{"id":26195,"date":"2025-06-05T08:14:27","date_gmt":"2025-06-05T00:14:27","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=26195"},"modified":"2025-06-05T08:16:21","modified_gmt":"2025-06-05T00:16:21","slug":"%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e5%92%8c%e7%9f%a5%e8%af%86%e5%9b%be%e8%b0%b1%e5%9b%9b%ef%bc%9a%e7%9f%a5%e8%af%86%e5%9b%be%e8%b0%b1%e7%9a%84%e8%b6%85%e5%a4%a7%e8%a7%84%e6%a8%a1%e4%ba%a7%e5%93%81","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/06\/05\/26195\/","title":{"rendered":"\u4eba\u5de5\u667a\u80fd\u548c\u77e5\u8bc6\u56fe\u8c31\u56db\uff1a\u77e5\u8bc6\u56fe\u8c31\u7684\u8d85\u5927\u89c4\u6a21\u4ea7\u54c1"},"content":{"rendered":"
\u77e5\u8bc6\u56fe\u8c31\u7684\u8d85\u5927\u89c4\u6a21\u4ea7\u54c1\u4e3b\u8981\u7684\u63d0\u4f9b\u5546\u8005\u5305\u62ec\uff1a\u4e9a\u9a6c\u900a\u7f51\u7edc\u670d\u52a1 (AWS)\u3001\u8c37\u6b4c\u4e91\u5e73\u53f0 (GCP)\u3001\u5fae\u8f6f Azure \u548c IBM Cloud\u2014\u2014\u90fd\u63d0\u4f9b\u7528\u4e8e\u6784\u5efa\u548c\u7ba1\u7406\u77e5\u8bc6\u56fe\u8c31\u7684\u670d\u52a1\u548c\u5de5\u5177\uff0c\u8fd9\u4e9b\u670d\u52a1\u548c\u5de5\u5177\u901a\u5e38\u4f5c\u4e3a\u5176\u66f4\u5e7f\u6cdb\u7684\u6570\u636e\u548c AI \u5e73\u53f0\u7684\u4e00\u90e8\u5206\u3002\u672c\u6587\u6211\u4eec\u5c06\u56de\u987e\u8fd9\u4e9b\u4ea7\u54c1\uff0c\u5305\u62ec\u5177\u4f53\u4ea7\u54c1\uff0c\u5b83\u4eec\u7684\u529f\u80fd\u3001\u5b9a\u4ef7\u6a21\u578b\u4ee5\u53ca\u4e0e AI \u670d\u52a1\u7684\u96c6\u6210\u3002<\/div>\n
\n
\n

<\/p>\n

\u4e00\u3001\u4e9a\u9a6c\u900a\u7f51\u7edc\u670d\u52a1 (AWS) \u2014 Amazon Neptune<\/h4>\n

AWS \u7684\u4e3b\u8981\u56fe\u5f62\u6570\u636e\u5e93\u670d\u52a1\u662fAmazon Neptune\uff0c\u8fd9\u662f\u4e00\u6b3e\u5b8c\u5168\u6258\u7ba1\u7684\u56fe\u5f62\u6570\u636e\u5e93\u5f15\u64ce\u3002Neptune \u529f\u80fd\u591a\u6837\uff0c\u65e2\u652f\u6301 \u4f7f\u7528 SPARQL \u67e5\u8be2\u7684RDF \u6a21\u578b\uff0c\u4e5f\u652f\u6301\u4f7f\u7528 Apache TinkerPop Gremlin \u67e5\u8be2\u7684\u5c5e\u6027\u56fe\u6a21\u578b\u3002\u8fd9\u79cd\u53cc\u91cd\u652f\u6301\u4f7f Neptune \u9002\u7528\u4e8e\u5404\u79cd KG \u5b9e\u73b0\u2014\u2014\u60a8\u53ef\u4ee5\u4f7f\u7528 RDF\/OWL \u5b58\u50a8\u8bed\u4e49\u77e5\u8bc6\u56fe\u5e76\u901a\u8fc7 SPARQL \u8fdb\u884c\u67e5\u8be2\uff0c\u6216\u8005\u5c06\u5c5e\u6027\u56fe\u65b9\u6cd5\u4e0e Gremlin \u7ed3\u5408\u4f7f\u7528\u3002<\/p>\n

1.Neptune \u5f3a\u8c03\u4e91\u539f\u751f\u548c\u53ef\u6269\u5c55\u6027\uff1a\u5b83\u53ef\u4ee5\u5904\u7406\u6570\u5341\u4ebf\u4e2a\u5173\u7cfb\uff0c\u5e76\u5177\u6709\u8bfb\u53d6\u526f\u672c\u7b49\u529f\u80fd\uff0c\u53ef\u6c34\u5e73\u6269\u5c55\u8bfb\u53d6\u541e\u5410\u91cf\uff0c\u5e76\u901a\u8fc7\u96c6\u7fa4\u5b9e\u73b0\u9ad8\u53ef\u7528\u6027\u3002Neptune \u503c\u5f97\u6ce8\u610f\u7684\u96c6\u6210\u4e4b\u4e00\u662fNeptune ML\uff0c\u5b83\u5229\u7528 Amazon SageMaker \u5bf9\u56fe\u5f62\u6570\u636e\u6267\u884c\u673a\u5668\u5b66\u4e60\u3002 Neptune ML \u4f7f\u7528\u6df1\u5ea6\u56fe\u5e93 (DGL) \u57fa\u4e8e\u60a8\u7684 Neptune \u6570\u636e\u8bad\u7ec3\u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff0c\u4ece\u800c\u80fd\u591f\u76f4\u63a5\u5728\u6570\u636e\u5e93\u4e2d\u7684\u56fe\u4e0a\u6267\u884c\u94fe\u63a5\u9884\u6d4b\u6216\u8282\u70b9\u5206\u7c7b\u7b49\u4efb\u52a1\u3002\u8fd9\u4f7f\u5f97\u5728\u77e5\u8bc6\u56fe\u8c31\u4e4b\u4e0a\u6784\u5efa\u4eba\u5de5\u667a\u80fd\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\uff0c\u800c\u65e0\u9700\u5c06\u6570\u636e\u62c9\u5165\u5355\u72ec\u7684\u673a\u5668\u5b66\u4e60\u7ba1\u9053\u3002<\/p>\n

2.\u5728\u529f\u80fd\u65b9\u9762\uff0cNeptune \u652f\u6301\u65f6\u95f4\u70b9\u6062\u590d\u3001\u9759\u6001\u52a0\u5bc6\u548c VPC \u9694\u79bb\uff0c\u4ee5\u6ee1\u8db3\u4f01\u4e1a\u9700\u6c42\u3002\u5176\u5e02\u573a\u7528\u4f8b\u5305\u62ec\u77e5\u8bc6\u56fe\u8c31\u3001\u8eab\u4efd\u56fe\u8c31\u3001\u6b3a\u8bc8\u68c0\u6d4b\u7f51\u7edc\u3001\u63a8\u8350\u5f15\u64ce\u7b49\u3002\u4f8b\u5982\uff0cAmazon Alexa \u56e2\u961f\u4f7f\u7528 Neptune \u6765\u5b58\u50a8\u548c\u67e5\u8be2 Alexa \u77e5\u8bc6\u56fe\u8c31\u4ee5\u8fdb\u884c\u95ee\u7b54\u3002<\/p>\n

