我正在处理我的数据库（mysql）的大表。我的一些查询运行时间超过5分钟。以下是我的查询运行缓慢的示例：
select b.DESCRIPTION collateral_type, a.description brand, a.year,
a.model, a.plate_number, d.description fuel, a.chassis_number,
a.engine_number, c.description as color, insurance_name
from lms_loan_application_collateral a inner join
lms_collateral_type b
on a.COLLATERAL_TYPE_ID = b.id left join
lms_color c
on a.color_id = c.id left join
lms_fuel_type d
on a.fuel_type_id = d.id inner join
lms_loan_application e
on e.id = a.loan_application_id inner join
lms_dlr_dtl f
on e.code = f.lano inner join
lms_loanapp_dtl g
on f.lano = g.lano
where b.description in ('Motorcycle', 'Automotive', 'Heavy Equipment');
这是查询的mysql解释
+----+-------------+-------+-------+--------------------------------------------------------+-------------------------+---------+------------+-------+----------------------------------------------------+
| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |
+----+-------------+-------+-------+--------------------------------------------------------+-------------------------+---------+------------+-------+----------------------------------------------------+
| 1 | SIMPLE | g | index | lms_loanapp_dtl_lano | lms_loanapp_dtl_lano | 23 | NULL | 23432 | Using where; Using index |
| 1 | SIMPLE | f | ref | lano | lano | 23 | new.g.LANO | 1 | Using index |
| 1 | SIMPLE | b | ALL | lms_collateral_type_description,lms_collateral_type_id | NULL | NULL | NULL | 11 | Using where; Using join buffer (Block Nested Loop) |
| 1 | SIMPLE | a | ref | collateral_type_id | collateral_type_id | 5 | new.b.ID | 4067 | Using index condition |
| 1 | SIMPLE | e | ref | lms_loan_application_id | lms_loan_application_id | 153 | func | 1 | Using index condition; Using where |
| 1 | SIMPLE | c | ALL | LMS_color_id | NULL | NULL | NULL | 20 | Range checked for each record (index map: 0x1) |
| 1 | SIMPLE | d | ALL | LMS_fuel_type_id | NULL | NULL | NULL | 4 | Using where; Using join buffer (Block Nested Loop) |
+----+-------------+-------+-------+--------------------------------------------------------+-------------------------+---------+------------+-------+----------------------------------------------------+
，有NULL值。我不确定mysql是否使用了我创建的索引键。
下面是我为相关表创建的索引列表：
显示来自lms_loan_application_collateral FROM IND的索引;
+---------------------------------+------------+---------------------+--------------+---------------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| Table | Non_unique | Key_name | Seq_in_index | Column_name | Collation | Cardinality | Sub_part | Packed | Null | Index_type | Comment | Index_comment |
+---------------------------------+------------+---------------------+--------------+---------------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| lms_loan_application_collateral | 1 | color_id | 1 | color_id | A | 36 | NULL | NULL | YES | BTREE | | |
| lms_loan_application_collateral | 1 | fuel_type_id | 1 | fuel_type_id | A | 6 | NULL | NULL | YES | BTREE | | |
| lms_loan_application_collateral | 1 | loan_application_id | 1 | loan_application_id | A | 89493 | NULL | NULL | YES | BTREE | | |
| lms_loan_application_collateral | 1 | collateral_type_id | 1 | collateral_type_id | A | 22 | NULL | NULL | YES | BTREE | | |
+---------------------------------+------------+---------------------+--------------+---------------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
显示来自lms_collateral_type FROM IND的索引;
+---------------------+------------+---------------------------------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| Table | Non_unique | Key_name | Seq_in_index | Column_name | Collation | Cardinality | Sub_part | Packed | Null | Index_type | Comment | Index_comment |
+---------------------+------------+---------------------------------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| lms_collateral_type | 1 | lms_collateral_type_description | 1 | DESCRIPTION | A | 11 | NULL | NULL | YES | BTREE | | |
| lms_collateral_type | 1 | lms_collateral_type_id | 1 | ID | A | 11 | NULL | NULL | YES | BTREE | | |
+---------------------+------------+---------------------------------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
显示来自lms_color FROM IND的索引;
+-----------+------------+--------------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| Table | Non_unique | Key_name | Seq_in_index | Column_name | Collation | Cardinality | Sub_part | Packed | Null | Index_type | Comment | Index_comment |
+-----------+------------+--------------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| lms_color | 1 | LMS_color_id | 1 | id | A | 20 | NULL | NULL | | BTREE | | |
+-----------+------------+--------------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
显示来自lms_fuel_type FROM IND的索引;
+---------------+------------+------------------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| Table | Non_unique | Key_name | Seq_in_index | Column_name | Collation | Cardinality | Sub_part | Packed | Null | Index_type | Comment | Index_comment |
+---------------+------------+------------------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| lms_fuel_type | 1 | LMS_fuel_type_id | 1 | id | A | 4 | NULL | NULL | YES | BTREE | | |
+---------------+------------+------------------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
显示来自lms_loan_application FROM NEW的索引;
+----------------------+------------+-------------------------+--------------+--------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| Table | Non_unique | Key_name | Seq_in_index | Column_name | Collation | Cardinality | Sub_part | Packed | Null | Index_type | Comment | Index_comment |
+----------------------+------------+-------------------------+--------------+--------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| lms_loan_application | 1 | lmspis_id | 1 | PIS_ID | A | 1878 | NULL | NULL | YES | BTREE | | |
| lms_loan_application | 1 | loan_type_id | 1 | LOAN_TYPE_ID | A | 6 | NULL | NULL | YES | BTREE | | |
| lms_loan_application | 1 | lms_loan_application_id | 1 | ID | A | 1878 | NULL | NULL | YES | BTREE | | |
+----------------------+------------+-------------------------+--------------+--------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
显示来自lms_dlr_dtl FROM NEW的索引;
+-------------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| Table | Non_unique | Key_name | Seq_in_index | Column_name | Collation | Cardinality | Sub_part | Packed | Null | Index_type | Comment | Index_comment |
+-------------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| lms_dlr_dtl | 0 | PRIMARY | 1 | LDDID | A | 90066 | NULL | NULL | | BTREE | | |
| lms_dlr_dtl | 1 | lano | 1 | LANO | A | 90066 | NULL | NULL | YES | BTREE | | |
+-------------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
显示来自lms_loanapp_dtl FROM IND;
的索引 +-----------------+------------+----------------------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| Table | Non_unique | Key_name | Seq_in_index | Column_name | Collation | Cardinality | Sub_part | Packed | Null | Index_type | Comment | Index_comment |
+-----------------+------------+----------------------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| lms_loanapp_dtl | 0 | PRIMARY | 1 | LLADID | A | 23432 | NULL | NULL | | BTREE | | |
| lms_loanapp_dtl | 1 | lms_loanapp_dtl_lano | 1 | LANO | A | 23432 | NULL | NULL | YES | BTREE | | |
+-----------------+------------+----------------------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
答案 0 :(得分：0)
表示类型为ALL的表不使用索引。在表上的id列上创建索引在c和d中表示，在b上的描述和id列上都有一个索引。
create index ix_id on lms_color(id);
create index ix_id on lms_fuel_type(id);
create index ix_description_id on lms_collateral_type(description,id);
答案 1 :(得分：0)
由于基数较低，MySQL正在为您的WHERE使用ALL。因此，MySQL认为仅使用11个条目进行表扫描比使用带索引的二进制搜索更便宜。
真正的问题是您不使用索引具有更高基数（lms_loanapp_dtl_lano和collateral_type_id）的列进行过滤。