PostgreSQL查询优化中对消除外连接的处理过程是什么
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本篇内容介绍了“PostgreSQL查询优化中对消除外连接的处理过程是什么”的有关知识，在实际案例的操作过程中，不少人都会遇到这样的困境，接下来就让小编带领大家学习一下如何处理这些情况吧！希望大家仔细阅读，能够学有所成！
使用的测试脚本:
drop table if exists t_null1;
create table t_null1(c1 int);
insert into t_null1 values(1);
insert into t_null1 values(2);
insert into t_null1 values(null);
drop table if exists t_null2;
create table t_null2(c1 int);
insert into t_null2 values(1);
insert into t_null2 values(null);一、基本概念
消除外连接的代码注释说明如下:
有两种类型的外连接可以被消除,第一种是形如以下形式的语句:
SELECT ... FROM a LEFT JOIN b ON (...) WHERE b.y = 42;
这种语句如满足条件可变换为内连接(INNER_JOIN).
之所以可以变换为内连接,那是因为这样的语句与内连接处理的结果是一样的,原因是在Nullable-Side端(需要填充NULL值的一端),存在过滤条件保证这一端不可能是NULL值,比如IS NOT NULL/y = 42这类强(strict)过滤条件.
testdb=# explain verbose select * from t_null1 a left join t_null2 b on a.c1 = b.c1;
QUERY PLAN
--------------------------------------------------------------------------------
Merge Left Join (cost=359.57..860.00 rows=32512 width=8) -- 外连接
Output: a.c1, b.c1
Merge Cond: (a.c1 = b.c1)
-> Sort (cost=179.78..186.16 rows=2550 width=4)
Output: a.c1
Sort Key: a.c1
-> Seq Scan on public.t_null1 a (cost=0.00..35.50 rows=2550 width=4)
Output: a.c1
-> Sort (cost=179.78..186.16 rows=2550 width=4)
Output: b.c1
Sort Key: b.c1
-> Seq Scan on public.t_null2 b (cost=0.00..35.50 rows=2550 width=4)
Output: b.c1
(13 rows)
testdb=# explain verbose select * from t_null1 a left join t_null2 b on a.c1 = b.c1 where b.c1 = 1;
QUERY PLAN
------------------------------------------------------------------------------
Nested Loop (cost=0.00..85.89 rows=169 width=8) -- 外连接(Left关键字)已被消除
Output: a.c1, b.c1
-> Seq Scan on public.t_null1 a (cost=0.00..41.88 rows=13 width=4)
Output: a.c1
Filter: (a.c1 = 1)
-> Materialize (cost=0.00..41.94 rows=13 width=4)
Output: b.c1
-> Seq Scan on public.t_null2 b (cost=0.00..41.88 rows=13 width=4)
Output: b.c1
Filter: (b.c1 = 1)
(10 rows)第二种形如:
SELECT ... FROM a LEFT JOIN b ON (a.x = b.y) WHERE b.y IS NULL;
这种语句如满足条件可以变换为反半连接(ANTI-SEMIJOIN).
过滤条件已明确要求Nullable-Side端y IS NULL,如果连接条件是a.x = b.y这类严格(strict)的条件,那么这样的外连接与反半连接的结果是一样的.
testdb=# explain verbose select * from t_null1 a left join t_null2 b on a.c1 = b.c1 where b.c1 is null;
QUERY PLAN
--------------------------------------------------------------------------------
Hash Anti Join (cost=67.38..152.44 rows=1275 width=8) -- 变换为反连接
Output: a.c1, b.c1
Hash Cond: (a.c1 = b.c1)
-> Seq Scan on public.t_null1 a (cost=0.00..35.50 rows=2550 width=4)
Output: a.c1
-> Hash (cost=35.50..35.50 rows=2550 width=4)
Output: b.c1
-> Seq Scan on public.t_null2 b (cost=0.00..35.50 rows=2550 width=4)
Output: b.c1
(9 rows)值得一提的是,在PG中,形如SELECT ... FROM a LEFT JOIN b ON (...) WHERE b.y = 42;这样的SQL语句,WHERE b.y = 42这类条件可以视为连接的上层过滤条件,在查询树中,Jointree->fromlist(元素类型为JoinExpr)与Jointree->quals处于同一层次,由于JoinExpr中的quals为同层条件,因此其上层即为Jointree->quals.有兴趣的可以查看日志输出查看Query查询树结构.
