{"id":120,"date":"2025-06-16T14:07:00","date_gmt":"2025-06-16T06:07:00","guid":{"rendered":"http:\/\/159.223.199.105\/?p=120"},"modified":"2025-09-17T01:31:36","modified_gmt":"2025-09-16T17:31:36","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%ef%bc%9a%e8%91%97%e5%90%8d%e7%9a%84%e5%bc%80%e6%ba%90%e5%92%8c%e5%95%86%e4%b8%9a%e7%9f%a5%e8%af%86%e5%9b%be%e8%b0%b1","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/06\/16\/%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%ef%bc%9a%e8%91%97%e5%90%8d%e7%9a%84%e5%bc%80%e6%ba%90%e5%92%8c%e5%95%86%e4%b8%9a%e7%9f%a5%e8%af%86%e5%9b%be%e8%b0%b1\/","title":{"rendered":"\u4eba\u5de5\u667a\u80fd\u548c\u77e5\u8bc6\u56fe\u8c31\uff1a\u8457\u540d\u7684\u5f00\u6e90\u548c\u5546\u4e1a\u77e5\u8bc6\u56fe\u8c31\u5de5\u5177"},"content":{"rendered":"\n<p>\u9664\u4e86\u8d85\u5927\u89c4\u6a21\u4ea7\u54c1\u4e4b\u5916\uff0c\u8fd8\u6709\u4e00\u4e2a\u4e30\u5bcc\u7684\u751f\u6001\u7cfb\u7edf\uff0c\u5305\u542b\u5f00\u6e90\u548c\u5546\u4e1a\u5de5\u5177\uff0c\u4e13\u95e8\u7528\u4e8e\u77e5\u8bc6\u56fe\u8c31\u3002\u8fd9\u4e9b\u5de5\u5177\u6db5\u76d6\u4e86\u4ece\u9762\u5411\u5f00\u53d1\u4eba\u5458\u7684\u4f4e\u7ea7\u5e93\u5230\u529f\u80fd\u9f50\u5168\u7684\u4f01\u4e1a\u5e73\u53f0\u3002\u4e0b\u9762\u5217\u51fa\u4e86\u4e00\u4e9b\u6700\u7a81\u51fa\u7684\u5de5\u5177\uff0c\u6309\u5f00\u6e90\u548c\u5546\u4e1a\u8fdb\u884c\u5206\u7ec4\uff0c\u5e76\u6bd4\u8f83\u4e86\u5b83\u4eec\u7684\u4f18\u52bf\u3001\u52a3\u52bf\u3001\u91c7\u7528\u60c5\u51b5\u548c\u7528\u4f8b\u3002<\/p>\n\n\n\n<p><strong>\u4e00&nbsp;\u5f00\u6e90\u5de5\u5177<\/strong><\/p>\n\n\n\n<p><strong>RDFLib\uff1a<\/strong>RDFLib\u662f\u4e00\u4e2a\u7528\u4e8e\u5904\u7406RDF\u7684\u7eafPython\u5e93\u3002\u5b83\u88ab\u5f00\u53d1\u4eba\u5458\u5e7f\u6cdb\u7528\u4e8e\u4e2d\u5c0f\u578b\u9879\u76ee\u6216\u6570\u636e\u79d1\u5b66\u9886\u57df\u3002RDFLib\u5141\u8bb8\u60a8\u521b\u5efa\u56fe\u8868\u3001\u89e3\u6790RDF\u6587\u4ef6\uff08Turtle\u3001XML\u7b49\uff09\u4ee5\u53ca\u6267\u884cSPARQL\u67e5\u8be2\uff08\u5b83\u6709\u4e00\u4e2a\u57fa\u4e8ePython\u7684SPARQL1.1\u5f15\u64ce\uff09\u3002\u5b83\u8fd8\u5728\u4e00\u5b9a\u8303\u56f4\u5185\u652f\u6301OWLRL\u63a8\u7406\u3002RDFLib\u7684\u4f18\u52bf\u5728\u4e8e\u5176\u7b80\u5355\u6613\u7528\u2014\u2014\u5728Python\u811a\u672c\u6216Jupyter\u7b14\u8bb0\u672c\u4e2d\uff0c\u5373\u53ef\u52a0\u8f7d\u4e09\u5143\u7ec4\u5e76\u5feb\u901f\u8fdb\u884c\u67e5\u8be2\u3002\u5b83\u975e\u5e38\u9002\u5408\u539f\u578b\u8bbe\u8ba1\u6216\u5c06\u77e5\u8bc6\u56fe\u8c31(KG)\u529f\u80fd\u5d4c\u5165\u5230\u5e94\u7528\u7a0b\u5e8f\u4e2d\u3002\u4f8b\u5982\uff0c\u83b7\u53d6\u4e00\u4e9b\u6570\u636e\u3001\u6dfb\u52a0\u4e00\u4e9b\u672c\u4f53\u8bed\u4e49\u5e76\u8fdb\u884c\u67e5\u8be2\u2014\u2014\u6240\u6709\u8fd9\u4e9b\u90fd\u5728\u5185\u5b58\u4e2d\u5b8c\u6210\u3002\u7136\u800c\uff0c\u5b83\u5e76\u4e0d\u9002\u7528\u4e8e\u5904\u7406\u5927\u578b\u56fe\u8868\uff0c\u5728RDFLib\u4e2d\u5904\u7406\u6570\u767e\u4e07\u4e2a\u4e09\u5143\u7ec4\u662f\u53ef\u884c\u7684\uff0c\u4f46\u4e0e\u4e13\u95e8\u7684\u5b58\u50a8\u76f8\u6bd4\uff0c\u901f\u5ea6\u548c\u5185\u5b58\u6548\u7387\u90fd\u4e0d\u662f\u5f88\u9ad8\u3002\u5b83\u4e5f\u662f\u5355\u7ebf\u7a0b\u7684\uff0c\u672c\u8eab\u4e0d\u662f\u4e00\u4e2a\u670d\u52a1\u5668\uff0c\u5c3d\u7ba1\u53ef\u4ee5\u56f4\u7ed5\u5b83\u6784\u5efa\u4e00\u4e2aWebAPI\u3002RDFLib\u5728\u8bed\u4e49\u7f51\u5f00\u53d1\u8005\u793e\u533a\u4e2d\u7684\u91c7\u7528\u7387\u5f88\u9ad8\uff0c\u5c24\u5176\u662f\u5728\u6570\u636eETL\u3001\u67e5\u8be2\u5c0f\u578b\u77e5\u8bc6\u5e93\u6216\u672c\u4f53\u5355\u5143\u6d4b\u8bd5\u7b49\u4efb\u52a1\u4e2d\u3002\u7f3a\u70b9\uff1a\u6027\u80fd\u548c\u53ef\u6269\u5c55\u6027\u6709\u9650\uff0c\u800c\u4e14\u7531\u4e8e\u5b83\u662fPython\u8bed\u8a00\uff0c\u957f\u65f6\u95f4\u8fd0\u884c\u7684\u8fdb\u7a0b\u53ef\u80fd\u4f1a\u53d7\u5230GIL\u7684\u9650\u5236\u3002\u4f46\u5c31\u6613\u7528\u6027\u800c\u8a00\uff0c\u5b83\u975e\u5e38\u51fa\u8272\u3002\u793e\u533a\u91c7\u7528\u7387\uff1a\u5728\u5904\u7406RDF\u7684Python\u7528\u6237\u4e2d\u975e\u5e38\u9ad8\uff1b\u5b83\u5b9e\u9645\u4e0a\u662f\u8be5\u9886\u57df\u7684\u9996\u9009\u5e93\u3002<\/p>\n\n\n\n<p><strong>GraphDB(Ontotext)\uff1a<\/strong>GraphDB\u662f\u7531Ontotext\uff08\u4ee5\u524d\u4e5f\u79f0\u4e3aOWLIM\uff09\u5f00\u53d1\u7684RDF\u4e09\u5143\u7ec4\u5b58\u50a8\u3002\u5b83\u662f\u4e00\u6b3e\u5546\u4e1a\u4ea7\u54c1\uff0c\u4f46Ontotext\u4e3a\u5c0f\u578b\u6570\u636e\u96c6\u63d0\u4f9b\u4e86\u514d\u8d39\u7248\u672c\uff08\u4e4b\u524d\u6709\u4e00\u4e2a\u5f00