{"id":50602,"date":"2024-01-05T22:18:34","date_gmt":"2023-02-08T05:46:41","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8azure-openai-embedding%e6%a8%a1%e5%9e%8b%e6%89%be%e5%88%b0%e6%9c%80%e7%9b%b8%e5%85%b3%e7%9a%84%e6%96%87%e6%a1%a3%e7%9a%84%e6%96%b9%e6%b3%95%e3%80%82\/"},"modified":"2024-05-04T17:03:46","modified_gmt":"2024-05-04T09:03:46","slug":"%e4%bd%bf%e7%94%a8azure-openai-embedding%e6%a8%a1%e5%9e%8b%e6%89%be%e5%88%b0%e6%9c%80%e7%9b%b8%e5%85%b3%e7%9a%84%e6%96%87%e6%a1%a3%e7%9a%84%e6%96%b9%e6%b3%95%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8azure-openai-embedding%e6%a8%a1%e5%9e%8b%e6%89%be%e5%88%b0%e6%9c%80%e7%9b%b8%e5%85%b3%e7%9a%84%e6%96%87%e6%a1%a3%e7%9a%84%e6%96%b9%e6%b3%95%e3%80%82\/","title":{"rendered":"\u4f7f\u7528Azure OpenAI Embedding\u6a21\u578b\u627e\u5230\u6700\u76f8\u5173\u7684\u6587\u6863\u7684\u65b9\u6cd5"},"content":{"rendered":"

\u9996\u5148<\/h2>\n

\u56e0\u4e3a\u6211\u4e4b\u524d\u4ece\u672a\u63a5\u89e6\u8fc7\u673a\u5668\u5b66\u4e60\u7b49\u9886\u57df\uff0c\u6240\u4ee5\u5f53\u6211\u542c\u5230Embedding\u3001\u7d44\u307f\u8fbc\u307f\u3001\u57cb\u3081\u8fbc\u307f\u8fd9\u4e9b\u8bcd\u65f6\uff0c\u6211\u611f\u5230\u4e00\u5934\u96fe\u6c34\u3002\u6211\u4e0d\u77e5\u9053\u8fd9\u4e2a\u6a21\u578b\u80fd\u505a\u4ec0\u4e48\uff1f\uff01\u6240\u4ee5\u6211\u5f00\u59cb\u8fdb\u884c\u5b9e\u9645\u8c03\u67e5\u548c\u5c1d\u8bd5\uff0c\u6765\u7406\u89e3\u8fd9\u4e2a\u6a21\u578b\u7684\u6709\u7528\u6027\u3002\u672c\u7bc7\u6587\u7ae0\u5c31\u662f\u6211\u60f3\u8981\u5206\u4eab\u6211\u6240\u4e86\u89e3\u5230\u7684\u5185\u5bb9\u3002<\/p>\n

2. \u51fa\u73b0\u7cbe\u5ea6\u9ad8\u4e14\u4ef7\u683c\u4fbf\u5b9c\u7684\u578b\u53f7\uff01<\/h2>\n

OpenAI \u5728\u6587\u672c\u5d4c\u5165\u6a21\u578b\u4e2d\u6709\u4e00\u4e2a\u540d\u4e3a text-embedding-ada-002 \u7684\u9009\u9879\u3002
\n\u901a\u8fc7\u4f7f\u7528\u6b64\u6a21\u578b\uff0c\u60a8\u53ef\u4ee5\u4ee5\u66f4\u4f4e\u7684\u4ef7\u683c\u627e\u5230\u6700\u76f8\u5173\u7684\u6587\u6863\u3002<\/p>\n

\u5728\u540c\u4e00\u4e2a\u5d4c\u5165\u6a21\u578b\u4e2d\uff0c\u6709\u4e00\u79cd\u540d\u4e3aDavinci\u7684\u6a21\u578b\u4ee5\u53ca\u5176\u4ed6\u51e0\u79cd\u6a21\u578b\uff0c\u4f46\u662ftext-embedding-ada-002\u5728\u5927\u90e8\u5206\u4efb\u52a1\u4e2d\u6bd4\u5176\u4ed6\u6a21\u578b\u5177\u6709\u66f4\u9ad8\u7684\u7cbe\u5ea6\uff0c\u5e76\u4e14\u4f7f\u7528\u5b83\u6bd4\u5176\u4ed6\u6a21\u578b\u8981\u4fbf\u5b9c\u5f97\u591a\u3002\u56e0\u6b64\uff0c\u5bf9\u4e8e\u7c7b\u4f3c\u641c\u7d22\u7b49\u5904\u7406\uff0c\u975e\u5e38\u63a8\u8350\u4f7f\u7528\u5b83\u3002<\/p>\n

\u6839\u636eAzure OpenAI Service Pricing\uff0c\u622a\u81f32023\u5e746\u67088\u65e5\uff0c\u5b58\u5728\u4ee5\u4e0b\u4ef7\u683c\u5dee\u5f02\u3002<\/p>\n

\n
Embedding Models1,000 \u30c8\u30fc\u30af\u30f3\u8fba\u308a\u306e\u4fa1\u683cAda\u00a50.056199Babbage\u00a50.70248Curie\u00a52.809901Davinci\u00a528.099001<\/div>\n<\/div>\n

3. \u5d4c\u5165\u662f\u4ec0\u4e48\u610f\u601d\uff1f<\/h2>\n

\u65e2\u3067\u4f7f\u7528\u4e00\u4e0b “Embedding” \u8fd9\u4e2a\u8bcd\uff0c\u4f46\u5982\u679c\u4e0d\u77e5\u9053\u5b83\u5230\u5e95\u662f\u4ec0\u4e48\uff0c\u4e5f\u4e0d\u77e5\u9053\u5982\u4f55\u4f7f\u7528\uff0c\u90a3\u4e48\u5c31\u5148\u4e86\u89e3\u4e00\u4e0b\u5173\u4e8e Embedding \u7684\u7b80\u5355\u6982\u5ff5\u5427\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u6211\u4eec\u4f1a\u8fd0\u7528\u5230\u9ad8\u4e2d\u65f6\u5b66\u5230\u7684\u5411\u91cf\u601d\u7ef4\u3002<\/p>\n

\u5728\u5927\u5b78\u6642\u4ee3\u6240\u5b78\u7684\u5411\u91cf\u4e2d\uff0c\u6211\u5011\u5b78\u5230\u4e86\u6bd4\u8f03\u5169\u500b\u7bad\u982d\uff0c\u5982\u679c\u5b83\u5011\u671d\u5411\u76f8\u540c\u4e14\u9577\u5ea6\u76f8\u7b49\uff0c\u5247\u5b83\u5011\u662f\u76f8\u540c\u7684\u5411\u91cf\u3002\u5229\u7528\u9019\u7a2e\u65b9\u6cd5\uff0c\u6211\u5011\u53ef\u4ee5\u5c0b\u627e\u9577\u5ea6\u548c\u65b9\u5411\u76e1\u53ef\u80fd\u63a5\u8fd1\u7684\u5411\u91cf\uff0c\u9019\u5c07\u662f\u6700\u76f8\u4f3c\u7684\u5411\u91cf\u3002\u5728\u4e0b\u5716\u4e2d\uff0c\u85cd\u8272\u7684\u7dda\u5b8c\u5168\u662f\u76f8\u540c\u7684\u5411\u91cf\uff0c\u4f46\u5982\u679c\u6211\u5011\u80fd\u627e\u5230\u6700\u63a5\u8fd1\u9019\u500b\u5411\u91cf\u7684\u5411\u91cf”\u2460”\uff0c\u90a3\u9ebc\u5b83\u5c07\u662f\u6700\u76f8\u4f3c\u7684\u5167\u5bb9\u3002<\/p>\n

\"Vector<\/div>\n

\u5f53\u6211\u4eec\u5c06\u81ea\u7136\u8bed\u8a00\u7684\u5b57\u7b26\u4e32\u8f93\u5165\u5230text-embedding-ada-002\u6a21\u578b\u4e2d\u65f6\uff0c\u4f1a\u83b7\u5f97\u4e00\u4e2a\u5305\u542b1536\u4e2a\u6d6e\u70b9\u6570\u7684\u9ad8\u7ef4\u6570\u7ec4\uff08\u5411\u91cf\uff09\uff0c\u5982\u4e0b\u6240\u793a\u3002<\/p>\n

\u8bf7\u544a\u8bc9\u6211\u5173\u4e8e Azure Blob \u7684\u76f8\u5173\u4fe1\u606f\u3002<\/p>\n

[-0.013197514, -0.025243968, 0.011384923, -0.015929632, -0.006410221, 0.031038966, \r\n-0.016921926, -0.010776317, -0.0019300125, -0.016300088, 0.01767607, -0.0047100903,\r\n0.009691408, -0.014183193, -0.017001309, -0.014434575, 0.01902559, 0.010961545, \r\n0.013561356, -0.017371766, -0.007964816, 0.0026841562, 0.0019663966, -0.0019878964, \r\n-0.025614424, -0.0030298054, 0.020229574, -0.01455365, 0.022703694, -0.02033542, \r\n0.035696134, -0.002441044, -0.008057429, 0.0061191483, 0.004263558, -0.0025518502,\r\n0.018046526, 0.011411385, 0.0063804523, -0.0021020102, 0.027572552, -0.017967142,\r\n0.0077663567, 0.005361697, -0.0116693815, 0.004524862, -0.043581568, -0.01028017, \r\n\r\n.... \u4e2d\u7565\r\n\r\n-0.0017265921, 0.083035186, -0.006205147, -0.008646191, 0.0070651355, -0.019052051, \r\n0.008374964, 0.024225213, 0.01522841, 0.019951731, -0.006516066, 0.017967142, \r\n0.0058082296, -0.0053253127, -0.009929558, -0.039109625, -0.031277116, -0.015863478, \r\n0.011040928, 0.012529369, 0.013012286, 0.022981536, -0.013706892, 0.012965979, \r\n0.011953839, -0.01903882, 0.015347485, 0.019052051, -0.0046538603, 0.012191989, \r\n-0.020983716, 0.0078722015, -0.0018605519, -0.02775778, -0.026739024, -0.010359553, \r\n-0.013918581, -0.011933993, 0.0066814483, 0.005196315, -0.0045744767, -2.7598185E-4, \r\n0.012251527, -0.018178832, -0.013276898, 0.011709073, -0.022928614, 0.002131779, \r\n-0.007462053, 0.0044554016]\r\n<\/code><\/pre>\n
\u4f7f\u7528\u8be5\u5d4c\u5165\u65b9\u6cd5\uff0c\u5c06\u7528\u6237\u8f93\u5165\u7684\u5b57\u7b26\u4e32\u4e0e\u9884\u5148\u4fdd\u5b58\u5728\u6570\u636e\u5e93\u7b49\u4e2d\u7684\u5411\u91cf\u8fdb\u884c\u6bd4\u8f83\uff0c\u5e76\u627e\u5230\u76f8\u4f3c\u7684\u7ed3\u679c\u3002<\/p>\n
\u5728\u5bfb\u627e\u6700\u76f8\u4f3c\u7684\u4e1c\u897f\u65f6\uff0c\u6709\u51e0\u79cd\u65b9\u6cd5\u53ef\u4ee5\u4f7f\u7528\uff0c\u4f46\u6700\u5e38\u89c1\u548c\u88ab\u5e7f\u6cdb\u8ba4\u77e5\u7684\u65b9\u6cd5\u662f\u8ba1\u7b97\u4f59\u5f26\u76f8\u4f3c\u5ea6\u3002\u4f59\u5f26\u76f8\u4f3c\u5ea6\u662f\u901a\u8fc7\u4f20\u9012\u4e24\u4e2a\u5411\u91cf\u8fdb\u884c\u8ba1\u7b97\uff0c\u7ed3\u679c\u4f1a\u8fd4\u56de\u4e00\u4e2a\u4ecb\u4e8e-1\u52301\u4e4b\u95f4\u7684\u503c\u3002\u7136\u540e\u5c06\u5176\u4e0e\u5b58\u50a8\u5728\u6570\u636e\u5e93\u4e2d\u7684\u6570\u636e\u8fdb\u884c\u8ba1\u7b97\u3002\u6700\u540e\uff0c\u6700\u63a5\u8fd11\u7684\u7ed3\u679c\u5c06\u88ab\u8ba4\u4e3a\u662f\u6700\u63a5\u8fd1\u7684\u5185\u5bb9\u3002<\/p>\n
\u30e6\u30fc\u30b6\u304b\u3089\u5165\u529b\u3055\u308c\u305f\u6587\u5b57\u306e\u4f8b\uff1a \r\nAAA BBB CCC DDD EEE FFF GGG HHH III JJJ\r\n\r\nDB \u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u6587\u5b57\u5217\u3068\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u306e\u8a08\u7b97\u7d50\u679c\r\nAAA BBB CCC DDD EEE FFF GGG HHH III JJ  =       0.9942949478994986  <----\u6700\u30821\u306b\u8fd1\u3044 (\u6700\u3082\u985e\u4f3c\u6027\u304c\u9ad8\u3044)\r\nAAA BBB KKK LLL MMM NNN OOO PPP QQQ RRR =       0.930036739659776   <----\u6b21\u306b1\u306b\u8fd1\u3044\r\n\u307f\u306a\u3055\u307e\u4eca\u65e5\u306f JJUG CCC \u3067\u767a\u8868\u3057\u3066\u3044\u307e\u3059=     \t\t0.7775105340227892  <----\u6700\u30821\u304b\u3089\u96e2\u308c\u3066\u3044\u308b\r\n<\/code><\/pre>\n
\u5982\u6b64\u4e00\u6765\uff0c\u6211\u4eec\u5c06\u7528\u6237\u8f93\u5165\u7684\u67e5\u8be2\u5185\u5bb9\u5b57\u7b26\u4e32\u8fdb\u884c\u5411\u91cf\u5316\u5904\u7406\uff0c\u7136\u540e\u4e0e\u4e8b\u5148\u4fdd\u5b58\u5728\u6570\u636e\u5e93\u4e2d\u7684\u5411\u91cf\uff08\u6570\u7ec4\uff09\u8fdb\u884c\u8ba1\u7b97\uff0c\u4ece\u800c\u8fdb\u884c\u76f8\u4f3c\u641c\u7d22\u3002<\/p>\n
4. \u5904\u7406\u5b57\u7b26\u4e32\u7684\u6ce8\u610f\u4e8b\u9879<\/h2>\n
\u4ee4\u724c\u6570\u91cf\u7684\u4e0a\u9650<\/h3>\n
\u5728\u4f7f\u7528text-embedding-ada-002\u6a21\u578b\u65f6\uff0c\u53ef\u4ee5\u5904\u7406\u7684\u6700\u5927\u4ee4\u724c\u6570\uff08\u51e0\u4e4e\u7b49\u4e8e\u5b57\u7b26\u6570\uff09\u662f8192\u4e2a\u3002\u56e0\u6b64\uff0c\u5982\u679c\u8981\u5904\u7406\u8d85\u8fc7\u7ea68000\u4e2a\u5b57\u7b26\u7684\u6587\u672c\uff0c\u5219\u9700\u8981\u8fdb\u884c\u5206\u5272\u3002<\/p>\n
\u5904\u7406\u9884\u5904\u7406\u5b57\u7b26\u4e32<\/h3>\n
\u636e\u62a5\u9053\uff0c\u300a\u5c06\u6362\u884c\u7b26\u66ff\u6362\u4e3a\u4e00\u4e2a\u7a7a\u683c\u300b\u4e00\u6587\u6307\u51fa\u4e86\u201c\u786e\u8ba4\u53d1\u73b0\u5982\u679c\u5b58\u5728\u6362\u884c\u7b26\uff0c\u5219\u65e0\u6cd5\u83b7\u5f97\u9884\u671f\u7684\u7ed3\u679c\u201d\u3002<\/p>\n
\u5efa\u8bae\u5728\u53d1\u9001\u6d88\u606f\u5230 text-embedding-ada-002 \u4e4b\u524d\uff0c\u5c06\u76ee\u6807\u5b57\u7b26\u4e32\u4e2d\u7684\u6362\u884c\u7b26 (\\n) \u66ff\u6362\u4e3a\u7a7a\u683c\u3002<\/p>\n
\u5982\u679c\u6709\u4ee5\u4e0b\u8fd9\u6837\u7684\u6587\u7ae0\uff0c\u8bf7\u5c06\u6240\u6709\u6362\u884c\u7b26\u66ff\u6362\u4e3a\u4e00\u884c\u7684\u5b57\u7b26\u4e32\u3002\uff08\u8bf7\u53c2\u8003\u4ee5\u4e0b\u793a\u4f8b\u4ee3\u7801\uff09<\/p>\n
