
商城系统中,抢购和秒杀是很常见的营销场景,在一定时间内有大量的用户访问商场下单,主要需要解决的问题有两个:
高并发对数据库产生的压力;
竞争状态下如何解决商品库存超卖;
高并发对数据库产生的压力
对于第一个问题,使用缓存来处理,避免直接操作数据库,例如使用 Redis。
竞争状态下如何解决商品库存超卖
对于第二个问题,需要重点说明。
常规写法:查询出对应商品的库存,判断库存数量否大于 0,然后执行生成订单等操作,但是在判断库存是否大于 0 处,如果在高并发下就会有问题,导致库存量出现负数。
测试表 sql
把如下表数据导入到数据库中
SET FOREIGN_KEY_CHECKS=0;DROP TABLE IF EXISTS `products`;CREATE TABLE `products` ( `id` int(10) NOT NULL AUTO_INCREMENT COMMENT 'ID', `title` varchar(50) DEFAULT NULL COMMENT '货品名称', `store` int(11) DEFAULT '0' COMMENT '货品库存', PRIMARY KEY (`id`)) ENGINE=InnoDB AUTO_INCREMENT=2 DEFAULT CHARSET=utf8mb4 COMMENT='货品表';INSERT INTO `products` VALUES ('1', '稻花香大米', '20');DROP TABLE IF EXISTS `order_log`;CREATE TABLE `order_log` ( `id` int(10) unsigned NOT NULL AUTO_INCREMENT, `content` varchar(255) CHARACTER SET utf8mb4 DEFAULT NULL COMMENT '日志内容', `c_time` timestamp NULL DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP COMMENT '创建时间', PRIMARY KEY (`id`)) ENGINE=MyISAM DEFAULT CHARSET=latin1;DROP TABLE IF EXISTS `order`;CREATE TABLE `order` ( `oid` bigint(20) unsigned NOT NULL DEFAULT '0' COMMENT '订单号', `product_id` int(11) DEFAULT '0' COMMENT '商品ID', `number` int(11) DEFAULT '0' COMMENT '购买数量', `c_time` timestamp NULL DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP COMMENT '创建时间', PRIMARY KEY (`oid`)) ENGINE=MyISAM DEFAULT CHARSET=latin1 COMMENT='订单表';
下单处理代码
<?phpdb();global $con;$product_id = 1;$buy_num = 1;$sql = "select * from products where id={$product_id}";$result = mysqli_query($con, $sql);$row = mysqli_fetch_assoc($result);if ($row['store'] > 0) { sleep(1); $sql = "update products set store=store-{$buy_num} where id={$product_id}"; if (mysqli_query($con, $sql)) { echo "更新成功"; $oid = build_order_no(); create_order($oid, $product_id, $buy_num); insertLog('库存减少成功,下单成功'); } else { echo "更新失败"; insertLog('库存减少失败'); }} else { echo "没有库存"; insertLog('库存不够');}function db(){ global $con; $con = new mysqli('localhost','root','root','test'); if (!$con) { echo "数据库连接失败"; }}function build_order_no(){ return date('Ymd') . str_pad(mt_rand(1, 99999), 5, '0', STR_PAD_LEFT);}function create_order($oid, $product_id, $number){ global $con; $sql = "INSERT INTO `order` (oid, product_id, number) values('$oid', '$product_id', '$number')"; mysqli_query($con, $sql);}function insertLog($content){ global $con; $sql = "INSERT INTO `order_log` (content) values('$content')"; mysqli_query($con, $sql);}
将库存字段字段设为 unsigned
因为库存字段不能为负数,在下单后更新商品库存时,如果出现负数将返回 false
<?phpdb();global $con;$product_id = 1;$buy_num = 1;$sql = "select * from products where id={$product_id} for UPDATE";$result = mysqli_query($con, $sql);$row = mysqli_fetch_assoc($result);if ($row['store'] > 0) { sleep(1); $sql = "update products set store=store-{$buy_num} where id={$product_id}"; if (mysqli_query($con, $sql)) { echo "更新成功"; $oid = build_order_no(); create_order($oid, $product_id, $buy_num); insertLog('库存减少成功,下单成功'); } else { echo "更新失败"; insertLog('库存减少失败'); }} else { echo "没有库存"; insertLog('库存不够');}function db(){ global $con; $con = new mysqli('localhost','root','root','test'); if (!$con) { echo "数据库连接失败"; }}function build_order_no(){ return date('Ymd') . str_pad(mt_rand(1, 99999), 5, '0', STR_PAD_LEFT);}function create_order($oid, $product_id, $number){ global $con; $sql = "INSERT INTO `order` (oid, product_id, number) values('$oid', '$product_id', '$number')"; mysqli_query($con, $sql);}function insertLog($content){ global $con; $sql = "INSERT INTO `order_log` (content) values('$content')"; mysqli_query($con, $sql);}
使用 mysql 的事务,锁住操作的行
在下单处理过程中,使用 mysql 的事务将正在下单商品行数据锁定
