PostgreSQL简单加入非常慢

Mic*_*elM 11 postgresql performance join

我有一个简单的查询和两个表:

drilldown

CREATE SEQUENCE drilldown_id_seq;

CREATE TABLE drilldown (
    transactionid bigint NOT NULL DEFAULT nextval('drilldown_id_seq'),
    userid bigint NOT NULL default 0 REFERENCES users(id),
    pathid bigint NOT NULL default 0,
    reqms bigint NOT NULL default 0,
    quems bigint NOT NULL default 0,
    clicktime timestamp default current_timestamp,
    PRIMARY KEY(transactionid)
);

ALTER SEQUENCE drilldown_id_seq OWNED BY drilldown.transactionid;

CREATE INDEX drilldown_idx1 ON drilldown (clicktime);
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querystats

CREATE SEQUENCE querystats_id_seq;

CREATE TABLE querystats (
    id bigint NOT NULL DEFAULT nextval('querystats_id_seq'),
    transactionid bigint NOT NULL default 0 REFERENCES drilldown(transactionid),
    querynameid bigint NOT NULL default 0 REFERENCES queryname(id),
    queryms bigint NOT NULL default 0,
    PRIMARY KEY(id)
);

ALTER SEQUENCE querystats_id_seq OWNED BY querystats.id;

CREATE INDEX querystats_idx1 ON querystats (transactionid);
CREATE INDEX querystats_idx2 ON querystats (querynameid);
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drilldown拥有150万条记录,querystats拥有1000万条记录; 当我在两者之间加入时,问题就发生了.

QUERY

explain analyse
select avg(qs.queryms)
  from querystats qs
  join drilldown d on (qs.transactionid=d.transactionid)
  where querynameid=1;
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查询计划

Aggregate  (cost=528596.96..528596.97 rows=1 width=8) (actual time=5213.154..5213.154 rows=1 loops=1)
   ->  Hash Join  (cost=274072.53..518367.59 rows=4091746 width=8) (actual time=844.087..3528.788 rows=4117717 loops=1)
         Hash Cond: (qs.transactionid = d.transactionid)
         ->  Bitmap Heap Scan on querystats qs  (cost=88732.62..210990.44 rows=4091746 width=16) (actual time=309.502..1321.029 rows=4117717 loops=1)
               Recheck Cond: (querynameid = 1)
               ->  Bitmap Index Scan on querystats_idx2  (cost=0.00..87709.68 rows=4091746 width=0) (actual time=307.916..307.916 rows=4117718 loops=1)
                     Index Cond: (querynameid = 1)
         ->  Hash  (cost=162842.29..162842.29 rows=1371250 width=8) (actual time=534.065..534.065 rows=1372574 loops=1)
               Buckets: 4096  Batches: 64  Memory Usage: 850kB
               ->  Index Scan using drilldown_pkey on drilldown d  (cost=0.00..162842.29 rows=1371250 width=8) (actual time=0.015..364.657 rows=1372574 loops=1)
 Total runtime: 5213.205 ms
(11 rows)

我知道我可以为PostgreSQL调整一些调整参数,但我想知道的是查询我正在做最优化的方法来加入两个表吗?

或者也许某种INNER JOIN?我只是不确定.

任何指针都表示赞赏!

编辑

database#\d drilldown
                                       Table "public.drilldown"
    Column     |            Type             |                       Modifiers                        
---------------+-----------------------------+--------------------------------------------------------
 transactionid | bigint                      | not null default nextval('drilldown_id_seq'::regclass)
 userid        | bigint                      | not null default 0
 pathid        | bigint                      | not null default 0
 reqms         | bigint                      | not null default 0
 quems         | bigint                      | not null default 0
 clicktime     | timestamp without time zone | default now()
Indexes:
    "drilldown_pkey" PRIMARY KEY, btree (transactionid)
    "drilldown_idx1" btree (clicktime)
Foreign-key constraints:
    "drilldown_userid_fkey" FOREIGN KEY (userid) REFERENCES users(id)
Referenced by:
    TABLE "querystats" CONSTRAINT "querystats_transactionid_fkey" FOREIGN KEY (transactionid) REFERENCES drilldown(transactionid)

database=# \d querystats
                            Table "public.querystats"
    Column     |  Type  |                        Modifiers                        
---------------+--------+---------------------------------------------------------
 id            | bigint | not null default nextval('querystats_id_seq'::regclass)
 transactionid | bigint | not null default 0
 querynameid   | bigint | not null default 0
 queryms       | bigint | not null default 0
Indexes:
    "querystats_pkey" PRIMARY KEY, btree (id)
    "querystats_idx1" btree (transactionid)
    "querystats_idx2" btree (querynameid)
Foreign-key constraints:
    "querystats_querynameid_fkey" FOREIGN KEY (querynameid) REFERENCES queryname(id)
    "querystats_transactionid_fkey" FOREIGN KEY (transactionid) REFERENCES drilldown(transactionid)
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所以这是请求的两个表和版本

