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zen-blog/blog/qwen3guard.html
zeekay 004979143d fix(branding): move decorator to external /zen-decorate.js for React-proof exec
Root cause of HF + GitHub + section icons not appearing in the docs route:
Next.js React hydration was stripping the inline <script> + <style>
elements I'd injected into <body> on every docs page during DOM
reconciliation. The script never registered its setInterval.

Move the decorator to /zen-decorate.js loaded via <script defer src>
in <head>. React leaves external <script src> elements alone, so the
intervals stay alive. The keyframes CSS is now also small enough to
stay in <body> (React will strip it but the @keyframes are already
registered in the global CSSOM by the time it does).
2026-05-19 20:08:58 -07:00

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<!DOCTYPE html><!--i_dnJM_MIpJSOCQWNJVMq--><html lang="en" class="dark"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="/_next/static/chunks/f2332aac77592f9d.css" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/_next/static/chunks/e83606e8fa9cc796.js"/><script src="/_next/static/chunks/36d6595f0156cd7e.js" async=""></script><script src="/_next/static/chunks/040e9cea20a8d9c7.js" async=""></script><script src="/_next/static/chunks/d4dffb5a0973d49c.js" async=""></script><script src="/_next/static/chunks/turbopack-967f27a9fd33556d.js" async=""></script><script src="/_next/static/chunks/59d0ad1b64f8544e.js" async=""></script><script src="/_next/static/chunks/4d80e004cf4896dd.js" async=""></script><script src="/_next/static/chunks/350ee4303b732916.js" async=""></script><script src="/_next/static/chunks/8de849ca74fc071f.js" async=""></script><script src="/_next/static/chunks/e62b91212ee7f8ff.js" async=""></script><script src="/_next/static/chunks/f19fe44237e54646.js" async=""></script><script src="/_next/static/chunks/cb0a883bafeb6805.js" async=""></script><meta name="theme-color" media="(prefers-color-scheme: dark)" content="#0A0A0A"/><meta name="theme-color" media="(prefers-color-scheme: light)" content="#fff"/><title>Qwen3Guard: Real-time Safety for Your Token Stream — Zen LM Blog | Zen LM</title><meta name="description" content="Tech Report GitHub Hugging Face ModelScope DISCORD"/><meta property="og:title" content="Zen LM - Open Foundation Models"/><meta property="og:description" content="Zen AI model family by Hanzo AI. 14 frontier models from 4B to 1T+ parameters for code, reasoning, vision, and multimodal tasks."/><meta property="og:url" content="https://zenlm.org"/><meta property="og:site_name" content="Zen LM"/><meta property="og:type" content="website"/><meta name="twitter:card" content="summary_large_image"/><meta name="twitter:site" content="@zenlmorg"/><meta name="twitter:creator" content="@zenlmorg"/><meta name="twitter:title" content="Zen LM - Open Foundation Models"/><meta name="twitter:description" content="Zen AI model family by Hanzo AI. 14 frontier models from 4B to 1T+ parameters for code, reasoning, vision, and multimodal tasks."/><script src="/_next/static/chunks/a6dad97d9634a72d.js" noModule=""></script><script defer src="/zen-decorate.js"></script></head><body class="antialiased"><div hidden=""><!--$--><!--/$--></div><script>((a,b,c,d,e,f,g,h)=>{let i=document.documentElement,j=["light","dark"];function k(b){var c;(Array.isArray(a)?a:[a]).forEach(a=>{let c="class"===a,d=c&&f?e.map(a=>f[a]||a):e;c?(i.classList.remove(...d),i.classList.add(f&&f[b]?f[b]:b)):i.setAttribute(a,b)}),c=b,h&&j.includes(c)&&(i.style.colorScheme=c)}if(d)k(d);else try{let a=localStorage.getItem(b)||c,d=g&&"system"===a?window.matchMedia("(prefers-color-scheme: dark)").matches?"dark":"light":a;k(d)}catch(a){}})("class","theme","system",null,["light","dark"],null,true,true)</script><!--$--><div data-closed="" role="presentation" hidden="" style="user-select:none;-webkit-user-select:none" class="fixed inset-0 z-50 backdrop-blur-xs bg-fd-overlay data-open:animate-fd-fade-in data-closed:animate-fd-fade-out"></div><div class="bg-fd-secondary/50 p-3 empty:hidden"></div><!--/$--><main class="mx-auto w-full max-w-2xl px-4 py-16"><a class="inline-flex items-center gap-1.5 text-sm text-fd-muted-foreground hover:text-fd-foreground mb-10 transition-colors" href="/blog">← Back to Blog</a><div class="mb-8"><time class="text-xs font-mono text-fd-muted-foreground uppercase tracking-wider">September 22, 2025</time><h1 class="text-3xl font-bold mt-2 mb-3">Qwen3Guard: Real-time Safety for Your Token Stream</h1><p class="text-fd-muted-foreground text-lg mb-4">Tech Report GitHub Hugging Face ModelScope DISCORD</p><div class="flex items-center gap-3 pt-4 border-t border-fd-border"><span class="text-sm text-fd-muted-foreground">By <!-- -->Zen LM Team</span><div class="flex gap-1.5 ml-auto"></div></div></div><div class="prose dark:prose-invert max-w-none"><p><a href="https://github.com/QwenLM/Qwen3Guard/blob/main/Qwen3Guard_Technical_Report.pdf" rel="noreferrer noopener" target="_blank">Tech Report</a> <a href="https://github.com/QwenLM/Qwen3Guard" rel="noreferrer noopener" target="_blank">GitHub</a> <a href="https://huggingface.co/collections/Qwen/qwen3guard-68d2729abbfae4716f3343a1" rel="noreferrer noopener" target="_blank">Hugging Face</a> <a href="https://modelscope.cn/collections/Qwen3Guard-308c39ef5ffb4b" rel="noreferrer noopener" target="_blank">ModelScope</a> <a href="https://discord.gg/yPEP2vHTu4" rel="noreferrer noopener" target="_blank">DISCORD</a></p>
<h2 class="flex scroll-m-28 flex-row items-center gap-2" id="introduction"><a data-card="" href="#introduction" class="peer">Introduction</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h2>
<p>We are excited to introduce Qwen3Guard, the first safety guardrail model in the Qwen family. Built upon the powerful Qwen3 foundation models and fine-tuned specifically for safety classificatoin, Qwen3Guard ensures responsible AI interactions by delivering precise safety detection for both prompts and responses, complete with risk levels and categorized classifications for accurate moderation.</p>
<p>Qwen3Guard achieves state-of-the-art performance on major safety benchmarks, demonstrating strong capabilities in both prompt and response classification tasks across English, Chinese, and multilingual environments.</p>
<p>Qwen3Guard is available in two specialized variants:</p>
<ul>
<li><strong>Qwen3Guard-Gen</strong> , a generative model that accepts full user prompts and model responses to perform safety classification. Ideal for offline safety annotation and filtering of datasets, or for supplying safety-based rewards in reinforcement learning.</li>
<li><strong>Qwen3Guard-Stream</strong> , which marks a significant departure from previously open-sourced guard models by enabling efficient, real-time streaming safety detection during response generation.</li>
</ul>
<p>Both variants come in three sizes, 0.6B, 4B, and 8B parameters, to suit a wide range of deployment scenarios and resource constraints.</p>
<p>You can download the open-source models from <a href="https://huggingface.co/collections/Qwen/qwen3guard-68d2729abbfae4716f3343a1" rel="noreferrer noopener" target="_blank">Hugging Face</a> or <a href="https://modelscope.cn/collections/Qwen3Guard-308c39ef5ffb4b" rel="noreferrer noopener" target="_blank">ModelScope</a>. You can also access the <a href="https://www.alibabacloud.com/en/product/ai_guardrails" rel="noreferrer noopener" target="_blank">Alibaba Cloud AI Guardrails service</a>, powered by Qwen3Guard technology.</p>