Visual Studio Code for Java\u306f\u3001Microsoft\u304c\u63d0\u4f9b\u3059\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30b3\u30fc\u30c9\u30a8\u30c7\u30a3\u30bf\r\n\r\nVisual Studio Code\u4e0a\u3067\u3001Java\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u306e\u62e1\u5f35\u6a5f\u80fd\u3067\u3059\u3002\r\n\r\nJava\u958b\u767a\u8005\u304c\u52b9\u7387\u7684\u306b\u30b3\u30fc\u30c9\u3092\u8a18\u8ff0\u3001\u30d3\u30eb\u30c9\u3001\u30c7\u30d0\u30c3\u30b0\u3001\u30c6\u30b9\u30c8\u3001\u5b9f\u884c\u3067\u304d\u308b\u74b0\u5883\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\r\nVisual Studio Code\u306f\u591a\u8a00\u8a9e\u5bfe\u5fdc\u306e\u8efd\u91cf\u306a\u30c6\u30ad\u30b9\u30c8\u30a8\u30c7\u30a3\u30bf\u3067\u3042\u308a\u3001\u9ad8\u3044\u62e1\u5f35\u6027\u304c\u7279\u5fb4\u3067\u3059\u3002\r\nJava\u958b\u767a\u8005\u306b\u3068\u3063\u3066\u306f\u3001Visual Studio Code for Java\u304c\u512a\u308c\u305f\u958b\u767a\u74b0\u5883\u3068\u3057\u3066\u5229\u7528\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002\r\n\r\nVisual Studio Code for Java\u306f\u3001Java Development Kit (JDK)\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3053\u3068\u3067\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002\r\nJDK\u306fJava\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u30b3\u30f3\u30d1\u30a4\u30eb\u3001\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u57fa\u672c\u7684\u306a\u30c4\u30fc\u30eb\u30bb\u30c3\u30c8\u3067\u3059\u3002\r\n\r\nVisual Studio Code\u3067Java\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u958b\u59cb\u3059\u308b\u306b\u306f\u3001JDK\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u5f8c\u3001Visual Studio Code\u306e\r\n\u62e1\u5f35\u6a5f\u80fd\u30de\u30fc\u30b1\u30c3\u30c8\u30d7\u30ec\u30a4\u30b9\u304b\u3089Java Extension Pack\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002\r\n\r\nJava Extension Pack\u306b\u306f\u3001Java\u8a00\u8a9e\u30b5\u30dd\u30fc\u30c8\u3001\u30c7\u30d0\u30c3\u30b0\u3001\u30c6\u30b9\u30c8\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406\u306a\u3069\u306e\u6a5f\u80fd\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002\r\n\r\nVisual Studio Code for Java\u306e\u4e3b\u306a\u6a5f\u80fd\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059:\r\n1. \u30b7\u30f3\u30bf\u30c3\u30af\u30b9\u30cf\u30a4\u30e9\u30a4\u30c8: Java\u306e\u30b3\u30fc\u30c9\u306b\u8272\u4ed8\u3051\u3092\u884c\u3044\u3001\u53ef\u8aad\u6027\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002\r\n2. \u30b3\u30fc\u30c9\u88dc\u5b8c: \u30b3\u30fc\u30c9\u5165\u529b\u4e2d\u306b\u53ef\u80fd\u6027\u306e\u3042\u308b\u30b3\u30fc\u30c9\u3092\u63d0\u6848\u3057\u3001\u52b9\u7387\u7684\u306b\u30b3\u30fc\u30c9\u3092\u8a18\u8ff0\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\r\n3. \u30b3\u30fc\u30c9\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3: \u30af\u30e9\u30b9\u3001\u30e1\u30bd\u30c3\u30c9\u3001\u5909\u6570\u3078\u306e\u30b8\u30e3\u30f3\u30d7\u3084\u3001\u5b9a\u7fa9\u306e\u691c\u7d22\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002\r\n4. \u30ea\u30d5\u30a1\u30af\u30bf\u30ea\u30f3\u30b0: \u30b3\u30fc\u30c9\u306e\u69cb\u9020\u3084\u540d\u524d\u3092\u5909\u66f4\u3057\u3001\u30b3\u30fc\u30c9\u306e\u54c1\u8cea\u3092\u5411\u4e0a\u3055\u305b\u308b\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002\r\n5. \u30c7\u30d0\u30c3\u30b0: \u30d6\u30ec\u30fc\u30af\u30dd\u30a4\u30f3\u30c8\u3092\u8a2d\u5b9a\u3057\u3001\u30b9\u30c6\u30c3\u30d7\u5b9f\u884c\u3084\u5909\u6570\u306e\u76e3\u8996\u306a\u3069\u306e\u30c7\u30d0\u30c3\u30b0\u6a5f\u80fd\u3092\u5229\u7528\u3067\u304d\u307e\u3059\u3002\r\n6. \u30c6\u30b9\u30c8: JUnit\u3084TestNG\u306a\u3069\u306e\u30c6\u30b9\u30c8\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u30c6\u30b9\u30c8\u306e\u4f5c\u6210\u3001\u5b9f\u884c\u3001\u7d50\u679c\u306e\u8868\u793a\u304c\u3067\u304d\u307e\u3059\u3002\r\n7. \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406: Maven\u3084Gradle\u306a\u3069\u306e\u30d3\u30eb\u30c9\u30c4\u30fc\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u69cb\u6210\u3084\u4f9d\u5b58\u95a2\u4fc2\u306e\u7ba1\u7406\u304c\u884c\u3048\u307e\u3059\u3002\r\n8. Git\u306e\u7d71\u5408: \u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3092\u884c\u3046Git\u3068\u306e\u7d71\u5408\u304c\u3042\u308a\u307e\u3059\u3002\r\n\r\nVisual Studio Code for Java\u306f\u3001\u958b\u767a\u8005\u306e\u751f\u7523\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u6a5f\u80fd\u304c\u8c4a\u5bcc\u3067\u3042\u308a\u3001Java\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u958b\u767a\u306b\u9069\u3057\u305f\u74b0\u5883\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u307e\u305f\u3001Visual Studio Code\u306e\u62e1\u5f35\u6a5f\u80fd\u30de\u30fc\u30b1\u30c3\u30c8\u30d7\u30ec\u30a4\u30b9\r\n\u306b\u306f\u3001\u3055\u307e\u3056\u307e\u306aJava\u95a2\u9023\u306e\u62e1\u5f35\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u306e\u3067\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u8ffd\u52a0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u62e1\u5f35\u6a5f\u80fd\r\n\u306b\u3088\u308a\u3001Java\u958b\u767a\u8005\u306fVisual Studio Code\u3092\u4e2d\u5fc3\u3068\u3057\u305f\u7d71\u5408\u958b\u767a\u74b0\u5883\u3068\u3057\u3066\u5229\u7528\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002\r\n<\/code><\/pre>\n
4. \u786e\u8ba4\u52a8\u4f5c<\/h2>\n
4.1 Azure \u53ef\u7528\u7684 Vector DB<\/h3>\n
\u5728Azure\u4e2d\uff0c\u4f5c\u4e3a\u5411\u91cf\u5b58\u50a8\u7684\u9009\u9879\u6709\u51e0\u79cd\u9009\u62e9\u3002(\u622a\u81f32023\u5e746\u67088\u65e5\uff0c\u5728\u4e0b\u8ff0\u9009\u62e9\u4e2d)
\n\u6839\u636e\u60a8\u7684\u9700\u6c42\uff0c\u8bf7\u4f7f\u7528\u9002\u5f53\u7684\u6570\u636e\u5e93\u3002<\/p>\n
    \n
  1. \n
      Azure PostgreSQL \u6570\u636e\u5e93-\u5728\u7075\u6d3b\u7684\u670d\u52a1\u5668\u4e0a\u542f\u7528\u5e76\u4f7f\u7528 pgvector \u7684\u65b9\u6cd5<\/ol>\n<\/li>\n<\/ol>\n
       <\/p>\n
        \n
      1. \n
          Azure MongoDB Cosmos DB \u4f7f\u7528\u5185\u5d4c\u5411\u91cf\u641c\u7d22\u7684\u865a\u62df\u6838\u5fc3<\/ol>\n<\/li>\n<\/ol>\n
           <\/p>\n
            \n
          1. \n
              Azure \u8ba4\u77e5\u641c\u7d22\uff08\u79c1\u4eba\u9884\u89c8\u7248\uff09<\/ol>\n<\/li>\n<\/ol>\n
               <\/p>\n
                Azure Redis Enterprise \u7f13\u5b58<\/ol>\n
                4.2 \u901a\u8fc7 Azure PostgreSQL \u5f39\u6027\u670d\u52a1\u5668\u8fdb\u884c\u5411\u91cf\u641c\u7d22\u3002<\/h3>\n
                \u5982\u679c\u60a8\u9009\u62e9\u5176\u4ed6\u9009\u9879\uff0cVector DB\u63d0\u4f9b\u4e86\u591a\u79cd\u9009\u62e9\uff0c\u8bf7\u6839\u636e\u60a8\u7684\u9700\u6c42\u8fdb\u884c\u9009\u62e9\u3002\u4f46\u662f\u4e3a\u4e86\u8fdb\u884c\u9a8c\u8bc1\uff0c\u6211\u4eec\u51b3\u5b9a\u4f7f\u7528PostgreSQL Flexible Server\u3002\u5982\u679c\u60a8\u5bf9\u5982\u4f55\u5904\u7406Vector\u611f\u5174\u8da3\uff0c\u6211\u4eec\u5728\u4e0b\u9762\u7684\u5185\u5bb9\u4e2d\u63d0\u4f9b\u4e86\u6b65\u9aa4\uff0c\u8bf7\u968f\u65f6\u5c1d\u8bd5\u3002\u5982\u679c\u60a8\u9009\u62e9\u4e86\u4e0d\u540c\u7684\u6301\u4e45\u5316\u9009\u9879\uff0c\u8bf7\u8df3\u8fc7\u8fd9\u4e00\u7ae0\u8282\u3002<\/p>\n
                4.2.1 \u8bbe\u7f6e\u73af\u5883\u53d8\u91cf (Settings of environment variables)<\/h4>\n
                \u8bf7\u9002\u5f53\u4fee\u6539\u5e76\u8bbe\u7f6e\u4ee5\u4e0b\u73af\u5883\u53d8\u91cf\uff0c\u4ee5\u5728Azure\u4e0a\u521b\u5efa\u8d44\u6e90\u3002<\/p>\n
                export RESOURCE_GROUP=PostgreSQL\r\nexport LOCATION=eastus\r\nexport POSTGRES_SERVER_NAME=yoshiopgsql3\r\nexport POSTGRES_USER_NAME=yoterada\r\nexport POSTGRES_USER_PASS='!'$(head -c 12 \/dev\/urandom | base64 | tr -dc '[:alpha:]'| fold -w 8 | head -n 1)$RANDOM\r\necho \"GENERATED PASSWORD: \" $POSTGRES_USER_PASS\r\nexport POSTGRES_DB_NAME=VECTOR_DB\r\nexport SUBSCRIPTION_ID=************-****-****-****-************\r\nexport PUBLIC_IP=$(curl ifconfig.io -4)\r\n<\/code><\/pre>\n
                \u5728\u4e0a\u8ff0\u7684\u8bbe\u7f6e\u793a\u4f8b\u4e2d\uff0c\u5bc6\u7801\u662f\u81ea\u52a8\u751f\u6210\u7684\uff0c\u5e76\u5c06\u751f\u6210\u7684\u5bc6\u7801\u8f93\u51fa\u5230\u6807\u51c6\u8f93\u51fa\u3002
                \n\u8bf7\u60a8\u8f93\u5165\u60a8\u81ea\u5df1\u7684\u5bc6\u7801\u6216\u8005\u8bb0\u4e0b\u8f93\u51fa\u7684\u5bc6\u7801\u3002<\/p>\n
                4.2.2 \u5b89\u88c5 Azure PostgreSQL \u5f39\u6027\u670d\u52a1\u5668\u3002<\/h4>\n
                \u8bf7\u6267\u884c\u4ee5\u4e0b\u4e09\u4e2a\u547d\u4ee4\u3002
                \n\u6267\u884c\u547d\u4ee4\u540e\uff0c\u5c06\u4f1a\u6267\u884c\u4ee5\u4e0b\u7684\u64cd\u4f5c\u3002<\/p>\n
                  \n
                1. \n
                    \u5b89\u88c5Azure PostgreSQL\u7075\u6d3b\u670d\u52a1\u5668<\/ol>\n<\/li>\n<\/ol>\n
                     <\/p>\n
                      \n
                    1. \n
                        \u8bbe\u7f6e\u9632\u706b\u5899<\/ol>\n<\/li>\n<\/ol>\n
                         <\/p>\n
                          \u521b\u5efa\u65b0\u6570\u636e\u5e93<\/ol>\n
                          az postgres flexible-server create --name<\/span> $POSTGRES_SERVER_NAME<\/span> \\<\/span>\r\n    -g<\/span> $RESOURCE_GROUP<\/span> \\<\/span>\r\n    --location<\/span> $LOCATION<\/span> \\<\/span>\r\n    --admin-user<\/span> $POSTGRES_USER_NAME<\/span> \\<\/span>\r\n    --admin-password<\/span> $POSTGRES_USER_PASS<\/span> \\<\/span>\r\n    --public-access<\/span> $PUBLIC_IP<\/span>\r\n    --yes<\/span>\r\naz postgres flexible-server firewall-rule create \\<\/span>\r\n    -g<\/span> $RESOURCE_GROUP<\/span> \\<\/span>\r\n    -n<\/span> $POSTGRES_SERVER_NAME<\/span> \\<\/span>\r\n    -r<\/span> AllowAllAzureIPs \\<\/span>\r\n    --start-ip-address<\/span> 0.0.0.0 \\<\/span>\r\n    --end-ip-address<\/span> 255.255.255.255\r\naz postgres flexible-server db create \\<\/span>\r\n    -g<\/span> $RESOURCE_GROUP<\/span> \\<\/span>\r\n    -s<\/span> $POSTGRES_SERVER_NAME<\/span> \\<\/span>\r\n    -d<\/span> $POSTGRES_DB_NAME<\/span>\r\n<\/code><\/pre>\n
                          4.2.3 Azure PostgreSQL\u67d4\u6027\u670d\u52a1\u5668\u7684\u65e5\u6587\u5904\u7406\u8bbe\u7f6e\u3002<\/h4>\n
                          \u8bf7\u5728\u6570\u636e\u5e93\u4e2d\u8fdb\u884c\u4ee5\u4e0b\u8bbe\u7f6e\uff0c\u4ee5\u4fbf\u80fd\u591f\u5904\u7406\u5305\u542b\u65e5\u672c\u8bed UTF-8 \u7684\u6570\u636e\uff0c\u56e0\u4e3a\u6b64\u6b21\u6301\u7eed\u6027\u6570\u636e\u4e2d\u4e5f\u5305\u542b\u4e86\u65e5\u672c\u8bed\u5b57\u7b26\u4e32\u3002<\/p>\n
                          az postgres flexible-server parameter set<\/span> \\<\/span>\r\n    -g<\/span> $RESOURCE_GROUP<\/span> \\<\/span>\r\n    --server-name<\/span> $POSTGRES_SERVER_NAME<\/span> \\<\/span>\r\n    --subscription<\/span> $SUBSCRIPTION_ID<\/span> \\<\/span>\r\n    --name<\/span> lc_monetary --value<\/span> \"ja_JP.utf-8\"<\/span>\r\n<\/code><\/pre>\n
                          az postgres flexible-server parameter set<\/span> \\<\/span>\r\n    -g<\/span> $RESOURCE_GROUP<\/span> \\<\/span>\r\n    --server-name<\/span> $POSTGRES_SERVER_NAME<\/span> \\<\/span>\r\n    --subscription<\/span> $SUBSCRIPTION_ID<\/span> \\<\/span>\r\n    --name<\/span> lc_numeric --value<\/span> \"ja_JP.utf-8\"<\/span>\r\n<\/code><\/pre>\n
                          az postgres flexible-server parameter set<\/span> \\<\/span>\r\n    -g<\/span> $RESOURCE_GROUP<\/span> \\<\/span>\r\n    --server-name<\/span> $POSTGRES_SERVER_NAME<\/span> \\<\/span>\r\n    --subscription<\/span> $SUBSCRIPTION_ID<\/span> \\<\/span>\r\n    --name<\/span> timezone --value<\/span> \"Asia\/Tokyo\"<\/span>\r\n<\/code><\/pre>\n
                          \u5b89\u88c5\u6269\u5c55\u529f\u80fd\u5230Azure PostgreSQL Flexible Server 4.2.4\u7248\u4e2d\u3002<\/h4>\n
                          \u8bf7\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\uff0c\u4ee5\u4fbf\u80fd\u591f\u4f7f\u7528\u6269\u5c55\u529f\u80fd\u5728 PostgreSQL \u4e2d\u5904\u7406 UUID \u548c Vector \u6570\u636e\u7c7b\u578b\u3002<\/p>\n
                          \u6ce8\u610f\uff1a
                          \n\u8bf7\u4e0d\u8981\u5728”VECTOR\uff0cUUID-OSSP”\u4e4b\u95f4\u7559\u7a7a\u683c\u3002<\/p><\/blockquote>\n
                          az postgres flexible-server parameter set<\/span> \\<\/span>\r\n    -g<\/span> $RESOURCE_GROUP<\/span> \\<\/span>\r\n    --server-name<\/span> $POSTGRES_SERVER_NAME<\/span> \\<\/span>\r\n    --subscription<\/span> $SUBSCRIPTION_ID<\/span> \\<\/span>\r\n    --name<\/span> azure.extensions --value<\/span> \"VECTOR,UUID-OSSP\"<\/span>\r\n<\/code><\/pre>\n
                          4.3 \u521b\u5efa\u7528\u4e8e\u5904\u7406\u5411\u91cf\u7684 PostgreSQL \u8868<\/h3>\n
                          \u4e0a\u8ff0\u7684\u662f\uff0c\u65e2\u7136 PostgreSQL \u7684\u8bbe\u7f6e\u5df2\u7ecf\u5b8c\u6210\uff0c\u90a3\u4e48\u8bf7\u6267\u884c\u4e0b\u9762\u7684\u547d\u4ee4\u8fdb\u884c\u8fde\u63a5\u3002<\/p>\n
