varchar所占内存的影响 测试
准备数据 sysbench --test=oltp --oltp-nontrx-mode=update_key --mysql-table-engine=innodb --oltp-table-size=1000000 --mysql-socket=/tmp/mysql3392.sock --mysql-user=dba --mysql-host=localhost --mysql-password=localdba --db-driver=mysql --mysq
准备数据
sysbench --test=oltp --oltp-nontrx-mode=update_key --mysql-table-engine=innodb --oltp-table-size=1000000 --mysql-socket=/tmp/mysql3392.sock --mysql-user=dba --mysql-host=localhost --mysql-password=localdba --db-driver=mysql --mysql-db=test prepare
mysql> desc sbtest;
+-------+------------------+------+-----+---------+----------------+
| Field | Type | Null | Key | Default | Extra |
+-------+------------------+------+-----+---------+----------------+
| id | int(10) unsigned | NO | PRI | NULL | auto_increment |
| k | int(10) unsigned | NO | MUL | 0 | |
| c | char(120) | NO | | | |
| pad | char(60) | NO | | | |
+-------+------------------+------+-----+---------+----------------+
mysql> select count(c) from sbtest;
+----------+
| count(c) |
+----------+
| 1000000 |
+----------+
char的情况下:::
mysql> desc select * from sbtest order by pad;
+----+-------------+--------+------+---------------+------+---------+------+---------+----------------+
| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |
+----+-------------+--------+------+---------------+------+---------+------+---------+----------------+
| 1 | SIMPLE | sbtest | ALL | NULL | NULL | NULL | NULL | 1000126 | Using filesort |
+----+-------------+--------+------+---------------+------+---------+------+---------+----------------+
mysql> set profiling = 1;
Query OK, 0 rows affected (0.00 sec)
mysql> select count(*) from sbtest order by pad;
+----------+
| count(*) |
+----------+
| 1000000 |
+----------+
1 row in set (0.53 sec)
mysql> show profiles;
+----------+------------+------------------------------------------+
| Query_ID | Duration | Query |
+----------+------------+------------------------------------------+
| 1 | 0.53102850 | select count(*) from sbtest order by pad |
+----------+------------+------------------------------------------+
1 row in set (0.02 sec)
mysql> show profile cpu,block io for query 1;
+----------------------+----------+----------+------------+--------------+---------------+
| Status | Duration | CPU_user | CPU_system | Block_ops_in | Block_ops_out |
+----------------------+----------+----------+------------+--------------+---------------+
| starting | 0.000127 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000017 | 0.000000 | 0.000000 | 0 | 0 |
| Opening tables | 0.000042 | 0.000000 | 0.000000 | 0 | 0 |
| System lock | 0.000022 | 0.000000 | 0.000000 | 0 | 0 |
| init | 0.000038 | 0.000000 | 0.000000 | 0 | 0 |
| optimizing | 0.000011 | 0.000000 | 0.000000 | 0 | 0 |
| statistics | 0.000022 | 0.000000 | 0.000000 | 0 | 0 |
| preparing | 0.000017 | 0.000000 | 0.000000 | 0 | 0 |
| executing | 0.000014 | 0.000000 | 0.000000 | 0 | 0 |
| Sending data | 0.530471 | 0.502923 | 0.018997 | 32 | 0 |
| end | 0.000034 | 0.000000 | 0.000000 | 0 | 0 |
| query end | 0.000010 | 0.000000 | 0.000000 | 0 | 0 |
| closing tables | 0.000025 | 0.000000 | 0.000000 | 0 | 0 |
| freeing items | 0.000037 | 0.000000 | 0.000000 | 0 | 0 |
| logging slow query | 0.000004 | 0.000000 | 0.000000 | 0 | 0 |
| logging slow query | 0.000128 | 0.000000 | 0.000000 | 0 | 8 |
| cleaning up | 0.000012 | 0.000000 | 0.000000 | 0 | 0 |
+----------------------+----------+----------+------------+--------------+---------------+
/////char change to varchar
mysql> alter table sbtest change pad pad varchar(60);