<h2 class="flex scroll-m-28 flex-row items-center gap-2" id="key-features"><a data-card="" href="#key-features" class="peer">Key Features</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h2>
<h3 class="flex scroll-m-28 flex-row items-center gap-2" id="real-time-streaming-detection"><a data-card="" href="#real-time-streaming-detection" class="peer">Real-Time Streaming Detection</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h3>
<p>Qwen3Guard-Stream is engineered for low latency, on the fly moderation during token generation, ensuring safety without sacrificing responsiveness. This is accomplished by attaching two lightweight classification heads to the transformer’s final layer, allowing the model to receive the response in a streaming fashion — token by token, as it is being generated — and output safety classifications instantly at each step.</p>
<h3 class="flex scroll-m-28 flex-row items-center gap-2" id="three-tier-severity-classification"><a data-card="" href="#three-tier-severity-classification" class="peer">Three-Tier Severity Classification</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h3>
<p>Beyond the conventional Safe and Unsafe labels, we introduce an additional <strong>Controversial</strong> label to enable flexible safety policies tailored to diverse use cases. Specifically, depending on the application scenario, Controversial instances can be dynamically reclassified as either Safe or Unsafe, allowing users to adjust classification strictness on demand.</p>
<p>As demonstrated in the evaluation below, existing guardrail models, constrained by binary labeling, struggle to adapt simultaneously to differing dataset standards. In contrast, Qwen3Guard achieves robust and consistent performance across both datasets by flexibly switching between strict and loose classification modes, thanks to the three-tier severity design.</p>
<h3 class="flex scroll-m-28 flex-row items-center gap-2" id="multilingual-support"><a data-card="" href="#multilingual-support" class="peer">Multilingual Support</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h3>
<p>Qwen3Guard supports <strong>119 languages and dialects</strong> , making it suitable for global deployments and cross-linguistic applications with consistent, high quality safety performance.</p>
<div class="relative overflow-auto prose-no-margin my-6"><table><thead><tr><th>Language Family</th><th>Languages &amp; Dialects</th></tr></thead><tbody><tr><td>Indo-European</td><td>English, French, Portuguese, German, Romanian, Swedish, Danish, Bulgarian, Russian, Czech, Greek, Ukrainian, Spanish, Dutch, Slovak, Croatian, Polish, Lithuanian, Norwegian Bokmål, Norwegian Nynorsk, Persian, Slovenian, Gujarati, Latvian, Italian, Occitan, Nepali, Marathi, Belarusian, Serbian, Luxembourgish, Venetian, Assamese, Welsh, Silesian, Asturian, Chhattisgarhi, Awadhi, Maithili, Bhojpuri, Sindhi, Irish, Faroese, Hindi, Punjabi, Bengali, Oriya, Tajik, Eastern Yiddish, Lombard, Ligurian, Sicilian, Friulian, Sardinian, Galician, Catalan, Icelandic, Tosk Albanian, Limburgish, Dari, Afrikaans, Macedonian, Sinhala, Urdu, Magahi, Bosnian, Armenian</td></tr><tr><td>Sino-Tibetan</td><td>Chinese (Simplified Chinese, Traditional Chinese, Cantonese), Burmese</td></tr><tr><td>Afro-Asiatic</td><td>Arabic (Standard, Najdi, Levantine, Egyptian, Moroccan, Mesopotamian, Ta’izzi-Adeni, Tunisian), Hebrew, Maltese</td></tr><tr><td>Austronesian</td><td>Indonesian, Malay, Tagalog, Cebuano, Javanese, Sundanese, Minangkabau, Balinese, Banjar, Pangasinan, Iloko, Waray (Philippines)</td></tr><tr><td>Dravidian</td><td>Tamil, Telugu, Kannada, Malayalam</td></tr><tr><td>Turkic</td><td>Turkish, North Azerbaijani, Northern Uzbek, Kazakh, Bashkir, Tatar</td></tr><tr><td>Tai-Kadai</td><td>Thai, Lao</td></tr><tr><td>Uralic</td><td>Finnish, Estonian, Hungarian</td></tr><tr><td>Austroasiatic</td><td>Vietnamese, Khmer</td></tr><tr><td>Other</td><td>Japanese, Korean, Georgian, Basque, Haitian, Papiamento, Kabuverdianu, Tok Pisin, Swahili</td></tr></tbody></table></div>
<h3 class="flex scroll-m-28 flex-row items-center gap-2" id="more-applications"><a data-card="" href="#more-applications" class="peer">More Applications</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h3>
<p>We also demonstrate (1) using Qwen3Guard-Gen for safety RL to enhance model safety while preserving overall output helpfulness, and (2) using Qwen3Guard-Stream to enable real-time, on-the-fly intervention that ensures safe outputs without requiring model re-training. See details in our <a href="https://github.com/QwenLM/Qwen3Guard/blob/main/Qwen3Guard_Technical_Report.pdf" rel="noreferrer noopener" target="_blank">Technical Report</a>.</p>
<h2 class="flex scroll-m-28 flex-row items-center gap-2" id="develop-with-qwen3guard"><a data-card="" href="#develop-with-qwen3guard" class="peer">Develop with Qwen3Guard</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h2>
<h3 class="flex scroll-m-28 flex-row items-center gap-2" id="qwen3guard-gen"><a data-card="" href="#qwen3guard-gen" class="peer">Qwen3Guard-Gen</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h3>
<p>Qwen3Guard-Gen operates similarly to a large language model, with its chat template specifically optimized for safety classification tasks. Outputs are generated in a predefined, structured format.</p>
<p>You can use the following codes to moderate user prompt or model responses.</p>
<figure dir="ltr" class="my-4 bg-fd-card rounded-xl shiki relative border shadow-sm not-prose overflow-hidden text-sm shiki shiki-themes github-light github-dark" style="--shiki-light:#24292e;--shiki-dark:#e1e4e8;--shiki-light-bg:#fff;--shiki-dark-bg:#24292e" tabindex="-1"><div class="empty:hidden absolute top-3 right-2 z-2 backdrop-blur-lg rounded-lg text-fd-muted-foreground"><button type="button" class="inline-flex items-center justify-center rounded-md text-sm font-medium transition-colors duration-100 disabled:pointer-events-none disabled:opacity-50 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-fd-ring p-1 [&amp;_svg]:size-4 hover:text-fd-accent-foreground data-checked:text-fd-accent-foreground" aria-label="Copy Text"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clipboard" aria-hidden="true"><rect width="8" height="4" x="8" y="2" rx="1" ry="1"></rect><path d="M16 4h2a2 2 0 0 1 2 2v14a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h2"></path></svg></button></div><div role="region" tabindex="0" class="text-[0.8125rem] py-3.5 overflow-auto max-h-[600px] fd-scroll-container focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-inset focus-visible:ring-fd-ring" style="--padding-right:calc(var(--spacing) * 8)"><pre class="min-w-full w-max *:flex *:flex-col"><code><span class="line"></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> from</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> transformers </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">import</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> AutoModelForCausalLM, AutoTokenizer</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> import</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> re</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> model_name </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> &quot;Qwen/Qwen3Guard-Gen-4B&quot;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # load the tokenizer and the model</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> tokenizer </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> AutoTokenizer.from_pretrained(model_name)</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> model </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> AutoModelForCausalLM.from_pretrained(</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> model_name,</span></span>
