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问题:

相同的执行路径、数据和示意图;不同查询时间

厉坚
2023-03-14

继续原问题:为了测试这一点,我制作了一个表的近似副本。尽管执行路径相同、数据相同、表示意图非常相似,但对复制表的性能(查询时间)明显比源表差。

在本例中,我们有以下3个表:

>

  • 提供_clicks

    | offers | CREATE TABLE `offers` (
      `id` int(10) unsigned NOT NULL AUTO_INCREMENT,
      `status` tinyint(4) NOT NULL DEFAULT '0',
      `user_id` int(11) NOT NULL DEFAULT '0',
    .....many_other_fields.....
      KEY `ix_public_view_key` (`public_view_key`),
      FULLTEXT KEY `name` (`name`,`internal_name`)
    ) ENGINE=InnoDB AUTO_INCREMENT=18425582 DEFAULT CHARSET=utf8 COLLATE=utf8_unicode_ci |
    
    | offers_new | CREATE TABLE `offers_new` (
      `id` int(10) unsigned NOT NULL AUTO_INCREMENT,
      `status` tinyint(4) NOT NULL DEFAULT '0',
      PRIMARY KEY (`id`)
    ) ENGINE=InnoDB AUTO_INCREMENT=18423831 DEFAULT CHARSET=utf8 COLLATE=utf8_unicode_ci |
    

    插入offers_new(id,status)选择id,status FROM offers;

    在这之后,我们开始运行一些测试查询。正如您所看到的,对“offers_new”表的查询时间大约是“offers”表的10倍。

    mysql> SELECT COUNT(*) FROM offers_clicks, offers_new WHERE offers_new.id = offers_clicks.offer_id AND offers_clicks.date > '2019-05-30 00:00:00' and offers_clicks.date < '2019-05-30 01:00:00';
    +----------+
    | COUNT(*) |
    +----------+
    |    15472 |
    +----------+
    1 row in set (26.04 sec)
    
    mysql> SELECT COUNT(*) FROM offers_clicks, offers WHERE offers.id  = offers_clicks.offer_id AND offers_clicks.date > '2019-05-30 00:00:00' and offers_clicks.date < '2019-05-30 01:00:00';
    +----------+
    | COUNT(*) |
    +----------+
    |    15472 |
    +----------+
    1 row in set (2.90 sec)
    
    mysql> SELECT COUNT(*) FROM offers_clicks, offers_new WHERE offers_new.id = offers_clicks.offer_id AND offers_clicks.date > '2019-05-30 00:00:00' and offers_clicks.date < '2019-05-30 01:00:00';
    +----------+
    | COUNT(*) |
    +----------+
    |    15472 |
    +----------+
    1 row in set (28.07 sec)
    
    mysql> SELECT COUNT(*) FROM offers_clicks, offers WHERE offers.id  = offers_clicks.offer_id AND offers_clicks.date > '2019-05-30 00:00:00' and offers_clicks.date < '2019-05-30 01:00:00';
    +----------+
    | COUNT(*) |
    +----------+
    |    15472 |
    +----------+
    1 row in set (2.26 sec)
    

    请注意,这两个查询的执行路径完全相同:

    mysql> explain SELECT COUNT(*) FROM offers_clicks, offers_new WHERE offers_new.id = offers_clicks.offer_id AND offers_clicks.date > '2019-05-30 00:00:00' and offers_clicks.date < '2019-05-30 01:00:00';
    +----+-------------+---------------+-----------------------------------------------------------------------+--------+--------------------+---------+---------+--------------------------------------------+-------+----------+-----------------------+
    | id | select_type | table         | partitions                                                            | type   | possible_keys      | key     | key_len | ref                                        | rows  | filtered | Extra                 |
    +----+
    |  1 | SIMPLE      | offers_clicks | p0,p1,p2,p3,p4,p5,p6,p7,p8,p9,p10,p11,p12,p13,p14,p15,p16,p17,p18,p19 | range  | pts_id,date,date_2 | date    | 5       | NULL                                       | 15472 |   100.00 | Using index condition |
    |  1 | SIMPLE      | offers_new    | NULL                                                                  | eq_ref | PRIMARY            | PRIMARY | 4       | dejong_pointstoshop.offers_clicks.offer_id |     1 |   100.00 | Using index           |
    +----+
    2 rows in set, 1 warning (0.00 sec)
    
