{"id":38890,"date":"2025-02-25T07:01:32","date_gmt":"2025-02-24T23:01:32","guid":{"rendered":"https:\/\/17aitech.com\/?p=38890"},"modified":"2025-02-25T07:01:32","modified_gmt":"2025-02-24T23:01:32","slug":"%e5%88%9a%e5%88%9a%ef%bc%8cdeepseek%e5%bc%80%e6%ba%90flashmla%ef%bc%8c%e6%8e%a8%e7%90%86%e5%8a%a0%e9%80%9f%e6%a0%b8%e5%bf%83%e6%8a%80%e6%9c%af%ef%bc%8cstar%e9%87%8f%e9%a3%9e%e6%b6%a8%e4%b8%ad","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38890","title":{"rendered":"\u521a\u521a\uff0cDeepSeek\u5f00\u6e90FlashMLA\uff0c\u63a8\u7406\u52a0\u901f\u6838\u5fc3\u6280\u672f\uff0cStar\u91cf\u98de\u6da8\u4e2d"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-24-2\" target=\"_blank\">\u521a\u521a\uff0cDeepSeek\u5f00\u6e90FlashMLA\uff0c\u63a8\u7406\u52a0\u901f\u6838\u5fc3\u6280\u672f\uff0cStar\u91cf\u98de\u6da8\u4e2d<\/a><\/p>\n<section>\u4e0a\u5468\u4e94\uff0cDeepSeek \u53d1\u63a8\u8bf4\u672c\u5468\u5c06\u662f\u5f00\u6e90\u5468\uff08OpenSourceWeek\uff09\uff0c\u5e76\u5c06\u8fde\u7eed\u5f00\u6e90\u4e94\u4e2a\u8f6f\u4ef6\u5e93\u3002<\/section>\n<section><\/section>\n<section>\u7b2c\u4e00\u4e2a\u9879\u76ee\uff0c\u679c\u7136\u4e0e\u63a8\u7406\u52a0\u901f\u6709\u5173\u3002<\/section>\n<section><\/section>\n<section>\u5317\u4eac\u65f6\u95f4\u5468\u4e00\u4e0a\u5348 9 \u70b9\uff0c\u521a\u4e00\u4e0a\u73ed\uff08\u540c\u65f6\u662f\u7845\u8c37\u5373\u5c06\u4e0b\u73ed\u7684\u65f6\u5019\uff09\uff0cDeepSeek \u5151\u73b0\u4e86\u81ea\u5df1\u7684\u8bfa\u8a00\uff0c\u5f00\u6e90\u4e86\u4e00\u6b3e\u7528\u4e8e Hopper GPU \u7684\u9ad8\u6548\u578b MLA \u89e3\u7801\u6838\uff1aFlashMLA\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a30f02783cc14c907e26bef1df654ae4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-a30f02783cc14c907e26bef1df654ae4.png\"><\/a><\/section>\n<section>\u8be5\u9879\u76ee\u4e0a\u7ebf\u624d 45 \u5206\u949f\u5c31\u5df2\u7ecf\u6536\u83b7\u4e86\u8d85\u8fc7 400 star\uff01\u5e76\u4e14\u5728\u6211\u4eec\u622a\u56fe\u65f6\uff0cStar \u6570\u91cf\u6b63\u5728\u75af\u72c2\u98d9\u5347\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-9bedf8ae13731fc3adbae7a6a35d353b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-9bedf8ae13731fc3adbae7a6a35d353b.png\"><\/a><\/section>\n<section>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/deepseek-ai\/FlashMLA<\/section>\n<section><\/section>\n<section>\u4f17\u6240\u5468\u77e5\uff0cMLA\u662fDeepSeek\u5927\u6a21\u578b\u7684\u91cd\u8981\u6280\u672f\u521b\u65b0\u70b9\uff0c\u4e3b\u8981\u5c31\u662f\u51cf\u5c11\u63a8\u7406\u8fc7\u7a0b\u7684KV Cache\uff0c\u4ece\u800c\u5b9e\u73b0\u5728\u66f4\u5c11\u7684\u8bbe\u5907\u4e0a\u63a8\u7406\u66f4\u957f\u7684Context\uff0c\u6781\u5927\u5730\u964d\u4f4e\u63a8\u7406\u6210\u672c\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u6b21 DeepSeek \u76f4\u63a5\u5f00\u6e90\u4e86\u8be5\u6838\u5fc3\u6280\u672f\u7684\u6539\u8fdb\u7248\u672c\uff0c\u53ef\u4ee5\u8bf4\u662f\u8bda\u610f\u6ee1\u6ee1\u3002<\/section>\n<section><\/section>\n<section>\u63a5\u4e0b\u6765\uff0c\u5c31\u8ba9\u6211\u770b\u4e0b\u8fd9\u4e2a\u5f00\u6e90\u9879\u76ee\u7684\u6838\u5fc3\u5185\u5bb9\u3002<\/section>\n<section><\/section>\n<section>\u636e\u4ecb\u7ecd\uff0cFlashMLA \u662f\u9002\u7528\u4e8e Hopper GPU \u7684\u9ad8\u6548 MLA \u89e3\u7801\u5185\u6838\uff0c\u9488\u5bf9\u53ef\u53d8\u957f\u5ea6\u5e8f\u5217\u670d\u52a1\u8fdb\u884c\u4e86\u4f18\u5316\u3002<\/section>\n<section><\/section>\n<section>\u76ee\u524d\u5df2\u53d1\u5e03\u7684\u5185\u5bb9\u6709\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u00a0BF16<\/section>\n<\/li>\n<li>\n<section>\u00a0\u5757\u5927\u5c0f\u4e3a 