1. FinBench Background<\/p>\n\n\n\n
2. FinBench Scenarios<\/p>\n\n\n\n
3. FinBench Design<\/p>\n\n\n\n
4. FinBench Chokepoints<\/p>\n\n\n\n
5. Progress and Plans<\/p>\n\n\n\n
\n\n\n\n
01<\/strong>FinBench Background<\/strong> 1. Why Benchmark?<\/strong><\/p>\n\n\n\n \u4e0d\u540c\u7684\u6570\u636e\u5e93\u5177\u6709\u4e0d\u540c\u7684\u7279\u6027\u8868\u73b0\uff0c\u4f8b\u5982\u67e5\u8be2\u8bed\u8a00\u6709 Cypher\uff0cGremlin \u7b49\uff0c\u56fe\u6a21\u578b\u6709\u8bed\u4e49\u7684 RDF \u548c\u5c5e\u6027\u56fe\uff0c\u8ba1\u7b97\u573a\u666f\u4e0a\u5206\u4e3a TP\u3001AP\u3001HTAP\uff0c\u6570\u636e\u5e93\u7684\u573a\u666f\u548c\u529f\u80fd\u90fd\u662f\u591a\u79cd\u591a\u6837\u7684\u3002\u7528\u6237\u9009\u62e9\u4f7f\u7528\u54ea\u4e00\u4e2a\u6570\u636e\u5e93\u4e0e\u600e\u6837\u6784\u5efa\u6574\u4f53\u7684\u4e1a\u52a1\u89e3\u51b3\u65b9\u6848\uff0c\u8fd9\u4e24\u4e2a\u95ee\u9898\u76f8\u751f\u76f8\u6210\uff0c\u4e1a\u52a1\u65b9\u548c\u7528\u6237\u5f88\u96be\u4e25\u8c28\u5730\u5bf9\u6bd4\u8fd9\u4e9b\u6570\u636e\u5e93\u3002<\/p>\n\n\n\n Benchmark \u63d0\u4f9b\u4e86\u4e00\u4e2a\u771f\u5b9e\u7684\u573a\u666f\uff0c\u6709\u4e00\u4e9b\u7279\u6b8a\u7684\u6570\u636e pattern\uff0c\u6216\u8005\u8ba1\u7b97\u6d4b\u8bd5 case \u7684 pattern\uff0c\u5e2e\u52a9\u53bb\u6d4b\u8bd5\u7cfb\u7edf\uff0c\u6765\u9a8c\u8bc1\u8fd9\u4e9b\u7cfb\u7edf\u7684\u529f\u80fd\u7684\u6b63\u786e\u6027\u3001\u6027\u80fd\u3001\u7a33\u5b9a\u6027\u7b49\u3002\u6bd4\u5982 TPC-C \u662f\u5728\u5173\u7cfb\u578b\u6570\u636e\u5e93\uff08RDBMS\uff09\u9886\u57df\u4e2d\u6bd4\u8f83\u7ecf\u5178\u7684\u4e00\u4e2a Benchmark\uff0c\u5b83\u63cf\u7ed8\u4e86\u4e00\u4e2a\u4f9b\u5e94\u94fe\/\u96f6\u552e\u573a\u666f\u53bb\u5bf9\u7cfb\u7edf\u8fdb\u884c\u6d4b\u8bd5\u3002<\/p>\n\n\n\n 2. Benchmarks by TPC for RDBMS<\/strong><\/p>\n\n\n\n \u53d1\u5c55\u6bd4\u8f83\u65e9\u7684 TPC \u662f\u5173\u7cfb\u578b\u6570\u636e\u5e93\u9886\u57df\u7684 Benchmark \u7ec4\u7ec7\uff0c\u5176\u4e0b\u7684 Benchmark \u6709 TPC-C\u3001TPC-H \u548c TPCx-AI \u7b49\u3002\u6bd4\u5982 TPCx-AI \u662f\u4e13\u95e8\u9762\u5411\u7aef\u5230\u7aef\u7684\u4ee5 AI\/ \u6570\u636e\u5206\u6790\u4e3a\u6838\u5fc3\u7684\u4e00\u4e2a Benchmark\u3002TPC \u901a\u8fc7\u5b9a\u4e49\u5404\u79cd\u5404\u6837\u7684 Benchmark\uff0c\u540c\u65f6\u5bf9\u5916\u63d0\u4f9b audit \u670d\u52a1\uff0c\u80fd\u591f\u4ece\u529f\u80fd\u3001\u6027\u80fd\u3001\u5f00\u9500\u3001\u6027\u4ef7\u6bd4\u7b49\u591a\u65b9\u9762\u5bf9\u5404\u4e2a\u6570\u636e\u5e93\u8fdb\u884c\u5bf9\u6bd4\u3002<\/p>\n\n\n\n 3. Linked Data Benchmarks by LDBC<\/strong><\/p>\n\n\n\n \u65b0\u5174\u7684\u56fe\u9886\u57df\uff0c\u6709\u4e00\u4e2a\u7c7b\u4f3c TPC \u7684\u7ec4\u7ec7\u53eb\u505a LDBC\uff0c\u5168\u79f0\u4e3a\u5173\u8054\u6570\u636e\u59d4\u5458\u4f1a\u3002\u5728\u4e4b\u524d\uff0cLDBC \u5df2\u7ecf\u5b9a\u4e49\u4e86\u6bd4\u8f83\u591a\u7684 Benchmark\uff0c\u6bd4\u5982 SPB \u662f\u7528\u4e8e RDF \u6570\u636e\u5e93\u7684 Benchmark\u3002\u8fd8\u6709 Graphalytics \u5305\u542b\u4e86\u4e00\u4e9b\u6807\u51c6\u7684\u56fe\u7b97\u6cd5\uff0c\u4e3b\u8981\u662f\u9762\u5411 AP \u7cfb\u7edf\u4f5c\u56fe\u8ba1\u7b97\u5206\u6790\u7cfb\u7edf\u7684 Benchmark\u3002\u5927\u5bb6\u4e86\u89e3\u6700\u591a\u7684\u53ef\u80fd\u662f SNB\uff0c\u5b83\u7528\u793e\u4ea4\u7f51\u7edc\u7684\u573a\u666f\u6765\u5bf9\u57fa\u4e8e\u5c5e\u6027\u56fe\u7684 GDBMS \u8fdb\u884c\u6d4b\u8bd5\u7684 Benchmark\u3002\u5728\u4e0e\u8682\u8681\u96c6\u56e2\u5185\u90e8\u7684\u91d1\u878d\u573a\u666f\u8fdb\u884c\u603b\u7ed3\u5bf9\u6bd4\u4e4b\u540e\uff0c\u6211\u4eec\u8ba4\u4e3a\u91d1\u878d\u573a\u666f\u548c SNB \u7684\u793e\u4ea4\u573a\u666f\u6709\u4e00\u5b9a\u7684\u5dee\u522b\uff0c\u6240\u4ee5\u5728\u53bb\u5e74\u5411 LDBC \u63d0\u51fa\u63d0\u6848\uff0c\u73b0\u5728\u4e0e\u591a\u5bb6\u5382\u5546\u4e00\u5757\u5171\u540c\u5efa\u8bbe\u8fd9\u4e2a Financial Benchmark\uff0c\u80fd\u591f\u6a21\u62df\u91d1\u878d\u573a\u666f\u5bf9 GDBMS \u8fdb\u884c\u6d4b\u8bd5\u3002<\/p>\n\n\n\n 4. Data