{"id":10605,"date":"2025-07-29T15:43:36","date_gmt":"2025-07-29T07:43:36","guid":{"rendered":"https:\/\/ai-stack.ai\/?p=10605"},"modified":"2025-08-07T10:18:19","modified_gmt":"2025-08-07T02:18:19","slug":"what-is-hpc","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/zh-hant\/what-is-hpc","title":{"rendered":"\u4ec0\u9ebc\u662f\u9ad8\u6548\u80fd\u904b\u7b97(HPC) ? \u4e86\u89e3\u5176\u5982\u4f55\u9a45\u52d5\u5404\u7522\u696d\u52a0\u901f\u767c\u5c55"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">HPC\u662f\u4ec0\u9ebc\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">HPC \u4e5f\u5c31\u662f\u300c\u9ad8\u6548\u80fd\u904b\u7b97\u300d\uff08High Performance Computing\uff09\uff0c\u6307\u7684\u662f\u628a\u5927\u91cf\u8a08\u7b97\u8cc7\u6e90\u96c6\u4e2d\u8d77\u4f86\uff0c\u7528\u4f86\u8655\u7406\u5728\u4e00\u822c\u684c\u6a5f\u6216\u5de5\u4f5c\u7ad9\u4e0a\u6839\u672c\u8dd1\u4e0d\u52d5\u3001\u592a\u9f90\u5927\u6216\u592a\u8907\u96dc\u7684\u904b\u7b97\u4efb\u52d9\u3002\u9019\u7a2e\u7cfb\u7d71\u901a\u5e38\u6703\u6709\u4e0a\u767e\u751a\u81f3\u4e0a\u5343\u500b\u8655\u7406\u5668\uff08\u4e0d\u7ba1\u662f CPU \u9084\u662f GPU\uff09\uff0c\u900f\u904e\u9ad8\u901f\u7db2\u8def\u4e32\u63a5\u5728\u4e00\u8d77\uff0c\u5c31\u50cf\u4e00\u500b\u8d85\u5927\u8166\u4e00\u6a23\u540c\u6642\u904b\u4f5c\uff0c\u628a\u4efb\u52d9\u5206\u5de5\u5b8c\u6210\u3002\u7c21\u55ae\u4f86\u8aaa\uff0c\u5c31\u662f\u7576\u55ae\u4e00\u96fb\u8166\u4e0d\u5920\u529b\u6642\uff0cHPC \u5c31\u50cf\u4e00\u652f\u8d85\u5f37\u5718\u968a\uff0c\u5927\u5bb6\u5206\u5de5\u5408\u4f5c\uff0c\u628a\u9700\u8981\u82b1\u5e7e\u5929\u751a\u81f3\u5e7e\u500b\u6708\u8dd1\u5b8c\u7684\u5de5\u4f5c\uff0c\u5728\u5e7e\u500b\u5c0f\u6642\u6216\u5e7e\u5206\u9418\u5167\u5c31\u641e\u5b9a\u4e86\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">HPC \u7684\u4e3b\u8981\u7279\u9ede<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9ad8\u904b\u7b97\u80fd\u529b\uff1a<\/strong> \u6574\u5408\u5927\u91cf\u8655\u7406\u5668\uff08\u5305\u62ec\u4e2d\u592e\u8655\u7406\u5668 CPU \u548c\u5716\u5f62\u8655\u7406\u5668 GPU\uff09\u4f86\u5be6\u73fe\u524d\u6240\u672a\u6709\u7684\u8a08\u7b97\u901f\u5ea6\uff0c\u76ee\u524d AI \u5feb\u901f\u5d1b\u8d77\uff0c\u5927\u591a\u4f01\u696d\u90fd\u662f\u8457\u91cd\u5728 GPU \u7684\u8cc7\u6e90\u5efa\u7f6e\u3002<\/li>\n\n\n\n<li><strong>\u9ad8\u901f\u7db2\u8def\uff1a<\/strong> \u7bc0\u9ede\u4e4b\u9593\u900f\u904e\u5c08\u7528\u4e14\u9ad8\u901f\u7684\u7db2\u8def\uff08\u4f8b\u5982 InfiniBand\u3001Ethernet \u7b49\uff09\u9023\u63a5\uff0c\u4ee5\u78ba\u4fdd\u6578\u64da\u80fd\u5920\u5feb\u901f\u4e14\u4f4e\u5ef6\u9072\u5730\u50b3\u8f38\u3002<\/li>\n\n\n\n<li><strong>\u5e73\u884c\u8655\u7406\uff1a<\/strong> \u7a0b\u5f0f\u901a\u5e38\u88ab\u8a2d\u8a08\u6210\u53ef\u4ee5\u5206\u89e3\u70ba\u8a31\u591a\u66f4\u5c0f\u7684\u90e8\u5206\uff0c\u7136\u5f8c\u5728\u4e0d\u540c\u7684\u8655\u7406\u5668\u4e0a\u540c\u6642\u57f7\u884c\uff0c\u4ee5\u7e2e\u77ed\u7e3d\u8a08\u7b97\u6642\u9593\u3002<\/li>\n\n\n\n<li><strong>\u5927\u91cf\u8a18\u61b6\u9ad4\u8207\u5132\u5b58\uff1a<\/strong> \u80fd\u5920\u8655\u7406\u5de8\u5927\u7684\u6578\u64da\u96c6\uff0c\u56e0\u6b64\u9700\u8981\u5927\u91cf\u7684\u8a18\u61b6\u9ad4\u548c\u9ad8\u6548\u80fd\u7684\u5132\u5b58\u7cfb\u7d71\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">HPC\u7684\u4e3b\u8981\u61c9\u7528\u8207\u7522\u696d\u5834\u666f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">HPC \u4e0d\u518d\u50c5\u9650\u65bc\u5b78\u8853\u7814\u7a76\u6a5f\u69cb\u7684\u8d85\u7d1a\u5be6\u9a57\u5ba4\uff0c\u5176\u5f37\u5927\u7684\u904b\u7b97\u80fd\u529b\u5df2\u6df1\u5165\u5404\u884c\u5404\u696d\uff0c\u5c24\u5176\u5728\u9019\u500bAI \u6642\u4ee3\uff0c\u4f01\u696d\u7d1b\u7d1b\u5728 GPU \u7684\u7b97\u529b\u5efa\u7f6e\u6295\u5165\u5927\u91cf\u8cc7\u6e90\uff0c\u7a4d\u6975\u65bc\u4f01\u696d\u4e2d\u5c0e\u5165 AI \u61c9\u7528\uff0cHPC \u5df2\u6210\u70ba\u63a8\u52d5\u5275\u65b0\u3001\u52a0\u901f\u6c7a\u7b56\u8207\u63d0\u5347\u7af6\u722d\u529b\u7684\u95dc\u9375\u3002\u4ee5\u4e0b\u662f HPC \u7684\u4e3b\u8981\u61c9\u7528\u9818\u57df\u8207\u7522\u696d\u5834\u666f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4eba\u5de5\u667a\u6167\u8207\u6a5f\u5668\u5b78\u7fd2<\/strong>\uff1a\u4e0d\u7ba1\u662f\u8a13\u7df4\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u3001\u5f71\u50cf\u8fa8\u8b58\u9084\u662f\u63a8\u85a6\u7cfb\u7d71\uff0c\u90fd\u9700\u8981\u5927\u91cf\u8cc7\u6599\u8207\u7b97\u529b\uff0cHPC \u80fd\u5927\u5e45\u7e2e\u77ed\u8a13\u7df4\u6642\u9593\uff0c\u52a0\u901f\u6a21\u578b\u8fed\u4ee3\u3002<\/li>\n\n\n\n<li><strong>\u88fd\u9020\u8207\u5de5\u7a0b\u6a21\u64ec<\/strong>\uff1a\u50cf\u662f\u6c7d\u8eca\u78b0\u649e\u6a21\u64ec\u3001\u822a\u592a\u8a2d\u8a08\u3001\u7d50\u69cb\u529b\u5b78\u5206\u6790\u7b49\uff0c\u900f\u904e HPC \u53ef\u9032\u884c\u9ad8\u7cbe\u5ea6\u6a21\u64ec\u8207\u512a\u5316\u8a2d\u8a08\uff0c\u6e1b\u5c11\u5be6\u9ad4\u6e2c\u8a66\u7684\u6210\u672c\u8207\u6642\u9593\u3002<\/li>\n\n\n\n<li><strong>\u751f\u547d\u79d1\u5b78\u8207\u85e5\u7269\u7814\u767c<\/strong>\uff1a\u57fa\u56e0\u5b9a\u5e8f\u3001\u86cb\u767d\u8cea\u7d50\u69cb\u9810\u6e2c\u3001\u65b0\u85e5\u6a21\u64ec\u7b49\uff0c\u90fd\u4ef0\u8cf4\u5927\u91cf\u8cc7\u6599\u8207\u8907\u96dc\u904b\u7b97\uff0cHPC \u53ef\u52a0\u901f\u5206\u6790\u6d41\u7a0b\uff0c\u63d0\u5347\u7814\u767c\u6548\u7387\u3002<\/li>\n\n\n\n<li><strong>\u6c23\u5019\u6a21\u64ec\u8207\u5929\u6c23\u9810\u6e2c<\/strong>\uff1a\u5929\u6c23\u9810\u5831\u3001\u6c23\u5019\u8b8a\u9077\u6a21\u64ec\u9700\u8981\u8655\u7406\u9f90\u5927\u7684\u5373\u6642\u8207\u6b77\u53f2\u6c23\u8c61\u6578\u64da\uff0cHPC \u53ef\u652f\u6490\u5927\u898f\u6a21\u6a21\u578b\u7684\u5373\u6642\u904b\u7b97\u3002<\/li>\n\n\n\n<li><strong>\u91d1\u878d\u98a8\u96aa\u5206\u6790<\/strong>\uff1a\u9ad8\u983b\u4ea4\u6613\u3001\u98a8\u96aa\u8a55\u4f30\u3001\u4fdd\u96aa\u7cbe\u7b97\u7b49\u9700\u8981\u5feb\u901f\u6a21\u64ec\u8207\u5927\u91cf\u8a08\u7b97\uff0cHPC \u53ef\u63d0\u4f9b\u5373\u6642\u5206\u6790\u8207\u6c7a\u7b56\u652f\u6301\u3002<\/li>\n\n\n\n<li><strong>\u80fd\u6e90\u958b\u767c\u8207\u5730\u8cea\u63a2\u52d8<\/strong>\uff1a\u77f3\u6cb9\u5929\u7136\u6c23\u63a2\u52d8\u3001\u5730\u9707\u6a21\u64ec\u6216\u5730\u8cea\u5efa\u6a21\u7b49\uff0c\u4e5f\u90fd\u9700\u8981\u5927\u91cf\u8a08\u7b97\u652f\u63f4\uff0cHPC \u53ef\u5e6b\u52a9\u4f01\u696d\u63d0\u9ad8\u6e96\u78ba\u5ea6\u4e26\u964d\u4f4e\u52d8\u63a2\u6210\u672c\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u900f\u904e HPC\uff0c\u5404\u884c\u5404\u696d\u5f97\u4ee5\u5728\u6578\u64da\u6d2a\u6d41\u4e2d\u63d0\u7149\u50f9\u503c\uff0c\u5c07\u8907\u96dc\u7684\u8a08\u7b97\u6311\u6230\u8f49\u5316\u70ba\u5275\u65b0\u7a81\u7834\u7684\u6a5f\u6703\u3002\u5b83\u4e0d\u50c5\u662f\u6280\u8853\u6f14\u9032\u7684\u7522\u7269\uff0c\u66f4\u662f\u672a\u4f86\u793e\u6703\u548c\u7d93\u6fdf\u767c\u5c55\u7684\u5f37\u5927\u5f15\u64ce\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d50\u8ad6<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u73fe\u4ee3\u9ad8\u6548\u80fd\u904b\u7b97 (HPC) \u74b0\u5883\u4e2d\uff0c\u7576\u4f01\u696d\u7a4d\u6975\u6295\u5165 AI \u8207 ML \u9818\u57df\u6642\uff0c\u90e8\u7f72\u5927\u898f\u6a21\u7684 GPU \u53e2\u96c6\u5df2\u6210\u70ba\u5e38\u614b\u3002\u7136\u800c\uff0c\u5c0d\u4f01\u696d\u800c\u8a00\uff0c\u5982\u4f55\u6709\u6548\u7ba1\u7406\u9019\u4e9b\u6578\u91cf\u9f90\u5927\u4e14\u6210\u672c\u9ad8\u6602\u7684 GPU \u8cc7\u6e90\u6210\u4e86\u4e00\u500b\u8271\u96e3\u7684\u6311\u6230\u3002\u70ba\u4e86\u89e3\u6c7a\u9019\u985e\u8907\u96dc\u7684\u8cc7\u6e90\u7ba1\u7406\u554f\u984c\uff0c\u6578\u4f4d\u7121\u9650\u958b\u767c AI-Stack \u63d0\u4f9b\u4f01\u696d\u7ba1\u7406\u9019\u4e9b\u786c\u9ad4\u8cc7\u6e90\u7684\u89e3\u6c7a\u65b9\u6848\u3002AI-Stack \u80fd\u5920\u5354\u52a9\u4f01\u696d\u5c0d GPU \u53e2\u96c6\u8cc7\u6e90\u9032\u884c\u8cc7\u6e90\u7ba1\u7406\u8207\u76e3\u63a7\uff0c\u5f9e\u800c\u6700\u5927\u5316\u8cc7\u6e90\u5229\u7528\u7387\uff0c\u63d0\u5347\u6574\u9ad4\u904b\u7b97\u6548\u80fd\uff0c\u4e26\u6709\u6548\u964d\u4f4e\u71df\u904b\u6210\u672c\u3002\u6b64\u5916\uff0c\u91dd\u5c0d\u9ad8\u6548\u80fd\u904b\u7b97\u9818\u57df\uff0c<a href=\"https:\/\/ai-stack.ai\/\" data-type=\"link\" data-id=\"https:\/\/ai-stack.ai\/\">AI-Stack<\/a> \u4e5f\u63d0\u4f9b\u4e86<strong>\u5f48\u6027\u5206\u4f48\u5f0f\u8a13\u7df4\u6a21\u7d44<\/strong>\uff0c\u7d50\u5408<a href=\"https:\/\/horovod.ai\/\" data-type=\"link\" data-id=\"https:\/\/horovod.ai\/\" target=\"_blank\" rel=\"noopener\">Horovod <\/a>\u548c <a href=\"https:\/\/www.deepspeed.ai\/\" data-type=\"link\" data-id=\"https:\/\/www.deepspeed.ai\/\" target=\"_blank\" rel=\"noopener\">Deepspeed <\/a>\u7b49\u8a13\u7df4\u6846\u67b6\uff0c\u8b93\u8cc7\u6599\u79d1\u5b78\u5bb6\u53ef\u4ee5\u76f4\u63a5\u900f\u904e AI-Stack \u5e73\u53f0\uff0c\u5feb\u901f\u555f\u52d5\u8a13\u7df4\u5bb9\u5668\u53e2\u96c6\u4f86\u505a\u9ad8\u6548\u80fd\u904b\u7b97\uff0c\u5927\u5e45\u7bc0\u7701\u958b\u6a21\u578b\u767c\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u60f3\u4e86\u89e3\u66f4\u591a AI-Stack\u7684\u5f48\u6027\u5206\u4f48\u5f0f\u8a13\u7df4\u6a21\u7d44\uff0c\u8acb\u898b\uff1a<a href=\"https:\/\/ai-stack.ai\/zh-hant\/what-is-elastic-distributed-training\">\u5f48\u6027\u5206\u4f48\u5f0f\u8a13\u7df4(Elastic Distributed Training)\u662f\u4ec0\u9ebc\uff1f\u6253\u9020\u66f4\u9ad8\u6548\u7684 AI \u6a21\u578b\u8a13\u7df4\u65b0\u6a21\u5f0f<\/a><br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>HPC \u4e5f\u5c31\u662f\u300c\u9ad8\u6548\u80fd\u904b\u7b97\u300d\uff0c\u6307\u7684\u662f\u628a\u5927\u91cf\u8a08\u7b97\u8cc7\u6e90\u96c6\u4e2d\u8d77\u4f86\uff0c\u7528\u4f86\u8655\u7406\u5728\u4e00\u822c\u684c\u6a5f\u6216\u5de5\u4f5c\u7ad9\u4e0a\u6839\u672c\u8dd1\u4e0d\u52d5\u3001\u592a\u9f90\u5927\u6216\u592a\u8907\u96dc\u7684\u904b\u7b97\u4efb\u52d9\u3002<\/p>\n","protected":false},"author":253372381,"featured_media":10606,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_crdt_document":"","jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[96987581,96987573],"tags":[96987839,96988175,96988176],"class_list":["post-10605","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-focus","category-featured-articles","tag-hpc","tag-96988175","tag-ai"],"blocksy_meta":[],"acf":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2025\/07\/Blog%E5%B0%81%E9%9D%A2%E5%9C%96.png?fit=1920%2C1080&quality=100&ct=202603031250&ssl=1","jetpack_shortlink":"https:\/\/wp.me\/ph344V-2L3","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/posts\/10605","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/users\/253372381"}],"replies":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/comments?post=10605"}],"version-history":[{"count":2,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/posts\/10605\/revisions"}],"predecessor-version":[{"id":10658,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/posts\/10605\/revisions\/10658"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/media\/10606"}],"wp:attachment":[{"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/media?parent=10605"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/categories?post=10605"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ai-stack.ai\/zh-hant\/wp-json\/wp\/v2\/tags?post=10605"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}