二、源码解读
消除外连接的代码在主函数subquery_planner中,通过调用reduce_outer_joins函数实现,代码片段如下:
if (hasOuterJoins)
reduce_outer_joins(root);reduce_outer_joins
相关的数据结构和依赖的子函数:
reduce_outer_joins_state
typedef struct reduce_outer_joins_state
{
Relids relids;
bool contains_outer;
List *sub_states;
} reduce_outer_joins_state;BitmapXX
typedef struct Bitmapset
{
int nwords;
bitmapword words[FLEXIBLE_ARRAY_MEMBER];
} Bitmapset;
#define WORDNUM(x) ((x) / BITS_PER_BITMAPWORD)
#define BITNUM(x) ((x) % BITS_PER_BITMAPWORD)
#define BITS_PER_BITMAPWORD 32
typedef uint32 bitmapword;
Bitmapset *
bms_make_singleton(int x)
{
Bitmapset *result;
int wordnum,
bitnum;
if (x < 0)
elog(ERROR, "negative bitmapset member not allowed");
wordnum = WORDNUM(x);
bitnum = BITNUM(x);
result = (Bitmapset *) palloc0(BITMAPSET_SIZE(wordnum + 1));
result->nwords = wordnum + 1;
result->words[wordnum] = ((bitmapword) 1 << bitnum);
return result;
}
Bitmapset *
bms_add_member(Bitmapset *a, int x)
{
int wordnum,
bitnum;
if (x < 0)
elog(ERROR, "negative bitmapset member not allowed");
if (a == NULL)
return bms_make_singleton(x);
wordnum = WORDNUM(x);
bitnum = BITNUM(x);
if (wordnum >= a->nwords)
{
int oldnwords = a->nwords;
int i;
a = (Bitmapset *) repalloc(a, BITMAPSET_SIZE(wordnum + 1));
a->nwords = wordnum + 1;
for (i = oldnwords; i < a->nwords; i++)
a->words[i] = 0;
}
a->words[wordnum] |= ((bitmapword) 1 << bitnum);
return a;
}find_nonnullable_rels
Relids
find_nonnullable_rels(Node *clause)
{
return find_nonnullable_rels_walker(clause, true);
}
static Relids
find_nonnullable_rels_walker(Node *node, bool top_level)
{
Relids result = NULL;
ListCell *l;
if (node == NULL)
return NULL;
if (IsA(node, Var))
{
Var *var = (Var *) node;
if (var->varlevelsup == 0)
result = bms_make_singleton(var->varno);
}
else if (IsA(node, List))
{
foreach(l, (List *) node)
{
result = bms_join(result,
find_nonnullable_rels_walker(lfirst(l),
top_level));
}
}
else if (IsA(node, FuncExpr))
{
FuncExpr *expr = (FuncExpr *) node;
if (func_strict(expr->funcid))
result = find_nonnullable_rels_walker((Node *) expr->args, false);
}
else if (IsA(node, OpExpr))
{
OpExpr *expr = (OpExpr *) node;
set_opfuncid(expr);
if (func_strict(expr->opfuncid))
result = find_nonnullable_rels_walker((Node *) expr->args, false);
}
else if (IsA(node, ScalarArrayOpExpr))
{
ScalarArrayOpExpr *expr = (ScalarArrayOpExpr *) node;
if (is_strict_saop(expr, true))
result = find_nonnullable_rels_walker((Node *) expr->args, false);
}
else if (IsA(node, BoolExpr))
{
BoolExpr *expr = (BoolExpr *) node;
switch (expr->boolop)
{
case AND_EXPR:
if (top_level)
{
result = find_nonnullable_rels_walker((Node *) expr->args,
top_level);
break;
}
case OR_EXPR:
foreach(l, expr->args)
{
Relids subresult;
subresult = find_nonnullable_rels_walker(lfirst(l),
top_level);
if (result == NULL)
result = subresult;
else
result = bms_int_members(result, subresult);
if (bms_is_empty(result))
break;
}
break;
case NOT_EXPR:
result = find_nonnullable_rels_walker((Node *) expr->args,
