{"id":46781,"date":"2023-06-09T01:06:30","date_gmt":"2023-11-16T20:33:54","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%b5%81%e6%95%b0%e6%8d%ae%e5%a4%84%e7%90%86%e4%b8%8e%e6%8e%a8%e7%90%86%e5%a4%84%e7%90%86%e7%9a%84%e5%85%b3%e8%81%94%e6%80%9d%e8%b7%af%e5%92%8c%e7%ae%80%e5%8d%95%e7%a4%ba%e4%be%8b%e3%80%82\/"},"modified":"2024-04-30T07:59:10","modified_gmt":"2024-04-29T23:59:10","slug":"%e6%b5%81%e6%95%b0%e6%8d%ae%e5%a4%84%e7%90%86%e4%b8%8e%e6%8e%a8%e7%90%86%e5%a4%84%e7%90%86%e7%9a%84%e5%85%b3%e8%81%94%e6%80%9d%e8%b7%af%e5%92%8c%e7%ae%80%e5%8d%95%e7%a4%ba%e4%be%8b%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%b5%81%e6%95%b0%e6%8d%ae%e5%a4%84%e7%90%86%e4%b8%8e%e6%8e%a8%e7%90%86%e5%a4%84%e7%90%86%e7%9a%84%e5%85%b3%e8%81%94%e6%80%9d%e8%b7%af%e5%92%8c%e7%ae%80%e5%8d%95%e7%a4%ba%e4%be%8b%e3%80%82\/","title":{"rendered":"\u6d41\u6570\u636e\u5904\u7406\u4e0e\u63a8\u7406\u5904\u7406\u7684\u5173\u8054\u601d\u8def\u548c\u7b80\u5355\u793a\u4f8b"},"content":{"rendered":"<h1>\u63d0\u8981<\/h1>\n<p>\u672c\u6587\u5c06\u7b80\u8981\u4ecb\u7ecd\u4ee5\u4e0b\u5185\u5bb9\u7ed9\u60a8\u3002<\/p>\n<ul 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class=\"post-ul\">\u305d\u306e\u4e2d\u3067\u7279\u306b\u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u3068\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u3064\u3044\u3066\u306e\u8003\u3048\u65b9<\/ul>\n<p>\u53e6\u5916\uff0c\u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u5c06\u4ece\u6570\u636e\u6d3b\u7528\u57fa\u7840\u8bbe\u65bd\u7684\u89d2\u5ea6\u6765\u63cf\u8ff0\uff0c\u800c\u4e0d\u662f\u4ece\u673a\u5668\u5b66\u4e60\u7684\u89d2\u5ea6\u3002<\/p>\n<h1>\u80cc\u666f\uff1a<\/h1>\n<p>\u5728\u5229\u7528\u673a\u5668\u5b66\u4e60\u8fdb\u884c\u4f01\u4e1a\u6570\u636e\u7684\u5b9e\u65f6\u5206\u6790\u5e73\u53f0\u65f6\uff0c\u9996\u5148\u5e94\u8be5\u91cd\u70b9\u5173\u6ce8\u5bf9\u6570\u636e\u672c\u8eab\u8fdb\u884c\u5206\u6790\uff0c\u5efa\u7acb\u6a21\u578b\u5e76\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ee5\u53ca\u8fdb\u884c\u6df1\u5165\u7684\u5b66\u4e60\u4ee5\u4f7f\u5176\u80fd\u591f\u5b9e\u9645\u5e94\u7528\u3002<\/p>\n<p>\u5f53\u5f00\u59cb\u6b63\u5f0f\u5e94\u7528\u65f6\uff0c\u4f5c\u4e3a\u6570\u636e\u5229\u7528\u57fa\u7840\u8bbe\u65bd\u7684\u95ee\u9898\u662f\u4e00\u4e2a\u4f8b\u5b50\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u56de\u3057\u304b\u305f<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u63a8\u8ad6\u51e6\u7406\u3092\u3069\u3046\u53d6\u308a\u8fbc\u3093\u3067\u3044\u304f\u306e\u304b<\/ul>\n<p>\u5728\u8fd9\u91cc\uff0c\u53ef\u4ee5\u63d0\u51fa\u8fd9\u4e00\u70b9\u3002\u8fd9\u91cc\u6211\u4eec\u53ea\u4e13\u6ce8\u4e8e\u8fd9\u4e24\u4e2a\u65b9\u9762\u3002<\/p>\n<h1>\u6570\u636e\u7684\u4f7f\u7528\u65b9\u6cd5<\/h1>\n<p>\u5bf9\u4e8e\u90a3\u4e9b\u5386\u53f2\u60a0\u4e45\u7684\u4f01\u4e1a\u7cfb\u7edf\uff0c\u5b83\u4eec\u771f\u7684\u975e\u5e38\u590d\u6742\uff0c\u901a\u5e38\u65e0\u6cd5\u7b80\u5355\u5730\u8868\u793a\u6570\u636e\u7684\u6d41\u52a8\u65b9\u5f0f\u3002\u6709\u65f6\u4e5f\u4f1a\u88ab\u79f0\u4e3a\u6240\u8c13\u7684\u201c\u4fe1\u606f\u5b64\u5c9b\u201d\u72b6\u6001\u3002\u5c3d\u7ba1\u7a0b\u5ea6\u5404\u6709\u4e0d\u540c\uff0c\u4f46\u5728\u8bb8\u591a\u7ec4\u7ec7\u4e2d\uff0c\u53ef\u80fd\u90fd\u5b58\u5728\u8fd9\u79cd\u60c5\u51b5\u5427\u3002<\/p>\n<p>\u5c3d\u7ba1\u5982\u6b64\uff0c\u5982\u679c\u6211\u4eec\u5bf9\u590d\u6742\u60c5\u51b5\u8fdb\u884c\u5206\u89e3\uff0c\u5927\u81f4\u4e0a\u53ef\u4ee5\u8bf4\u662f\u7531\u4ee5\u4e0b\u7684\u7ec4\u5408\u6d41\u7a0b\u6784\u6210\u7684\u3002<\/p>\n<p>\u5728\u4ee5\u6570\u636e\u6536\u96c6\u4e3a\u8d77\u70b9\u7684\u6570\u636e\u5229\u7528\u57fa\u7840\u8bbe\u65bd\u4e2d\uff0c\u6570\u636e\u7684\u6d41\u52a8\u3002<\/p>\n<pre class=\"post-pre\"><code>\u53ce\u96c6 -&gt; \u84c4\u7a4d -&gt; \u52a0\u5de5 -&gt; \u6d3b\u7528\r\n<\/code><\/pre>\n<p>\u5206\u7c7b\u5982\u4e0b\uff1a<\/p>\n<p>\u4ece\u6570\u636e\u53d1\u751f\u6e90\u8fd0\u9001\u6570\u636e\u5230\u6570\u636e\u6d3b\u7528\u57fa\u7840\u8bbe\u65bd\u7684\u65b9\u5f0f\uff1b<br \/>\n\u5728\u6570\u636e\u6d3b\u7528\u57fa\u7840\u8bbe\u65bd\u5185\u8fdb\u884c\u5904\u7406\u7684\u65b9\u5f0f\u3002<\/p>\n<p>&#8211; \u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u4ece\u6570\u636e\u53d1\u751f\u6e90\u8fd0\u9001\u6570\u636e\u5230\u6570\u636e\u6d3b\u7528\u57fa\u7840\u8bbe\u65bd\u7684\u65b9\u5f0f\u548c\u5728\u6570\u636e\u6d3b\u7528\u57fa\u7840\u8bbe\u65bd\u5185\u8fdb\u884c\u5904\u7406\u7684\u65b9\u5f0f\u53ef\u5927\u81f4\u5206\u7c7b\u4e3a\u4ee5\u4e0b\u4e24\u79cd\u3002<br \/>\n\u6216<br \/>\n&#8211; \u4ee5\u6570\u636e\u53d1\u751f\u6e90\u4e3a\u8d77\u70b9\u5c06\u6570\u636e\u8fd0\u9001\u5230\u6570\u636e\u6d3b\u7528\u57fa\u7840\u8bbe\u65bd\u7684\u65b9\u5f0f\u4ee5\u53ca\u5728\u6570\u636e\u6d3b\u7528\u57fa\u7840\u8bbe\u65bd\u5185\u8fdb\u884c\u5904\u7406\u7684\u65b9\u5f0f\u53ef\u5927\u81f4\u5212\u5206\u4e3a\u4ee5\u4e0b\u5206\u7c7b\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30d0\u30c3\u30c1\u51e6\u7406\u65b9\u5f0f:<\/ul>\n<\/li>\n<\/ul>\n<p>1\u6642\u9593\u5358\u4f4d\u3067\u53d6\u3089\u308c\u308b\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u30c7\u30fc\u30bf\u3092\u9023\u4fc2\u3059\u308b\u5834\u5408\u306a\u3069\u3001\u3042\u308b\u7a0b\u5ea6\u307e\u3068\u307e\u3063\u3066\u51e6\u7406\u3092\u3059\u308b\u3053\u3068\u3092\u524d\u63d0\u3068\u3059\u308b\u65b9\u5f0f<\/p>\n<p>\u30b9\u30c8\u30ea\u30fc\u30e0\u30c7\u30fc\u30bf\u51e6\u7406\u65b9\u5f0f<\/p>\n<p>\u6642\u3005\u523b\u3005\u3068\u751f\u6210\u3055\u308c\u308b\u30c7\u30fc\u30bf\u3092\u30df\u30ea\u79d2\u301c\u5206\u5358\u4f4d\u3067\u9023\u4fc2\u3059\u308b\u5834\u5408\u306a\u3069\u3001\u3067\u304d\u308b\u3060\u3051\u77ed\u3044\u9045\u5ef6\u30fb\u51e6\u7406\u5358\u4f4d\u3067\u6271\u3046\u3053\u3068\u3092\u524d\u63d0\u3068\u3059\u308b\u65b9\u5f0f<\/p>\n<p>\u53ef\u4ee5\u8003\u8651\u4e24\u79cd\u9009\u9879\u3002<\/p>\n<p>\u7136\u800c\uff0c\u6d41\u5f0f\u6570\u636e\u5904\u7406\u65b9\u5f0f\u5b9e\u9645\u4e0a\u4e5f\u5b58\u5728\u5c06\u6570\u636e\u4ee5\u5c0f\u5355\u4f4d\u8fdb\u884c\u6253\u5305\u5904\u7406\u7684\u60c5\u51b5\uff0c\u5e76\u4e0d\u4e00\u5b9a\u5728\u53d1\u751f\u6e90\u5904\u4ee5\u4fe1\u606f\u5355\u4f4d\uff08\u5728\u6b64\u6307\u6d88\u606f\uff09\u5904\u7406\u7684\u5b9e\u73b0\u65b9\u5f0f\u3002<\/p>\n<p>\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u53ef\u4ee5\u8003\u8651\u5927\u81f4\u7684\u5206\u7c7b\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7b0d913a08637a697fb7\/19-0.png\" alt=\"\u56f31.png\" \/><\/div>\n<h1>\u6839\u636e\u6570\u636e\u5229\u7528\u57fa\u7840\u67b6\u6784\u7684\u89c6\u89d2\uff0c\u5bf9\u63a8\u7406\u5904\u7406\u7684\u5b9a\u4f4d<\/h1>\n<p>\u73b0\u5728\uff0c\u5173\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u63a8\u7406\u5904\u7406\uff0c\u5728\u4e0a\u8ff0\u7684\u201c\u4ee5\u6570\u636e\u6536\u96c6\u4e3a\u8d77\u70b9\u7684\u6570\u636e\u5229\u7528\u57fa\u7840\u8bbe\u65bd\u4e2d\u6570\u636e\u7684\u6d41\u52a8\u201d\u7684\u80cc\u666f\u4e0b\uff0c\u53ef\u4ee5\u5c06\u5176\u89c6\u4e3a\u5728\u201c\u5904\u7406\u201d\u548c\u201c\u5229\u7528\u201d\u65f6\u7684\u4e00\u79cd\u5904\u7406\u65b9\u5f0f\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7b0d913a08637a697fb7\/22-0.png\" alt=\"\u56f32.png\" \/><\/div>\n<p>\u5c06\u6536\u96c6\u5230\u7684\u6570\u636e\u548c\u79ef\u7d2f\u7684\u6570\u636e\u7ecf\u8fc7\u4e00\u7cfb\u5217\u7684\u5904\u7406\uff0c\u4f20\u9012\u7ed9\u7cfb\u7edf\u548c\u4eba\u7c7b\u53ef\u89c6\u5316\u7684\u89c6\u56fe\u6765\u5448\u73b0\u7ed3\u679c\u3002\u5728\u8fd9\u4e00\u7cfb\u5217\u7684\u5904\u7406\u4e2d\uff0c\u6211\u4eec\u8003\u8651\u5305\u542b\u63a8\u7406\u5904\u7406\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u5c06\u4e00\u7cfb\u5217\u7684\u5904\u7406\u548c\u8868\u8fbe\u8868\u793a\u51fa\u6765\u662f\u56e0\u4e3a\uff0c\u5728\u5b9e\u9645\u60c5\u51b5\u4e2d\uff0c\u9664\u4e86\u5c06\u6570\u636e\u8f93\u5165\u63a8\u7406\u7528\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5e76\u83b7\u53d6\u7ed3\u679c\u4e4b\u5916\uff0c\u8fd8\u9700\u8981\u8fdb\u884c\u8bb8\u591