3.\u5728\u5b9a\u4ef7\u65b9\u9762\uff1a\u00a0Neptune \u7684\u5b9a\u4ef7\u6a21\u5f0f\u662f AWS \u6570\u636e\u5e93\u7684\u5178\u578b\u5b9a\u4ef7\u6a21\u5f0f\uff0c\u60a8\u9700\u8981\u6309\u5b9e\u4f8b\u5c0f\u65f6\u6570\uff08\u5b9e\u4f8b\u5927\u5c0f\u4e0d\u540c\uff09\u3001\u4f7f\u7528\u7684\u5b58\u50a8\u7a7a\u95f4\u548c I\/O \u64cd\u4f5c\u4ed8\u8d39\u3002\u6839\u636e\u6700\u8fd1\u7684\u5b9a\u4ef7\uff0cdb.r5.large\u7f8e\u56fd\u5730\u533a\u7684\u4e00\u4e2a\u5b9e\u4f8b\u6bcf\u5c0f\u65f6\u8d39\u7528\u7ea6\u4e3a 0.23 \u7f8e\u5143\u3002\u5982\u679c\u60a8\u9700\u8981\u526f\u672c\u6765\u5b9e\u73b0\u8bfb\u53d6\u6269\u5c55\uff0c\u5219\u6bcf\u4e2a\u526f\u672c\u90fd\u662f\u53e6\u4e00\u4e2a\u4ee5\u7c7b\u4f3c\u65b9\u5f0f\u6536\u8d39\u7684\u5b9e\u4f8b\u3002\u5b58\u50a8\u6309\u6bcf\u6708\u6bcf GB \u6536\u8d39\uff0cI\/O \u8bf7\u6c42\u6309\u6bcf\u767e\u4e07\u6b21\u8bf7\u6c42\u6536\u8d39\u3002\u9664\u4e86 SageMaker \u7684\u8bad\u7ec3\u5b9e\u4f8b\u8d39\u7528\u5916\uff0cNeptune ML \u6ca1\u6709\u5176\u4ed6\u8d39\u7528\uff08AWS \u6307\u51fa\uff0cNeptune \u4e0d\u4f1a\u5bf9 ML \u96c6\u6210\u6536\u53d6\u989d\u5916\u8d39\u7528\uff09\u3002\u8fd9\u610f\u5473\u7740\uff0c\u5982\u679c\u60a8\u542f\u7528 Neptune ML\uff0c\u5219\u9700\u8981\u4e3a\u6240\u4f7f\u7528\u7684 ML \u5b9e\u4f8b\/\u65f6\u95f4\u4ed8\u8d39\u3002AWS \u91c7\u7528\u6309\u9700\u4ed8\u8d39\u6a21\u5f0f\uff0c\u5c0f\u578b\u5f00\u53d1\u8005\u53ef\u4ee5\u76f8\u5bf9\u4fbf\u5b9c\u5730\u5728 Neptune \u4e0a\u8fdb\u884c\u5b9e\u9a8c\uff0c\u751a\u81f3\u8fd8\u6709\u51e0\u4e2a\u6708\u7684\u514d\u8d39\u8bd5\u7528\u5957\u9910\uff0c\u800c\u4f01\u4e1a\u5219\u53ef\u4ee5\u914d\u7f6e\u5927\u578b\u96c6\u7fa4\uff08\u4f7f\u7528\u591a\u53ef\u7528\u533a\u4ee5\u63d0\u9ad8\u5f39\u6027\uff09\u3002<\/p>\n

4.\u5728AI\u96c6\u6210\u65b9\u9762\uff1a\u9664\u4e86 Neptune ML\uff0cAWS \u8fd8\u63d0\u4f9b\u5176\u4ed6\u53ef\u4e0e\u56fe\u6570\u636e\u96c6\u6210\u7684 AI \u670d\u52a1\u3002\u4f8b\u5982\uff0cAmazon Comprehend\uff08\u7528\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff09\u53ef\u4ee5\u4ece\u6587\u672c\u4e2d\u63d0\u53d6\u5b9e\u4f53\uff0c\u7136\u540e\u5c06\u5176\u6dfb\u52a0\u5230 Neptune \u4ee5\u4e30\u5bcc\u77e5\u8bc6\u56fe\u8c31\u3002\u6b64\u5916\uff0c\u8fd8\u6709\u7528\u4e8e\u6570\u636e\u96c6\u6210\u7684 AWS Glue\uff0c\u53ef\u4ee5\u5c06\u6570\u636e\u8f93\u5165 Neptune\u3002AWS \u5df2\u7ecf\u53d1\u5e03\u4e86\u4e00\u4e9b\u793a\u4f8b\uff0c\u4f8b\u5982\u201c\u6b3a\u8bc8\u56fe\u8c31\u7b14\u8bb0\u672c\u201d\u5c55\u793a\u4e86\u5982\u4f55\u4f7f\u7528 Neptune \u8fdb\u884c\u6b3a\u8bc8\u56e2\u4f19\u68c0\u6d4b\uff0c\u5e76\u5c06\u5176\u4e0e SageMaker \u8fde\u63a5\u8fdb\u884c\u9884\u6d4b\u5efa\u6a21\u3002\u603b\u4f53\u800c\u8a00\uff0cAWS \u7684\u7b56\u7565\u662f\u63d0\u4f9b\u4e00\u4e2a\u7a33\u5b9a\u7684\u56fe\u5f62\u6570\u636e\u5e93\u6838\u5fc3\uff08Neptune\uff09\uff0c\u5e76\u5141\u8bb8\u7528\u6237\u5c06\u5176\u8fde\u63a5\u5230 AWS \u751f\u6001\u7cfb\u7edf\u4e2d\u7684\u5404\u79cd\u5206\u6790\u548c\u673a\u5668\u5b66\u4e60\u5de5\u5177\u3002<\/p>\n

\u4e8c\u3001Google Cloud\u2014\u2014\u4f01\u4e1a\u77e5\u8bc6\u56fe\u8c31\u53ca\u76f8\u5173\u670d\u52a1<\/h4>\n

Google \u5728\u5185\u90e8\u5927\u89c4\u6a21\u4f7f\u7528\u77e5\u8bc6\u56fe\u8c31\uff0cGoogle \u77e5\u8bc6\u56fe\u8c31\u652f\u6301 Google \u641c\u7d22\u7684\u529f\u80fd\uff0c\u53ef\u4ee5\u56de\u7b54\u8bf8\u5982\u201c\u57c3\u83f2\u5c14\u94c1\u5854\u6709\u591a\u9ad8\uff1f\u201d\u4e4b\u7c7b\u7684\u4e8b\u5b9e\u6027\u95ee\u9898\u3002\u5bf9\u4e8e\u5916\u90e8\u5ba2\u6237\uff0cGoogle Cloud \u9664\u4e86 API \u548c\u89e3\u51b3\u65b9\u6848\u6846\u67b6\u5916\uff0c\u6ca1\u6709\u540c\u540d\u7684\u5355\u4e00\u201cGoogle \u77e5\u8bc6\u56fe\u8c31\u201d\u4ea7\u54c1\uff1a<\/p>\n