64 \u7684\u5206\u9875 kvcache<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5176\u901f\u5ea6\u975e\u5e38\u5feb\uff0c\u5728 H800 SXM5 GPU \u4e0a\u5177\u6709 3000 GB\/s \u7684\u5185\u5b58\u901f\u5ea6\u4e0a\u9650\u4ee5\u53ca 580 TFLOPS \u7684\u8ba1\u7b97\u4e0a\u9650\u3002<\/section>\n<section><\/section>\n<section>\u5728\u90e8\u7f72\u8fd9\u4e2a\u9879\u76ee\u4e4b\u524d\uff0c\u4f60\u9700\u8981\u7684\u6709\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u00a0Hopper GPU<\/section>\n<\/li>\n<li>\n<section>\u00a0CUDA 12.3 \u53ca\u4ee5\u4e0a\u7248\u672c<\/section>\n<\/li>\n<li>\n<section>\u00a0PyTorch 2.0 \u53ca\u4ee5\u4e0a\u7248\u672c<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u5feb\u901f\u542f\u52a8<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5b89\u88c5<\/section>\n<\/li>\n<\/ul>\n<section>\n<pre data-lang=\"css\"><section><code>python setup.py install<\/code><\/section><\/pre>\n<\/section>\n<ul>\n<li>\n<section>\u57fa\u51c6<\/section>\n<\/li>\n<\/ul>\n<section>\n<pre data-lang=\"nginx\"><section><code>python tests\/test_flash_mla.py<\/code><\/section><\/pre>\n<\/section>\n<section><\/section>\n<section>\u4f7f\u7528 CUDA 12.6\uff0c\u5728 H800 SXM5 \u4e0a\uff0c\u5728\u5185\u5b58\u7ed1\u5b9a\u914d\u7f6e\u4e0b\u5b9e\u73b0\u9ad8\u8fbe 3000 GB\/s\uff0c\u5728\u8ba1\u7b97\u7ed1\u5b9a\u914d\u7f6e\u4e0b\u5b9e\u73b0 580 TFLOPS\u3002<\/section>\n<ul>\n<li>\n<p>\u7528\u6cd5<\/p>\n<\/li>\n<\/ul>\n<section>\n<pre data-lang=\"javascript\"><section><code>from flash_mla import get_mla_metadata, flash_mla_with_kvcache<\/code><code>\r\n<\/code><code>\r\n<\/code><code>tile_scheduler_metadata, num_splits = get_mla_metadata (cache_seqlens, s_q * h_q \/\/h_kv, h_kv)<\/code><code>\r\n<\/code><code>\r\n<\/code><code>for i in range (num_layers):<\/code><\/section><section><code>...<\/code><\/section><section><code>o_i, lse_i = flash_mla_with_kvcache (<\/code><\/section><section><code>q_i, kvcache_i, block_table, cache_seqlens, dv,<\/code><\/section><section><code>tile_scheduler_metadata, num_splits, causal=True,<\/code><\/section><section><code>)<\/code><\/section><section><code>...<\/code><\/section><\/pre>\n<\/section>\n<section><\/section>\n<section>\u8be5\u9879\u76ee\u53d1\u5e03\u540e\u4e5f\u662f\u597d\u8bc4\u5982\u6f6e\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2d811fb40fbc0a7a6a19efd1b5c0b994.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2d811fb40fbc0a7a6a19efd1b5c0b994.png\"><\/a><\/section>\n<section>\u751a\u81f3\u6709\u7f51\u53cb\u6253\u8da3\u5730\u8868\u793a\uff1a\u300c\u542c\u8bf4\u7b2c\u4e94\u5929\u4f1a\u662f AGI\u300d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ca97423eb8501f6b536575808756c38d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ca97423eb8501f6b536575808756c38d.png\"><\/a><\/section>\n<section>\u6700\u540e\uff0c\u8fd8\u662f\u90a3\u53e5\u8bdd\uff1a\u8fd9\u624d\u662f\u771f\u6b63\u7684 OpenAI<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c22a72d06a2747633737ea11f5bd13a3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c22a72d06a2747633737ea11f5bd13a3.png\"><\/a><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-24-2\" target=\"_blank\">\u521a\u521a\uff0cDeepSeek\u5f00\u6e90FlashMLA\uff0c\u63a8\u7406\u52a0\u901f\u6838\u5fc3\u6280\u672f\uff0cStar\u91cf\u98de\u6da8\u4e2d<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u521a\u521a\uff0cDeepSeek [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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