a\u5176\u4ed6\u5904\u7406\u7684\u60c5\u51b5\u5f88\u5e38\u89c1\u3002<\/p>\n<p>\u6bd4\u5982\uff0c\u5c31\u50cf\u4e4b\u524d\u63d0\u5230\u7684\u6570\u636e\u5904\u7406\u65b9\u5f0f\u4e00\u6837\uff0c\u4ece\u88ab\u5b64\u7acb\u5b58\u653e\u7684\u7cfb\u7edf\u7fa4\u4e2d\u5f97\u5230\u7684\u6570\u636e\u65e0\u6cd5\u76f4\u63a5\u4f7f\u7528\u4f5c\u4e3a\u6570\u636e\u6e90\uff0c\u9700\u8981\u5bf9\u6765\u81ea\u591a\u4e2a\u6570\u636e\u6e90\u7684\u6570\u636e\u8fdb\u884c\u7ec4\u5408\uff08\u8fde\u63a5\uff09\uff0c\u53bb\u9664\u4e0d\u9700\u8981\u7684\u90e8\u5206\u7b49\u52a0\u5de5\u5904\u7406\uff0c\u8fd9\u79cd\u60c5\u51b5\u5f88\u5e38\u89c1\u3002\uff08\u5728\u8fd9\u91cc\u6211\u4eec\u5c06\u5176\u79f0\u4e3a\u9884\u5904\u7406\uff09<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7b0d913a08637a697fb7\/26-0.png\" alt=\"\u56f33.png\" \/><\/div>\n<p>\u6b64\u5916\uff0c\u6211\u4eec\u53ef\u80fd\u4f1a\u8fdb\u884c\u4e00\u4e9b\u5176\u4ed6\u5904\u7406\uff0c\u4f8b\u5982\u5c06\u7531\u63a8\u7406\u7528\u673a\u5668\u5b66\u4e60\u6a21\u578b\u8f93\u51fa\u7684\u6570\u636e\u4e0e\u901a\u8fc7\u5176\u4ed6\u65b9\u6cd5\u8ba1\u7b97\u5f97\u51fa\u7684\u6570\u636e\u6df7\u5408\uff0c\u6216\u8005\u5c06\u5176\u8f6c\u5316\u4e3a\u6700\u7ec8\u670d\u52a1\u6240\u9700\u7684\u683c\u5f0f\uff08\u5728\u8fd9\u91cc\u6211\u4eec\u5c06\u5176\u79f0\u4e3a\u540e\u5904\u7406\uff09<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7b0d913a08637a697fb7\/28-0.png\" alt=\"\u56f34.png\" \/><\/div>\n<p>\u987a\u4fbf\u63d0\u4e00\u4e0b\uff0c\u5728\u6211\u7684\u7ecf\u9a8c\u4e2d\uff0c\u5904\u7406\u5e94\u7528\u7a0b\u5e8f\u4e2d\u7684\u9884\u5904\u7406\u548c\u540e\u5904\u7406\u901a\u5e38\u5360\u636e\u4e86\u5927\u90e8\u5206\u60c5\u51b5\u3002\u5b9e\u9645\u4e0a\uff0c\u80fd\u591f\u770b\u5230\u6574\u4e2a\u5904\u7406\u6d41\u7a0b\u7684\u987a\u7545\u6027\u975e\u5e38\u91cd\u8981\u3002<br \/>\n\u53e6\u5916\uff0c\u5c24\u5176\u5728\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u65f6\uff0c\u6211\u4f1a\u67e5\u770b\u6574\u4e2a\u5904\u7406\u6d41\u7a0b\uff08\u5305\u62ec\u524d\u540e\uff09\u5e76\u8fdb\u884c\u57fa\u7840\u8bbe\u65bd\u7684\u8c03\u4f18\uff0c\u4ee5\u53ca\u5bf9\u5e94\u7528\u7a0b\u5e8f\u8fdb\u884c\u91cd\u6784\u3002\u4e3b\u8981\u662f\u68c0\u67e5\u662f\u5426\u5b58\u5728\u610f\u5916\u7684\u6570\u636e\u504f\u5dee\uff0c\u4ee5\u53ca\u662f\u5426\u907f\u514d\u4e86\u4e0d\u5fc5\u8981\u7684I\/O\u64cd\u4f5c\u7b49\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u6839\u636e\u4ee5\u4e0a\u5185\u5bb9\uff0c\u6211\u4eec\u53ef\u4ee5\u4ee5\u6570\u636e\u5229\u7528\u57fa\u7840\u8bbe\u65bd\u7684\u89d2\u5ea6\u6765\u8003\u8651&#8221;\u6536\u96c6&#8221;\u7684\u5f00\u59cb\uff0c\u5e76\u5c06\u5176\u5e94\u7528\u4e8e&#8221;\u6279\u5904\u7406\u65b9\u5f0f&#8221;\u548c&#8221;\u6d41\u6570\u636e\u5904\u7406\u65b9\u5f0f&#8221;\u3002\u5728\u8fd9\u91cc\uff0c\u8fd8\u6709\u53e6\u4e00\u79cd\u4ee5&#8221;\u5229\u7528&#8221;\u4e3a\u8d77\u70b9\u7684\u6a21\u5f0f\uff0c\u6211\u4e5f\u4f1a\u8c08\u5230\u3002<\/p>\n<p>\u4ece\u201c\u6d3b\u7528\u201d\u89d2\u5ea6\u6765\u770b\uff0c\u9664\u4e86\u50cf\u6279\u5904\u7406\u65b9\u5f0f\u548c\u6d41\u6570\u636e\u5904\u7406\u65b9\u5f0f\u4e00\u6837\u6839\u636e\u65f6\u95f4\u8868\u673a\u68b0\u5730\u8fdb\u884c\u5904\u7406\u7684\u6a21\u5f0f\u4e4b\u5916\uff0c\u8fd8\u5b58\u5728\u4e00\u79cd\u5e0c\u671b\u5728\u9700\u8981\u65f6\u8f93\u5165\u6570\u636e\u5e76\u67e5\u770b\u7ed3\u679c\u7684\u60c5\u51b5\u3002\u6211\u4eec\u5c06\u5176\u79f0\u4e3a\u201c\u6309\u9700\u6d3b\u7528\u65b9\u5f0f\u201d\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7b0d913a08637a697fb7\/32-0.png\" alt=\"\u56f35.png\" \/><\/div>\n<p>\u57fa\u4e8e\u4e0a\u8ff0\u60c5\u51b5\u8003\u8651\uff0c\u5728\u6570\u636e\u5229\u7528\u57fa\u7840\u8bbe\u65bd\u4e2d\uff0c\u673a\u5668\u5b66\u4e60\u63a8\u7406\u5904\u7406\u7684\u5b9a\u4f4d\u662f<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30d0\u30c3\u30c1\u51e6\u7406\u65b9\u5f0f\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u306b\u7d44\u307f\u8fbc\u3080\u30d1\u30bf\u30fc\u30f3<