1.\u77e5\u8bc6\u56fe\u8c31\u641c\u7d22 API\uff1a\u8c37\u6b4c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u529f\u80fd\u6709\u9650\u7684\u77e5\u8bc6\u56fe\u8c31\u641c\u7d22 API\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u901a\u8fc7\u540d\u79f0\u6216\u5173\u952e\u5b57\u67e5\u8be2\u8c37\u6b4c\u516c\u5171\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u5b9e\u4f53\u3002\u8fd9\u5c06\u8fd4\u56de\u5b9e\u4f53\u5143\u6570\u636e\uff08\u4f8b\u5982 ID\u3001\u63cf\u8ff0\u548c\u4e00\u4e9b\u5df2\u77e5\u5c5e\u6027\uff09\u3002\u7136\u800c\uff0c\u8be5 API \u7684\u4f7f\u7528\u8303\u56f4\u76f8\u5f53\u6709\u9650\uff0c\u4e3b\u8981\u7528\u4e8e\u57fa\u672c\u7684\u5b9e\u4f53\u8bc6\u522b\u6216\u67e5\u627e\uff0c\u800c\u975e\u5b8c\u6574\u7684\u56fe\u6570\u636e\u5e93\u89e3\u51b3\u65b9\u6848\uff08\u5e76\u4e14\u53d7\u5230\u914d\u989d\u7b49\u9650\u5236\uff09\u3002<\/p>\n

2.\u4f01\u4e1a\u77e5\u8bc6\u56fe\u8c31\u89e3\u51b3\u65b9\u6848\uff1a\u00a02022-2023 \u5e74\uff0c\u8c37\u6b4c\u4e91\u63a8\u51fa\u4e86\u4f01\u4e1a\u77e5\u8bc6\u56fe\u8c31 (EKG)\u89e3\u51b3\u65b9\u6848\uff0c\u672c\u8d28\u4e0a\u662f\u5728 GCP \u4e0a\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\u7684\u5de5\u5177\u5305\u3002\u5b83\u5e76\u975e\u5355\u4e00\u7684\u6258\u7ba1\u56fe\u5f62\u6570\u636e\u5e93\uff0c\u800c\u662f\u63d0\u4f9b\u5b9e\u4f53\u534f\u8c03 API (Entity Reconciliation API)\u7b49\u670d\u52a1\uff0c\u5e76\u63d0\u4f9b\u4f7f\u7528\u73b0\u6709 GCP \u670d\u52a1\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\u7684\u6307\u5357\u3002\u4f8b\u5982\uff0c\u5b9e\u4f53\u534f\u8c03 API \u662f\u4e00\u79cd\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u670d\u52a1\uff0c\u7528\u4e8e\u8de8\u6570\u636e\u96c6\u5339\u914d\u548c\u53bb\u91cd\u5b9e\u4f53\uff08\u4f8b\u5982\uff0c\u89e3\u6790\u4e00\u4e2a\u6570\u636e\u5e93\u4e2d\u7684\u201cBob J. Smith\u201d\u548c\u53e6\u4e00\u4e2a\u6570\u636e\u5e93\u4e2d\u7684\u201cRobert Smith\u201d\u662f\u540c\u4e00\u4e2a\u4eba\uff09\u3002\u5b83\u5229\u7528\u8c37\u6b4c\u7684\u77e5\u8bc6\u548c\u673a\u5668\u5b66\u4e60\u8fdb\u884c\u5927\u89c4\u6a21\u6a21\u7cca\u5339\u914d\uff0c\u5728\u5e95\u5c42\u805a\u7c7b\u5206\u6790\u4e2d\u5904\u7406\u591a\u8fbe\u201c\u6570\u5341\u4ebf\u4e2a\u8282\u70b9\u548c\u6570\u4e07\u4ebf\u6761\u8fb9\u201d[37]\u3002\u672c\u8d28\u4e0a\uff0c\u8c37\u6b4c\u6b63\u5728\u5229\u7528\u5176\u5728\u5b9e\u4f53\u89e3\u6790\u65b9\u9762\u7684\u7ecf\u9a8c\u5c06\u5176\u4f5c\u4e3a\u4e00\u9879\u670d\u52a1\u63d0\u4f9b\uff0c\u8fd9\u662f\u4ece\u5b64\u7acb\u6570\u636e\u6784\u5efa\u5e72\u51c0\u7684\u77e5\u8bc6\u56fe\u8c31\u7684\u5173\u952e\u4e00\u6b65\u3002 EKG \u8fd8\u5305\u542b\u5c06\u5173\u7cfb\u6570\u636e\u8f6c\u6362\u4e3a RDF \u56fe\u7684\u5de5\u5177\uff08\u6587\u6863\u4e2d\u63d0\u5230\u5c06 BigQuery \u8868\u8f6c\u6362\u4e3a RDF \u4e09\u5143\u7ec4\uff09\u3002\u56e0\u6b64\uff0c\u8c37\u6b4c\u7684\u65b9\u6cd5\u66f4\u9762\u5411\u89e3\u51b3\u65b9\u6848\uff1a\u4ed6\u4eec\u63d0\u4f9b\u6784\u5efa\u4f01\u4e1a\u7ea7\u77e5\u8bc6\u56fe\u8c31\u7684\u6784\u5efa\u6a21\u5757\u2014\u2014\u5b58\u50a8\u53ef\u4ee5\u5b58\u50a8\u5728 BigQuery \u4e2d\uff08\u4f7f\u7528\u90bb\u63a5\u8868\u6216\u56fe\u7ed3\u6784\uff09\uff0c\u5e76\u901a\u8fc7 AI API \u8fdb\u884c\u5206\u6790\u3002<\/p>\n

3.\u56fe\u5f62\u6570\u636e\u5e93\u9009\u9879\uff1a\u6709\u8da3\u7684\u662f\uff0c\u8c37\u6b4c\u4e91\u5e76\u6ca1\u6709\u50cf Neptune \u6216 Cosmos DB Graph \u8fd9\u6837\u7684\u539f\u751f\u56fe\u5f62\u6570\u636e\u5e93\u4ea7\u54c1\u3002\u76f8\u53cd\uff0c\u4ed6\u4eec\u4e0e\u4f01\u4e1a\u5408\u4f5c\u6216\u9f13\u52b1\u4f7f\u7528\u8c37\u6b4c\u4e91\u5e02\u573a\u4e0a\u7684\u5e73\u53f0\uff08\u4f8b\u5982\uff0cNeo4j \u7684\u4e91\u670d\u52a1 Neo4j Aura \u53ef\u5728 GCP \u4e0a\u4f7f\u7528\uff09\u3002\u8c37\u6b4c\u4e5f\u63d0\u5230\u4e86\u5176\u5185\u90e8\u56fe\u5f62\u5f15\u64ce\uff0c\u4f46\u5e76\u672a\u6b63\u5f0f\u53d1\u5e03\u3002\u4e0d\u8fc7\uff0c\u4eba\u4eec\u5f53\u7136\u53ef\u4ee5\u5728 GCP \u865a\u62df\u673a\u4e0a\u8fd0\u884c\u5f00\u6e90\u56fe\u5f62\u6570\u636e\u5e93\uff0c\u6216\u8005\u4f7f\u7528 BigQuery \u7684\u65b0\u56fe\u5f62\u6269\u5c55\uff08BigQuery \u63a8\u51fa\u4e86\u4e00\u4e9b\u56fe\u5f62\u5206\u6790\u529f\u80fd\u548c\u6267\u884c\u9012\u5f52 SQL \u7684\u80fd\u529b\uff0c\u53ef\u4ee5\u6a21\u62df\u67d0\u4e9b\u56fe\u5f62\u67e5\u8be2\uff09\u3002\u8c37\u6b4c\u4e91\u89e3\u51b3\u65b9\u6848\u8d44\u6e90\u7ba1\u7406\u5668\u63d0\u4f9b\u4e86\u77e5\u8bc6\u56fe\u8c31\u7684\u6a21\u5f0f\uff0c\u901a\u5e38\u5c06 BigQuery \u4e0e\u673a\u5668\u5b66\u4e60\u76f8\u7ed3\u5408\u3002\u6b64\u5916\uff0c\u8fd8\u6709Vertex AI\uff08\u8c37\u6b4c\u7684\u673a\u5668\u5b66\u4e60\u5e73\u53f0\uff09\uff0c\u5b83\u53ef\u4ee5\u4e0e\u77e5\u8bc6\u56fe\u8c31\u6570\u636e\u4e00\u8d77\u4f7f\u7528\u2014\u2014\u4f8b\u5982\uff0c\u6784\u5efa\u4e00\u4e2a\u5f15\u7528\u77e5\u8bc6\u56fe\u8c31\u7279\u5f81\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u3002<\/p>\n