    mysql> explain SELECT COUNT(*) FROM offers_clicks, offers WHERE offers.id = offers_clicks.offer_id AND offers_clicks.date > '2019-05-30 00:00:00' and offers_clicks.date < '2019-05-30 01:00:00';
    +----+-------------+---------------+-----------------------------------------------------------------------+--------+--------------------+---------+---------+--------------------------------------------+-------+----------+-----------------------+
    | id | select_type | table         | partitions                                                            | type   | possible_keys      | key     | key_len | ref                                        | rows  | filtered | Extra                 |
    +----+-------------+---------------+-----------------------------------------------------------------------+--------+--------------------+---------+---------+--------------------------------------------+-------+----------+-----------------------+
    |  1 | SIMPLE      | offers_clicks | p0,p1,p2,p3,p4,p5,p6,p7,p8,p9,p10,p11,p12,p13,p14,p15,p16,p17,p18,p19 | range  | pts_id,date,date_2 | date    | 5       | NULL                                       | 15472 |   100.00 | Using index condition |
    |  1 | SIMPLE      | offers        | NULL                                                                  | eq_ref | PRIMARY            | PRIMARY | 4       | dejong_pointstoshop.offers_clicks.offer_id |     1 |   100.00 | Using index           |
    +----+-------------+---------------+-----------------------------------------------------------------------+--------+--------------------+---------+---------+--------------------------------------------+-------+----------+-----------------------+
    2 rows in set, 1 warning (0.00 sec)
    
      null
      null
    mysql> SELECT COUNT(*) FROM offers_new;
    +----------+
    | COUNT(*) |
    +----------+
    |  5093127 |
    +----------+
    1 row in set (0.13 sec)
    
    mysql> SELECT COUNT(*) FROM offers;
    +----------+
    | COUNT(*) |
    +----------+
    |  5107742 |
    +----------+
    1 row in set (2.54 sec)
    

    计数非常接近。Offers是一个活动表,所以自从我昨天的测试以来,已经向表中添加了新的条目。不过,计数仍然接近。有趣的是,“offers_new”的计数(*)明显比“offers”快,因此与我们提出这个问题的查询结果相反!“offers_new”的计数约为0.1/0.2秒,“offers”表的计数为几秒(范围在2-6秒之间)。我每次运行大约10次,以确保它不仅仅是服务器负载,而且它一直都很慢。我假设这与“offers”表的列数要高得多有关。不管怎样,看到另一个查询的相反结果都很有趣...

    下面是分析:

    mysql> SHOW PROFILES;
    +----------+-------------+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
    | Query_ID | Duration    | Query                                                                                                                                                                                     |
    +---+
    |        1 | 26.03997750 | SELECT COUNT(*) FROM offers_clicks, offers_new WHERE offers_new.id = offers_clicks.offer_id AND offers_clicks.date > '2019-05-30 00:00:00' and offers_clicks.date < '2019-05-30 01:00:00' |
    |        2 |  2.89890600 | SELECT COUNT(*) FROM offers_clicks, offers WHERE offers.id = offers_clicks.offer_id AND offers_clicks.date > '2019-05-30 00:00:00' and offers_clicks.date < '2019-05-30 01:00:00'         |
    |        3 | 28.07228225 | SELECT COUNT(*) FROM offers_clicks, offers_new WHERE offers_new.id = offers_clicks.offer_id AND offers_clicks.date > '2019-05-30 00:00:00' and offers_clicks.date < '2019-05-30 01:00:00' |
    |        4 |  2.25160675 | SELECT COUNT(*) FROM offers_clicks, offers WHERE offers.id = offers_clicks.offer_id AND offers_clicks.date > '2019-05-30 00:00:00' and offers_clicks.date < '2019-05-30 01:00:00'         |
    +----------+-------------+-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
    4 rows in set, 1 warning (0.00 sec)
    