\u6e90\u201cGraphDBLite\u201d\u7248\u672c\uff09\u3002\u6211\u4eec\u5c06\u5176\u5305\u542b\u5728\u8fd9\u91cc\uff0c\u56e0\u4e3a\u5b83\u901a\u5e38\u88ab\u89c6\u4e3a\u4e00\u4e2a\u5e73\u53f0\uff0c\u4f46\u8bf7\u6ce8\u610f\uff0c\u5b83\u662f\u5546\u4e1a\u7684\uff0c\u5177\u6709\u5b8c\u6574\u529f\u80fd\u3002GraphDB\u4ee5\u5f3a\u5927\u7684OWL\u63a8\u7406\u652f\u6301\u548c\u590d\u6742\u67e5\u8be2\u7684\u9ad8\u6027\u80fd\u800c\u95fb\u540d\u3002\u5b83\u5177\u6709\u7c7b\u4f3clucene\u7684\u5168\u6587\u641c\u7d22\u96c6\u6210\uff0c\u53ef\u4ee5\u65e0\u7f1d\u5904\u7406RDF\u548cSPARQL1.1\u5806\u6808\uff0c\u5e76\u5e26\u6709\u4e00\u4e2a\u7528\u4e8e\u63a2\u7d22\u6570\u636e\u7684\u6f02\u4eae\u5de5\u4f5c\u53f0UI\u3002\u5728\u53ef\u6269\u5c55\u6027\u65b9\u9762\uff0cGraphDB\u53ef\u4ee5\u5728\u96c6\u7fa4\u8bbe\u7f6e\u4e0a\u5904\u7406\u6570\u5341\u4ebf\u4e2a\u4e09\u5143\u7ec4\uff0c\u5e76\u4e14\u9488\u5bf9\u52a0\u8f7d\u548c\u67e5\u8be2\u5927\u578b\u8bed\u4e49\u6570\u636e\u96c6\u8fdb\u884c\u4e86\u4f18\u5316\u3002\u4f8b\u5982\uff0c\u82f1\u56fd\u8bae\u4f1a\u7684\u6570\u636e\u5e73\u53f0\u4f7f\u7528GraphDB\u6765\u63d0\u4f9b\u7acb\u6cd5\u77e5\u8bc6\uff0c\u5927\u578b\u51fa\u7248\u5546\u5c06\u5176\u7528\u4e8e\u5185\u5bb9\u5143\u6570\u636e\u3002\u5176\u4f18\u52bf\u5728\u4e8e\u6210\u719f\u5ea6\uff1aOntotext\u5341\u591a\u5e74\u6765\u4e00\u76f4\u5728\u4e0d\u65ad\u6539\u8fdb\uff0c\u56e0\u6b64\u5b83\u7a33\u5b9a\u4e14\u7ecf\u8fc7\u4f18\u5316\u3002GraphDB\u7684\u4f01\u4e1a\u7ea7\u529f\u80fd\u5305\u62ec\u9ad8\u53ef\u7528\u6027\u96c6\u7fa4\u3001LDAP\u5b89\u5168\u6027\u4ee5\u53ca\u7528\u4e8e\u76f8\u4f3c\u6027\u641c\u7d22\u7b49\u529f\u80fd\u7684\u63d2\u4ef6\u3002\u5176\u5173\u952e\u7528\u4f8b\u662f\u4efb\u4f55\u9700\u8981\u6df1\u5ea6\u63a8\u7406\u6216\u672c\u4f53\u4e00\u81f4\u6027\u7684\u573a\u666f\u2014\u2014\u4f8b\u5982\uff0c\u6b27\u6d32\u673a\u6784\u4f7f\u7528\u5b83\u6765\u5c06\u6570\u636e\u4e0e\u4e30\u5bcc\u7684\u672c\u4f53\uff08EuroVoc\u7b49\uff09\u96c6\u6210\u3002\u5176\u52a3\u52bf\u5728\u4e8e\uff0c\u7531\u4e8e\u5b83\u4ec5\u652f\u6301RDF\uff0c\u56e0\u6b64\u67d0\u4e9b\u56fe\u7b97\u6cd5\u6216\u539f\u751f\u56fe\u904d\u5386\u53ef\u80fd\u4e0d\u592a\u76f4\u89c2\uff08\u4e0e\u5c5e\u6027\u56fe\u6570\u636e\u5e93\u76f8\u6bd4\uff09\u3002\u6b64\u5916\uff0c\u7531\u4e8e\u662f\u5546\u4e1a\u7248\u672c\uff0c\u5176\u514d\u8d39\u7248\u672c\u5b58\u5728\u4e00\u4e9b\u9650\u5236\uff08\u4f8b\u5982\u6570\u636e\u5927\u5c0f\u4e0a\u9650\u6216\u4e0d\u652f\u6301\u96c6\u7fa4\uff09\u3002\u7136\u800c\uff0c\u5b83\u5728\u8bed\u4e49\u7f51\u793e\u533a\u548c\u9700\u8981\u53ef\u9760RDF\u5b58\u50a8\u7684\u4f01\u4e1a\u4e2d\u5f97\u5230\u4e86\u5e7f\u6cdb\u7684\u91c7\u7528\u3002\uff08\u4f18\u52bf\uff1a\u9ad8\u6027\u80fd\u63a8\u7406\u5668\uff1b\u52a3\u52bf\uff1a\u5b8c\u6574\u7248\u8bb8\u53ef\u8bc1\u3001\u65b0\u624b\u5b66\u4e60RDF\u7684\u96be\u5ea6\u8f83\u9ad8\u3002\uff09<\/p>\n\n\n\n<p><strong>Virtuoso\uff1a<\/strong>OpenLinkVirtuoso\u662f\u4e00\u79cd\u6df7\u5408\u6570\u636e\u5e93\uff0c\u53ef\u5145\u5f53RDF\u5b58\u50a8\u3001\u5173\u7cfb\u5b58\u50a8\u7b49\u3002Virtuoso\u7684\u5f00\u6e90\u7248\u672c\u5df2\u88ab\u5e7f\u6cdb\u4f7f\u7528\uff0cDBpedia\u7684SPARQL\u7aef\u70b9\u5c31\u57fa\u4e8eVirtuoso\u3002Virtuoso\u652f\u6301SPARQL\uff08\u5305\u62ec\u4e00\u4e9b\u6269\u5c55\uff09\uff0c\u4e5f\u53ef\u4ee5\u6267\u884c\u5e38\u89c4SQL\u3002\u5b83\u7684\u72ec\u7279\u4e4b\u5904\u5728\u4e8e\u53ef\u4ee5\u5728\u4e00\u4e2a\u7cfb\u7edf\u4e2d\u540c\u65f6\u6258\u7ba1\u5173\u7cfb\u6570\u636e\u548c\u56fe\u5f62\u6570\u636e\u3002Virtuoso\u7684\u4f18\u52bf\u5728\u4e8e\u5176\u5bf9\u67d0\u4e9b\u5de5\u4f5c\u8d1f\u8f7d\u7684SPARQL\u67e5\u8be2\u901f\u5ea6\u6781\u5feb\uff0c\u5e76\u4e14\u80fd\u591f\u652f\u6301\u5927\u91cf\u5e76\u53d1\u7528\u6237\uff0c\u8fd9\u5bf9\u4e8e\u50cfDBpedia\u8fd9\u6837\u7684\u516c\u5171\u7aef\u70b9\u81f3\u5173\u91cd\u8981\u3002\u5b83\u5185\u7f6e\u4e86\u5bf9\u67d0\u4e9b\u63a8\u7406\uff08\u4e3b\u8981\u662fRDFS+\uff09\u7684\u652f\u6301\u3002Virtuoso\u8fd8\u7ecf\u5e38\u56e0\u5176\u5f00\u7bb1\u5373\u7528\u7684\u5206\u9762\u6d4f\u89c8\u5668\u754c\u9762\u800c\u7528\u4e8e\u6570\u636e\u63a2\u7d22\u3002\u5728\u53ef\u6269\u5c55\u6027\u65b9\u9762\uff0cVirtuoso\u53ef\u4ee5\u5229\u7528\u5927\u5185\u5b58\u548c\u591a\u6838\u7684\u591a\u7ebf\u7a0b\u5f15\u64ce\u5782\u76f4\u6269\u5c55\uff0c\u5e76\u4e14\u5728\u6700\u65b0\u7248\u672c\u4e2d\u53ef\u4ee5\u6c34\u5e73\u6269\u5c55\uff08\u5e02\u9762\u4e0a\u6709\u201c\u96c6\u7fa4\u201d\u7248\u672c\uff09\u3002Virtuoso\u529f\u80fd\u5f3a\u5927\uff0c\u4f46\u7ba