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30b9\u30c8\u30ea\u30fc\u30e0\u30c7\u30fc\u30bf\u51e6\u7406\u65b9\u5f0f\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u306b\u7d44\u307f\u8fbc\u3080\u30d1\u30bf\u30fc\u30f3<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u6d3b\u7528\u65b9\u5f0f\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u306b\u7d44\u307f\u8fbc\u3080\u30d1\u30bf\u30fc\u30f3<\/ul>\n<p>\u53ef\u80fd\u4f1a\u6709\u4e09\u79cd\u9009\u62e9\u3002<\/p>\n<h1>\u5c07\u63a8\u8ad6\u8655\u7406\u7d50\u5408\u7684\u65b9\u6cd5<\/h1>\n<p>\u6839\u636e\u300a\u57fa\u4e8e\u6570\u636e\u5e94\u7528\u5e73\u53f0\u7684\u63a8\u7406\u5904\u7406\u5b9a\u4f4d\u300b\u8fdb\u884c\u6574\u7406\uff0c\u63a8\u7406\u5904\u7406\u53ef\u4ee5\u5d4c\u5165\u5230\u6570\u636e\u5e94\u7528\u57fa\u7840\u8bbe\u65bd\u4e2d\u7684\u51e0\u79cd\u5904\u7406\u6a21\u5f0f\u4e4b\u4e2d\u3002\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u5c06\u4ece\u63a8\u7406\u5904\u7406\u7684\u6267\u884c\u65b9\u5f0f\u7684\u6a21\u5f0f\u89c6\u89d2\u8003\u8651\u5982\u4f55\u83b7\u53d6\u63a8\u7406\u5904\u7406\u7684\u7ed3\u679c\uff0c\u5e76\u4e0e\u524d\u540e\u5904\u7406\u8fdb\u884c\u534f\u8c03\u3002<\/p>\n<p>\u6709\u54ea\u4e9b\u673a\u5668\u5b66\u4e60\u5e93\u548c\u6846\u67b6\u5462\uff1f\u4f8b\u5982\uff0c\u53ef\u4ee5\u63d0\u5230TensorFlow\u3001PyTorch\u3001Deeplearning4j\u3001scikit-learn\u3001Apache Spark\u7684Spark MLlib\uff08\u4ee5\u4e0b\u7b80\u79f0MLlib\uff09\u7b49\u7b49\u3002\u8fd8\u6709\u5176\u4ed6\u5f88\u591a\u9009\u62e9\u3002<\/p>\n<p>\u8fd9\u4e9b\u5e93\u548c\u6846\u67b6\u53ef\u4ee5\u5206\u522b\u4fdd\u5b58\u5df2\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u5e76\u5728\u5176\u4ed6\u5e94\u7528\u4e2d\u52a0\u8f7d\u548c\u4f7f\u7528\u3002<\/p>\n<p>\u4e0d\u540c\u7684\u5e93\u548c\u6846\u67b6\u53ef\u80fd\u4f1a\u91c7\u7528\u5404\u81ea\u72ec\u7279\u7684\u4fdd\u5b58\u65b9\u5f0f\uff0c\u4e5f\u6709\u4e00\u4e9b\u53ef\u4ee5\u4ee5\u901a\u7528\u683c\u5f0f\u8fdb\u884c\u4fdd\u5b58\u548c\u4f7f\u7528\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u4f7f\u7528MLlib\u8f93\u51fa\u6a21\u578b\u7684\u4f8b\u5b50\uff08\u5f15\u7528\u81eahttps:\/\/spark.apache.org\/docs\/latest\/ml-pipeline.html\uff09<\/p>\n<pre class=\"post-pre\"><code>\/\/ Now we can optionally save the fitted pipeline to disk\r\nmodel.write.overwrite().save(\"\/tmp\/spark-logistic-regression-model\")\r\n<\/code><\/pre>\n<p>\u5982\u679c\u8981\u4ece\u5e94\u7528\u7a0b\u5e8f\u4e2d\u4f7f\u7528\u5b83\u4eec\uff0c\u60a8\u9700\u8981\u5bfc\u5165\u76f8\u5173\u5e93\u5e76\u5b9e\u73b0\u52a0\u8f7d\u6a21\u578b\u7684\u8fc7\u7a0b\u6765\u5229\u7528\u5b83\u4eec\u3002\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u5c06\u76f4\u63a5\u4f7f\u7528\u6a21\u578b\u52a0\u8f7d\u6a21\u5f0f\u8fdb\u884c\u8868\u8ff0\u3002<\/p>\n<p>\u6700\u8fd1\uff0c\u7ba1\u7406\u4f7f\u7528\u4e0a\u8ff0\u65b9\u6cd5\u8f93\u51fa\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u5e76\u4ee5\u7c7b\u4f3c\u4e8eWeb\u670d\u52a1\u7684\u65b9\u5f0f\u63d0\u4f9b\u8f93\u5165\u6570\u636e\u4ee5\u83b7\u53d6\u7ed3\u679c\u6570\u636e\u7684\u6280\u672f\u4e5f\u8d8a\u6765\u8d8a\u591a\u5730\u51fa\u73b0\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u63d0\u5230TensorFlow Serving\u3001Clipper\u3001Polyaxon\u3001Seldon\u7b49\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7b0d913a08637a697fb7\/43-0.png\" alt=\"\u56f36.png\" \/><\/div>\n<p>\u5982\u679c\u60a8\u60f3\u4ece\u5e94\u7528\u7a0b\u5e8f\u4e2d\u4f7f\u7528\u8fd9\u4e9b\u5185\u5bb9\uff0c\u9700\u8981\u6839\u636e\u5e94\u7528\u7a0b\u5e8f\u5185\u90e8\u63d0\u4f9b\u7684\u670d\u52a1\u65b9\u5f0f\uff08\u4f8b\u5982\uff1aREST