{"id":10006235,"date":"2022-08-17T16:21:36","date_gmt":"2022-08-17T08:21:36","guid":{"rendered":"https:\/\/ityet.com\/?p=10006235"},"modified":"2022-08-17T16:21:36","modified_gmt":"2022-08-17T08:21:36","slug":"%e9%87%8d%e6%96%b0%e5%ae%9a%e4%b9%89%e5%ae%b9%e5%99%a8%e5%8c%96-serverless-%e5%ba%94%e7%94%a8%e7%9a%84%e6%95%b0%e6%8d%ae%e8%ae%bf%e9%97%ae","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10006235","title":{"rendered":"\u91cd\u65b0\u5b9a\u4e49\u5bb9\u5668\u5316 Serverless \u5e94\u7528\u7684\u6570\u636e\u8bbf\u95ee"},"content":{"rendered":"<p>\u7b80\u4ecb\uff1a\u00a0\u672c\u6587\u9996\u5148\u805a\u7126\u5230 AI \u548c\u5927\u6570\u636e\u7b49\u5e94\u7528 Serverless \u5316\u7684\u6700\u5927\u6311\u6218\uff1a\u8ba1\u7b97\u548c\u5b58\u50a8\u5206\u79bb\u67b6\u6784\u5e26\u6765\u7684\u6570\u636e\u8bbf\u95ee\u5ef6\u8fdf\u548c\u8fdc\u7a0b\u62c9\u53d6\u6570\u636e\u5e26\u5bbd\u5de8\u5927\u7684\u6311\u6218\u3002\u5c24\u5176\u5728 GPU \u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u573a\u666f\u4e2d\uff0c\u8fed\u4ee3\u5f0f\u7684\u8fdc\u7a0b\u8bfb\u53d6\u5927\u91cf\u8bad\u7ec3\u6570\u636e\u65b9\u6cd5\u4f1a\u4e25\u91cd\u62d6\u6162 GPU \u8ba1\u7b97\u6548\u7387\u3002\u4f5c\u8005\uff1a\u8f66\u6f3e\u3001\u5218\u5956\u3001\u666f\u5947\u00a0\u968f\u7740 IT \u57fa\u7840\u8bbe\u65bd\u4ece\u7269\u7406\u673a\u5230\u865a\u62df\u673a\uff0c\u518d\u5230\u4ee5 Kubernetes \u4e3a\u4ee3\u8868\u7684\u5bb9\u5668\u73af\u5883\uff0c\u751a\u81f3\u5230 Serverless \u7684\u9010\u6e10\u6f14\u8fdb\uff0c\u4eca\u5929\u7684\u8ba1\u7b97\u548c\u5e94\u7528\u7684\u5f62\u6001\u4ee5\u4e00\u65e5\u5343\u91cc\u7684\u901f\u5ea6\u53d1\u5c55\u3002\u5c24\u5176\u662f AI \u548c\u6570\u636e\u5206\u6790\u7b49\u6570\u636e\u667a\u80fd\u5e94\u7528\u7684 Serverless \u5316\u5df2\u7ecf\u6210\u4e3a\u4e86\u4e00\u79cd\u8d8b\u52bf\u3002\u00a0Gartner \u66fe\u9884\u6d4b\uff0c\u5230 2023 \u5e74 70% \u7684 AI \u5e94\u7528\u5c06\u57fa\u4e8e\u5bb9\u5668\u548c Serverless \u6280\u672f\u5f00\u53d1\u3002\u8fd9\u662f\u5927\u5bb6\u76f8\u4fe1\u7684\u672a\u6765\uff0c\u4f46\u5e94\u7528 Serverless \u5316\u4e4b\u8def\u5145\u6ee1\u8270\u8f9b\uff0c\u6bd4\u5982\u73b0\u6709\u5e94\u7528\u8fc1\u79fb\u95e8\u69db\u9ad8\uff0c\u4f9b\u5e94\u5546\u9501\u5b9a\uff0c\u57fa\u7840\u8bbe\u65bd\u54cd\u5e94\u80fd\u529b\u4e0d\u8db3\uff0c\u53ef\u89c2\u6d4b\u6027\u6b20\u7f3a\uff0c\u5b58\u50a8\u63a5\u5165\u7e41\u7410\u7b49\u3002\u8fd9\u4e9b\u90fd\u662f\u7528\u6237\u5bf9\u4e8e Serverless \u57fa\u7840\u5e73\u53f0\u63d0\u4f9b\u5546\u7684\u521a\u6027\u9700\u6c42\uff0c\u8c01\u80fd\u66f4\u52a0\u5f00\u653e\uff0c\u8c01\u80fd\u66f4\u597d\u63d0\u4f9b Serverless \u5e94\u7528\u6240\u8fd0\u884c\u7684\u57fa\u7840\u8bbe\u65bd\u548c\u751f\u6001\u7cfb\u7edf\uff0c\u8c01\u624d\u80fd\u6210\u4e3a\u5ba2\u6237\u7684\u6700\u7ec8\u9009\u62e9\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u8c01\u63d0\u4f9b\u7684\u8ba1\u7b97\u8d44\u6e90\u5f39\u6027\u80fd\u529b\u66f4\u5f3a\u6216\u8005\u6210\u672c\u66f4\u4f4e\uff0c\u8fd9\u5b9e\u9645\u662f\u4e91\u8ba1\u7b97\u5de8\u5934\u7684\u5185\u529f\u8f83\u91cf\u3002\u00a0<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042333277\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\uff08\u56fe\u7247\u6765\u6e90\u4e8e\u7f51\u7edc\uff09\u00a0\u672c\u6587\u9996\u5148\u805a\u7126\u5230 AI \u548c\u5927\u6570\u636e\u7b49\u5e94\u7528 Serverless \u5316\u7684\u6700\u5927\u6311\u6218\uff1a\u8ba1\u7b97\u548c\u5b58\u50a8\u5206\u79bb\u67b6\u6784\u5e26\u6765\u7684\u6570\u636e\u8bbf\u95ee\u5ef6\u8fdf\u548c\u8fdc\u7a0b\u62c9\u53d6\u6570\u636e\u5e26\u5bbd\u5de8\u5927\u7684\u6311\u6218\u3002\u5c24\u5176\u5728 GPU \u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u573a\u666f\u4e2d\uff0c\u8fed\u4ee3\u5f0f\u7684\u8fdc\u7a0b\u8bfb\u53d6\u5927\u91cf\u8bad\u7ec3\u6570\u636e\u65b9\u6cd5\u4f1a\u4e25\u91cd\u62d6\u6162 GPU \u8ba1\u7b97\u6548\u7387\u3002Serverless \u7684\u6570\u636e\u8bbf\u95ee\u6311\u6218\u00a0Serverless \u4e91\u5e73\u53f0\u5bf9\u7528\u6237\u63d0\u4f9b\u7684\u6838\u5fc3\u80fd\u529b\u5c31\u662f\u6781\u81f4\u5f39\u6027\uff0c\u4f46\u662f\u8fd9\u91cc\u8ba8\u8bba\u7684\u5f39\u6027\u5e76\u4e0d\u53ea\u662f\u8d44\u6e90\u5f39\u6027\uff0c\u800c\u662f\u7ad9\u5728\u7528\u6237\u89c6\u89d2\u7684\u5e94\u7528\u5f39\u6027\u6216\u8005\u8bf4\u4e1a\u52a1\u5f39\u6027\uff0c\u5373\u4ece\u7528\u6237\u51b3\u5b9a\u6269\u5bb9\u5f00\u59cb\u5230\u5e94\u7528\u771f\u6b63\u5c31\u7eea\u63d0\u4f9b\u670d\u52a1\u7684\u7aef\u5230\u7aef\u65f6\u95f4\u3002\u8d44\u6e90\u5f39\u6027\u65f6\u95f4\u662f\u5176\u4e2d\u5f88\u91cd\u8981\u7684\u90e8\u5206\uff0c\u8ba1\u7b97\u8d44\u6e90\u80fd\u591f\u5b9e\u73b0\u79d2\u7ea7\uff0c\u751a\u81f3\u6beb\u79d2\u7ea7\u6269\u5bb9\uff0c\u76f8\u5173\u57fa\u7840\u8bbe\u65bd\u5c31\u5f88\u5feb\u4f1a\u9762\u4e34\u5de8\u5927\u7684\u538b\u529b\uff0c\u5176\u4e2d\u6700\u5e38\u89c1\u7684\u57fa\u7840\u8bbe\u65bd\u5c31\u662f\u5b58\u50a8\u3002\u5982\u679c\u5b58\u50a8\u7cfb\u7edf\u7684 IO \u541e\u5410\u80fd\u529b\u8ddf\u4e0d\u4e0a\u5b9e\u4f8b\u53d8\u5316\u7684\u901f\u5ea6\uff0c\u4f8b\u5982\u5bf9\u4e8e\u4e1a\u52a1\u6765\u8bf4\uff0c\u5bb9\u5668\u5b9e\u4f8b 2 \u79d2\u5c31\u5b8c\u6210\u4e86\u6269\u5bb9\uff0c\u4f46\u8fd8\u9700\u8981\u82b1\u51e0\u5341\u79d2\u949f\u751a\u81f3\u51e0\u5206\u949f\u7b49\u5f85\u4ece\u5b58\u50a8\u4e0b\u8f7d\u6570\u636e\uff0c\u90a3\u4e48\u6781\u81f4\u5f39\u6027\u4e5f\u5c31\u65e0\u4ece\u8c08\u8d77\u3002\u00a0\u5e94\u8be5\u8bf4 Serverless \u5bb9\u5668\u5316\u7684\u6280\u672f\u4f53\u7cfb\u5bf9\u4e8e\u4f20\u7edf\u7684\u5b58\u50a8\u7cfb\u7edf\u63d0\u51fa\u4e86\u65b0\u7684\u6311\u6218\uff1a\u00a01. \u9ad8\u5bc6\u8bbf\u95ee\uff1a\u8ba1\u7b97\u8d44\u6e90\u65e0\u5b58\u50a8\u80fd\u529b\uff0c\u6570\u636e\u5b8c\u5168\u4e0b\u6c89\u5230\u5b58\u50a8\u7cfb\u7edf\uff0c\u5bfc\u81f4\u5e76\u53d1\u6570\u636e\u8bbf\u95ee\u538b\u529b\u9661\u589e\u3002\u8fd9\u4e00\u65b9\u9762\u5f71\u54cd\u5b58\u50a8\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027\uff0c\u53e6\u4e00\u65b9\u9762\u4e5f\u4f1a\u6253\u6ee1\u5b58\u50a8\u7cfb\u7edf\u670d\u52a1\u5e26\u5bbd\u3002\u00a02. \u7f51\u7edc\u5ef6\u65f6:\u8ba1\u7b97\u5b58\u50a8\u5206\u79bb\u67b6\u6784\u62c9\u957f\u4e86\u5b58\u50a8\u8bbf\u95ee\u94fe\u8def\uff0c\u8de8\u7f51\u7edc\u901a\u4fe1\u6570\u636e\u548c\u5143\u6570\u636e\u8bbf\u95ee\u7684\u989d\u5916\u5ef6\u8fdf\u3002\u00a03. IO \u541e\u5410\u80fd\u529b\u7684\u6269\u5bb9\u6210\u672c\u9ad8\uff1a\u4f20\u7edf\u5206\u5e03\u5f0f\u5b58\u50a8\u5e26\u5bbd\u4e0e\u541e\u5410\u4ec5\u548c\u6570\u636e\u4f7f\u7528\u5bb9\u91cf\u6210\u6b63\u6bd4\uff0c\u800c Serverless \u5e73\u53f0\u4f1a\u521b\u5efa\u5927\u91cf\u7684\u5bb9\u5668\u5e76\u53d1\u7684\u8bbf\u95ee\u5b58\u50a8\u7cfb\u7edf\u7684\u6570\u636e\uff0c\u4f1a\u89e6\u53d1\u5b58\u50a8\u7cfb\u7edf\u8bbf\u95ee\u9650\u6d41\u3002\u8fd9\u5c31\u9020\u6210\u8ba1\u7b97\u8d44\u6e90\u6781\u81f4\u5f39\u6027\u4e0e\u5b58\u50a8\u7cfb\u7edf\u6709\u9650\u5e26\u5bbd\u4e4b\u95f4\u7684\u77db\u76fe\u3002\u00a0\u6362\u800c\u8a00\u4e4b\uff0cServerless \u7684\u5927\u6570\u636e\u548c AI \u573a\u666f\u9700\u8981\u6570\u636e\u5206\u6d41\uff08Data Offloading\uff09\uff0c\u7f29\u77ed\u6570\u636e\u8bfb\u53d6\u94fe\u8def\u548c\u63d0\u4f9b\u5f39\u6027\u7684 IO \u541e\u5410\u80fd\u529b\u3002\u4f46\u662f\u8003\u8651\u5230\u73b0\u6709\u4e91\u5b58\u50a8\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027\uff0c\u6210\u672c\u548c\u901a\u7528\u6027\uff0c\u8fd9\u4e2a\u67b6\u6784\u6f14\u8fdb\u4f1a\u662f\u4e00\u4e2a\u4efb\u91cd\u9053\u8fdc\u7684\u5de5\u4f5c\u3002Fluid\uff1a\u5e94\u7528\u4f7f\u7528\u6570\u636e\u8fc7\u7a0b\u7684\u62bd\u8c61\u00a0Fluid \u662f\u4e91\u539f\u751f\u8ba1\u7b97\u57fa\u91d1\u4f1a\uff08CNCF\uff09\u65d7\u4e0b\u7684\u5b98\u65b9\u6c99\u7bb1\u5f00\u6e90\u9879\u76ee\u3002\u8be5\u5f00\u6e90\u9879\u76ee\u5b9a\u4f4d\u4e8e\u9762\u5411\u4e91\u539f\u751f\u573a\u666f\u4e0b\u7684\u6570\u636e\u5bc6\u96c6\u578b\u5e94\u7528\u52a0\u901f\u548c\u7f16\u6392\uff0c\u793e\u533a\u4e3b\u8981\u5f00\u53d1\u8005\u548c\u7ef4\u62a4\u8005\u6765\u81ea\u963f\u91cc\u5df4\u5df4\u3001\u5357\u4eac\u5927\u5b66\u7b49\u591a\u5bb6\u77e5\u540d\u4f01\u4e1a\u548c\u9ad8\u6821\u3002Fluid \u7684\u601d\u8def\u662f\u5c06\u5b58\u50a8\u7cfb\u7edf\u7684\u80fd\u529b\u8fdb\u884c\u5206\u5c42\uff0c\u5206\u89e3\u4e3a\u6570\u636e\u5b58\u50a8\u548c\u6570\u636e\u8bbf\u95ee\u80fd\u529b\uff0c\u5e76\u4e14\u5c06\u4e00\u90e8\u5206\u7684\u6570\u636e\u8bbf\u95ee\u80fd\u529b\u5411\u4e0a\u5e73\u79fb\u5230\u8ba1\u7b97\u96c6\u7fa4\u4e2d\uff1b\u5e76\u4e14\u5728\u5927\u6570\u636e\uff08AI\uff09\u573a\u666f\u4e0b\uff0c\u5bf9\u201c\u8ba1\u7b97\u4efb\u52a1\u4f7f\u7528\u6570\u636e\u7684\u8fc7\u7a0b\u201d\u8fdb\u884c\u62bd\u8c61\uff0c\u63d0\u51fa\u4e86\u5f39\u6027\u6570\u636e\u96c6 Dataset \u7684\u6982\u5ff5\uff0c\u5e76\u5c06\u6570\u636e\u5206\u5e03\u5f0f\u7f13\u5b58\u6280\u672f\u4e0e\u4e91\u539f\u751f\u81ea\u52a8\u5f39\u6027\uff08Autoscaling\uff09\uff0c\u53ef\u8fc1\u79fb\uff08Portablity\uff09\uff0c\u53ef\u8c03\u5ea6\uff08Scheduling\uff09\u80fd\u529b\u76f8\u7ed3\u5408\u3002\u00a0Fluid \u9879\u76ee\u5730\u5740\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=TjxPcWJ%2Bdhwj6imN5K%2FhQw%3D%3D.eO7PmcRQNydLWqW2gqztMP98K4uedxkJ9BmPP1OGf%2FJuWVZEeKGJFI8XaDuZs8rc\" rel=\"nofollow\">https:\/\/github.com\/fluid-clou&#8230;<\/a>\u00a0<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042333278\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u00a0\u6570\u636e\u8bbf\u95ee\u80fd\u529b\u5411\u4e0a\u5e73\u79fb\u7684\u597d\u5904\u662f\u53ef\u4ee5\u5229\u7528\u8ba1\u7b97\u96c6\u7fa4\u4e2d\u95f2\u7f6e\u7684\u8d44\u6e90\uff0c\u901a\u8fc7\u5206\u5e03\u5f0f\u6570\u636e\u7f13\u5b58\u80fd\u529b\u4e00\u65b9\u9762\u63d0\u4f9b\u6570\u636e\u5206\u6d41\u964d\u4f4e\u4e2d\u5fc3\u5b58\u50a8\u538b\u529b\uff0c\u53e6\u4e00\u65b9\u9762\u5229\u7528\u6570\u636e\u672c\u5730\u6027\uff0cVPC \u7f51\u7edc\u6027\u80fd\u4f18\u52bf\u548c\u6570\u636e\u8bbf\u95ee\u590d\u7528\u7684\u7279\u6027\uff0c\u7f29\u77ed\u6570\u636e\u8bbf\u95ee\u8def\u5f84\uff0c\u63d0\u5347\u6027\u80fd\uff1b\u901a\u8fc7 Dataset \u7684\u62bd\u8c61\uff0c\u5728\u7279\u5b9a\u8bed\u5883\u4e0b\uff0c\u6839\u636e\u5e94\u7528\u7684\u9700\u6c42\u5b9a\u4e49\u6570\u636e\u8bbf\u95ee\u7684\u8303\u56f4\uff0c\u7279\u5f81\u4ee5\u53ca\u5f39\u6027\uff0c\u5e76\u4e14\u6839\u636e\u8fd9\u4e9b\u7279\u6027\u8fdb\u884c\u7279\u5b9a\u6027\u80fd\u4f18\u5316\u3002\u00a0All problems in computer science can be solved by another level of indirection\u00a0\u5b9e\u9645\u4e0a Fluid \u8fd8\u662f\u9075\u5faa\u8ba1\u7b97\u79d1\u5b66\u4e2d\u7684\u6240\u6709\u95ee\u9898\u90fd\u53ef\u4ee5\u901a\u8fc7\u589e\u52a0\u4e00\u5c42\u62bd\u8c61\u6765\u89e3\u51b3\u7684\u539f\u5219\uff0c\u5728 Kubernetes \u4e3a\u4ee3\u8868\u7684\u8ba1\u7b97\u96c6\u7fa4\u63d0\u4f9b\u6570\u636e\u8bbf\u95ee\u7f16\u6392\u5c42 Dataset \u62bd\u8c61, \u5b9e\u73b0 Dataset \u7ba1\u7406\uff08CRUD \u64cd\u4f5c\uff09\u3001\u6570\u636e\u9884\u70ed\uff0c\u6570\u636e\u5907\u4efd\/\u6062\u590d\u6743\u9650\u63a7\u5236\u548c\u8bbf\u95ee\u52a0\u901f\u7b49\u80fd\u529b\uff0cFluid \u7684\u67b6\u6784\u53ef\u4ee5\u901a\u8fc7 CacheRuntime plugin \u7684\u65b9\u5f0f\uff0c\u6269\u5c55\u517c\u5bb9\u591a\u79cd\u5206\u5e03\u5f0f\u7f13\u5b58\u670d\u52a1\u3002\u76ee\u524d\u5df2\u7ecf\u652f\u6301\u4e86\u963f\u91cc\u4e91 EMR \u7684 JindoFS\uff0c\u5f00\u6e90\u7684 Alluxio\uff0cJuicefs \u7b49\u7f13\u5b58\u5f15\u64ce, \u800c\u5bf9\u4e8e\u7528\u6237\u6765\u8bf4\u8fd9\u662f\u4e00\u4e2a\u900f\u660e\u7684\u4f53\u9a8c\u3002\u00a0\u6ca1\u6709\u94f6\u5f39\uff0cFluid \u7684\u5b9e\u8d28\u662f\u5229\u7528\u8ba1\u7b97\u96c6\u7fa4\u7684\u7a7a\u95f2\u8d44\u6e90\uff08CPU\uff0cMemory\uff0cDisk\uff09\u548c\u7279\u5b9a\u573a\u666f\u7684\u62bd\u8c61\u5047\u8bbe\u7b80\u5316\u95ee\u9898\uff0c\u901a\u8fc7\u6570\u636e\u5206\u6d41\uff08Data Offloading\uff09\u964d\u4f4e\u4e2d\u5fc3\u5b58\u50a8\u7684\u538b\u529b\uff1b\u5c31\u8fd1\u7f13\u5b58\uff08Tiered Locality Cache\uff09\u548c\u4eb2\u548c\u6027\u8c03\u5ea6\uff08Cache Locality Scheduling\uff09\u63d0\u5347\u6570\u636e\u8bbf\u95ee\u6027\u80fd\uff1b\u5728\u8ba1\u7b97\u8d44\u6e90\u9ad8\u5e76\u53d1\u8bbf\u95ee\u6570\u636e\u7684\u65f6\u5019\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u6269\u5bb9\u7f13\u5b58\u96c6\u7fa4\u63d0\u4f9b\u5f39\u6027 IO \u541e\u5410\u80fd\u529b\u3002\u00a0<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042333279\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u00a0\u5728\u6b64\u57fa\u7840\u4e0a\uff0cFluid \u652f\u6301\u6570\u636e\u5f39\u6027\u548c\u53ef\u64cd\u4f5c\u6027\uff0c\u80fd\u591f\u6839\u636e\u8ba1\u7b97\u541e\u5410\u9700\u6c42\u5b9e\u73b0\uff1a\u00a0\u6570\u636e\u96c6\u7684\u53ef\u4f38\u7f29\u6027\u2014\u2014Fluid \u652f\u6301 Runtime \u5f39\u6027\u4f38\u7f29\u7684\u6a21\u5f0f\uff0c\u901a\u8fc7\u63a7\u5236\u7f13\u5b58 worker \u7684\u6570\u91cf\u5b9e\u73b0\u5f39\u6027\u4f38\u7f29\u3002\u00a0\u6570\u636e\u96c6\u5408\u7684\u53ef\u64cd\u4f5c\u6027\u2014\u2014Fluid \u652f\u6301\u901a\u8fc7 Dataload CRD \u6765\u8fdb\u884c\u591a\u79cd\u6a21\u5f0f\u7684\u9884\u70ed\uff0c\u5305\u62ec\u6307\u5b9a\u6587\u4ef6\u5217\u8868\u3001\u6587\u4ef6\u5939\u7684\u5143\u6570\u636e\u8fdb\u884c\u9884\u70ed\u3002\u4ece\u4e0b\u5230\u4e0a\u4f18\u5316\uff0cFluid \u62e5\u62b1\u963f\u91cc\u4e91 ECI\u00a0\u56e0\u6b64\u5982\u4f55\u5c06\u5206\u5e03\u5f0f\u7f13\u5b58\u5f15\u64ce\u843d\u5730\u5230 