                          ><\/span> psql -U<\/span> $POSTGRES_USER_NAME<\/span> -d<\/span> $POSTGRES_DB_NAME<\/span> \\<\/span>\r\n      -h<\/span> $POSTGRES_SERVER_NAME<\/span>.postgres.database.azure.com \r\n<\/code><\/pre>\n
                          \u5728\u6210\u529f\u8fde\u63a5\u540e\uff0c\u5c06\u521a\u521a\u6dfb\u52a0\u7684\u6269\u5c55\u529f\u80fd\u4f7f\u5176\u53ef\u4ee5\u5728PostgreSQL\u5185\u4f7f\u7528\u3002
                          \n\u8bf7\u5206\u522b\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\uff0c\u5982\u4e0b\u6240\u793a\uff1aCREATE EXTENSION\u3002<\/p>\n
                          SSL connection (protocol: TLSv1.3, cipher: TLS_AES_256_GCM_SHA384, bits: 256, compression: off)\r\nType \"help\" for help.\r\n\r\nVECTOR_DB=>\r\nVECTOR_DB=> CREATE EXTENSION IF NOT EXISTS \"uuid-ossp\";\r\nCREATE EXTENSION\r\nVECTOR_DB=> CREATE EXTENSION IF NOT EXISTS \"vector\";\r\nCREATE EXTENSION\r\n<\/code><\/pre>\n
                          \u6700\u7ec8\uff0c\u6211\u4eec\u5c06\u521b\u5efa\u4e00\u4e2a\u7528\u4e8e\u4fdd\u5b58Vector\u6570\u636e\u7684\u8868\u3002
                          \n\u6211\u4eec\u5c06\u5c06Vector\u4fe1\u606f\u4fdd\u5b58\u5728embedding VECTOR\uff081536\uff09\u90e8\u5206\u3002
                          \n\u672c\u6b21\u7b80\u5316\u7684\u662f\uff0c\u6211\u4eec\u8fd8\u5c06\u4fdd\u5b58origntext\uff0c\u5e76\u4e14\u663e\u793a\u4e0e\u6700\u76f8\u4f3c\u7684\u5b57\u7b26\u4e32\u7684\u539f\u59cb\u5b57\u7b26\u4e32\u3002
                          \n\u5b9e\u9645\u4e0a\uff0c\u6211\u89c9\u5f97\u53ef\u4ee5\u5c06\u5176\u4f5c\u4e3a\u94fe\u63a5URL\uff0c\u6216\u8005\u540e\u6765\u53ef\u4ee5\u4e0e\u5176\u4ed6\u8868\u5408\u5e76\u4ee5\u4f9b\u60a8\u4f7f\u7528\u3002<\/p>\n
                          VECTOR_DB=> CREATE TABLE TBL_VECTOR_TEST(\r\n    id uuid,\r\n    embedding VECTOR(1536),\r\n    origntext varchar(8192),\r\n    PRIMARY KEY (id)\r\n    );\r\nCREATE TABLE\r\n<\/code><\/pre>\n
                          \u521b\u5efa4.4\u7248Java\u5e94\u7528\u7a0b\u5e8f<\/h3>\n
                          \u5728Maven\u9879\u76ee\u4e2d\u6dfb\u52a0\u4f9d\u8d56\u5173\u7cfb4.4.1<\/h4>\n
                          \u4f7f\u7528Azure OpenAI\u5e93\u8fde\u63a5\u5230PostgreSQL\u5e76\u8fdb\u884c\u6570\u636e\u6301\u4e45\u5316\uff0c\u6700\u4f4e\u9650\u5ea6\u9700\u8981\u6dfb\u52a0\u4ee5\u4e0b\u4f9d\u8d56\u5173\u7cfb\u624d\u80fd\u5b9e\u73b0\u3002\u8bf7\u5c06\u4ee5\u4e0b\u5185\u5bb9\u6dfb\u52a0\u5230pom.xml\u6587\u4ef6\u4e2d\u3002<\/p>\n
                          \t\t<dependency><\/span>\r\n\t\t\t<groupId><\/span>com.azure<\/groupId><\/span>\r\n\t\t\t<artifactId><\/span>azure-ai-openai<\/artifactId><\/span>\r\n\t\t\t<version><\/span>1.0.0-beta.1<\/version><\/span>\r\n\t\t<\/dependency><\/span>\r\n\t\t<!-- https:\/\/mvnrepository.com\/artifact\/org.postgresql\/postgresql --><\/span>\r\n\t\t<dependency><\/span>\r\n\t\t\t<groupId><\/span>org.postgresql<\/groupId><\/span>\r\n\t\t\t<artifactId><\/span>postgresql<\/artifactId><\/span>\r\n\t\t\t<version><\/span>42.6.0<\/version><\/span>\r\n\t\t<\/dependency><\/span>\r\n<\/code><\/pre>\n
                          \u521b\u5efa\u548c\u8bbe\u7f6e\u5c5e\u6027\u6587\u4ef6\u3002<\/h4>\n
                          \u8bf7\u5728src\/main\/resources\/application.properties\u6587\u4ef6\u4e2d\u7f16\u5199\u5e76\u8bb0\u5f55\u5c5e\u6027\u8bbe\u7f6e\u4fe1\u606f\u3002<\/p>\n
                          azure.openai.url=https:\/\/YOUR_OWN_AZURE_OPENAI.openai.azure.com\r\nazure.openai.model.name=gpt-4\r\nazure.openai.api.key=************************************\r\n\r\nazure.postgresql.jdbcurl=jdbc:postgresql:\/\/YOUR_POSTGRESQL.postgres.database.azure.com:5432\/VECTOR_DB\r\nazure.postgresql.user=yoterada\r\nazure.postgresql.password=************************************\r\n\r\nlogging.group.mycustomgroup=com.yoshio3\r\nlogging.level.mycustomgroup=DEBUG\r\nlogging.level.root=INFO\r\n<\/code><\/pre>\n
                          4.4.3 Java\u7a0b\u5e8f\u7684\u5b9e\u73b0<\/h4>\n
                          \u6700\u540e\uff0c\u5c06\u5b9e\u73b0Java\u4ee3\u7801\u3002<\/p>\n
                          package<\/span> com.yoshio3<\/span>;<\/span>\r\n\r\nimport<\/span> java.io.IOException<\/span>;<\/span>\r\nimport<\/span> java.util.Arrays<\/span>;<\/span>\r\nimport<\/span> java.util.List<\/span>;<\/span>\r\nimport<\/span> java.util.Properties<\/span>;<\/span>\r\nimport<\/span> java.sql.DriverManager<\/span>;<\/span>\r\nimport<\/span> java.sql.PreparedStatement<\/span>;<\/span>\r\nimport<\/span> java.sql.ResultSet<\/span>;<\/span>\r\nimport<\/span> java.sql.SQLException<\/span>;<\/span>\r\nimport<\/span> java.util.UUID<\/span>;<\/span>\r\nimport<\/span> java.util.concurrent.TimeUnit<\/span>;<\/span>\r\n\r\nimport<\/span> org.slf4j.Logger<\/span>;<\/span>\r\nimport<\/span> org.slf4j.LoggerFactory<\/span>;<\/span>\r\nimport<\/span> com.azure.ai.openai.OpenAIClient<\/span>;<\/span>\r\nimport<\/span> com.azure.ai.openai.OpenAIClientBuilder<\/span>;<\/span>\r\nimport<\/span> com.azure.ai.openai.models.EmbeddingsOptions<\/span>;<\/span>\r\nimport<\/span> com.azure.core.credential.AzureKeyCredential<\/span>;<\/span>\r\n\r\npublic<\/span> class<\/span> VectorTest<\/span> {<\/span>\r\n    private<\/span> final<\/span> static<\/span> Logger<\/span> LOGGER<\/span> =<\/span> LoggerFactory<\/span>.<\/span>getLogger<\/span>(<\/span>VectorTest<\/span>.<\/span>class<\/span>);<\/span>\r\n\r\n    \/\/ Azure OpenAI \u306e API \u30ad\u30fc<\/span>\r\n    private<\/span> String<\/span> OPENAI_API_KEY<\/span> =<\/span> \"\"<\/span>;<\/span>\r\n    \/\/ Azure OpenAI \u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e URL<\/span>\r\n    private<\/span> String<\/span> OPENAI_URL<\/span> =<\/span> \"\"<\/span>;<\/span>\r\n\r\n    private<\/span> String<\/span> POSTGRESQL_JDBC_URL<\/span> =<\/span> \"\"<\/span>;<\/span>\r\n    private<\/span> String<\/span> POSTGRESQL_USER<\/span> =<\/span> \"\"<\/span>;<\/span>\r\n    private<\/span> String<\/span> POSTGRESQL_PASSWORD<\/span> =<\/span> \"\"<\/span>;<\/span>\r\n\r\n    private<\/span> final<\/span> static<\/span> List<\/span><<\/span>String<\/span>><\/span> INPUT_DATA<\/span> =<\/span> Arrays<\/span>.<\/span>asList<\/span>(<\/span>\r\n            \"Visual Studio Code for Java\u306f\u3001Microsoft\u304c\u63d0\u4f9b\u3059\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30b3\u30fc\u30c9\u30a8\u30c7\u30a3\u30bfVisual Studio Code\u4e0a\u3067\u3001Java\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u306e\u62e1\u5f35\u6a5f\u80fd\u3067\u3059\u3002Java\u958b\u767a\u8005\u304c\u52b9\u7387\u7684\u306b\u30b3\u30fc\u30c9\u3092\u8a18\u8ff0\u3001\u30d3\u30eb\u30c9\u3001\u30c7\u30d0\u30c3\u30b0\u3001\u30c6\u30b9\u30c8\u3001\u5b9f\u884c\u3067\u304d\u308b\u74b0\u5883\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002Visual Studio Code\u306f\u591a\u8a00\u8a9e\u5bfe\u5fdc\u306e\u8efd\u91cf\u306a\u30c6\u30ad\u30b9\u30c8\u30a8\u30c7\u30a3\u30bf\u3067\u3042\u308a\u3001\u9ad8\u3044\u62e1\u5f35\u6027\u304c\u7279\u5fb4\u3067\u3059\u3002Java\u958b\u767a\u8005\u306b\u3068\u3063\u3066\u306f\u3001Visual Studio Code for Java\u304c\u512a\u308c\u305f\u958b\u767a\u74b0\u5883\u3068\u3057\u3066\u5229\u7528\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002Visual Studio Code for Java\u306f\u3001Java Development Kit (JDK)\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3053\u3068\u3067\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002JDK\u306fJava\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u30b3\u30f3\u30d1\u30a4\u30eb\u3001\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u57fa\u672c\u7684\u306a\u30c4\u30fc\u30eb\u30bb\u30c3\u30c8\u3067\u3059\u3002Visual Studio Code\u3067Java\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u958b\u59cb\u3059\u308b\u306b\u306f\u3001JDK\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u5f8c\u3001Visual Studio Code\u306e\u62e1\u5f35\u6a5f\u80fd\u30de\u30fc\u30b1\u30c3\u30c8\u30d7\u30ec\u30a4\u30b9\u304b\u3089Java Extension Pack\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002Java Extension Pack\u306b\u306f\u3001Java\u8a00\u8a9e\u30b5\u30dd\u30fc\u30c8\u3001\u30c7\u30d0\u30c3\u30b0\u3001\u30c6\u30b9\u30c8\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406\u306a\u3069\u306e\u6a5f\u80fd\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002Visual Studio Code for Java\u306e\u4e3b\u306a\u6a5f\u80fd\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059:1. \u30b7\u30f3\u30bf\u30c3\u30af\u30b9\u30cf\u30a4\u30e9\u30a4\u30c8: Java\u306e\u30b3\u30fc\u30c9\u306b\u8272\u4ed8\u3051\u3092\u884c\u3044\u3001\u53ef\u8aad\u6027\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u30022. \u30b3\u30fc\u30c9\u88dc\u5b8c: \u30b3\u30fc\u30c9\u5165\u529b\u4e2d\u306b\u53ef\u80fd\u6027\u306e\u3042\u308b\u30b3\u30fc\u30c9\u3092\u63d0\u6848\u3057\u3001\u52b9\u7387\u7684\u306b\u30b3\u30fc\u30c9\u3092\u8a18\u8ff0\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u30023. \u30b3\u30fc\u30c9\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3: \u30af\u30e9\u30b9\u3001\u30e1\u30bd\u30c3\u30c9\u3001\u5909\u6570\u3078\u306e\u30b8\u30e3\u30f3\u30d7\u3084\u3001\u5b9a\u7fa9\u306e\u691c\u7d22\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u30024. \u30ea\u30d5\u30a1\u30af\u30bf\u30ea\u30f3\u30b0: \u30b3\u30fc\u30c9\u306e\u69cb\u9020\u3084\u540d\u524d\u3092\u5909\u66f4\u3057\u3001\u30b3\u30fc\u30c9\u306e\u54c1\u8cea\u3092\u5411\u4e0a\u3055\u305b\u308b\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u30025. \u30c7\u30d0\u30c3\u30b0: \u30d6\u30ec\u30fc\u30af\u30dd\u30a4\u30f3\u30c8\u3092\u8a2d\u5b9a\u3057\u3001\u30b9\u30c6\u30c3\u30d7\u5b9f\u884c\u3084\u5909\u6570\u306e\u76e3\u8996\u306a\u3069\u306e\u30c7\u30d0\u30c3\u30b0\u6a5f\u80fd\u3092\u5229\u7528\u3067\u304d\u307e\u3059\u30026. \u30c6\u30b9\u30c8: JUnit\u3084TestNG\u306a\u3069\u306e\u30c6\u30b9\u30c8\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u30c6\u30b9\u30c8\u306e\u4f5c\u6210\u3001\u5b9f\u884c\u3001\u7d50\u679c\u306e\u8868\u793a\u304c\u3067\u304d\u307e\u3059\u30027. \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406: Maven\u3084Gradle\u306a\u3069\u306e\u30d3\u30eb\u30c9\u30c4\u30fc\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u69cb\u6210\u3084\u4f9d\u5b58\u95a2\u4fc2\u306e\u7ba1\u7406\u304c\u884c\u3048\u307e\u3059\u30028. Git\u306e\u7d71\u5408: \u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3092\u884c\u3046Git\u3068\u306e\u7d71\u5408\u304c\u3042\u308a\u307e\u3059\u3002Visual Studio Code for Java\u306f\u3001\u958b\u767a\u8005\u306e\u751f\u7523\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u6a5f\u80fd\u304c\u8c4a\u5bcc\u3067\u3042\u308a\u3001Java\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u958b\u767a\u306b\u9069\u3057\u305f\u74b0\u5883\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u307e\u305f\u3001Visual Studio Code\u306e\u62e1\u5f35\u6a5f\u80fd\u30de\u30fc\u30b1\u30c3\u30c8\u30d7\u30ec\u30a4\u30b9\u306b\u306f\u3001\u3055\u307e\u3056\u307e\u306aJava\u95a2\u9023\u306e\u62e1\u5f35\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u306e\u3067\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u8ffd\u52a0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u62e1\u5f35\u6a5f\u80fd\u306b\u3088\u308a\u3001Java\u958b\u767a\u8005\u306fVisual