1\u7406\u8d77\u6765\u53ef\u80fd\u6bd4\u8f83\u590d\u6742\u3002\u4e00\u4e9b\u5f00\u53d1\u4eba\u5458\u53d1\u73b0\u5b83\u7684\u9519\u8bef\u6d88\u606f\u6216\u884c\u4e3a\u6709\u4e9b\u6666\u6da9\u96be\u61c2\u3002\u6b64\u5916\uff0c\u67d0\u4e9bSPARQL1.1\u529f\u80fd\u5728\u65e7\u7248\u672c\u4e2d\u5b58\u5728\u6ede\u540e\u6216\u5f02\u5e38\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u5b83\u4ecd\u7136\u662f\u4e00\u4e2a\u4e45\u7ecf\u8003\u9a8c\u4e14\u5386\u53f2\u60a0\u4e45\u7684\u7cfb\u7edf\u3002\u5176\u4f18\u52bf\uff1a\u9ad8\u6027\u80fd\u3001\u591a\u529f\u80fd\u6027\uff08\u65e2\u53ef\u4ee5\u7528\u4f5c\u4e09\u5143\u7ec4\u5b58\u50a8\uff0c\u4e5f\u53ef\u4ee5\u7528\u4f5c\u6807\u51c6SQL\u6570\u636e\u5e93\uff0c\u751a\u81f3\u53ef\u4ee5\u7528\u4f5cWeb\u670d\u52a1\u7684\u4e2d\u95f4\u4ef6\uff09\u3002\u52a3\u52bf\uff1a\u67b6\u6784\u7565\u663e\u8fc7\u65f6\uff08\u5b83\u662f\u4e00\u4e2a\u81ea\u5b9a\u4e49\u7684C\/C++\u7cfb\u7edf\uff0c\u5fc5\u987b\u4f7f\u7528\u914d\u7f6e\u6587\u4ef6\u8fdb\u884c\u8c03\u4f18\uff09\uff0c\u5e76\u4e14\u793e\u533a\u7248\u672c\u4e0e\u5546\u4e1a\u7248\u672c\u76f8\u6bd4\u53ef\u80fd\u672a\u542f\u7528\u6240\u6709\u4f18\u5316\u529f\u80fd\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u5f00\u653e\u5de5\u5177\uff0c\u5b83\u5728\u6258\u7ba1\u5f00\u653e\u6570\u636e\u65b9\u9762\u5f88\u53d7\u6b22\u8fce\u2014\u2014\u4f8b\u5982\uff0c\u8bb8\u591a\u5173\u8054\u5f00\u653e\u6570\u636e(LinkedOpenData)\u6570\u636e\u96c6\u53ef\u4ee5\u901a\u8fc7\u516c\u5171Virtuoso\u7aef\u70b9\u8bbf\u95ee\u3002\uff08\u793e\u533a\u91c7\u7528\u7387\uff1a\u5728\u5f00\u653e\u6570\u636e\/LOD\u4e91\u9886\u57df\u610f\u4e49\u91cd\u5927\u3002\uff09<\/p>\n\n\n\n<p><strong>JanusGraph\uff1a<\/strong>\u4e00\u4e2a\u5f00\u6e90\u5206\u5e03\u5f0f\u56fe\u6570\u636e\u5e93\uff0c\u6700\u521d\u6e90\u4e8eThinkaurelius\u5f00\u6e90\u7684TitanDB\uff0c\u73b0\u7531Linux\u57fa\u91d1\u4f1a\u4ee5\u53caIBM\u3001Amazon\u7b49\u5176\u4ed6\u673a\u6784\u7ef4\u62a4\u3002JanusGraph\u4f7f\u7528\u53ef\u6269\u5c55\u7684\u540e\u7aef\uff08\u4f8b\u5982ApacheCassandra\u3001ScyllaDB\u6216HBase\uff09\u6765\u5b58\u50a8\u56fe\uff0c\u5e76\u652f\u6301TinkerPopGremlin\u5806\u6808\u3002\u5b83\u662f\u4e00\u79cd\u5c5e\u6027\u56fe\u6a21\u578b\uff08\u800c\u975eRDF\uff09\uff0c\u975e\u5e38\u9002\u5408\u9700\u8981\u6c34\u5e73\u6269\u5c55\u7684\u5927\u89c4\u6a21\u56fe\u3002\u4f18\u52bf\uff1a\u5b83\u53ef\u4ee5\u901a\u8fc7\u5411Cassandra\u96c6\u7fa4\u6dfb\u52a0\u66f4\u591a\u8282\u70b9\u7b49\u65b9\u5f0f\u8fdb\u884c\u6269\u5c55\uff0c\u8fd9\u5bf9\u4e8e\u5904\u7406\u6d77\u91cf\u56fe\uff08\u4f8b\u5982\u7269\u8054\u7f51\u7f51\u7edc\u3001\u793e\u4ea4\u7f51\u7edc\uff09\u975e\u5e38\u6709\u7528\u3002\u5b83\u8fd8\u652f\u6301\u5b9e\u65f6\u67e5\u8be2\u548c\u5206\u6790\u67e5\u8be2\uff08\u4f8b\u5982\u4e0eSpark\u96c6\u6210\uff09\u3002JanusGraph\u7684\u6a21\u5f0f\u662f\u53ef\u9009\u7684\uff0c\u53ef\u4ee5\u4e3a\u7ea6\u675f\u548c\u7d22\u5f15\u5b9a\u4e49\u9876\u70b9\/\u8fb9\u7684\u6a21\u5f0f\uff0c\u4f46\u5b83\u975e\u5e38\u7075\u6d3b\u3002\u5b83\u5bf9\u4e8e\u975e\u5e38\u5927\u7684\u56fe\u6027\u80fd\u826f\u597d\uff0c\u4f46\u7531\u4e8e\u662f\u5206\u5e03\u5f0f\u7cfb\u7edf\uff0c\u8de8\u5206\u533a\u904d\u5386\u7684\u5ef6\u8fdf\u53ef\u80fd\u6bd4Neo4j\u7b49\u5355\u8282\u70b9\u7cfb\u7edf\u66f4\u9ad8\u3002\u5b83\u7684\u7f3a\u70b9\u662f\u9700\u8981\u7ef4\u62a4\u4e00\u4e2a\u590d\u6742\u7684\u6280\u672f\u6808\uff08Cassandra+Janus+\u53ef\u80fd\u9700\u8981Elasticsearch\u7528\u4e8e\u5168\u6587\u7d22\u5f15\u7b49\uff09\u3002\u5b83\u4e0d\u50cfNeo4j\u90a3\u6837\u5373\u63d2\u5373\u7528\uff0c\u4f46\u5bf9\u4e8e\u7ecf\u9a8c\u4e30\u5bcc\u7684\u5927\u6570\u636e\u5de5\u7a0b\u5e08\u6765\u8bf4\uff0c\u5b83\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5e94\u7528\u573a\u666f\uff1a\u9700\u8981\u5927\u89c4\u6a21\u56fe\u8c31\u7684\u672c\u5730\u6216\u5f00\u6e90\u516c\u53f8\u3002\u4f8b\u5982\uff0c\u9700\u8981\u7ed8\u5236\u62d3\u6251\u7ed3\u6784\u7684\u7f51\u7edc\u516c\u53f8\u6b63\u5728\u4f7f\u7528\uff0c\u6216\u8005\u5728JanusGraph\u540e\u7aef\u6784\u5efa\u4e86\u4e07\u4ebf\u8fb9\u77e5\u8bc6\u56fe\u8c31\u7684\u4e2d\u56fd\u641c\u7d22\u5f15\u64ce\u3002<\/p>\n\n\n\n<p><strong>TigerGraph\uff08\u5f00\u53d1\u8005\u7248\/\u5f00\u653e\uff09\uff1a<\/strong>TigerGraph\u867d\u7136\u662f\u5546\u4e1a\u7248\u672c\uff0c\u4f46\u4e5f\u63d0\u4f9b\u514d\u8d39\u7684\u5f00\u53d1\u8005\u7248\u548c\u4e91\u8bd5\u7528\uff0c\u5e76\u4e00\u76f4\u5728\u5411\u5f00\u53d1\u8005\u793e\u533a\u63a8\u5e7f\u3002\u5b83\u662f\u4e00\u4e2a\u9ad8\u6027\u80fd\u5e76