{"id":2170,"date":"2022-03-25T17:11:03","date_gmt":"2022-03-25T09:11:03","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=2170"},"modified":"2022-03-25T17:11:03","modified_gmt":"2022-03-25T09:11:03","slug":"%e4%b8%80%e6%96%87%e8%af%bb%e6%87%82%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%e4%b8%8eopentelemetry","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2022\/03\/25\/2170\/","title":{"rendered":"\u4e00\u6587\u8bfb\u61c2\u53ef\u89c2\u6d4b\u6027\u4e0eOpentelemetry"},"content":{"rendered":"<section><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-2171\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2022\/03\/4ffce04d92a4d6cb21c1494cdfcd6dc1-58.png\" width=\"1080\" height=\"791\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2022\/03\/4ffce04d92a4d6cb21c1494cdfcd6dc1-58.png 1080w, 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<strong>\u6bd4\u5bf9\u3001\u731c\u60f3\u3001\u9a8c\u8bc1<\/strong>\uff0c\u540c\u65f6\u8fd8\u8981\u5728\u5404\u79cd\u5de5\u5177\u4e2d\u5207\u6362\uff0c\u4e0d\u53ef\u5426\u8ba4\u5f88\u5145\u5b9e\u3002<\/p>\n<section><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-2174\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2022\/03\/4ffce04d92a4d6cb21c1494cdfcd6dc1-59.jpg\" width=\"696\" height=\"554\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2022\/03\/4ffce04d92a4d6cb21c1494cdfcd6dc1-59.jpg 696w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2022\/03\/4ffce04d92a4d6cb21c1494cdfcd6dc1-59-300x239.jpg 300w\" sizes=\"auto, (max-width: 696px) 100vw, 696px\" \/>\u56fe\u91ca\uff1a\u7cfb\u7edf\u89c4\u6a21\u5e9e\u5927\u7684\u65f6\u5019\uff0c\u4eba\u5df2\u7ecf\u65e0\u6cd5\u53bb\u5b9a\u4f4d\u95ee\u9898\u4e86\u3002<\/p>\n<\/section>\n<p>\u4f20\u7edf\u7684\u7cfb\u7edf\u76f8\u5bf9\u7b80\u5355\uff0c\u4e0a\u8ff0\u65b9\u5f0f\u884c\u4e4b\u6709\u6548\u3002\u73b0\u4ee3 IT \u7cfb\u7edf\u7684\u5173\u952e\u8bcd\u662f\u5206\u5e03\u5f0f\u3001\u6c60\u5316\u3001\u5927\u6570\u636e\u3001\u96f6\u4fe1\u4efb\u3001\u5f39\u6027\u3001\u5bb9\u9519\u3001\u4e91\u539f\u751f\u7b49\uff0c\u8d8a\u6765\u8d8a\u5e9e\u5927\uff0c\u8d8a\u6765\u8d8a\u7cbe\u7ec6\uff0c\u8d8a\u6765\u8d8a\u52a8\u6001\uff0c\u540c\u65f6\u4e5f\u8d8a\u6765\u8d8a\u590d\u6742\u3002\u901a\u8fc7\u4