{"id":19896,"date":"2023-08-17T06:52:20","date_gmt":"2023-08-17T06:52:20","guid":{"rendered":"https:\/\/www.taosdata.com\/?p=19896"},"modified":"2023-12-18T03:38:57","modified_gmt":"2023-12-18T03:38:57","slug":"%e6%94%af%e6%8c%81-ai-%e7%9a%84%e9%ab%98%e7%ba%a7%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90","status":"publish","type":"post","link":"https:\/\/www.taosdata.com\/tdengine\/19896.html","title":{"rendered":"\u652f\u6301 AI \u7684\u9ad8\u7ea7\u6570\u636e\u5206\u6790"},"content":{"rendered":"\n

\u968f\u7740\u4f20\u7edf\u884c\u4e1a\u5411\u5de5\u4e1a 4.0 \u8fc8\u8fdb\uff0c\u4f01\u4e1a\u5bf9\u6570\u636e\u5206\u6790\u7684\u8981\u6c42\u8d8a\u6765\u8d8a\u9ad8\u3002\u73b0\u4ee3\u3001\u5148\u8fdb\u7684\u5206\u6790\u80fd\u529b\uff0c\u80fd\u591f\u57fa\u4e8e\u5927\u6570\u636e\uff0c\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u5f02\u5e38\u76d1\u6d4b\uff0c\u5b9e\u65f6\u62a5\u8b66\uff0c\u5e76\u4e3a\u4ea7\u80fd\u3001\u6210\u672c\u3001\u8bbe\u5907\u7ef4\u62a4\u7b49\u63d0\u4f9b\u66f4\u597d\u7684\u9884\u6d4b\uff0c\u8ba9\u51b3\u7b56\u8005\u6709\u66f4\u597d\u7684\u5b8f\u89c2\u6574\u4f53\u628a\u63a7\u3002\u968f\u7740 AI \u6280\u672f\u7684\u84ec\u52c3\u53d1\u5c55\uff0c\u51b3\u7b56\u8005\u4e5f\u6b63\u5728\u79ef\u6781\u5bfb\u6c42\u964d\u4f4e\u51b3\u7b56\u6210\u672c\u3001\u63d0\u9ad8\u8fd0\u884c\u6548\u7387\u7684\u65b9\u6cd5\u3002<\/p>\n\n\n\n

\u4f20\u7edf\u7684\u6570\u636e\u5206\u6790\u5e73\u53f0\u65e0\u6cd5\u6ee1\u8db3\u73b0\u4ee3\u5206\u6790\u7684\u8981\u6c42\uff0c\u66f4\u4e0d\u7528\u8bf4\u5f15\u5165 AI \u4e86\u3002\u901a\u5e38\uff0c\u5b83\u4eec\u7f3a\u4e4f\u96c6\u4e2d\u591a\u4e2a\u7ad9\u70b9\u6570\u636e\u7684\u80fd\u529b\uff0c\u5bfc\u81f4\u5206\u6790\u5de5\u5177\u65e0\u6cd5\u83b7\u5f97\u516c\u53f8\u8fd0\u8425\u7684\u5168\u5c40\u89c6\u56fe\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5b83\u4eec\u591a\u4e3a\u5c01\u95ed\u7684\u7cfb\u7edf\uff0c\u5f88\u96be\u4e0e\u66f4\u4e3a\u5148\u8fdb\u7684\u7b2c\u4e09\u65b9\u5206\u6790\u5de5\u5177\u96c6\u6210\u3002<\/p>\n\n\n\n

TDengine<\/a> \u4e3a\u5de5\u4e1a\u6570\u636e\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f00\u653e\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4f7f\u7528\u6237\u80fd\u591f\u5229\u7528\u73b0\u4ee3\u7684\u6570\u636e\u5206\u6790\u5de5\u5177\u8fdb\u4e00\u6b65\u6316\u6398\u6570\u636e\u7684\u4ef7\u503c\uff0c\u652f\u6301\u516c\u6709\u4e91\u548c\u79c1\u6709\u5316\u90e8\u7f72\uff0c\u8fdb\u800c\u5b9e\u73b0\u66f4\u4e3a\u5f00\u653e\u3001\u4f4e\u6210\u672c\u3001\u5e76\u5177\u6c34\u5e73\u6269\u5f20\u80fd\u529b\u7684\u5b9e\u65f6\u5206\u6790\u3002\u5e76\u4e14\uff0cTDengine \u662f\u4e00\u4e2a\u5f00\u653e\u7684\u7cfb\u7edf\uff0c\u53ef\u4ee5\u4e0e\u6700\u65b0\u7684 AI \u5206\u6790\u5de5\u5177\u65e0\u7f1d\u96c6\u6210\uff0c\u80fd\u591f\u4f7f AI \u8d4b\u80fd\u4f20\u7edf\u4f01\u4e1a\u3002<\/p>\n\n\n\n