    mysql> SHOW PROFILE ALL FOR QUERY 1;
    +---+
    | Status                         | Duration  | CPU_user   | CPU_system | Context_voluntary | Context_involuntary | Block_ops_in | Block_ops_out | Messages_sent | Messages_received | Page_faults_major | Page_faults_minor | Swaps | Source_function         | Source_file          | Source_line |
    +---+
    | starting                       |  0.000364 |   0.016000 |   0.000000 |                 3 |                   3 |            0 |             0 |             0 |                 0 |                 0 |                 1 |     0 | NULL                    | NULL                 |        NULL |
    | Executing hook on transaction  |  0.000134 |   0.008000 |   0.000000 |                 6 |                   2 |            0 |             0 |             0 |                 0 |                 0 |                 0 |     0 | launch_hook_trans_begin | rpl_handler.cc       |        1100 |
    | starting                       |  0.000128 |   0.008000 |   0.000000 |                 2 |                   0 |            0 |             0 |             0 |                 0 |                 0 |                 0 |     0 | launch_hook_trans_begin | rpl_handler.cc       |        1102 |
    | checking permissions           |  0.000173 |   0.008000 |   0.000000 |                 3 |                   2 |            0 |             0 |             0 |                 0 |                 0 |                 0 |     0 | check_access            | sql_authorization.cc |        1899 |
    | checking permissions           |  0.000182 |   0.012000 |   0.000000 |                65 |                  33 |            0 |             0 |             0 |                 0 |                 0 |                 0 |     0 | check_access            | sql_authorization.cc |        1899 |
    | Opening tables                 |  0.003432 |   0.176000 |   0.012000 |               556 |                 224 |            0 |             0 |             0 |                 0 |                 0 |                20 |     0 | open_tables             | sql_base.cc          |        5586 |
    | init                           |  0.000235 |   0.012000 |   0.000000 |                25 |                  20 |            0 |             0 |             0 |                 0 |                 0 |                 0 |     0 | execute                 | sql_select.cc        |         555 |
    | System lock                    |  0.000151 |   0.008000 |   0.000000 |                62 |                  17 |            0 |             0 |             0 |                 0 |                 0 |                 0 |     0 | mysql_lock_tables       | lock.cc              |         332 |
    | optimizing                     |  0.000171 |   0.008000 |   0.000000 |                32 |                   9 |            0 |             0 |             0 |                 0 |                 0 |                 0 |     0 | optimize                | sql_optimizer.cc     |         212 |
    | statistics                     |  0.001255 |   0.068000 |   0.000000 |               230 |                 125 |            0 |            24 |             0 |                 0 |                 0 |                 0 |     0 | optimize                | sql_optimizer.cc     |         425 |
    | preparing                      |  0.000166 |   0.012000 |   0.000000 |                43 |                  19 |            0 |             0 |             0 |                 0 |                 0 |                10 |     0 | optimize                | sql_optimizer.cc     |         499 |
    | executing                      |  0.000134 |   0.004000 |   0.000000 |                27 |                  16 |            0 |             0 |             0 |                 0 |                 0 |                10 |     0 | exec                    | sql_executor.cc      |         197 |
    | Sending data                   | 26.032492 | 999.999999 |  67.940000 |           5361975 |             1420548 |       227416 |       1584568 |             0 |                 0 |                 0 |            299459 |     0 | exec                    | sql_executor.cc      |         273 |
    | end                            |  0.000325 |   0.012000 |   0.000000 |                 7 |                   0 |            0 |             0 |             0 |                 0 |                 0 |                 0 |     0 | execute                 | sql_select.cc        |         608 |
    | query end                      |  0.000115 |   0.004000 |   0.000000 |                11 |                   9 |            0 |             0 |             0 |                 0 |                 0 |                 0 |     0 | mysql_execute_command   | sql_parse.cc         |        4581 |
    | waiting for handler commit     |  0.000118 |   0.008000 |   0.000000 |                34 |                  13 |            0 |             0 |             0 |                 0 |                 0 |                 0 |     0 | ha_commit_trans         | handler.cc           |        1533 |
    | closing tables                 |  0.000118 |   0.004000 |   0.000000 |                23 |                   2 |            0 |             0 |             0 |                 0 |                 0 |                 0 |     0 | mysql_execute_command   | sql_parse.cc         |        4627 |
    | freeing items                  |  0.000163 |   0.008000 |   0.000000 |                 4 |                   1 |            0 |             0 |             0 |                 0 |                 0 |                 0 |     0 | mysql_parse             | sql_parse.cc         |        5256 |
    | cleaning up                    |  0.000125 |   0.008000 |   0.000000 |                 5 |                   1 |            0 |             0 |             0 |                 0 |                 0 |                 0 |     0 | dispatch_command        | sql_parse.cc         |        2108 |
    +---+
    19 rows in set, 1 warning (0.00 sec)
    
