tower (CLIP) with
language model (Llama) for multimodal capabilities. The architecture implements the training-free projection technique.</p>
<ul>
<li>💻<a href="https://github.com/haotian-liu/LLaVA/tree/main">GH Link</a></li>
<li>📝 <a href="https://arxiv.org/abs/2304.08485">Paper</a>/ Visual Instruction Tuning</li>
</ul>
</div></details><h2 id="modules" class="section-header">Modules<a href="#modules" class="anchor">§</a></h2><dl class="item-table"><dt><a class="mod" href="config/index.html" title="mod candle_transformers::models::llava::config">config</a></dt><dt><a class="mod" href="utils/index.html" title="mod candle_transformers::models::llava::utils">utils</a></dt></dl><h2 id="structs" class="section-header">Structs<a href="#structs" class="anchor">§</a></h2><dl class="item-table"><dt><a class="struct" href="struct.ClipVisionTower.html" title="struct candle_transformers::models::llava::ClipVisionTower">Clip<wbr>Vision<wbr>Tower</a></dt><dt><a class="struct" href="struct.IdentityMap.html" title="struct candle_transformers::models::llava::IdentityMap">Identity<wbr>Map</a></dt><dt><a class="struct" href="struct.LLaVA.html" title="struct candle_transformers::models::llava::LLaVA">LLaVA</a></dt><dt><a class="struct" href="struct.MMProjector.html" title="struct candle_transformers::models::llava::MMProjector">MMProjector</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 `get_anyres_image_grid_shape` fn in crate `candle_transformers`."><title>get_anyres_image_grid_shape in candle_transformers::models::llava::utils - 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="#">get_anyres_image_grid_shape</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>llava::<wbr>utils</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">llava</a>::<wbr><a href="index.html">utils</a></div><h1>Function <span class="fn">get_<wbr>anyres_<wbr>image_<wbr>grid_<wbr>shape</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/llava/utils.rs.html#1-8">Source</a> </span></div><pre class="rust item-decl"><code>pub fn get_anyres_image_grid_shape(
image_size: (<a class="primitive" href="https://doc.rust-lang.org/1.94.1/std/primitive.u32.html">u32</a>, <a class="primitive" href="https://doc.rust-lang.org/1.94.1/std/primitive.u32.html">u32</a>),
grid_pinpoints: &amp;[(<a class="primitive" href="https://doc.rust-lang.org/1.94.1/std/primitive.u32.html">u32</a>, <a class="primitive" href="https://doc.rust-lang.org/1.94.1/std/primitive.u32.html">u32</a>)],
patch_size: <a class="primitive" href="https://doc.rust-lang.org/1.94.1/std/primitive.u32.html">u32</a>,
) -&gt; (<a class="primitive" href="https://doc.rust-lang.org/1.94.1/std/primitive.u32.html">u32</a>, <a class="primitive" href="https://doc.rust-lang.org/1.94.1/std/primitive.u32.html">u32</a>)</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 `select_best_resolution` fn in crate `candle_transformers`."><title>select_best_resolution in candle_transformers::models::llava::utils - 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="#">select_best_resolution</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>llava::<wbr>utils</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">llava</a>::<wbr><a href="index.html">utils</a></div><h1>Function <span class="fn">select_<wbr>best_<wbr>resolution</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/llava/utils.rs.html#10-41">Source</a> </span></div><pre class="rust item-decl"><code>pub fn select_best_resolution(
original_size: (<a class="primitive" href="https://doc.rust-lang.org/1.94.1/std/primitive.u32.html">u32</a>, <a class="primitive" href="https://doc.rust-lang.org/1.94.1/std/primitive.u32.html">u32</a>),
possible_resolutions: &amp;[(<a class="primitive" href="https://doc.rust-lang.org/1.94.1/std/primitive.u32.html">u32</a>, <a class="primitive" href="https://doc.rust-lang.org/1.94.1/std/primitive.u32.html">u32</a>)],
) -&gt; (<a class="primitive" href="https://doc.rust-lang.org/1.94.1/std/primitive.u32.html">u32</a>, <a class="primitive" href="https://doc.rust-lang.org/1.94.1/std/primitive.u32.html">u32</a>)</code></pre></section></div></main></body></html>

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