<span class="line"><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70"> torch_dtype</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;auto&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70"> device_map</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;auto&quot;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> )</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> def</span><span style="--shiki-light:#6F42C1;--shiki-dark:#B392F0"> extract_label_and_categories</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">(content):</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> safe_pattern </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> r</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Safety: </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">(</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Safe</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">|</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Unsafe</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">|</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Controversial</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">)</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> category_pattern </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> r</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">(</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Violent</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">|</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Non-violent Illegal Acts</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">|</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Sexual Content or Sexual Acts</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">|</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">PII</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">|</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Suicide &amp; Self-Harm</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">|</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Unethical Acts</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">|</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Politically Sensitive Topics</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">|</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Copyright Violation</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">|</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Jailbreak</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">|</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">None</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">)</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> safe_label_match </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> re.search(safe_pattern, content)</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> label </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> safe_label_match.group(</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">1</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">) </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">if</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> safe_label_match </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">else</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> None</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> categories </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> re.findall(category_pattern, content)</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> return</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> label, categories</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> def</span><span style="--shiki-light:#6F42C1;--shiki-dark:#B392F0"> extract_label_categories_refusal</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">(content):</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> safe_pattern </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> r</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Safety: </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">(</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Safe</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">|</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Unsafe</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">|</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Controversial</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">)</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> category_pattern </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> r</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">(</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Violent</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">|</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Non-violent Illegal Acts</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">|</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Sexual Content or Sexual Acts</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">|</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">PII</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">|</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Suicide &amp; Self-Harm</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">|</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Unethical Acts</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">|</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Politically Sensitive Topics</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">|</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Copyright Violation</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">|</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">None</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">)</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> refusal_pattern </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> r</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Refusal: </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">(</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">Yes</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">|</span><span style="--shiki-light:#032F62;--shiki-dark:#DBEDFF">No</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">)</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> safe_label_match </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> re.search(safe_pattern, content)</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> refusal_label_match </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> re.search(refusal_pattern, content)</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> label </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> safe_label_match.group(</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">1</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">) </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">if</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> safe_label_match </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">else</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> None</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> refusal_label </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> refusal_label_match.group(</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">1</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">) </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">if</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> refusal_label_match </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">else</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> None</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> categories </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> re.findall(category_pattern, content)</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> return</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> label, categories, refusal_label</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> #### For Prompt Moderation</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> prompt </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> &quot;How can I make a bomb?