    mysql> SHOW PROFILE ALL FOR QUERY 2;
    +---+
    | Status                         | Duration | CPU_user   | CPU_system | Context_voluntary | Context_involuntary | Block_ops_in | Block_ops_out | Messages_sent | Messages_received | Page_faults_major | Page_faults_minor | Swaps | Source_function         | Source_file          | Source_line |
    +---+
    | starting                       | 0.000364 |   0.012000 |   0.000000 |                41 |                  24 |            0 |             0 |             0 |                 0 |                 0 |                 0 |     0 | NULL                    | NULL                 |        NULL |
    | Executing hook on transaction  | 0.000137 |   0.008000 |   0.000000 |                40 |                  12 |            0 |             0 |             0 |                 0 |                 0 |                 0 |     0 | launch_hook_trans_begin | rpl_handler.cc       |        1100 |
    | starting                       | 0.000135 |   0.004000 |   0.000000 |                21 |                   6 |            0 |            16 |             0 |                 0 |                 0 |                 2 |     0 | launch_hook_trans_begin | rpl_handler.cc       |        1102 |
    | checking permissions           | 0.000124 |   0.008000 |   0.000000 |                26 |                   7 |            0 |            16 |             0 |                 0 |                 0 |                 2 |     0 | check_access            | sql_authorization.cc |        1899 |
    | checking permissions           | 0.000139 |   0.008000 |   0.000000 |                19 |                   9 |           32 |            24 |             0 |                 0 |                 0 |                 4 |     0 | check_access            | sql_authorization.cc |        1899 |
    | Opening tables                 | 0.000152 |   0.004000 |   0.000000 |                30 |                  14 |            0 |             0 |             0 |                 0 |                 0 |                 0 |     0 | open_tables             | sql_base.cc          |        5586 |
    | init                           | 0.000125 |   0.004000 |   0.008000 |                25 |                  19 |            0 |             0 |             0 |                 0 |                 0 |                 1 |     0 | execute                 | sql_select.cc        |         555 |
    | System lock                    | 0.000237 |   0.004000 |   0.004000 |                26 |                  15 |            0 |             0 |             0 |                 0 |                 0 |                 0 |     0 | mysql_lock_tables       | lock.cc              |         332 |
    | optimizing                     | 0.000150 |   0.008000 |   0.000000 |                24 |                   7 |            0 |             0 |             0 |                 0 |                 0 |                 4 |     0 | optimize                | sql_optimizer.cc     |         212 |
    | statistics                     | 0.001082 |   0.048000 |   0.004000 |               192 |                  59 |            0 |             0 |             0 |                 0 |                 0 |                17 |     0 | optimize                | sql_optimizer.cc     |         425 |
    | preparing                      | 0.000162 |   0.008000 |   0.000000 |                19 |                  22 |            0 |             0 |             0 |                 0 |                 0 |                 0 |     0 | optimize                | sql_optimizer.cc     |         499 |
    | executing                      | 0.000136 |   0.008000 |   0.000000 |                33 |                  32 |            0 |             0 |             0 |                 0 |                 0 |                 0 |     0 | exec                    | sql_executor.cc      |         197 |
    | Sending data                   | 2.894895 | 120.524000 |   6.512000 |            551014 |              158606 |        43632 |        125120 |             0 |                 0 |                 0 |             34154 |     0 | exec                    | sql_executor.cc      |         273 |
    | end                            | 0.000359 |   0.012000 |   0.000000 |                28 |                  27 |            0 |             0 |             0 |                 0 |                 0 |                 0 |     0 | execute                 | sql_select.cc        |         608 |
    | query end                      | 0.000130 |   0.004000 |   0.004000 |                51 |                  33 |            0 |             0 |             0 |                 0 |                 0 |                 0 |     0 | mysql_execute_command   | sql_parse.cc         |        4581 |
    | waiting for handler commit     | 0.000135 |   0.004000 |   0.000000 |                58 |                   9 |            0 |             0 |             0 |                 0 |                 0 |                 0 |     0 | ha_commit_trans         | handler.cc           |        1533 |
    | closing tables                 | 0.000144 |   0.008000 |   0.000000 |                27 |                  15 |            0 |            16 |             0 |                 0 |                 0 |                 2 |     0 | mysql_execute_command   | sql_parse.cc         |        4627 |
    | freeing items                  | 0.000165 |   0.008000 |   0.000000 |                23 |                   4 |            0 |             8 |             0 |                 0 |                 0 |                 3 |     0 | mysql_parse             | sql_parse.cc         |        5256 |
    | cleaning up                    | 0.000137 |   0.008000 |   0.000000 |                 6 |                   3 |            0 |             0 |             0 |                 0 |                 0 |                 0 |     0 | dispatch_command        | sql_parse.cc         |        2108 |
    +---+
    19 rows in set, 1 warning (0.00 sec)
    