Processing Pipeline<\/strong><\/p>\n\n\n\n \u5728\u6570\u636e\u5904\u7406\u6d41\u7a0b\u4e2d\uff0c\u5f80\u5f80\u4f1a\u6709\u4e00\u4e2a\u504f TP \u7684\u3001\u5728\u7ebf\u7684\u7cfb\u7edf\uff0c\u6709\u5b9e\u65f6\u7684\u6570\u636e\u5199\u5165\uff0c\u5904\u7406\u504f TP \u7684\u67e5\u8be2\/\u6570\u636e\u5199\u5165\u3002\u5bf9\u4e8e\u76f8\u5bf9\u590d\u6742\u7684\u56fe\u5206\u6790\uff0c\u901a\u8fc7\u67d0\u79cd\u65b9\u5f0f\u628a\u6570\u636e\u4ece TP \u7cfb\u7edf ETL \u5230\u53e6\u5916\u7684 AP \u7cfb\u7edf\u4e2d\uff0c\u8dd1\u4e00\u4e9b\u5206\u6790\u8fed\u4ee3\u7c7b\u7684\u7b97\u6cd5\u3002\u8fd8\u6709\u4e00\u4e9b\u60c5\u51b5\u4e0b\u7684\u8f83\u590d\u6742\u7684\u67e5\u8be2\uff0c\u76f8\u6bd4\u4e8e\u5168\u56fe\u5206\u6790\u8ba1\u7b97\u590d\u6742\u5ea6\u6ca1\u6709\u90a3\u4e48\u9ad8\uff0c\u4f46\u7531\u4e8e\u67d0\u4e9b\u539f\u56e0\u4e0d\u80fd\u5728 TP \u7cfb\u7edf\u4e2d\u8fdb\u884c\u67e5\u8be2\uff0c\u90a3\u4e48\u5c31\u4f1a\u6784\u5efa\u7b2c\u4e8c\u4e2a AP \u7cfb\u7edf\u53bb\u5904\u7406\u3002\u6b64\u7cfb\u7edf\u5904\u7406\u7684\u67e5\u8be2\u5f80\u5f80\u6bd4 TP \u590d\u6742\uff0c\u4f46\u53c8\u6ca1\u6709\u5230\u5168\u56fe\u8fed\u4ee3\u7ea7\u522b\u7684\u8ba1\u7b97\uff0c\u8fd9\u5c31\u662f SNB \u4e2d BI \u548c Interactive workload \u7684\u533a\u522b\u3002\u5728 FinBench \u4e2d\uff0c\u6211\u4eec\u4e5f\u5206\u522b\u603b\u7ed3\u51fa\u4e86\u4e24\u4e2a FinBench workload\uff0c\u4e00\u4e2a Transaction workload \u662f\u4eca\u5e74\u7740\u529b\u5efa\u8bbe\u7684 workload\uff0c\u53e6\u4e00\u4e2a analytics workload \u662f\u8ba1\u5212\u672a\u6765\u5efa\u8bbe\u7684\u5de5\u4f5c\u3002<\/p>\n\n\n\n 02FinBench Scenarios1. Risk Control Scenario: Transfer Cycle<\/strong><\/p>\n\n\n\n \u8fd9\u90e8\u5206\u4ece\u51e0\u4e2a\u6bd4\u8f83\u5178\u578b\u7684\u573a\u666f\u5207\u5165\u6765\u4ecb\u7ecd FinBench \u7684\u8bbe\u8ba1\u7406\u5ff5\u3002<\/p>\n\n\n\n \u7b2c\u4e00\u4e2a\u573a\u666f\u662f\u98ce\u63a7\u573a\u666f\u3002<\/strong>\u4e3a\u4e86\u505a\u4ea4\u6613\u98ce\u63a7\uff0c\u6211\u4eec\u5f80\u5f80\u4f1a\u6784\u5efa\u4e00\u4e2a\u56fe\uff0c\u5176\u4e2d\u70b9\u662f\u8d26\u6237\uff0c\u6bd4\u5982\u6709\u4e2a\u4eba\u8d26\u6237\u6216\u8005\u516c\u53f8\u8d26\u6237\u7b49\u7b49\uff0c\u8d26\u6237\u5f80\u5f80\u4f1a\u6709\u8d26\u6237\u4fe1\u606f\u3001\u72b6\u6001\u4fe1\u606f\u7b49\u7b49\u3002\u8fb9\u662f\u8d26\u6237\u5230\u8d26\u6237\u4e4b\u95f4\u7684\u8f6c\u8d26\u5173\u7cfb\uff0c\u8f6c\u8d26\u5173\u7cfb\u4e0a\u4f1a\u6709\u5e38\u89c1\u7684\u4e1a\u52a1\u5c5e\u6027\uff0c\u6bd4\u5982\u8fd9\u7b14\u8f6c\u8d26\u662f\u4ec0\u4e48\u65f6\u5019\u53d1\u751f\u7684\uff0c\u8f6c\u8d26\u91d1\u989d\u662f\u591a\u5c11\u3002\u6709\u8fd9\u4e48\u4e00\u4e2a\u5efa\u6a21\u7684\u56fe\u4e4b\u540e\uff0c\u4e1a\u52a1\u4eba\u5458\u5c31\u53ef\u4ee5\u5728\u8fd9\u4e2a\u56fe\u4e0a\u8fdb\u884c\u98ce\u63a7\u7b56\u7565\u7684\u8bbe\u8ba1\uff0c\u6bd4\u5982\u53ef\u4ee5\u901a\u8fc7\u8f6c\u8d26\u884c\u4e3a\u6216\u8005\u5173\u8054\u8d26\u6237\u7684\u60c5\u51b5\u5224\u65ad\u4e00\u7b14\u4ea4\u6613\u662f\u5426\u5b58\u5728\u4e00\u5b9a\u7684\u98ce\u9669\u3002\u8fd9\u662f\u5728\u98ce\u63a7\u573a\u666f\u4e0b\u7684\u56fe\u5efa\u6a21\u3002<\/p>\n\n\n\n \u4e0a\u56fe\u4e2d\u53f3\u4fa7\u662f\u4e00\u4e2a\u8f6c\u8d26\u73af\u7684\u4f8b\u5b50\uff0c\u8fd9\u4e2a\u8f6c\u8d26\u73af\u5c31\u662f\u4e00\u4e2a\u4e1a\u52a1\u5c42\u9762\u7684\u98ce\u63a7\u7b56\u7565\u5bf9\u5e94\u5728\u56fe\u4e0a\u7684\u7279\u5f81\u3002\u8fd9\u91cc\u5728\u4e1a\u52a1\u6d41\u7a0b\u4e0a\uff0c\u4e1a\u52a1\u4eba\u5458\u4f1a\u9047\u5230\u4e00\u4e2a\u95ee\u9898\uff1a\u6709\u4e00\u4e2a\u8f6c\u8d26\u8fb9\u8981\u5199\u5165\u7684\u65f6\u5019\uff0c\u4e1a\u52a1\u4eba\u5458\u9996\u5148\u68c0\u6d4b\u662f\u5426\u5b58\u5728\u4e00\u4e2a\u8f6c\u8d26\u73af\uff0c\u5f53\u8f6c\u8d26\u73af\u6784\u6210\uff08\u8fd9\u7b14\u4ea4\u6613\u53ef\u80fd\u4f1a\u6d89\u53ca\u5230\u4e00\u4e9b\u5371\u9669\u573a\u666f\uff09\u65f6\uff0c\u5e0c\u671b\u7ec8\u6b62\u8fd9\u7b14\u4ea4\u6613\uff0c\u540c\u65f6\u628a\u76f8\u5173\u7684\u8d26\u6237\u72b6\u6001\u6807\u8bb0\u4e3a\u4e00\u4e2a\u5f02\u5e38\u7684\u72b6\u6001\uff0c\u7ed9\u4e1a\u52a1\u7684\u4e0b\u4e00\u4e2a\u6d41\u7a0b\u8fdb\u884c\u53cd\u9988\u3002\u76f4\u63a5\u5904\u7406\u8fd9\u7c7b\u67e5\u8be2\u7684\u7ed3\u679c\u662f\uff0c\u5373\u4f7f\u68c0\u6d4b\u5230\u98ce\u63a7\u7b56\u7565\u547d\u4e2d\u4e86\uff0c\u8f6c\u8d26\u4e5f\u5df2\u7ecf\u5199\u5165\u5230 