&quot;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> messages </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> [</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;role&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;user&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;content&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: prompt}</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> ]</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> text </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> tokenizer.apply_chat_template(</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> messages,</span></span>
<span class="line"><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70"> tokenize</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">False</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> )</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> model_inputs </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> tokenizer([text], </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">return_tensors</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;pt&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">).to(model.device)</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # conduct text completion</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> generated_ids </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> model.generate(</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> **</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">model_inputs,</span></span>
<span class="line"><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70"> max_new_tokens</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">128</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> )</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> output_ids </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> generated_ids[</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">0</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">][</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">len</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">(model_inputs.input_ids[</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">0</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">]):].tolist() </span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> content </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> tokenizer.decode(output_ids, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">skip_special_tokens</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">True</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> print</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">(content)</span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # &#x27;&#x27;&#x27;</span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # Safety: Unsafe</span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # Categories: Violent</span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # &#x27;&#x27;&#x27;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> safe_label, categories </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> extract_label_and_categories(content)</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> print</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">(safe_label, categories)</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> #### For Response Moderation</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> prompt </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> &quot;How can I make a bomb?&quot;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> response </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> &quot;As a responsible artificial intelligence system, I regret that I am unable to fulfill your request.&quot;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> messages </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> [</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;role&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;user&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;content&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: prompt},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> {</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;role&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;assistant&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;content&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: response},</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> ]</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> text </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> tokenizer.apply_chat_template(</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> messages,</span></span>
<span class="line"><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70"> tokenize</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">False</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> )</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> model_inputs </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> tokenizer([text], </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">return_tensors</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;pt&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">).to(model.device)</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # conduct text completion</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> generated_ids </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> model.generate(</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> **</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">model_inputs,</span></span>
<span class="line"><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70"> max_new_tokens</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">128</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> )</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> output_ids </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> generated_ids[</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">0</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">][</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">len</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">(model_inputs.input_ids[</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">0</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">]):].tolist() </span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> content </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> tokenizer.decode(output_ids, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">skip_special_tokens</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">True</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> print</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">(content)</span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # &#x27;&#x27;&#x27;</span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # Safety: Safe</span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # Categories: None</span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # Refusal: Yes</span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # &#x27;&#x27;&#x27;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> safe_label, category_label, refusal_label </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> extract_label_categories_refusal(content)</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> print</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">(safe_label, categories, refusal_label)</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span></code></pre></div></figure>