4.AI \u96c6\u6210\u4e0e\u5b9a\u4ef7\uff1a\u8c37\u6b4c\u7684\u77e5\u8bc6\u56fe\u8c31 (KG) \u76f8\u5173\u670d\u52a1\uff08\u4f8b\u5982\u77e5\u8bc6\u56fe\u8c31\u641c\u7d22 API\uff09\u6309 API \u8c03\u7528\u6b21\u6570\u8ba1\u8d39\uff08\u6709\u514d\u8d39\u914d\u989d\uff09\u3002\u5b9e\u4f53\u534f\u8c03 API \u53ef\u80fd\u4f1a\u6309\u4f7f\u7528\u91cf\u8ba1\u8d39\uff08\u4f5c\u4e3a Vertex AI \u6216\u6570\u636e\u96c6\u6210\u6210\u672c\u7684\u4e00\u90e8\u5206\uff09\u3002\u8c37\u6b4c\u503e\u5411\u4e8e\u5bf9\u6570\u636e\u5904\u7406\u548c\u5b58\u50a8\u6536\u8d39\uff08BigQuery \u6309\u626b\u63cf\u7684 TB \u548c\u5b58\u50a8\u7684 TB \u6536\u8d39\uff09\u3002\u5982\u679c\u60a8\u4f7f\u7528 BigQuery \u6258\u7ba1\u77e5\u8bc6\u56fe\u8c31\uff08\u8868\u683c\u5f62\u5f0f\uff0c\u4f8b\u5982\u4e09\u91cd\u8868\uff09\uff0c\u5219\u67e5\u8be2\u5c06\u6309\u626b\u63cf\u7684\u6bcf\u6761\u6570\u636e\u6536\u8d39\u3002\u7528\u4e8e\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\u7684 Vertex AI \u6d41\u6c34\u7ebf\uff08\u4f8b\u5982\u8fd0\u884c TensorFlow \u6a21\u578b\u4ee5\u5d4c\u5165\u77e5\u8bc6\u56fe\u8c31\uff09\u5c06\u4ea7\u751f\u8ba1\u7b97\u8d39\u7528\u3002\u8c37\u6b4c\u4e5f\u4e00\u76f4\u5728\u63a2\u7d22\u56fe\u8c31 + \u77e5\u8bc6\u56fe\u8c31 (LLM) \u96c6\u6210\u2014\u2014\u4f8b\u5982\uff0c\u4ed6\u4eec\u5df2\u7ecf\u53d1\u8868\u4e86\u5173\u4e8e\u5c06 PaLM \u8bed\u8a00\u6a21\u578b\u4e0e\u77e5\u8bc6\u56fe\u8c31\u4fe1\u606f\u76f8\u7ed3\u5408\u4ee5\u83b7\u5f97\u66f4\u4f73\u7b54\u6848\u7684\u6587\u7ae0\u3002\u5728\u5176 GenAI \u4ea7\u54c1\u4e2d\uff0c\u201cVertex AI \u641c\u7d22\u201d\u548c\u201cVertex AI \u5bf9\u8bdd\u201d\u5de5\u5177\u53ef\u80fd\u4f1a\u9009\u62e9\u5728\u540e\u7aef\u4f7f\u7528\u77e5\u8bc6\u56fe\u8c31\u3002\u4f8b\u5982\uff0c\u8c37\u6b4c\u7684\u751f\u6210\u5f0f AI \u5e94\u7528\u6784\u5efa\u5668\u53ef\u4ee5\u67e5\u8be2\u77e5\u8bc6\u5e93\u6216\u5411\u91cf\u6570\u636e\u5e93\u4f5c\u4e3a\u54cd\u5e94\u7684\u4e00\u90e8\u5206\uff0c\u5c3d\u7ba1\u7ec6\u8282\u6b63\u5728\u6d6e\u73b0\u3002<\/p>\n

\u7efc\u4e0a\u6240\u8ff0\uff0c\u8c37\u6b4c\u4e91\u7684\u6218\u7565\u6709\u4e9b\u5272\u88c2\uff1a\u4ed6\u4eec\u62e5\u6709\u9762\u5411\u6d88\u8d39\u8005\u7684\u4e13\u6709\u4e14\u5e9e\u5927\u7684\u77e5\u8bc6\u56fe\u8c31\uff08KG\uff0c\u641c\u7d22\uff09\uff0c\u4ee5\u53ca\u9762\u5411\u4f01\u4e1a\u7684\u5de5\u5177\uff08EKG\u3001API\uff09\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5229\u7528\u8c37\u6b4c\u7684\u6280\u672f\u6784\u5efa\u81ea\u5df1\u7684\u77e5\u8bc6\u56fe\u8c31\u3002\u8fd9\u4e9b\u529f\u80fd\u867d\u7136\u5f3a\u5927\uff08\u4f8b\u5982\uff0c\u901a\u8fc7\u5b9e\u4f53\u89e3\u6790\u5bf9\u6570\u5341\u4ebf\u6761\u8bb0\u5f55\u8fdb\u884c\u805a\u7c7b\uff09\uff0c\u4f46\u9700\u8981\u96c6\u6210\uff0c\u800c\u4e14\u4e0d\u50cf Neptune \u90a3\u6837\u63d0\u4f9b\u5355\u4e00\u7684\u4ea4\u94a5\u5319\u6570\u636e\u5e93\u3002\u4f7f\u7528 GCP \u7684\u7ec4\u7ec7\u901a\u5e38\u4f1a\u5c06\u8fd9\u4e9b\u670d\u52a1\u6574\u5408\u5728\u4e00\u8d77\uff1a\u4f7f\u7528 Cloud Storage\/BigQuery \u5904\u7406\u6570\u636e\uff0c\u4f7f\u7528 AI API \u8fdb\u884c\u5904\u7406\uff0c\u6216\u8bb8\u8fd8\u4f1a\u4f7f\u7528\u7b2c\u4e09\u65b9\u56fe\u6570\u636e\u5e93\u8fdb\u884c\u67e5\u8be2\u3002<\/p>\n

\u4e09\u3001Microsoft Azure \u2014 Azure Cosmos DB\uff08Gremlin API\uff09\u548c\u8ba4\u77e5\u670d\u52a1<\/h4>\n

