{"id":7462,"date":"2026-06-09T13:11:53","date_gmt":"2026-06-09T05:11:53","guid":{"rendered":"https:\/\/ab123.xyz\/?p=7462"},"modified":"2026-06-09T13:11:53","modified_gmt":"2026-06-09T05:11:53","slug":"google-cloud-vertex-ai-%e9%83%a8%e7%bd%b2lora%e5%be%ae%e8%b0%83%e6%a8%a1%e5%9e%8b%e5%ae%9e%e6%88%98%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/ab123.xyz\/?p=7462","title":{"rendered":"Google Cloud Vertex AI \u90e8\u7f72LoRA\u5fae\u8c03\u6a21\u578b\u5b9e\u6218\u6307\u5357"},"content":{"rendered":"

\u5728\u751f\u6210\u5f0fAI\u5feb\u901f\u8fed\u4ee3\u7684\u5f53\u4e0b\uff0c\u5982\u4f55\u9ad8\u6548\u3001\u7ecf\u6d4e\u5730\u90e8\u7f72\u5b9a\u5236\u5316\u5927\u6a21\u578b\u6210\u4e3a\u4f01\u4e1a\u6838\u5fc3\u75db\u70b9\u3002Google Cloud Vertex AI \u63d0\u4f9b\u7684 LoRA\uff08Low-Rank Adaptation\uff09\u5fae\u8c03\u6a21\u578b\u90e8\u7f72\u65b9\u6848\uff0c\u51ed\u501f\u5176\u8f7b\u91cf\u5316\u3001\u9ad8\u6027\u4ef7\u6bd4\u548c\u6df1\u5ea6\u6574\u5408 MLOps \u7684\u7279\u6027\uff0c\u6b63\u5728\u91cd\u5851 AI \u5e94\u7528\u843d\u5730\u8303\u5f0f\u3002\u672c\u6587\u5c06\u4ece\u529f\u80fd\u3001\u4f18\u52bf\u5230\u5b9e\u64cd\u6b65\u9aa4\uff0c\u5168\u9762\u89e3\u6790\u8fd9\u4e00\u5de5\u5177\u7684\u4ef7\u503c\u3002<\/p>\n

\u7acb\u5373\u8bbf\u95ee Google Cloud Vertex AI \u5b98\u65b9\u7f51\u7ad9<\/a> \u4e86\u89e3\u6700\u65b0\u5b9a\u4ef7\u4e0e\u529f\u80fd\u3002<\/p>\n

\u6838\u5fc3\u529f\u80fd\u4e0e\u90e8\u7f72\u6d41\u7a0b<\/h2>\n

Vertex AI \u652f\u6301\u4ece\u57fa\u7840\u6a21\u578b\uff08\u5982 Gemma\u3001Llama 2\uff09\u52a0\u8f7d LoRA \u9002\u914d\u5668\uff0c\u5b9e\u73b0\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u3002\u90e8\u7f72\u65f6\uff0c\u7528\u6237\u53ea\u9700\u5c06 LoRA \u6743\u91cd\u4e0e\u57fa\u5ea7\u6a21\u578b\u4e00\u540c\u6253\u5305\uff0c\u901a\u8fc7 AutoML \u6216\u81ea\u5b9a\u4e49\u5bb9\u5668\u5373\u53ef\u4e00\u952e\u53d1\u5e03\u4e3a API \u7aef\u70b9\u3002\u5176\u5185\u7f6e\u7684\u6a21\u578b\u76d1\u63a7\u548c\u81ea\u52a8\u6269\u7f29\u5bb9\u80fd\u529b\uff0c\u786e\u4fdd\u63a8\u7406\u8bf7\u6c42\u7684\u9ad8\u53ef\u7528\u3002<\/p>\n

\u4e00\u952e\u5316\u6a21\u578b\u6ce8\u518c<\/h3>\n

\u7528\u6237\u53ef\u5c06\u5fae\u8c03\u540e\u7684 LoRA checkpoint \u4e0a\u4f20\u81f3 Vertex AI Model Registry\uff0c\u7cfb\u7edf\u81ea\u52a8\u751f\u6210\u6807\u51c6\u5316\u670d\u52a1\u955c\u50cf\uff0c\u65e0\u9700\u624b\u52a8\u914d\u7f6e\u4f9d\u8d56\u3002<\/p>\n

\u5f39\u6027\u63a8\u7406\u7aef\u70b9<\/h3>\n

\u652f\u6301 GPU\uff08\u5982 A100\u3001L4\uff09\u548c TPU \u8d44\u6e90\u6c60\uff0c\u6309\u9700\u4ed8\u8d39\uff0c\u907f\u514d\u95f2\u7f6e\u6d6a\u8d39\u3002\u7ed3\u5408\u8d1f\u8f7d\u5747\u8861\uff0c\u53ef\u5904\u7406\u7a81\u53d1\u6d41\u91cf\u3002<\/p>\n