Studio Code\u3092\u4e2d\u5fc3\u3068\u3057\u305f\u7d71\u5408\u958b\u767a\u74b0\u5883\u3068\u3057\u3066\u5229\u7528\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002\"<\/span>,<\/span>\r\n            \"Azure App Service for Java\u306f\u3001Microsoft\u306e\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0Azure\u4e0a\u3067Java\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30db\u30b9\u30c8\u3001\u30c7\u30d7\u30ed\u30a4\u3001\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002Azure App Service\u306f\u3001\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u30e2\u30d0\u30a4\u30eb\u30a2\u30d7\u30ea\u3001API\u3001\u304a\u3088\u3073\u305d\u306e\u4ed6\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u3068\u5b9f\u884c\u306b\u5bfe\u5fdc\u3057\u3066\u304a\u308a\u3001Java\u958b\u767a\u8005\u304c\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u8fc5\u901f\u306b\u30c7\u30d7\u30ed\u30a4\u3057\u3001\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u7ba1\u7406\u3092\u62bd\u8c61\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u958b\u767a\u8005\u306f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30b3\u30fc\u30c9\u306b\u96c6\u4e2d\u3067\u304d\u307e\u3059\u3002Azure App Service for Java\u306f\u3001JDK\uff08Java Development Kit\uff09\u3068Web\u30b5\u30fc\u30d0\u30fc\u3092\u7d44\u307f\u8fbc\u3093\u3067\u304a\u308a\u3001Tomcat\u3001Jetty\u3001JBoss EAP\u306a\u3069\u306eJava\u30e9\u30f3\u30bf\u30a4\u30e0\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\u3055\u3089\u306b\u3001Azure App Service\u306f\u3001CI\/CD\uff08\u7d99\u7d9a\u7684\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\/\u7d99\u7d9a\u7684\u30c7\u30ea\u30d0\u30ea\u30fc\uff09\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u69cb\u7bc9\u3001\u30ab\u30b9\u30bf\u30e0\u30c9\u30e1\u30a4\u30f3\u306e\u8a2d\u5b9a\u3001SSL\u8a3c\u660e\u66f8\u306e\u7ba1\u7406\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u76e3\u8996\u3068\u8a3a\u65ad\u306a\u3069\u3001Java\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u5168\u4f53\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\"<\/span>,<\/span>\r\n            \"Azure Container Apps\u306f\u3001Microsoft\u306e\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0Azure\u4e0a\u3067\u3001\u30b3\u30f3\u30c6\u30ca\u30d9\u30fc\u30b9\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30c7\u30d7\u30ed\u30a4\u3001\u7ba1\u7406\u3001\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3059\u308b\u305f\u3081\u306e\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002Azure Container Apps\u306f\u3001\u30de\u30a4\u30af\u30ed\u30b5\u30fc\u30d3\u30b9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3001\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30b5\u30fc\u30d3\u30b9\u3001\u304a\u3088\u3073\u30b8\u30e7\u30d6\u3092\u5b9f\u884c\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30b5\u30fc\u30d3\u30b9\u306f\u3001Kubernetes\u306e\u3088\u3046\u306a\u30b3\u30f3\u30c6\u30ca\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u62bd\u8c61\u5316\u3057\u3001\u958b\u767a\u8005\u304c\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u7ba1\u7406\u3084\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u304b\u3089\u89e3\u653e\u3055\u308c\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30b3\u30fc\u30c9\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002Azure Container Apps\u306f\u3001Docker\u30b3\u30f3\u30c6\u30ca\u30a4\u30e1\u30fc\u30b8\u3092\u4f7f\u7528\u3057\u3066\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30c7\u30d7\u30ed\u30a4\u3057\u3001\u81ea\u52d5\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3001\u30ed\u30fc\u30ea\u30f3\u30b0\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3001\u81ea\u52d5\u5fa9\u5143\u306a\u3069\u306e\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u307e\u305f\u3001Azure Container Apps\u306f\u3001\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u4f9d\u5b58\u3057\u306a\u3044\u305f\u3081\u3001\u3069\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3084\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3082\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002\u958b\u767a\u8005\u306f\u3001Azure\u30dd\u30fc\u30bf\u30eb\u3001Azure CLI\u3001\u307e\u305f\u306fGitHub Actions\u306a\u3069\u306eCI\/CD\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u4f7f\u7528\u3057\u3066\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u7c21\u5358\u306b\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u307e\u3059\u3002\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u9762\u3067\u306f\u3001Azure Container Apps\u306f\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5206\u96e2\u3001\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3001Azure Active Directory\uff08AAD\uff09\u7d71\u5408\u306a\u3069\u306e\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5b89\u5168\u6027\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u76e3\u8996\u3068\u8a3a\u65ad\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u6a5f\u80fd\u3082\u63d0\u4f9b\u3055\u308c\u3066\u304a\u308a\u3001Azure Monitor\u3084Azure Application Insights\u3068\u3044\u3063\u305f\u30c4\u30fc\u30eb\u3092\u5229\u7528\u3057\u3066\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3084\u554f\u984c\u306e\u7279\u5b9a\u304c\u53ef\u80fd\u3067\u3059\u3002\"<\/span>,<\/span>\r\n            \"Azure Cosmos DB\u306f\u3001Microsoft\u306e\u30b0\u30ed\u30fc\u30d0\u30eb\u5206\u6563\u30de\u30eb\u30c1\u30e2\u30c7\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30b5\u30fc\u30d3\u30b9\u3067\u3042\u308a\u3001\u4f4e\u9045\u5ef6\u3001\u9ad8\u53ef\u7528\u6027\u3001\u304a\u3088\u3073\u9ad8\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002Cosmos DB\u306f\u3001NoSQL\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3042\u308a\u3001\u30ad\u30fc\u30fb\u30d0\u30ea\u30e5\u30fc\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001\u30ab\u30e9\u30e0\u30d5\u30a1\u30df\u30ea\u30fc\u3001\u30b0\u30e9\u30d5\u3068\u3044\u3063\u305f\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9\u306f\u3001\u69d8\u3005\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u5bfe\u5fdc\u3057\u3001\u30a6\u30a7\u30d6\u3001\u30e2\u30d0\u30a4\u30eb\u3001IoT\u3001\u30b2\u30fc\u30e0\u306a\u3069\u306e\u958b\u767a\u306b\u5229\u7528\u3067\u304d\u307e\u3059\u3002Azure Cosmos DB\u306e\u4e3b\u8981\u6a5f\u80fd\u306f\u3001\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002\u30b0\u30ed\u30fc\u30d0\u30eb\u5206\u6563: \u30c7\u30fc\u30bf\u3092\u8907\u6570\u306e\u5730\u7406\u7684\u30ea\u30fc\u30b8\u30e7\u30f3\u306b\u81ea\u52d5\u7684\u306b\u30ec\u30d7\u30ea\u30b1\u30fc\u30c8\u3057\u3001\u9ad8\u53ef\u7528\u6027\u3068\u4f4e\u9045\u5ef6\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002\u6c34\u5e73\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0: \u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u30ad\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u3092\u8907\u6570\u306e\u7269\u7406\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u306b\u5206\u5272\u3057\u3001\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3068\u30b9\u30c8\u30ec\u30fc\u30b8\u5bb9\u91cf\u3092\u67d4\u8edf\u306b\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3067\u304d\u307e\u3059\u30025\u3064\u306e\u6574\u5408\u6027\u30e2\u30c7\u30eb: \u30b0\u30ed\u30fc\u30d0\u30eb\u5206\u6563\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u6574\u5408\u6027\u8981\u4ef6\u306b\u5fdc\u3058\u3066\u3001\u5f37\u3044\u6574\u5408\u6027\u304b\u3089\u30a4\u30d9\u30f3\u30c1\u30e3\u30eb\u6574\u5408\u6027\u307e\u3067\u306e5\u3064\u306e\u6574\u5408\u6027\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9: Azure Synapse Analytics\u3084Azure Functions\u3068\u7d71\u5408\u3057\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5206\u6790\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002\u307e\u305f\u3001Azure Cosmos DB\u306f\u3001\u8907\u6570\u306eAPI\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001SQL API\u3001MongoDB API\u3001Cassandra API\u3001Gremlin API\u3001Table API\u306a\u3069\u3001\u958b\u767a\u8005\u304c\u65e2\u306b\u4f7f\u3044\u6163\u308c\u305fAPI\u3092\u4f7f\u7528\u3057\u3066\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u9762\u3067\u306f\u3001Cosmos DB\u306f\u6697\u53f7\u5316\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5206\u96e2\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u306a\u3069\u306e\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3001\u30c7\u30fc\u30bf\u306e\u4fdd\u8b77\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001Azure Monitor\u3084Azure Application Insights\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3084\u554f\u984c\u306e\u7279\u5b9a\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\"<\/span>,<\/span>\r\n            \"Azure Kubernetes Service (AKS) \u306f\u3001\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u304c\u63d0\u4f9b\u3059\u308b Kubernetes \u30af\u30e9\u30b9\u30bf\u30fc\u7ba1\u7406\u30b5\u30fc\u30d3\u30b9\u3067\u3001\u30b3\u30f3\u30c6\u30ca\u5316\u3055\u308c\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30c7\u30d7\u30ed\u30a4\u3001\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3001\u904b\u7528\u3092\u7c21\u5358\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002AKS \u306f\u3001\u30de\u30cd\u30fc\u30b8\u30c9\u578b\u306e Kubernetes \u30b5\u30fc\u30d3\u30b9\u3067\u3042\u308a\u3001\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u7ba1\u7406\u3084\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306a\u3069\u306e\u9762\u5012\u306a\u4f5c\u696d\u3092\u81ea\u52d5\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u958b\u767a\u8005\u306f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u306b\u96c6\u4e2d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002AKS \u306f\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u5411\u3051\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u76e3\u8996\u3001\u904b\u7528\u7ba1\u7406\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3001DevOps \u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3068\u306e\u7d71\u5408\u3082\u5bb9\u6613\u3067\u3059\u3002\u307e\u305f\u3001Azure \u306e\u4ed6\u306e\u30b5\u30fc\u30d3\u30b9\u3068\u306e\u9023\u643a\u3082\u53ef\u80fd\u3067\u3001\u67d4\u8edf\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u3092\u652f\u63f4\u3057\u307e\u3059\u3002AKS\u306e\u4e3b\u306a\u6a5f\u80fd\u3068\u5229\u70b9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u30021. \u30af\u30e9\u30b9\u30bf\u30fc\u306e\u30d7\u30ed\u30d3\u30b8\u30e7\u30cb\u30f3\u30b0\u3068\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0: AKS\u306f\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u7ba1\u7406\u3092\u81ea\u52d5\u5316\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30ce\u30fc\u30c9\u306e\u8ffd\u52a0\u3084\u524a\u9664\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30ea\u30bd\u30fc\u30b9\u306e\u9069\u5207\u306a\u4f7f\u7528\u3068\u52b9\u7387\u7684\u306a\u904b\u7528\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u30022. \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30a2\u30af\u30bb\u30b9\u5236\u5fa1: AKS\u306f\u3001\u7d44\u307f\u8fbc\u307f\u306eAzure