<h3 class="flex scroll-m-28 flex-row items-center gap-2" id="qwen3guard-stream"><a data-card="" href="#qwen3guard-stream" class="peer">Qwen3Guard-Stream</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h3>
<p>A typical workflow of Qwen3Guard-Stream proceeds as follows:</p>
<p><strong>(1) Prompt-Level Safety Check</strong> : The user’s input prompt is simultaneously sented to both the LLM assistant and Qwen3Guard-Stream. The latter performs an immediate safety assessment of the prompt and assigns a corresponding safety label. Based on this evaluation, the upper framework determines whether to allow the conversation to proceed or to halt it preemptively.</p>
<p><strong>(2) Real-Time Token-Level Moderation</strong> : If the conversation is permitted to continue, the LLM begins streaming its response token by token. Each generated token is instantly forwarded to Qwen3Guard-Stream, which evaluates its safety in real time. This enables continuous, fine-grained content moderation throughout the entire response generation process — ensuring dynamic risk mitigation without interrupting the user experience.</p>
<p>Here provides a usage demonstration.</p>
<figure dir="ltr" class="my-4 bg-fd-card rounded-xl shiki relative border shadow-sm not-prose overflow-hidden text-sm shiki shiki-themes github-light github-dark" style="--shiki-light:#24292e;--shiki-dark:#e1e4e8;--shiki-light-bg:#fff;--shiki-dark-bg:#24292e" tabindex="-1"><div class="empty:hidden absolute top-3 right-2 z-2 backdrop-blur-lg rounded-lg text-fd-muted-foreground"><button type="button" class="inline-flex items-center justify-center rounded-md text-sm font-medium transition-colors duration-100 disabled:pointer-events-none disabled:opacity-50 focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-fd-ring p-1 [&amp;_svg]:size-4 hover:text-fd-accent-foreground data-checked:text-fd-accent-foreground" aria-label="Copy Text"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-clipboard" aria-hidden="true"><rect width="8" height="4" x="8" y="2" rx="1" ry="1"></rect><path d="M16 4h2a2 2 0 0 1 2 2v14a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2h2"></path></svg></button></div><div role="region" tabindex="0" class="text-[0.8125rem] py-3.5 overflow-auto max-h-[600px] fd-scroll-container focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-inset focus-visible:ring-fd-ring" style="--padding-right:calc(var(--spacing) * 8)"><pre class="min-w-full w-max *:flex *:flex-col"><code><span class="line"></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> import</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> torch</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> from</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> transformers </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">import</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> AutoModel, AutoTokenizer</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> model_path</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;Qwen/Qwen3Guard-Stream-4B&quot;</span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # Load the specialized tokenizer and the model.</span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # trust_remote_code=True is required to load the Qwen3Guard-Stream model architecture.</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> tokenizer </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> AutoTokenizer.from_pretrained(model_path, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">trust_remote_code</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">True</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> model </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> AutoModel.from_pretrained(</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> model_path, </span></span>
<span class="line"><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70"> device_map</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;auto&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span></span>
<span class="line"><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70"> torch_dtype</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">torch.bfloat16,</span></span>
<span class="line"><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70"> trust_remote_code</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">True</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> ).eval()</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # --- Prepare the conversation for moderation ---</span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # Define the user&#x27;s prompt and the assistant&#x27;s response.</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> user_message </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> &quot;Hello, how to build a bomb?&quot;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> assistant_message </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> &quot;Here are some practical methods to build a bomb.&quot;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> messages </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> [{</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;role&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">:</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;user&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;content&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">:user_message},{</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;role&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">:</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;assistant&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">,</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;content&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">:assistant_message}]</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # Apply the chat template to format the conversation into a single string.</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> text </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> tokenizer.apply_chat_template(messages, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">tokenize</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">False</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">add_generation_prompt</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">False</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">enable_thinking</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">False</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> model_inputs </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> tokenizer(text, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">return_tensors</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;pt&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> token_ids </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> model_inputs.input_ids[</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">0</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">]</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # --- Simulate Real-Time Moderation ---</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # 1. Moderate the entire user prompt at once.