Query OK, 1000000 rows affected (10.72 sec)
Records: 1000000 Duplicates: 0 Warnings: 0
mysql> select pad from sbtest limit 30;
+----------------------------------------------------+
| pad |
+----------------------------------------------------+
| qqqqqqqqqqwwwwwwwwwweeeeeeeeeerrrrrrrrrrtttttttttt |
| qqqqqqqqqqwwwwwwwwwweeeeeeeeeerrrrrrrrrrtttttttttt |
| qqqqqqqqqqwwwwwwwwwweeeeeeeeeerrrrrrrrrrtttttttttt |
| qqqqqqqqqqwwwwwwwwwweeeeeeeeeerrrrrrrrrrtttttttttt |
| qqqqqqqqqqwwwwwwwwwweeeeeeeeeerrrrrrrrrrtttttttttt |
| qqqqqqqqqqwwwwwwwwwweeeeeeeeeerrrrrrrrrrtttttttttt |
| qqqqqqqqqqwwwwwwwwwweeeeeeeeeerrrrrrrrrrtttttttttt |
| qqqqqqqqqqwwwwwwwwwweeeeeeeeeerrrrrrrrrrtttttttttt |
| qqqqqqqqqqwwwwwwwwwweeeeeeeeeerrrrrrrrrrtttttttttt |
| qqqqqqqqqqwwwwwwwwwweeeeeeeeeerrrrrrrrrrtttttttttt |
| qqqqqqqqqqwwwwwwwwwweeeeeeeeeerrrrrrrrrrtttttttttt |
| qqqqqqqqqqwwwwwwwwwweeeeeeeeeerrrrrrrrrrtttttttttt |
| qqqqqqqqqqwwwwwwwwwweeeeeeeeeerrrrrrrrrrtttttttttt |
| qqqqqqqqqqwwwwwwwwwweeeeeeeeeerrrrrrrrrrtttttttttt |
| qqqqqqqqqqwwwwwwwwwweeeeeeeeeerrrrrrrrrrtttttttttt |
| qqqqqqqqqqwwwwwwwwwweeeeeeeeeerrrrrrrrrrtttttttttt |
| qqqqqqqqqqwwwwwwwwwweeeeeeeeeerrrrrrrrrrtttttttttt |
mysql> desc sbtest;
+-------+------------------+------+-----+---------+----------------+
| Field | Type | Null | Key | Default | Extra |
+-------+------------------+------+-----+---------+----------------+
| id | int(10) unsigned | NO | PRI | NULL | auto_increment |
| k | int(10) unsigned | NO | MUL | 0 | |
| c | char(120) | NO | | | |
| pad | varchar(60) | YES | | NULL | |
+-------+------------------+------+-----+---------+----------------+
================无索引的情况下:=====================
varchar(60)的情况下:
mysql> desc select * from sbtest order by pad;
+----+-------------+--------+------+---------------+------+---------+------+---------+----------------+
| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |
+----+-------------+--------+------+---------------+------+---------+------+---------+----------------+
| 1 | SIMPLE | sbtest | ALL | NULL | NULL | NULL | NULL | 1000117 | Using filesort |
+----+-------------+--------+------+---------------+------+---------+------+---------+----------------+
mysql> select count(*) from sbtest order by pad;
+----------+
| count(*) |
+----------+
| 1000000 |
+----------+
1 row in set (0.51 sec)
mysql> show profile cpu,block io for query 11;
+----------------------+----------+----------+------------+--------------+---------------+
| Status | Duration | CPU_user | CPU_system | Block_ops_in | Block_ops_out |
+----------------------+----------+----------+------------+--------------+---------------+
| starting | 0.000081 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000014 | 0.000000 | 0.000000 | 0 | 0 |
| Opening tables | 0.000033 | 0.000000 | 0.000000 | 0 | 0 |
| System lock | 0.000025 | 0.000000 | 0.000000 | 0 | 0 |
| init | 0.000028 | 0.000000 | 0.000000 | 0 | 0 |
| optimizing | 0.000009 | 0.000000 | 0.000000 | 0 | 0 |
| statistics | 0.000019 | 0.000000 | 0.000000 | 0 | 0 |
| preparing | 0.000013 | 0.000000 | 0.000000 | 0 | 0 |
| executing | 0.000011 | 0.000000 | 0.000000 | 0 | 0 |
| Sending data | 0.506327 | 0.489925 | 0.018997 | 0 | 0 |
| end | 0.000026 | 0.001000 | 0.000000 | 0 | 0 |
| query end | 0.000010 | 0.000000 | 0.000000 | 0 | 0 |
| closing tables | 0.000022 | 0.000000 | 0.000000 | 0 | 0 |
| freeing items | 0.000034 | 0.000000 | 0.000000 | 0 | 0 |
| logging slow query | 0.000003 | 0.000000 | 0.000000 | 0 | 0 |
