{"id":219921,"date":"2025-08-12T12:11:44","date_gmt":"2025-08-12T17:11:44","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2025\/08\/using-nvidia-tensorrt-llm-to-run-gpt-oss-20b"},"modified":"2025-08-12T12:11:44","modified_gmt":"2025-08-12T17:11:44","slug":"using-nvidia-tensorrt-llm-to-run-gpt-oss-20b","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2025\/08\/using-nvidia-tensorrt-llm-to-run-gpt-oss-20b","title":{"rendered":"Using NVIDIA TensorRT-LLM to run gpt-oss-20b"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/using-nvidia-tensorrt-llm-to-run-gpt-oss-20b.jpg\"><\/a><\/p>\n<p>This notebook provides a step-by-step guide on how to optimizing gpt-oss models using NVIDIA\u2019s TensorRT-LLM for high-performance inference. TensorRT-LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and support state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT-LLM also contains components to create Python and C++ runtimes that orchestrate the inference execution in performant way.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>This notebook provides a step-by-step guide on how to optimizing gpt-oss models using NVIDIA\u2019s TensorRT-LLM for high-performance inference. TensorRT-LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and support state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT-LLM also contains components to create Python and C++ runtimes that orchestrate [\u2026]<\/p>\n","protected":false},"author":732,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-219921","post","type-post","status-publish","format-standard","hentry","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/219921","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/users\/732"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=219921"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/219921\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=219921"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=219921"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=219921"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}