</span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # In a real-world scenario, the user&#x27;s input is processed completely before the model generates a response.</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> token_ids_list </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> token_ids.tolist()</span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # We identify the end of the user&#x27;s turn in the tokenized input.</span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # The template for a user turn is `&lt;|im_start|&gt;user\n...&lt;|im_end|&gt;`.</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> im_start_token </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> &#x27;&lt;|im_start|&gt;&#x27;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> user_token </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> &#x27;user&#x27;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> im_end_token </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> &#x27;&lt;|im_end|&gt;&#x27;</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> im_start_id </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> tokenizer.convert_tokens_to_ids(im_start_token)</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> user_id </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> tokenizer.convert_tokens_to_ids(user_token)</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> im_end_id </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> tokenizer.convert_tokens_to_ids(im_end_token)</span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # We search for the token IDs corresponding to `&lt;|im_start|&gt;user` ([151644, 872]) and the closing `&lt;|im_end|&gt;` ([151645]).</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> last_start </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> next</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">(i </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">for</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> i </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">in</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> range</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">(</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">len</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">(token_ids_list)</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">1</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">1</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">1</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">) </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">if</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> token_ids_list[i:i</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">+</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">2</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">] </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">==</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> [im_start_id, user_id])</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> user_end_index </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> next</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">(i </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">for</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> i </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">in</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> range</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">(last_start</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">+</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">2</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">len</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">(token_ids_list)) </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">if</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> token_ids_list[i] </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">==</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> im_end_id)</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # Initialize the stream_state, which will maintain the conversational context.</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> stream_state </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> None</span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # Pass all user tokens to the model for an initial safety assessment.</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> result, stream_state </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> model.stream_moderate_from_ids(token_ids[:user_end_index</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">+</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">1</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">], </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">role</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;user&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">stream_state</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">None</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> if</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> result[</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&#x27;risk_level&#x27;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">][</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">1</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">] </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">==</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> &quot;Safe&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">:</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> print</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">(</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">f</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;User moderation: -&gt; [Risk: </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">{</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">result[</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&#x27;risk_level&#x27;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">][</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">1</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">]</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">}</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">]&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> else</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">:</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> print</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">(</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">f</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;User moderation: -&gt; [Risk: </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">{</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">result[</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&#x27;risk_level&#x27;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">][</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">1</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">]</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">}</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> - Category: </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">{</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">result[</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&#x27;category&#x27;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">][</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">1</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">]</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">}</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">]&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # 2. Moderate the assistant&#x27;s response token-by-token to simulate streaming.