{"id":221424,"date":"2025-09-04T15:02:25","date_gmt":"2025-09-04T20:02:25","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2025\/09\/inside-vllm-anatomy-of-a-high-throughput-llm-inference-system"},"modified":"2025-09-04T15:02:25","modified_gmt":"2025-09-04T20:02:25","slug":"inside-vllm-anatomy-of-a-high-throughput-llm-inference-system","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2025\/09\/inside-vllm-anatomy-of-a-high-throughput-llm-inference-system","title":{"rendered":"Inside vLLM: Anatomy of a High-Throughput LLM Inference System"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/inside-vllm-anatomy-of-a-high-throughput-llm-inference-system.jpg\"><\/a><\/p>\n<p>From paged attention, continuous batching, prefix caching, specdec, etc. to multi-GPU, multi-node dynamic serving at scale.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>From paged attention, continuous batching, prefix caching, specdec, etc. to multi-GPU, multi-node dynamic serving at scale.<\/p>\n","protected":false},"author":709,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-221424","post","type-post","status-publish","format-standard","hentry","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/221424","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\/709"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=221424"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/221424\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=221424"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=221424"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=221424"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}