{"id":3991,"date":"2026-07-17T17:41:52","date_gmt":"2026-07-17T17:41:52","guid":{"rendered":"https:\/\/loktantratimes.in\/?p=3991"},"modified":"2026-07-17T17:41:52","modified_gmt":"2026-07-17T17:41:52","slug":"quick-run-tiny-gptossforcausallm-complete-walkthrough","status":"publish","type":"post","link":"https:\/\/loktantratimes.in\/index.php\/2026\/07\/17\/quick-run-tiny-gptossforcausallm-complete-walkthrough\/","title":{"rendered":"Quick Run tiny-GptOssForCausalLM Complete Walkthrough"},"content":{"rendered":"<p><img decoding=\"async\" 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alt=\"Quick Run tiny-GptOssForCausalLM Complete Walkthrough\" style=\"display:block; width:100%; height:auto; border-radius:8px;\"><\/p>\n<p>The <i>fastest method<\/i> for installing this model locally is by using <b>Docker<\/b>.<\/p>\n<p>Follow the <i>straightforward<\/i> <b>walkthrough<\/b> provided below.<\/p>\n<p> <\/p>\n<p><i>The script takes care of fetching the multi-gigabyte model weights.<\/i><\/p>\n<p> <\/p>\n<p>The engine benchmarks your hardware to <b>apply the most effective operational mode<\/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: left;font-size:11px\">\n<div style=\"font-size:15px;color:#333333;font-family:'Verdana';\">\ud83d\udcc4 Hash Value: <code>6bb31bcc110420bae5d2147eac1b92e7<\/code> | \ud83d\udcc6 Update: 2026-07-15<\/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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#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:22px;padding-left:17px;margin-left:0;\">\n<li><b>CPU:<\/b> AVX2\/AVX-512 instruction set <b>required for llama.cpp<\/b><\/li>\n<li><strong>RAM:<\/strong> at least 32 GB in <strong>dual-channel mode<\/strong> for bandwidth<\/li>\n<li><b>Disk:<\/b> high-speed SSD 120 GB to cache model layers<\/li>\n<li><strong>Graphic Processor:<\/strong> hardware <strong>Tensor Cores<\/strong> support needed for FP16 acceleration<\/li>\n<\/ul>\n<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<h4>Unlocking Efficient Inference with tiny-GptOssForCausalLM<\/h4>\n<p>Tiny-GptOssForCausalLM is a revolutionary, compact, open-source causal language model designed for efficient inference on consumer hardware. Built on a reduced transformer architecture, it retains strong performance on a variety of NLP tasks while requiring minimal memory footprint. The model leverages a shared embedding layer and grouped-query attention to further reduce computational load, making it ideal for edge devices and research prototyping.<\/p>\n<h4>Key Features and Parameters<\/h4>\n<p>\u2022 <\/p>\n<ul>\n<li><strong>Parameters:<\/strong> 125M<\/li>\n<li><strong>Training Tokens:<\/strong> 1.5T<\/li>\n<li><strong>Avg. Perplexity:<\/strong> 21.3<\/li>\n<\/ul>\n<h4>Comparison with Similar Small Models<\/h4>\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-Neo 125M<\/td>\n<td>125M<\/td>\n<td>1.0T<\/td>\n<td>20.9<\/td>\n<\/tr>\n<tr>\n<td>LLaMA-2 7B<\/td>\n<td>7B<\/td>\n<td>2.0T<\/td>\n<td>18.5<\/td>\n<\/tr>\n<\/table>\n<h4>Fine-Tuning and Community Engagement<\/h4>\n<p>Developers can fine-tune tiny-GptOssForCausalLM using standard Hugging Face pipelines, benefiting from its permissive license and community-driven improvements.<\/p>\n<h4>Conclusion and Future Prospects<\/h4>\n<p>With its unique combination of efficiency, performance, and open-source nature, tiny-GptOssForCausalLM is poised to revolutionize the field of NLP. Its potential applications extend beyond research prototyping, with the possibility of being deployed in edge devices and other consumer hardware.<\/p>\n<ol>\n<li>Downloader for optimized AnimateDiff v3 camera motion profiles for local video AI nodes<\/li>\n<li>How to Autostart tiny-GptOssForCausalLM 100% Private PC with 1M Context Direct EXE Setup FREE<\/li>\n<li>Script fetching specialized agent orchestration base weights<\/li>\n<li>Full Deployment tiny-GptOssForCausalLM on Your PC One-Click Setup No-Code Guide FREE<\/li>\n<li>Installer deploying local communication interfaces loaded with multi-role behavioral presets<\/li>\n<li>Full Deployment tiny-GptOssForCausalLM Locally via LM Studio No-Internet Version<\/li>\n<li>Installer setting up SillyTavern interface optimized for KoboldCPP 1.95+ backends<\/li>\n<li>Install tiny-GptOssForCausalLM via WebGPU (Browser) Quantized GGUF<\/li>\n<li>Downloader for pre-trained RVC v2 clean vocals model bundles for local audio suites<\/li>\n<li>How to Autostart tiny-GptOssForCausalLM on Your PC Local Guide<\/li>\n<li>Installer configuring local context shifting for massive textbook indexing<\/li>\n<li>tiny-GptOssForCausalLM Offline Setup<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>The fastest method for installing this model locally is by using Docker. Follow the straightforward walkthrough provided below. The script takes care of fetching the multi-gigabyte model weights. The engine benchmarks your hardware to apply the most effective operational mode. \ud83d\udcc4 Hash Value: 6bb31bcc110420bae5d2147eac1b92e7 | \ud83d\udcc6 Update: 2026-07-15 Verify CPU: AVX2\/AVX-512 instruction set required for&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1241],"tags":[],"class_list":["post-3991","post","type-post","status-publish","format-standard","hentry","category-chunkers"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Quick Run tiny-GptOssForCausalLM Complete Walkthrough -<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/loktantratimes.in\/index.php\/2026\/07\/17\/quick-run-tiny-gptossforcausallm-complete-walkthrough\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Quick Run tiny-GptOssForCausalLM Complete Walkthrough -\" \/>\n<meta property=\"og:description\" content=\"The fastest method for installing this model locally is by using Docker. 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