Serverless \u5bb9\u5668\u5316\u5e73\u53f0\u5c31\u6210\u4e86\u4e00\u4e2a\u6311\u6218\u3002\u800c\u5176\u4e2d\u7684\u5173\u952e\u95ee\u9898\u662f\u5982\u4f55\u80fd\u591f\u5b89\u5168\uff0c\u5f00\u653e\uff0c\u7075\u6d3b\u7684\u5728 Serverless \u5bb9\u5668\u5316\u5e73\u53f0\u4e2d\u8fd0\u884c\u3002\u5c06 Fluid \u5f00\u6e90\u8f6f\u4ef6\u4e0e Serverless \u5e73\u53f0\u76f8\u7ed3\u5408\u52a0\u901f\u5e94\u7528\u8bbf\u95ee\u6570\u636e\u6027\u80fd\u5728\u4e1a\u754c\u662f\u7b2c\u4e00\u6b21\u5c1d\u8bd5\uff0c\u9700\u8981\u53cc\u65b9\u76f8\u5411\u800c\u884c\uff0c\u5171\u540c\u5b9a\u4e49\u534f\u4f5c\u7684\u754c\u9762\u548c\u6743\u8d23, \u5426\u5219\u6539\u53d8\u4e0d\u4f1a\u53d1\u751f\u3002Fluid \u9700\u8981\u5c0a\u91cd Serverless \u5e73\u53f0\u7684\u6982\u5ff5\u6a21\u578b\u548c\u751f\u547d\u5468\u671f\uff08\u6bd4\u5982\u4e00\u4e2a Pod \u5360\u7528\u4e00\u4e2a\u865a\u62df\u673a\u7684\u6a21\u5f0f\uff09\uff0cServerless \u5e73\u53f0\u9700\u8981\u63d0\u4f9b\u57fa\u4e8e\u4e00\u5b9a\u6807\u51c6\u7684\u6700\u5c0f\u5f00\u653e\u6027\u3002\u00a0\u8fd9\u80cc\u540e\u4e3b\u8981\u6709\u4e09\u4e2a\u95ee\u9898\uff1a\u00a01. \u534f\u8bae\u4e0e\u5206\u5de5\u754c\u9762\u4e0d\u6e05\uff1aServerless \u5e73\u53f0\u662f\u9ed1\u76d2\u7cfb\u7edf\uff0c\u8fd0\u884c\u65f6\u652f\u6301\u90fd\u662f\u7531\u5e73\u53f0\u63d0\u4f9b\u5546\u5f00\u53d1\u7684\uff0c\u5bf9\u4e8e Kubernetes \u751f\u6001\u7684\u652f\u6301\u5e76\u4e0d\u5b8c\u5584\u3002\u6bd4\u5982\u591a\u6570 Serverless \u4e0d\u652f\u6301\u793e\u533a\u5e7f\u6cdb\u652f\u6301\u7684 CSI Plugin\u3001Device Plugin \u673a\u5236\u7b49\u3002\u4f20\u7edf\u7684\u65b9\u5f0f\u662f\u5c06\u5404\u79cd\u5b58\u50a8\u7cfb\u7edf\u5ba2\u6237\u7aef\u6ce8\u5165 Serverless Pod \u8fd0\u884c\u7684\u865a\u62df\u673a\u955c\u50cf\uff0c\u4f46\u8fd9\u5c31\u8981\u9762\u5bf9\u865a\u62df\u673a\u955c\u50cf\u7ba1\u7406\u5c31\u8981\u9762\u5bf9\u7ed1\u5b9a\u4e25\u91cd\uff0c\u5347\u7ea7\u56f0\u96be\uff0c\u955c\u50cf\u81c3\u80bf\u7b49\u95ee\u9898\uff0c\u540c\u65f6\u8f6f\u4ef6\u95ee\u9898\u6392\u67e5\u65f6\u8fb9\u754c\u4e0d\u6e05\u3002\u00a02. \u5b89\u5168\u98ce\u9669\u548c\u5f00\u653e\u6027\u7684\u5e73\u8861\uff1aServerless \u5e73\u53f0\u4e00\u5b9a\u662f\u591a\u79df\u6237\u7684\uff0c\u56e0\u6b64\u5e73\u53f0\u5b89\u5168\u6027\u662f\u751f\u547d\u7ebf\u3002\u4f46\u662f Serverless \u8d4b\u80fd\u66f4\u591a\u573a\u666f\uff0c\u5c31\u9700\u8981\u652f\u6301\u66f4\u591a\u7684\u5f00\u6e90\u8f6f\u4ef6\uff0c\u800c\u8fd9\u65f6\u4e00\u5b9a\u4f1a\u5f15\u5165\u66f4\u591a\u4e2a\u653b\u51fb\u9762\uff1b\u56e0\u6b64\u9700\u8981\u4ed4\u7ec6\u7684\u6743\u8861\u4e8c\u8005\u4e4b\u95f4\u5173\u7cfb\u3002\u8fd9\u975e\u5e38\u8003\u9a8c\u5e73\u53f0\u7684\u786c\u6838\u5b9e\u529b\uff0c\u4e5f\u9700\u8981\u8f6f\u4ef6\u4f9b\u5e94\u94fe\u7684\u63a7\u5236\u80fd\u529b\u3002\u00a03. \u5206\u5e03\u5f0f\u4e0e Serverless \u4e4b\u95f4\u7684\u51b2\u7a81: Serverless \u5e94\u7528\u5047\u8bbe\u6267\u884c\u7684\u662f\u7b80\u5355\u7684\u3001\u72ec\u7acb\u7684\u4efb\u52a1\uff0c\u76f8\u4e92\u95f4\u4e0d\u901a\u4fe1\uff0c\u540c\u65f6\u8ba1\u7b97\u4efb\u52a1\u5b8c\u5168\u65e0\u72b6\u6001\uff1b\u751f\u547d\u5468\u671f\u7ba1\u7406\u4e5f\u8981\u5dee\u5f02\u3002 \u7136\u800c\uff0cFluid \u672c\u8eab\u662f\u8981\u901a\u8fc7\u5206\u5e03\u5f0f\u7f13\u5b58\u7cfb\u7edf\u5b9e\u73b0\u63d0\u901f\u7684\u3002\u8fd9\u91cc\u6d89\u53ca\u5230\u7684\u5206\u5e03\u5f0f\uff08\u7f51\u7edc\u901a\u4fe1\uff09\uff0c\u6709\u72b6\u6001\uff08\u7f13\u5b58\uff09\uff0c\u751f\u547d\u5468\u671f\u4e00\u81f4\u6027\uff0c\u53c8\u662f\u4e00\u4e2a\u77db\u76fe\u70b9\u3002\u00a0\u4e3a\u4e86\u652f\u6301 Serverless \u573a\u666f\uff0c\u963f\u91cc\u4e91\u5bb9\u5668\u670d\u52a1\u56e2\u961f\uff0c\u57fa\u7840\u8f6f\u4ef6\u548c\u64cd\u4f5c\u7cfb\u7edf\u56e2\u961f\uff0c\u5f39\u6027\u8ba1\u7b97 ECI \u56e2\u961f\uff0c\u6570\u636e\u6e56\u5b58\u50a8\u56e2\u961f\u8054\u5408\u4f5c\u6218\uff0c\u63d0\u4f9b\u4e86\u4ece\u5e95\u5230\u9876\u7684\u5b8c\u6574\u89e3\u51b3\u65b9\u6848\u3002\u89e3\u51b3\u95ee\u9898\u7684\u57fa\u672c\u601d\u8def\u662f\u5bf9\u4e0d\u540c\u7684\u95ee\u9898\u5206\u800c\u6cbb\u4e4b\uff0c\u800c\u539f\u5219\u662f\uff1a\u00a0\u62e5\u62b1\u5df2\u6709\u6807\u51c6\uff0c\u6bd4\u5982\u901a\u8fc7 Kubernetes \u4e2d Sidecar\uff0cDevice Plugin \u7b49\u6807\u51c6\u4f5c\u4e3a\u5f00\u653e\u63a5\u53e3\u3002\u4fdd\u969c\u7528\u6237\u4e00\u81f4\u6027\u4f53\u9a8c\u3002\u7cbe\u7ec6\u5316 Linux \u7279\u6743\u63a7\u5236\u5173\u6ce8\u70b9\u5206\u79bb\uff0c\u8ba9\u4e0d\u540c\u7684\u89d2\u8272\u5173\u6ce8\u81ea\u5df1\u7684\u80fd\u529b\uff0c\u5b58\u50a8\u548c\u8ba1\u7b97\u53ef\u4ee5\u5e76\u884c\u6f14\u8fdb\u3002\u6700\u7ec8\u7684\u65b9\u6848\u662f\uff1a\u901a\u8fc7 Sidecar \u673a\u5236\u900f\u660e\u66ff\u6362 Perstistent Volume Claim\uff0c\u5e76\u4e14\u5bf9\u4e8e\u73b0\u6709 FUSE \u65b9\u6848 \u8fdb\u884c\u5b89\u5168\u52a0\u56fa\uff1b\u540c\u65f6\u5c06\u5206\u5e03\u5f0f\u7f13\u5b58\u548c\u5f39\u6027\u80fd\u529b\u8fd0\u884c\u5728 ServerFull \u8282\u70b9\uff08ECS\uff09\uff1b\u53e6\u5916\u9488\u5bf9\u5305\u542b Sidecar \u7684\u4efb\u52a1\u5e94\u7528\u8fdb\u884c\u7279\u6b8a\u7684\u652f\u6301\u3002\u4ef7\u503c\u00a0\u5f00\u653e\u6807\u51c6\u00a0\u5bf9\u4e8e\u5b58\u50a8\u80fd\u529b\u63d0\u4f9b\u65b9\uff0c\u5b58\u50a8\u7ec4\u4ef6\u65e0\u9700\u4e0e Serverless \u5e73\u53f0\u76f4\u63a5\u5bf9\u63a5\uff0c\u7531\u5f00\u6e90\u7684 Fluid \u626e\u6f14\u9002\u914d\u89d2\u8272\uff0c\u6807\u51c6\u516c\u5f00\u540c\u65f6\u964d\u4f4e\u8ba1\u7b97\u5e73\u53f0\u7ef4\u62a4\u5b58\u50a8\u5ba2\u6237\u7aef\u7684\u590d\u6742\u5ea6\u3002\u5bf9\u4e8e\u7528\u6237\u6765\u8bf4\uff0c\u4ee5 sidecar \u6a21\u5f0f\u8fd0\u884c\u5b58\u50a8\u5ba2\u6237\u7aef\uff0c\u4e91\u4e0a\u548c\u4e91\u4e0b\u4f7f\u7528\u4f53\u9a8c\u57fa\u672c\u4e00\u81f4, \u540c\u65f6\u65e0\u9700\u62c5\u5fc3\u5e73\u53f0\u7ed1\u5b9a\u3002\u00a0\u5173\u6ce8\u70b9\u5206\u79bb\u5173\u6ce8\u70b9\u5206\u79bb\u662f Fluid \u7528\u6765\u89e3\u51b3\u5b58\u50a8\u80fd\u529b\u63d0\u4f9b\u8005\u4e0e Serverless \u5e73\u53f0\u56e2\u961f\u7f3a\u4e4f\u8d23\u4efb\u5206\u5c42\u7684\u56f0\u5883\u3002\u00a0\u5bf9\u4e8e\u5b58\u50a8\u80fd\u529b\u63d0\u4f9b\u56e2\u961f\uff0c\u4e0d\u9700\u8981\u5c06\u5b58\u50a8\u5ba2\u6237\u7aef\u4ee5\u5b89\u88c5\u5305\u7684\u65b9\u5f0f\u52a0\u8f7d\u5230\u865a\u62df\u673a\uff0c\u8fd9\u6837\u5c31\u53ef\u4ee5\u72ec\u7acb\u8fed\u4ee3\u81ea\u8eab\u80fd\u529b\uff0c\u65e0\u9700\u4f9d\u8d56 Serverless \u5e73\u53f0\u56e2\u961f\u865a\u62df\u673a\u955c\u50cf\u53d1\u5e03\u8282\u594f\uff1b\u540c\u65f6\u95ee\u9898\u6392\u67e5\u65f6\u4e5f\u65e0\u9700\u7b49\u5f85 Serverless \u5e73\u53f0\u56e2\u961f\u6536\u96c6\u65e5\u5fd7\uff0c\u63d0\u5347\u4e86\u95ee\u9898\u8bca\u65ad\u548c\u4fee\u590d\u7684\u6548\u7387\u3002\u00a0\u5bf9\u4e8e Serverless \u5e73\u53f0\u56e2\u961f\uff0c\u5b58\u50a8\u7ec4\u4ef6\u4f5c\u4e3a sidecar \u5b58\u5728\uff0c\u51cf\u5c0f\u7684\u865a\u62df\u673a\u955c\u50cf\u4e2d\u8f6f\u4ef6\u7684\u590d\u6742\u5ea6\u548c\u5927\u5c0f\uff0c\u540c\u65f6\u4e5f\u907f\u514d\u4e86\u9891\u53d1\u53d1\u5e03\u865a\u62df\u673a\u955c\u50cf\u5f15\u5165\u7684\u7a33\u5b9a\u6027\u98ce\u9669\uff0c\u964d\u4f4e\u4e86\u95ee\u9898\u6392\u67e5\u7684\u590d\u6742\u5ea6\u3002\u00a0\u5f39\u6027\u00a0\u53ef\u4ee5\u4e0e\u5206\u5e03\u5f0f\u5b58\u50a8\u76f8\u7ed3\u5408\uff0c\u901a\u8fc7\u7528\u6237\u4f7f\u7528\u81ea\u8eab\u8ba1\u7b97\u96c6\u7fa4\u7684\u8d44\u6e90\uff0c\u6309\u9700\u7684\u5b9e\u73b0\u541e\u5410\u80fd\u529b\u6269\u5bb9\u3002\u4e00\u65b9\u9762\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u5f39\u6027\u6309 IO \u9700\u6c42\u4ed8\u8d39\u7684\u9009\u62e9\uff0c\u4e5f\u964d\u4f4e\u4e86\u5b58\u50a8\u7684\u6210\u672c\u538b\u529b\u3002\u5b89\u5168\u00a0\u901a\u8fc7\u7cbe\u7ec6\u5316\u7279\u6743\u63a7\u5236\uff0c\u5b9e\u73b0 Serverless \u4e0b\u4e00\u5b9a\u7684\u7a0b\u5ea6\u5b9e\u73b0\u80fd\u529b\u5206\u5c42\uff0c\u5728\u5f00\u653e\u7684\u524d\u63d0\u4e0b\u4e3a\u5e95\u5c42\u5e73\u53f0\u63d0\u4f9b\u5b89\u5168\u4fdd\u969c\u3002\u53ef\u89c2\u6d4b\u00a0\u4f20\u7edf\u5b58\u50a8\u5ba2\u6237\u7aef\u4ee5\u8fdb\u7a0b\u65b9\u5f0f\u8fd0\u884c\u5728 Serverless \u5e73\u53f0\u4e2d\uff0c\u5065\u5eb7\u72b6\u6001\u548c\u8d44\u6e90\u6d88\u8017\u90fd\u662f\u9ed1\u76d2\uff1b\u5b58\u50a8\u5ba2\u6237\u7aef\u95ee\u9898\u6392\u67e5\u4e5f\u9700\u8981\u4f9d\u8d56 Serverless \u5e73\u53f0\u8fd0\u7ef4\uff0c\u800c\u65b0\u7684\u6a21\u5f0f\u4e0b\uff0c\u5b58\u50a8\u5ba2\u6237\u7aef\u4ee5\u5bb9\u5668\u7684\u5f62\u6001\u8fd0\u884c\uff0c\u63d0\u4f9b\u4e86\u5b8c\u6574\u7684\u53ef\u89c2\u6d4b\u6027\u3002\u5feb\u901f\u4f53\u9a8c\u00a0\u8be5\u5b9e\u9a8c\u6a21\u62df\u6a21\u578b\u63a8\u7406\u670d\u52a1\u542f\u52a8\u65f6\u4e0b\u8f7d\u5e76\u4e14\u521d\u59cb\u5316\u6a21\u578b\u3002\u00a0\u524d\u7f6e\u6761\u4ef6\u00a0\u62e5\u6709\u4e00\u4e2a\u963f\u91cc\u4e91\u5bb9\u5668\u670d\u52a1 ACK Pro \u96c6\u7fa4\uff0c\u5e76\u4e14 K8s \u7248\u672c\u53f7\u22651.18\u96c6\u7fa4\u4e2d\u6709\u865a\u62df\u8282\u70b9\uff0c\u5982\u65e0\u53ef\u53c2\u8003 ACK Virtual Node \u5b89\u88c5\uff0c\u8be6\u89c1\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=AkdYgLYxoDBjGl3Zpar0ZA%3D%3D.encg5Qz6QUgwkHtWp0Tu%2B4qsuISig5sIshDlCOEkOA7vlG%2FAvaWFOcFXDwoDeMwrkxtpnOYRhzFcSFnzghE3Fw%3D%3D\" rel=\"nofollow\">https:\/\/help.aliyun.com\/docum&#8230;<\/a>\u5f00\u901a\u4e91\u539f\u751f AI \u5957\u4ef6\uff0c\u5e76\u5b89\u88c5\u5347\u7ea7 Fluid \u5230\u6700\u65b0\u7248\u672c\uff0c\u8be6\u89c1\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=fcndrUQG64hpux8oUJ83mQ%3D%3D.Syrn1EPANvWt%2FW1sktNyar307KuLfzCUSNfeuC0zlbQ7bR1Fg46sxuQ%2BefoSp1IxmYBKO7MxpgeRPc2NdaOYeA%3D%3D\" rel=\"nofollow\">https:\/\/help.aliyun.com\/docum&#8230;<\/a>\u00a0\u64cd\u4f5c\u6b65\u9aa4\u00a01. \u67e5\u770b Fluid \u662f\u5426\u5b89\u88c5\u6210\u529f\u4ee5\u53ca\u7248\u672c\u662f\u5426\u662f\u6700\u65b0\uff1a\u00a0$ helm list -n fluid-system<br \/>NAME        NAMESPACE       REVISION    UPDATED                                 STATUS      CHART           APP VERSION<br \/>ack-fluid   fluid-system    1           2022-08-13 16:05:47.540883158 +0800 CST deployed    ack-fluid-0.8.1 0.8.0-50edf67\u00a02. Fluid \u4f9d\u8d56 Webhook \u673a\u5236\u6ce8\u5165 Serverless \u4f9d\u8d56\u7684 sidecar\u00a0$ kubectl label namespace default fluid.io\/enable-injection=true3. \u68c0\u67e5 namespace \u7684\u6807\u7b7e\u662f\u5426\u6210\u529f\u6253\u5f00\u00a0$ kubectl get namespace default &#8211;show-labels<br \/>NAME      STATUS   AGE     LABELS<br \/>default   Active   5h28m   fluid.io\/enable-injection=true4. \u521b\u5efa\u6570\u636e\u96c6\u548c\u7f13\u5b58\u8fd0\u884c\u65f6\u00a0\u672c\u793a\u4f8b\u4f7f\u7528 JindoFS \u4f5c\u4e3a\u6570\u636e\u96c6\u7684\u7f13\u5b58\u5f15\u64ce\u5e76\u6302\u8f7d\u4e00\u4e2a OSS Bucket\uff0cOSS Bucket \u4e2d\u5b58\u50a8\u7740\u5e94\u7528\u9700\u8981\u8bbf\u95ee\u7684\u6570\u636e\u96c6\u3002\u8be5 OSS Bucket \u4f4d\u4e8e\u5317\u4eac\u5730\u57df\uff0cBucket \u540d\u4e3a large-model-sh\u3002\u5728\u5b9e\u9645\u4f7f\u7528\u4e2d\uff0c\u8bf7\u6839\u636e\u5b9e\u9645\u4f7f\u7528\u7684 OSS Bucket \u5c5e\u6027\u8fdb\u884c\u4fee\u6539\u3002\u00a04.1 \u521b\u5efa Secret \u52a0\u5bc6 Access Key\u00a0$ cat &lt;&lt; EOF &gt; secret.yaml<br \/>apiVersion: v1<br \/>kind: Secret<br \/>metadata:<br \/>  name: access-key<br \/>stringData:<br \/>  fs.oss.accessKeyId: &lt;YOUR_ACCESS_KEY_ID&gt;<br \/>  fs.oss.accessKeySecret: &lt;YOUR_ACCESS_KEY_SECRET&gt;<br \/>EOF\u00a04.2 \u4e0a\u8ff0\u4f8b\u5b50\u4e2d\u7684 Access Key \u53ef\u5728 RAM \u8bbf\u95ee\u63a7\u5236\u9875\u9762\u67e5\u8be2\u00a0$ kubectl create -f secret.yaml\u00a04.3 \u521b\u5efa Dataset \u548c JindoRuntime\u00a0$ cat &lt;&lt; EOF &gt; dataset.yaml<br \/>apiVersion: data.fluid.io\/v1alpha1<br \/>kind: Dataset<br \/>metadata:<br \/>  name: serverless-data<br \/>spec:<br \/>  mounts:<\/p>\n<ul>\n<li>\n<p>mountPoint: oss:\/\/large-model-sh\/<br \/>name: demo<br \/>path: &#8220;\/&#8221;<br \/>options:<br \/>  fs.oss.endpoint: oss-cn-beijing-internal.aliyuncs.com<br \/>encryptOptions:<\/p>\n<ul>\n<li>\n<p>name: fs.oss.accessKeyId<br \/>valueFrom:<br \/>  secretKeyRef:<\/p>\n<pre><code>name: access-key\nkey: fs.oss.accessKeyId<\/code><\/pre>\n<\/li>\n<li>\n<p>name: fs.oss.accessKeySecret<br \/>valueFrom:<br \/>  secretKeyRef:<\/p>\n<pre><code>name: access-key\nkey: fs.oss.accessKeySecret<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr>\n<p>apiVersion: data.fluid.io\/v1alpha1<br \/>kind: JindoRuntime<br \/>metadata:<br \/>  name: serverless-data<br \/>spec:<br \/>  replicas: 1<br \/>  tieredstore:<\/p>\n<pre><code>levels:\n  - mediumtype: MEM\n    path: \/dev\/shm\n    quota: 10Gi\n    high: &quot;0.95&quot;\n    low: &quot;0.7&quot;<\/code><\/pre>\n<p>EOF\u00a0\u76f8\u5173\u53c2\u6570\uff1a\u00a0<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042333280\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u00a04.4 \u6267\u884c\u4ee5\u4e0b\u6b65\u9aa4\u00a0$ kubectl create -f dataset.yaml\u00a04.5 \u67e5\u770b Dataset \u72b6\u6001\uff1a\u00a0$ kubectl get dataset serverless-data <br \/>NAME              UFS TOTAL SIZE   CACHED   CACHE CAPACITY   CACHED PERCENTAGE   PHASE   AGE<br \/>serverless-data   1.16GiB          0.00B    10.00GiB         0.0%                Bound   80s\u00a04.6 \u5bf9\u5e94\u4f1a\u521b\u5efa pvc\u00a0$ kubectl get pvc<br \/>NAME              STATUS   VOLUME                    CAPACITY   ACCESS MODES   STORAGECLASS   AGE<br \/>serverless-data   Bound    default-serverless-data   100Gi      ROX            fluid          91s\u00a05. \u521b\u5efa\u57fa\u4e8e ECI \u7684 Deployment \u8bbf\u95ee\u6570\u636e\u96c6\u00a0$ cat &lt;&lt; EOF &gt; serving.yaml<br \/>apiVersion: apps\/v1<br \/>kind: Deployment<br \/>metadata:<br \/>  name: model-serving<br \/>spec:<br \/>  selector:<\/p>\n<pre><code>matchLabels:\n  app: model-serving<\/code><\/pre>\n<p>template:<\/p>\n<pre><code>metadata:\n  labels:\n    app: model-serving\n    alibabacloud.com\/fluid-sidecar-target: eci\n    alibabacloud.com\/eci: &quot;true&quot;\n  annotations:\n     k8s.aliyun.com\/eci-use-specs: ecs.s6-c1m2.xlarge\nspec:\n  containers:\n    - image: fluidcloudnative\/serving\n      name: serving\n      ports:\n        - name: http1\n          containerPort: 8080\n      env:\n        - name: TARGET\n          value: &quot;World&quot;\n      volumeMounts:\n        - mountPath: \/data\n          name: data\n  volumes:\n    - name: data\n      persistentVolumeClaim:\n        claimName: serverless-data<\/code><\/pre>\n<p>EOF\u00a0labels\u4e2dalibabacloud.com\/eci: &#8220;true&#8221;\u8868\u793a\u8be5\u5bb9\u5668\u4ee5 ECI \u5bb9\u5668\u65b9\u5f0f\u542f\u52a8\u00a0\u00a0labels \u4e2d alibabacloud.com\/fluid-sidecar-target &#8220;eci&#8221;\u544a\u77e5 Fluid \u8be5 Pod \u4ee5 Serverless \u65b9\u5f0f\u542f\u52a8\uff0cFluid \u4f1a\u5229\u7528 Webhook \u81ea\u52a8\u5411\u5e94\u7528 Pod \u6ce8\u5165 Fuse \u5bb9\u5668\uff0c\u8ba9\u5e94\u7528 Pod \u53ef\u901a\u8fc7 POSIX \u63a5\u53e3\u8bbf\u95ee\u6570\u636e\u96c6\u00a0\u00a0annotations \u4e2d\u7684 k8s.aliyun.com\/eci-use-specs \u8868\u793a\u4f7f\u7528\u7684 ECI \u5b9e\u4f8b\u89c4\u683c6. \u521b\u5efa Deployment\u00a0$ kubectl create -f serving.yaml\u00a07. \u67e5\u770b\u542f\u52a8\u65e5\u5fd7\uff0c\u53ef\u4ee5\u770b\u5230\u542f\u52a8\u52a0\u8f7d\u6570\u636e\u7684\u65f6\u95f4\u662f 64s\u00a0$ kubectl logs model-serving-546578c447-5x6fm -c serving<br \/>Begin loading models at 16:35:38<\/p>\n<p>real    1m4.999s<br \/>user    0m0.000s<br \/>sys 0m1.143s<br \/>Finish loading models at 16:36:43<br \/>2022-08-13 16:36:43 INFO Hello world sample started.\u00a08.\u00a0\u5220\u9664\u8be5\u670d\u52a1\u00a0$ kubectl delete -f serving.yaml\u00a09. \u9884\u70ed\u7f13\u5b58\u6570\u636e, \u8be5\u6b65\u9aa4\u4e0d\u662f\u5fc5\u987b\u6267\u884c\u7684\u64cd\u4f5c\u00a0$ cat&lt;&lt;EOF &gt;dataload.yaml<br \/>apiVersion: data.fluid.io\/v1alpha1<br \/>kind: DataLoad<br \/>metadata:<br \/>  name: serverless-data-warmup<br \/>spec:<br \/>  dataset:<\/p>\n<pre><code>name: serverless-data\nnamespace: default<\/code><\/pre>\n<p>EOF\u00a0\u6267\u884c Dataload, \u5e76\u67e5\u770b\u7f13\u5b58\u6548\u679c\u3002\u53ef\u4ee5\u770b\u5230 1.2G \u6570\u636e\u5df2\u7ecf\u5b8c\u5168\u7f13\u5b58\u4e86\u3002\u00a0$ kubectl create -f dataload.yaml<br \/>dataload.data.fluid.io\/serverless-dataload created<br \/>$ kubectl get dataload<br \/>NAME                  DATASET           PHASE      AGE     DURATION<br \/>serverless-dataload   serverless-data   Complete   2m43s   34s<br \/>$  kubectl get dataset<br \/>NAME              UFS TOTAL SIZE   CACHED    CACHE CAPACITY   CACHED PERCENTAGE   PHASE   AGE<br \/>serverless-data   1.16GiB          1.16GiB   10.00GiB         100.0%              Bound   19m10. \u518d\u6b21\u521b\u5efa\u8be5\u670d\u52a1\u00a0$ kubectl create -f serving.yaml\u6b64\u65f6\u67e5\u770b\u542f\u52a8\u65f6\u95f4\u53d1\u73b0\u5f53\u524d\u542f\u52a8\u52a0\u8f7d\u6570\u636e\u7684\u65f6\u95f4\u662f 6.263s\uff0c\u53d8\u6210\u6ca1\u6709\u9884\u70ed\u7684\u60c5\u51b5\u4e0b\u8017\u65f6\u7684 1\/10\uff0c\u901f\u5ea6\u63d0\u5347\u4e86 10 \u500d\u00a0kubectl logs model-serving-546578c447-pkcpf  -c serving<br \/>Begin loading models at 17:18:54<\/p>\n<p>real    0m6.263s<br \/>user    0m0.000s<br \/>sys 0m0.998s<br \/>Finish loading models at 17:19:00<br \/>2022-08-13 17:19:04 INFO Hello world sample started.