\u5e94\u7528\u573a\u666f\u4e0e\u4f7f\u7528\u6b65\u9aa4<\/h2>\n

\u8be5\u65b9\u6848\u7279\u522b\u9002\u7528\u4e8e\u4ee5\u4e0b\u573a\u666f\uff1a<\/p>\n

    \n
  • \u4f01\u4e1a\u77e5\u8bc6\u5e93\u95ee\u7b54\uff1a\u7528 LoRA \u5fae\u8c03\u5c0f\u578b\u6cd5\u5f8b\/\u533b\u7597\u6a21\u578b\uff0c\u964d\u4f4e\u5408\u89c4\u98ce\u9669\u3002<\/li>\n
  • \u4e2a\u6027\u5316\u5185\u5bb9\u751f\u6210\uff1a\u7535\u5546\u5546\u54c1\u63cf\u8ff0\u3001\u8425\u9500\u6587\u6848\u7684\u9886\u57df\u9002\u914d\u3002<\/li>\n
  • \u667a\u80fd\u5ba2\u670d\u964d\u672c\uff1a\u84b8\u998f\u5927\u6a21\u578b\u4e3a 7B \u7ea7 LoRA \u7248\u672c\uff0c\u63a8\u7406\u6210\u672c\u51cf\u5c11 80%\u3002<\/li>\n<\/ul>\n

    \u90e8\u7f72\u5b9e\u64cd\u6b65\u9aa4<\/h3>\n

    1. \u5728 AI Studio \u4e2d\u9009\u62e9\u57fa\u7840\u6a21\u578b\uff0c\u4f7f\u7528\u81ea\u5b9a\u4e49\u6570\u636e\u96c6\u8fdb\u884c LoRA \u5fae\u8c03\u30022. \u5bfc\u51fa\u9002\u914d\u5668\u6743\u91cd\u81f3 Cloud Storage\u30023. \u5728 Vertex AI \u63a7\u5236\u53f0\u521b\u5efa\u201c\u81ea\u5b9a\u4e49\u8bad\u7ec3\u201d\u4efb\u52a1\uff0c\u5c06 LoRA \u4e0e\u57fa\u5ea7\u6a21\u578b\u5408\u5e76\u30024. \u4e00\u952e\u90e8\u7f72\u4e3a\u5728\u7ebf\u7aef\u70b9\uff0c\u8bbe\u7f6e\u81ea\u52a8\u6269\u7f29\u5bb9\u7b56\u7565\u3002<\/p>\n

    \u4f18\u52bf\u603b\u7ed3\u4e0e SEO \u6807\u7b7e<\/h2>\n

    \u76f8\u6bd4\u4f20\u7edf\u5168\u53c2\u6570\u5fae\u8c03\uff0cVertex AI \u7684 LoRA \u90e8\u7f72\u65b9\u6848\u53ef\u5c06\u663e\u5b58\u5360\u7528\u964d\u4f4e 70%\uff0c\u8bad\u7ec3\u65f6\u95f4\u7f29\u77ed 5 \u500d\uff0c\u540c\u65f6\u4fdd\u6301 95% \u4ee5\u4e0a\u7684\u6a21\u578b\u6027\u80fd\u3002\u5176\u5185\u7f6e\u7684 Explainable AI \u80fd\u529b\u8fd8\u53ef\u8ffd\u6eaf\u6a21\u578b\u51b3\u7b56\uff0c\u6ee1\u8db3\u91d1\u878d\u3001\u533b\u7597\u7b49\u5f3a\u76d1\u7ba1\u884c\u4e1a\u7684\u5ba1\u8ba1\u9700\u6c42\u3002<\/p>\n

    \u5b9e\u8df5\u8868\u660e\uff0c\u8be5\u5de5\u5177\u662f\u521d\u521b\u56e2\u961f\u4e0e\u4e2d\u578b\u4f01\u4e1a\u5feb\u901f\u62e5\u62b1\u751f\u6210\u5f0f AI \u7684\u6700\u4f18\u8def\u5f84\u4e4b\u4e00\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

    \u5728\u751f\u6210\u5f0fAI\u5feb\u901f\u8fed\u4ee3\u7684\u5f53\u4e0b\uff0c\u5982\u4f55\u9ad8\u6548\u3001\u7ecf\u6d4e\u5730\u90e8\u7f72\u5b9a\u5236\u5316\u5927\u6a21\u578b\u6210\u4e3a\u4f01\u4e1a\u6838\u5fc3\u75db\u70b9\u3002Google Cloud Ver […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[9262,9263,9265,9261,9264],"class_list":["post-7462","post","type-post","status-publish","format-standard","hentry","category-4","tag-google-cloud","tag-lora","tag-mlops","tag-vertex-ai-lora","tag-ai"],"_links":{"self":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/7462","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=7462"}],"version-history":[{"count":1,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/7462\/revisions"}],"predecessor-version":[{"id":7463,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/7462\/revisions\/7463"}],"wp:attachment":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7462"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7462"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7462"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}