false);
break;
default:
elog(ERROR, "unrecognized boolop: %d", (int) expr->boolop);
break;
}
}
else if (IsA(node, RelabelType))
{
RelabelType *expr = (RelabelType *) node;
result = find_nonnullable_rels_walker((Node *) expr->arg, top_level);
}
else if (IsA(node, CoerceViaIO))
{
CoerceViaIO *expr = (CoerceViaIO *) node;
result = find_nonnullable_rels_walker((Node *) expr->arg, top_level);
}
else if (IsA(node, ArrayCoerceExpr))
{
ArrayCoerceExpr *expr = (ArrayCoerceExpr *) node;
result = find_nonnullable_rels_walker((Node *) expr->arg, top_level);
}
else if (IsA(node, ConvertRowtypeExpr))
{
ConvertRowtypeExpr *expr = (ConvertRowtypeExpr *) node;
result = find_nonnullable_rels_walker((Node *) expr->arg, top_level);
}
else if (IsA(node, CollateExpr))
{
CollateExpr *expr = (CollateExpr *) node;
result = find_nonnullable_rels_walker((Node *) expr->arg, top_level);
}
else if (IsA(node, NullTest))
{
NullTest *expr = (NullTest *) node;
if (top_level && expr->nulltesttype == IS_NOT_NULL && !expr->argisrow)
result = find_nonnullable_rels_walker((Node *) expr->arg, false);
}
else if (IsA(node, BooleanTest))
{
BooleanTest *expr = (BooleanTest *) node;
if (top_level &&
(expr->booltesttype == IS_TRUE ||
expr->booltesttype == IS_FALSE ||
expr->booltesttype == IS_NOT_UNKNOWN))
result = find_nonnullable_rels_walker((Node *) expr->arg, false);
}
else if (IsA(node, PlaceHolderVar))
{
PlaceHolderVar *phv = (PlaceHolderVar *) node;
result = find_nonnullable_rels_walker((Node *) phv->phexpr, top_level);
}
return result;
}三、跟踪分析
外连接->内连接
测试脚本:
select *
from t_null1 a left join t_null2 b on a.c1 = b.c1
where b.c1 = 1;gdb跟踪:
(gdb) b reduce_outer_joins
Breakpoint 1 at 0x77faf5: file prepjointree.c, line 2484.
(gdb) c
Continuing.
Breakpoint 1, reduce_outer_joins (root=0x2eafa98) at prepjointree.c:2484
2484 state = reduce_outer_joins_pass1((Node *) root->parse->jointree);
(gdb) b reduce_outer_joins
Breakpoint 1 at 0x77faf5: file prepjointree.c, line 2484.
...
#进入reduce_outer_joins_pass1
(gdb) step
reduce_outer_joins_pass1 (jtnode=0x2ea4af8) at prepjointree.c:2504
...
(gdb) p *f
$2 = {type = T_FromExpr, fromlist = 0x2ea4668, quals = 0x2edcae8}
#进入FromExpr分支
(gdb) n
2527 sub_state = reduce_outer_joins_pass1(lfirst(l));
##递归调用
(gdb) step
reduce_outer_joins_pass1 (jtnode=0x2dd40f0) at prepjointree.c:2504
2504 result = (reduce_outer_joins_state *)
##进入JoinExpr分支
2534 else if (IsA(jtnode, JoinExpr))
(gdb)
2536 JoinExpr *j = (JoinExpr *) jtnode;
(gdb) p *j
$3 = {type = T_JoinExpr, jointype = JOIN_LEFT, isNatural = false, larg = 0x2dd49e0, rarg = 0x2dd4c68, usingClause = 0x0,
quals = 0x2edc828, alias = 0x0, rtindex = 3}
###递归调用
2543 sub_state = reduce_outer_joins_pass1(j->larg);
(gdb) step
reduce_outer_joins_pass1 (jtnode=0x2dd49e0) at prepjointree.c:2504
2504 result = (reduce_outer_joins_state *)
###进入RangeTblRef分支
2512 if (IsA(jtnode, RangeTblRef))
(gdb)
2514 int varno = ((RangeTblRef *) jtnode)->rtindex;
...
