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\" alt=\"Full Deployment KVzap-mlp-Qwen3-8B Windows 10\" style=\"display:block; width:100%; height:auto; border-radius:8px;\"><\/p>\n<p>Using a native <b>PowerShell script<\/b> is the absolute <i>quickest way<\/i> to install this model.<\/p>\n<p>Follow the <i>step-by-step<\/i> <b>instructions<\/b> below.<\/p>\n<p> <\/p>\n<p><i>No manual effort needed; the setup auto-ingests the large data.<\/i><\/p>\n<p> <\/p>\n<p>The program scans your VRAM and RAM to <b>seamlessly apply optimal configurations<\/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:#37474F;font-family:'Consolas';\">\ud83e\uddfe Hash-sum \u2014 e5c23d9bd58d483a7c034e39051b4fc9 \u2022 \ud83d\uddd3 Updated on: 2026-07-02<\/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:22px;padding-left:17px;margin-left:0;\">\n<li><strong>Processor:<\/strong> high <strong>single-core<\/strong> performance needed for token latency<\/li>\n<li><strong>RAM:<\/strong> required: 16 GB <strong>absolute minimum<\/strong> for small models<\/li>\n<li><b>Disk Space:<\/b> 100 GB for multi-modal model vision components<\/li>\n<li><strong>GPU:<\/strong> RTX 4080 \/ RTX 4090 <strong>recommended for 26B-A4B fast inference<\/strong><\/li>\n<\/ul>\n<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<p>The <b>KVzap-mlp-Qwen3-8B<\/b> model is an optimized variant of the Qwen3 architecture, designed for fast inference and low memory footprint. It leverages a <i>multi-layer perceptron (MLP)<\/i> bottleneck to compress token representations while preserving contextual richness. With approximately <b>8\u202fbillion parameters<\/b>, the model achieves competitive performance on benchmarks such as MMLU and GSM8K. A custom quantization scheme reduces the model size to under <b>16\u202fGB<\/b> on standard GPUs, enabling deployment in resource\u2011constrained environments. The integrated <i>KV\u2011cache optimization<\/i> improves token generation speed by up to <b>30\u202f%<\/b> compared to the base Qwen3 model.    <\/p>\n<table>\n<tr>\n<th>Spec<\/th>\n<td>Value<\/td>\n<\/tr>\n<tr>\n<th>Parameters<\/th>\n<td>8\u202fB<\/td>\n<\/tr>\n<tr>\n<th>Architecture<\/th>\n<td>Qwen3 + MLP bottleneck<\/td>\n<\/tr>\n<tr>\n<th>Quantization<\/th>\n<td>8\u2011bit integer<\/td>\n<\/tr>\n<tr>\n<th>GPU memory<\/th>\n<td><\u202f16\u202fGB<\/td>\n<\/tr>\n<tr>\n<th>MMLU score<\/th>\n<td>71.3%<\/td>\n<\/tr>\n<\/table>\n<ul>\n<li>Installer configuring automated VRAM defragmentation scheduling for persistent WebUI clusters<\/li>\n<li>How to Run KVzap-mlp-Qwen3-8B Using Pinokio Step-by-Step<\/li>\n<li>Installer pre-configuring Qwen2.5-Coder models for offline IDE plugins<\/li>\n<li>Full Deployment KVzap-mlp-Qwen3-8B Full Method FREE<\/li>\n<li>Downloader pulling universal model format files for cross-platform runners<\/li>\n<li>Full Deployment KVzap-mlp-Qwen3-8B Windows 10 No Admin Rights For Beginners<\/li>\n<li>Script fetching minimal terminal-based chat client binaries with full markdown generation terminal outputs<\/li>\n<li>How to Launch KVzap-mlp-Qwen3-8B Quantized GGUF Step-by-Step<\/li>\n<li>Script downloading user-trained voice checkpoints for tortoise-tts local server networks<\/li>\n<li>How to Autostart KVzap-mlp-Qwen3-8B with 1M Context FREE<\/li>\n<li>Downloader pulling calibrated EXL2 format weights for GPUs<\/li>\n<li>How to Autostart KVzap-mlp-Qwen3-8B via WebGPU (Browser) No Python Required<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Using a native PowerShell script is the absolute quickest way to install this model. 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