我正在调整一个web分析工具,以便使用Vertica
作为数据库。我遇到了真正的问题,optimizing joins
。我尝试为我的一些查询创建预联接投影,虽然它确实使查询速度很快,但它减慢了将数据加载到事实表中的速度。
我们使用一个简单的INSERT INTO ... SELECT * FROM
将数据从一个临时表加载到事实表中,从大约5秒到20+分钟。
因此,我放弃了所有的预联接投影,并尝试使用数据库设计器来设计查询特定的投影,但这还不够。即使使用这些投影,简单的连接也需要大约14秒,使用预连接投影需要大约1秒。
我的问题是: pre-join投影是否正常,数据插入速度如此之慢?如果不是,罪魁祸首是什么?如果这是正常的,那么这对我们来说是一个阻碍,有没有其他我们可以用来加快连接速度的技术?
我们在一个5节点集群上运行Vertica,每个节点有2个四核CPU和32 GB内存。我的示例查询中的表分别有188,843,085和25,712,878行。
EXPLAIN输出如下:
EXPLAIN SELECT referer_via_.url as referralPageUrl, COUNT(DISTINCT sessio
n.id) as visits FROM owa_session as session JOIN owa_referer AS referer_vi
a_ ON session.referer_id = referer_via_.id WHERE session.yyyymmdd BETWEEN
'20121123' AND '20121123' AND session.site_id = '49' GROUP BY referer_via_
.url ORDER BY visits DESC LIMIT 250;
Access Path:
+-SELECT LIMIT 250 [Cost: 1M, Rows: 250 (STALE STATISTICS)] (PATH ID: 0)
| Output Only: 250 tuples
| Execute on: Query Initiator
| +---> SORT [Cost: 1M, Rows: 1 (STALE STATISTICS)] (PATH ID: 1)
| | Order: count(DISTINCT "session".id) DESC
| | Output Only: 250 tuples
| | Execute on: All Nodes
| | +---> GROUPBY PIPELINED (RESEGMENT GROUPS) [Cost: 1M, Rows: 1 (STALE
STATISTICS)] (PATH ID: 2)
| | | Aggregates: count(DISTINCT "session".id)
| | | Group By: referer_via_.url
| | | Execute on: All Nodes
| | | +---> GROUPBY HASH (SORT OUTPUT) (RESEGMENT GROUPS) [Cost: 1M, Rows
: 1 (STALE STATISTICS)] (PATH ID: 3)
| | | | Group By: referer_via_.url, "session".id
| | | | Execute on: All Nodes
| | | | +---> JOIN HASH [Cost: 1M, Rows: 1 (STALE STATISTICS)] (PATH ID:
4) Outer (RESEGMENT)
| | | | | Join Cond: ("session".referer_id = referer_via_.id)
| | | | | Execute on: All Nodes
| | | | | +-- Outer -> STORAGE ACCESS for session [Cost: 463, Rows: 1 (ST
ALE STATISTICS)] (PUSHED GROUPING) (PATH ID: 5)
| | | | | | Projection: public.owa_session_projection
| | | | | | Materialize: "session".id, "session".referer_id
| | | | | | Filter: ("session".site_id = '49')
| | | | | | Filter: (("session".yyyymmdd >= 20121123) AND ("session"
.yyyymmdd <= 20121123))
| | | | | | Execute on: All Nodes
| | | | | +-- Inner -> STORAGE ACCESS for referer_via_ [Cost: 293K, Rows:
26M] (PATH ID: 6)
| | | | | | Projection: public.owa_referer_DBD_1_seg_Potency_2012112
2_Potency_20121122
| | | | | | Materialize: referer_via_.id, referer_via_.url
| | | | | | Execute on: All Nodes
https://stackoverflow.com/questions/13531279
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