###JoinExpr处理完毕
2549 sub_state = reduce_outer_joins_pass1(j->rarg);
(gdb)
2551 sub_state->relids);
(gdb)
2550 result->relids = bms_add_members(result->relids,
(gdb)
2552 result->contains_outer |= sub_state->contains_outer;
(gdb)
2553 result->sub_states = lappend(result->sub_states, sub_state);
(gdb)
2558 return result;
(gdb) p *result
$12 = {relids = 0x2ea61e8, contains_outer = true, sub_states = 0x2edcbc8}
(gdb) p *result->relids
$13 = {nwords = 1, words = 0x2ea61ec}
(gdb) p *result->sub_states
$14 = {type = T_List, length = 2, head = 0x2edcba8, tail = 0x2edcc40}
(gdb) n
2559 }
(gdb)
##回到FromExpr
...
2523 foreach(l, f->fromlist)
(gdb) p *result
$18 = {relids = 0x2edcc60, contains_outer = true, sub_states = 0x2edcc98}
#回到reduce_outer_joins
reduce_outer_joins (root=0x2eafa98) at prepjointree.c:2487
2487 if (state == NULL || !state->contains_outer)
(gdb) p *state
$21 = {relids = 0x2edcc60, contains_outer = true, sub_states = 0x2edcc98}
(gdb) p *state->relids[0]->words
$30 = 6 -->Relids,1 & 2,即1<<1 | 1 << 2
#进入reduce_outer_joins_pass2
(gdb) step
reduce_outer_joins_pass2 (jtnode=0x2ea4af8, state=0x2edcb18, root=0x2eafa98, nonnullable_rels=0x0, nonnullable_vars=0x0,
forced_null_vars=0x0) at prepjointree.c:2583
2583 if (jtnode == NULL)
...
#进入FromExpr分支
2587 else if (IsA(jtnode, FromExpr))
(gdb)
2589 FromExpr *f = (FromExpr *) jtnode;
...
#寻找FromExpr中存在过滤条件为NOT NULL的Relids
(gdb) n
2597 pass_nonnullable_rels = find_nonnullable_rels(f->quals);
(gdb)
2598 pass_nonnullable_rels = bms_add_members(pass_nonnullable_rels,
(gdb) p pass_nonnullable_rels->words[0]
$34 = 4 -- rtindex = 2的Relid
#寻找NOT NULL's Vars
2601 pass_nonnullable_vars = find_nonnullable_vars(f->quals);
(gdb)
2602 pass_nonnullable_vars = list_concat(pass_nonnullable_vars,
(gdb)
2604 pass_forced_null_vars = find_forced_null_vars(f->quals);
(gdb) p *pass_nonnullable_vars
$35 = {type = T_List, length = 1, head = 0x2edcce0, tail = 0x2edcce0}
(gdb) p *(Node *)pass_nonnullable_vars->head->data.ptr_value
$36 = {type = T_Var}
(gdb) p *(Var *)pass_nonnullable_vars->head->data.ptr_value
$37 = {xpr = {type = T_Var}, varno = 2, varattno = 1, vartype = 23, vartypmod = -1, varcollid = 0, varlevelsup = 0,
varnoold = 2, varoattno = 1, location = 65} -- rtindex=2的RTE,属性编号为1的字段
##递归调用reduce_outer_joins_pass2
(gdb)
2614 reduce_outer_joins_pass2(lfirst(l), sub_state, root,
(gdb) step
reduce_outer_joins_pass2 (jtnode=0x2dd40f0, state=0x2edcb48, root=0x2eafa98, nonnullable_rels=0x2edccc8,
nonnullable_vars=0x2edcd00, forced_null_vars=0x0) at prepjointree.c:2583
2583 if (jtnode == NULL)
##进入JoinExpr分支
2622 else if (IsA(jtnode, JoinExpr))
(gdb)
2624 JoinExpr *j = (JoinExpr *) jtnode;
...
(gdb) p *right_state->relids[0]->words
$44 = 4 -->2号RTE
(gdb) p *left_state->relids[0]->words
$45 = 2 -->1号RTE
(gdb) p rtindex
$46 = 3 -->Jointree整体作为3号RTE存在
...
2633 switch (jointype)
(gdb)
2638 if (bms_overlap(nonnullable_rels, right_state->relids))
(gdb) p *nonnullable_rels->words
$49 = 4 -->2号RTE
(gdb) p right_state->relids->words[0]
$50 = 4 -->2号RTE
##转换为内连接
(gdb) n
2639 jointype = JOIN_INNER;
...