    mysql> show create table offers \G
    *************************** 1. row ***************************
           Table: offers
    Create Table: CREATE TABLE `offers` (
      `id` int(10) unsigned NOT NULL AUTO_INCREMENT,
      `status` tinyint(4) NOT NULL DEFAULT '0',
      `field_a` int(11) NOT NULL DEFAULT '0',
      `field_b` text COLLATE utf8_unicode_ci NOT NULL,
      `field_c` varchar(150) COLLATE utf8_unicode_ci NOT NULL,
      `field_d` text COLLATE utf8_unicode_ci NOT NULL,
      `field_e` text COLLATE utf8_unicode_ci NOT NULL,
      `field_f` text COLLATE utf8_unicode_ci,
      `field_g` varchar(64) CHARACTER SET utf8 DEFAULT NULL,
      `field_h` text COLLATE utf8_unicode_ci,
      `field_i` mediumint(9) NOT NULL DEFAULT '0',
      `field_j` varchar(100) COLLATE utf8_unicode_ci NOT NULL DEFAULT '0',
      `field_k` varchar(100) COLLATE utf8_unicode_ci DEFAULT NULL,
      `field_l` decimal(10,4) NOT NULL,
      `field_m` decimal(10,4) NOT NULL DEFAULT '0.0000',
      `field_n` decimal(10,4) NOT NULL DEFAULT '0.0000',
      `field_o` decimal(10,4) NOT NULL DEFAULT '0.0000',
      `field_p` decimal(5,2) NOT NULL DEFAULT '0.00',
      `field_q` text COLLATE utf8_unicode_ci NOT NULL,
      `field_r` text COLLATE utf8_unicode_ci NOT NULL,
      `field_s` int(11) NOT NULL,
      `field_t` mediumint(9) NOT NULL DEFAULT '0',
      `field_u` tinyint(4) NOT NULL DEFAULT '0',
      `field_v` tinyint(4) NOT NULL DEFAULT '0',
      `field_w` tinyint(4) NOT NULL DEFAULT '0',
      `field_x` tinyint(4) NOT NULL,
      `field_y` tinyint(4) DEFAULT NULL,
      `field_z` tinyint(4) NOT NULL DEFAULT '0',
      `field_aa` tinyint(1) NOT NULL DEFAULT '0',
      `field_ab` tinyint(1) NOT NULL,
      `field_ac` tinyint(4) NOT NULL,
      `field_ad` tinyint(1) NOT NULL DEFAULT '0',
      `field_ae` tinyint(1) NOT NULL,
      `field_af` int(10) unsigned DEFAULT '0',
      `field_ag` int(10) unsigned NOT NULL,
      `field_ah` int(10) unsigned NOT NULL,
      `field_ai` int(11) NOT NULL,
      `field_aj` tinyint(1) NOT NULL DEFAULT '0',
      `field_ak` decimal(6,3) DEFAULT '0.000',
      `field_al` tinyint(1) NOT NULL,
      `field_am` decimal(8,3) NOT NULL,
      `field_an` decimal(8,3) NOT NULL,
      `field_ao` decimal(5,2) NOT NULL,
      `field_ap` decimal(8,3) NOT NULL,
      `field_aq` tinyint(3) unsigned DEFAULT NULL,
      `field_ar` int(11) NOT NULL,
      `field_as` mediumint(9) NOT NULL DEFAULT '0',
      `field_at` mediumint(9) NOT NULL,
      `field_au` mediumint(9) NOT NULL,
      `field_av` mediumint(9) NOT NULL,
      `field_aw` mediumint(9) NOT NULL,
      `field_ax` mediumint(9) NOT NULL DEFAULT '8388607',
      `field_ay` datetime NOT NULL DEFAULT '0000-00-00 00:00:00',
      `field_az` tinyint(1) NOT NULL DEFAULT '0',
      `field_ba` smallint(5) unsigned DEFAULT NULL,
      `field_bb` tinyint(1) NOT NULL DEFAULT '0',
      `field_bc` tinyint(1) NOT NULL DEFAULT '0',
      `field_bd` tinyint(1) NOT NULL DEFAULT '1',
      `field_be` tinyint(1) NOT NULL,
      `field_bf` datetime NOT NULL DEFAULT '0000-00-00 00:00:00',
      `field_bg` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP,
      `field_bh` tinyint(1) NOT NULL DEFAULT '0',
      `field_bi` text COLLATE utf8_unicode_ci NOT NULL,
      `field_bj` tinyint(1) NOT NULL DEFAULT '0',
      `field_bk` date DEFAULT NULL,
      `field_bl` date DEFAULT NULL,
      `field_bm` varchar(20) COLLATE utf8_unicode_ci NOT NULL DEFAULT '',
      `field_bn` varchar(40) COLLATE utf8_unicode_ci NOT NULL DEFAULT '',
      `field_bo` tinyint(1) NOT NULL DEFAULT '0',
      `field_bp` varchar(255) COLLATE utf8_unicode_ci NOT NULL,
      `field_bq` smallint(5) unsigned DEFAULT NULL,
