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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="MoonDream Model vision-to-text"><title>candle_transformers::models::moondream - 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 moondream</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 moondream</a></h2><h3><a href="#">Sections</a></h3><ul class="block top-toc"><li><a href="#examples" title="Examples">Examples</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>moondream</span> <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/moondream.rs.html#1-366">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>MoonDream Model vision-to-text</p>
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<p>Moondream is a computer-vision model that can answer real-world questions about images.
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It’s lightweight with only 1.6B parameters, enabling it to run on mobile phones and edge devices.
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<a href="https://github.com/vikhyat/moondream">MoonDream Original Implementation</a></p>
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<p>The model consists of:</p>
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<ul>
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<li>Vision encoder using a ViT-style architecture</li>
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<li>Text decoder based on Microsoft’s Phi model</li>
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<li>Vision projection module to align vision and text embeddings</li>
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</ul>
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<h2 id="examples"><a class="doc-anchor" href="#examples">§</a>Examples</h2><img src="https://raw.githubusercontent.com/vikhyat/moondream/main/assets/demo-1.jpg" width="200">
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<div class="example-wrap"><pre class="language-bash"><code># download an example image
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wget https://raw.githubusercontent.com/vikhyat/moondream/main/assets/demo-1.jpg
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# Now you can run Moondream from the `candle-examples` crate:
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cargo run --example moondream \
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--release -- \
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--prompt "What is the girl eating?"
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--image "./demo-1.jpg"
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> avavx: false, neon: true, simd128: false, f16c: false
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> temp: 0.00 repeat-penalty: 1.00 repeat-last-n: 64
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> retrieved the files in 3.395583ms
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> Running on CPU, to run on GPU(metal), build this example with `--features metal`
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> loaded the model in 5.485493792s
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> loaded and encoded the image Tensor[dims 3, 378, 378; f32] in 4.801396417s
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> starting the inference loop
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> The girl is eating a hamburger.<
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> 9 tokens generated (0.68 token/s)</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::moondream::Config">Config</a></dt><dt><a class="struct" href="struct.Encoder.html" title="struct candle_transformers::models::moondream::Encoder">Encoder</a></dt><dt><a class="struct" href="struct.Model.html" title="struct candle_transformers::models::moondream::Model">Model</a></dt><dt><a class="struct" href="struct.VisionConfig.html" title="struct candle_transformers::models::moondream::VisionConfig">Vision<wbr>Config</a></dt><dt><a class="struct" href="struct.VisionEncoder.html" title="struct candle_transformers::models::moondream::VisionEncoder">Vision<wbr>Encoder</a></dt></dl></section></div></main></body></html>
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