\u884c\u56fe\u6570\u636e\u5e93\uff08\u5c5e\u6027\u56fe\uff09\uff0c\u4ee5\u5feb\u901f\u6df1\u5ea6\u94fe\u63a5\u5206\u6790\u800c\u95fb\u540d\u3002TigerGraph\u91c7\u7528\u7f16\u8bd1\u67e5\u8be2\u65b9\u6cd5\uff1a\u5176GSQL\u67e5\u8be2\u4f1a\u88ab\u7f16\u8bd1\u4e3aC++\u6267\u884c\uff0c\u4ece\u800c\u5728\u591a\u8df3\u67e5\u8be2\u4e2d\u8868\u73b0\u51fa\u8272\u3002\u5b83\u8fd8\u652f\u6301\u5206\u5e03\u5f0f\u6a2a\u5411\u6269\u5c55\u3002\u5176\u4e3b\u8981\u4f18\u52bf\u5728\u4e8e\u80fd\u591f\u5feb\u901f\u5904\u7406\u8d85\u5927\u578b\u56fe\u2014\u2014\u5b83\u7684\u6570\u636e\u52a0\u8f7d\u901f\u5ea6\u6bd4\u7ade\u4e89\u5bf9\u624b\u5feb\u51e0\u4e2a\u6570\u91cf\u7ea7\uff0c\u5e76\u4e14\u7531\u4e8e\u5176\u5e76\u884c\u5f15\u64ce\uff0c\u53ef\u4ee5\u9ad8\u6548\u5730\u8fd0\u884c\u591a\u8df3\u67e5\u8be2\uff08\u4f8b\u59823\u8df3\u4ee5\u4e0a\uff09\u3002TigerGraph\u5e7f\u6cdb\u5e94\u7528\u4e8e\u6b3a\u8bc8\u68c0\u6d4b\u3001\u5ba2\u6237360\u548c\u4f9b\u5e94\u94fe\u2014\u2014\u4efb\u4f55\u9700\u8981\u5728\u5927\u578b\u7f51\u7edc\u4e0a\u8fdb\u884c\u591a\u8df3\u63a8\u7406\u7684\u7528\u4f8b\uff08\u4f8b\u5982\uff0c\u5728\u94f6\u884c\u7f51\u7edc\u4e2d\u67e5\u627e\u8ddd\u79bb\u6700\u8fdc\u4e3a4\u7684\u6b3a\u8bc8\u73af\uff09\u3002\u5176\u7b97\u6cd5\u5e93\u548c\u5bf9\u7528\u6237\u5b9a\u4e49\u51fd\u6570\u7684\u652f\u6301\u5141\u8bb8\u5b9e\u73b0\u81ea\u5b9a\u4e49\u904d\u5386\u548c\u5206\u6790\u3002\u7f3a\u70b9\uff1aTigerGraph\u7684GSQL\u9700\u8981\u5b66\u4e60\u53e6\u4e00\u79cd\u8bed\u8a00\uff08\u867d\u7136\u5b83\u7c7b\u4f3c\u4e8eSQL\uff0c\u4f46\u4ecd\u9700\u8981\u4e00\u4e9b\u5b66\u4e60\uff09\u3002\u8be5\u5e73\u53f0\u867d\u7136\u63d0\u4f9b\u514d\u8d39\u7684\u672c\u5730\u5b9e\u4f8b\uff0c\u4f46\u4e3b\u8981\u7528\u4e8e\u5546\u4e1a\u751f\u4ea7\uff0c\u5176\u751f\u6001\u7cfb\u7edf\u6bd4Neo4j\u7684\u89c4\u6a21\u66f4\u5c0f\u3002\u4f01\u4e1a\uff08\u5c24\u5176\u662f\u90a3\u4e9b\u5df2\u8fbe\u5230Neo4j\u6781\u9650\u5e76\u9700\u8981\u8fdb\u4e00\u6b65\u6269\u5c55\u7684\u4f01\u4e1a\uff09\u7684\u793e\u533a\u91c7\u7528\u7387\u6b63\u5728\u4e0d\u65ad\u589e\u957f\uff0c\u4f46\u5728\u5f00\u6e90\u7231\u597d\u8005\u4e2d\uff0c\u5b83\u6709\u65f6\u4f1a\u53d7\u5230\u8c28\u614e\u5bf9\u5f85\uff0c\u56e0\u4e3a\u5b83\u5e76\u975e\u5b8c\u5168\u5f00\u6e90\uff08\u6838\u5fc3\u5f15\u64ce\u662f\u4e13\u6709\u7684\uff09\u3002TigerGraph\u73b0\u5728\u4e5f\u63d0\u4f9b\u4e91\u670d\u52a1\uff0c\u4ee5\u65b9\u4fbf\u4f7f\u7528\u3002\uff08\u4f18\u52bf\uff1a\u539f\u59cb\u6027\u80fd\u548c\u53ef\u6269\u5c55\u6027\uff1b\u52a3\u52bf\uff1a\u4e13\u6709\u6838\u5fc3\u3001\u793e\u533a\u89c4\u6a21\u5c0f\u4e8eNeo4j\u3001\u5206\u5e03\u5f0f\u7cfb\u7edf\u590d\u6742\uff09\u3002<\/p>\n\n\n\n<p><strong>PoolParty\uff1a<\/strong>PoolParty\u7531\u8bed\u4e49\u7f51\u516c\u53f8\u5f00\u53d1\uff0c\u662f\u4e00\u6b3e\u5f00\u6e90\/\u514d\u8d39\u4e14\u4f7f\u7528\u53d7\u9650\u7684\u5206\u7c7b\u6cd5\u548c\u672c\u4f53\u7ba1\u7406\u5de5\u5177\uff0c\u5e38\u7528\u4e8e\u6784\u5efa\u53d7\u63a7\u8bcd\u6c47\u8868\u548c\u7b80\u5355\u7684\u77e5\u8bc6\u56fe\u8c31\u3002\u5b83\u66f4\u50cf\u662f\u57fa\u4e8e\u4e09\u5143\u7ec4\u5b58\u50a8\u7684\u56fe\u5f62\u7528\u6237\u754c\u9762\u548c\u5de5\u4f5c\u6d41\u3002Prot\u00e9g\u00e9\u6211\u4eec\u4e4b\u524d\u63d0\u5230\u8fc7\u7684\u662f\u5f00\u6e90\u7684\uff0c\u4e5f\u662f\u672c\u4f53\u7f16\u8f91\u7684\u5173\u952e\u3002\u6b64\u5916\uff0c\u8fd8\u6709TopBraidComposer\uff08\u7528\u4e8e\u7f16\u8f91\u672c\u4f53\u7684\u5546\u4e1a\u7248\u672c\uff09\u548cTopBraidEDG\uff08\u4f01\u4e1a\u6570\u636e\u6cbb\u7406\uff0c\u5546\u4e1a\u7248\u672c\uff09\u3002Gephi\uff08\u5f00\u6e90\uff09\u662f\u4e00\u6b3e\u56fe\u5f62\u53ef\u89c6\u5316\u548c\u5206\u6790\u5de5\u5177\uff08\u9002\u5408\u4ee5\u53ef\u89c6\u5316\u65b9\u5f0f\u63a2\u7d22\u77e5\u8bc6\u56fe\u8c31\uff0c\u4f46\u5e76\u975e\u670d\u52a1\u5668\u6216\u6570\u636e\u5e93\uff09\u3002<\/p>\n\n\n\n<p><strong>\u4e8c&nbsp;\u5546\u4e1a\u5de5\u5177<\/strong><\/p>\n\n\n\n<p><strong>Ontotext(GraphDB)\uff1a<\/strong>Ontotext\u516c\u53f8\u63d0\u4f9bGraphDB\uff08\u5982\u4e0a\u6240\u8ff0\uff09\u53ca\u76f8\u5173\u4ea7\u54c1\u3002\u4ed6\u4eec\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u63d0\u4f9b\u4f01\u4e1a\u77e5\u8bc6\u56fe\u8c31\u89e3\u51b3\u65b9\u6848\uff0c\u901a\u5e38\u4e13\u6ce8\u4e8e\u5185\u5bb9\u7ba1\u7406\uff08\u5a92\u4f53\u3001\u51fa\u7248\uff09\u548c\u6570\u636e\u96c6\u6210\u3002GraphDB\u7684\u4f18\u52bf\u5728\u4e8e\u5176\u63a8\u7406\u548c\u6587\u672c\u6316\u6398\u96c6\u6210\u3002Ontotext\u8fd8\u5728\u5176\u56fe\u6280\u672f\u7684\u57fa\u7840\u4