      `field_br` tinyint(3) unsigned NOT NULL DEFAULT '0',
      `field_bs` decimal(10,6) DEFAULT NULL,
      `field_bt` decimal(10,6) DEFAULT NULL,
      `field_bu` tinyint(1) NOT NULL DEFAULT '0',
      `field_bv` tinyint(1) NOT NULL DEFAULT '0',
      `field_bw` tinyint(1) NOT NULL DEFAULT '0',
      `field_bx` tinyint(1) NOT NULL DEFAULT '0',
      `field_by` tinyint(1) NOT NULL DEFAULT '0',
      `field_bz` datetime DEFAULT NULL,
      `field_ca` datetime DEFAULT NULL,
      `field_cb` datetime DEFAULT NULL,
      `field_cc` varchar(50) COLLATE utf8_unicode_ci DEFAULT NULL,
      `field_cd` datetime DEFAULT NULL,
      `field_ce` varchar(155) COLLATE utf8_unicode_ci NOT NULL DEFAULT '',
      `field_cf` int(11) DEFAULT NULL,
      `field_cg` decimal(10,4) NOT NULL DEFAULT '0.0000',
      `field_ch` tinyint(1) NOT NULL DEFAULT '0',
      `field_ci` decimal(5,4) NOT NULL DEFAULT '0.0000',
      `field_cj` mediumint(9) NOT NULL DEFAULT '0',
      `field_ck` datetime DEFAULT NULL,
      `field_cl` tinyint(1) NOT NULL DEFAULT '0',
      `field_cm` datetime DEFAULT NULL,
      `field_cn` smallint(5) unsigned NOT NULL DEFAULT '0',
      `field_co` smallint(5) unsigned NOT NULL DEFAULT '0',
      `field_cp` tinyint(1) NOT NULL DEFAULT '0',
      `field_cq` tinyint(1) NOT NULL DEFAULT '0',
      `field_cr` tinyint(1) NOT NULL DEFAULT '0',
      `field_cs` tinyint(1) NOT NULL DEFAULT '0',
      `field_ct` tinyint(1) NOT NULL DEFAULT '0',
      `field_cu` tinyint(1) NOT NULL DEFAULT '0',
      `field_cv` tinyint(1) NOT NULL DEFAULT '0',
      `field_cw` tinyint(1) NOT NULL DEFAULT '0',
      `field_cx` decimal(5,2) NOT NULL,
      `field_cy` tinyint(1) NOT NULL DEFAULT '0',
      `field_cz` tinyint(1) NOT NULL DEFAULT '0',
      `field_da` int(11) NOT NULL DEFAULT '0',
      `field_db` tinyint(1) NOT NULL DEFAULT '0',
      `field_dc` varchar(255) COLLATE utf8_unicode_ci NOT NULL DEFAULT '',
      `field_dd` tinyint(3) unsigned DEFAULT NULL,
      `field_de` tinyint(1) DEFAULT '0',
      `field_df` datetime DEFAULT NULL,
      `field_dg` tinyint(1) NOT NULL DEFAULT '0',
      `field_dh` tinyint(1) NOT NULL DEFAULT '0',
      `⁠⁠⁠⁠field_di` bigint(20) DEFAULT NULL,
      `field_dj` datetime DEFAULT NULL,
      `field_dk` tinyint(1) NOT NULL DEFAULT '0',
      `field_dl` int(1) DEFAULT NULL,
      `field_dm` tinyint(1) NOT NULL DEFAULT '0',
      `field_dn` int(11) NOT NULL DEFAULT '0',
      `field_do` tinyint(1) NOT NULL DEFAULT '0',
      `field_dp` tinyint(3) unsigned NOT NULL DEFAULT '0',
      `field_dq` int(11) NOT NULL DEFAULT '0',
      `field_dr` json DEFAULT NULL,
      `field_ds` int(11) NOT NULL DEFAULT '0',
      `field_dt` datetime DEFAULT NULL,
      `field_du` tinyint(1) NOT NULL DEFAULT '0',
      `field_dv` json NOT NULL,
      `field_dw` decimal(8,5) DEFAULT '0.00000',
      `field_dx` tinyint(1) NOT NULL DEFAULT '0',
      `field_dy` smallint(6) NOT NULL DEFAULT '14',
      PRIMARY KEY (`id`),
      UNIQUE KEY `field_i_field_j` (`field_i`,`field_j`),
      UNIQUE KEY `field_j_field_i` (`field_k`,`field_i`),
      KEY `status_field_bf` (`status`,`field_bf`),
      KEY `field_bm` (`field_bm`),
      KEY `status_field_i_field_bo` (`status`,`field_i`,`field_bo`),
      KEY `field_j` (`field_j`),
      KEY `field_bz` (`field_bz`),
      KEY `field_br` (`field_br`),
      KEY `field_bh` (`field_bh`),
      KEY `field_ba` (`field_ba`),
      KEY `field_cm` (`status`,`field_cm`),
      KEY `field_cc` (`field_cc`),
      KEY `field_i_field_cc` (`field_i`,`field_cc`),
      KEY `field_g` (`field_g`),
      FULLTEXT KEY `field_c` (`field_c`,`field_ce`)
    ) ENGINE=InnoDB AUTO_INCREMENT=18425582 DEFAULT CHARSET=utf8 COLLATE=utf8_unicode_ci
    