PostgreSQL 9.1.7 on x86_64-unknown-linux-gnu, compiled by gcc (Ubuntu/Linaro 4.6.3-1ubuntu5) 4.6.3, 64-bit
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所以这个查询正在做的是获取每个查询类型的查询的所有行值的平均值(querynameid)

            name            |         current_setting          |        source        
----------------------------+----------------------------------+----------------------
 application_name           | psql                             | client
 client_encoding            | UTF8                             | client
 DateStyle                  | ISO, MDY                         | configuration file
 default_text_search_config | pg_catalog.english               | configuration file
 enable_seqscan             | off                              | session
 external_pid_file          | /var/run/postgresql/9.1-main.pid | configuration file
 lc_messages                | en_US.UTF-8                      | configuration file
 lc_monetary                | en_US.UTF-8                      | configuration file
 lc_numeric                 | en_US.UTF-8                      | configuration file
 lc_time                    | en_US.UTF-8                      | configuration file
 log_line_prefix            | %t                               | configuration file
 log_timezone               | localtime                        | environment variable
 max_connections            | 100                              | configuration file
 max_stack_depth            | 2MB                              | environment variable
 port                       | 5432                             | configuration file
 shared_buffers             | 24MB                             | configuration file
 ssl                        | on                               | configuration file
 TimeZone                   | localtime                        | environment variable
 unix_socket_directory      | /var/run/postgresql              | configuration file
(19 rows)
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我看到enable_seqscan = off,我没有触及任何设置,这是一个完全默认的安装.

UPDATE

我从以下评论中做了一些更改,结果如下.

explain analyse SELECT (SELECT avg(queryms) AS total FROM querystats WHERE querynameid=3) as total FROM querystats qs JOIN drilldown d ON (qs.transactionid=d.transactionid) WHERE qs.querynameid=3 limit 1;
                                                                       QUERY PLAN                                                                        
---------------------------------------------------------------------------------------------------------------------------------------------------------
 Limit  (cost=196775.99..196776.37 rows=1 width=0) (actual time=2320.876..2320.876 rows=1 loops=1)
   InitPlan 1 (returns $0)
     ->  Aggregate  (cost=196775.94..196775.99 rows=1 width=8) (actual time=2320.815..2320.815 rows=1 loops=1)
           ->  Bitmap Heap Scan on querystats  (cost=24354.25..189291.69 rows=2993698 width=8) (actual time=226.516..1144.690 rows=2999798 loops=1)
                 Recheck Cond: (querynameid = 3)
                 ->  Bitmap Index Scan on querystats_idx  (cost=0.00..23605.83 rows=2993698 width=0) (actual time=225.119..225.119 rows=2999798 loops=1)
                       Index Cond: (querynameid = 3)
   ->  Nested Loop  (cost=0.00..1127817.12 rows=2993698 width=0) (actual time=2320.876..2320.876 rows=1 loops=1)
         ->  Seq Scan on drilldown d  (cost=0.00..76745.10 rows=1498798 width=8) (actual time=0.009..0.009 rows=1 loops=1)
         ->  Index Scan using querystats_idx on querystats qs  (cost=0.00..0.60 rows=2 width=8) (actual time=0.045..0.045 rows=1 loops=1)
               Index Cond: ((querynameid = 3) AND (transactionid = d.transactionid))
 Total runtime: 2320.940 ms
(12 rows)
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kgr*_*ttn 7

它的行为就好像你已设置enable_seqscan = off,因为它使用索引扫描来填充哈希表.除非作为诊断步骤,否则切勿关闭任何计划器选项,如果您正在显示计划,请显示所使用的任何选项.这可以运行以显示许多有用的信息:

SELECT version();
SELECT name, current_setting(name), source
  FROM pg_settings
  WHERE source NOT IN ('default', 'override');
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如果您告诉我们运行时环境,特别是计算机上的RAM数量,存储系统的外观以及数据库的大小(甚至更好,数据库中经常引用的数据的活动数据集),它也会有所帮助. ).

作为一个粗略的细分,5.2秒分解为:

  1. 1.3秒,找到querystats符合您选择标准的4,117,717 行.
  2. 2.3秒随机匹配那些drilldown记录.
  3. 1.6秒通过4,117,717行并计算平均值.

因此,即使你似乎已经削弱了它使用最快计划的能力,它只需要1.26微秒(百万分之一秒)来定位每一行,将它连接到另一行,并将其用于计算平均值.这绝对不是太糟糕,但你几乎可以肯定得到一个稍微快一点的计划.

首先,如果您使用的是9.2.x,其中x小于3,请立即升级到9.2.3.某些类型的计划存在性能回归,这些计划在最近的版本中得到修复,可能会影响此查询.通常,尽量保持最新版本(版本号更改超过第二个点).

您可以通过在该连接上设置计划因子并运行查询(或EXPLAIN在其上)来在单个会话中测试不同的计划.尝试这样的事情:

SET seq_page_cost = 0.1;
SET random_page_cost = 0.1;
SET cpu_tuple_cost = 0.05;
SET effective_cache_size = '3GB'; -- actually use shared_buffers plus OS cache
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确保所有enable_设置都是on.


Mik*_*ll' 1

在这个查询中

select avg(qs.queryms) 
from querystats qs 
join drilldown d 
  on (qs.transactionid=d.transactionid) 
where querynameid=1;
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您没有使用“向下钻取”表中的任何列。由于外键约束保证“querystats”中的每个“transactionid”在“drilldown”中都有一行,所以我认为连接不会做任何有用的事情。除非我错过了什么,否则你的查询相当于

select avg(qs.queryms) 
from querystats qs 
where querynameid=1;
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根本没有加入。只要“querynameid”上有索引,您就应该获得不错的性能。

  • @MichaelM:所以请给出完整的图片(在你的问题中)。过于简单化会掩盖你的实际问题。您提出的查询返回一行。 (3认同)