\u540c\u65f6\uff0cTDengine \u652f\u6301 SQL\uff0c\u5bf9\u4e8e\u6570\u636e\u5206\u6790\u5e08\u800c\u8a00\uff0c\u4f7f\u7528 TDengine \u5c31\u50cf\u5728\u4f7f\u7528\u4e00\u4e2a\u5173\u7cfb\u578b\u6570\u636e\u5e93\u3002\u800c\u4e14\u901a\u8fc7\u8d85\u7ea7\u8868\u3001\u5b58\u50a8\u548c\u8ba1\u7b97\u5206\u79bb\u3001\u6570\u636e\u6309\u65f6\u95f4\u5206\u533a\u3001\u9884\u8ba1\u7b97\u7b49\u591a\u79cd\u624b\u6bb5\uff0cTDengine \u63d0\u4f9b\u4e86\u5f3a\u5927\u800c\u53c8\u7b80\u5355\u6613\u7528\u7684\u5206\u6790\u80fd\u529b\u3002\u5177\u4f53\u800c\u8a00\uff0cTDengine \u7684\u5206\u6790\u80fd\u529b\u5177\u6709\u4ee5\u4e0b\u663e\u8457\u7279\u70b9\uff1a<\/p>\n\n\n\n

    \n
  1. \u591a\u4e2a\u6570\u636e\u91c7\u96c6\u70b9\u4e4b\u95f4\u7684\u9ad8\u6548\u805a\u5408<\/strong>\uff1aTDengine \u9488\u5bf9\u65f6\u5e8f\u6570\u636e\u7684\u7279\u70b9\uff0c\u63d0\u51fa\u521b\u65b0\u7684\u8d85\u7ea7\u8868<\/a>\u6982\u5ff5\uff0c\u5c06\u65f6\u5e8f\u6570\u636e\u4e0e\u6807\u7b7e<\/a>\u6570\u636e\u5206\u79bb\u5b58\u50a8\u3002\u65e0\u9700 JOIN\uff0c\u53ea\u9700\u8981\u6307\u5b9a\u8d85\u7ea7\u8868\u7684\u6807\u7b7e\u8fc7\u6ee4\u6761\u4ef6\uff0c\u5c31\u53ef\u5c06\u540c\u7c7b\u578b\u7684\u6570\u636e\u91c7\u96c6\u70b9\u8fdb\u884c\u9ad8\u6548\u7684\u805a\u5408\u64cd\u4f5c\uff0c\u8fd9\u4f7f\u5f97\u7ec4\u7ec7\u548c\u67e5\u627e\u6570\u636e\u66f4\u52a0\u7b80\u5355\u3002\u6b64\u5916\uff0cTDengine \u5141\u8bb8\u5411\u6bcf\u4e2a\u6570\u636e\u91c7\u96c6\u70b9\u6dfb\u52a0\u591a\u8fbe 128 \u4e2a\u6807\u7b7e\uff0c\u4e5f\u652f\u6301\u5728\u4ee5\u540e\u5220\u9664\u548c\u66f4\u65b0\u8fd9\u4e9b\u6807\u7b7e\u3002TDengine \u63d0\u4f9b\u4e86\u4e00\u79cd\u5c06\u6570\u636e\u5207\u5272\u6210\u591a\u7ef4\u7acb\u65b9\u4f53\u4ee5\u8fdb\u884c\u591a\u7ef4\u5206\u6790\u7684\u5f3a\u5927\u65b9\u6cd5\u3002<\/li>\n\n\n\n
  2. \u8ba1\u7b97\u5b58\u50a8\u5206\u79bb<\/strong>\uff1a\u4ece 3.0 \u8d77\uff0cTDengine \u652f\u6301\u5b58\u7b97\u5206\u79bb\uff0c\u7cfb\u7edf\u53ef\u4ee5\u6839\u636e\u9700\u8981\uff0c\u542f\u52a8\u4e00\u4e2a\u6216\u591a\u4e2a\u8ba1\u7b97\u8282\u70b9\uff0c\u589e\u52a0\u8ba1\u7b97\u8d44\u6e90\uff0c\u52a0\u5feb\u590d\u6742\u67e5\u8be2\u7684\u901f\u5ea6\uff0c\u51cf\u5c0f Latency\u3002\u5bf9\u4e8e\u4e91\u5e73\u53f0\uff0c\u8ba1\u7b97\u8282\u70b9\u53ef\u4ee5\u662f\u4e00\u4e2a\u5bb9\u5668\uff0c\u53ef\u4ee5\u5feb\u901f\u5730\u542f\u52a8\u6216\u505c\u6b62\uff0c\u8ba1\u7b97\u5b58\u50a8\u5206\u79bb\u5c06\u5145\u5206\u5229\u7528\u4e91\u5e73\u53f0\u7684\u5f39\u6027\u8ba1\u7b97\u8d44\u6e90\u3002<\/li>\n\n\n\n
  3. \u5386\u53f2\u4e0e\u5b9e\u65f6\u6570\u636e\u7684\u5206\u6790\u5b8c\u5168\u7edf\u4e00<\/strong>\uff1aTDengine \u6309\u65f6\u95f4\u6bb5\u5bf9\u6570\u636e\u81ea\u52a8\u8fdb\u884c\u5206\u533a\uff0c\u5373\u4f7f\u662f 10 \u5e74\u7684\u6570\u636e\uff0c\u4e5f\u65e0\u9700\u5206\u5e93\u5206\u8868\uff0c\u4e0d\u5b58\u5728\u6863\u6848\u6570\u636e\u4e00\u8bf4\u3002\u4e3a\u964d\u4f4e\u5b58\u50a8\u6210\u672c\uff0c\u6309\u7167\u6570\u636e\u7684\u65b0\u8001\u7a0b\u5ea6\uff0c\u5b9e\u884c\u591a\u7ea7\u5b58\u50a8\uff0c\u4f46\u5bf9\u7528\u6237\u800c\u8a00\u662f\u5b8c\u5168\u900f\u660e\u7684\u3002\u65e0\u8bba\u662f\u67e5\u8be2\u6700\u65b0\u6570\u636e\u8fd8\u662f 10 \u5e74\u524d\u7684\u6570\u636e\uff0c\u53ea\u662f\u67e5\u8be2\u7684\u8d77\u6b62\u65f6\u95f4\u4e0d\u540c\u3002<\/li>\n\n\n\n
