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从11小时到25秒--还有优化空间吗?
2022-06-22 18:23:00 【老虎刘】
2015年5月的一天,客户发来邮件请求帮助:一个SQL执行需要11个小时,执行计划中使用nested loops好像效率差了些,能不能用hint让优化器使用hash join,用use_hash 的 hint好像没生效?
下面是客户邮件原文截取:
SQL代码如下:
SELECT DISTINCT N.ID_NBDL_TCIMS_PCFC_ORDER, M.POLICY_NO, N.POLICY_NO
FROM (SELECT /*+ USE_HASH(R,C) */
C.ID_BSE_TCIMS_PCFC_ORDER,
C.PRODUCT_CODE,
D.INSURANT_CERTIFICATE_NUMBER,
C.DATE_BEGIN,
C.POLICY_NO
FROM N_SM_PCFC_ORDER_MERGE_02_TMP R,
BSE_TCIMS_PCFC_ORDER_BM_TMP C,
BSE_TCIMS_PCFC_INS_BM_TMP D
WHERE R.TCIMS_LIST_ID IS NULL
AND R.RN = 1
AND R.ID_NBDL_TCIMS_PCFC_ORDER = C.ID_BSE_TCIMS_PCFC_ORDER
AND C.ID_BSE_TCIMS_PCFC_ORDER = D.ID_BSE_TCIMS_PCFC_ORDER
AND C.PARENT_POLICY_NO IS NULL OR INSTR(C.PARENT_POLICY_NO, 'tmp') > 0
) M,
NBDL_TCIMS_PCFC_ORDER N,
NBDL_TCIMS_PCFC_INSURANT Q,
BDL_TCIMS_PCFC_TB_PRODUCT K
WHERE M.INSURANT_CERTIFICATE_NUMBER = Q.INSURANT_CERTIFICATE_NUMBER
AND M.PRODUCT_CODE = K.NEW_PRODUCT_CODE
AND N.PRODUCT_CODE = K.LAST_PRODUCT_CODE
AND (M.DATE_BEGIN + 98) >= N.DATE_END
AND N.DATE_END + 30 >= M.DATE_BEGIN
AND N.POLICY_TYPE = 'NB'
AND N.ID_NBDL_TCIMS_PCFC_ORDER = Q.ID_NBDL_TCIMS_PCFC_ORDER;
SQL当前执行计划:
其中第7步的nested loops操作确实是最消耗时间的一步:hint指定了N_SM_PCFC_ORDER_MERGE_02_TMP表要做hash join,但实际上还是使用了nested loops 的join 方法,而且该表做为被驱动表,使用全表扫描不正常。
仔细分析了一些SQL代码,发现红色部分的业务逻辑极有可能是有问题的,于是请求客户找他们的研发人员确认,客户答复是这样的:
老虎刘觉得客户可能没有真正去找研发去确认,于是发邮件再次请求确认,并告知如果这就是正确的业务逻辑,可优化的空间也不大:
客户这次应该真的找研发确认了,确实是逻辑有问题。修正了SQL逻辑并执行,执行效率还是不高:
既然客户一开始想让执行计划都使用hash join,那么先尝试一下,顺便收集一下SQL执行过程的实际情况,先加两段hint:
SELECT /*+ leading(k m n q) use_hash(m) use_hash(n) use_hash(q) */
DISTINCT N.ID_NBDL_TCIMS_PCFC_ORDER, M.POLICY_NO, N.POLICY_NO
FROM (SELECT /*+ no_merge leading(r c d) use_hash(c) use_hash(d)*/
C.ID_BSE_TCIMS_PCFC_ORDER,
C.PRODUCT_CODE,
D.INSURANT_CERTIFICATE_NUMBER,
C.DATE_BEGIN,
C.POLICY_NO
FROM N_SM_PCFC_ORDER_MERGE_02_TMP R,
BSE_TCIMS_PCFC_ORDER_BM_TMP C,
BSE_TCIMS_PCFC_INS_BM_TMP D
WHERE R.TCIMS_LIST_ID IS NULL
AND R.RN = 1
AND R.ID_NBDL_TCIMS_PCFC_ORDER = C.ID_BSE_TCIMS_PCFC_ORDER