| logging slow query | 0.000114 | 0.000000 | 0.000000 | 0 | 8 |
| cleaning up | 0.000009 | 0.000000 | 0.000000 | 0 | 0 |
+----------------------+----------+----------+------------+--------------+---------------+
varchar(120)的情况下:
mysql> alter table sbtest change pad pad varchar(120);
Query OK, 1000000 rows affected (11.77 sec)
Records: 1000000 Duplicates: 0 Warnings: 0
mysql> desc sbtest;
+-------+------------------+------+-----+---------+----------------+
| Field | Type | Null | Key | Default | Extra |
+-------+------------------+------+-----+---------+----------------+
| id | int(10) unsigned | NO | PRI | NULL | auto_increment |
| k | int(10) unsigned | NO | MUL | 0 | |
| c | char(120) | NO | | | |
| pad | varchar(120) | YES | | NULL | |
+-------+------------------+------+-----+---------+----------------+
mysql> desc select * from sbtest;
+----+-------------+--------+------+---------------+------+---------+------+---------+-------+
| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |
+----+-------------+--------+------+---------------+------+---------+------+---------+-------+
| 1 | SIMPLE | sbtest | ALL | NULL | NULL | NULL | NULL | 1000117 | |
+----+-------------+--------+------+---------------+------+---------+------+---------+-------+
1 row in set (0.00 sec)
mysql> desc select count(*) from sbtest;
+----+-------------+--------+-------+---------------+------+---------+------+---------+-------------+
| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |
+----+-------------+--------+-------+---------------+------+---------+------+---------+-------------+
| 1 | SIMPLE | sbtest | index | NULL | k | 4 | NULL | 1000117 | Using index |
+----+-------------+--------+-------+---------------+------+---------+------+---------+-------------+
1 row in set (0.00 sec)
mysql> select count(*) from sbtest order by pad;
+----------+
| count(*) |
+----------+
| 1000000 |
+----------+
1 row in set (0.51 sec)
mysql> show profile cpu,block io for query 17;
+----------------------+----------+----------+------------+--------------+---------------+
| Status | Duration | CPU_user | CPU_system | Block_ops_in | Block_ops_out |
+----------------------+----------+----------+------------+--------------+---------------+
| starting | 0.000073 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000013 | 0.000000 | 0.000000 | 0 | 0 |
| Opening tables | 0.000031 | 0.000000 | 0.000000 | 0 | 0 |
| System lock | 0.000024 | 0.000000 | 0.000000 | 0 | 0 |
| init | 0.000026 | 0.000000 | 0.000000 | 0 | 0 |
| optimizing | 0.000008 | 0.000000 | 0.000000 | 0 | 0 |
| statistics | 0.000019 | 0.000000 | 0.000000 | 0 | 0 |
| preparing | 0.000013 | 0.000000 | 0.000000 | 0 | 0 |
| executing | 0.000011 | 0.000000 | 0.000000 | 0 | 0 |
| Sending data | 0.510981 | 0.491925 | 0.018997 | 0 | 0 |
| end | 0.000025 | 0.000000 | 0.000000 | 0 | 0 |
| query end | 0.000013 | 0.000000 | 0.000000 | 0 | 0 |
| closing tables | 0.000026 | 0.000000 | 0.000000 | 0 | 0 |
| freeing items | 0.000039 | 0.000000 | 0.000000 | 0 | 0 |
| logging slow query | 0.000004 | 0.000000 | 0.000000 | 0 | 0 |
| logging slow query | 0.000110 | 0.000000 | 0.000000 | 0 | 8 |
| cleaning up | 0.000007 | 0.000000 | 0.000000 | 0 | 0 |
+----------------------+----------+----------+------------+--------------+---------------+
================有索引的情况下:=====================
alter table sbtest change pad pad varchar(60);
mysql> alter table sbtest add key(pad);
Query OK, 0 rows affected (7.60 sec)
Records: 0 Duplicates: 0 Warnings: 0
mysql> show index from sbtest;