API\u7b49\uff09\u8fdb\u884c\u8bbf\u95ee\uff0c\u5e76\u63a5\u6536\u63a8\u7406\u7ed3\u679c\u4ee5\u4f9b\u5185\u90e8\u4f7f\u7528\u3002\u6211\u4eec\u5c06\u5176\u8868\u8ff0\u4e3a\u6a21\u578b\u670d\u52a1\u7cfb\u7edf\u7684\u4f7f\u7528\u6a21\u5f0f\u3002<\/p>\n<p>\u6839\u636e\u4ee5\u4e0a\u5185\u5bb9\uff0c\u53ef\u4ee5\u8003\u8651\u63a8\u7406\u5904\u7406\u7684\u5b9a\u4f4d\u3001\u63a8\u7406\u5904\u7406\u7684\u79fb\u52a8\u65b9\u5f0f\u548c\u5d4c\u5165\u65b9\u5f0f\u7684\u6a21\u5f0f\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7b0d913a08637a697fb7\/46-0.png\" alt=\"\u56f37.png\" \/><\/div>\n<p>\u6bcf\u4e2a\u90fd\u6709\u81ea\u5df1\u7684\u7279\u70b9\uff0c\u4f46\u6211\u8fd9\u91cc\u53ea\u7b80\u5355\u5217\u4e3e\u4e00\u4e9b\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7b0d913a08637a697fb7\/48-0.png\" alt=\"\u56f38.png\" \/><\/div>\n<p>\u5728\u5b9e\u9645\u7684\u7cfb\u7edf\u5f00\u53d1\u4e2d\uff0c\u53ef\u4ee5\u8003\u8651\u8fd9\u4e9b\u6a21\u5f0f\u548c\u4e1a\u52a1\u9700\u6c42\uff0c\u5e76\u8003\u8651\u672a\u6765\u7684\u53d1\u5c55\u9009\u62e9\u4e00\u4e2a\u6743\u8861\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<h1>\u4f7f\u7528\u76f4\u63a5\u6a21\u578b\u52a0\u8f7d\u6a21\u5f0f\u7684\u6d41\u6570\u636e\u5904\u7406\u65b9\u6cd5\u7684\u793a\u4f8b\u3002<\/h1>\n<p>\u76ee\u524d\u6709\u8bb8\u591a\u4e0d\u540c\u7c7b\u578b\u7684\u6d41\u6570\u636e\u5904\u7406\u5f15\u64ce\u51fa\u73b0\u3002<br \/>\n\u4f8b\u5982\uff0c\u6709Apache Spark\u7684Spark Streaming\uff08Structured Streaming\uff09, Apache Kafka\uff08\u7b80\u79f0Kafka\uff09\u7684Kafka Streams\uff0c\u4ee5\u53caApache Flink\u7b49\u7b49\u3002<\/p>\n<p>\u5728\u5904\u7406\u6d41\u5f0f\u6570\u636e\u65f6\uff0c\u901a\u5e38\u4f1a\u4e0e\u4f5c\u4e3a\u5904\u7406\u6d41\u6570\u636e\u7684\u4e2d\u5fc3\u67a2\u7ebd\u7684&#8221;\u6d88\u606f\u7cfb\u7edf&#8221;\u7ed3\u5408\u4f7f\u7528\u3002\u4f5c\u4e3a\u6d88\u606f\u7cfb\u7edf\uff0c\u53ef\u4ee5\u4f7f\u7528Kafka\u3001Apache Pulsar\u7b49\u3002<\/p>\n<p>\u8ba9\u6211\u4eec\u8003\u8651\u4e00\u4e2a\u4f7f\u7528Kafka\u4f5c\u4e3a\u4ee3\u8868\u6027\u6d88\u606f\u7cfb\u7edf\u548cKafka Streams\u4f5c\u4e3a\u6d41\u6570\u636e\u5904\u7406\u5f15\u64ce\u7684\u793a\u4f8b\u3002\u901a\u8fc7\u4ec5\u4f7f\u7528Kafka\uff0c\u6211\u4eec\u53ef\u4ee5\u7b80\u5316\u6784\u5efa\u6d41\u6570\u636e\u5904\u7406\u7ba1\u9053\u7684\u8fc7\u7a0b\u3002<\/p>\n<p>\u8fd9\u6b21\u8bd5\u9a8c\u7684\u6574\u4f53\u5f62\u8c61\u5982\u4e0b\u6240\u793a\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7b0d913a08637a697fb7\/55-0.png\" alt=\"\u56f39.png\" \/><\/div>\n<p>\u8bf7\u6ce8\u610f\uff0c\u5f53\u5728\u5b9e\u9645\u5de5\u4f5c\u6216\u7814\u7a76\u4e2d\u4f7f\u7528\u65f6\uff0c\u5176\u4ed6\u8981\u7d20\u5728\u529f\u80fd\u548c\u975e\u529f\u80fd\u65b9\u9762\u90fd\u975e\u5e38\u91cd\u8981\uff0c\u8bf7\u60a8\u7262\u8bb0\u8fd9\u4e00\u70b9\u3002<br \/>\n\u4e3a\u4e86\u8ba9\u60a8\u5bf9\u672c\u6587\u7684\u6838\u5fc3\u6709\u6240\u4e86\u89e3\uff0c\u6211\u4eec\u5c06\u5c3d\u529b\u5728\u8fd9\u91cc\u63d0\u4f9b\u7b80\u6d01\u7684\u4ecb\u7ecd\u3002<\/p>\n<h2>\u524d\u63d0\u6761\u4ef6\uff1a\u6267\u884c\u73af\u5883<\/h2>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u79c1\u306f\u624b\u5143\u306eCentOS7\u3067\u8a66\u3057\u307e\u3057\u305f\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">JDK\u3082\u4e88\u3081\u5c0e\u5165\u3057\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002\u79c1\u306e\u624b\u5143\u3067\u306f1.8\u3067\u8a66\u3057\u307e\u3057\u305f\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">Maven\u3082\u4e88\u3081\u5c0e\u5165\u3057\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/ul>\n<h2>\u6e96\u5099\uff1a\u5efa\u7acbKafka\u74b0\u5883<\/h2>\n<p>\u9996\u5148\uff0c\u7b80\u5355\u542f\u52a8Kafka\u3002<br \/>\n\u5173\u4e8eKafka\u7684\u7b80\u6613\u6784\u5efa\u548c\u542f\u52a8\uff0c\u8bf7\u53c2\u8003Kafka\u5b98\u65b9\u6587\u6863\u4e2d\u7684\u5feb\u901f\u5165\u95e8\u3002<br \/>\n\u7531\u4e8e\u6b64\u6b21\u53ea\u662f\u7b80\u5355\u7684\u64cd\u4f5c\u786e\u8ba4\uff0c\u56e0\u6b64\u4e00\u4e2aBroker\u7684\u914d\u7f6e\u5c31\u8db3\u591f\u4e86\u3002<\/p>\n<p>\u5f53\u542f\u52a8\u5b8c\u6210\u540e\uff0c\u6211\u4eec\u9700\u8981\u4e8b\u5148\u521b\u5efaKafka\u7684\u4e3b\u9898\uff08\u6ce8\u91ca\uff09\u3002<br \/>\n\u6253\u5f00\u542f\u52a8Kafka\u7684\u673a\u5668\u7684\u7ec8\u7aef\uff0c\u5e76\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\u6765\u521b\u5efa\u4e3b\u9898\u3002<\/p>\n<p>\u8bf7\u5c06\u4ee5\u4e0b\u5185\u5bb9\u7528\u4e2d\u6587\u8fdb\u884c\u539f\u751f\u91ca\u4e49\uff0c\u53ea\u9700\u63d0\u4f9b\u4e00\u79cd\u7ffb\u8bd1\uff1a<br \/>\n\u6ce8\u91ca\uff1a<br \/>\n\u8bf7\u5c06Kafka\u89c6\u4e3a\u4fdd\u6301\u6d88\u606f\u7684\u903b\u8f91\u5355\u5143\u3002\u5728\u672c\u6587\u4e2d\uff0c\u60a8\u53ef\u4ee5\u5c06\u5176\u5927\u81f4\u89c6\u4e3a\u6570\u636e\u96c6\u3002<\/p>\n<p>\u4f8b\u5b50\uff1a\u6267\u884c<\/p>\n<pre class=\"post-pre\"><code>$ .