db \u91cc\u9762\u4e86\uff0c\u6211\u4eec\u4e0d\u5e0c\u671b\u8fd9\u6837\u7684\u4e8b\u60c5\u53d1\u751f\u3002\u5982\u679c\u4e0d\u628a\u8f6c\u8d26\u5173\u7cfb\u76f4\u63a5\u5199\u5165\u5230 db \u91cc\u9762\uff0c\u5c31\u9700\u8981\u628a\u98ce\u63a7\u7b56\u7565\u5bf9\u5e94\u7684\u56fe\u4e0a\u7684\u7279\u5f81\u505a\u7ffb\u8bd1\uff0c\u6bd4\u5982\u5148\u5047\u8bbe\u5f53\u524d\u7684\u4ea4\u6613\u4e0d\u5b58\u5728\u6765\u68c0\u6d4b\u8fd9\u7b14\u4ea4\u6613\u53d1\u751f\u4e4b\u540e\u662f\u5426\u5f62\u6210\u4e00\u4e2a\u8f6c\u8d26\u73af\uff0c\u4e1a\u52a1\u4eba\u5458\u9700\u8981\u5728\u8fd9\u91cc\u5bf9\u98ce\u63a7\u7b56\u7565\u505a\u201c\u7ffb\u8bd1\u201d\u540e\u518d\u53bb\u68c0\u6d4b\u8fd9\u4e2a\u56fe\u4e0a\u7279\u5f81\uff0c\u4ee5\u6ee1\u8db3\u98ce\u63a7\u9700\u6c42\u3002<\/p>\n\n\n\n 2. Read-Write Query: Transaction-Wrapped Strategy<\/strong><\/p>\n\n\n\n \u9488\u5bf9\u4e0a\u8ff0\u573a\u666f\uff0c\u6211\u4eec\u63d0\u51fa\u4e86 Read-Write Query\uff0c\u4ece\u4e1a\u52a1\u5c42\u9762\u6765\u89e3\u91ca\u5c31\u662f\u7528 Transaction\uff08\u4e8b\u52a1\uff09\u5305\u88f9\u7684\u98ce\u63a7\u7b56\u7565\u3002\u8fd9\u7c7b Query \u628a\u98ce\u63a7\u7b56\u7565\u3001\u8f6c\u8d26\u8fb9\u7684\u5199\u5165\u90fd\u653e\u5728\u4e00\u4e2a Transaction \u4e2d\u3002\u5177\u4f53\u4f8b\u5b50\u6bd4\u5982\uff0c\u5728 Transaction \u5185\u5148\u68c0\u6d4b\u6d89\u53ca\u5230\u7684\u76f8\u5173\u8d26\u6237\u662f\u5426\u72b6\u6001\u5f02\u5e38\uff0c\u5982\u679c\u72b6\u6001\u5f02\u5e38\uff0c\u90a3\u8fd9\u7b14\u4ea4\u6613\u80af\u5b9a\u662f\u6709\u95ee\u9898\u7684\uff0c\u5c31\u628a\u8fd9\u4e2a Transaction \u76f4\u63a5\u9000\u51fa\uff0c\u5bf9\u5e94\u7684\u4ea4\u6613\u5c31\u88ab\u9a73\u56de\u4e86\u3002\u5982\u679c\u6d89\u53ca\u5230\u7684\u8d26\u6237\u72b6\u6001\u90fd\u6ca1\u6709\u95ee\u9898\uff0c\u5219\u8fdb\u884c\u4e0b\u4e00\u6b65\uff0c\u5728\u8fd9\u4e2a Transaction \u4e2d\u628a\u8f6c\u8d26\u8fb9\u5199\u5165\uff0c\u518d\u53bb\u5206\u6790\u662f\u5426\u547d\u4e2d\u4e1a\u52a1 pattern\uff0c\u5982\u679c\u547d\u4e2d pattern\uff0c\u90a3\u4e48\u4ea4\u6613\u6709\u95ee\u9898\uff0c\u5c31\u628a\u8fd9\u7b14 Transaction \u9000\u51fa\uff0c\u968f\u7740 Transaction \u7684\u9000\u51fa\uff0c\u8fd9\u7b14\u4ea4\u6613\u81ea\u7136\u4e5f\u4e0d\u4f1a\u5199\u5230 db\u3002\u540c\u65f6\u4f1a\u5f00\u542f\u4e00\u4e2a\u65b0\u7684 Transaction\uff0c\u628a\u76f8\u5173\u8d26\u6237\u7684\u72b6\u6001\u6807\u8bb0\u4e3a\u6709\u95ee\u9898\u3002\u5982\u679c\u8f6c\u8d26\u5173\u7cfb\u5199\u5165\u540e\u53d1\u73b0\u4e1a\u52a1 pattern \u5e76\u6ca1\u6709\u547d\u4e2d\uff0c\u90a3\u4e48\u5c31\u63d0\u4ea4 Transaction\uff0c\u4ea4\u6613\u8fb9\u53ef\u4ee5\u987a\u5229\u7684\u5199\u5165\u5230 db\u3002\u8fd9\u5c31\u662f\u4e3a\u4e86\u65b9\u4fbf\u4e1a\u52a1\u4eba\u5458\u5199\u98ce\u63a7\u7b56\u7565\u800c\u505a\u7684 Read-Write Query \u8bbe\u8ba1\u3002<\/p>\n\n\n\n 3. Risk Control Scenario: Fund tracing from Loan<\/strong><\/p>\n\n\n\n \u4e0a\u56fe\u5c55\u793a\u7684\u662f\u4e00\u4e2a\u6a21\u62df\u8d44\u91d1\u8ffd\u8e2a\u6eaf\u6e90\u7684\u573a\u666f\u3002\u56fe\u4e0a\u7279\u5f81\u662f\u8d37\u6b3e\u53d1\u653e\u540e\uff0c\u628a\u4e00\u5b9a\u65f6\u95f4\u8303\u56f4\u5185\u7684\u8d44\u91d1\u53bb\u5411\u76f8\u5173\u7684\u4ea4\u6613\u8fb9\u8fc7\u6ee4\u51fa\u6765\uff0c\u6bd4\u5982\u793a\u4f8b\u4e2d\u7ea2\u8272\u8fb9\u5c31\u662f\u76f8\u5e94\u65f6\u95f4\u7a97\u53e3\u4e4b\u5916\u7684\u4ea4\u6613\u8fb9\uff0c\u5728\u5206\u6790\u8fc7\u7a0b\u4e2d\u5c31\u8981\u8fc7\u6ee4\u6389\u3002\u793a\u4f8b\u4e2d\uff0c\u5c06\u9ed1\u8272\u7684\u4ea4\u6613\u8fb9\u8fc7\u6ee4\u51fa\u6765\u4e4b\u540e\uff0c\u6839\u636e\u5404\u7ea7\u8d26\u6237\u5404\u6761\u8fb9\u4e0a\u7684\u4ea4\u6613\u91d1\u989d\uff0c\u4e0e\u4e0a\u4e00\u7ea7\u8d26\u6237\u7684\u8d44\u91d1\u6d41\u8f93\u5165\u91d1\u989d\u8fdb\u884c\u6bd4\u4f8b\u8ba1\u7b97\u3002<\/p>\n\n\n\n \u8fd9\u7c7b\u56fe\u4e0a\u7684\u8ba1\u7b97\u6709\u4e24\u4e2a\u91cd\u8981\u7684\u7279\u5f81\uff0c\u7b2c\u4e00\u4e2a\u70b9\u5728\u904d\u5386\u65f6\u7684\u8fc7\u6ee4\u4e0a\uff0c\u6211\u4eec\u79f0\u4e4b\u4e3a recursive filtering\u3002\u5b83\u662f\u5728\u7b5b\u9009\u4e00\u6761\u8def\u5f84\u7684\u65f6\u505a\u4e00\u4e2a\u9012\u5f52\u7684\u5224\u65ad\uff0c\u5047\u8bbe\u5b58\u5728\u4e00\u6761\u8def\u5f84\uff0c\u8fd9\u4e2a\u8def\u5f84\u4e0a\u7684\u65f6\u95f4\u987a\u5e8f\u662f\u00a0e1<\/sub><e2<\/sub><e3<\/sub><…<ei<\/sub>\uff0c\u5728\u91d1\u989d\u4e0a\u7684\u987a\u5e8f\u662f\u00a0e1<\/sub>>e2<\/sub>>e3<\/sub>>..>ei<\/sub>\uff0c\u53e6\u5916\u65f6\u95f4\u7a97\u53e3\u4e0a\uff0c\u4e0a\u4e00\u8df3\u8ddf\u4e0b\u4e00\u8df3\u7684\u65f6\u95f4\u8981\u843d\u5728\u4e00\u4e2a\u65f6\u95f4\u7a97\u53e3\u4e4b\u5185\uff08\u5982\u65f6\u95f4\u5dee\u4e0d\u8d85\u8fc7\u4e00\u5929\uff09\u3002\u7b2c\u4e8c\u4e2a\u70b9\u662f\u5728\u8ba1\u7b97\u4e0a\uff0c\u5728\u8ba1\u7b97\u4e0a\u660e\u663e\u7684\u7279\u5f81\u662f\u5728\u8def\u5f84\u4e0a\u57fa\u4e8e\u5f53\u524d\u8fb9\u56de\u6eaf\u8ba1\u7b97\u5230\u4e0a\u4e00\u8df3\uff08\u4e0a\u6e38\u8fb9\uff09\u8d44\u91d1\u6d53\u5ea6\u7684\u7279\u5f81\u3002\u8fd9\u662f\u8d37\u540e\u8ffd\u8e2a\u8d37\u540e\u8d44\u91d1\u6d53\u5ea6\u8ba1\u7b97\u7684\u5178\u578b\u573a\u666f\u5728\u56fe\u4e0a\u7279\u5f81\u7684\u603b\u7ed3\u3002<\/p>\n\n\n\n 03FinBench Design<\/strong><\/p>\n\n\n\n \u63a5\u4e0b\u6765\uff0c\u4ecb\u7ecd FinBench \u7684\u4e3b\u4f53\u8bbe\u8ba1\u3002<\/p>\n\n\n\n 1. A Glance of FinBench\u00a0<\/strong><\/p>\n\n\n\n \u5728 data \u7279\u6027\u4e0a\uff0c\u6570\u636e\u6a21\u578b\u4ecd\u662f\u5173\u8054\u6570\u636e\u5efa\u6a21\uff08\u70b9\u7531\u8fb9\u53bb\u8fdb\u884c\u8fde\u63a5\uff09\uff0c\u70b9\u8fb9\u90fd\u5177\u6709\u4e00\u4e9b\u5c5e\u6027\u3002\u8fb9\u4e0a\u6709\u4e00\u4e2a\u7279\u6027\u53eb\u505a Edge Multiplicity\uff0c\u6307\u7684\u662f\u5728\u76f8\u540c\u7684\u8d77\u70b9\u548c\u7ec8\u70b9\u4e4b\u95f4\u53ef\u80fd\u4f1a\u5b58\u5728\u591a\u6761\u91cd\u590d\u8fb9\uff0c\u6570\u636e\u5206\u5e03\u4e0a\u6709\u5927\u70b9\u3002\u5728\u6d4b\u8bd5\u96c6\u4e0a\u7684\u7279\u6027\u6709\u56fe\u4e0a\u904d\u5386\u3001Read-Write Query\uff0c\u57fa\u4e8e\u65f6\u95f4\u7684\u6570\u636e\u7ba1\u7406\u7b49\u3002\u5728\u8d1f\u8f7d\u4e0a\uff0c\u6a21\u62df\u771f\u5b9e\u4e16\u754c\u7684\u8d1f\u8f7d\u6765\u5bf9\u7cfb\u7edf\u8fdb\u884c\u6d4b\u8bd5\uff0c\u540c\u65f6\u63d0\u4f9b\u4e0d\u540c\u89c4\u6a21\u7684\u8d1f\u8f7d\u3002<\/p>\n\n\n\n \u5728 Benchmark Suite \u5efa\u8bbe\u4e0a\uff0c\u4e3b\u8981\u6709\u56db\u4e2a\u7ec4\u4ef6\u5206\u522b\u662f\u00a0DataGen\uff0cDriver\uff0cReference Implementation \u4ee5\u53ca ACID Suite<\/strong>\u3002DataGen \u7684\u4e3b\u8981\u529f\u80fd\u662f\u751f\u6210\u6d4b\u8bd5\u6570\u636e\uff0c\u5305\u62ec\u5b58\u91cf\u6570\u636e\u548c\u589e\u91cf\u6570\u636e\uff0c\u5b58\u91cf\u6570\u636e\u7531\u6d4b\u8bd5\u7cfb\u7edf\u8fdb\u884c\u6279\u91cf\u8f7d\u5165\uff0c\u589e\u91cf\u6570\u636e\u4f1a\u4ea4\u7ed9 Driver\uff0c\u7531 Driver \u5206\u6790\u540e\u4ee5 Query \u7684\u5f62\u5f0f\u53d1\u5230\u6d4b\u8bd5\u7cfb\u7edf\uff0c\u7531\u6d4b\u8bd5\u7cfb\u7edf\u63a5\u6536\u8fd9\u4e9b\u6570\u636e\u8fdb\u884c\u5199\u5165\u3002ACID \u6d4b\u8bd5\u662f\u76f8\u5bf9\u6bd4\u8f83\u72ec\u7acb\u7684\u5bf9\u6d4b\u8bd5\u7cfb\u7edf\u8fdb\u884c\u6d4b\u8bd5\u3002<\/p>\n\n\n\n 2. Data Schema Design<\/strong><\/p>\n\n\n\n \u56fe\u6a21\u578b\u5efa\u6a21\u4e0a\u76ee\u524d\u4e3b\u8981\u662f\u6709\u4e94\u7c7b\u70b9\uff0c\u865a\u7ebf\u8fb9\u4ee3\u8868\u7684\u662f Edge Multiplicity\u3002<\/p>\n\n\n\n 3. Data Distribution Design<\/strong><\/p>\n\n\n\n \u6570\u636e\u5206\u5e03\u4e0a\uff0c\u6211\u4eec\u5bf9\u4e00\u4e9b\u771f\u5b9e\u7684\u7ebf\u4e0a\u7cfb\u7edf\u5b58\u50a8\u7684\u6570\u636e\u505a\u4e86\u4e00\u4e2a\u4fa7\u5199\uff0c\u4ece\u4fa7\u5199\u7684\u7ed3\u679c\u6765\u770b\uff0c\u6709\u5982\u4e0b\u5171\u6027\u7ed3\u8bba\uff0caverage degree \u5373\u5e73\u5747\u7684\u5ea6\u6570\u5927\u6982\u662f\u5206\u5e03\u5728 1 \u5230 3 \u4e4b\u95f4\uff0c\u5e73\u5747\u662f2\u3002\u5927\u70b9\u7684\u5ea6\u6570\u57fa\u672c\u4e0a\u662f\u5728\u767e\u4e07\u7ea7\u522b\uff0c\u4e5f\u5c31\u662f\u6709\u767e\u4e07\u6761\u8fb9\u3002\u6574\u4f53\u56fe\u4e0a\u5ea6\u6570\u7684\u5206\u5e03\u7b26\u5408 PowerLaw \u5e42\u5f8b\u56de\u5f52\u7684\u7279\u5f81\u3002\u540c\u65f6\u6211\u4eec\u4e5f\u5bf9\u6709\u65f6\u95f4\u6233\u7684\u8fb9\u7684\u65f6\u95f4\u5206\u5e03\u505a\u4e86\u5206\u6790\uff0c\u53ef\u4ee5\u770b\u5230\u8fd9\u4e9b\u8fb9\u5728\u65f6\u95f4\u4e0a\u7684\u5206\u5e03\u662f\u7b26\u5408\u73b0\u5b9e\u751f\u6d3b\u4e2d\u7684\u9884\u671f\u7684\uff0c\u57fa\u672c\u4e0a\u5206\u5e03\u5728\u65e9\u4e2d\u665a\u9ad8\u5cf0\u3002<\/p>\n\n\n\n 4. Transaction Workload<\/strong><\/p>\n\n\n\n Transaction Workload \u6709\u56db\u79cd\u00a0query\uff1aComplex Read Query\uff0cSimple Read Query\uff0cWrite Query\uff0c\u548c Read-Write Query\u3002<\/strong>Complex Read Query \u76f8\u6bd4 Simple Read Query \u7684\u8ba1\u7b97\u4f1a\u7a0d\u5fae\u590d\u6742\u4e00\u70b9\uff0c\u5b83\u662f\u4ece\u5178\u578b\u7684\u98ce\u63a7\u6216\u8005\u5546\u4e1a\u5206\u6790\u7684\u573a\u666f\u4e2d\u603b\u7ed3\u51fa\u6765\u7684\u3002Simple Read Query \u5f80\u5f80\u662f\u4e00\u4e9b\u6bd4\u8f83\u7b80\u5355\u7684\u67e5\u8be2\u3002Write Query \u662f\u6570\u636e\u7684\u5199\u5165\uff0c\u5305\u62ec\u63d2\u5165\u3001\u66f4\u65b0\u3001\u5220\u9664\u3002Read-Write Query \u603b\u7ed3\u51fa\u6765\u4e86\u4e09\u4e2a query\uff0c\u662f FinBench \u7684\u4e00\u4e2a\u4eae\u70b9\u3002<\/p>\n\n\n\n \u2460 Transaction Workload\uff1aRead-Write Query<\/strong><\/p>\n\n\n\n Read-Write Query \u7684\u8bbe\u8ba1\u5982\u4e0a\u56fe\u6240\u793a\uff0c\u524d\u9762\u5df2\u7ecf\u901a\u8fc7\u4e1a\u52a1\u4e0a\u7684\u4f8b\u5b50\u8be6\u7ec6\u4ecb\u7ecd\u8fc7\u4e86\uff0c\u8fd9\u91cc\u5c31\u4e0d\u518d\u5c55\u5f00\u4ecb\u7ecd\u3002Read-Write Query \u7531\u4e0d\u540c\u7684 Read Query \u548c Write Query \u7ec4\u6210\uff0c\u5c06\u8fd9\u4e9b Complex Query \u5305\u88f9\u5728\u4e00\u4e2a transaction \u4e2d\uff0c\u6765\u6ee1\u8db3\u98ce\u63a7\u4e1a\u52a1\u4eba\u5458\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n \u2461 Transaction Workload\uff1aTemporal Window<\/strong><\/p>\n\n\n\n \u7b2c\u4e8c\u4e2a FinBench transaction workload \u7684\u7279\u6027\u662f Temporal Window\u3002\u5728\u505a\u6570\u636e\u5206\u6790\u6216\u8005\u8fc7\u6ee4\u65f6\uff0c\u6211\u4eec\u5f80\u5f80\u4f1a\u5173\u6ce8\u66f4\u9760\u8fd1\u5f53\u524d\u65f6\u95f4\u7684\u6570\u636e\uff0c\u8fd9\u5c31\u662f\u4e00\u4e2a\u65f6\u5e8f\u7a97\u53e3\u3002\u5728\u56fe\u4e0a\u7684\u8868\u73b0\u662f\uff0c\u5728\u505a\u67e5\u8be2\u7684\u65f6\u5019\u5bf9\u8fb9\u4e0a\u7684\u65f6\u95f4\u505a\u8d77\u59cb\u65f6\u95f4\u5230\u7ed3\u675f\u65f6\u95f4\u7684\u8fc7\u6ee4\u7ea6\u675f\u3002\u5728\u5177\u4f53\u7684\u4e1a\u52a1\u5b9e\u8df5\u4e2d\uff0c\u5927\u5bb6\u5f80\u5f80\u4f1a\u9009\u62e9\u505a\u4f18\u5316\uff0c\u6bd4\u5982\u5b58\u50a8\u5206\u7ea7\u628a\u51b7\u6570\u636e\u70ed\u6570\u636e\u505a\u5206\u5f00\u5b58\u50a8\uff0c\u6216\u8005\u505a TTL \u628a\u4e00\u4e9b\u8fc7\u671f\u7684\u6570\u636e\u505a\u6dd8\u6c70\u3002<\/p>\n\n\n\n \u2462 Transaction Workload\uff1aSpecial Patterns<\/strong><\/p>\n\n\n\n \u8fd9\u662f FinBench \u603b\u7ed3\u51fa\u7684\u4e00\u4e9b\u6bd4\u8f83\u7279\u6b8a\u7684 pattern\uff0c\u6bd4\u5982\u5de6\u4e0a\u89d2\u662f\u4e00\u4e2a\u8f6c\u8d26\u73af\uff0c\u53f3\u4e0a\u89d2\u662f\u4e00\u7ea7\u4e8c\u7ea7\u8d26\u6237\u7684\u5448\u6811\u72b6\u7ed3\u6784\u8f6c\u8d26\u5173\u7cfb\u3002\u4e0b\u9762\u662f\u4e00\u4e2a\u62c5\u4fdd\u94fe\uff0c\u6bd4\u5982\u5bf9\u4f01\u4e1a\u505a\u62c5\u4fdd\u5173\u7cfb\u7684\u7a7f\u900f\u3002<\/p>\n\n\n\n \u2463 Transaction