Microsoft \u4e3b\u8981\u901a\u8fc7\u9002\u7528\u4e8e Apache Gremlin \u7684 Azure Cosmos DB\u63d0\u4f9b\u56fe\u5f62\u529f\u80fd\u3002Cosmos DB \u662f Azure \u7684\u5168\u7403\u5206\u5e03\u5f0f\u591a\u6a21\u578b\u6570\u636e\u5e93\uff0c\u5176 API \u4e4b\u4e00\u662f Gremlin\uff08\u56fe\u5f62\uff09API\uff0c\u5b83\u652f\u6301\u5c5e\u6027\u56fe\u5f62\u6570\u636e\u548c Gremlin \u67e5\u8be2\/\u904d\u5386\u8bed\u8a00\u3002\u8fd9\u5b9e\u9645\u4e0a\u5141\u8bb8\u60a8\u5c06 Cosmos DB \u7528\u4f5c\u7c7b\u4f3c\u4e8e Neo4j \u7684\u6258\u7ba1\u56fe\u5f62\u6570\u636e\u5e93\uff0c\u4f46\u5b83\u662f\u4e91\u539f\u751f\u7684\u5e76\u4e14\u8de8\u533a\u57df\u5206\u5e03\u3002Cosmos DB \u7684 Gremlin API \u662f\u65e0\u6a21\u5f0f\u7684\uff08\u60a8\u53ef\u4ee5\u968f\u65f6\u5b9a\u4e49\u9876\u70b9\u548c\u8fb9\u6807\u7b7e\uff09\uff0c\u975e\u5e38\u9002\u5408\u9700\u8981\u9ad8\u53ef\u7528\u6027\u548c\u6269\u5c55\u7684\u5e94\u7528\u7a0b\u5e8f\u3002Azure Cosmos \u53ef\u4ee5\u81ea\u52a8\u8de8\u5206\u533a\u5bf9\u56fe\u5f62\u8fdb\u884c\u5206\u7247\u4ee5\u5b9e\u73b0\u6269\u5c55\uff0c\u5e76\u63d0\u4f9b\u6709\u4fdd\u8bc1\u7684\u5ef6\u8fdf\u548c\u541e\u5410\u91cf\uff08\u60a8\u914d\u7f6e RU\/s – \u6bcf\u79d2\u8bf7\u6c42\u5355\u4f4d\uff09\u3002<\/p>\n

\u8fd9\u79cd\u5b9a\u4ef7\u6a21\u578b\u662f\u57fa\u4e8e\u541e\u5410\u91cf\u7684 \uff0c\u60a8\u9700\u8981\u4e3a\u9884\u914d\u7f6e\u7684 RU\/s \u548c\u5b58\u50a8\u4ed8\u8d39\u3002\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u914d\u7f6e 10,000 RU\/s\uff08\u5bf9\u5e94\u4e8e\u6bcf\u79d2\u4e00\u5b9a\u6570\u91cf\u7684\u8bfb\/\u5199\u5bb9\u91cf\uff09\uff0c\u5e76\u6309\u5c0f\u65f6\u6536\u8d39\uff0c\u65e0\u8bba\u4f7f\u7528\u60c5\u51b5\u5982\u4f55\u3002\u5982\u679c\u8fc7\u5ea6\u914d\u7f6e\uff0cCosmos DB \u7684\u6210\u672c\u53ef\u80fd\u4f1a\u5f88\u9ad8\uff0c\u4f46\u5982\u679c\u8c03\u6574\u5f97\u5f53\uff0c\u5b83\u53ef\u4ee5\u786e\u4fdd\u5feb\u901f\u7684\u6027\u80fd\u3002Azure \u8fd8\u63a8\u51fa\u4e86\u9002\u7528\u4e8e PostgreSQL \u7684 Cosmos DB\uff08\u5e26\u6709 pgGraph\uff09\u00a0\u2014\u2014\u4f46\u8fd9\u5728\u5176\u4ed6\u7c7b\u578b\u7684\u56fe\u6570\u636e\u5e93\u65b9\u9762\u8fd8\u5904\u4e8e\u9884\u89c8\u9636\u6bb5\u3002\u9664\u4e86\u6570\u636e\u5e93\u4e4b\u5916\uff0c\u5fae\u8f6f\u8fd8\u5728Azure \u8ba4\u77e5\u670d\u52a1\u4e2d\u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u3002\u77e5\u8bc6\u7c7b\u522b\u4e2d\u6709\u4e00\u4e2a\u8ba4\u77e5\u670d\u52a1\u5b50\u96c6\uff0c\u5386\u53f2\u4e0a\u5305\u62ec QnA Maker\uff08\u73b0\u5728\u662f Azure \u8bed\u8a00\u8ba4\u77e5\u670d\u52a1\u7684\u4e00\u90e8\u5206\uff0c\u7528\u4e8e\u4ece\u6587\u6863\u6784\u5efa\u5e38\u89c1\u95ee\u9898\u673a\u5668\u4eba\uff09\u3002\u8fd8\u6709Azure \u8ba4\u77e5\u641c\u7d22\uff0c\u5b83\u5177\u6709\u77e5\u8bc6\u5b58\u50a8\u7684\u6982\u5ff5\uff0c\u5b83\u53ef\u4ee5\u5c06\u4ece\u6587\u6863\u4e2d\u63d0\u53d6\u7684\u4e30\u5bcc\u5185\u5bb9\u5b58\u50a8\u5728\u7c7b\u4f3c\u56fe\u5f62\u7684\u7ed3\u6784\u4e2d\uff08\u94fe\u63a5\u5b9e\u4f53\u7684\u8868\u683c\u6216 JSON\uff09\u3002<\/p>\n

