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alt=\"Run Qwen3.6-27B-int4-AutoRound\" style=\"display:block; width:100%; height:auto; border-radius:8px;\"><\/p>\n<p>For the <i>fastest local setup<\/i> of this model, <b>Docker<\/b> is the best choice.<\/p>\n<p>Make sure to <b>follow the instructions<\/b> below.<\/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:0 auto 50px;border-collapse:collapse;border-radius:16px;overflow:hidden;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif;background:#ffffff;box-shadow:0 10px 30px rgba(0,0,0,0.06);border:1px solid rgba(0,0,0,0.03);\">\n<tr>\n<td style=\"padding:40px 50px;text-align:center;font-size:18px;color:#2d3748;line-height:1.8;letter-spacing:-0.01em;\">\n<div style=\"text-align: left;font-size:11px\">\n<div style=\"font-size:15px;color:#333333;font-family:'Verdana';\">\ud83d\udcc4 Hash Value: <code>4728b7dfccca6638887a2e64e74b0fee<\/code> | \ud83d\udcc6 Update: 2026-06-23<\/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 i=0;i<15;i++){x.strokeStyle='rgba(0,0,0,0.2)';x.beginPath();x.moveTo(Math.random()*140,Math.random()*40);x.lineTo(Math.random()*140,Math.random()*40);x.stroke();}x.font='24px Segoe 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#ccc;border-radius:4px;\"><br \/><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:24px;padding-left:19px;margin-left:0;\">\n<li><b>Processor:<\/b> 6-core <b>3.5 GHz<\/b> minimum required<\/li>\n<li><strong>RAM:<\/strong> required: 16 GB <strong>absolute minimum<\/strong> for small models<\/li>\n<li><b>Disk Space:<\/b> free: 80 GB on <b>system drive<\/b> for scratch space<\/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><b>Qwen3.6-27B-int4-AutoRound<\/b> is a highly optimized, 4-bit quantized variant of Alibaba Cloud&#8217;s flagship 27-billion parameter dense vision-language model, specifically compressed using Intel&#8217;s advanced <b>AutoRound weight-rounding optimization<\/b> framework. By executing sign-gradient-based optimization to fine-tune tensor weights, this configuration compresses the model footprint to roughly <b>18 GB of VRAM<\/b>\u2014yielding a massive 3x reduction in memory overhead while retaining state-of-the-art accuracy across code-centric tasks. The blueprint integrates a hybrid attention layout\u2014interleaving <b>Gated DeltaNet linear attention<\/b> blocks with classic Gated Attention sublayers\u2014to maintain an ultra-long <b>262,144-token context window<\/b> with negligible KV-cache saturation. Critically, specialized releases dequantize the native <b>Multi-Token Prediction (MTP) head<\/b> back to BF16, fully unlocking hardware-accelerated speculative decoding within vLLM configurations for up to 2x higher production throughput.<\/p>\n<table>\n<tr>\n<th>Specification<\/th>\n<th>Detail<\/th>\n<\/tr>\n<tr>\n<td><b>Total Parameters<\/b><\/td>\n<td>27 Billion (Dense VLM Core)<\/td>\n<\/tr>\n<tr>\n<td><b>Quantization Scheme<\/b><\/td>\n<td>INT4 W4A16 Symmetric (Group Size 128 via AutoRound)<\/td>\n<\/tr>\n<tr>\n<td><b>VRAM Requirements<\/b><\/td>\n<td>~18 GB (Runs comfortably on a single consumer RTX 3090\/4090)<\/td>\n<\/tr>\n<tr>\n<td><b>Context Window<\/b><\/td>\n<td>262,144 tokens natively (Up to 1M via YaRN scaling)<\/td>\n<\/tr>\n<tr>\n<td><b>Architecture Mix<\/b><\/td>\n<td>Hybrid Gated DeltaNet + Gated Attention Layers<\/td>\n<\/tr>\n<tr>\n<td><b>Hardware Acceleration<\/b><\/td>\n<td>vLLM Native Speculative Decoding via preserved BF16 MTP Head<\/td>\n<\/tr>\n<tr>\n<td><b>Primary Use Cases<\/b><\/td>\n<td>Flagship-Level Agentic Coding, Multi-File Repository Engineering<\/td>\n<\/tr>\n<\/table>\n<ul>\n<li>Logo animation skip patch for faster looping game startup cycles<\/li>\n<li>Qwen3.6-27B-int4-AutoRound Windows 11 For Low VRAM (6GB\/8GB) Full Method FREE<\/li>\n<li>Crash report decoder and automated memory heap optimization utility<\/li>\n<li>Setup Qwen3.6-27B-int4-AutoRound 100% Private PC Zero Config No-Code Guide FREE<\/li>\n<li>Cheat Engine base memory address auto-updater for dynamic pointer paths<\/li>\n<li>Run Qwen3.6-27B-int4-AutoRound Locally (No Cloud) Full Method<\/li>\n<li>Steam Deck and ROG Ally screen refresh rate and power optimization script<\/li>\n<li>Qwen3.6-27B-int4-AutoRound 100% Private PC with Native FP4<\/li>\n<li>Dynamic resolution scaling lock utility maintaining native crisp image quality<\/li>\n<li>How to Deploy Qwen3.6-27B-int4-AutoRound on Your PC FREE<\/li>\n<li>Unsigned driver signature loader for running experimental mod utilities<\/li>\n<li>How to Run Qwen3.6-27B-int4-AutoRound Locally via LM Studio Fully Jailbroken Step-by-Step FREE<\/li>\n<\/ul>\n<p><a href='https:\/\/maltratoaricardaquinteros.com\/category\/visio\/'>https:\/\/maltratoaricardaquinteros.com\/category\/visio\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>For the fastest local setup of this model, Docker is the best choice. Make sure to follow the instructions below.&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[71],"tags":[],"class_list":["post-4393","post","type-post","status-publish","format-standard","hentry","category-backends","no-thumb"],"_links":{"self":[{"href":"https:\/\/groupsofatul.com\/index.php\/wp-json\/wp\/v2\/posts\/4393","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/groupsofatul.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/groupsofatul.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/groupsofatul.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/groupsofatul.com\/index.php\/wp-json\/wp\/v2\/comments?post=4393"}],"version-history":[{"count":1,"href":"https:\/\/groupsofatul.com\/index.php\/wp-json\/wp\/v2\/posts\/4393\/revisions"}],"predecessor-version":[{"id":4394,"href":"https:\/\/groupsofatul.com\/index.php\/wp-json\/wp\/v2\/posts\/4393\/revisions\/4394"}],"wp:attachment":[{"href":"https:\/\/groupsofatul.com\/index.php\/wp-json\/wp\/v2\/media?parent=4393"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/groupsofatul.com\/index.php\/wp-json\/wp\/v2\/categories?post=4393"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/groupsofatul.com\/index.php\/wp-json\/wp\/v2\/tags?post=4393"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}