AND C.ID_BSE_TCIMS_PCFC_ORDER = D.ID_BSE_TCIMS_PCFC_ORDER
AND (C.PARENT_POLICY_NO IS NULL OR INSTR(C.PARENT_POLICY_NO, 'tmp') > 0) --已增加括号修正错误逻辑
) M, --14k
NBDL_TCIMS_PCFC_ORDER N, --165w
NBDL_TCIMS_PCFC_INSURANT Q,--1700w
BDL_TCIMS_PCFC_TB_PRODUCT K--75
WHERE M.INSURANT_CERTIFICATE_NUMBER = Q.INSURANT_CERTIFICATE_NUMBER
AND M.PRODUCT_CODE = K.NEW_PRODUCT_CODE
AND N.PRODUCT_CODE = K.LAST_PRODUCT_CODE
AND (M.DATE_BEGIN + 98) >= N.DATE_END AND N.DATE_END + 30 >= M.DATE_BEGIN
AND N.POLICY_TYPE = 'NB' --165w
AND N.ID_NBDL_TCIMS_PCFC_ORDER = Q.ID_NBDL_TCIMS_PCFC_ORDER;
第一次尝试的结果是687秒,知道了各表经过谓词条件和join 后返回的大致记录数,同时也发现,并不是全部的表关联都使用hash才是最优的:
因为NBDL_TCIMS_PCFC_INSURANT表没有INSURANT_CERTIFICATE_NUMBER字段上的索引,所以第二次给出的优化建议是:
改n表做nested loops,同时用过leading调整表的关联顺序,q表与n表互换位置
SELECT /*+ leading(k m q n) use_hash(m) use_hash(q) use_nl(n) */
DISTINCT N.ID_NBDL_TCIMS_PCFC_ORDER, M.POLICY_NO, N.POLICY_NO
FROM (SELECT /*+ no_merge leading(r c d) use_hash(c) use_hash(d)*/
C.ID_BSE_TCIMS_PCFC_ORDER,
C.PRODUCT_CODE,
D.INSURANT_CERTIFICATE_NUMBER,
C.DATE_BEGIN,
C.POLICY_NO
FROM N_SM_PCFC_ORDER_MERGE_02_TMP R,
BSE_TCIMS_PCFC_ORDER_BM_TMP C,
BSE_TCIMS_PCFC_INS_BM_TMP D
WHERE R.TCIMS_LIST_ID IS NULL
AND R.RN = 1
AND R.ID_NBDL_TCIMS_PCFC_ORDER = C.ID_BSE_TCIMS_PCFC_ORDER
AND C.ID_BSE_TCIMS_PCFC_ORDER = D.ID_BSE_TCIMS_PCFC_ORDER
AND (C.PARENT_POLICY_NO IS NULL OR INSTR(C.PARENT_POLICY_NO, 'tmp') > 0)
) M, --14k
NBDL_TCIMS_PCFC_ORDER N, --165w
NBDL_TCIMS_PCFC_INSURANT Q,--1700w
BDL_TCIMS_PCFC_TB_PRODUCT K--75
WHERE M.INSURANT_CERTIFICATE_NUMBER = Q.INSURANT_CERTIFICATE_NUMBER
AND M.PRODUCT_CODE = K.NEW_PRODUCT_CODE
AND N.PRODUCT_CODE = K.LAST_PRODUCT_CODE
AND (M.DATE_BEGIN + 98) >= N.DATE_END AND N.DATE_END + 30 >= M.DATE_BEGIN
AND N.POLICY_TYPE = 'NB' --165w
AND N.ID_NBDL_TCIMS_PCFC_ORDER = Q.ID_NBDL_TCIMS_PCFC_ORDER;
第二次优化后,SQL的执行时间减少到25秒(并行度为4,与原始SQL使用的并行度一致)
到了这一步,老虎刘告诉客户,如果在NBDL_TCIMS_PCFC_INSURANT表的INSURANT_CERTIFICATE_NUMBER字段上创建一个索引,可以在不使用并行的情况下,执行时间减少到5秒左右。但是客户已经觉得优化效果非常好了,不想再去建什么索引了。
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