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导出优化

导出优化

作者: ghostdemon | 来源:发表于2018-02-12 17:50 被阅读0次

    前提:数据量会很大,不能一批查询所有数据并导出,必须分批。
    问题 : 该如何高效准确地分批?

    开始测试, 假设每批导出X个数据。

    方案一(也是目前使用的方案)

    1 查询最小id maxId
    select id from test_x where area_cd in ('上海') and zdezwerks_dep_v in ('L047') and erdat between '20171001' and '20171030' ORDER BY id LIMIT 1;

    2 查询最大id minId

    select id from test_x where area_cd in ('上海') and zdezwerks_dep_v in ('L047') and erdat between '20171001' and '20171030' ORDER BY id DESC LIMIT 1;

    3 循环查询
    for ( id1 minId to maxId by X )
    select id from test_x where area_cd in ('上海') and zdezwerks_dep_v in ('L047') and erdat between '20171001' and '20171030' and id BETWEEN id1 AND id1+X;
    end

    缺陷:
    1 查询minId 和 maxId 耗时
    2 每批不能保证X个数据,且第4步会重复很多次,效率不稳定。
    例如
    id稀疏, minId= 10, maxId = 1000W, 符合where条件的数据只有1W条, 循环 (1000W-10)/ X 次。
    id不稀疏, minId= 10, maxId = 2W, 符合where条件的数据有1W条,循环 (2W-10)/ X 次。

    方案二

    1 分页查询limit X,并记录本次最大id- id1
    select * from test_x where area_cd in ('上海') and zdezwerks_dep_v in ('L047') and erdat between '20171001' and '20171030' ORDER BY id LIMIT X;

    2 如果上一步数据量>X, 继续分页查询limit X
    select * from test_x where area_cd in ('上海') and zdezwerks_dep_v in ('L047') and erdat between '20171001' and '20171030' and id > id1 ORDER BY id LIMIT X;

    3 重复步骤2,直到本次数据量小于X 结束

    比较两种方案的耗时:
    X = 20000
    where area_cd in ('上海') and zdezwerks_dep_v in ('L047') and erdat between '20171001' and '20171030'
    符合条件的数量=33430

    方案一
    step1
    step2
    step3
    0.001s
    1.087s
    ??
    select id from test_a where area_cd in ('上海') and zdezwerks_dep_v in ('L047') and erdat between '20171001' and '20171030' ORDER BY id LIMIT 1;
    35871
    select id from test_a where area_cd in ('上海') and zdezwerks_dep_v in ('L047') and erdat between '20171001' and '20171030' ORDER BY id DESC LIMIT 1;
    357017
    select id from test_a where area_cd in ('上海') and zdezwerks_dep_v in ('L047') and erdat between '20171001' and '20171030' and id BETWEEN 35871 and 55871;
    .... 后面要循环10多次。

    方案二
    子方案
    step1
    step2
    step3
    2.1
    0.910s
    3.090s

    2.2
    0.803s
    1.660s

    2.1
    select * from test_a where area_cd in ('上海') and zdezwerks_dep_v in ('L047') and erdat between '20171001' and '20171030' order by id limit 20000;
    maxId = 238264

    select * from test_a where area_cd in ('上海') and zdezwerks_dep_v in ('L047') and erdat between '20171001' and '20171030' and id>238264 order by id limit 20000;
    数据量 < 2W, 结束

    2.2
    select * from test_a
    inner join (select id from test_a where area_cd in ('上海') and zdezwerks_dep_v in ('L047') and erdat between '20171001' and '20171030' order by id limit 20000) as tmp USING (id);

    select * from test_a
    inner join (select id from test_a where area_cd in ('上海') and zdezwerks_dep_v in ('L047') and erdat between '20171001' and '20171030' order by id limit 20000,20000) as tmp USING (id);
    结束

    结论:
    用方案2.2

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