{"id":184723,"date":"2024-03-09T03:13:16","date_gmt":"2024-03-09T09:13:16","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2024\/03\/galore-memory-efficient-llm-training-by-gradient-low-rank-projection"},"modified":"2024-03-09T03:13:16","modified_gmt":"2024-03-09T09:13:16","slug":"galore-memory-efficient-llm-training-by-gradient-low-rank-projection","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2024\/03\/galore-memory-efficient-llm-training-by-gradient-low-rank-projection","title":{"rendered":"GaLore: Memory-Efficient LLM Training by Gradient Low-Rank Projection"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/galore-memory-efficient-llm-training-by-gradient-low-rank-projection2.jpg\"><\/a><\/p>\n<p>GaLore.<\/p>\n<p>Memory-efficient LLM training by gradient low-rank projection.<\/p>\n<p>V\/@animaanandkumar.<\/p>\n<p>For the first time, we show that the Llama 7B LLM can be trained on a single consumer-grade GPU (RTX 4090) with only 24GB memory.<\/p>\n<hr>\n<p>Join the discussion on this paper page.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>GaLore. Memory-efficient LLM training by gradient low-rank projection. V\/@animaanandkumar. For the first time, we show that the Llama 7B LLM can be trained on a single consumer-grade GPU (RTX 4090) with only 24GB memory. Join the discussion on this paper page.<\/p>\n","protected":false},"author":709,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1523],"tags":[],"class_list":["post-184723","post","type-post","status-publish","format-standard","hentry","category-computing"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/184723","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=184723"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/184723\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=184723"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=184723"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=184723"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}