{"id":1065,"date":"2026-06-30T18:44:59","date_gmt":"2026-06-30T18:44:59","guid":{"rendered":"https:\/\/fareedhome.com\/?p=1065"},"modified":"2026-06-30T18:44:59","modified_gmt":"2026-06-30T18:44:59","slug":"deploy-tiny-gptossforcausallm-for-low-vram-6gb-8gb-full-method","status":"publish","type":"post","link":"https:\/\/fareedhome.com\/index.php\/2026\/06\/30\/deploy-tiny-gptossforcausallm-for-low-vram-6gb-8gb-full-method\/","title":{"rendered":"Deploy tiny-GptOssForCausalLM For Low VRAM (6GB\/8GB) Full Method"},"content":{"rendered":"<p><img decoding=\"async\" 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alt=\"Deploy tiny-GptOssForCausalLM For Low VRAM (6GB\/8GB) Full Method\" 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>straightforward<\/i> <b>walkthrough<\/b> provided below.<\/p>\n<p> <\/p>\n<p><i>The engine will automatically fetch large dependencies in the background.<\/i><\/p>\n<p> <\/p>\n<p>Your resources are automatically evaluated to <b>lock in the premium configuration<\/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 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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><strong>Processor:<\/strong> next-gen chip for <strong>heavy context<\/strong> processing<\/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><strong>GPU:<\/strong> high memory bandwidth GPU for <strong>next-gen local AI<\/strong> pipeline<\/li>\n<\/ul>\n<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<p>tiny-<b>GptOssForCausalLM<\/b> is a <b>compact<\/b>, <b>open\u2011source<\/b> <b>causal language model<\/b> designed for <i>efficient inference<\/i> on consumer hardware. Built on a <b>reduced transformer architecture<\/b>, it retains strong performance on a variety of <b>NLP tasks<\/b> while requiring <i>minimal memory footprint<\/i>. The model leverages a <b>shared embedding layer<\/b> and <b>grouped\u2011query attention<\/b> to further reduce computational load, making it ideal for <i>edge devices<\/i> and research prototyping. A <b>comparison table<\/b> highlights its <b>parameters<\/b>, <b>training tokens<\/b>, and <b>benchmark scores<\/b> against <i>similar small models<\/i>:  <\/p>\n<table>\n<tr>\n<th>Model<\/th>\n<th>Parameters<\/th>\n<th>Training Tokens<\/th>\n<th>Avg. Perplexity<\/th>\n<\/tr>\n<tr>\n<td>tiny-GptOssForCausalLM<\/td>\n<td>125M<\/td>\n<td>1.5T<\/td>\n<td>21.3<\/td>\n<\/tr>\n<tr>\n<td>GPT\u2011Neo 125M<\/td>\n<td>125M<\/td>\n<td>1.0T<\/td>\n<td>20.9<\/td>\n<\/tr>\n<tr>\n<td>LLaMA\u20112 7B<\/td>\n<td>7B<\/td>\n<td>2.0T<\/td>\n<td>18.5<\/td>\n<\/tr>\n<\/table>\n<p>  Developers can fine\u2011tune it using standard <b>Hugging Face pipelines<\/b>, benefiting from its <b>permissive license<\/b> and <i>community\u2011driven improvements<\/i>.<\/p>\n<ol>\n<li>Setup tool checking Blake3 hashes for high-speed model file verification<\/li>\n<li>tiny-GptOssForCausalLM Windows 11 Step-by-Step Windows<\/li>\n<li>Script fetching custom model merges and experimental model blends<\/li>\n<li>tiny-GptOssForCausalLM No-Internet Version Dummy Proof Guide FREE<\/li>\n<li>Script automating installation of Open-WebUI docker containers with active volume file persistence<\/li>\n<li>Setup tiny-GptOssForCausalLM Offline on PC Direct EXE Setup FREE<\/li>\n<li>Installer configuring localized web dashboard for Whisper-Large-V3-Turbo engines<\/li>\n<li>Install tiny-GptOssForCausalLM on Copilot+ PC No Python Required FREE<\/li>\n<li>Setup script enabling hardware-accelerated Nemotron-Mini execution on independent workstations<\/li>\n<li>How to Setup tiny-GptOssForCausalLM Step-by-Step FREE<\/li>\n<li>Setup tool configuring complex multi-modal vision pipelines inside Ollama terminal installations<\/li>\n<li>Run tiny-GptOssForCausalLM on Copilot+ PC Full Speed NPU Mode Windows<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Using a native PowerShell script is the absolute quickest way to install this model. Follow the straightforward walkthrough provided below. The engine will automatically fetch large dependencies in the background. Your resources are automatically evaluated to lock in the premium configuration. \ud83d\udce4 Release Hash: 675a6b1583535ced4faf6b7d6e9433db \u2022 \ud83d\udcc5 Date: 2026-06-26 Verify Processor: next-gen chip for heavy [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[],"class_list":["post-1065","post","type-post","status-publish","format-standard","hentry","category-pruners"],"_links":{"self":[{"href":"https:\/\/fareedhome.com\/index.php\/wp-json\/wp\/v2\/posts\/1065","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fareedhome.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fareedhome.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fareedhome.com\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/fareedhome.com\/index.php\/wp-json\/wp\/v2\/comments?post=1065"}],"version-history":[{"count":1,"href":"https:\/\/fareedhome.com\/index.php\/wp-json\/wp\/v2\/posts\/1065\/revisions"}],"predecessor-version":[{"id":1066,"href":"https:\/\/fareedhome.com\/index.php\/wp-json\/wp\/v2\/posts\/1065\/revisions\/1066"}],"wp:attachment":[{"href":"https:\/\/fareedhome.com\/index.php\/wp-json\/wp\/v2\/media?parent=1065"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fareedhome.com\/index.php\/wp-json\/wp\/v2\/categories?post=1065"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fareedhome.com\/index.php\/wp-json\/wp\/v2\/tags?post=1065"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}