\u5fae\u8f6f\u7684\u7814\u7a76\u6709\u51e0\u4e2a\u77e5\u8bc6\u9a71\u52a8\u7684\u9879\u76ee\uff1a\u4f8b\u5982\uff0c\u77e5\u8bc6\u63a2\u7d22\u670d\u52a1(KES)\uff0c\u5b83\u652f\u6491\u4e86\u4e00\u4e9b\u5b66\u672f\u641c\u7d22\uff0c\u4ee5\u53ca\u73b0\u5df2\u9000\u5f79\u7684\u5fae\u8f6f\u5b66\u672f\u56fe\u8c31 (Microsoft Academic Graph)\u3002\u5fae\u8f6f\u7684\u5fc5\u5e94 (Bing) \u867d\u7136\u6ca1\u6709\u76f4\u63a5\u4ee5\u4ea7\u54c1\u5f62\u5f0f\u5448\u73b0\uff0c\u4f46\u5b83\u62e5\u6709\u81ea\u5df1\u7684 Satori \u77e5\u8bc6\u56fe\u8c31\uff0c\u53ef\u5728\u5fc5\u5e94\u641c\u7d22\u548c Windows \u7cfb\u7edf\u4e2d\u4f7f\u7528\uff08\u7c7b\u4f3c\u4e8e\u8c37\u6b4c\u4e3a\u8c37\u6b4c\u641c\u7d22\u63d0\u4f9b\u7684 KG\uff09\u3002\u5bf9\u4e8e\u4f01\u4e1a\uff0cAzure \u5efa\u8bae\u4f7f\u7528Azure Databricks\u6216Synapse\u7b49\u6a21\u5f0f\u6765\u5904\u7406\u6570\u636e\uff0c\u7136\u540e\u5c06\u5173\u7cfb\u5b58\u50a8\u5728 Cosmos DB \u6216\u5e26\u6709\u56fe\u6269\u5c55\u7684 Azure SQL \u4e2d\u3002Azure\u4e0a\u7684\u4eba\u5de5\u667a\u80fd\u96c6\u6210\u73b0\u5728\u6709\u4e00\u4e2a\u6d41\u884c\u7684\u6982\u5ff5\uff1a\u56fe\u8c31 + RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u3002\u5fae\u8f6f\u53d1\u5e03\u4e86\u201cGraphRAG\u201d\u65b9\u6cd5\uff0c\u5c06\u77e5\u8bc6\u56fe\u8c31\u4e0e Azure OpenAI\uff08\u63d0\u4f9b GPT \u6a21\u578b\uff09\u7ed3\u5408\u4f7f\u7528\uff0c\u4ee5\u6539\u8fdb\u54cd\u5e94\u3002\u4f8b\u5982\uff0c\u4e0e\u5176\u4ec5\u4f7f\u7528\u6587\u672c\u5757\u4f5c\u4e3a GPT-4 \u6a21\u578b\u7684\u77e5\u8bc6\uff0c\u4e0d\u5982\u4f7f\u7528\u56fe\u8c31\u68c0\u7d22\u76f8\u5173\u4e8b\u5b9e\u7684\u5b50\u56fe\u5e76\u5c06\u5176\u63d0\u4f9b\u7ed9\u6a21\u578b\uff0c\u6216\u8005\u8ba9\u6a21\u578b\u751f\u6210\u5728\u56fe\u8c31\u4e0a\u6267\u884c\u7684\u67e5\u8be2\u3002\u4e8b\u5b9e\u4e0a\uff0c\u5fae\u8f6f\u5728 GitHub \u4e0a\u7684\u793a\u4f8b\u4ee3\u7801 (GraphRAG) \u5c55\u793a\u4e86\u4ece\u6587\u6863\u4e2d\u63d0\u53d6\u77e5\u8bc6\u56fe\u8c31\u5e76\u5c06\u5176\u4e0e LLM \u7ed3\u5408\u4f7f\u7528\u7684\u6d41\u7a0b\u3002\u8fd9\u53cd\u6620\u4e86 Azure \u5982\u4f55\u5c06\u77e5\u8bc6\u56fe\u8c31\u96c6\u6210\u5230\u5176 AI \u5806\u6808\u4e2d\uff0c\u4ee5\u652f\u6301\u9700\u8981\u66f4\u597d\u6570\u636e\u57fa\u7840\u7684\u4f01\u4e1a\u7528\u4f8b\u3002<\/p>\n

\u56db\u3001IBM Cloud<\/h4>\n

IBM \u7684\u77e5\u8bc6\u56fe\u8c31\u65b9\u6cd5\u901a\u5e38\u901a\u8fc7\u89e3\u51b3\u65b9\u6848\u800c\u975e\u5355\u4e00\u7684\u4e91\u670d\u52a1\u5b9e\u73b0\u3002IBM \u5728\u77e5\u8bc6\u8868\u793a\u65b9\u9762\u6709\u7740\u60a0\u4e45\u7684\u5386\u53f2\uff0c\u4f8b\u5982IBM Watson \u5728 Jeopardy \u4e0a\u7684\u6210\u529f\u5c31\u4f53\u73b0\u5728\u95ee\u7b54\u5bf9\u548c\u672c\u4f53\u7684\u77e5\u8bc6\u56fe\u8c31\u4e0a\u3002IBM \u63d0\u4f9b\u7684Cloud Pak for Data\u5305\u542b\u4e00\u4e2a\u77e5\u8bc6\u76ee\u5f55\u2014\u2014\u4e3b\u8981\u7528\u4e8e\u6570\u636e\u6cbb\u7406\uff08\u5143\u6570\u636e\u7ba1\u7406\uff09\uff0c\u4f46\u4e5f\u53ef\u4ee5\u770b\u4f5c\u662f\u4f01\u4e1a\u6570\u636e\u8d44\u4ea7\u77e5\u8bc6\u56fe\u8c31\u7684\u4e00\u90e8\u5206\u3002IBM \u7684\u7814\u7a76\u548c\u54a8\u8be2\u90e8\u95e8\u7ecf\u5e38\u63d0\u4f9b\u5b9a\u5236\u7684\u77e5\u8bc6\u56fe\u8c31\u89e3\u51b3\u65b9\u6848\uff0c\u4f8b\u5982\uff0c\u4e3a\u91d1\u878d\u6216\u533b\u7597\u4fdd\u5065\u9886\u57df\u7684\u5ba2\u6237\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\u3002IBM \u786e\u5b9e\u5728 2017 \u5e74\u5de6\u53f3\u521b\u5efa\u4e86\u4e00\u6b3e\u540d\u4e3aIBM Knowledge Graph\u7684\u4ea7\u54c1\uff0c\u4f5c\u4e3a IBM Cloud \u4e0a\u7684\u4e00\u9879\u670d\u52a1\uff0c\u4e13\u6ce8\u4e8e\u4ece\u7ed3\u6784\u5316\u548c\u975e\u7ed3\u6784\u5316\u6570\u636e\u521b\u5efa\u77e5\u8bc6\u56fe\u8c31\uff0c\u4f46\u73b0\u5728\u5b83\u5e76\u4e0d\u5341\u5206\u7a81\u51fa\uff08IBM \u7684\u4e91\u7ecf\u5386\u4e86\u8bb8\u591a\u53d8\u5316\uff09\u3002\u76f8\u53cd\uff0cIBM \u76ee\u524d\u7684\u53d9\u8ff0\u5c06\u77e5\u8bc6\u56fe\u8c31\u4e0e\u5176Watson AI \u670d\u52a1\u548cWatsonx\uff08\u4ed6\u4eec\u7684\u65b0 AI\/LLM \u5e73\u53f0\uff09\u8054\u7cfb\u5728\u4e00\u8d77\u3002\u4ed6\u4eec\u4e3b\u5f20\u4f7f\u7528\u77e5\u8bc6\u56fe\u8c31\u6765\u5b9e\u73b0\u503c\u5f97\u4fe1\u8d56\u7684\u4eba\u5de5\u667a\u80fd\u3002\u4f8b\u5982\uff0cIBM \u6570\u636e\u79d1\u5b66\u535a\u5ba2 (2025) \u4e2d\u4e00\u7bc7\u5173\u4e8e\u5b9e\u73b0Graph RAG \u7684\u6587\u7ae0\u5728 Watsonx.ai \u73af\u5883\u4e2d\u4f7f\u7528\u4e86 Memgraph\uff08\u4e00\u4e2a\u5f00\u6e90\u56fe\u5f62\u6570\u636e\u5e93\uff09\u3002IBM \u7684\u7b56\u7565\u4f3c\u4e4e\u662f\u5728\u9700\u8981\u7684\u5730\u65b9\u96c6\u6210\u5f00\u653e\u6280\u672f\u2014\u2014\u4ed6\u4eec\u53ef\u80fd\u4f1a\u90e8\u7f72 Neo4j \u6216 Neptune \u6765\u89e3\u51b3\u95ee\u9898\uff0c\u5e76\u7ed3\u5408 IBM \u81ea\u5df1\u7684 NLP \u6765\u586b\u5145\u56fe\u5f62\u3002IBM \u5f3a\u8c03\u77e5\u8bc6\u56fe\u8c31\u5728\u67d0\u4e9b\u884c\u4e1a\u4e2d\u7684\u4f5c\u7528\uff1a\u5728\u533b\u7597\u4fdd\u5065\u9886\u57df\uff0c\u4ed6\u4eec\u5c06\u77e5\u8bc6\u56fe\u8c31\u4e0e NLP \u76f8\u7ed3\u5408\u4ee5\u534f\u52a9\u4e34\u5e8a\u51b3\u7b56\uff0c\u4f8b\u5982\uff0cWatson for Oncology \u7cfb\u7edf\u4f7f\u7528\u4e86\u7cbe\u5fc3\u6311\u9009\u7684\u75be\u75c5\u3001\u836f\u7269\u3001\u8bd5\u9a8c\u7684\u533b\u5b66\u77e5\u8bc6\u56fe\u8c31\uff1b\u5728\u91d1\u878d\u9886\u57df\uff0c\u4ed6\u4eec\u5c06\u77e5\u8bc6\u56fe\u8c31\u4e0e\u53ef\u89e3\u91ca\u7684\u4eba\u5de5\u667a\u80fd\u76f8\u7ed3\u5408\u4ee5\u9075\u5b88\u6cd5\u89c4\uff1b\u5728\u5236\u9020\u4e1a\uff0c\u4ed6\u4eec\u5c06\u77e5\u8bc6\u56fe\u8c31\u7528\u4e8e\u4f9b\u5e94\u94fe\u548c\u7269\u8054\u7f51\uff08\u6570\u5b57\u5b6a\u751f\uff09\u3002IBM \u5df2\u7ecf\u64b0\u5199\u4e86\u5173\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684\u6587\u7ae0\uff0c\u4f7f\u4eba\u5de5\u667a\u80fd\u66f4\u6613\u4e8e\u89e3\u91ca\u3001\u66f4\u900f\u660e\uff0c\u5e76\u7b26\u5408\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\u539f\u5219\u3002IBM \u5458\u5de5\u5728\u300a\u798f\u5e03\u65af\u6280\u672f\u59d4\u5458\u4f1a\u300b\u4e0a\u53d1\u8868\u7684\u6587\u7ae0\u53ef\u80fd\u4f1a\u6307\u51fa\uff0c\u77e5\u8bc6\u56fe\u8c31\u901a\u8fc7\u663e\u5f0f\u7f16\u7801\u77e5\u8bc6\u4f7f\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u66f4\u6613\u4e8e\u68c0\u67e5\u548c\u63a7\u5236\u3002<\/p>\n