\/bin\/kafka-topics.sh --create --bootstrap-server localhost:9092 --replication-factor 1 --partitions 1 --topic input\r\n$ .\/bin\/kafka-topics.sh --create --bootstrap-server localhost:9092 --replication-factor 1 --partitions 1 --topic output\r\n<\/code><\/pre>\n<h2>\u5173\u4e8e\u672c\u6b21\u4f7f\u7528\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u548cKafka Streams\u5e94\u7528\u7a0b\u5e8f<\/h2>\n<p>\u672c\u6b21\u6211\u4eec\u5c06\u4ee5\u8457\u540d\u7684Iris\u6570\u636e\u4f5c\u4e3a\u4f8b\u5b50\u3002<br \/>\n\u6709\u5173Iris\u6570\u636e\u548c\u5176\u5206\u7c7b\u7684\u8be6\u7ec6\u4fe1\u606f\uff0c\u8bf7\u53c2\u9605\u7ef4\u57fa\u767e\u79d1\u4e0a\u5173\u4e8eIris\u6570\u636e\u7684\u6587\u7ae0\u3002<\/p>\n<p>\u672c\u6b21\u4f7f\u7528\u7684Kafka Streams\u5c06\u4f7f\u7528Java\u6765\u5b9e\u73b0\u5e94\u7528\u7a0b\u5e8f\u3002\u56e0\u6b64\uff0c\u53ef\u4ee5\u5229\u7528Java\u4e0a\u6613\u4e8e\u5904\u7406\u7684\u673a\u5668\u5b66\u4e60\u5e93\u548c\u6846\u67b6\u6765\u7b80\u6d01\u5730\u8fdb\u884c\u5b9e\u73b0\u3002TensorFlow\u7684Java API\u3001Deeplaernig4j\u3001BigDL\u7b49\u53ef\u4ee5\u6ee1\u8db3\u8fd9\u4e2a\u8981\u6c42\u3002\uff08\u6ce8\uff09<\/p>\n<p>\u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d\uff0c\u6709\u53ef\u80fd\u4f1a\u51fa\u73b0\u8bd5\u9519\u8fc7\u7a0b\u4e2d\u60f3\u8981\u4f7f\u7528\u7684\u5e93\u548c\u6846\u67b6\u4e0e\u6b63\u5f0f\u5e94\u7528\u65f6\u60f3\u8981\u4f7f\u7528\u7684\u4e0d\u4e00\u81f4\u7684\u60c5\u51b5\u3002<br \/>\n\u5c24\u5176\u662f\u5728\u5206\u6790\u4eba\u5458\u548c\u7cfb\u7edf\u5f00\u53d1\u8fd0\u8425\u4eba\u5458\u4e4b\u95f4\uff0c\u5e38\u5e38\u4f1a\u51fa\u73b0\u6280\u672f\u548c\u601d\u7ef4\u65b9\u5f0f\u4e0d\u4e00\u81f4\u7684\u60c5\u51b5\u3002<br \/>\n\u5173\u4e8e\u5982\u4f55\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u7684\u8ba8\u8bba\uff0c\u672c\u6587\u7ae0\u5c06\u7701\u7565\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u6211\u5c06\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528Deeplearning4j\u52a0\u8f7d\u548c\u4f7f\u7528\u7ecf\u8fc7\u8bad\u7ec3\u7684\u6a21\u578b\u7684\u4f8b\u5b50\u3002<br \/>\n\u8bf7\u4e8b\u5148\u6839\u636edeeplearning4j-examples\u5b66\u4e60\u548c\u8f93\u51fa\u6a21\u578b\u3002<br \/>\n\u6709\u5173\u8bad\u7ec3\u65b9\u9762\u7684\u53c2\u8003\uff0c\u8bf7\u4f7f\u7528CSVExample\uff0c\u6709\u5173\u6a21\u578b\u8f93\u51fa\u65b9\u9762\u7684\u53c2\u8003\uff0c\u8bf7\u4f7f\u7528SaveLoadMultiLayerNetwork\u3002<\/p>\n<h2>\u521b\u5efa\u5e94\u7528\u7a0b\u5e8f<\/h2>\n<p>\u521b\u5efa\u4e00\u4e2aKafka Streams\u5e94\u7528\u7a0b\u5e8f\u6765\u4eceKafka\u8bfb\u53d6\u5e76\u5904\u7406\u6570\u636e\u3002\u5173\u4e8eKafka Streams\u672c\u8eab\uff0c\u60a8\u53ef\u4ee5\u53c2\u8003Kafka\u5b98\u65b9\u6587\u6863\u4e2d\u5173\u4e8eKafka Streams\u7684\u7b80\u6d01\u6613\u61c2\u7684\u5185\u5bb9\u3002<\/p>\n<p>\u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u5c06\u53c2\u8003Kafka\u5b98\u65b9\u6587\u6863\u4e2d\u7684Kafka Streams\uff0c\u5e76\u521b\u5efa\u4e00\u4e2a\u57fa\u672c\u7684\u6a21\u677f\u3002<\/p>\n<pre class=\"post-pre\"><code>mvn archetype:generate \\\r\n    -DarchetypeGroupId=org.apache.kafka \\\r\n    -DarchetypeArtifactId=streams-quickstart-java \\\r\n    -DarchetypeVersion=2.4.0 \\\r\n    -DgroupId=streams.examples \\\r\n    -DartifactId=streams.examples \\\r\n    -Dversion=0.1 \\\r\n    -Dpackage=streamml\r\n<\/code><\/pre>\n<p>\u8fd9\u6b21\u6211\u4eec\u5c06\u4f7f\u7528\u4f5c\u4e3a\u6a21\u677f\u751f\u6210\u7684 streamml.Pipe \u8fdb\u884c\u4fee\u6539\u3002<br \/>\n\u8fd9\u91cc\u53ea\u5217\u51fa\u8981\u70b9\u3002<\/p>\n<p>\u4e3b\u8981\u7684\u5f00\u59cb\u5904\u5b9a\u4e49\u7684\u5c5e\u6027\u5c06\u88ab\u76f4\u63a5\u91cd\u7528\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u6839\u636e\u524d\u9762\u6240\u8ff0\uff0c\u5728\u672c\u6587\u4f8b\u5b50\u4e2d\uff0c\u6211\u4eec\u9009\u62e9\u52a0\u8f7d\u5e76\u4f7f\u7528\u4e8b\u5148\u8bad\u7ec3\u597d\u7684Deeplearning4j\u6a21\u578b\u3002\u5173\u4e8e\u6a21\u578b\u7684\u4fdd\u5b58\u548c\u52a0\u8f7d\uff0c\u8bf7\u53c2\u8003Deeplearning4j\u7684\u793a\u4f8b SaveLoadMultiLayerNetwork\u3002<\/p>\n<p>\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u5c06\u6309\u7167\u4ee5\u4e0b\u65b9\u5f0f\u8fdb\u884c\u5b9e\u65bd\u3002<\/p>\n<pre class=\"post-pre\"><code>        File modelZip = new File(\"src\/main\/resources\/IrisModel.zip\");\r\n        boolean saveUpdater = true;\r\n        MultiLayerNetwork model = MultiLayerNetwork.load(modelZip, saveUpdater);\r\n<\/code><\/pre>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5b9a\u4e49\u7528\u4e8e\u5b9a\u4e49Kafka Streams\u62d3\u6251\u7684\u6784\u5efa\u5668\u3002<\/p>\n<pre class=\"post-pre\"><code>        final StreamsBuilder builder = new StreamsBuilder();\r\n        KStream&lt;String, String&gt; source = builder.stream(\"input\");\r\n<\/code><\/pre>\n<p>stream\u65b9\u6cd5\u7684\u53c2\u6570\u662f\u8f93\u5165\u7684\u4e3b\u9898\u540d\u79f0\uff0c\u6240\u4ee5\u8bf7\u4f7f\u7528\u9884\u5148\u751f\u6210\u7684\u4e3b\u9898\u3002<br \/>\n\u53e6\u5916\uff0c\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u4f5c\u4e3a\u8f93\u5165\u4f7f\u7528\u9017\u53f7\u5206\u9694\u76844\u4e2a\u6570\u503c\u5b57\u7b26\u4e32\uff0c\u59825.4,3.9,1.7,0.4\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5b9a\u4e49\u4e00\u4e2a\u8fc7\u7a0b\uff0c\u5c06\u4ece\u8f93\u5165\u4e3b\u9898\u4e2d\u83b7\u5f97\u7684\u6d88\u606f\u4ee5\u9017\u53f7\u5206\u9694\u5e76\u8f93\u5165\u6a21\u578b\u8fdb\u884c\u63a8\u7406\uff0c\u4ece\u800c\u5f97\u5230\u63a8\u7406\u7ed3\u679c\u3002<\/p>\n<pre class=\"post-pre\"><code>        \/\/ \u4eca\u56de\u306fKey\u3092\u4f7f\u7528\u305b\u305a\u3001Value\u306e\u307f\u6271\u3046\u306e\u3067 mapValues \u30e1\u30bd\u30c3\u30c9\u3092\u5229\u7528\u3057\u3001\r\n        \/\/ \u30e1\u30c3\u30bb\u30fc\u30b8\u3054\u3068\u306e\u51e6\u7406\u3092\u5b9a\u7fa9\r\n        KStream&lt;String, String&gt; result = source.mapValues(value -&gt; {\r\n\r\n                \/\/ \u6587\u5b57\u5217\u3092\u5909\u63db\u3057\u3001\u30e2\u30c7\u30eb\u304c\u671f\u5f85\u3059\u308b\u5f62\u5f0f\u3067\u3042\u308b2\u6b21\u5143\u914d\u5217\u3092\u751f\u6210\r\n                \/\/ \u305f\u3060\u3057\u3001\u3053\u306e\u4f8b\u3067\u306f1\u30e1\u30c3\u30bb\u30fc\u30b8\u305a\u3064\u51e6\u7406\u3059\u308b\u306e\u3067\u3001\u5b9f\u969b\u306e\u3068\u3053\u308d\u542b\u307e\u308c\u308b\u914d\u5217\u306f\u3072\u3068\u3064\r\n                String[] strArray = value.split(\",\");\r\n                double[] doubleArray = Arrays.stream(strArray)\r\n                                        .mapToDouble(Double::parseDouble)\r\n                                        .toArray();\r\n                double[][] inputArray = {doubleArray};\r\n\r\n                \/\/ Deeplearning4j\u3067\u53d6\u308a\u6271\u3046\u30c7\u30fc\u30bf\u5f62\u5f0f\u306b\u5909\u63db\r\n                INDArray inputNDA = Nd4j.create(inputArray);\r\n\r\n                \/\/ \u30e2\u30c7\u30eb\u306b\u30c7\u30fc\u30bf\u3092\u5165\u529b\u3057\u3001\u63a8\u8ad6\u7d50\u679c\u3092\u5f97\u308b\r\n                INDArray outputNDA = model.output(inputNDA);\r\n\r\n                \/\/ \u4eca\u56de\u306f\u51fa\u529b\u306f\u6587\u5b57\u5217\u3068\u3059\u308b\r\n                return outputNDA.toString();\r\n\r\n        });\r\n<\/code><\/pre>\n<p>\u5c31\u50cf\u4e0a\u8ff0\u7684\u90a3\u6837\uff0c\u4f7f\u7528Kafka