##修改RTE的连接类型
(gdb)
2724 if (rtindex && jointype != j->jointype)
(gdb)
2726 RangeTblEntry *rte = rt_fetch(rtindex, root->parse->rtable);
(gdb)
2730 rte->jointype = jointype;
(gdb) p *rte
$54 = {type = T_RangeTblEntry, rtekind = RTE_JOIN, relid = 0, relkind = 0 '\000', tablesample = 0x0, subquery = 0x0,
security_barrier = false, jointype = JOIN_LEFT, joinaliasvars = 0x0, functions = 0x0, funcordinality = false,
tablefunc = 0x0, values_lists = 0x0, ctename = 0x0, ctelevelsup = 0, self_reference = false, coltypes = 0x0,
coltypmods = 0x0, colcollations = 0x0, enrname = 0x0, enrtuples = 0, alias = 0x0, eref = 0x2ea4498, lateral = false,
inh = false, inFromCl = true, requiredPerms = 2, checkAsUser = 0, selectedCols = 0x0, insertedCols = 0x0,
updatedCols = 0x0, securityQuals = 0x0}
(gdb) n
2732 j->jointype = jointype;
...
#回到上层的reduce_outer_joins_pass2
(gdb)
reduce_outer_joins_pass2 (jtnode=0x2ea4af8, state=0x2edcb18, root=0x2eafa98, nonnullable_rels=0x0, nonnullable_vars=0x0,
forced_null_vars=0x0) at prepjointree.c:2609
2609 forboth(l, f->fromlist, s, state->sub_states)
#回到主函数reduce_outer_joins
2844 }
(gdb)
reduce_outer_joins (root=0x2eafa98) at prepjointree.c:2492
2492 }
(gdb)
#DONE!外连接->反连接
测试脚本:
select *
from t_null1 a left join t_null2 b on a.c1 = b.c1
where b.c1 is null;gdb跟踪,与转换为内连接不同的地方在于reduce_outer_joins_pass2函数中find_forced_null_vars在这里是可以找到相应的Vars的:
(gdb) b prepjointree.c:2702
Breakpoint 3 at 0x78023c: file prepjointree.c, line 2702.
(gdb) c
Continuing.
Breakpoint 3, reduce_outer_joins_pass2 (jtnode=0x2dd40f0, state=0x2edc9b8, root=0x2eafa98, nonnullable_rels=0x0,
nonnullable_vars=0x0, forced_null_vars=0x2edcb70) at prepjointree.c:2703
2703 if (jointype == JOIN_LEFT)
#尝试转换为内连接,但不成功,仍为左连接
2707 local_nonnullable_vars = find_nonnullable_vars(j->quals);
(gdb)
2708 computed_local_nonnullable_vars = true;
(gdb) p *local_nonnullable_vars
$56 = {type = T_List, length = 2, head = 0x2edcba0, tail = 0x2edcbf0}
(gdb) p *(Var *)local_nonnullable_vars->head->data.ptr_value
$57 = {xpr = {type = T_Var}, varno = 1, varattno = 1, vartype = 23, vartypmod = -1, varcollid = 0, varlevelsup = 0,
varnoold = 1, varoattno = 1, location = 47}
(gdb) p *(Var *)local_nonnullable_vars->head->next->data.ptr_value
$58 = {xpr = {type = T_Var}, varno = 2, varattno = 1, vartype = 23, vartypmod = -1, varcollid = 0, varlevelsup = 0,
varnoold = 2, varoattno = 1, location = 54}
(gdb) p *(Var *)forced_null_vars->head->data.ptr_value
$61 = {xpr = {type = T_Var}, varno = 2, varattno = 1, vartype = 23, vartypmod = -1, varcollid = 0, varlevelsup = 0,
varnoold = 2, varoattno = 1, location = 65}
(gdb) p *(Var *)overlap->head->data.ptr_value
$63 = {xpr = {type = T_Var}, varno = 2, varattno = 1, vartype = 23, vartypmod = -1, varcollid = 0, varlevelsup = 0,
varnoold = 2, varoattno = 1, location = 54}
...
#转换为反连接
2717 if (overlap != NIL &&
(gdb)
2720 jointype = JOIN_ANTI;
(gdb) c
Continuing.“PostgreSQL查询优化中对消除外连接的处理过程是什么”的内容就介绍到这里了，感谢大家的阅读。如果想了解更多行业相关的知识可以关注亿速云网站，小编将为大家输出更多高质量的实用文章！
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