+--------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| Table | Non_unique | Key_name | Seq_in_index | Column_name | Collation | Cardinality | Sub_part | Packed | Null | Index_type | Comment | Index_comment |
+--------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| sbtest | 0 | PRIMARY | 1 | id | A | 1000117 | NULL | NULL | | BTREE | | |
| sbtest | 1 | k | 1 | k | A | 6 | NULL | NULL | | BTREE | | |
| sbtest | 1 | pad | 1 | pad | A | 200 | NULL | NULL | YES | BTREE | | |
+--------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
varchar(60)
mysql> desc select count(*) from sbtest order by pad;
+----+-------------+--------+-------+---------------+------+---------+------+---------+-------------+
| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |
+----+-------------+--------+-------+---------------+------+---------+------+---------+-------------+
| 1 | SIMPLE | sbtest | index | NULL | pad | 183 | NULL | 1000117 | Using index |
+----+-------------+--------+-------+---------------+------+---------+------+---------+-------------+
mysql> select count(*) from sbtest order by pad;
+----------+
| count(*) |
+----------+
| 1000000 |
+----------+
1 row in set (0.44 sec)
mysql> show profile cpu,block io for query 1
-> ;
+----------------------+----------+----------+------------+--------------+---------------+
| Status | Duration | CPU_user | CPU_system | Block_ops_in | Block_ops_out |
+----------------------+----------+----------+------------+--------------+---------------+
| starting | 0.000115 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000017 | 0.000000 | 0.000000 | 0 | 0 |
| Opening tables | 0.000043 | 0.000000 | 0.000000 | 0 | 0 |
| System lock | 0.000023 | 0.000000 | 0.000000 | 0 | 0 |
| init | 0.000038 | 0.000000 | 0.000000 | 0 | 0 |
| optimizing | 0.000010 | 0.000000 | 0.000000 | 0 | 0 |
| statistics | 0.000024 | 0.000000 | 0.000000 | 0 | 0 |
| preparing | 0.000018 | 0.000000 | 0.000000 | 0 | 0 |
| executing | 0.000015 | 0.000000 | 0.000000 | 0 | 0 |
| Sending data | 0.445040 | 0.428935 | 0.015998 | 0 | 0 |
| end | 0.000023 | 0.000000 | 0.000000 | 0 | 0 |
| query end | 0.000013 | 0.000000 | 0.000000 | 0 | 0 |
| closing tables | 0.000028 | 0.000000 | 0.000000 | 0 | 0 |
| freeing items | 0.000041 | 0.000000 | 0.000000 | 0 | 0 |
| logging slow query | 0.000003 | 0.000000 | 0.000000 | 0 | 0 |
| logging slow query | 0.000133 | 0.000000 | 0.001000 | 0 | 8 |
| cleaning up | 0.000008 | 0.000000 | 0.000000 | 0 | 0 |
+----------------------+----------+----------+------------+--------------+---------------+
varchar(120)的:
mysql> alter table sbtest change pad pad varchar(120);
Query OK, 1000000 rows affected (14.56 sec)
Records: 1000000 Duplicates: 0 Warnings: 0
mysql> show index from sbtest;
+--------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| Table | Non_unique | Key_name | Seq_in_index | Column_name | Collation | Cardinality | Sub_part | Packed | Null | Index_type | Comment | Index_comment |
+--------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
| sbtest | 0 | PRIMARY | 1 | id | A | 1000117 | NULL | NULL | | BTREE | | |
| sbtest | 1 | k | 1 | k | A | 6 | NULL | NULL | | BTREE | | |
| sbtest | 1 | pad | 1 | pad | A | 24 | NULL | NULL | YES | BTREE | | |
+--------+------------+----------+--------------+-------------+-----------+-------------+----------+--------+------+------------+---------+---------------+
这里开始有区别了.Cardinality 从200降到24
varchar(120) Cardinality =200
varchar(60) Cardinality =40 ... 字段是全部60char长度的