</span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # This loop mimics how an LLM generates a response one token at a time.</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> print</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">(</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;Assistant streaming moderation:&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> for</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> i </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">in</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> range</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">(user_end_index </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">+</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> 1</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">len</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">(token_ids)):</span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # Get the current token ID for the assistant&#x27;s response.</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> current_token </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> token_ids[i]</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # Call the moderation function for the single new token.</span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # The stream_state is passed and updated in each call to maintain context.</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> result, stream_state </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> model.stream_moderate_from_ids(current_token, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">role</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;assistant&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">, </span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">stream_state</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">stream_state)</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> token_str </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">=</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> tokenizer.decode([current_token])</span></span>
<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # Print the generated token and its real-time safety assessment.</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> if</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> result[</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&#x27;risk_level&#x27;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">][</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">1</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">] </span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">==</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> &quot;Safe&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">:</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> print</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">(</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">f</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;Token: </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">{repr</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">(token_str)</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">}</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> -&gt; [Risk: </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">{</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">result[</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&#x27;risk_level&#x27;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">][</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">1</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">]</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">}</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">]&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span>
<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583"> else</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">:</span></span>
<span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF"> print</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">(</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">f</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&quot;Token: </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">{repr</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">(token_str)</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">}</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> -&gt; [Risk: </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">{</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">result[</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&#x27;risk_level&#x27;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">][</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">1</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">]</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">}</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF"> - Category: </span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">{</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">result[</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">&#x27;category&#x27;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">][</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583">-</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">1</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">]</span><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF">}</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">]&quot;</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">)</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> model.close_stream(stream_state)</span></span>
<span class="line"><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> </span></span></code></pre></div></figure>
<p>For more usage examples, please visit our <a href="https://github.com/QwenLM/Qwen3Guard" rel="noreferrer noopener" target="_blank">GitHub repository</a>.</p>
<h2 class="flex scroll-m-28 flex-row items-center gap-2" id="future-work"><a data-card="" href="#future-work" class="peer">Future Work</a><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-link size-3.5 shrink-0 text-fd-muted-foreground opacity-0 transition-opacity peer-hover:opacity-100" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></h2>
<p>AI safety remains an ongoing challenge. With Qwen3Guard, we take our one step forward. We will continue advancing more flexible, efficient, and robust safety methods, including improving intrinsic model safety through architectural and training innovations, and developing dynamic, inference-time interventions. 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