eba\u53bb\u5bfb\u627e\u5404\u79cd\u4fe1\u606f\u7684\u5173\u8054\u6027\uff0c\u518d\u6839\u636e\u7ecf\u9a8c\u5224\u65ad\u548c\u4f18\u5316\uff0c\u663e\u7136\u662f\u4e0d\u53ef\u884c\u7684\uff0c\u8017\u65f6\u8017\u529b\u8fd8\u65e0\u6cd5\u627e\u5230\u95ee\u9898\u6839\u56e0\u3002<\/p>\n<p>\u4f20\u7edf\u7684\u5de5\u5177\u662f\u5782\u76f4\u5411\u7684\uff0c\u5f15\u5165\u4e00\u4e2a\u65b0\u7684\u7ec4\u4ef6\u7684\u540c\u65f6\u4e5f\u4f1a\u5f15\u5165\u4e00\u4e2a\u4e0e\u4e4b\u5bf9\u5e94\u7684\u89c2\u6d4b\u5de5\u5177\uff0c\u8fd9\u6837\u662f\u4fdd\u8bc1\u4e86\u6570\u636e\u7684\u5168\u9762\u6027\uff0c\u4f46\u4e22\u5931\u4e86\u6570\u636e\u7684\u5173\u8054\u6027\u548c\u5206\u6790\u6392\u67e5\u7684\u8fde\u8d2f\u6027\uff08\u6362\u53e5\u8bdd\u8bf4\uff0c\u6211\u4eec\u65b9\u65b9\u9762\u9762\u90fd\u76d1\u63a7\u5230\u4e86\uff0c\u4f46\u9047\u5230\u95ee\u9898\uff0c\u8fd8\u662f\u4e0d\u80fd\u5f88\u597d\u5730\u53d1\u73b0\u548c\u5b9a\u4f4d\uff09\u3002\u6b64\u65f6\u6211\u4eec\u5f88\u81ea\u7136\u7684\u60f3\u5230\u505a\u4e00\u4e2a\u7edf\u4e00\u7684\u6570\u636e\u5e73\u53f0\uff0c\u60f3\u8c61\u4e2d\u628a\u6240\u6709\u6570\u636e\u653e\u5728\u4e00\u4e2a\u5e73\u53f0\u5c31\u80fd\u89e3\u51b3\u5173\u8054\u6027\u7684\u95ee\u9898\uff0c\u4f46\u5f80\u5f80\u5b9e\u9645\u60c5\u51b5\u662f\u6211\u4eec\u53ea\u662f\u628a\u6570\u636e\u5806\u5728\u4e00\u4e2a\u5730\u65b9\uff0c\u7528\u7684\u65f6\u5019\u8fd8\u662f\u6309\u4f20\u7edf\u7684\u65b9\u5f0f\u5404\u770b\u5404\u7684\u3002\u6211\u4eec\u53ea\u662f\u628a\u65e0\u6570\u6839\u67f1\u5b50\uff08\u5de5\u5177\uff09\uff0c\u878d\u5408\u6210\u4e86\u4e09\u6839\u67f1\u5b50\uff1a\u4e00\u4e2a\u89c2\u6d4b\u6307\u6807\u3001\u65e5\u5fd7\u3001\u94fe\u8def\u7684\u7edf\u4e00\u5e73\u53f0\uff0c\u6570\u636e\u7edf\u4e00\u4e86\uff0c\u4f46\u5173\u8054\u6027\u8fd8\u5f97\u9760\u4eba\u7684\u77e5\u8bc6\u548c\u7ecf\u9a8c\u3002<\/p>\n<p>\u8fd9\u91cc\u8fb9\u6700\u5173\u952e\u7684\u5176\u5b9e\u662f\u89e3\u51b3\u6570\u636e\u5173\u8054\u7684\u95ee\u9898\uff0c\u628a\u4e4b\u524d\u9700\u8981\u4eba\u53bb\u6bd4\u5bf9\u3001\u8fc7\u6ee4\u7684\u4e8b\u4ea4\u7ed9\u7a0b\u5e8f\u53bb\u5904\u7406\uff0c\u7a0b\u5e8f\u6700\u64c5\u957f\u6b64\u7c7b\u4e8b\u540c\u65f6\u4e5f\u6700\u53ef\u9760\uff0c\u4eba\u7684\u65f6\u95f4\u66f4\u591a\u7684\u7528\u5728\u5224\u65ad\u548c\u51b3\u7b56\u4e0a\u3002\u8fd9\u5728\u590d\u6742\u7cfb\u7edf\u4e2d\uff0c\u8282\u7701\u7684\u65f6\u95f4\u4f1a\u88ab\u653e\u5927\u5f88\u591a\u500d\uff0c\u5c31 <strong>\u8fd9\u70b9\u5c0f\u4e8b\u5c31\u662f\u53ef\u89c2\u6d4b\u6027\u770b\u5f97\u89c1\u7684\u672a\u6765\u3002<\/strong><\/p>\n<section><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-2175\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2022\/03\/4ffce04d92a4d6cb21c1494cdfcd6dc1-59.png\" width=\"1080\" height=\"809\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2022\/03\/4ffce04d92a4d6cb21c1494cdfcd6dc1-59.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2022\/03\/4ffce04d92a4d6cb21c1494cdfcd6dc1-59-300x225.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2022\/03\/4ffce04d92a4d6cb21c1494cdfcd6dc1-59-1024x767.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2022\/03\/4ffce04d92a4d6cb21c1494cdfcd6dc1-59-768x575.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/>\u56fe\u91ca\uff1a\u672a\u6765\u89c2\u6d4b\u5de5\u5177\u9700\u8981\u901a\u8fc7\u65f6\u95f4\u548c\u4e0a\u4e0b\u6587\u6765\u5173\u8054\u6570\u636e<\/p>\n<\/section>\n<p>\u90a3\u4e48\uff0c\u5982\u4f55\u505a\u6570\u636e\u5173\u8054\u5462\uff1f\u8bf4\u8d77\u6765\u5f88\u5bb9\u6613\uff0c\u90a3\u5c31\u662f\u505a\u65f6\u95f4 + \u7a7a\u95f4\u7684\u5173\u8054\u3002\u5728\u6211\u4eec\u7684\u7edf\u4e00\u6570\u636e\u5e73\u53f0\u4e0a\uff0c\u7531\u4e8e\u6570\u636e\u662f\u6765\u81ea\u4e8e\u5404\u79cd\u89c2\u6d4b\u5de5\u5177\u7684\uff0c\u867d\u7136\u6211\u4eec\u5728\u6570\u636e\u683c\u5f0f\u4e0a\u7edf\u4e00\u6210\u4e86 metric\u3001log\u3001trace\uff0c\u4f46\u4e0d\u540c\u5de5\u5177\u7684 metric\u3001log\u3001trace \u7684\u5143\u6570\u636e\u622a\u7136\u4e0d\u540c\uff0c\u800c\u5982\u679c\u6211\u4eec\u5728\u8fd9\u4e2a\u7edf\u4e00\u6570\u636e\u5e73\u53f0\u4e0a\u53bb\u68b3\u7406\u548c\u6620\u5c04\u8fd9\u4e9b\u5143\u6570\u636e\u7684\u8bdd\uff0c\u8fd9\u5c06\u662f\u5e9e\u6742\u3001\u96be\u7ef4\u62a4\u3001\u4e0d\u53ef\u6301\u7eed\u7684\u3002\u90a3\u8be5\u5982\u4f55\u505a\u5462\uff1f\u7b54\u6848\u5c31\u662f\u6807\u51c6\u5316\u3002<strong>\u53ea\u6709\u5c06\u6807\u51c6\u5316\u3001\u7ed3\u6784\u5316\u7684\u6570\u636e\u5582\u7ed9\u89c2\u6d4b\u5e73\u53f0\uff0c\u89c2\u6d4b\u5e73\u53f0\u624d\u80fd\u4ece\u4e2d\u53d1\u73b0\u5de8\u5927\u4ef7\u503c\u3002<\/strong> \u7edf\u4e00\u6570\u636e\u5e73\u53f0\u53ea\u662f\u5728\u6570\u636e\u683c\u5f0f\u4e0a\u8fdb\u884c\u4e86\u6807\u51c6\u5316\uff0c\u800c\u8981\u60f3\u5c06 