e0a\u6784\u5efa\u4e86\u9762\u5411\u751f\u547d\u79d1\u5b66\u7684\u4ea7\u54c1\uff0c\u4f8b\u5982TargetDiscovery\u3002\u8be5\u516c\u53f8\u5728\u6807\u51c6\u5408\u89c4\u6027\u548c\u6027\u80fd\u65b9\u9762\u6295\u5165\u4e86\u5927\u91cf\u8d44\u91d1\uff08\u5176GraphDB8.7\u589e\u52a0\u4e86\u4f7f\u7528\u5411\u91cf\u8fdb\u884c\u6982\u5ff5\u6807\u8bb0\u7b49\u529f\u80fd\uff09\u3002\u52a3\u52bf\uff1a\u8bb8\u53ef\u8bc1\u6210\u672c\u4ee5\u53ca\u5bf9RDF\u4e13\u4e1a\u77e5\u8bc6\u7684\u9700\u6c42\uff0c\u5c3d\u7ba1\u4ed6\u4eec\u63d0\u4f9b\u57f9\u8bad\u3002Ontotext\u5728\u6b27\u6d32\u8bed\u4e49\u6280\u672f\u793e\u533a\u4e2d\u5360\u6709\u91cd\u8981\u5730\u4f4d\uff0cGraphDB\u4e0eStardog\u4e00\u8d77\u88ab\u8ba4\u4e3a\u662f\u9886\u5148\u7684RDF\u5b58\u50a8\u5e93\uff0c\u5c24\u5176\u5bf9\u4e8e\u90a3\u4e9b\u9700\u8981\u63a8\u7406\u529f\u80fd\u7684\u7528\u6237\u800c\u8a00\u3002<\/p>\n\n\n\n<p><strong>TigerGraph\uff1a\uff08<\/strong>\u5546\u4e1a\u7248\uff09\u2014\u2014\u5982\u4e0a\u6240\u8ff0\uff0cTigerGraph\u662f\u5546\u4e1a\u4ea7\u54c1\uff0c\u4f46\u7531\u4e8e\u5176\u72ec\u7279\u7684\u529f\u80fd\uff0c\u7ecf\u5e38\u88ab\u5355\u72ec\u63d0\u53ca\u3002\u5f53\u7ec4\u7ec7\u9700\u8981\u4e00\u4e2a\u771f\u6b63\u5927\u89c4\u6a21\u3001\u5177\u6709\u652f\u6301\u548c\u4f01\u4e1a\u7ea7\u529f\u80fd\u7684\u751f\u4ea7\u7ea7\u56fe\u5206\u6790\u5e73\u53f0\u65f6\uff0cTigerGraph\u662f\u7406\u60f3\u4e4b\u9009\u3002\u5b83\u63d0\u4f9b\u5b89\u5168\u529f\u80fd\u3001\u9ad8\u53ef\u7528\u6027\u96c6\u7fa4\uff0c\u5e76\u4e0e\u673a\u5668\u5b66\u4e60\u96c6\u6210\uff08\u652f\u6301\u5d4c\u5165\u751f\u6210\uff0c\u5e76\u62e5\u6709\u7c7b\u4f3c\u4e8eNeo4j\u7684\u56fe\u6570\u636e\u79d1\u5b66\u5e93\uff09\u3002\u8bb8\u591a\u91d1\u878d\u673a\u6784\u9009\u62e9TigerGraph\u8fdb\u884c\u53cd\u6b3a\u8bc8\uff0c\u56e0\u4e3a\u5b83\u5728\u4ea4\u6613\u7f51\u7edc\u4e2d\u7684\u904d\u5386\u901f\u5ea6\u5f88\u5feb\u3002TigerGraph\u7684\u5e02\u573a\u8425\u9500\u7ecf\u5e38\u5ba3\u79f0\u5b83\u662f\u201c\u6700\u5feb\u4e14\u552f\u4e00\u53ef\u6269\u5c55\u7684\u4f01\u4e1a\u7ea7\u56fe\u6570\u636e\u5e93\u201d\u2014\u2014\u8fd9\u6709\u70b9\u5938\u5f20\uff0c\u4f46\u5b83\u4f53\u73b0\u4e86\u4ed6\u4eec\u5bf9\u6027\u80fd\u7684\u5173\u6ce8\u3002\u4f18\u52bf\uff1a\u4e0e\u4e4b\u524d\u4e00\u6837\uff0c\u6027\u80fd\u548c\u5904\u7406\u590d\u6742\u5206\u6790\u7684\u80fd\u529b\uff08\u4f8b\u5982\u8ba1\u7b97\u6700\u77ed\u8def\u5f84\u6216\u5728\u975e\u5e38\u5927\u7684\u56fe\u4e0a\u8fdb\u884c\u4e2d\u5fc3\u6027\u8ba1\u7b97\uff09\u3002\u52a3\u52bf\uff1a\u4f9b\u5e94\u5546\u9501\u5b9a\uff08\u4e13\u6709\u67e5\u8be2\u8bed\u8a00\u548c\u6570\u636e\u5e93\uff0c\u4f46\u53ef\u4ee5\u5bfc\u51fa\u6570\u636e\uff09\uff0c\u4ee5\u53ca\u5185\u7f6e\u53ef\u89c6\u5316\u5de5\u5177\u8f83\u5c11\uff08\u60a8\u53ef\u80fd\u9700\u8981\u7b2c\u4e09\u65b9\u5de5\u5177\u6216\u81ea\u5b9a\u4e49\u5f00\u53d1\u6765\u53ef\u89c6\u5316\u7ed3\u679c\uff1b\u800cNeo4j\u62e5\u6709Bloom\u7b49\uff09\u3002\u4f46TigerGraph\u6b63\u5728\u5efa\u8bbe\u81ea\u5df1\u7684\u793e\u533a\u2014\u2014\u4ed6\u4eec\u6709\u4e00\u4e2a\u6d3b\u8dc3\u7684\u5f00\u53d1\u8005\u8bba\u575b\u5e76\u4e3e\u529e\u56fe\u8868\u7ade\u8d5b\u6765\u9f13\u52b1\u4f7f\u7528\u3002<\/p>\n\n\n\n<p><strong>Metaphactory\uff08\u7531metaphacts\u5f00\u53d1\uff09\uff1a<\/strong>metaphactory\u662f\u4e00\u4e2a\u6709\u8da3\u7684\u5546\u4e1a\u5e73\u53f0\u2014\u2014\u5b83\u672c\u8d28\u4e0a\u662f\u77e5\u8bc6\u56fe\u8c31\u6570\u636e\u5e93\u7684\u9876\u5c42\uff0c\u63d0\u4f9b\u7aef\u5230\u7aef\u5de5\u5177\u6765\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\u9a71\u52a8\u7684\u5e94\u7528\u7a0b\u5e8f\u3002\u5b83\u4e0e\u5b58\u50a8\u65e0\u5173\uff0c\u4f46\u901a\u5e38\u4e0eGraphDB\u3001Blazegraph\u6216Neptune\u7b49RDF\u5b58\u50a8\u4e00\u8d77\u4f7f\u7528\u3002Metaphactory\u63d0\u4f9b\u7684\u529f\u80fd\u5305\u62ec\u7528\u4e8e\u641c\u7d22\u3001\u8868\u5355\u548c\u77e5\u8bc6\u56fe\u8c31\u53ef\u89c6\u5316\u7684\u76f4\u89c2UI\u7ec4\u4ef6\uff0c\u4e00\u4e2a\u53ef\u8ba9\u60a8\u5728\u77e5\u8bc6\u56fe\u8c31\u4e0a\u5feb\u901f\u521b\u5efa\u4eea\u8868\u677f\u6216\u95e8\u6237\u7684\u5e94\u7528\u7a0b\u5e8f\u6784\u5efa\u5668\uff0c\u4ee5\u53ca\u5bf9\u8bed\u4e49\u77e5\u8bc6\u5efa\u6a21\u7684\u652f\u6301\uff08\u5b83\u5229\u7528\u672c\u4f53\u6765\u9a71\u52a8UI\u751f\u6210\uff09\u3002\u5b83\u8fd8\u96c6\u6210\u4e86AI\u529f\u80fd\u2014\u2014\u6700\u8fd1\u6dfb\u52a0\u4e86\u4f7f\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e0e\u77e5\u8bc6\u56fe\u8c31\u4ea4\u4e92\u7684\u529f\u80fd\u3002metaphacts\uff08\u8be5\u516c\u53f8\uff