Active Directory\uff08AD\uff09\u7d71\u5408\u3092\u63d0\u4f9b\u3057\u3001\u30ed\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\uff08RBAC\uff09\u3092\u4f7f\u7528\u3057\u3066\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u30bb\u30ad\u30e5\u30a2\u306b\u7ba1\u7406\u3067\u304d\u307e\u3059\u30023.CI\/CD\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3068\u306e\u7d71\u5408: AKS\u306f\u3001Azure DevOps\u3084Jenkins\u306a\u3069\u306eCI\/CD\u30c4\u30fc\u30eb\u3068\u7d71\u5408\u3057\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d3\u30eb\u30c9\u3001\u30c6\u30b9\u30c8\u3001\u30c7\u30d7\u30ed\u30a4\u3092\u81ea\u52d5\u5316\u3067\u304d\u307e\u3059\u30024. \u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3068\u30ed\u30b0: AKS\u306f\u3001Azure Monitor\u3084Prometheus\u3001Grafana\u306a\u3069\u306e\u76e3\u8996\u30c4\u30fc\u30eb\u3068\u7d71\u5408\u3057\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3084\u30ea\u30bd\u30fc\u30b9\u4f7f\u7528\u72b6\u6cc1\u3092\u76e3\u8996\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u30ed\u30b0\u306fAzure Log Analytics\u3092\u901a\u3058\u3066\u4e00\u5143\u7ba1\u7406\u3067\u304d\u307e\u3059\u30025. \u30cd\u30c3\u30c8\u30ef\u30fc\u30ad\u30f3\u30b0\u3068\u30b9\u30c8\u30ec\u30fc\u30b8: AKS\u306f\u3001Azure Virtual Networks\uff08VNet\uff09\u3092\u4f7f\u7528\u3057\u3066\u3001\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5185\u3067\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001Azure Storage\u3084Azure Disks\u3092\u4f7f\u7528\u3057\u3066\u3001\u6c38\u7d9a\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u30026. Azure\u306e\u4ed6\u306e\u30b5\u30fc\u30d3\u30b9\u3068\u306e\u9023\u643a: AKS\u306f\u3001Azure Functions\u3084Azure Cosmos DB\u306a\u3069\u306eAzure\u30b5\u30fc\u30d3\u30b9\u3068\u9023\u643a\u3057\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u6a5f\u80fd\u3092\u62e1\u5f35\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u6a5f\u80fd\u306b\u3088\u308a\u3001AKS\u306f\u958b\u767a\u8005\u304c\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u306b\u96c6\u4e2d\u3057\u3001\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u7ba1\u7406\u3084\u904b\u7528\u306e\u8ca0\u62c5\u3092\u8efd\u6e1b\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u5411\u3051\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u76e3\u8996\u3001\u904b\u7528\u7ba1\u7406\u6a5f\u80fd\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u5b89\u5fc3\u3057\u3066\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\"<\/span>,<\/span>\r\n            \"Azure Cognitive Service\u306f\u3001\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u304c\u63d0\u4f9b\u3059\u308bAI\u6a5f\u80fd\u3092\u7d71\u5408\u3057\u305f\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30b5\u30fc\u30d3\u30b9\u3067\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3001\u30dc\u30c3\u30c8\u306b\u7c21\u5358\u306b\u4eba\u5de5\u77e5\u80fd\u6a5f\u80fd\u3092\u8ffd\u52a0\u3067\u304d\u307e\u3059\u3002\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3084\u6a5f\u68b0\u5b66\u7fd2\u306e\u5c02\u9580\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082\u3001API\u3092\u4ecb\u3057\u3066\u3053\u308c\u3089\u306e\u6a5f\u80fd\u3092\u5229\u7528\u3067\u304d\u307e\u3059\u3002Azure Cognitive Service\u306f\u3001\u4ee5\u4e0b\u306e5\u3064\u306e\u30ab\u30c6\u30b4\u30ea\u306b\u5206\u304b\u308c\u3066\u3044\u307e\u3059\u3002Vision: \u753b\u50cf\u3084\u52d5\u753b\u3092\u89e3\u6790\u3057\u3001\u9854\u8a8d\u8b58\u3001\u753b\u50cf\u8a8d\u8b58\u3001\u5149\u5b66\u5f0f\u6587\u5b57\u8a8d\u8b58\uff08OCR\uff09\u306a\u3069\u306e\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30d3\u30b8\u30e7\u30f3\u3001\u30ab\u30b9\u30bf\u30e0\u30d3\u30b8\u30e7\u30f3\u3001\u30d5\u30a7\u30a4\u30b9API\u3001\u30d5\u30a9\u30fc\u30e0\u8a8d\u8b58\u5668\u3001\u30d3\u30c7\u30aa\u30a4\u30f3\u30c7\u30af\u30b5\u30fc\u306a\u3069\u304c\u542b\u307e\u308c\u307e\u3059\u3002Speech: \u97f3\u58f0\u8a8d\u8b58\u3001\u97f3\u58f0\u5408\u6210\u3001\u97f3\u58f0\u7ffb\u8a33\u306a\u3069\u306e\u97f3\u58f0\u95a2\u9023\u306e\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u30b9\u30d4\u30fc\u30c1\u30b5\u30fc\u30d3\u30b9\u3001\u97f3\u58f0\u7ffb\u8a33\u3001\u30b9\u30d4\u30fc\u30ab\u30fc\u8a8d\u8b58\u304c\u542b\u307e\u308c\u307e\u3059\u3002Language: \u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3001\u30c6\u30ad\u30b9\u30c8\u89e3\u6790\u3001\u6a5f\u68b0\u7ffb\u8a33\u3001\u6587\u66f8\u306e\u8981\u7d04\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u62bd\u51fa\u306a\u3069\u304c\u3067\u304d\u307e\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u5206\u6790\u3001\u8a00\u8a9e\u7406\u89e3\uff08LUIS\uff09\u3001QnA\u30e1\u30fc\u30ab\u30fc\u3001\u7ffb\u8a33\u304c\u542b\u307e\u308c\u307e\u3059\u3002Decision: \u610f\u601d\u6c7a\u5b9a\u3084\u63a8\u5968\u4e8b\u9805\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3001\u500b\u3005\u306e\u30e6\u30fc\u30b6\u30fc\u306b\u9069\u3057\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u3084\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u63a8\u5968\u3067\u304d\u307e\u3059\u3002\u500b\u5225\u5316\u3001\u30a2\u30ce\u30de\u30ea\u30fc\u30c7\u30a3\u30c6\u30af\u30bf\u30fc\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u30e2\u30c7\u30ec\u30fc\u30bf\u304c\u542b\u307e\u308c\u307e\u3059\u3002Web Search: Bing\u306e\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3092\u5229\u7528\u3057\u305f\u3001\u30a6\u30a7\u30d6\u691c\u7d22\u3001\u753b\u50cf\u691c\u7d22\u3001\u52d5\u753b\u691c\u7d22\u3001\u30cb\u30e5\u30fc\u30b9\u691c\u7d22\u3001\u5730\u56f3\u691c\u7d22\u306a\u3069\u306e\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002Bing Web Search API\u3001Bing Image Search API\u3001Bing Video Search API\u3001Bing News Search API\u3001Bing Maps API\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u3053\u308c\u3089\u306eAI\u6a5f\u80fd\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30b5\u30fc\u30d3\u30b9\u306e\u4fa1\u5024\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001Azure Cognitive Service\u306f\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306b\u3082\u914d\u616e\u3055\u308c\u3066\u304a\u308a\u3001\u4f01\u696d\u3084\u958b\u767a\u8005\u304c\u5b89\u5fc3\u3057\u3066\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\"<\/span>,<\/span>\r\n            \"Azure Container Instances (ACI)\u306f\u3001\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u304c\u63d0\u4f9b\u3059\u308b\u3001\u30b3\u30f3\u30c6\u30ca\u3092\u7d20\u65e9\u304f\u7c21\u5358\u306b\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u308b\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002\u4eee\u60f3\u30de\u30b7\u30f3\u3084\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u7ba1\u7406\u3092\u305b\u305a\u306b\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30b3\u30f3\u30c6\u30ca\u3092\u5b9f\u884c\u3067\u304d\u308b\u305f\u3081\u3001\u958b\u767a\u8005\u306f\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u7ba1\u7406\u306b\u304b\u304b\u308b\u624b\u9593\u3092\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002ACI\u306f\u3001\u79d2\u5358\u4f4d\u306e\u8ab2\u91d1\u304c\u53ef\u80fd\u3067\u3001\u30ea\u30bd\u30fc\u30b9\u306e\u4f7f\u7528\u91cf\u306b\u5fdc\u3058\u3066\u30b3\u30b9\u30c8\u304c\u767a\u751f\u3057\u307e\u3059\u3002\u4e3b\u306a\u7279\u5fb4\u3068\u5229\u70b9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002\u30b7\u30f3\u30d7\u30eb\u3067\u8fc5\u901f\u306a\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8: ACI\u306f\u3001Docker\u30b3\u30f3\u30c6\u30ca\u30a4\u30e1\u30fc\u30b8\u3092\u4f7f\u7528\u3057\u3066\u3001\u77ed\u6642\u9593\u3067\u30b3\u30f3\u30c6\u30ca\u3092\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001ACI\u3067\u5b9f\u884c\u3055\u308c\u308b\u30b3\u30f3\u30c6\u30ca\u306f\u3001Docker\u30b3\u30de\u30f3\u30c9\u3084Kubernetes\u30af\u30e9\u30b9\u30bf\u3068\u4e92\u63db\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u306e\u7ba1\u7406\u304c\u4e0d\u8981: ACI\u306f\u3001\u30db\u30b9\u30c8OS\u306e\u7ba1\u7406\u3084\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306e\u624b\u9593\u3092\u7701\u304d\u3001\u958b\u767a\u8005\u306f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u3068\u904b\u7528\u306b\u96c6\u4e2d\u3067\u304d\u307e\u3059\u3002\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0: ACI\u306f\u3001\u30b3\u30f3\u30c6\u30ca\u306e\u6570\u3092\u67d4\u8edf\u306b\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3067\u304d\u3001\u8ca0\u8377\u306b\u5fdc\u3058\u3066\u30ea\u30bd\u30fc\u30b9\u3092\u5897\u6e1b\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3: ACI\u306f\u3001Azure\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a5f\u80fd\u3092\u5229\u7528\u3057\u3066\u3001\u30b3\u30f3\u30c6\u30ca\u3068\u30c7\u30fc\u30bf\u306e\u4fdd\u8b77\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u30a2\u30a4\u30bd\u30ec\u30fc\u30b7\u30e7\u30f3\u3082\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u7528\u9014\u306b\u5fdc\u3058\u305f\u67d4\u8edf\u306a\u30ea\u30bd\u30fc\u30b9\u5272\u308a\u5f53\u3066: ACI\u3067\u306f\u3001CPU\u3068\u30e1\u30e2\u30ea\u3092\u500b\u5225\u306b\u5272\u308a\u5f53\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8981\u4ef6\u306b\u5fdc\u3058\u3066\u30ea\u30bd\u30fc\u30b9\u3092\u6700\u9069\u5316\u3067\u304d\u307e\u3059\u3002\u30a4\u30d9\u30f3\u30c8\u99c6\u52d5\u578b\u306e\u30b3\u30f3\u30c6\u30ca\u5b9f\u884c: ACI\u306f\u3001Azure Functions\u3084Logic Apps\u306a\u3069\u306e\u30b5\u30fc\u30d3\u30b9\u3068\u7d71\u5408\u3057\u3066\u3001\u30a4\u30d9\u30f3\u30c8\u99c6\u52d5\u578b\u306e\u30b3\u30f3\u30c6\u30ca\u5b9f\u884c\u304c\u53ef\u80fd\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u7279\u5fb4\u306b\u3088\u308a\u3001Azure Container Instances\u306f\u3001\u30b7\u30e7\u30fc\u30c8\u30bf\u30fc\u30e0\u306e\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3084\u30d0\u30c3\u30c1\u51e6\u7406\u3001\u958b\u767a\u30fb\u30c6\u30b9\u30c8\u74b0\u5883\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30b7\u30ca\u30ea\u30aa\u3067\u52b9\u679c\u7684\u306b\u5229\u7528\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001AKS\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u6a5f\u80fd\u3092\u6d3b\u7528\u3057\u305f\u30b3\u30f3\u30c6\u30ca\u7ba1\u7406\u3082\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002\"<\/span>,<\/span>\r\n            \"Azure Data Lake Storage (ADLS)\u306f\u3001\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u304c\u63d0\u4f9b\u3059\u308b\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3001\u30da\u30bf\u30d0\u30a4\u30c8\u898f\u6a21\u306e\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u683c\u7d0d\u3001\u51e6\u7406\u3001\u5206\u6790\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002ADLS\u306f\u3001Azure Storage\u306e\u4e00\u90e8\u3067\u3042\u308a\u3001\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3084\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u4e00\u5143\u7684\u306b\u7ba1\u7406\u3057\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u3084\u6a5f\u68b0\u5b66\u7fd2\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u306a\u3069\u306e\u9ad8\u5ea6\u306a\u5206\u6790\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002ADLS\u306e\u4e3b\u306a\u7279\u5fb4\u3068\u5229\u70b9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3: ADLS\u306f\u3001\u30da\u30bf\u30d0\u30a4\u30c8\u898f\u6a21\u306e\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3067\u304d\u308b\u9ad8\u3044\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u63d0\u4f9b\u3057\u3001\u30c7\u30fc\u30bf\u306e\u5897\u5927\u306b\u67d4\u8edf\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9: ADLS\u306f\u3001\u30c7\u30fc\u30bf\u306e\u5927\u91cf\u8aad\u307f\u8fbc\u307f\u3084\u66f8\u304d\u8fbc\u307f\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u63d0\u4f9b\u3057\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u51e6\u7406\u3084\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9: ADLS\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6697\u53f7\u5316\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u76e3\u67fb\u30ed\u30b0\u306a\u3069\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3001\u4f01\u696d\u306e\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u8981\u4ef6\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002\u9ad8\u3044\u4e92\u63db\u6027: ADLS\u306f\u3001Hadoop Distributed File System (HDFS)\u3068\u4e92\u63db\u6027\u304c\u3042\u308a\u3001\u65e2\u5b58\u306eHadoop\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3084Apache Spark\u3001Azure Databricks\u306a\u3069\u306e\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u3068\u9023\u643a\u3067\u304d\u307e\u3059\u3002\u968e\u5c64\u578b\u30b9\u30c8\u30ec\u30fc\u30b8: ADLS\u306f\u3001\u30db\u30c3\u30c8\u3001\u30af\u30fc\u30eb\u3001\u30a2\u30fc\u30ab\u30a4\u30d6\u306e3\u3064\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u968e\u5c64\u3092\u63d0\u4f9b\u3057\u3001\u30c7\u30fc\u30bf\u306e\u30a2\u30af\u30bb\u30b9\u983b\u5ea6\u306b\u5fdc\u3058\u3066\u6700\u9069\u306a\u30b3\u30b9\u30c8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u6e56\u3068\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u7d71\u5408: Azure Data Lake Storage Gen2\u306f\u3001ADLS\u3068Azure Blob Storage\u3092\u7d71\u5408\u3057\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u6e56\u3068\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u5229\u70b9\u3092\u517c\u306d\u5099\u3048\u305f\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002Azure Data Lake Storage\u306f\u3001\u4f01\u696d\u304c\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u7ba1\u7406\u3057\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u3084\u6a5f\u68b0\u5b66\u7fd2\u306a\u3069\u306e\u9ad8\u5ea6\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4f01\u696d\u306f\u30c7\u30fc\u30bf\u306e\u4fa1\u5024\u3092\u6700\u5927\u9650\u306b\u6d3b\u7528\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30b5\u30a4\u30c8\u306e\u7372\u5f97\u3084\u610f\u601d\u6c7a\u5b9a\u306e\u6539\u5584\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002\"<\/span>,<\/span>\r\n            \"Azure Blob Storage\u306f\u3001\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u304c\u63d0\u4f9b\u3059\u308b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30b9\u30c8\u30ec\u30fc\u30b8\u30b5\u30fc\u30d3\u30b9\u3067\u3001\u5927\u91cf\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u30fb\u7ba1\u7406\u3067\u304d\u308b\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u3001\u30d0\u30a4\u30ca\u30ea\u30c7\u30fc\u30bf\u3001\u753b\u50cf\u3001\u52d5\u753b\u3001\u30ed\u30b0\u30d5\u30a1\u30a4\u30eb\u306a\u3069\u3001\u3042\u3089\u3086\u308b\u30bf\u30a4\u30d7\u306e\u30c7\u30fc\u30bf\u3092\u5b89\u5168\u304b\u3064\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306b\u4fdd\u5b58\u3067\u304d\u307e\u3059\u3002\u4e3b\u306a\u7279\u5fb4\u3068\u5229\u70b9\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u30021. \u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3: Azure Blob Storage\u306f\u3001\u30da\u30bf\u30d0\u30a4\u30c8\u898f\u6a21\u306e\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3067\u304d\u308b\u9ad8\u3044\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u63d0\u4f9b\u3057\u3001\u30c7\u30fc\u30bf\u306e\u5897\u5927\u306b\u67d4\u8edf\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u30022. \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9: Azure Blob Storage\u306f\u3001\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3084\u66f8\u304d\u8fbc\u307f\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u9ad8\u304f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u8fc5\u901f\u306b\u51e6\u7406\u3067\u304d\u307e\u3059\u30023. \u968e\u5c64\u578b\u30b9\u30c8\u30ec\u30fc\u30b8: Azure Blob Storage\u306f\u3001\u30db\u30c3\u30c8\u3001\u30af\u30fc\u30eb\u3001\u30a2\u30fc\u30ab\u30a4\u30d6\u306e3\u3064\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u968e\u5c64\u3092\u63d0\u4f9b\u3057\u3001\u30c7\u30fc\u30bf\u306e\u30a2\u30af\u30bb\u30b9\u983b\u5ea6\u306b\u5fdc\u3058\u3066\u6700\u9069\u306a\u30b3\u30b9\u30c8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5b9f\u73fe\u3057\u307e\u3059\u30024. \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9: Azure Blob Storage\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6697\u53f7\u5316\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u76e3\u67fb\u30ed\u30b0\u306a\u3069\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3001\u4f01\u696d\u306e\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u8981\u4ef6\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u30025. \u30b0\u30ed\u30fc\u30d0\u30eb\u30a2\u30af\u30bb\u30b9: Azure Blob Storage\u306f\u3001\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u306eAzure\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u3092\u5229\u7528\u3057\u3001\u4e16\u754c\u4e2d\u304b\u3089\u9ad8\u901f\u304b\u3064\u5b89\u5168\u306b\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u307e\u3059\u30026. \u7d71\u5408\u3068\u4e92\u63db\u6027: Azure Blob Storage\u306f\u3001Azure Data Lake Storage Gen2\u3084\u4ed6\u306eAzure\u30b5\u30fc\u30d3\u30b9\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u30b7\u30b9\u30c6\u30e0\u3068\u9023\u643a\u304c\u53ef\u80fd\u3067\u3001\u30c7\u30fc\u30bf\u306e\u4e00\u5143\u7ba1\u7406\u3084\u5206\u6790\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002Azure Blob Storage\u306f\u3001\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3001\u30a2\u30fc\u30ab\u30a4\u30d6\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u3001IoT\u30c7\u30d0\u30a4\u30b9\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30b7\u30ca\u30ea\u30aa\u3067\u52b9\u679c\u7684\u306b\u5229\u7528\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4f01\u696d\u306f\u30c7\u30fc\u30bf\u306e\u4fa1\u5024\u3092\u6700\u5927\u9650\u306b\u6d3b\u7528\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30b5\u30a4\u30c8\u306e\u7372\u5f97\u3084\u610f\u601d\u6c7a\u5b9a\u306e\u6539\u5584\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002\"<\/span>);<\/span>\r\n\r\n    private<\/span> OpenAIClient<\/span> client<\/span>;<\/span>\r\n\r\n    public<\/span> VectorTest<\/span>()<\/span> throws<\/span> IOException<\/span> {<\/span>\r\n        Properties<\/span> properties<\/span> =<\/span> new<\/span> Properties<\/span>();<\/span>\r\n        properties<\/span>.<\/span>load<\/span>(<\/span>this<\/span>.<\/span>getClass<\/span>().<\/span>getResourceAsStream<\/span>(<\/span>\"\/application.properties\"<\/span>));<\/span>\r\n        OPENAI_API_KEY<\/span> =<\/span> properties<\/span>.<\/span>getProperty<\/span>(<\/span>\"azure.openai.api.key\"<\/span>);<\/span>\r\n        OPENAI_URL<\/span> =<\/span> properties<\/span>.<\/span>getProperty<\/span>(<\/span>\"azure.openai.url\"<\/span>);<\/span>\r\n        POSTGRESQL_JDBC_URL<\/span> =<\/span> properties<\/span>.<\/span>getProperty<\/span>(<\/span>\"azure.postgresql.jdbcurl\"<\/span>);<\/span>\r\n        POSTGRESQL_USER<\/span> =<\/span> properties<\/span>.<\/span>getProperty<\/span>(<\/span>\"azure.postgresql.user\"<\/span>);<\/span>\r\n        POSTGRESQL_PASSWORD<\/span> =<\/span> properties<\/span>.<\/span>getProperty<\/span>(<\/span>\"azure.postgresql.password\"<\/span>);<\/span>\r\n\r\n        client<\/span> =<\/span> new<\/span> OpenAIClientBuilder<\/span>()<\/span>\r\n                .<\/span>credential<\/span>(<\/span>new<\/span> AzureKeyCredential<\/span>(<\/span>OPENAI_API_KEY<\/span>))<\/span>\r\n                .<\/span>endpoint<\/span>(<\/span>OPENAI_URL<\/span>)<\/span>\r\n                .<\/span>buildClient<\/span>();<\/span>\r\n    }<\/span>\r\n\r\n    public<\/span> static<\/span> void<\/span> main<\/span>(<\/span>String<\/span>[]<\/span> args<\/span>)<\/span> {<\/span>\r\n        VectorTest<\/span> test<\/span>;<\/span>\r\n        try<\/span> {<\/span>\r\n            test<\/span> =<\/span> new<\/span> VectorTest<\/span>();<\/span>\r\n            \/\/ DB \u3078\u306e\u30a4\u30f3\u30b5\u30fc\u30c8\u306f\u4e00\u5ea6\u3060\u3051\u5b9f\u884c\u3059\u308b<\/span>\r\n            \/\/ test.insertDataToPostgreSQL();<\/span>\r\n\r\n            \/\/ DB \u306b\u767b\u9332\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3067\u985e\u4f3c\u5ea6\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u53d6\u5f97\u3059\u308b<\/span>\r\n            test<\/span>.<\/span>findMostSimilarString<\/span>(<\/span>\"Azure Blob \u306b\u3064\u3044\u3066\u6559\u3048\u3066\u304f\u3060\u3055\u3044\"<\/span>);<\/span>\r\n        }<\/span> catch<\/span> (<\/span>IOException<\/span> e<\/span>)<\/span> {<\/span>\r\n            LOGGER<\/span>.<\/span>error<\/span>(<\/span>\"Error : \"<\/span>,<\/span> e<\/span>);<\/span>\r\n        }<\/span>\r\n    }<\/span>\r\n\r\n    \/**\r\n     * \u30c6\u30ad\u30b9\u30c8\u30fb\u30a8\u30f3\u3079\u30c7\u30a3\u30f3\u30b0\u306e\u691c\u8a3c\u30b5\u30f3\u30d7\u30eb (text-embedding-ada-002)\r\n     *\/<\/span>\r\n    private<\/span> List<\/span><<\/span>Double<\/span>><\/span> invokeTextEmbedding<\/span>(<\/span>String<\/span> originalText<\/span>)<\/span> {<\/span>\r\n        EmbeddingsOptions<\/span> embeddingsOptions<\/span> =<\/span> new<\/span> EmbeddingsOptions<\/span>(<\/span>Arrays<\/span>.<\/span>asList<\/span>(<\/span>originalText<\/span>));<\/span>\r\n        var<\/span> result<\/span> =<\/span> client<\/span>.<\/span>getEmbeddings<\/span>(<\/span>\"text-embedding-ada-002\"<\/span>,<\/span> embeddingsOptions<\/span>);<\/span>\r\n        var<\/span> embedding<\/span> =<\/span> result<\/span>.<\/span>getData<\/span>().<\/span>stream<\/span>().<\/span>findFirst<\/span>().<\/span>get<\/span>().<\/span>getEmbedding<\/span>();<\/span>\r\n        return<\/span> embedding<\/span>;<\/span>\r\n    }<\/span>\r\n\r\n    private<\/span> void<\/span> insertDataToPostgreSQL<\/span>()<\/span> {<\/span>\r\n        try<\/span> (<\/span>var<\/span> connection<\/span> =<\/span> DriverManager<\/span>.<\/span>getConnection<\/span>(<\/span>POSTGRESQL_JDBC_URL<\/span>,<\/span> POSTGRESQL_USER<\/span>,<\/span> POSTGRESQL_PASSWORD<\/span>))<\/span> {<\/span>\r\n            var<\/span> insertSql<\/span> =<\/span> \"INSERT INTO TBL_VECTOR_TEST (id, embedding, origntext) VALUES (?, ?::vector, ?)