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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 `deserialize_feed_forward_proj_activation` fn in crate `candle_transformers`."><title>deserialize_feed_forward_proj_activation in candle_transformers::models::t5 - 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="#">deserialize_feed_forward_proj_activation</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>t5</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">t5</a></div><h1>Function <span class="fn">deserialize_<wbr>feed_<wbr>forward_<wbr>proj_<wbr>activation</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/t5.rs.html#130-153">Source</a> </span></div><pre class="rust item-decl"><code>pub fn deserialize_feed_forward_proj_activation&lt;'de, D&gt;(
deserializer: D,
) -&gt; <a class="enum" href="https://doc.rust-lang.org/1.94.1/core/result/enum.Result.html" title="enum core::result::Result">Result</a>&lt;<a class="struct" href="struct.ActivationWithOptionalGating.html" title="struct candle_transformers::models::t5::ActivationWithOptionalGating">ActivationWithOptionalGating</a>, D::<a class="associatedtype" href="https://docs.rs/serde_core/1.0.228/serde_core/de/trait.Deserializer.html#associatedtype.Error" title="type serde_core::de::Deserializer::Error">Error</a>&gt;<div class="where">where
D: <a class="trait" href="https://docs.rs/serde_core/1.0.228/serde_core/de/trait.Deserializer.html" title="trait serde_core::de::Deserializer">Deserializer</a>&lt;'de&gt;,</div></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 `linear_no_bias` fn in crate `candle_transformers`."><title>linear_no_bias in candle_transformers::models::t5 - 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="#">linear_no_bias</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>t5</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">t5</a></div><h1>Function <span class="fn">linear_<wbr>no_<wbr>bias</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/t5.rs.html#74-79">Source</a> </span></div><pre class="rust item-decl"><code>pub fn linear_no_bias(
d1: <a class="primitive" href="https://doc.rust-lang.org/1.94.1/std/primitive.usize.html">usize</a>,
d2: <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;<a class="struct" href="struct.Linear.html" title="struct candle_transformers::models::t5::Linear">Linear</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="T5 model implementation."><title>candle_transformers::models::t5 - 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 t5</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 t5</a></h2><h3><a href="#">Sections</a></h3><ul class="block top-toc"><li><a href="#encoder-decoder-example" title="Encoder-decoder example:">Encoder-decoder example:</a></li><li><a href="#translation-with-madlad" title="Translation with MADLAD">Translation with MADLAD</a><ul><li><a href="#sentence-embedding-example" title="Sentence embedding example">Sentence embedding example</a></li></ul></li></ul><h3><a href="#structs">Module Items</a></h3><ul class="block"><li><a href="#structs" title="Structs">Structs</a></li><li><a href="#functions" title="Functions">Functions</a></li></ul></section><div id="rustdoc-modnav"><h2><a href="../index.html">In candle_<wbr>transformers::<wbr>models</a></h2></div></div></nav><div class="sidebar-resizer" title="Drag to resize sidebar"></div><main><div class="width-limiter"><section id="main-content" class="content"><div class="main-heading"><div class="rustdoc-breadcrumbs"><a href="../../index.html">candle_transformers</a>::<wbr><a href="../index.html">models</a></div><h1>Module <span>t5</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/t5.rs.html#1-953">Source</a> </span></div><details class="toggle top-doc" open><summary class="hideme"><span>Expand description</span></summary><div class="docblock"><p>T5 model implementation.</p>
<p>T5 (Text-to-Text Transfer Transformer) is a unified text-to-text transformer model.