Workload\uff1aRecursive Path Filtering<\/strong><\/p>\n\n\n\n \u8fd9\u662f\u5728\u8d37\u540e\u8ffd\u8e2a\u573a\u666f\u4e2d\uff0c\u6709 Recursive Path Filtering \u7684\u7279\u5f81\uff0c\u5728\u4e0a\u6587\u4e5f\u505a\u4e86\u5177\u4f53\u7684\u4ecb\u7ecd\uff0c\u4e0d\u518d\u8d58\u8ff0<\/p>\n\n\n\n 5. Load Pattern in Real System<\/strong><\/p>\n\n\n\n \u8fd9\u91cc\u662f\u5bf9\u8d1f\u8f7d\u8bbe\u8ba1\u7684\u603b\u7ed3\u3002\u6211\u4eec\u5bf9\u4e00\u4e9b\u4e1a\u52a1\u7cfb\u7edf\u505a\u4e86\u6301\u7eed\u957f\u8fbe\u4e00\u4e2a\u6708\u4ee5\u4e0a\u7684\u76d1\u6d4b\uff0c\u53d1\u73b0\u8d1f\u8f7d\u7684\u6ce2\u52a8\u9075\u5faa\u7740\u4ee5\u5929\u4e3a\u5468\u671f\u7684\u53d8\u5316\u3002\u540c\u65f6\u6211\u4eec\u4e5f\u5bf9\u70b9\u8fb9\u7684\u8d1f\u8f7d\u505a\u4e86\u5206\u79bb\u7684\u5206\u6790\uff0c\u53ef\u4ee5\u770b\u5230\u70b9\u8fb9\u7684\u8d1f\u8f7d\u4ee5\u53ca\u8bfb\u5199\u7684\u8d1f\u8f7d\u4e5f\u662f\u5b58\u5728\u5dee\u5f02\u7684\u3002<\/p>\n\n\n\n 6. Load Pattern (Driver Design)\u00a0<\/strong><\/p>\n\n\n\n Driver \u8bbe\u8ba1\u4e0a\uff0cDriver \u5411\u6d4b\u8bd5\u7cfb\u7edf\u53d1\u51fa\u67e5\u8be2\u8bf7\u6c42\uff0c\u5c06\u6709\u4e0d\u540c\u7684 query \u6309\u7167\u4e00\u4e2a\u7b56\u7565\u6df7\u5408\u5728\u4e00\u8d77\u53d1\u7ed9\u6d4b\u8bd5\u7cfb\u7edf\uff0cFinBench \u4e2d\u6709 n+2 \u4e2a stream\uff0c\u4e00\u4e2a stream \u7528\u6765\u5355\u72ec\u5730\u53d1 Complex Read Query\uff0c\u4e00\u4e2a stream \u7528\u6765\u53d1 Read-Write Query\uff0cn \u4e2a stream \u7528\u6765\u53d1\u5199\u7684 Query\uff0c\u6765\u4fdd\u8bc1\u8bfb\u5199\u7684\u6bd4\u4f8b\u662f\u5e73\u8861\u7684\u3002\u5728\u8d1f\u8f7d\u89c4\u6a21\u7684\u63a7\u5236\u4e0a\uff0cDriver \u57fa\u4e8e TCR \u53c2\u6570\u4fdd\u8bc1\u7cfb\u7edf\u80fd\u591f\u5728\u4e0d\u540c\u7684\u8d1f\u8f7d\u4e0b\u5f97\u5230\u6d4b\u8bd5\u3002<\/p>\n\n\n\n 7. ACID Test Suite<\/strong><\/p>\n\n\n\n ACID \u6d4b\u8bd5\u5728\u5de5\u4e1a\u754c\u6216\u8005\u5b66\u672f\u754c\u90fd\u662f\u4e00\u4e2a\u6bd4\u8f83\u6807\u51c6\u6210\u719f\u7684\u8bbe\u8ba1\u3002\u539f\u5b50\u6027\u548c\u9694\u79bb\u7ea7\u522b\u7684\u6d4b\u8bd5\u90fd\u662f\u57fa\u4e8e Fail Case \u8fdb\u884c\u6d4b\u8bd5\u7684\u3002Durability \u6d4b\u8bd5\u4e0a\uff0cACID Suite \u5206\u522b\u5bf9\u7cfb\u7edf\u505a graceful\uff08\u6709\u7f13\u51b2\u65f6\u95f4\/\u5b95\u673a\uff09\u548c ungraceful\uff08\u65e0\u7f13\u51b2\u65f6\u95f4\/\u5b95\u673a\uff09\u7684\u60c5\u51b5\u6765\u5206\u522b\u5bf9\u7cfb\u7edf\u8fdb\u884c\u6d4b\u8bd5\u3002Consistency \u4e0a\u7684\u6d4b\u8bd5\u548c Durability \u7ed3\u5408\u5728\u4e00\u8d77\u8fdb\u884c\u6d4b\u8bd5\u300204FinBench Chokepoints1. Chokepoints in FinBench<\/strong><\/p>\n\n\n\n Chokepoint \u662f LDBC \u5728\u521b\u7acb\u4e4b\u540e\u5c31\u4e00\u76f4\u5728\u5ba3\u4f20\u7684\u4e00\u4e2a\u6982\u5ff5\uff0c\u6307\u7684\u662f\u5728 Benchmark \u8bbe\u8ba1\u8fc7\u7a0b\u4e2d\uff0c\u5bf9\u95ee\u9898\u573a\u666f\u603b\u7ed3\u51fa\u6765\u7684\u4e00\u4e9b\u6280\u672f\u4e0a\u7684\u6311\u6218\uff0c\u8fd9\u4e5f\u662f\u6570\u636e\u5e93\u7684\u5f00\u53d1\u4eba\u5458\u9700\u8981\u53bb\u8003\u8651\u8fdb\u884c\u4f18\u5316\u7684\u65b9\u5411\u3002\u8fd9\u91cc\u5217\u51fa\u4e86 FinBench \u7684\u4e00\u4e9b chokepoint\u30022. Examples of Chokepoints in FinBench<\/strong>\u63a5\u4e0b\u6765\u5c55\u5f00\u4ecb\u7ecd\u5176\u4e2d\u4e24\u4e2a chokepoint\u3002<\/p>\n\n\n\n \u6bd4\u5982\u8d37\u540e\u8ffd\u8e2a\u7684 Recursive Path Filtering \u7684\u8fc7\u6ee4\u7279\u5f81\u662f\u8fd9\u6837\u7684\u3002\u73b0\u6709\u7684\u67e5\u8be2\u8bed\u8a00\u4e8b\u5b9e\u6807\u51c6 Cypher \u5728\u8868\u8fbe\u8fd9\u4e2a\u8fc7\u6ee4\u7684 pattern \u65f6\u6ca1\u6709\u5f88\u597d\u7684\u8868\u8fbe\u80fd\u529b\u3002\u6211\u4eec\u5e0c\u671b\u7684\u662f\uff0c\u67e5\u8be2\u8bed\u8a00\u5728\u8fd9\u4e2a\u573a\u666f\u4e0b\u80fd\u591f\u6709\u597d\u7684\u8868\u8fbe\u80fd\u529b\u3002\u8fd9\u91cc\u6709\u4e00\u4e2a\u4f8b\u5b50\uff0c\u662f\u67d0\u4e2a\u5b9e\u9a8c\u5ba4\u6b63\u5728\u505a\u7684\u5c1d\u8bd5\u53bb\u6539\u5584\u7684 