\"<\/span>;<\/span>\r\n\r\n            for<\/span> (<\/span>String<\/span> originText<\/span> :<\/span> INPUT_DATA<\/span>)<\/span> {<\/span>\r\n                \/\/ \u30c6\u30ad\u30b9\u30c8\u30fb\u30a8\u30f3\u3079\u30c7\u30a3\u30f3\u30b0\u3092\u547c\u3073\u51fa\u3057\u30d9\u30af\u30bf\u30fc\u914d\u5217\u3092\u53d6\u5f97<\/span>\r\n                List<\/span><<\/span>Double<\/span>><\/span> embedding<\/span> =<\/span> invokeTextEmbedding<\/span>(<\/span>originText<\/span>);<\/span>\r\n                \/\/ \u77ed\u6642\u9593\u306b\u5927\u91cf\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u9001\u308b\u3068\u30a8\u30e9\u30fc\u306b\u306a\u308b\u305f\u3081\u300110\u79d2\u9593\u30b9\u30ea\u30fc\u30d7<\/span>\r\n                TimeUnit<\/span>.<\/span>SECONDS<\/span>.<\/span>sleep<\/span>(<\/span>10<\/span>);<\/span>\r\n\r\n                PreparedStatement<\/span> insertStatement<\/span> =<\/span> connection<\/span>.<\/span>prepareStatement<\/span>(<\/span>insertSql<\/span>);<\/span>\r\n                insertStatement<\/span>.<\/span>setObject<\/span>(<\/span>1<\/span>,<\/span> UUID<\/span>.<\/span>randomUUID<\/span>());<\/span>\r\n                insertStatement<\/span>.<\/span>setArray<\/span>(<\/span>2<\/span>,<\/span> connection<\/span>.<\/span>createArrayOf<\/span>(<\/span>\"double\"<\/span>,<\/span> embedding<\/span>.<\/span>toArray<\/span>()));<\/span>\r\n                insertStatement<\/span>.<\/span>setString<\/span>(<\/span>3<\/span>,<\/span> originText<\/span>);<\/span>\r\n                insertStatement<\/span>.<\/span>executeUpdate<\/span>();<\/span>\r\n            }<\/span>\r\n        }<\/span> catch<\/span> (<\/span>SQLException<\/span> |<\/span> InterruptedException<\/span> e<\/span>)<\/span> {<\/span>\r\n            LOGGER<\/span>.<\/span>error<\/span>(<\/span>\"Connection failure.\"<\/span> +<\/span> e<\/span>.<\/span>getMessage<\/span>());<\/span>\r\n        }<\/span>\r\n    }<\/span>\r\n\r\n    public<\/span> void<\/span> findMostSimilarString<\/span>(<\/span>String<\/span> data<\/span>)<\/span> {<\/span>\r\n        try<\/span> (<\/span>var<\/span> connection<\/span> =<\/span> DriverManager<\/span>.<\/span>getConnection<\/span>(<\/span>POSTGRESQL_JDBC_URL<\/span>,<\/span> POSTGRESQL_USER<\/span>,<\/span> POSTGRESQL_PASSWORD<\/span>))<\/span> {<\/span>\r\n            \/\/ \u30e6\u30fc\u30b6\u304c\u691c\u7d22\u3057\u305f\u3044\u6587\u5b57\u5217\u3092\u30c6\u30ad\u30b9\u30c8\u30fb\u30a8\u30f3\u3079\u30c7\u30a3\u30f3\u30b0\u3092\u547c\u3073\u51fa\u3057\u30d9\u30af\u30bf\u30fc\u914d\u5217\u3092\u4f5c\u6210<\/span>\r\n            List<\/span><<\/span>Double<\/span>><\/span> embedding<\/span> =<\/span> invokeTextEmbedding<\/span>(<\/span>data<\/span>);<\/span>\r\n            String<\/span> array<\/span> =<\/span> embedding<\/span>.<\/span>toString<\/span>();<\/span>\r\n            LOGGER<\/span>.<\/span>info<\/span>(<\/span>\"Embedding: \\n\"<\/span> +<\/span> array<\/span>);<\/span>\r\n\r\n            \/\/ \u30d9\u30af\u30bf\u30fc\u914d\u5217\u3067\u691c\u7d22 (\u30e6\u30fc\u30b6\u30fc\u304c\u5165\u529b\u3057\u305f\u6587\u5b57\u5217\u3068\u6700\u3082\u8fd1\u3044\u6587\u5b57\u5217\u3092\u691c\u7d22)<\/span>\r\n            String<\/span> querySql<\/span> =<\/span> \"SELECT origntext FROM TBL_VECTOR_TEST ORDER BY embedding <-> ?::vector LIMIT 1;\"<\/span>;<\/span>\r\n            PreparedStatement<\/span> queryStatement<\/span> =<\/span> connection<\/span>.<\/span>prepareStatement<\/span>(<\/span>querySql<\/span>);<\/span>\r\n            queryStatement<\/span>.<\/span>setString<\/span>(<\/span>1<\/span>,<\/span> array<\/span>);<\/span>\r\n            ResultSet<\/span> resultSet<\/span> =<\/span> queryStatement<\/span>.<\/span>executeQuery<\/span>();<\/span>\r\n            while<\/span> (<\/span>resultSet<\/span>.<\/span>next<\/span>())<\/span> {<\/span>\r\n                String<\/span> origntext<\/span> =<\/span> resultSet<\/span>.<\/span>getString<\/span>(<\/span>\"origntext\"<\/span>);<\/span>\r\n                LOGGER<\/span>.<\/span>info<\/span>(<\/span>\"Origntext: \"<\/span> +<\/span> origntext<\/span>);<\/span>\r\n            }<\/span>\r\n        }<\/span> catch<\/span> (<\/span>SQLException<\/span> e<\/span>)<\/span> {<\/span>\r\n            LOGGER<\/span>.<\/span>error<\/span>(<\/span>\"Connection failure.\"<\/span> +<\/span> e<\/span>.<\/span>getMessage<\/span>());<\/span>\r\n        }<\/span>\r\n    }<\/span>\r\n}<\/span>\r\n\r\n<\/code><\/pre>\n
                          \u5b9e\u65bd\u7684\u8981\u70b9 1<\/h5>\n
                          \u6211\u4eec\u5b9a\u4e49\u4e86\u4e00\u4e2a\u540d\u4e3aINPUT_DATA\u7684\u5b57\u7b26\u4e32\u5217\u8868\u3002
                          \n\u5728\u8fd9\u4e2a\u5217\u8868\u4e2d\uff0c\u6211\u4eec\u5c06\u4ee5\u4e0b\u670d\u52a1\u7684\u63cf\u8ff0\u4fdd\u5b58\u4e3a\u5b57\u7b26\u4e32\u6570\u7ec4\u5217\u8868\u3002\u5982\u524d\u6240\u8ff0\uff0c\u5982\u679c\u5305\u542b\u6362\u884c\u7b26\uff0c\u53ef\u80fd\u65e0\u6cd5\u5f97\u5230\u6b63\u786e\u7684\u7ed3\u679c\uff0c\u56e0\u6b64\u6211\u4eec\u5c06\u6240\u6709\u6362\u884c\u7b26\u66ff\u6362\u4e3a\u7a7a\u683c\u3002<\/p>\n
                            \n
                          1. \n
                              Visual Studio Code \u89c6\u89c9\u5de5\u4f5c\u5ba4\u4ee3\u7801<\/ol>\n<\/li>\n<\/ol>\n
                               <\/p>\n
                                \n
                              1. \n
                                  Azure App Service for Java Azure \u9002\u7528\u4e8e Java \u7684\u5e94\u7528\u670d\u52a1<\/ol>\n<\/li>\n<\/ol>\n
                                   <\/p>\n
                                    \n
                                  1. \n
                                      Azure Container Apps Azure \u5bb9\u5668\u5e94\u7528<\/ol>\n<\/li>\n<\/ol>\n
                                       <\/p>\n
                                        \n
                                      1. \n
                                          Azure Cosmos DB Azure \u5b87\u5b99\u6570\u636e\u5e93<\/ol>\n<\/li>\n<\/ol>\n
                                           <\/p>\n
                                            \n
                                          1. \n
                                              Azure Kubernetes Service Azure Kubernetes \u670d\u52a1<\/ol>\n<\/li>\n<\/ol>\n
                                               <\/p>\n
                                                \n
                                              1. \n
                                                  Azure Cognitive Service Azure \u8ba4\u77e5\u670d\u52a1<\/ol>\n<\/li>\n<\/ol>\n
                                                   <\/p>\n
                                                    \n
                                                  1. \n
                                                      Azure Container Instances Azure \u5bb9\u5668\u5b9e\u4f8b<\/ol>\n<\/li>\n<\/ol>\n
                                                       <\/p>\n
                                                        \n
                                                      1. \n
                                                          Azure Data Lake Storage Azure \u6570\u636e\u6e56\u5b58\u50a8<\/ol>\n<\/li>\n<\/ol>\n
                                                           <\/p>\n
                                                            Azure Blob Storage Azure Blob \u5b58\u50a8<\/ol>\n
                                                            \u5b9e\u65bd\u7684\u8981\u70b9\u4e4b\u4e8c<\/h5>\n
                                                            \u5728\u4e0b\u9762\u7684 invokeTextEmbedding \u65b9\u6cd5\u4e2d\u8c03\u7528\u4e86 Azure OpenAI \u7684 Embedded \u6a21\u578b\u3002
                                                            \n\u901a\u8fc7\u5c06\u5b57\u7b26\u4e32\u4f20\u9012\u7ed9\u6b64\u65b9\u6cd5\uff0c\u7ed3\u679c\u5c06\u4ee5\u6d6e\u70b9\u6570\u5217\u8868\u7684\u5f62\u5f0f\u8fd4\u56de\u3002<\/p>\n
                                                                private<\/span> List<\/span><<\/span>Double<\/span>><\/span> invokeTextEmbedding<\/span>(<\/span>String<\/span> originalText<\/span>)<\/span> {<\/span>\r\n        EmbeddingsOptions<\/span> embeddingsOptions<\/span> =<\/span> new<\/span> EmbeddingsOptions<\/span>(<\/span>Arrays<\/span>.<\/span>asList<\/span>(<\/span>originalText<\/span>));<\/span>\r\n        var<\/span> result<\/span> =<\/span> client<\/span>.<\/span>getEmbeddings<\/span>(<\/span>\"text-embedding-ada-002\"<\/span>,<\/span> embeddingsOptions<\/span>);<\/span>\r\n        var<\/span> embedding<\/span> =<\/span> result<\/span>.<\/span>getData<\/span>().<\/span>stream<\/span>().<\/span>findFirst<\/span>().<\/span>get<\/span>().<\/span>getEmbedding<\/span>();<\/span>\r\n        return<\/span> embedding<\/span>;<\/span>\r\n    }<\/span>\r\n<\/code><\/pre>\n
                                                            \u5728\u5b9e\u65bd\u4e2d\u7684\u91cd\u70b93<\/h5>\n
                                                            \u4ee5\u4e0b\u7684\u65b9\u6cd5\u4ece\u9884\u5148\u51c6\u5907\u7684\u5b57\u7b26\u4e32\u5217\u8868\uff08INPUT_DATA\uff09\u4e2d\u9010\u4e2a\u63d0\u53d6\u5143\u7d20\uff0c\u5e76\u8c03\u7528Azure OpenAI\u7684\u5d4c\u5165\u5f0f\u65b9\u6cd5\u3002\u5728\u63a5\u6536\u5230\u591a\u7ef4\u6570\u7ec4\uff08\u5411\u91cf\uff09\u540e\uff0c\u5c06\u5176\u4fdd\u5b58\u5230\u6570\u636e\u5e93\u4e2d\u3002
                                                            \n\u6b64\u8fc7\u7a0b\u662f\u7528\u4e8e\u6d4b\u8bd5\u6570\u636e\u63d2\u5165\uff0c\u56e0\u6b64\u8bf7\u53ea\u6267\u884c\u4e00\u6b21\u3002<\/p>\n
                                                                private<\/span> void<\/span> insertDataToPostgreSQL<\/span>()<\/span> {<\/span>\r\n        try<\/span> (<\/span>var<\/span> connection<\/span> =<\/span> DriverManager<\/span>.<\/span>getConnection<\/span>(<\/span>POSTGRESQL_JDBC_URL<\/span>,<\/span> POSTGRESQL_USER<\/span>,<\/span> POSTGRESQL_PASSWORD<\/span>))<\/span> {<\/span>\r\n            var<\/span> insertSql<\/span> =<\/span> \"INSERT INTO TBL_VECTOR_TEST (id, embedding, origntext) VALUES (?, ?::vector, ?)\"<\/span>;<\/span>\r\n\r\n            for<\/span> (<\/span>String<\/span> originText<\/span> :<\/span> INPUT_DATA<\/span>)<\/span> {<\/span>\r\n                \/\/ \u30c6\u30ad\u30b9\u30c8\u30fb\u30a8\u30f3\u3079\u30c7\u30a3\u30f3\u30b0\u3092\u547c\u3073\u51fa\u3057\u30d9\u30af\u30bf\u30fc\u914d\u5217\u3092\u53d6\u5f97<\/span>\r\n                List<\/span><<\/span>Double<\/span>><\/span> embedding<\/span> =<\/span> invokeTextEmbedding<\/span>(<\/span>originText<\/span>);<\/span>\r\n                \/\/ \u77ed\u6642\u9593\u306b\u5927\u91cf\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u9001\u308b\u3068\u30a8\u30e9\u30fc\u306b\u306a\u308b\u305f\u3081\u300110\u79d2\u9593\u30b9\u30ea\u30fc\u30d7<\/span>\r\n                TimeUnit<\/span>.<\/span>SECONDS<\/span>.<\/span>sleep<\/span>(<\/span>10<\/span>);<\/span>\r\n\r\n                PreparedStatement<\/span> insertStatement<\/span> =<\/span> connection<\/span>.<\/span>prepareStatement<\/span>(<\/span>insertSql<\/span>);<\/span>\r\n                insertStatement<\/span>.<\/span>setObject<\/span>(<\/span>1<\/span>,<\/span> UUID<\/span>.<\/span>randomUUID<\/span>());<\/span>\r\n                insertStatement<\/span>.<\/span>setArray<\/span>(<\/span>2<\/span>,<\/span> connection<\/span>.<\/span>createArrayOf<\/span>(<\/span>\"double\"<\/span>,<\/span> embedding<\/span>.<\/span>toArray<\/span>()));<\/span>\r\n                insertStatement<\/span>.<\/span>setString<\/span>(<\/span>3<\/span>,<\/span> originText<\/span>);<\/span>\r\n                insertStatement<\/span>.<\/span>executeUpdate<\/span>();<\/span>\r\n            }<\/span>\r\n        }<\/span> catch<\/span> (<\/span>SQLException<\/span> |<\/span> InterruptedException<\/span> e<\/span>)<\/span> {<\/span>\r\n            LOGGER<\/span>.<\/span>error<\/span>(<\/span>\"Connection failure.\"<\/span> +<\/span> e<\/span>.<\/span>getMessage<\/span>());<\/span>\r\n        }<\/span>\r\n    }<\/span>\r\n<\/code><\/pre>\n