09\u5f3a\u8c03\u77e5\u8bc6\u6c11\u4e3b\u5316\uff0c\u8fd9\u610f\u5473\u7740\u4ed6\u4eec\u7684\u76ee\u6807\u662f\u8ba9\u975e\u6280\u672f\u7528\u6237\u901a\u8fc7\u53cb\u597d\u7684\u754c\u9762\u4e0e\u77e5\u8bc6\u56fe\u8c31\u4ea4\u4e92[48]\u3002\u4f8b\u5982\uff0c\u4e00\u5bb6\u4f7f\u7528metaphactory\u7684\u5236\u836f\u516c\u53f8\u53ef\u4ee5\u8ba9\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u76f4\u89c2\u7684\u8fc7\u6ee4\u5668\u548c\u4e0a\u4e0b\u6587\u7a81\u51fa\u663e\u793a\u6765\u6d4f\u89c8\u836f\u7269\u53d1\u73b0\u77e5\u8bc6\u56fe\u8c31\uff0c\u800c\u65e0\u9700\u7f16\u5199SPARQL\u3002\u4f18\u52bf\uff1a\u52a0\u901f\u77e5\u8bc6\u56fe\u8c31\u5e94\u7528\u7a0b\u5e8f\u7684\u5f00\u53d1\uff0c\u63d0\u4f9b\u5f00\u7bb1\u5373\u7528\u7684\u7ec4\u4ef6\uff08\u5730\u56fe\u3001\u65f6\u95f4\u7ebf\u3001\u56fe\u5f62\u53ef\u89c6\u5316\u7b49\uff09\uff0c\u5e76\u9075\u5b88\u5f00\u653e\u6807\u51c6\uff08\u6240\u6709\u6570\u636e\u90fd\u4fdd\u7559\u5728\u60a8\u7684\u4e09\u5143\u7ec4\u5b58\u50a8\u5e93\u4e2d\uff0c\u5143\u5de5\u5382\u53ea\u9700\u67e5\u8be2\u5b83\u5e76\u5448\u73b0\u7ed3\u679c\uff09\u3002\u5b83\u5df2\u7ecf\u90e8\u7f72\u5728\u5de5\u7a0b\uff08\u897f\u95e8\u5b50\uff09\u3001\u6c7d\u8f66\u3001\u751f\u547d\u79d1\u5b66\u3001\u6587\u5316\u9057\u4ea7\uff08\u94fe\u63a5\u6570\u636e\u7684\u535a\u7269\u9986\uff09\u7b49\u884c\u4e1a\u3002\u52a3\u52bf\uff1a\u5b83\u662f\u5546\u4e1a\u6027\u7684\uff08\u6bcf\u4e2a\u670d\u52a1\u5668\u7684\u8bb8\u53ef\u8bc1\u7b49\uff09\uff0c\u4f60\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u53d7\u5236\u4e8e\u4ed6\u4eec\u7684\u505a\u4e8b\u65b9\u5f0f\uff08\u5c3d\u7ba1\u4f60\u968f\u65f6\u53ef\u4ee5\u5728\u9700\u8981\u65f6\u7f16\u5199\u81ea\u5b9a\u4e49SPARQL\u6216\u4ee3\u7801\uff09\u3002\u7136\u800c\uff0c\u5b83\u5927\u5927\u7f29\u77ed\u4e86\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31UI\u7684\u65f6\u95f4\uff0c\u8fd9\u901a\u5e38\u662f\u77e5\u8bc6\u56fe\u8c31\u9879\u76ee\u4e2d\u7684\u4e00\u4e2a\u5de8\u5927\u5dee\u8ddd\u3002\u8be5\u5e73\u53f0\u5bf9\u5f00\u53d1\u4eba\u5458\u53cb\u597d\uff08\u5177\u6709SPARQL\u7f16\u8f91\u5668\u7b49\uff09\uff0c\u4f46\u4e5f\u65e8\u5728\u4e3a\u6700\u7ec8\u7528\u6237\u63d0\u4f9b\u670d\u52a1\u3002\uff08\u91c7\u7528\u60c5\u51b5\uff1a\u5c24\u5176\u5728\u6b27\u6d32\u77e5\u540d\uff0c\u62e5\u6709\u5fe0\u5b9e\u7684\u5ba2\u6237\u7fa4\uff1b\u5728\u4e00\u822c\u5f00\u53d1\u4e16\u754c\u4e2d\u5e76\u4e0d\u5e7f\u4e3a\u4eba\u77e5\uff0c\u4f46\u5728\u8bed\u4e49\u7f51\u9886\u57df\u5907\u53d7\u63a8\u5d07\uff09\u3002<\/p>\n\n\n\n<p><strong>\u5176\u4ed6\u5546\u4e1a\u5e73\u53f0\uff1a<\/strong>Stardog\u2013GraphDB\u7684\u7ade\u4e89\u5bf9\u624b\uff0c\u6211\u4eec\u5df2\u7ecf\u5728\u5de5\u5177\u4e2d\u8ba8\u8bba\u8fc7\uff0c\u4f46\u9700\u8981\u8be6\u7ec6\u8bf4\u660e\u7684\u662f\uff1a\u5b83\u4ee5\u5176\u77e5\u8bc6\u56fe\u8c31\u5de5\u4f5c\u5ba4\u754c\u9762\u548c\u865a\u62df\u56fe\u5f62\u529f\u80fd\u800c\u95fb\u540d\uff08\u53ef\u4ee5\u901a\u8fc7\u6620\u5c04\u67e5\u8be2\u5176\u4ed6\u6570\u636e\u6e90\uff0c\u5c31\u50cfKG\u7684\u4e00\u90e8\u5206\u4e00\u6837\uff09\u3002\u5728\u6570\u636e\u865a\u62df\u5316\u548c\u4f01\u4e1a\u63a7\u5236\u65b9\u9762\u5f88\u5f3a\u5927\u3002Neo4jEnterprise\u2013Neo4j\u7684\u4ed8\u8d39\u7248\u672c\u589e\u52a0\u4e86\u8bf8\u5982\u805a\u7c7b\uff08\u7528\u4e8eHA\u7684\u56e0\u679c\u805a\u7c7b\uff09\u3001\u9ad8\u7ea7\u5b89\u5168\u6027\uff08\u57fa\u4e8e\u89d2\u8272\u7684\u8bbf\u95ee\uff09\u4ee5\u53ca\u56fe\u5f62\u6570\u636e\u79d1\u5b66\u548cBloom\u53ef\u89c6\u5316\uff08\u5546\u4e1a\u9644\u52a0\u7ec4\u4ef6\uff09\u7b49\u529f\u80fd\u3002Neo4j\u53ef\u4ee5\u8bf4\u662f\u5168\u7403\u91c7\u7528\u6700\u591a\u7684\u56fe\u5f62\u6570\u636e\u5e93\uff0c\u62e5\u6709\u5e9e\u5927\u7684\u793e\u533a\uff0c\u4f46\u4f5c\u4e3a\u5c5e\u6027\u56fe\uff0c\u5b83\u4e0d\u8fdb\u884cOWL\u63a8\u7406\uff08\u5c3d\u7ba1\u5b83\u7684neosemantics\u63d2\u4ef6\u53ef\u4ee5\u5bfc\u5165RDF\u5e76\u8fdb\u884c\u57fa\u672c\u63a8\u7406\uff09\u3002Anzo(CambridgeSemantics)\u2013\u4f7f\u7528\u56fe\u5f62\u7684\u4f01\u4e1a\u6570\u636e\u96c6\u6210\u5e73\u53f0\u3002AmazonNeptune\u5b83\u672c\u8eab\u662f\u4f5c\u4e3aAWS\u7684\u4e00\u90e8\u5206\u8fdb\u884c\u5546\u4e1a\u5316\u7684\uff0c\u4f46\u6211\u4eec\u5728\u8d85\u5927\u89c4\u6a21\u5668\u4e0b\u4ecb\u7ecd\u8fc7\u5b83\u3002Diffbot\u2013\u5546\u4e1aKG-as-a-service\uff08\u4ed6\u4eec\u722c\u53d6\u7f51\u7edc\u4ee5\u83b7\u53d6\u5927\u91cf\u77e5\u8bc6\u56fe\u8c31\u5e76\u63d0\u4f9bAPI\u6765\u67e5\u8be2\u5b83\uff1b\u4e0d\u5b8c\u5168\u662f\u60a8\u8fd0\u884c\u7684\u5de5\u5177