\u00a0\u66f4\u591a\u4f7f\u7528\u65b9\u6cd5\u8bf7\u53c2\u8003\u6587\u6863\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=%2FEcCIXgwQ3eb9SWP22KKdQ%3D%3D.8lseBIqt%2FGwsF%2B0pveU4R5BbQYmCD%2BOo0S69qPhdxRjwKnVEpZDIDfz8vNAvFoZKLQJSug1Mm8Vas5i%2FIAQ4cA%3D%3D\" rel=\"nofollow\">https:\/\/help.aliyun.com\/docum&#8230;<\/a>\u5c55\u671b\u00a0Fluid \u4e0e Serverless \u573a\u666f\u7684\u7ed3\u5408\u53ea\u662f\u521a\u521a\u5f00\u59cb\uff0c\u548c Serverless \u540c\u884c\uff08With the Serverless\uff09\uff0c\u4e0e Serverless \u534f\u4f5c\uff08On the Serverless\uff09\uff0c\u670d\u52a1\u597d Serverless\uff08For the Serverless\uff09\u3002 \u5728\u7b2c\u4e00\u9636\u6bb5\uff0c\u6211\u4eec\u4e0e JindoFSX Runtime \u4e00\u8d77\u5b9e\u73b0\u4e86 Serverless \u65e0\u7f1d\u5bf9\u63a5\uff0c\u540e\u7eed\u6211\u4eec\u4e5f\u4f1a\u652f\u6301\u5f00\u6e90\u793e\u533a\u7684 JuiceFS\uff0cAlluxio\uff1b\u540c\u65f6\u6211\u4eec\u5728\u5185\u6838\u548c\u5bb9\u5668\u5c42\u9762\u7684\u4fee\u6539\u4e5f\u4f1a\u8d21\u732e\u5230\u793e\u533a\uff0c\u4e00\u8d77\u63a8\u52a8 Serverless \u5e73\u53f0\u7684\u6539\u53d8\u3002\u00a0\u81f4\u8c22\u00a0Fluid \u652f\u6301 Serverless \u7684\u5de5\u4f5c\u611f\u8c22\u6765\u81ea\u963f\u91cc\u4e91\uff0c\u5357\u4eac\u5927\u5b66\uff0cJuicedata\uff0c\u54d4\u54e9\u54d4\u54e9\u7684\u5c0f\u4f19\u4f34\u4eec\u5171\u540c\u52aa\u529b\uff0c\u8fd9\u662f Serverless \u652f\u6301\u6570\u636e\u573a\u666f\u7684\u7b2c\u4e00\u6b65\uff0c\u6211\u4eec\u4e00\u8d77\u52a0\u6cb9\u6765\u8ba9\u4e91\u7684\u4e16\u754c\u66f4\u52a0\u7f8e\u597d\u3002\u5982\u679c\u60a8\u6709\u5174\u8da3\u4e5f\u53ef\u4ee5\u9489\u9489\u641c\u7d22\u7fa4\u53f7\uff1a32850151\uff0c\u52a0\u5165 Fluid \u5f00\u6e90\u793e\u533a\u6280\u672f\u4ea4\u6d41\u7fa4\u3002\u5982\u679c\u60a8\u8ba4\u4e3a Fluid \u6709\u7528\u7684\u8bdd\uff0c\u6b22\u8fce\u4e0e\u611f\u8c22\u60a8\u7ed9 Fluid \u9879\u76ee\u4e00\u4e2a star\u3002\u00a0Fluid \u7684\u4ee3\u7801\u4ed3\u5e93\u5730\u5740\u4e3a\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=wownHW7esgzrZy4Es1VeYA%3D%3D.0VL5LlvG6sNOBMmI36yKoEwiBN0Mr5q%2Fb2mqBIf4qW6sNtrZB1ttaxP0DLRjH%2BdO\" rel=\"nofollow\">https:\/\/github.com\/fluid-clou&#8230;<\/a>\u00a0\u00a0<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042333281\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u00a0\u4f5c\u8005\u7b80\u4ecb\uff1a\u00a0\u8f66\u6f3e\uff0c\u963f\u91cc\u4e91\u5bb9\u5668\u670d\u52a1\u9ad8\u7ea7\u6280\u672f\u4e13\u5bb6\u5218\u5956\uff0c\u963f\u91cc\u4e91\u64cd\u4f5c\u7cfb\u7edf\u90e8\u8d44\u6df1\u6280\u672f\u4e13\u5bb6\u666f\u5947\uff0c\u963f\u91cc\u4e91\u5f39\u6027\u8ba1\u7b97\u6280\u672f\u4e13\u5bb6\u00a0\u00a0\u5982\u4f55\u9ad8\u6548\u8c03\u5ea6 AI \u548c\u5927\u6570\u636e\u4f5c\u4e1a\uff1f\u600e\u6837\u63d0\u9ad8 GPU \u7b49\u8d44\u6e90\u6548\u7387\u548c\u5f39\u6027\uff1f\u5feb\u6765\u5c1d\u8bd5 ACK \u4e91\u539f\u751f AI \u5957\u4ef6\u5427\uff01\u57fa\u4e8e\u6807\u51c6 Kubernetes\uff0c\u63d0\u4f9b\u7ec4\u4ef6\u5316\u3001\u53ef\u6269\u5c55\u3001\u53ef\u7075\u6d3b\u7ec4\u5408\u548c\u5b9a\u5236\u7684\u4e91\u539f\u751f AI \u80fd\u529b\uff0c\u5168\u6808\u4f18\u5316 AI \u6027\u80fd\u3001\u6548\u7387\u548c\u6210\u672c\uff0c\u52a9\u529b\u4f01\u4e1a\u7ea7\u7528\u6237\u5feb\u901f\u5b9a\u5236\u5316\u6784\u5efa AI \u5e73\u53f0\u3002\u6233\u6b64\u5904\u94fe\u63a5\u9886\u53d6 2022 \u5e74\u514d\u8d39\u4f53\u9a8c\u5e2d\u4f4d\uff01\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=9EJq4CRJ7%2BwbKsYLcA9tdQ%3D%3D.2T%2BHXC2zsaMMl0H%2B7BT6dNGwCEIpqG9gMOfceXKRjNzB%2FjWTYW8rHRXWNlQarnN6\" rel=\"nofollow\">https:\/\/click.aliyun.com\/m\/10&#8230;<\/a>\u672c\u6587\u4e3a\u963f\u91cc\u4e91\u539f\u521b\u5185\u5bb9\uff0c\u672a\u7ecf\u5141\u8bb8\u4e0d\u5f97\u8f6c\u8f7d\u3002<\/p>\n<p><a href=\"https:\/\/segmentfault.com\/a\/1190000042333275\">https:\/\/segmentfault.com\/a\/1190000042333275<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7b80\u4ecb\uff1a\u00a0\u672c\u6587\u9996\u5148\u805a\u7126\u5230 AI \u548c\u5927\u6570\u636e\u7b49\u5e94\u7528 Serverless \u5316\u7684\u6700\u5927\u6311\u6218\uff1a\u8ba1\u7b97\u548c\u5b58\u50a8\u5206\u79bb\u67b6\u6784\u5e26\u6765\u7684\u6570\u636e [&hellip;]<\/p>\n","protected":false},"author":0,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[],"tags":[],"class_list":["post-10006235","post","type-post","status-publish","format-standard","hentry"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10006235","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10006235"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10006235\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10006235"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10006235"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10006235"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}