This implementation follows the original model architecture.</p>
<p>Key characteristics:</p>
<ul>
<li>Text-to-text framework</li>
<li>Relative positional embeddings</li>
<li>T5-specific layer normalization</li>
<li>Encoder-decoder architecture</li>
<li>Support for sequence-to-sequence tasks</li>
</ul>
<p>References:</p>
<ul>
<li>⚡ <a href="https://huggingface.co/spaces/radames/Candle-T5-Generation-Wasm">Interactive Wasm Example</a></li>
<li>💻<a href="https://github.com/huggingface/transformers/blob/main/src/transformers/models/t5/modeling_t5.py">GH Model</a></li>
<li>🤗 <a href="https://huggingface.co/docs/transformers/model_doc/t5">HF Link</a></li>
<li>📝 <a href="https://arxiv.org/abs/1910.10683">T5 Paper</a></li>
</ul>
<h2 id="encoder-decoder-example"><a class="doc-anchor" href="#encoder-decoder-example">§</a>Encoder-decoder example:</h2><div class="example-wrap"><pre class="language-bash"><code>cargo run --example t5 --release -- \
--model-id &quot;t5-small&quot; \
--prompt &quot;translate to German: A beautiful candle.&quot; \
--decode
&gt; ...
&gt; Eine schöne Kerze.
&gt; 9 tokens generated (2.42 token/s)</code></pre></div>
<p>Variants such as <a href="https://huggingface.co/google/flan-t5-small">flan-t5</a>, <a href="https://huggingface.co/google/flan-ul2">flan-ul2</a> (with <code>--revision "refs/pr/25"</code>), and <a href="https://huggingface.co/grammarly/coedit-large">Co-EdIT</a> are also supported.</p>
<h2 id="translation-with-madlad"><a class="doc-anchor" href="#translation-with-madlad">§</a>Translation with MADLAD</h2>
<p><a href="https://arxiv.org/abs/2309.04662">MADLAD-400</a> is a series of multilingual machine translation T5 models trained on 250 billion tokens covering over 450 languages using publicly available data. These models are competitive with significantly larger models.</p>
<div class="example-wrap"><pre class="language-bash"><code>cargo run --example t5 --release -- \
--model-id &quot;jbochi/madlad400-3b-mt&quot; \
--prompt &quot;&lt;2de&gt; How are you, my friend?&quot; \
--decode --temperature 0
...
Wie geht es dir, mein Freund?</code></pre></div><h3 id="sentence-embedding-example"><a class="doc-anchor" href="#sentence-embedding-example">§</a>Sentence embedding example</h3><div class="example-wrap"><pre class="language-bash"><code>cargo run --example t5 --release -- \
--model-id &quot;t5-small&quot; --prompt &quot;A beautiful candle.&quot;
...
[[[ 0.0515, -0.0541, -0.0761, ..., -0.0392, 0.1511, -0.0265],
[-0.0974, 0.0998, -0.1659, ..., -0.2450, 0.1738, -0.0164],
[ 0.0624, -0.1024, 0.0430, ..., -0.1388, 0.0564, -0.2962],
[-0.0389, -0.1173, 0.0026, ..., 0.1064, -0.1065, 0.0990],
[ 0.1300, 0.0027, -0.0326, ..., 0.0026, -0.0317, 0.0851]]]
Tensor[[1, 5, 512], f32]
Took 303.766583ms</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.ActivationWithOptionalGating.html" title="struct candle_transformers::models::t5::ActivationWithOptionalGating">Activation<wbr>With<wbr>Optional<wbr>Gating</a></dt><dt><a class="struct" href="struct.Config.html" title="struct candle_transformers::models::t5::Config">Config</a></dt><dt><a class="struct" href="struct.Linear.html" title="struct candle_transformers::models::t5::Linear">Linear</a></dt><dt><a class="struct" href="struct.T5EncoderModel.html" title="struct candle_transformers::models::t5::T5EncoderModel">T5Encoder<wbr>Model</a></dt><dt><a class="struct" href="struct.T5ForConditionalGeneration.html" title="struct candle_transformers::models::t5::T5ForConditionalGeneration">T5For<wbr>Conditional<wbr>Generation</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.deserialize_feed_forward_proj_activation.html" title="fn candle_transformers::models::t5::deserialize_feed_forward_proj_activation">deserialize_<wbr>feed_<wbr>forward_<wbr>proj_<wbr>activation</a></dt><dt><a class="fn" href="fn.linear_no_bias.html" title="fn candle_transformers::models::t5::linear_no_bias">linear_<wbr>no_<wbr>bias</a></dt></dl></section></div></main></body></html>

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