\uff0c\u800c\u662f\u4e00\u79cd\u8d44\u6e90\uff09\u3002IBM\u2019stools\u2013\u4f8b\u5982\u7528\u4e8e\u6784\u5efa\u81ea\u5b9a\u4e49\u6ce8\u91ca\u5668\uff08\u4ece\u6587\u672c\u4e2d\u63d0\u53d6KG\u4e09\u5143\u7ec4\uff09\u7684WatsonKnowledgeStudio\uff0c\u4ee5\u53ca\u77e5\u8bc6\u52a0\u901f\u5668\u89e3\u51b3\u65b9\u6848\uff08\u884c\u4e1a\u7279\u5b9a\u7684\u672c\u4f53+\u5185\u5bb9\u5305\uff09\u3002<\/p>\n\n\n\n<p><strong>\u4e09&nbsp;\u4f18\u52bf\u4e0e\u52a3\u52bf\u56de\u987e<\/strong><\/p>\n\n\n\n<p><strong>RDFLib\u3001Neo4jCommunity\u3001JanusGraph\u3001Prot\u00e9g\u00e9\u7b49\u5f00\u6e90\u5de5\u5177<\/strong>\u4f7f\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u65e0\u9700\u8bb8\u53ef\u8d39\u7528\u5373\u53ef\u5f00\u59cb\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\uff0c\u4ece\u800c\u4fc3\u8fdb\u4e86\u5b9e\u9a8c\u548c\u793e\u533a\u8d21\u732e\u3002\u5b83\u4eec\u7684\u7f3a\u70b9\u53ef\u80fd\u662f\u6269\u5c55\u9650\u5236\uff08\u5bf9\u4e8e\u5355\u673a\u73af\u5883\uff09\u6216\u9700\u8981\u5927\u91cf\u8bbe\u7f6e\uff08\u5bf9\u4e8e\u5206\u5e03\u5f0f\u73af\u5883\uff09\u3002\u4f46\u5b83\u4eec\u7684\u4e00\u5927\u4f18\u52bf\u662f\u900f\u660e\u6027\u548c\u53ef\u6269\u5c55\u6027\u2014\u2014\u4f8b\u5982\uff0c\u4eba\u4eec\u53ef\u4ee5\u6269\u5c55RDFLib\u6216\u4e3aJanusGraph\u505a\u51fa\u8d21\u732e\u3002<\/p>\n\n\n\n<p><strong>\u5546\u4e1a\u5de5\u5177<\/strong>\u63d0\u4f9b\u5f3a\u5927\u7684\u652f\u6301\u3001\u7cbe\u7f8e\u7684\u7528\u6237\u754c\u9762\u548c\u4f01\u4e1a\u96c6\u6210\uff08\u5b89\u5168\u6027\u3001\u5408\u89c4\u6027\uff09\u3002\u5b83\u4eec\u901a\u5e38\u5177\u6709\u66f4\u597d\u7684\u6027\u80fd\u4f18\u5316\u548c\u989d\u5916\u529f\u80fd\uff08\u4f8b\u5982Stardog\/GraphDB\u4e2d\u7684\u63a8\u7406\u529f\u80fd\uff0c\u6216Metaphactory\u4e2d\u7684\u5e94\u7528\u7a0b\u5e8f\u6784\u5efa\u529f\u80fd\uff09\u3002\u7136\u800c\uff0c\u5b83\u4eec\u4e5f\u5e26\u6765\u4e86\u4f9b\u5e94\u5546\u9501\u5b9a\u548c\u6210\u672c\u95ee\u9898\u3002\u6b64\u5916\uff0c\u4e00\u4e9b\u5546\u4e1a\u5ba3\u4f20\u9700\u8981\u4ed4\u7ec6\u5ba1\u67e5\u2014\u2014\u4f8b\u5982\uff0c\u67d0\u5bb6\u4f9b\u5e94\u5546\u53ef\u80fd\u58f0\u79f0\u81ea\u5df1\u662f\u201c\u552f\u4e00\u7684\u5b9e\u65f6\u53ef\u6269\u5c55\u56fe\u201d\uff0c\u8fd9\u53ef\u80fd\u53ea\u662f\u5938\u5927\u5176\u8bcd\uff1b\u9009\u62e9\u5408\u9002\u7684\u4ea7\u54c1\u9700\u8981\u8fdb\u884c\u771f\u6b63\u7684\u57fa\u51c6\u6d4b\u8bd5\u548c\u8bd5\u9a8c\u3002<\/p>\n\n\n\n<p><strong>\u56db&nbsp;\u793e\u533a\u4e0e\u7528\u4f8b<\/strong>Neo4j\uff08\u5f00\u6e90\u6838\u5fc3\uff09\u62e5\u6709\u53ef\u4ee5\u8bf4\u662f\u6700\u5927\u7684\u793e\u533a\u2014\u2014\u4f17\u591a\u5f00\u53d1\u8005\u3001\u805a\u4f1a\u3001\u5728\u7ebf\u8bfe\u7a0b\u7b49\u7b49\u3002RDFLib\u548cProt\u00e9g\u00e9\u662f\u5b66\u672f\u754c\u548c\u8bed\u4e49\u7f51\u9886\u57df\u7684\u4e3b\u6d41\u5de5\u5177\u3002GraphDB\u548cStardog\u7b49\u5de5\u5177\u5728\u7279\u5b9a\u9886\u57df\uff08\u653f\u5e9c\u3001\u51fa\u7248\u3001\u751f\u547d\u79d1\u5b66\uff09\u7684\u4f01\u4e1a\u7ea7\u5e94\u7528\u975e\u5e38\u5e7f\u6cdb\u3002TigerGraph\u867d\u7136\u6210\u7acb\u8f83\u665a\uff0c\u4f46\u51ed\u501f\u5176\u4e13\u4e1a\u529f\u80fd\uff0c\u6b63\u5728\u91d1\u878d\u670d\u52a1\u548c\u7535\u4fe1\u9886\u57df\u53d6\u5f97\u8fdb\u5c55\u3002Metaphactory\u72ec\u6811\u4e00\u5e1c\uff0c\u6df1\u53d7\u53d1\u73b0\u5b83\u7684\u9879\u76ee\u7684\u559c\u7231\uff0c\u56e0\u4e3a\u5b83\u8282\u7701\u4e86\u5927\u91cf\u7684\u5f00\u53d1\u5de5\u4f5c\uff1b\u5b83\u7684\u793e\u533a\u89c4\u6a21\u8f83\u5c0f\uff0c\u4f46\u7528\u6237\u5f80\u5f80\u70ed\u60c5\u9ad8\u6da8\uff0c\u56e0\u4e3a\u5b83\u89e3\u51b3\u4e86\u77e5\u8bc6\u56fe\u8c31\u524d\u7aef\u5f00\u53d1\u7684\u75db\u70b9\u3002<\/p>\n\n\n\n<p><strong>\u7528\u4f8b\uff1a<\/strong>\u6bcf\u4e2a\u5de5\u5177\u901a\u5e38\u4e0e\u67d0\u4e9b\u7528\u4f8b\u76f8\u4e00\u81f4\uff1a<\/p>\n\n\n\n<p>RDFLib\u7528\u4e8e\u5feb\u901f\u811a\u672c\u6216\u539f\u578b\u7814\u7a76\u60f3\u6cd5\uff08\u4f8b\u5982\u901a\u8fc7\u5728Python\u4e2d\u5feb\u901f\u67e5\u8be2\u6570\u636e\u6765\u8bd5\u9a8c\u65b0\u7684KG\u5d4c\u5165\u65b9\u6cd5\uff09\u3002<\/p>\n\n\n\n<p>Neo4j\u9002\u7528\u4e8e\u63a8\u8350\u5f15\u64ce\u3001\u77e5\u8bc6\u9a71\u52a8\u7684\u5e94\u7528\u7a0b\u5e8f\u7b49\u5e94\u7528\u7a0b\u5e8f\uff0c\u8fd9\u4e9b\u5e94\u7528\u7a0b\u5e8f\u6ce8\u91cd\u5f00\u53d1\u4eba\u5458\u7684\u751f\u4ea7\u529b\u548c\u53ef\u89c6\u5316\uff08\u4f8b\u5982\uff0c\u4e00\u5bb6\u521d\u521b\u516c\u53f8\u6784\u5efa\u97f3\u4e50\u827a\u672f\u5bb6\u77e5\u8bc6\u56fe\u8c31\u6765\u652f\u6301\