  4. \u65f6\u5e8f\u6570\u636e\u5206\u6790\u7684\u7279\u6709\u529f\u80fd<\/strong>\uff1aTDengine \u5728\u6807\u51c6 SQL \u7684\u57fa\u7840\u4e0a\uff0c\u9488\u5bf9\u65f6\u5e8f\u6570\u636e\u7684\u5904\u7406\u8fdb\u884c\u6269\u5c55\uff0c\u63d0\u4f9b\u7d2f\u8ba1\u6c42\u548c\u3001\u65f6\u95f4\u52a0\u6743\u5e73\u5747\u3001\u79fb\u52a8\u5e73\u5747\u3001\u53d8\u5316\u7387\u3001\u65f6\u95f4\u7a97\u53e3\uff0csession \u7a97\u53e3\u3001state \u7a97\u53e3\u3001\u63d2\u503c\u7b49\u4f17\u591a\u65f6\u5e8f\u6570\u636e\u5206\u6790\u529f\u80fd\u3002\u901a\u8fc7\u65f6\u95f4\u7a97\u53e3\u548c\u63d2\u503c\uff0c\u53ef\u4ee5\u5c06\u4e0d\u540c\u6570\u636e\u91c7\u96c6\u70b9\u7684\u6570\u636e\u6309\u56fa\u5b9a\u65f6\u95f4\u95f4\u9694\u5c06\u6570\u636e\u7684\u65f6\u95f4\u6233\u5bf9\u9f50\uff0c\u4fbf\u4e8e\u540e\u7eed\u7684\u8fdb\u4e00\u6b65\u5206\u6790\u3002\u53ef\u4ee5\u53c2\u8003 SQL\u624b\u518c<\/a>\u4e86\u89e3\u66f4\u591a\u4fe1\u606f\u3002<\/li>\n\n\n\n
  5. \u5b9e\u65f6\u6570\u636e\u5206\u6790<\/strong>\uff1aTDengine \u65e2\u63d0\u4f9b\u4e86\u65f6\u95f4\u9a71\u52a8\u7684\u6d41\u5f0f\u8ba1\u7b97(\u8fde\u7eed\u67e5\u8be2)\uff0c\u4e5f\u63d0\u4f9b\u4e86\u4e8b\u4ef6\u9a71\u52a8\u7684\u6d41\u5f0f\u8ba1\u7b97\u3002\u4e0d\u4ec5\u53ef\u4ee5\u5bf9\u5355\u4e2a\u6570\u636e\u91c7\u96c6\u70b9\u751f\u6210\u7684\u6570\u636e\u6d41\u8fdb\u884c\u6d41\u5f0f\u8ba1\u7b97\uff0c\u4e5f\u53ef\u4ee5\u5bf9\u591a\u4e2a\u91c7\u96c6\u70b9\u7684\u6570\u636e\u6d41\u805a\u5408\u540e\u8fdb\u884c\u6d41\u5f0f\u8ba1\u7b97\u3002\u5bf9\u81ea\u5b9a\u4e49\u51fd\u6570<\/a>\u7684\u652f\u6301\u66f4\u662f\u8ba9\u6d41\u8ba1\u7b97\u80fd\u65b9\u4fbf\u5730\u63d0\u4f9b\u5bf9\u6570\u636e\u7684\u524d\u7f6e\u5904\u7406\u3001\u8f6c\u6362\u6216\u4efb\u4f55\u5176\u4ed6\u590d\u6742\u8ba1\u7b97\u3002\u5173\u4e8e\u6d41\u5f0f\u8ba1\u7b97\uff0c\u8bf7\u770b\u7528\u6237\u6587\u6863\u6d41\u5f0f\u8ba1\u7b97<\/a>\u3002<\/li>\n\n\n\n
  6. \u652f\u6301Python<\/strong>\uff1a\u4e0d\u4ec5\u63d0\u4f9b Python \u8fde\u63a5\u5668<\/a>\uff0c\u8fd8\u652f\u6301 Pandas \u53ca data frame\uff0c\u8ba9\u559c\u7231 Python \u7684\u6570\u636e\u5206\u6790\u5e08\u53ef\u4ee5\u5f88\u65b9\u4fbf\u5730\u5229\u7528\u5404\u79cd Python \u5e93\u505a\u65f6\u5e8f\u6570\u636e\u5206\u6790\u3002<\/li>\n\n\n\n
  7. \u5176\u4ed6\u4fbf\u6377\u7684\u6570\u636e\u8bbf\u95ee\u3001\u5206\u6790\u624b\u6bb5<\/strong>\uff1a\u5229\u7528 TDengine \u63d0\u4f9b\u7684\u547d\u4ee4\u884c\u7a0b\u5e8f<\/a>\uff0c\u53ef\u4ee5\u5728\u7ec8\u7aef\u6267\u884c\u5404\u79cd\u5373\u5e2d\u67e5\u8be2\u3001\u6216\u8005\u5bfc\u5165\u5bfc\u51fa\u6570\u636e\u3002\u63d0\u4f9b R \u4e0e Matlab \u4ee5\u53ca\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\u7684\u8fde\u63a5\u5668\uff0c\u652f\u6301\u4e0e Grafana<\/a>\u3001Google Data Studio \u7684\u65e0\u7f1d\u96c6\u6210\u3002<\/li>\n\n\n\n
  8. \u4e0e\u5148\u8fdb\u7684 AI \u5206\u6790\u5de5\u5177\u65e0\u7f1d\u96c6\u6210<\/strong>\uff1aTDengine \u662f\u4e00\u4e2a\u5f00\u653e\u7cfb\u7edf\uff0c\u63d0\u4f9b\u6807\u51c6\u63a5\u53e3\uff0c\u53ef\u4ee5\u8f7b\u677e\u4e0e\u6700\u65b0\u7684 AI \u5206\u6790\u5de5\u5177\u96c6\u6210\u3002<\/li>\n<\/ol>\n\n\n\n

