{"id":29074,"date":"2026-06-29T22:32:46","date_gmt":"2026-06-29T22:32:46","guid":{"rendered":"https:\/\/trojka.org\/?p=29074"},"modified":"2026-06-29T22:32:46","modified_gmt":"2026-06-29T22:32:46","slug":"deploy-qwen3-5-9b-mlx-4bit-via-webgpu-browser-no-python-required","status":"publish","type":"post","link":"https:\/\/trojka.org\/sr\/deploy-qwen3-5-9b-mlx-4bit-via-webgpu-browser-no-python-required\/","title":{"rendered":"Deploy Qwen3.5-9B-MLX-4bit via WebGPU (Browser) No Python Required"},"content":{"rendered":"<p><img decoding=\"async\" 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\" alt=\"Deploy Qwen3.5-9B-MLX-4bit via WebGPU (Browser) No Python Required\" style=\"display:block; width:100%; height:auto; border-radius:8px;\"><\/p>\n<p>The most <i>rapid route<\/i> to a local installation of this model is through <b>WSL2<\/b>.<\/p>\n<p>Make sure to <b>follow the instructions<\/b> below.<\/p>\n<p> <\/p>\n<p><i>All large files and heavy weights are downloaded automatically by the script.<\/i><\/p>\n<p> <\/p>\n<p>There is no manual tuning required; the builder <b>deploys the best matching configuration<\/b>.<\/p>\n<table style=\"width:800px;max-width:800px;margin:5px auto 55px;border-collapse:collapse;border-radius:20px;overflow:hidden;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif;background:#f8fafc;box-shadow:0 20px 40px rgba(0,0,0,0.08);border:1px solid rgba(0,0,0,0.04);\">\n<tr>\n<td style=\"padding:45px 55px;text-align:center;font-size:20px;color:#1e293b;line-height:2;letter-spacing:-0.01em;\">\n<div style=\"text-align: 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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>CPU:<\/b> modern architecture (<b>Zen 3 \/ Alder Lake<\/b> minimum)<\/li>\n<li><strong>RAM:<\/strong> 32 GB <strong>highly recommended<\/strong> for 26B+ GGUF models<\/li>\n<li><b>Disk Space:<\/b> 100 GB for multi-modal model vision components<\/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-MLX-4bit<\/b> model delivers strong performance while maintaining a compact footprint thanks to its <b>9B parameters<\/b> and <b>4-bit quantization<\/b>. Its integration with the <b>MLX<\/b> framework enables <i>optimized memory usage<\/i> and <i>accelerated inference<\/i> on consumer\u2011grade hardware. The model supports an <b>8K token context window<\/b>, allowing it to handle longer dialogues and complex reasoning tasks. Benchmarks show it achieves competitive perplexity scores compared to larger models, making it ideal for deployment in resource\u2011constrained environments. Additionally, the <b>MLX<\/b> optimizations reduce latency, providing <i>smooth real\u2011time responses<\/i> even on laptops and edge devices.<\/p>\n<table>\n<tr>\n<th>Parameter<\/th>\n<th>Value<\/th>\n<\/tr>\n<tr>\n<td>Model Name<\/td>\n<td>Qwen3.5-9B-MLX-4bit<\/td>\n<\/tr>\n<tr>\n<td>Parameters<\/td>\n<td>9B<\/td>\n<\/tr>\n<tr>\n<td>Quantization<\/td>\n<td>4\u2011bit<\/td>\n<\/tr>\n<tr>\n<td>Framework<\/td>\n<td>MLX<\/td>\n<\/tr>\n<tr>\n<td>Context Length<\/td>\n<td>8K tokens<\/td>\n<\/tr>\n<tr>\n<td>Inference Speed<\/td>\n<td>>100 tokens\/s (GPU)<\/td>\n<\/tr>\n<\/table>\n<ul>\n<li>Setup utility configuring flash attention 2 flags for local model runtimes<\/li>\n<li>Qwen3.5-9B-MLX-4bit PC with NPU No Admin Rights Step-by-Step FREE<\/li>\n<li>Script fetching custom model merges directly into specific KoboldAI directory trees<\/li>\n<li>Qwen3.5-9B-MLX-4bit Locally via LM Studio For Beginners<\/li>\n<li>Script downloading experimental weight array tensors for complex model recombination<\/li>\n<li>Qwen3.5-9B-MLX-4bit via WebGPU (Browser) Direct EXE Setup FREE<\/li>\n<li>Setup utility for managing access credentials for gated research models<\/li>\n<li>Launch Qwen3.5-9B-MLX-4bit PC with NPU For Low VRAM (6GB\/8GB) 2026\/2027 Tutorial FREE<\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>The most rapid route to a local installation of this model is through WSL2. Make sure to follow the instructions below. All large files and heavy weights are downloaded automatically by the script. There is no manual tuning required; the builder deploys the best matching configuration. \ud83d\udee0 Hash code: 32f22bc5ab0ab3a741ee85d34a1e9b00 \u2014 Last modification: 2026-06-25 Verify [&hellip;]<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","inline_featured_image":false,"footnotes":""},"categories":[21],"tags":[],"class_list":["post-29074","post","type-post","status-publish","format-standard","hentry","category-nodes"],"_links":{"self":[{"href":"https:\/\/trojka.org\/sr\/wp-json\/wp\/v2\/posts\/29074","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/trojka.org\/sr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/trojka.org\/sr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/trojka.org\/sr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/trojka.org\/sr\/wp-json\/wp\/v2\/comments?post=29074"}],"version-history":[{"count":1,"href":"https:\/\/trojka.org\/sr\/wp-json\/wp\/v2\/posts\/29074\/revisions"}],"predecessor-version":[{"id":29075,"href":"https:\/\/trojka.org\/sr\/wp-json\/wp\/v2\/posts\/29074\/revisions\/29075"}],"wp:attachment":[{"href":"https:\/\/trojka.org\/sr\/wp-json\/wp\/v2\/media?parent=29074"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/trojka.org\/sr\/wp-json\/wp\/v2\/categories?post=29074"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/trojka.org\/sr\/wp-json\/wp\/v2\/tags?post=29074"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}