基于RDF和SPARQL的KBQA实现代码（知识图谱问答系统）

[2018-08-23 09:16:47] Server INFO Running in read-only mode for /demo [2018-08-23 09:16:47] Server INFO Apache Jena Fuseki 3.5.0 [2018-08-23 09:16:48] Config INFO FUSEKI_HOME=D:\test\test01\cbot\REFO\backend\apache-jena-fuseki-3.5.0\. [2018-08-23 09:16:48] Config INFO FUSEKI_BASE=D:\test\test01\cbot\REFO\backend\apache-jena-fuseki-3.5.0\run [2018-08-23 09:16:48] Config INFO Shiro file: file://D:\test\test01\cbot\REFO\backend\apache-jena-fuseki-3.5.0\run\shiro.ini [2018-08-23 09:16:48] Config INFO Template file: templates/config-tdb-dir [2018-08-23 09:16:48] Config INFO TDB dataset: directory=../DB [2018-08-23 09:16:49] Config INFO Load configuration: file:///D:/test/test01/cbot/REFO/backend/apache-jena-fuseki-3.5.0/run/configuration/mymm.ttl [2018-08-23 09:16:49] Config INFO Register: /demo [2018-08-23 09:16:49] Config INFO Register: /mymm [2018-08-23 09:16:49] Server INFO Started 2018/08/23 09:16:49 CST on port 3030 [2018-08-23 09:17:34] Admin INFO [1] GET http://localhost:3030/$/server [2018-08-23 09:17:34] Admin INFO [1] 200 OK (11 ms) [2018-08-23 09:17:34] Admin INFO [2] GET http://localhost:3030/$/stats/demo [2018-08-23 09:17:34] Admin INFO [2] GET stats dataset /demo [2018-08-23 09:17:34] Admin INFO [2] 200 OK (4 ms) [2018-08-23 09:17:34] Admin INFO [3] GET http://localhost:3030/$/stats/demo [2018-08-23 09:17:34] Admin INFO [3] GET stats dataset /demo [2018-08-23 09:17:34] Admin INFO [3] 200 OK (17 ms) [2018-08-23 09:17:34] Admin INFO [4] GET http://localhost:3030/$/stats/demo [2018-08-23 09:17:34] Admin INFO [4] GET stats dataset /demo [2018-08-23 09:17:34] Admin INFO [4] 200 OK (4 ms) [2018-08-23 09:17:34] Admin INFO [5] GET http://localhost:3030/$/stats/demo [2018-08-23 09:17:34] Admin INFO [5] GET stats dataset /demo [2018-08-23 09:17:34] Admin INFO [5] 200 OK (1 ms) [2018-08-23 09:17:56] Admin INFO [6] GET http://localhost:3030/$/server [2018-08-23 09:17:56] Admin INFO [6] 200 OK (62 ms) [2018-08-23 09:17:56] Admin INFO [7] GET http://localhost:3030/$/stats/demo [2018-08-23 09:17:56] Admin INFO [7] GET stats dataset /demo [2018-08-23 09:17:56] Admin INFO [7] 200 OK (2 ms) [2018-08-23 09:17:56] Admin INFO [8] GET http://localhost:3030/$/stats/demo [2018-08-23 09:17:56] Admin INFO [8] GET stats dataset /demo [2018-08-23 09:17:56] Admin INFO [8] 200 OK (2 ms) [2018-08-23 09:17:56] Admin INFO [9] GET http://localhost:3030/$/stats/demo [2018-08-23 09:17:56] Admin INFO [9] GET stats dataset /demo [2018-08-23 09:17:56] Admin INFO [9] 200 OK (3 ms) [2018-08-23 09:17:56] Admin INFO [10] GET http://localhost:3030/$/stats/demo [2018-08-23 09:17:56] Admin INFO [10] GET stats dataset /demo [2018-08-23 09:17:56] Admin INFO [10] 200 OK (20 ms) [2018-08-23 09:18:52] Fuseki INFO [11] POST http://localhost:3030/demo/query [2018-08-23 09:18:52] Fuseki INFO [11] POST /demo :: 'query' :: [application/x-www-form-urlencoded charset=utf-8] ? [2018-08-23 09:18:52] Fuseki INFO [11] Query = SELECT ?subject ?predicate ?object WHERE { ?subject ?predicate ?object } LIMIT 25 [2018-08-23 09:18:52] Fuseki INFO [11] 200 OK (152 ms) [2018-08-23 09:19:55] Fuseki INFO [12] GET http://localhost:3030/demo/query?query=%0APREFIX+cns%3A%3Chttp%3A//cnschema.org/%3E%0APREFIX+cns_people%3A%3Chttp%3A//cnschema.org/Person/%3E%0APREFIX+cns_place%3A%3Chttp%3A//cnschema.org/Place/%3E%0A%0ASELECT+DISTINCT+%3Fx0+WHERE+%7B%0A++++cns_people%3A%E8%8B%91%E8%8C%B5+cns%3Adescription+%3Fx0%0A%7D%0A&format=json&output=json&results=json [2018-08-23 09:19:55] Fuseki INFO [12] GET /demo :: 'query' :: <none> ? query=%0APREFIX+cns%3A%3Chttp%3A//cnschema.org/%3E%0APREFIX+cns_people%3A%3Chttp%3A//cnschema.org/Person/%3E%0APREFIX+cns_place%3A%3Chttp%3A//cnschema.org/Place/%3E%0A%0ASELECT+DISTINCT+%3Fx0+WHERE+%7B%0A++++cns_people%3A%E8%8B%91%E8%8C%B5+cns%3Adescription+%3Fx0%0A%7D%0A&format=json&output=json&results=json [2018-08-23 09:19:55] Fuseki WARN SPARQL Query: Unrecognize request parameter (ignored): results [2018-08-23 09:19:55] Fuseki INFO [12] Query = PREFIX cns:<http://cnschema.org/> PREFIX cns_people:<http://cnschema.org/Person/> PREFIX cns_place:<http://cnschema.org/Place/> SELECT DISTINCT ?x0 WHERE { cns_people:苑茵 cns:description ?x0 } [2018-08-23 09:19:55] Fuseki INFO [12] 200 OK (7 ms) [2018-08-23 09:19:55] Fuseki INFO [13] GET http://localhost:3030/demo/query?query=%0APREFIX+cns%3A%3Chttp%3A//cnschema.org/%3E%0APREFIX+cns_people%3A%3Chttp%3A//cnschema.org/Person/%3E%0APREFIX+cns_place%3A%3Chttp%3A//cnschema.org/Place/%3E%0A%0ASELECT+DISTINCT+%3Fx0+WHERE+%7B%0A++++cns_people%3A%E4%B8%81%E6%B4%AA%E5%A5%8E+cns%3Adescription+%3Fx0%0A%7D%0A&format=json&output=json&results=json [2018-08-23 09:19:55] Fuseki INFO [13] GET /demo :: 'query' :: <none> ? query=%0APREFIX+cns%3A%3Chttp%3A//cnschema.org/%3E%0APREFIX+cns_people%3A%3Chttp%3A//cnschema.org/Person/%3E%0APREFIX+cns_place%3A%3Chttp%3A//cnschema.org/Place/%3E%0A%0ASELECT+DISTINCT+%3Fx0+WHERE+%7B%0A++++cns_people%3A%E4%B8%81%E6%B4%AA%E5%A5%8E+cns%3Adescription+%3Fx0%0A%7D%0A&format=json&output=json&results=json [2018-08-23 09:19:55] Fuseki WARN SPARQL Query: Unrecognize request parameter (ignored): results [2018-08-23 09:19:55] Fuseki INFO [13] Query = PREFIX cns:<http://cnschema.org/> PREFIX cns_people:<http://cnschema.org/Person/> PREFIX cns_place:<http://cnschema.org/Place/> SELECT DISTINCT ?x0 WHERE { cns_people:丁洪奎 cns:description ?x0 } [2018-08-23 09:19:55] Fuseki INFO [13] 200 OK (4 ms) [2018-08-23 09:19:55] Fuseki INFO [14] GET http://localhost:3030/demo/query?query=%0APREFIX+cns%3A%3Chttp%3A//cnschema.org/%3E%0APREFIX+cns_people%3A%3Chttp%3A//cnschema.org/Person/%3E%0APREFIX+cns_place%3A%3Chttp%3A//cnschema.org/Place/%3E%0A%0ASELECT+DISTINCT+%3Fx0+WHERE+%7B%0A++++cns_people%3A%E8%8B%8F%E8%BF%9B%E6%9C%A8+cns%3AbirthPlace+%3Fx0%0A%7D%0A&format=json&output=json&results=json [2018-08-23 09:19:55] Fuseki INFO [14] GET /demo :: 'query' :: <none> ? query=%0APREFIX+cns%3A%3Chttp%3A//cnschema.org/%3E%0APREFIX+cns_people%3A%3Chttp%3A//cnschema.org/Person/%3E%0APREFIX+cns_place%3A%3Chttp%3A//cnschema.org/Place/%3E%0A%0ASELECT+DISTINCT+%3Fx0+WHERE+%7B%0A++++cns_people%3A%E8%8B%8F%E8%BF%9B%E6%9C%A8+cns%3AbirthPlace+%3Fx0%0A%7D%0A&format=json&output=json&results=json [2018-08-23 09:19:55] Fuseki WARN SPARQL Query: Unrecognize request parameter (ignored): results [2018-08-23 09:19:55] Fuseki INFO [14] Query = PREFIX cns:<http://cnschema.org/> PREFIX cns_people:<http://cnschema.org/Person/> PREFIX cns_place:<http://cnschema.org/Place/> SELECT DISTINCT ?x0 WHERE { cns_people:苏进木 cns:birthPlace ?x0 } [2018-08-23 09:19:55] Fuseki INFO [14] 200 OK (4 ms) [2018-08-23 09:19:55] Fuseki INFO [15] GET http://localhost:3030/demo/query?query=%0APREFIX+cns%3A%3Chttp%3A//cnschema.org/%3E%0APREFIX+cns_people%3A%3Chttp%3A//cnschema.org/Person/%3E%0APREFIX+cns_place%3A%3Chttp%3A//cnschema.org/Place/%3E%0A%0ASELECT+DISTINCT+%3Fx0+WHERE+%7B%0A++++cns_people%3A%E8%8B%91%E8%8C%B5+cns%3Adescription+%3Fx0%0A%7D%0A&format=json&output=json&results=json [2018-08-23 09:19:55] Fuseki INFO [15] GET /demo :: 'query' :: <none> ? query=%0APREFIX+cns%3A%3Chttp%3A//cnschema.org/%3E%0APREFIX+cns_people%3A%3Chttp%3A//cnschema.org/Person/%3E%0APREFIX+cns_place%3A%3Chttp%3A//cnschema.org/Place/%3E%0A%0ASELECT+DISTINCT+%3Fx0+WHERE+%7B%0A++++cns_people%3A%E8%8B%91%E8%8C%B5+cns%3Adescription+%3Fx0%0A%7D%0A&format=json&output=json&results=json [2018-08-23 09:19:55] Fuseki WARN SPARQL Query: Unrecognize request parameter (ignored): results [2018-08-23 09:19:55] Fuseki INFO [15] Query = PREFIX cns:<http://cnschema.org/> PREFIX cns_people:<http://cnschema.org/Person/> PR