基于alibaba druid的血缘解析
1、前言
SQL血缘解析指的是通过sql语句来分析该语句中表与表之间的依赖关系和字段和字段之间的依赖关系。
本血缘解析工具仅仅对mysql数据库的select查询语句进行了血缘解析(后续会持续扩展),该血缘解析包含了原始表字段、临时表字段和目标表字段的关联关系。
2、涉及到技术
主要使用了druid对sql的语法进行解析,涉及到的语法解析接口如下:
(1)SQLStatement
该接口定义了数据库DML(insert、update、delete)和DQL(select)的相关规范。
- SQLSelectStatement
(2)sqlselectquery
改接口可分为联合查询和单表查询两种类型,通过该阶段可以获得字段信息(包括字段名、字段别名、字段所属表:通过sqlexpr获取)和字段来源信息即SQLTableSource
- SQLUnionQuery
表示sql为 联合查询,例如:
select name from student union select name from employees;
- SQLSelectQueryBlock
表示sql为单表查询,例如:
select * from student;
- MySqlSelectQueryBlock
表示sql为单表查询,例如:
select * from student;
(3)SQLTableSource
通过sqlselectquery的from方法获取,有如下形式:
- SQLExprTableSource
表示from后面是一个真实的表名(非虚拟表),可以理解为该类表示单表查询。在sql解析中可以在该类中获取sql中真实的表名(sql语句若干单表查询的终结类)。例如:
select name from student
- SQLJoinTableSource
表示from后面是一个join的关联查询,例如:
selec * from student s left join employees e on s.id = e.id;
- SQLSubqueryTableSource
表示from后面是一个子查询,例如:
select * from (select id, name from student)s
- SQLUnionQueryTableSource
表示from后面是一个联合查询,例如:
select name from (select name from student union select name from employees)
(4)sqlexpr
- SQLAggregateExpr
- SQLAllColumnExpr
- SQLIdentifierExpr
- SQLPropertyExpr
- SQLQueryExpr
3、成果展示
主要和datablau血缘解析工具进行对比
(1)select语句中包含关联查询和字段中包含子查询
SELECTe.employee_id,e.name,e.gender,e.date_of_birth,e.date_of_hire,d.department_name,ts.total_salary,b.bonus,(SELECTB.id,B.CGFS,B.WLZ,B.CPMC,B.CGSL,B.ZXCJ,B.ZXJE,B.HTGLXTHTH,B.CGPZH,B.WZBM,B.HSZJ,B.BEDNR JHBH,B.WCXTCGDDID,B.ZHTDAT,D.WERKS_NAME XQGCMC,D.WERKS XQGCBMFROM(SELECTA.id,A.ZCGFS CGFS,A.MATKL WLZ,A.TXZ01 CPMC,A.MENGE CGSL,A.NAME1 ZXCJ,A.ZHSDJ ZXJE,A.ZHTNUM HTGLXTHTH,A.EBELN CGPZH,A.MATNR WZBM,A.ZHSZJ HSZJ,A.ZHTDAT,C.EMATN,C.BEDNR,C.ZCGDDID WCXTCGDDIDFROMTB_ERP_ZP11MMRP008 A,TB_ERP_ME2M CWHEREA.EBELN = C.EBELNand A.MATNR = C.EMATN) B,TB_ERP_ZP10MMDG030 DWHEREB.BEDNR = D.BEDNRAND B.EMATN = D.MATNRand B.ZHTDAT > to_date('2023/05/01 00:00:00', 'YYYY/MM/DD HH24:MI:SS')) as sfs,(selects.dfromstudent swherestudent_id = e.employee_id) as saf12
FROMemployee eINNER JOIN department d ON e.department_id = d.department_idINNER JOIN tmp_salary ts ON e.employee_id = ts.employee_idLEFT OUTER JOIN bonus b ON e.employee_id = b.employee_id;
本血缘解析工具分析结果:
-- TB_ERP_ZP11MMRP008.NAME1 -> B.ZXCJ -> SELECT_STATEMENT_2.ZXCJ -> SELECT_STATEMENT_0.sfs
-- employee.date_of_birth -> SELECT_STATEMENT_0.date_of_birth
-- TB_ERP_ZP11MMRP008.ZHTDAT -> B.ZHTDAT -> SELECT_STATEMENT_2.ZHTDAT -> SELECT_STATEMENT_0.sfs
-- department.department_name -> SELECT_STATEMENT_0.department_name
-- bonus.bonus -> SELECT_STATEMENT_0.bonus
-- student.d -> SELECT_STATEMENT_5.d -> SELECT_STATEMENT_0.saf12
-- TB_ERP_ZP11MMRP008.MATNR -> B.WZBM -> SELECT_STATEMENT_2.WZBM -> SELECT_STATEMENT_0.sfs
-- TB_ERP_ZP11MMRP008.EBELN -> B.CGPZH -> SELECT_STATEMENT_2.CGPZH -> SELECT_STATEMENT_0.sfs
-- employee.name -> SELECT_STATEMENT_0.name
-- TB_ERP_ZP11MMRP008.ZHTNUM -> B.HTGLXTHTH -> SELECT_STATEMENT_2.HTGLXTHTH -> SELECT_STATEMENT_0.sfs
-- TB_ERP_ZP11MMRP008.MATKL -> B.WLZ -> SELECT_STATEMENT_2.WLZ -> SELECT_STATEMENT_0.sfs
-- TB_ERP_ZP10MMDG030.WERKS -> SELECT_STATEMENT_2.XQGCBM -> SELECT_STATEMENT_0.sfs
-- TB_ERP_ZP11MMRP008.ZCGFS -> B.CGFS -> SELECT_STATEMENT_2.CGFS -> SELECT_STATEMENT_0.sfs
-- TB_ERP_ZP11MMRP008.MENGE -> B.CGSL -> SELECT_STATEMENT_2.CGSL -> SELECT_STATEMENT_0.sfs
-- employee.gender -> SELECT_STATEMENT_0.gender
-- TB_ERP_ZP11MMRP008.TXZ01 -> B.CPMC -> SELECT_STATEMENT_2.CPMC -> SELECT_STATEMENT_0.sfs
-- TB_ERP_ZP11MMRP008.id -> B.id -> SELECT_STATEMENT_2.id -> SELECT_STATEMENT_0.sfs
-- tmp_salary.total_salary -> SELECT_STATEMENT_0.total_salary
-- TB_ERP_ZP11MMRP008.ZHSZJ -> B.HSZJ -> SELECT_STATEMENT_2.HSZJ -> SELECT_STATEMENT_0.sfs
-- TB_ERP_ME2M.ZCGDDID -> B.WCXTCGDDID -> SELECT_STATEMENT_2.WCXTCGDDID -> SELECT_STATEMENT_0.sfs
-- TB_ERP_ZP11MMRP008.ZHSDJ -> B.ZXJE -> SELECT_STATEMENT_2.ZXJE -> SELECT_STATEMENT_0.sfs
-- TB_ERP_ME2M.EMATN -> B.EMATN
-- TB_ERP_ME2M.BEDNR -> B.BEDNR -> SELECT_STATEMENT_2.JHBH -> SELECT_STATEMENT_0.sfs
-- employee.date_of_hire -> SELECT_STATEMENT_0.date_of_hire
-- employee.employee_id -> SELECT_STATEMENT_0.employee_id
-- TB_ERP_ZP10MMDG030.WERKS_NAME -> SELECT_STATEMENT_2.XQGCMC -> SELECT_STATEMENT_0.sfs
datablua血缘解析工具结果:
(2)select联合查询
select s.id from student s union select e.id from employees e
本血缘解析工具分析结果:
-- student.id -> SELECT_STATEMENT_0.id
-- employees.id -> SELECT_STATEMENT_1.id
datablua血缘解析工具结果:
4 待优化点
- 不支持没有别名的select查询
- 联合查询没有结果汇总,有待优化