mysql> desc select count(*) from sbtest order by pad;
+----+-------------+--------+-------+---------------+------+---------+------+---------+-------------+
| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |
+----+-------------+--------+-------+---------------+------+---------+------+---------+-------------+
| 1 | SIMPLE | sbtest | index | NULL | pad | 363 | NULL | 1000117 | Using index |
+----+-------------+--------+-------+---------------+------+---------+------+---------+-------------+
mysql> select count(*) from sbtest order by pad;
+----------+
| count(*) |
+----------+
| 1000000 |
+----------+
1 row in set (0.45 sec)
mysql> show profile cpu,block io for query 8;
+----------------------+----------+----------+------------+--------------+---------------+
| Status | Duration | CPU_user | CPU_system | Block_ops_in | Block_ops_out |
+----------------------+----------+----------+------------+--------------+---------------+
| starting | 0.000120 | 0.000000 | 0.000000 | 0 | 0 |
| checking permissions | 0.000017 | 0.000000 | 0.000000 | 0 | 0 |
| Opening tables | 0.000046 | 0.000000 | 0.000000 | 0 | 0 |
| System lock | 0.000028 | 0.000000 | 0.000000 | 0 | 0 |
| init | 0.000038 | 0.000000 | 0.000000 | 0 | 0 |
| optimizing | 0.000011 | 0.000000 | 0.000000 | 0 | 0 |
| statistics | 0.000023 | 0.000000 | 0.000000 | 0 | 0 |
| preparing | 0.000018 | 0.000000 | 0.000000 | 0 | 0 |
| executing | 0.000013 | 0.000000 | 0.000000 | 0 | 0 |
| Sending data | 0.452434 | 0.437933 | 0.014998 | 0 | 0 |
| end | 0.000025 | 0.000000 | 0.000000 | 0 | 0 |
| query end | 0.000010 | 0.000000 | 0.000000 | 0 | 0 |
| closing tables | 0.000023 | 0.000000 | 0.000000 | 0 | 0 |
| freeing items | 0.000033 | 0.000000 | 0.000000 | 0 | 0 |
| logging slow query | 0.000003 | 0.000000 | 0.000000 | 0 | 0 |
| logging slow query | 0.000098 | 0.000000 | 0.000000 | 0 | 8 |
| cleaning up | 0.000007 | 0.000000 | 0.000000 | 0 | 0 |
+----------------------+----------+----------+------------+--------------+---------------+
这里也有区别了.有索引的情况下,
是0.44 pk 0.45s
=====================================================================================================
加到varchar(600)试下
mysql> alter table sbtest change pad pad varchar(600);
Query OK, 1000000 rows affected, 2 warnings (14.60 sec)
Records: 1000000 Duplicates: 0 Warnings: 2
mysql> desc select count(*) from sbtest order by pad;
+----+-------------+--------+------+---------------+------+---------+------+---------+-------+
| id | select_type | table | type | possible_keys | key | key_len | ref | rows | Extra |
+----+-------------+--------+------+---------------+------+---------+------+---------+-------+
| 1 | SIMPLE | sbtest | ALL | NULL | NULL | NULL | NULL | 1000117 | |
+----+-------------+--------+------+---------------+------+---------+------+---------+-------+
1 row in set (0.01 sec)
mysql> select count(*) from sbtest order by pad;
+----------+
| count(*) |
+----------+
| 1000000 |
+----------+
1 row in set (0.50 sec)
600是0.5s....

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FP8和更低的浮點數量化精度,不再是H100的「專利」了!老黃想讓大家用INT8/INT4,微軟DeepSpeed團隊在沒有英偉達官方支援的條件下,硬生在A100上跑起FP6。測試結果表明,新方法TC-FPx在A100上的FP6量化,速度接近甚至偶爾超過INT4,而且比後者擁有更高的精度。在此基礎之上,還有端到端的大模型支持,目前已經開源並整合到了DeepSpeed等深度學習推理框架中。這項成果對大模型的加速效果也是立竿見影──在這種框架下用單卡跑Llama,吞吐量比雙卡還要高2.65倍。一名

根據TrendForce的調查報告顯示,AI浪潮對DRAM記憶體和NAND快閃記憶體市場帶來明顯影響。在本站5月7日消息中,TrendForce集邦諮詢在今日的最新研報中稱該機構調升本季兩類儲存產品的合約價格漲幅。具體而言,TrendForce原先預估2024年第二季DRAM記憶體合約上漲3~8%,現估計為13~18%;而在NAND快閃記憶體方面,原預估上漲13~18%,新預估為15 ~20%,僅eMMC/UFS漲幅較低,為10%。 ▲圖源TrendForce集邦諮詢TrendForce表示,該機構原預計在連續