Streams\u8fdb\u884c\u6d41\u6570\u636e\u5904\u7406\u7684\u5e94\u7528\u7a0b\u5e8f\u662f\u4e00\u79cd\u7b80\u5355\u7684Java\u5e94\u7528\u7a0b\u5e8f\uff0c\u56e0\u6b64\u53ea\u9700\u5728\u6d88\u606f\u5904\u7406\u4e2d\u76f4\u63a5\u4f7f\u7528\u52a0\u8f7d\u7684\u6a21\u578b\u5373\u53ef\uff0c\u975e\u5e38\u5bb9\u6613\u7406\u89e3\u3002<\/p>\n<p>\u6700\u540e\uff0c\u5c06\u5f97\u5230\u7684\u7ed3\u679c\u8f93\u51fa\u5230\u6587\u6863\u7684\u4e3b\u9898\u4e2d\u3002<\/p>\n<pre class=\"post-pre\"><code>        result.to(\"output\");\r\n<\/code><\/pre>\n<p>\u4ece\u90a3\u4ee5\u540e\uff0c\u6309\u7167\u6a21\u677f\u8fdb\u884c\u3002<br \/>\n\u4e5f\u5c31\u662f\u8bf4\uff0c\u5efa\u7acb\u62d3\u6251\u56fe\uff0c\u5e76\u5f00\u59cb\u4f7f\u7528Kafka Streams\u8fdb\u884c\u6d41\u6570\u636e\u5904\u7406\u3002<\/p>\n<h2>\u6267\u884c\u5e94\u7528\u7a0b\u5e8f\u5e76\u8fdb\u884c\u64cd\u4f5c\u786e\u8ba4<\/h2>\n<p>\u63a5\u4e0b\u6765\uff0c\u8ba9\u6211\u4eec\u8fd0\u884c\u5e94\u7528\u7a0b\u5e8f\u3002<br \/>\n\u7f16\u8bd1\u5e76\u6309\u7167\u4ee5\u4e0b\u65b9\u5f0f\u6267\u884c\u3002<\/p>\n<pre class=\"post-pre\"><code>$ mvn clean package\r\n$ mvn exec:java -Dexec.mainClass=streamml.Pipe\r\n<\/code><\/pre>\n<p>\u5f53\u5e94\u7528\u7a0b\u5e8f\u542f\u52a8\u540e\uff0c\u8f93\u5165\u793a\u4f8b\u6570\u636e\u5e76\u786e\u8ba4\u8f93\u51fa\u3002<br \/>\n\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u5c06\u4f7f\u7528\u4e0eKafka\u9644\u5e26\u7684\u63a7\u5236\u53f0\u5de5\u5177\u901a\u8fc7\u8f93\u5165\u8f93\u51fa\u6570\u636e\u6765\u8fdb\u884c\u64cd\u4f5c\u786e\u8ba4\uff0c\u5c31\u50cf\u4e0a\u9762\u7684\u56fe\u793a\u4e00\u6837\u3002<\/p>\n<p>\u5728\u542f\u52a8\u5148\u524d\u7684\u5e94\u7528\u7a0b\u5e8f\u7ec8\u7aef\u4e4b\u5916\uff0c\u540c\u65f6\u6253\u5f00\u53e6\u4e00\u4e2a\u7ec8\u7aef\uff0c\u5e76\u9996\u5148\u542f\u52a8\u8f93\u51fa\u5de5\u5177\u3002<\/p>\n<pre class=\"post-pre\"><code>$ .\/bin\/kafka-console-consumer.sh --bootstrap-server localhost:9092 --topic output --from-beginning\r\n<\/code><\/pre>\n<p>\u63a5\u7740\uff0c\u518d\u5f00\u542f\u4e00\u4e2a\u7ec8\u7aef\u5e76\u542f\u52a8\u8f93\u5165\u5de5\u5177\uff0c\u5c1d\u8bd5\u8f93\u5165\u793a\u4f8b\u6570\u636e\u3002<\/p>\n<p>Input example:<\/p>\n<pre class=\"post-pre\"><code>$ .\/bin\/kafka-console-producer.sh --broker-list localhost:9092 --topic input\r\n&gt; 5.4,3.9,1.7,0.4\r\n&gt; 5.7,2.5,5.0,2.0\r\n&gt; 5.0,3.0,1.6,0.2\r\n&gt;\r\n<\/code><\/pre>\n<p>\u73b0\u5728\uff0c\u60a8\u5728\u5148\u524d\u542f\u52a8\u7684\u8f93\u51fa\u5de5\u5177\u7684\u7ec8\u7aef\u4e0a\u662f\u5426\u663e\u793a\u4e86\u5224\u65ad\u7ed3\u679c\uff1f\u5982\u679c\u6bcf\u4e2a\u8bb0\u5f55\u7684\u4e09\u79cd\u7c7b\u522b\u7684\u6982\u7387\u90fd\u88ab\u663e\u793a\u51fa\u6765\uff0c\u90a3\u4e48\u5c31\u6210\u529f\u4e86\u3002<\/p>\n<p>The given output example is:<\/p>\n<pre class=\"post-pre\"><code>[[    0.0067,    0.9882,    0.0051]]\r\n[[    0.0001,    0.0057,    0.9941]]\r\n[[    0.0066,    0.9906,    0.0028]]\r\n<\/code><\/pre>\n<h1>\u603b\u7ed3<\/h1>\n<p>\u5728\u672c\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u4ecb\u7ecd\u4e86\u5728\u6570\u636e\u5229\u7528\u57fa\u7840\u8bbe\u65bd\u4e2d\u5d4c\u5165\u673a\u5668\u5b66\u4e60\u63a8\u7406\u5904\u7406\u7684\u601d\u8003\u65b9\u5f0f\u548c\u7b80\u5355\u4f8b\u5b50\u3002<br \/>\n\u5b9e\u9645\u7cfb\u7edf\u66f4\u52a0\u590d\u6742\uff0c\u4f46\u5f53\u6211\u4eec\u5206\u89e3\u6bcf\u4e2a\u8981\u7d20\u65f6\uff0c\u6211\u4eec\u8ba4\u4e3a\u91cd\u70b9\u662f\u89c2\u5bdf\u6d41\u7a0b\u548c\u6a21\u5f0f\uff0c\u8fd9\u662f\u7b80\u5316\u7684\u7b2c\u4e00\u6b65\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u63d0\u8981 \u672c\u6587\u5c06\u7b80\u8981\u4ecb\u7ecd\u4ee5\u4e0b\u5185\u5bb9\u7ed9\u60a8\u3002 \u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u306e\u30c7\u30fc\u30bf\u6d3b\u7528\u57fa\u76e4\u306e\u4e2d\u3067\u6a5f\u68b0\u5b66\u7fd2\u3082\u542b\u3081\u3066\u30b7\u30b9\u30c6\u30e0\u4f5c\u308a\u3057\u3066\u3044\u304f [&hellip;]<\/p>\n","protected":false},"author":9,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-46781","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- 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