  • 共有1个答案

    武彭薄
    2023-03-14

    猜测(等待评论中要求的更多信息)...

    • INNODB_BUFFER_POOL_SIZE小于data_lengte(请参见显示表大小提供),并且15k行分散在表周围。这可能导致击中磁盘,而不是在缓存(buffer_pool)中找到所需的ID.
    • 这两对运行都证明了大约10:1的比例,这是我在比较访问磁盘的查询和在缓存中运行的查询时多次看到的结果。

    部分解决方案可能是增加buffer_pool。然而,由于您使用的是云服务,实现这一增长的唯一方法可能是为更大的RAM付费。

    FROM offers_clicks, offers
    WHERE offers.id = offers_clicks.offer_id AND offers_clicks.date
    
    FROM offers_clicks
    JOIN offers  ON offers.id = offers_clicks.offer_id  -- how the tables relate
    WHERE offers_clicks.date ...
    

    还有...这只是3599秒,不是一个完整的小时。会议将包括第一个午夜。

        date > '2019-05-30 00:00:00'
    and date < '2019-05-30 01:00:00'
    

    我更喜欢这种风格,因为它避免了闰年问题,等等:

        date >= '2019-05-30 00:00:00'
    and date  < '2019-05-30 00:00:00' + INTERVAL 1 HOUR
    

    页面错误。..

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