Cypher \u7684\u4e00\u4e2a\u6269\u5c55\uff0c\u5c1d\u8bd5\u4ece\u4e00\u4e9b\u5173\u952e\u5b57\u4e0a\u53bb\u89e3\u51b3\u8868\u8fbe\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n \u5728\u5b58\u50a8\u4e0a\uff0c\u6211\u4eec\u5728\u8fb9\u4e0a\u90fd\u662f\u6709\u65f6\u95f4\u6233\u5c5e\u6027\u7684\u3002\u4e3a\u4e86\u4fdd\u8bc1\u5728\u5bf9\u65f6\u95f4\u8fdb\u884c\u8fc7\u6ee4\u7684\u65f6\u5019\u6570\u636e\u8bbf\u95ee\u6709\u6bd4\u8f83\u826f\u597d\u7684\u5c40\u90e8\u6027\uff0c\u6211\u4eec\u53ef\u4ee5\u505a\u4e00\u4e9b\u4f18\u5316\uff0c\u6bd4\u5982\u5728\u5b58\u8fb9\u7684\u65f6\u5019\u628a\u65f6\u95f4\u6233\u4f5c\u4e3a\u8fb9\u4e0a\u7684\u4e00\u4e2a ID\uff0c\u5bf9\u8fd9\u4e2a\u8fb9\u8fdb\u884c\u6392\u5e8f\u5b58\u50a8\uff0c\u90a3\u4e48\u5728\u6570\u636e\u8bbf\u95ee\u7684\u5c40\u90e8\u6027\u5c31\u4f1a\u6bd4\u8f83\u597d\u3002Read-Write Query\uff0c\u5176\u8868\u73b0\u662f\u4e00\u4e2a Complex Query \u5e76\u4e0a\u4e00\u4e2a\u6bd4\u8f83\u77ed\u7684 Write Query\uff0c\u5728\u8868\u73b0\u4e0a\u6765\u8bf4\uff0c\u5b83\u5927\u90e8\u5206\u7684\u65f6\u95f4\u53ef\u80fd\u662f\u5728\u8bfb\uff0c\u5c0f\u90e8\u5206\u65f6\u95f4\u662f\u5728\u5199\uff0c\u9488\u5bf9 Read-Write Query \u7684\u60c5\u51b5\uff0c\u53ef\u4ee5\u505a\u4e00\u4e9b\u4f18\u5316\u3002\u6bd4\u5982\u628a\u524d\u4e00\u4e2a Read-Write Query \u7684\u8bfb\u548c\u4e0b\u4e00\u4e2a Read-Write Query \u7684\u8bfb\u5e76\u884c\u8d77\u6765\uff0c\u5e76\u884c\u540e\u53ef\u80fd\u4f1a\u51fa\u73b0\u6700\u7ec8\u5728\u5199\u5165\u6570\u636e\u7684\u65f6\u5019\u6709\u4e00\u4e9b\u7ade\u4e89\u6216\u8005\u51b2\u7a81\u7684\u60c5\u51b5\uff0c\u8fd9\u91cc\u4e5f\u662f\u6709\u5404\u79cd\u4f18\u5316\u624b\u6bb5\u7684\u300205<\/strong><\/p>\n\n\n\n Progress and Plans1. FinBench Progress<\/strong><\/p>\n\n\n\n \u6700\u540e\u4ecb\u7ecd\u4e00\u4e0b FinBench \u5f53\u524d\u7684\u8fdb\u5ea6\u548c\u672a\u6765\u7684\u89c4\u5212\u3002FinBench \u5728 2022 \u5e74 2 \u6708\u4efd\u5f00\u59cb\u505a\u4e86\u4e00\u4e2a\u63d0\u6848\uff0c\u5728 6 \u6708\u4efd\u6b63\u5f0f Kick Off\u3002\u7ecf\u8fc7\u534a\u5e74\u7684\u65f6\u95f4\uff0c\u57fa\u672c\u4e0a\u786e\u5b9a\u4e86 FinBench \u7684\u4e3b\u4f53\u6846\u67b6\uff0c\u5e76\u4e14\u7ec4\u5efa\u4e86\u4e00\u4e2a\u5f00\u53d1\u5c0f\u7ec4\uff0c\u5bf9 FinBench \u7684 Suite \u505a\u5f00\u53d1\u6d4b\u8bd5\u5957\u4ef6\u7684\u5f00\u53d1\u30022. FinBench Plans<\/strong><\/p>\n\n\n\n \u5728\u4eca\u5e741\u6708\u5e95\u53d1\u5e03\u4e86 Alpha Version\u3002\u5728 Alpha Version \u53d1\u5e03\u4e4b\u540e\uff0c\u6211\u4eec\u4f1a\u9080\u8bf7 Task Force \u5185\u90e8\u7684\u4e00\u4e9b\u5382\u5546\u505a\u5185\u6d4b\uff08Alpha\/Beta Test\uff09\u3002\u5728 Test \u5b8c\u6210\u4e4b\u540e\uff0c\u6211\u4eec\u786e\u8ba4\u6574\u4e2a FinBench \u7684\u903b\u8f91\u5305\u62ec\u5b9e\u73b0\u90fd\u662f\u6ca1\u6709\u95ee\u9898\u4e4b\u540e\uff0c\u5927\u6982\u4f1a\u5728\u5e74\u4e2d\u53d1\u5e03\u4e00\u4e2a\u6b63\u5f0f\u7248\u672c\u3002<\/p>\n\n\n\n \u8fd9\u662f\u5f53\u524d Task Force \u7684\u5382\u5546\u540d\u5355\uff0c\u5305\u62ec\u5f00\u53d1\u5c0f\u7ec4\uff0c\u8054\u5408\u4e86\u4e00\u4e9b\u56fd\u5185\u5916\u77e5\u540d\u5382\u5546\uff0c\u5305\u62ec\u8682\u8681\u96c6\u56e2\u3001\u521b\u90bb\u79d1\u6280\u3001StarGraph\u3001Ultipa\u3001Intel\u3001TigerGraph\u3001Vesoft\u7b49\u3002\u6574\u4f53\u4e0a FinBench \u662f\u4ee5\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\u7684\u5f62\u5f0f\u6765\u8fd0\u4f5c\u7684\uff0c\u6b22\u8fce\u5927\u5bb6\u5173\u6ce8\u548c\u63d0\u51fa\u5efa\u8bae\u3002<\/p>\n\n\n\n \u9879\u76ee\u94fe\u63a5\uff1a<\/strong><\/p>\n\n\n\n https:\/\/github.com\/ldbc\/ldbc_finbench_docs<\/p>\n\n\n\n https:\/\/ldbcouncil.org\/benchmarks\/finbench\/<\/p>\n\n\n\n \u4eca\u5929\u7684\u5206\u4eab\u5c31\u5230\u8fd9\u91cc\uff0c\u8c22\u8c22\u5927\u5bb6\u3002<\/strong><\/p>\n\n\n\n FinBench\uff0c\u5168\u79f0 Fi …<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1,22],"tags":[],"class_list":["post-849","post","type-post","status-publish","format-standard","hentry","category-uncategorized","category-22"],"_links":{"self":[{"href":"https:\/\/www.dama.org.cn\/wordpress\/wp-json\/wp\/v2\/posts\/849","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.dama.org.cn\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.dama.org.cn\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.dama.org.cn\/wordpress\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.dama.org.cn\/wordpress\/wp-json\/wp\/v2\/comments?post=849"}],"version-history":[{"count":4,"href":"https:\/\/www.dama.org.cn\/wordpress\/wp-json\/wp\/v2\/posts\/849\/revisions"}],"predecessor-version":[{"id":884,"href":"https:\/\/www.dama.org.cn\/wordpress\/wp-json\/wp\/v2\/posts\/849\/revisions\/884"}],"wp:attachment":[{"href":"https:\/\/www.dama.org.cn\/wordpress\/wp-json\/wp\/v2\/media?parent=849"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.dama.org.cn\/wordpress\/wp-json\/wp\/v2\/categories?post=849"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.dama.org.cn\/wordpress\/wp-json\/wp\/v2\/tags?post=849"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
\u9996\u5148\u6765\u4ecb\u7ecd\u4e00\u4e0b FinBench \u7684\u80cc\u666f\u3002<\/p>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/92905c7422b746f3ba1103c9b77ea1b6.png\")
<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/716cdc8d55ccdc3f3da24da6c6d124e0.png\")
<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/a94367630954f6f615c9c7bfea6ca24d.png\")
<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/37d0e4ad61b7e8f6e434a0243c421a07.png\")
<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/44c6362e74e98185175ccf0917b70eb9.png\")
<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/f97102519344a59312e0cac162e51f30.png\")
<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/da115810f8666c920e5e3e21de2bfb2d.png\")
<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/0d64a7e19c267b680a40571c8b5dcbbc.png\")
<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/1317b93e1ade3a5a131ecc88343846c5.png\")
<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/a5c4a3acf73c632998e2d8aa3ffcb116-2.png\")
<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/e6d90b1a1bfd0dba506cffe935b5f2b7.png\")
<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/58973d46e71e20ffa17e0b03723d5dc6.png\")
<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/81f6d204f6b3e5b02b160fbafbfa6555.png\")
<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/3e4d28e0d15b82beb8f686cbced7419d-1.png\")
<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/d330fe936f395bb5b71b5bbcda65f2dd-1.png\")
<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/3dc04e392c4b737ff5d97f99d2852708-1.png\")
<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/ad46212192c1e6ee6ef43b87c8f6232e-1.png\")
<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/9c067a022d767ebc479e446908fdcc12-1.png\")
<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/0fef64eb706594a4023a4b0fe75dae1d.png\")
<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/5386ae981235ab06374bd3d6a79ac333.png\")
<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/af38877dfef7d4154fe84401cb55def2.png\")
<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/ebae8a85d7602eccb4f5428646d89e82.png\")
<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/c78dc65fdf53050055c463757eb16408.png\")
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<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/73e03f3796ae9d05cdebbff36daca67c.png\")
<\/figure>\n\n\n\n
\u5206\u4eab\u5609\u5bbe\uff1a\u621a\u4ed5\u9e4f \u8682\u8681\u96c6\u56e2 FinBench \u5f00\u6e90\u9879\u76ee\u8d1f\u8d23\u4eba\/LDBC Steering Committee Member<\/strong>\uff0c\u52a0\u5165\u8682\u8681\u96c6\u56e2\u540e\u8d1f\u8d23 FinBench \u8bbe\u8ba1\u4e0e\u5f00\u53d1\u5de5\u4f5c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"