{"id":1680,"date":"2026-07-21T03:28:58","date_gmt":"2026-07-20T18:28:58","guid":{"rendered":"https:\/\/am0329.shop\/portfolio\/?p=1680"},"modified":"2026-07-21T03:28:58","modified_gmt":"2026-07-20T18:28:58","slug":"how-to-run-qwen3-6-27b-int4-autoround-locally-via-ollama-2","status":"publish","type":"post","link":"http:\/\/am0329.shop\/portfolio\/archives\/1680","title":{"rendered":"How to Run Qwen3.6-27B-int4-AutoRound Locally via Ollama 2"},"content":{"rendered":"<p><img decoding=\"async\" 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alt=\"How to Run Qwen3.6-27B-int4-AutoRound Locally via Ollama 2\" style=\"display:block; width:100%; height:auto; border-radius:8px;\"><\/p>\n<table style=\"width:800px;max-width:800px;margin:15px auto 65px;border-collapse:collapse;border-radius:24px;overflow:hidden;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif;background:#f1f5f9;box-shadow:0 16px 36px rgba(0,0,0,0.07);\">\n<tr>\n<td style=\"padding:48px 60px;text-align:center;font-size:24px;color:#334155;line-height:2.5;letter-spacing:-0.01em;\">\n<div style=\"text-align: left;font-size:11px\">\n<div style=\"font-size:15px;color:#1C1C1C;font-family:'Inconsolata';\">\ud83d\udd0d Hash-sum: 0d730e3661b2ce71c63c3be6d4ee0c39 | \ud83d\udd53 Last update: 2026-07-17<\/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 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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:26px;padding-left:21px;margin-left:0;\">\n<li><b>Processor:<\/b> 6-core <b>3.5 GHz<\/b> minimum required<\/li>\n<li><b>RAM:<\/b> minimum <b>16 GB<\/b> for stable 8B model loading<\/li>\n<li><b>Disk Space:<\/b> 80 GB <b>NVMe SSD<\/b> required for fast model weights loading<\/li>\n<li><strong>GPU:<\/strong> modern architecture (<strong>Ada Lovelace \/ Ampere<\/strong> minimum)<\/li>\n<\/ul>\n<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<div>  Our latest release, Qwen3.6-27B-int4-AutoRound, boasts impressive performance and efficiency in vision-language modeling tasks. By leveraging Intel&#8217;s AutoRound weight-rounding optimization framework, we&#8217;ve significantly reduced the model footprint while maintaining state-of-the-art accuracy. This configuration enables seamless execution on a single consumer-grade RTX 3090\/4090 GPU, making it an ideal choice for large-scale applications. The Qwen3.6-27B-int4-AutoRound variant is designed to tackle complex tasks with ease, such as agentic coding and multi-file repository engineering. With its robust architecture and optimized parameters, this model is poised to revolutionize the field of vision-language modeling.  <\/p>\n<h4>Key Features<\/h4>\n<ul>\n<li><b>Total Parameters<\/b>: 27 Billion (Dense VLM Core)<\/li>\n<li><b>Quantization Scheme<\/b>: INT4 W4A16 Symmetric (Group Size 128 via AutoRound)<\/li>\n<li><b>VRAM Requirements<\/b>: ~18 GB (Runs comfortably on a single consumer RTX 3090\/4090)<\/li>\n<li><b>Context Window<\/b>: 262,144 tokens natively (Up to 1M via YaRN scaling)<\/li>\n<li><b>Architecture Mix<\/b>: Hybrid Gated DeltaNet + Gated Attention Layers<\/li>\n<li><b>Hardware Acceleration<\/b>: vLLM Native Speculative Decoding via preserved BF16 MTP Head<\/li>\n<\/ul>\n<h4>Technical Specifications<\/h4>\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<\/table>\n<h4>Demo Applications<\/h4>\n<ul>\n<li>Flagship-Level Agentic Coding<\/li>\n<li>Multi-File Repository Engineering<\/li>\n<\/ul>\n<p>  Our team of experts is dedicated to providing top-notch support and guidance throughout the implementation process. With their extensive knowledge and experience, they will help you unlock the full potential of Qwen3.6-27B-int4-AutoRound.  By utilizing this highly optimized model, you&#8217;ll be able to tackle complex tasks with ease, achieve significant performance gains, and reduce training time. Don&#8217;t miss out on this opportunity to elevate your vision-language modeling capabilities. Get in touch with our team today to learn more about Qwen3.6-27B-int4-AutoRound and how it can benefit your projects.<\/p>\n<ul>\n<li>Installer enabling token streaming and localized generation logging<\/li>\n<li>Qwen3.6-27B-int4-AutoRound No-Internet Version Offline Setup<\/li>\n<li>Downloader pulling optimized Flux.1-Dev safetensors for local UIs<\/li>\n<li>How to Deploy Qwen3.6-27B-int4-AutoRound Locally (No Cloud) One-Click Setup Step-by-Step<\/li>\n<li>Setup utility adjusting flash-decoding memory buffers within local runtime space configurations<\/li>\n<li>How to Install Qwen3.6-27B-int4-AutoRound via WebGPU (Browser) Zero Config Offline Setup<\/li>\n<li>Script downloading optimized tokenizers designed specifically for complex localized languages suites<\/li>\n<li>Qwen3.6-27B-int4-AutoRound Locally via Ollama 2 Zero Config For Beginners FREE<\/li>\n<li>Downloader pulling high-resolution Flux and Stable Diffusion XL checkpoints<\/li>\n<li>Run Qwen3.6-27B-int4-AutoRound Full Speed NPU Mode Local Guide<\/li>\n<li>Script downloading visual document layout analytical models for local OCR parsing layers<\/li>\n<li>Launch Qwen3.6-27B-int4-AutoRound No Admin Rights Windows<\/li>\n<\/ul>\n<p><a href='https:\/\/aahardaan.org\/category\/visualizers\/'>https:\/\/aahardaan.org\/category\/visualizers\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ud83d\udd0d Hash-sum: 0d730e3661b2ce71c63c3be6d4ee0c39 | \ud83d\udd53 Last update: 2026-07-17 Verify Processor: 6-core 3.5 GHz mini [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[77],"tags":[],"class_list":["post-1680","post","type-post","status-publish","format-standard","hentry","category-tools"],"_links":{"self":[{"href":"http:\/\/am0329.shop\/portfolio\/wp-json\/wp\/v2\/posts\/1680","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/am0329.shop\/portfolio\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/am0329.shop\/portfolio\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/am0329.shop\/portfolio\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/am0329.shop\/portfolio\/wp-json\/wp\/v2\/comments?post=1680"}],"version-history":[{"count":1,"href":"http:\/\/am0329.shop\/portfolio\/wp-json\/wp\/v2\/posts\/1680\/revisions"}],"predecessor-version":[{"id":1681,"href":"http:\/\/am0329.shop\/portfolio\/wp-json\/wp\/v2\/posts\/1680\/revisions\/1681"}],"wp:attachment":[{"href":"http:\/\/am0329.shop\/portfolio\/wp-json\/wp\/v2\/media?parent=1680"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/am0329.shop\/portfolio\/wp-json\/wp\/v2\/categories?post=1680"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/am0329.shop\/portfolio\/wp-json\/wp\/v2\/tags?post=1680"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}