u63a8\u8350\uff0c\u53ef\u80fd\u4f1a\u9009\u62e9Neo4j\u6765\u63d0\u9ad8\u5f00\u53d1\u901f\u5ea6\u548c\u63d2\u4ef6\u751f\u6001\u7cfb\u7edf\uff09\u3002<\/p>\n\n\n\n<p>GraphDB\/Stardog\u7528\u4e8e\u4f01\u4e1a\u77e5\u8bc6\u96c6\u6210-\u4f8b\u5982\uff0c\u4e00\u5bb6\u94f6\u884c\u521b\u5efa\u4e86\u6240\u6709\u5ba2\u6237\u6570\u636e\u548c\u5173\u7cfb\u7684\u77e5\u8bc6\u56fe\u8c31\u6765\u68c0\u6d4b\u98ce\u9669\u548c\u6cd5\u89c4\u9075\u4ece\u6027\uff0c\u4ed6\u4eec\u53ef\u80fd\u66f4\u559c\u6b22\u7528\u5b83\u4eec\u8fdb\u884c\u63a8\u7406\uff08\u5e94\u7528\u590d\u6742\u7684\u7b56\u7565\uff09\u548c\u5bf9\u5404\u79cd\u6765\u6e90\u8fdb\u884cSPARQL\u8054\u5408\u67e5\u8be2\u3002<\/p>\n\n\n\n<p>TigerGraph\u7528\u4e8e\u5927\u89c4\u6a21\u56fe\u5f62\u5206\u6790\u2014\u2014\u4f8b\u5982\uff0c\u5927\u89c4\u6a21\u94f6\u884c\u6b3a\u8bc8\u68c0\u6d4b\uff08\u5982\u4e0a\u6240\u8ff0\uff0cIntuit\u4f7f\u7528TigerGraph\u8bc6\u522b\u8d22\u52a1\u6570\u636e\u4e2d\u7684\u590d\u6742\u6b3a\u8bc8\u56e2\u4f19\uff0c\u5176\u4ed6\u6848\u4f8b\u7814\u7a76\u5c55\u793a\u4e86JLR\u7684\u4f9b\u5e94\u94fe\u4f18\u5316\uff09\u3002<\/p>\n\n\n\n<p>Metaphactory\u9002\u7528\u4e8e\u5177\u6709\u590d\u6742\u9886\u57df\u77e5\u8bc6\u4f46IT\u8d44\u6e90\u6709\u9650\u7684\u573a\u666f\uff0c\u7528\u4e8e\u6784\u5efa\u81ea\u5b9a\u4e49\u5e94\u7528\u7a0b\u5e8f-\u4f8b\u5982\uff0c\u6587\u5316\u9057\u4ea7\u673a\u6784\u4f7f\u7528\u5b83\u6765\u94fe\u63a5\u548c\u63a2\u7d22\u8de8\u535a\u7269\u9986\u7684\u827a\u672f\u54c1\u6570\u636e\uff0c\u6216\u5236\u836f\u516c\u53f8\u4f7f\u7814\u7a76\u4eba\u5458\u80fd\u591f\u901a\u8fc7\u6a21\u677f\u800c\u4e0d\u662f\u7f16\u5199SPARQL\u6765\u67e5\u8be2\u836f\u7269\u53d1\u73b0KG\u3002<\/p>\n\n\n\n<p>\u603b\u800c\u8a00\u4e4b\uff0c\u6ca1\u6709\u653e\u4e4b\u56db\u6d77\u800c\u7686\u51c6\u7684\u5de5\u5177\uff0c\u4f46\u597d\u6d88\u606f\u662f\u5b58\u5728\u4e00\u4e2a\u4e30\u5bcc\u7684\u5de5\u5177\u7bb1\uff0c\u6709\u514d\u8d39\u7684\uff0c\u4e5f\u6709\u4ed8\u8d39\u7684\u3002\u5f00\u6e90\u786e\u4fdd\u5373\u4f7f\u662f\u4e2a\u4eba\u6216\u5c0f\u578b\u7ec4\u7ec7\u4e5f\u53ef\u4ee5\u5229\u7528\u77e5\u8bc6\u56fe\u8c31\uff08\u50cfRDFLib\u6216Neo4jCommunity\u8fd9\u6837\u7684\u5de5\u5177\u8db3\u4ee5\u5f00\u59cb\u751a\u81f3\u8fd0\u884c\u4e2d\u7b49\u7684\u89e3\u51b3\u65b9\u6848\uff09\u3002\u5546\u4e1a\u4ea7\u54c1\u786e\u4fdd\u5728\u9700\u8981\u5173\u952e\u4efb\u52a1\u3001\u751f\u4ea7\u7ea7\u529f\u80fd\u65f6\uff0c\u6709\u652f\u6301\u7684\u4ea7\u54c1\u53ef\u4f9b\u9009\u62e9\u3002\u77e5\u8bc6\u56fe\u8c31\u793e\u533a\u53d7\u76ca\u4e8e\u4e24\u8005\uff1a\u5f00\u653e\u5f0f\u521b\u65b0\u548c\u7a33\u5b9a\u7684\u6295\u8d44\u3002\u6211\u4eec\u770b\u5230\u8fd9\u4e9b\u5de5\u5177\u7684\u793e\u533a\u6301\u7eed\u589e\u957f\uff0c\u8868\u660e\u91c7\u7528\u7387\u5f88\u9ad8\u2014\u2014\u4f8b\u5982\uff0cGraphDB\u548cNeo4j\u51fa\u73b0\u5728Gartner\u9b54\u529b\u8c61\u9650\u4e2d\uff0cTigerGraph\u7b79\u96c6\u4e86\u5927\u91cf\u8d44\u91d1\u5e76\u4e0d\u65ad\u6269\u5c55\uff0c\u751a\u81f3\u51fa\u73b0\u4e86\u65b0\u7684\u53c2\u4e0e\u8005\uff08\u5982\u5f00\u6e90\u65f6\u95f4\u56fe\u5b58\u50a8TerminusDB\u6216Blazegraph\u7684\u884d\u751f\u4ea7\u54c1\uff09\uff0c\u663e\u793a\u4e86\u751f\u6001\u7cfb\u7edf\u7684\u6d3b\u529b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9664\u4e86\u8d85\u5927\u89c4\u6a21\u4ea7\u54c1\u4e4b\u5916\uff0c\u8fd8\u6709\u4e00\u4e2a\u4e30\u5bcc\u7684\u751f\u6001\u7cfb\u7edf\uff0c\u5305\u542b\u5f00\u6e90\u548c\u5546\u4e1a\u5de5\u5177\uff0c\u4e13\u95e8\u7528\u4e8e\u77e5\u8bc6\u56fe\u8c31\u3002\u8fd9\u4e9b\u5de5\u5177\u6db5\u76d6\u4e86\u4ece\u9762\u5411\u5f00\u53d1\u4eba [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":124,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[],"class_list":["post-120","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-9"],"_links":{"self":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/120","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/comments?post=120"}],"version-history":[{"count":2,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/120\/revisions"}],"predecessor-version":[{"id":154,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/120\/revisions\/154"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/media\/124"}],"wp:attachment":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/media?parent=120"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/categories?post=120"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/tags?post=120"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}