                                                            \u5b9e\u65bd\u7684\u5173\u952e\u70b9\u662f4\u3002<\/h5>\n
                                                            \u6700\u7ec8\u4f1a\u6bd4\u5bf9\u6570\u636e\u5e93\u4e2d\u4fdd\u5b58\u7684\u4fe1\u606f\u4e0e\u7528\u6237\u8f93\u5165\u7684\u4fe1\u606f\uff0c\u5e76\u627e\u5230\u6700\u76f8\u5173\u7684\u6587\u6863\u3002<\/p>\n
                                                                public<\/span> static<\/span> void<\/span> main<\/span>(<\/span>String<\/span>[]<\/span> args<\/span>)<\/span> {<\/span>\r\n        VectorTest<\/span> test<\/span>;<\/span>\r\n        try<\/span> {<\/span>\r\n            test<\/span> =<\/span> new<\/span> VectorTest<\/span>();<\/span>\r\n            \/\/ DB \u306b\u767b\u9332\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3067\u985e\u4f3c\u5ea6\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u53d6\u5f97\u3059\u308b<\/span>\r\n            test<\/span>.<\/span>findMostSimilarString<\/span>(<\/span>\"Azure Blob \u306b\u3064\u3044\u3066\u6559\u3048\u3066\u304f\u3060\u3055\u3044\"<\/span>);<\/span>\r\n<\/code><\/pre>\n
                                                            \u5728\u672c\u6b21\u6837\u672c\u4e2d\uff0c\u6211\u4eec\u5728main()\u65b9\u6cd5\u4e2d\u8f93\u5165\u4e86”\u8bf7\u544a\u8bc9\u6211\u5173\u4e8eAzure Blob\u7684\u4fe1\u606f”\u8fd9\u6837\u7684\u6587\u5b57\u3002\u8bf7\u6ce8\u610f\uff0c\u6211\u4eec\u8fd8\u4f7f\u7528\u4e86invokeTextEmbedding(data)\u6765\u8c03\u7528\u5e76\u521b\u5efa\u4e86\u4e00\u4e2a\u591a\u7ef4\u6570\u7ec4\u3002<\/p>\n
                                                            \u6211\u6b63\u5728\u5c06\u8fd9\u4e2a\u591a\u7ef4\u6570\u7ec4\u4f20\u9012\u7ed9\u4e0b\u9762\u7684\u67e5\u8be2\u3002<\/p>\n
                                                            \u4eceTBL_VECTOR_TEST\u4e2d\u9009\u62e9origntext\uff0c\u6309\u7167embedding\u4e0e\uff1f\u7684\u76f8\u4f3c\u5ea6\u8fdb\u884c\u6392\u5e8f\uff0c\u5e76\u4e14\u53ea\u8fd4\u56de\u4e00\u6761\u7ed3\u679c\u3002<\/p>\n
                                                            \u7531\u4e8e\u4e0a\u8ff0\u6807\u8bb0\u4e2d\u6709\u201cLIMIT 1\u201d\u7684\u8bf4\u660e\uff0c\u6240\u4ee5\u53ea\u4f1a\u8f93\u51fa\u6700\u76f8\u5173\u7684\u4e00\u4efd\u6587\u6863\u3002\u5982\u679c\u60f3\u8981\u8fd4\u56de\u591a\u4e2a\u7ed3\u679c\uff0c\u8bf7\u4fee\u6539\u8fd9\u4e2a\u503c\u3002<\/p>\n
                                                            \u6b64\u5916\uff0c\u62ec\u53f7\u4e2d\u6807\u6709<->\u7684\u90e8\u5206\u662f\u53ef\u4ee5\u66f4\u6539\u7684\u3002\u5728PostgreSQL\u7684pgvector\u4e2d\uff0c\u60a8\u53ef\u4ee5\u901a\u8fc7\u6307\u5b9a\u4ee5\u4e0b\u4e09\u79cd\u8fd0\u7b97\u7b26\u6765\u8ba1\u7b97\u76f8\u4f3c\u5ea6\u3002\u6839\u636e\u9700\u8981\u66f4\u6539\u8fd0\u7b97\u7b26\u3002<\/p>\n
                                                            \n
                                                            \u6f14\u7b97\u5b50\u8aac\u660e<->\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2 : n \u6b21\u5143\u7a7a\u9593\u5185\u306e 2 \u3064\u306e\u30d9\u30af\u30c8\u30eb\u9593\u306e\u76f4\u7dda\u8ddd\u96e2\u3092\u6e2c\u5b9a<#>\u7dda\u578b\u4ee3\u6570\u5b66\u306b\u304a\u3051\u308b\u5185\u7a4d<=>\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u6027 : 2 \u3064\u306e\u30d9\u30af\u30c8\u30eb\u9593\u306e\u89d2\u5ea6\u306e\u30b3\u30b5\u30a4\u30f3<\/div>\n<\/div>\n
                                                            \u6b27\u51e0\u91cc\u5f97\u8ddd\u79bb\u7528\u4e8e\u6d4b\u91cf n \u7ef4\u7a7a\u95f4\u5185\u4e24\u4e2a\u5411\u91cf\u4e4b\u95f4\u7684\u76f4\u7ebf\u8ddd\u79bb\uff0c\u800c\u4f59\u5f26\u76f8\u4f3c\u5ea6\u7528\u4e8e\u6d4b\u91cf\u4e24\u4e2a\u5411\u91cf\u4e4b\u95f4\u7684\u89d2\u5ea6\u7684\u4f59\u5f26\u3002<\/p>\n
                                                            \u67e5\u8be2\u7684\u7ed3\u679c\u5df2\u7ecf\u5b9e\u73b0\u4e3a\u8fd4\u56de\u539f\u59cb\u6587\u672c\u3002<\/p>\n
                                                                public<\/span> void<\/span> findMostSimilarString<\/span>(<\/span>String<\/span> data<\/span>)<\/span> {<\/span>\r\n        try<\/span> (<\/span>var<\/span> connection<\/span> =<\/span> DriverManager<\/span>.<\/span>getConnection<\/span>(<\/span>POSTGRESQL_JDBC_URL<\/span>,<\/span> POSTGRESQL_USER<\/span>,<\/span> POSTGRESQL_PASSWORD<\/span>))<\/span> {<\/span>\r\n            \/\/ \u30e6\u30fc\u30b6\u304c\u691c\u7d22\u3057\u305f\u3044\u6587\u5b57\u5217\u3092\u30c6\u30ad\u30b9\u30c8\u30fb\u30a8\u30f3\u3079\u30c7\u30a3\u30f3\u30b0\u3092\u547c\u3073\u51fa\u3057\u30d9\u30af\u30bf\u30fc\u914d\u5217\u3092\u4f5c\u6210<\/span>\r\n            List<\/span><<\/span>Double<\/span>><\/span> embedding<\/span> =<\/span> invokeTextEmbedding<\/span>(<\/span>data<\/span>);<\/span>\r\n            String<\/span> array<\/span> =<\/span> embedding<\/span>.<\/span>toString<\/span>();<\/span>\r\n            LOGGER<\/span>.<\/span>info<\/span>(<\/span>\"Embedding: \\n\"<\/span> +<\/span> array<\/span>);<\/span>\r\n\r\n            \/\/ \u30d9\u30af\u30bf\u30fc\u914d\u5217\u3067\u691c\u7d22 (\u30e6\u30fc\u30b6\u30fc\u304c\u5165\u529b\u3057\u305f\u6587\u5b57\u5217\u3068\u6700\u3082\u8fd1\u3044\u6587\u5b57\u5217\u3092\u691c\u7d22)<\/span>\r\n            String<\/span> querySql<\/span> =<\/span> \"SELECT origntext FROM TBL_VECTOR_TEST ORDER BY embedding <-> ?::vector LIMIT 1;\"<\/span>;<\/span>\r\n            PreparedStatement<\/span> queryStatement<\/span> =<\/span> connection<\/span>.<\/span>prepareStatement<\/span>(<\/span>querySql<\/span>);<\/span>\r\n            queryStatement<\/span>.<\/span>setString<\/span>(<\/span>1<\/span>,<\/span> array<\/span>);<\/span>\r\n            ResultSet<\/span> resultSet<\/span> =<\/span> queryStatement<\/span>.<\/span>executeQuery<\/span>();<\/span>\r\n            while<\/span> (<\/span>resultSet<\/span>.<\/span>next<\/span>())<\/span> {<\/span>\r\n                String<\/span> origntext<\/span> =<\/span> resultSet<\/span>.<\/span>getString<\/span>(<\/span>\"origntext\"<\/span>);<\/span>\r\n                LOGGER<\/span>.<\/span>info<\/span>(<\/span>\"Origntext: \"<\/span> +<\/span> origntext<\/span>);<\/span>\r\n            }<\/span>\r\n        }<\/span> catch<\/span> (<\/span>SQLException<\/span> e<\/span>)<\/span> {<\/span>\r\n            LOGGER<\/span>.<\/span>error<\/span>(<\/span>\"Connection failure.\"<\/span> +<\/span> e<\/span>.<\/span>getMessage<\/span>());<\/span>\r\n        }<\/span>\r\n    }<\/span>\r\n<\/code><\/pre>\n
                                                            \u5982\u679c\u60a8\u6709\u8fd9\u6837\u7684\u7528\u4f8b\uff0c\u8bf7\u968f\u610f\u5c1d\u8bd5\uff0c\u901a\u8fc7\u4f7f\u7528\u591a\u7ef4\u6570\u7ec4\u5411\u91cf\uff0c\u53ef\u4ee5\u627e\u5230\u76f8\u5173\u7684\u6587\u4ef6\u3002<\/p>\n
                                                            \u8003\u8651\u53c2\u8003\u8d44\u6599<\/h2>\n
                                                            \u4ee5\u4e0b\u63d0\u4f9b\u53c2\u8003\u4fe1\u606f\uff0c\u8bf7\u6839\u636e\u9700\u8981\u67e5\u770b\u3002<\/p>\n
                                                              \n
                                                            • \n
                                                                Azure OpenAI \u3092\u4f7f\u7528\u3057\u3066\u57cb\u3081\u8fbc\u307f\u3092\u751f\u6210\u3059\u308b\u65b9\u6cd5\u3092\u5b66\u7fd2\u3059\u308b<\/ul>\n<\/li>\n<\/ul>\n
                                                                 <\/p>\n
                                                                  \n
                                                                • \n
                                                                    \u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb: Azure OpenAI Service \u306e\u57cb\u3081\u8fbc\u307f\u3068\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u691c\u7d22\u3092\u78ba\u8a8d\u3059\u308b<\/ul>\n<\/li>\n<\/ul>\n
                                                                     <\/p>\n
                                                                      \n
                                                                    • \n
                                                                        Azure Database for PostgreSQL \u3092\u6709\u52b9\u306b\u3057\u3066\u4f7f\u7528\u3059\u308b\u65b9\u6cd5 – \u30d5\u30ec\u30ad\u30b7\u30d6\u30eb \u30b5\u30fc\u30d0\u30fcpgvector<\/ul>\n<\/li>\n<\/ul>\n
                                                                         <\/p>\n
                                                                          Azure Database for PostgreSQL \u3067 pgvector \u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6700\u9069\u5316\u3059\u308b\u65b9\u6cd5 – \u30d5\u30ec\u30ad\u30b7\u30d6\u30eb \u30b5\u30fc\u30d0\u30fc<\/ul>\n","protected":false},"excerpt":{"rendered":"
                                                                          \u9996\u5148 \u56e0\u4e3a\u6211\u4e4b\u524d\u4ece\u672a\u63a5\u89e6\u8fc7\u673a\u5668\u5b66\u4e60\u7b49\u9886\u57df\uff0c\u6240\u4ee5\u5f53\u6211\u542c\u5230Embedding\u3001\u7d44\u307f\u8fbc\u307f\u3001\u57cb\u3081\u8fbc\u307f\u8fd9\u4e9b\u8bcd\u65f6\uff0c\u6211\u611f\u5230\u4e00 […]<\/p>\n","protected":false},"author":11,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-50602","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\n\u4f7f\u7528Azure OpenAI Embedding\u6a21\u578b\u627e\u5230\u6700\u76f8\u5173\u7684\u6587\u6863\u7684\u65b9\u6cd5 - Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.silicloud.com\/zh\/blog\/\u4f7f\u7528azure-openai-embedding\u6a21\u578b\u627e\u5230\u6700\u76f8\u5173\u7684\u6587\u6863\u7684\u65b9\u6cd5\u3002\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u4f7f\u7528Azure OpenAI Embedding\u6a21\u578b\u627e\u5230\u6700\u76f8\u5173\u7684\u6587\u6863\u7684\u65b9\u6cd5\" \/>\n<meta property=\"og:description\" content=\"\u9996\u5148 \u56e0\u4e3a\u6211\u4e4b\u524d\u4ece\u672a\u63a5\u89e6\u8fc7\u673a\u5668\u5b66\u4e60\u7b49\u9886\u57df\uff0c\u6240\u4ee5\u5f53\u6211\u542c\u5230Embedding\u3001\u7d44\u307f\u8fbc\u307f\u3001\u57cb\u3081\u8fbc\u307f\u8fd9\u4e9b\u8bcd\u65f6\uff0c\u6211\u611f\u5230\u4e00 […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/\u4f7f\u7528azure-openai-embedding\u6a21\u578b\u627e\u5230\u6700\u76f8\u5173\u7684\u6587\u6863\u7684\u65b9\u6cd5\u3002\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - 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