\u5728\u529f\u80fd\u65b9\u9762\uff1a\u00a0IBM \u7684\u77e5\u8bc6\u56fe\u8c31\u89e3\u51b3\u65b9\u6848\u901a\u5e38\u5305\u62ec\u4ece\u6587\u672c\u4e2d\u63d0\u53d6\u5b9e\u4f53\u548c\u5173\u7cfb\u7684\u5de5\u5177\uff08\u5229\u7528 IBM \u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406 (NLP)\uff09\u3001\u672c\u4f53\u7ba1\u7406\uff08IBM \u591a\u5e74\u6765\u4e00\u76f4\u4e3a RDF\/OWL \u6807\u51c6\u505a\u51fa\u8d21\u732e\uff09\uff0c\u6709\u65f6\u8fd8\u5305\u62ec\u903b\u8f91\u89c4\u5219\uff08IBM \u5728 ILP \u548c\u89c4\u5219\u7cfb\u7edf\u65b9\u9762\u62e5\u6709\u4e13\u4e1a\u77e5\u8bc6\uff09\u3002\u5b83\u4eec\u901a\u5e38\u91c7\u7528\u5f00\u6e90\u6280\u672f\uff1a\u4f8b\u5982\uff0c\u4f7f\u7528 JanusGraph\uff08IBM \u53c2\u4e0e\u5f00\u53d1\uff0c\u56e0\u4e3a\u5b83\u662f\u4ece Titan \u5206\u53c9\u800c\u6765\u7684\uff09\u4f5c\u4e3a\u5927\u89c4\u6a21\u56fe\u5b58\u50a8\u7684\u540e\u7aef\u3002IBM \u8fd8\u6709\u4e00\u6b3e\u540d\u4e3aWatson Discovery \u7684\u4ea7\u54c1\uff0c\u5b83\u901a\u8fc7\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\u6216\u81f3\u5c11\u662f\u4f01\u4e1a\u5185\u5bb9\u7684\u8bed\u4e49\u7d22\u5f15\u6765\u8fdb\u884c\u8ba4\u77e5\u641c\u7d22\u3002<\/p>\n

\u5728\u5b9a\u4ef7\u65b9\u9762\uff1a\u5bf9\u4e8e IBM\uff0c\u5982\u679c\u4f7f\u7528 Cloud Pak for Data\uff0c\u5219\u66f4\u50cf\u662f\u4e00\u79cd\u8bb8\u53ef\u6a21\u5f0f\uff08\u4e3a\u8f6f\u4ef6\u548c\u4e91\u57fa\u7840\u8bbe\u65bd\u4ed8\u8d39\uff09\u3002\u5bf9\u4e8e Watson \u670d\u52a1\uff0c\u901a\u5e38\u57fa\u4e8e API \u8c03\u7528\u8fdb\u884c\u5b9a\u4ef7\uff08\u4f8b\u5982 NLU\u3001Discovery \u6309 1000 \u4e2a\u9879\u76ee\u5b9a\u4ef7\u7b49\uff09\u3002IBM \u7684\u65b9\u6cd5\u901a\u5e38\u662f\u89e3\u51b3\u65b9\u6848\u9a71\u52a8\u7684\uff0c\u56e0\u6b64\u786e\u5207\u7684\u5b9a\u4ef7\u4f1a\u6839\u636e\u6bcf\u4e2a\u9879\u76ee\u91cf\u8eab\u5b9a\u5236\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4e00\u5bb6\u94f6\u884c\u8058\u8bf7 IBM \u6765\u5b9e\u65bd\u6b3a\u8bc8\u77e5\u8bc6\u56fe\u8c31\uff0c\u5219\u6210\u672c\u5305\u542b IBM \u670d\u52a1\u4ee5\u53ca\u4efb\u4f55\u4e91\u4f7f\u7528\u8d39\u7528\u3002<\/p>\n

\u4e94\u3001\u5c0f\u7ed3<\/h4>\n

\u6bcf\u4e2a\u8d85\u5927\u89c4\u6a21\u5668\u5728\u5176\u5806\u6808\u4e2d\u96c6\u6210\u77e5\u8bc6\u56fe\u8c31\u7684\u65b9\u5f0f\u4e0d\u540c\uff1a<\/p>\n

AWS\uff1a\u63d0\u4f9b\u4e00\u4e2a\u7b80\u5355\u7684\u6258\u7ba1\u56fe\u5f62\u6570\u636e\u5e93 (Neptune)\uff0c\u53ef\u4ee5\u4f5c\u4e3a\u77e5\u8bc6\u56fe\u8c31\u7684\u9aa8\u5e72\uff0c\u5e76\u4e0e AWS ML \u670d\u52a1\u7d27\u5bc6\u96c6\u6210\uff08\u4f7f\u7528 SageMaker \u7684 Neptune ML\uff09\u3002\u5b9a\u4ef7\u6309\u5c0f\u65f6\u548c\u6309\u8bf7\u6c42\u8ba1\u7b97\uff0c\u8fd9\u662f AWS \u6570\u636e\u5e93\u670d\u52a1\u7684\u5178\u578b\u505a\u6cd5\u3002<\/p>\n