    \u5728\u5178\u578b\u7684\u5de5\u4e1a 4.0 \u573a\u666f\u4e0b\uff0cTDengine \u53ef\u4ee5\u4f5c\u4e3a\u65f6\u5e8f\u6570\u636e\u4ed3\u5e93(Time-Series Data Warehouse) \u4f7f\u7528\uff0c\u4e0d\u518d\u9700\u8981\u5c06\u65f6\u5e8f\u6570\u636e\u5bfc\u5165\u5230\u4e13\u95e8\u7684\u6570\u636e\u4ed3\u5e93\u6216\u6570\u636e\u6e56\u8fdb\u884c\u5904\u7406\u5206\u6790\uff0c\u6570\u636e\u5e73\u53f0\u7684\u6210\u672c\u5c06\u5927\u5e45\u964d\u4f4e\u3002<\/p>\n\n\n\n

    <\/p>\n\n\n

    \n
    \n
    <\/a>\n\n
    \u4f7f\u7528 TDengine<\/div>\n\n\n\n
    \u9884\u6d4b\u672a\u6765<\/div>\n\n\n
    \n\n\u70b9\u51fb\u4e86\u89e3<\/span>\n\n<\/div>\n<\/div><\/div>\n\n
    <\/a>\n\n
    \u8054\u7cfb\u89e3\u51b3\u65b9\u6848\u67b6\u6784\u5e08<\/div>\n\n\n\n
    \u7533\u8bf7PoC<\/div>\n\n\n
    \n\n\u7acb\u5373\u8054\u7cfb<\/span>\n\n<\/div>\n<\/div><\/div>\n\n