trace\u3001metric\u3001log \u5173\u8054\u8fd8\u5fc5\u987b\u5efa\u7acb context \u7684\u6807\u51c6\u5316\uff0ccontext \u5c31\u662f\u6570\u636e\u7684\u7a7a\u95f4\u4fe1\u606f\uff0c\u518d\u53e0\u52a0\u4e0a\u65f6\u95f4\u4fe1\u606f\u7684\u5173\u8054\u5c31\u53ef\u4ee5\u53d1\u6325\u771f\u6b63\u7684\u89c2\u6d4b\u4ef7\u503c\u3002<\/p>\n<section>Opentelemetry \u505a\u4e86\u4ec0\u4e48\uff1f<\/section>\n<p>Opentelemetry\uff08\u4ee5\u4e0b\u7b80\u79f0\uff1aOTel\uff09\u5c31\u662f\u89e3\u51b3\u6570\u636e\u6807\u51c6\u5316\u95ee\u9898\u7684\u4e00\u4e2a\u9879\u76ee\uff0cOTel \u7531\u4ee5\u4e0b\u51e0\u90e8\u5206\u7ec4\u6210\uff1a<\/p>\n<ul class=\"list-paddingleft-1\">\n<li><strong>\u8de8\u8bed\u8a00\u7684\u6807\u51c6\u89c4\u8303\uff08Specification\uff09\uff1a<\/strong>\u00a0\u5b9a\u4e49\u4e86\u6570\u636e\u3001\u4e0a\u4e0b\u6587\u3001API\u3001\u6982\u5ff5\u672f\u8bed\u7b49\u7684\u89c4\u8303\u3002<strong>\u8fd9\u662f OTel \u7684\u6838\u5fc3\uff0c\u5b83\u4f7f\u5f97\u6240\u6709\u89c2\u6d4b\u6570\u636e\u6709\u673a\u5730\u7edf\u4e00\u8d77\u6765\uff0c\u8fd9\u6837\u89c2\u6d4b\u5e73\u53f0\u624d\u80fd\u81ea\u52a8\u6bd4\u5bf9\u3001\u81ea\u52a8\u8fc7\u6ee4\uff0c\u540c\u65f6\u4e5f\u4e3a AI \u63d0\u4f9b\u4e86\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u3002<\/strong><\/li>\n<li><strong>\u63a5\u6536\u3001\u5904\u7406\u3001\u8f93\u51fa\u89c2\u6d4b\u6570\u636e\u7684\u5de5\u5177\uff08Collector\uff09\uff1a<\/strong>\u00a0\u4e00\u4e2a\u7528\u4e8e\u63a5\u6536 OTel \u89c2\u6d4b\u6570\u636e\u7684\u5de5\u5177\uff0c\u5e76\u652f\u6301\u901a\u8fc7\u914d\u7f6e pipeline \u5bf9\u89c2\u6d4b\u6570\u636e\u8fdb\u884c\u5904\u7406\uff0c\u8f93\u51fa\u7ed9\u6307\u5b9a\u7684\u540e\u7aef\u3002<\/li>\n<li><strong>\u5404\u79cd\u8bed\u8a00\u7684 SDK\uff08SDK\uff09\uff1a<\/strong>\u00a0\u57fa\u4e8e OTel \u6807\u51c6\u7684 API \u5b9e\u73b0\u7684\u5404\u79cd\u8bed\u8a00\u7684 SDK\uff0c\u7528\u6765\u652f\u6301\u81ea\u5b9a\u4e49\u5f00\u53d1\u89c2\u6d4b\u6570\u636e\u91c7\u96c6\u5668\u3002<\/li>\n<li><strong>\u91c7\u96c6\u5668\uff08Instrumentation\uff09\uff1a<\/strong>\u00a0\u5f00\u7bb1\u5373\u7528\u7684\u89c2\u6d4b\u6570\u636e\u91c7\u96c6\u5668\u3002<\/li>\n<\/ul>\n<p>OTel \u662f\u5f00\u6e90\u9879\u76ee\uff0c\u6240\u6709\u5185\u5bb9\u90fd\u53ef\u4ee5\u5728 Github \u627e\u5230\uff0c\u4e0b\u9762\u6211\u4ecb\u7ecd\u51e0\u4e2a\u5173\u952e\u7684\u6982\u5ff5\uff1a<\/p>\n<section>\u00a0\u5c5e\u6027<\/section>\n<p>\u4ece\u6570\u636e\u7684\u89d2\u5ea6\u770b\u5c5e\u6027\u662f\u4e00\u4e2a\u952e\u503c\u5bf9\uff0c\u672c\u8d28\u4e0a\u5c5e\u6027\u63cf\u8ff0\u4e86\u7a7a\u95f4\u4fe1\u606f\uff0c\u65b9\u4fbf\u4ece\u7a7a\u95f4\u4e0a\u505a\u6570\u636e\u5173\u8054\u3002OTel \u5b9a\u4e49\u4e86\u5f88\u591a\u901a\u7528\u7684\u5c5e\u6027\uff0c\u5982\u679c\u5b9a\u4e49\u4e0d\u660e\u786e\u6216\u6570\u636e\u4e0d\u4e00\u81f4\u65f6\uff0c\u662f\u6ca1\u6cd5\u81ea\u52a8\u5173\u8054\u5206\u6790\u7684\u3002\u4e0b\u9762\u662f Otel \u5b9a\u4e49\u7684 K8S \u7684 Pod \u5c5e\u6027\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-2176\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2022\/03\/4ffce04d92a4d6cb21c1494cdfcd6dc1-60.png\" width=\"1080\" height=\"462\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2022\/03\/4ffce04d92a4d6cb21c1494cdfcd6dc1-60.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2022\/03\/4ffce04d92a4d6cb21c1494cdfcd6dc1-60-300x128.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2022\/03\/4ffce04d92a4d6cb21c1494cdfcd6dc1-60-1024x438.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2022\/03\/4ffce04d92a4d6cb21c1494cdfcd6dc1-60-768x329.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<section>\u00a0\u8d44\u6e90<\/section>\n<p>\u4ece\u6570\u636e\u7684\u89d2\u5ea6\u770b\u8d44\u6e90\u662f\u4e00\u4e2a\u952e\u503c\u5bf9\u96c6\u5408\uff0c\u672c\u8d28\u4e0a\u8d44\u6e90\u63cf\u8ff0\u7684\u662f\u89c2\u6d4b\u5bf9\u8c61\u3002\u76f8\u540c\u89c2\u6d4b\u5bf9\u8c61\u7684 Metric\u3001log\u3001trace \u90fd\u6709\u76f8\u540c\u7684\u8d44\u6e90\u6570\u636e\uff08\u6216\u79f0\uff1a\u76f8\u540c\u4e0a\u4e0b\u6587\uff09\uff0c\u8fd9\u6837\u5c31\u53ef\u4ee5\u81ea\u52a8\u53d1\u73b0\u76f8\u5173\u6027\u3002<\/p>\n<section>\u00a0\u4e8b\u4ef6<\/section>\n<p>\u4ece\u6570\u636e\u7684\u89d2\u5ea6\u770b\u4e8b\u4ef6\u662f\u4e00\u4e2a\u65f6\u95f4\u6233\u548c\u4e00\u7ec4\u5c5e\u6027\u7ec4\u6210\u7684\uff0c\u7528\u6765\u63cf\u8ff0\u67d0\u4e2a\u65f6\u95f4\u53d1\u751f\u4e86\u67d0\u4ef6\u4e8b\u3002\u672c\u8d28\u4e0a\u4e8b\u4ef6\u662f\u4e00\u4e2a\u65f6\u95f4 + \u7a7a\u95f4\u7684\u7ec4\u5408\u3002<\/p>\n<section>\u00a0\u6307\u6807<\/section>\n<p>\u4ece\u6570\u636e\u7684\u89d2\u5ea6\u770b\u6307\u6807\u662f\u4e8b\u4ef6\u7684\u805a\u5408\uff0c\u5728\u4e00\u4e2a\u6d3b\u8dc3\u7684\u7cfb\u7edf\u4e2d\uff0c\u76f8\u540c\u7684\u4e8b\u4ef6\u4f1a\u4e0d\u65ad\u53d1\u751f\uff0c\u6307\u6807\u63d0\u4f9b\u4e86\u4e00\u4e2a\u8de8\u65f6\u95f4\u548c\u7a7a\u95f4\u7684\u603b\u89c8\u3002\u6c89\u6d78\u5728\u7ec6\u8282\u4e0d\u4e00\u5b9a\u6709\u89c1\u89e3\uff0c\u8df3\u51fa\u6765\uff0c\u4ece\u66f4\u9ad8\u7684\u7ef4\u5ea6\u9e1f\u77b0\u53ef\u80fd\u5bfb\u627e\u5230\u7075\u611f\u3002<\/p>\n<section>\u00a0\u8de8\u5ea6<\/section>\n<p>\u4ece\u6570\u636e\u7684\u89d2\u5ea6\u770b\u8de8\u5ea6\u7531\uff1a\u64cd\u4f5c\u540d\u79f0\u3001\u5f00\u59cb\u65f6\u95f4\u3001\u6301\u7eed\u65f6\u95f4\u3001\u4e00\u7ec4\u5c5e\u6027\u7ec4\u6210\u3002\u8de8\u5ea6\uff08\u53c8\u79f0\uff1aspan\uff09\u63cf\u8ff0\u7684\u662f\u4e00\u4e2a\u8fc7\u7a0b\uff0c\u5982\u679c\u8bf4\u4e8b\u4ef6\u662f\u5728\u4e00\u4e2a\u65f6\u95f4\u70b9\u6784\u5efa\u4e86\u65f6\u95f4\u548c\u7a7a\u95f4\u7684\u76f8\u5173\u6027\uff0c\u90a3\u4e48\u8de8\u5ea6\u5c31\u662f\u5728\u4e00\u4e2a\u65f6\u95f4\u6bb5\u4e0a\u6784\u5efa\u4e86\u65f6\u95f4\u548c\u7a7a\u95f4\u7684\u76f8\u5173\u6027\u3002<\/p>\n<section>\u00a0\u4fe1\u53f7<\/section>\n<p>\u4fe1\u53f7\u662f\u5bf9\u6807\u51c6\u9065\u6d4b\u6570\u636e\u7684\u62bd\u8c61\uff0c\u76f8\u540c\u6570\u636e\u6a21\u578b\u7684\u6570\u636e\u88ab\u5f52\u4e3a\u4e00\u4e2a\u4fe1\u53f7\u3002\u5982\uff1a\u4e00\u4e2a Metric \u662f\u4e00\u4e2a\u4fe1\u53f7\uff0c\u6240\u6709 Metric \u90fd\u5177\u6709\u7edf\u4e00\u6807\u51c6\u7684\u6570\u636e\u6a21\u578b\u3002\u4e00\u4e2a Trace \u662f\u4e00\u4e2a\u4fe1\u53f7\uff0c\u6240\u6709 Trace \u90fd\u5177\u6709\u7edf\u4e00\u6807\u51c6\u7684\u6570\u636e\u6a21\u578b\u3002\u4fe1\u53f7\u6709\u4e00\u4e2a\u91cd\u8981\u7684\u7279\u6027\u5c31\u662f\u4f9b\u5e94\u5546\u65e0\u5173\uff0c\u4efb\u4f55\u53ef\u89c2\u6d4b\u7cfb\u7edf\u4f9b\u5e94\u5546\u8981\u652f\u6301 OTel\uff0c\u90fd\u5fc5\u987b\u8981\u6309 OTel \u7684\u4fe1\u53f7\u6a21\u578b\u6536\u96c6\u3001\u4e0a\u62a5\u3001\u5904\u7406\u6570\u636e\uff0c\u8fd9\u662f\u4fdd\u969c\u9ad8\u6548\u6570\u636e\u5173\u8054\u7684\u5173\u952e\u3002<\/p>\n<section>\u00a0\u4e0a\u4e0b\u6587<\/section>\n<p>\u6240\u6709\u4fe1\u53f7\u90fd\u57fa\u4e8e\u76f8\u540c\u7684\u4e0a\u4e0b\u6587\uff0c\u5982\uff1a\u5728\u540c\u4e00\u4e2a\u670d\u52a1\u4e2d\u91c7\u96c6\u7684 Metric\u3001log\u3001trace \u5177\u6709\u76f8\u540c\u7684\u4e0a\u4e0b\u6587\uff08\u5982\uff1aservice.id \u548c service.name\uff09\u3002\u8fd9\u5176\u5b9e\u5c31\u662f\u5728\u7a7a\u95f4\u4e0a\u5efa\u7acb\u7684\u6570\u636e\u7684\u5173\u8054\u3002<\/p>\n<section>\u656c\u754f\u5de5\u7a0b<\/section>\n<p>OTel \u5728\u6570\u636e\u5c42\u9762\u63d0\u4f9b\u4e86\u6807\u51c6\u89c4\u8303\u548c\u8bb8\u591a\u62ff\u6765\u5373\u7528\u7684\u5de5\u5177\uff0c\u5927\u5927\u65b9\u4fbf\u4e86\u6784\u5efa\u53ef\u89c2\u6d4b\u5e73\u53f0\uff0c\u4f46\u662f\u771f\u6b63\u843d\u5730\u53bb\u6784\u5efa\u9002\u5408\u81ea\u5df1\u7684\u3001\u5168\u9762\u53ef\u6269\u5c55\u7684\u3001\u7a33\u5b9a\u53ef\u9760\u7684\u3001\u4f4e\u6210\u672c\u9ad8\u6548\u76ca\u7684\u53ef\u89c2\u6d4b\u5e73\u53f0\u662f\u4e00\u4e2a\u5927\u5de5\u7a0b\uff0c\u4e0d\u662f\u7b80\u5355\u5f15\u5165\u5c31\u53ef\u4ee5\u7684\u3002\u8fd9\u5176\u4e2d\u6d89\u53ca\u5230\u5927\u6570\u636e\u5f15\u64ce\u3001\u9ad8\u57fa\u6570\u5206\u6790\u5f15\u64ce\u3001\u5173\u7cfb\u5f15\u64ce\u3001AI \u5f15\u64ce\u7b49\u7cfb\u7edf\u96be\u9898\u3002\u6b64\u5916\uff0c\u5982\u4f55\u8bbe\u8ba1\u4e00\u4e2a\u7b80\u5355\u3001\u9ad8\u6548\u3001\u51c6\u786e\u3001\u534f\u540c\u3001\u4e13\u4e1a\u7684\u5e73\u53f0\u4e5f\u4e0d\u662f\u4e00\u8e74\u800c\u5c31\u7684\uff0c\u9700\u8981\u61c2\u6570\u636e\u4e5f\u8981\u61c2\u6280\u672f\u8fd8\u8981\u61c2\u8bbe\u8ba1\u3002<\/p>\n<p>\u6211\u628a\u53ef\u89c2\u6d4b\u5e73\u53f0\u5206\u4ee5\u4e0b\u5c42\u6b21\uff1a<\/p>\n<ol class=\"list-paddingleft-1\">\n<li><strong>\u6570\u636e\u5c55\u793a + \u4eba\u5de5\u5173\u8054\u6bd4\u5bf9 + \u4eba\u5de5\u5224\u65ad\uff1a<\/strong>\u00a0\u5927\u591a\u6570\u4f20\u7edf\u89c2\u6d4b\u5e73\u53f0\u5728\u8fd9\u4e00\u5c42\u3002<\/li>\n<li><strong>\u4fe1\u606f\u5173\u8054\u5c55\u793a + \u4eba\u5de5\u5224\u65ad\uff1a<\/strong>\u00a0\u90e8\u5206\u89c2\u6d4b\u5e73\u53f0\u901a\u8fc7\u68b3\u7406\u6620\u5c04\u53ef\u4ee5\u505a\u4e00\u4e9b\u76f8\u5173\u6027\u5c55\u793a\uff0c\u51cf\u5c11\u4eba\u5de5\u53d1\u73b0\u7684\u65f6\u95f4\u6210\u672c\u3002<\/li>\n<li><strong>\u4fe1\u606f\u5224\u65ad x \u4eba\u5de5\u5224\u65ad\uff1a<\/strong>\u00a0\u6781\u5c11\u90e8\u5206\u89c2\u6d4b\u5e73\u53f0\u505a\u4e86\u6570\u636e\u7684\u9ad8\u5ea6\u6807\u51c6\u5316\uff0c\u53ef\u4ee5\u6839\u636e\u76f8\u5173\u6027\u7ed9\u51fa\u89c1\u89e3\u548c\u5efa\u8bae\u3002<\/li>\n<li><strong>\u4fe1\u606f\u5224\u65ad + \u884c\u52a8\uff1a<\/strong>\u00a0\u6ca1\u6709\u89c2\u6d4b\u5de5\u5177\u80fd\u53ea\u4f9d\u9760\u5de5\u5177\u505a\u5224\u65ad\u3002<\/li>\n<\/ol>\n<p>\u535a\u777f\u6570\u636e\u5728\u6570\u636e\u91c7\u96c6\u5c42\u6709\u5341\u591a\u5e74\u7684\u6280\u672f\u79ef\u7d2f\uff0c\u63a2\u9488\u7a33\u5b9a\u53ef\u9760\uff0c\u90e8\u7f72\u7b80\u5355\u3002\u5728\u6570\u636e\u5904\u7406\u65b9\u9762\u4e5f\u7ecf\u53d7\u4f4f\u4e86\u5927\u4e1a\u52a1\u91cf\u7684\u5ba2\u6237\u8003\u9a8c\uff0c\u6280\u672f\u4e0a\u4e0d\u65ad\u521b\u65b0\u5f62\u6210\u4e86\u6781\u5177\u4f18\u52bf\u7684\u67b6\u6784\u3002\u5728\u6570\u636e\u6807\u51c6\u5316\u3001\u7ed3\u6784\u5316\u8bbe\u8ba1\u65b9\u9762\u4e5f\u5f62\u6210\u4e86\u81ea\u5df1\u7684\u4f53\u7cfb\u3002\u53ef\u4ee5\u8bf4\u6211\u4eec\u521a\u8de8\u8d8a\u4e86\u7b2c 2 \u5c42\u6765\u5230\u7b2c 3 \u5c42\uff0c\u6211\u4eec\u5c06\u4ece\u89c2\u6d4b\u5e7f\u5ea6\u548c\u6df1\u5ea6\u4e24\u4e2a\u65b9\u9762\u4e30\u5bcc\u6807\u51c6\u5316\u7684\u6570\u636e\uff0c\u57fa\u4e8e\u6b64\u540c\u65f6\u4e0d\u65ad\u6df1\u5316\u6570\u636e\u76f8\u5173\u6027\uff0c\u52a0\u4e0a\u6211\u4eec\u81ea\u7814\u7684 SwiftAI \u4e2d\u53f0\u8d4b\u80fd\uff0c\u672a\u6765\u5c06\u7ed9\u51fa\u66f4\u591a\u66f4\u7cbe\u51c6\u7684\u4fe1\u606f\u5224\u65ad\uff0c\u5e2e\u52a9\u5ba2\u6237\u5feb\u901f\u843d\u5730\u9ad8\u6548\u53ef\u6301\u7eed\u7684\u89c2\u6d4b &#8212; \u5224\u65ad &#8212; \u4f18\u5316\u95ed\u73af\u3002<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_2170\" class=\"pvc_stats total_only  \" data-element-id=\"2170\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 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19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 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