\u8c37\u6b4c\uff1a\u8c37\u6b4c\u5728\u641c\u7d22\u9886\u57df\u5229\u7528\u5176\u81ea\u8eab\u65e0\u4e0e\u4f26\u6bd4\u7684\u77e5\u8bc6\u56fe\u8c31\uff0c\u540c\u65f6\u4e3a\u5ba2\u6237\u63d0\u4f9b\u4f01\u4e1a\u7ea7\u77e5\u8bc6\u56fe\u8c31\u6846\u67b6\uff08\u5177\u6709\u8c37\u6b4c\u89c4\u6a21\u7684\u5b9e\u4f53\u534f\u8c03\u529f\u80fd\uff09\u7b49\u5de5\u5177\uff0c\u5e76\u9f13\u52b1\u4f7f\u7528\u5176\u6570\u636e\u4e91 (BigQuery) \u548c\u673a\u5668\u5b66\u4e60 (Vertex) \u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\u3002\u4ed6\u4eec\u786e\u5b9e\u6709\u4e00\u4e2a\u9762\u5411\u5f00\u53d1\u4eba\u5458\u7684\u77e5\u8bc6\u56fe\u8c31\u641c\u7d22 API\uff0c\u7528\u4e8e\u57fa\u672c\u4fe1\u606f\u68c0\u7d22 \u3002\u8fd9\u4e9b\u7ec4\u4ef6\u7684\u5b9a\u4ef7\u901a\u5e38\u57fa\u4e8e\u4f7f\u7528\u60c5\u51b5\u3002<\/p>\n

Azure\uff1a\u901a\u8fc7 Cosmos DB \u7684 Gremlin API\uff08\u5168\u7403\u5206\u5e03\uff0c\u57fa\u4e8e RU \u5b9a\u4ef7\uff09\u63d0\u4f9b\u56fe\u5f62\u529f\u80fd\uff0c\u5e76\u5c06\u77e5\u8bc6\u56fe\u8c31\u96c6\u6210\u5230\u8ba4\u77e5\u89e3\u51b3\u65b9\u6848\u4e2d\uff08\u4f8b\u5982\uff0cAI Search \u7684\u77e5\u8bc6\u5b58\u50a8\u3001Graph RAG \u6a21\u5f0f\uff09\u3002Azure \u7684 OpenAI \u670d\u52a1\u53ef\u4ee5\u4e0e\u77e5\u8bc6\u56fe\u8c31\u7ed3\u5408\uff0c\u6784\u5efa\u9ad8\u7ea7\u95ee\u7b54\u6216\u641c\u7d22\u529f\u80fd\u3002<\/p>\n

IBM\uff1a\u4e13\u6ce8\u4e8e\u5229\u7528\u77e5\u8bc6\u56fe\u8c31 (KG) \u6784\u5efa\u53ef\u4fe1\u7684\u4eba\u5de5\u667a\u80fd\u548c\u9886\u57df\u89e3\u51b3\u65b9\u6848\uff0c\u5e76\u7ed3\u5408\u4f7f\u7528 IBM \u548c\u5f00\u6e90\u5de5\u5177\u3002\u4ed6\u4eec\u5f3a\u8c03\u54a8\u8be2\u5f0f\u7684\u6df7\u5408\u65b9\u6cd5\u2014\u2014\u4f8b\u5982\uff0c\u5c55\u793a\u5982\u4f55\u5728 IBM \u7684\u4eba\u5de5\u667a\u80fd\u5e73\u53f0 (Watsonx) \u4e2d\u4f7f\u7528\u5f00\u653e\u56fe\u8c31\u6570\u636e\u5e93\u3002\u5b9a\u4ef7\u66f4\u504f\u5411\u4f01\u4e1a\u8f6f\u4ef6\u5bfc\u5411\u6216\u57fa\u4e8e\u670d\u52a1\u53c2\u4e0e\u3002<\/p>\n

\u6240\u6709\u8d85\u5927\u89c4\u6a21\u4f01\u4e1a\u90fd\u8ba4\u8bc6\u5230\u77e5\u8bc6\u56fe\u8c31\u662f\u73b0\u4ee3\u4eba\u5de5\u667a\u80fd\u67b6\u6784\u7684\u5173\u952e\u7ec4\u6210\u90e8\u5206\u3002Gartner \u7684 2024 \u5e74\u6280\u672f\u6210\u719f\u5ea6\u66f2\u7ebf\u663e\u793a\uff0c\u77e5\u8bc6\u56fe\u8c31\u5bf9\u4e8e\u589e\u5f3a\u4eba\u5de5\u667a\u80fd\u6218\u7565\u7684\u91cd\u8981\u6027\u65e5\u76ca\u63d0\u5347\u3002\u5b83\u4eec\u7684\u4ea7\u54c1\u5141\u8bb8\u4f01\u4e1a\u5229\u7528\u4e91\u89c4\u6a21\u7684\u57fa\u7840\u8bbe\u65bd\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\uff0c\u5e76\u5c06\u5176\u4e0e\u4eba\u5de5\u667a\u80fd\u670d\u52a1\u96c6\u6210\uff0c\u5b9e\u73b0\u77e5\u8bc6\u9a71\u52a8\u7684\u4eba\u5de5\u667a\u80fd\u3002\u7ade\u4e89\u4e5f\u4fc3\u4f7f\u5b83\u4eec\u4e0d\u65ad\u6539\u8fdb\uff1aAWS \u589e\u52a0\u4e86Neptune Serverless\u7b49\u7528\u4e8e\u81ea\u52a8\u6269\u5c55\u7684\u529f\u80fd\uff0c\u8c37\u6b4c\u6295\u8d44AutoML \u7528\u4e8e\u5b9e\u4f53\u63d0\u53d6\uff0c\u5fae\u8f6f\u521b\u5efa\u4e86\u4ece\u975e\u7ed3\u6784\u5316\u6570\u636e\u5230\u77e5\u8bc6\u7684\u65e0\u7f1d\u7ba1\u9053\uff08\u901a\u8fc7\u8ba4\u77e5\u641c\u7d22\u548c Power BI \u96c6\u6210\uff09\uff0cIBM \u4e13\u6ce8\u4e8e\u5c06\u77e5\u8bc6 + \u6cbb\u7406\u4f5c\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u4e00\u90e8\u5206\u3002\u7528\u6237\u73b0\u5728\u6709\u5f88\u591a\u9009\u62e9\u53ef\u4ee5\u5728\u4e91\u7aef\u5f00\u59cb\u4f7f\u7528\u77e5\u8bc6\u56fe\u8c31\uff0c\u800c\u65e0\u9700\u4ece\u5934\u5f00\u59cb\u7ba1\u7406\u81ea\u5df1\u7684\u56fe\u5f62\u6570\u636e\u5e93\u670d\u52a1\u5668\u3002<\/p>\n

\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n

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\u77e5\u8bc6\u56fe\u8c31\u7684\u8d85\u5927\u89c4\u6a21\u4ea7\u54c1\u4e3b\u8981\u7684\u63d0\u4f9b\u5546\u8005\u5305\u62ec\uff1a\u4e9a\u9a6c\u900a\u7f51\u7edc\u670d\u52a1 (AWS)\u3001\u8c37\u6b4c\u4e91\u5e73\u53f0 (GCP)\u3001\u5fae\u8f6f Azure […]<\/p>\n

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