<?phpdb();global $con;$product_id = 1;$buy_num = 1;mysqli_query($con, "BEGIN"); $sql = "select * from products where id={$product_id} for UPDATE";$result = mysqli_query($con, $sql);$row = mysqli_fetch_assoc($result);if ($row['store'] > 0) { sleep(1); $sql = "update products set store=store-{$buy_num} where id={$product_id}"; if (mysqli_query($con, $sql)) { echo "更新成功"; $oid = build_order_no(); create_order($oid, $product_id, $buy_num); insertLog('库存减少成功,下单成功'); mysqli_query($con, "COMMIT"); } else { echo "更新失败"; insertLog('库存减少失败'); mysqli_query($con, "ROLLBACK"); }} else { echo "没有库存"; insertLog('库存不够'); mysqli_query($con, "ROLLBACK");}function db(){ global $con; $con = new mysqli('localhost','root','root','test'); if (!$con) { echo "数据库连接失败"; }}function build_order_no(){ return date('Ymd') . str_pad(mt_rand(1, 99999), 5, '0', STR_PAD_LEFT);}function create_order($oid, $product_id, $number){ global $con; $sql = "INSERT INTO `order` (oid, product_id, number) values('$oid', '$product_id', '$number')"; mysqli_query($con, $sql);}function insertLog($content){ global $con; $sql = "INSERT INTO `order_log` (content) values('$content')"; mysqli_query($con, $sql);}
使用非阻塞的文件排他锁
在处理下单请求的时候,用 flock 锁定一个文件,如果锁定失败说明有其他订单正在处理,此时要么等待要么直接提示用户” 服务器繁忙”,计数器存储抢购的商品数量,避免查询数据库。
阻塞 (等待) 模式:并发时,当有第二个用户请求时,会等待第一个用户请求完成、释放锁,获得文件锁之后,程序才会继续运行下去。
<?phpdb();global $con;$product_id = 1;$buy_num = 1;$fp = fopen('lock.txt', 'w');if (flock($fp, LOCK_EX)) { $sql = "select * from products where id={$product_id}"; $result = mysqli_query($con, $sql); $row = mysqli_fetch_assoc($result); if ($row['store'] > 0) { sleep(1); $sql = "update products set store=store-{$buy_num} where id={$product_id}"; if (mysqli_query($con, $sql)) { echo "更新成功"; $oid = build_order_no(); create_order($oid, $product_id, $buy_num); insertLog('库存减少成功,下单成功'); } else { echo "更新失败"; insertLog('库存减少失败'); } } else { echo "没有库存"; insertLog('库存不够'); } flock($fp, LOCK_UN); }fclose($fp);function db(){ global $con; $con = new mysqli('localhost','root','root','test'); if (!$con) { echo "数据库连接失败"; }}function build_order_no(){ return date('Ymd') . str_pad(mt_rand(1, 99999), 5, '0', STR_PAD_LEFT);}function create_order($oid, $product_id, $number){ global $con; $sql = "INSERT INTO `order` (oid, product_id, number) values('$oid', '$product_id', '$number')"; mysqli_query($con, $sql);}function insertLog($content){ global $con; $sql = "INSERT INTO `order_log` (content) values('$content')"; mysqli_query($con, $sql);}
非阻塞模式:并发时,第一个用户请求,拿得文件锁之后。后面请求的用户直接返回系统繁忙,请稍后再试
<?phpdb();global $con;$product_id = 1;$buy_num = 1;$fp = fopen('lock.txt', 'w');if (flock($fp, LOCK_EX|LOCK_NB)) { $sql = "select * from products where id={$product_id}"; $result = mysqli_query($con, $sql); $row = mysqli_fetch_assoc($result); if ($row['store'] > 0) { sleep(1); $sql = "update products set store=store-{$buy_num} where id={$product_id}"; if (mysqli_query($con, $sql)) { echo "更新成功"; $oid = build_order_no(); create_order($oid, $product_id, $buy_num); insertLog('库存减少成功,下单成功'); } else { echo "更新失败"; insertLog('库存减少失败'); } } else { echo "没有库存"; insertLog('库存不够'); } flock($fp, LOCK_UN); } else { echo "系统繁忙,请稍后再试"; insertLog('系统繁忙,请稍后再试');}fclose($fp);function db(){ global $con; $con = new mysqli('localhost','root','root','test'); if (!$con) { echo "数据库连接失败"; }}function build_order_no(){ return date('Ymd') . str_pad(mt_rand(1, 99999), 5, '0', STR_PAD_LEFT);}function create_order($oid, $product_id, $number){ global $con; $sql = "INSERT INTO `order` (oid, product_id, number) values('$oid', '$product_id', '$number')"; mysqli_query($con, $sql);}function insertLog($content){ global $con; $sql = "INSERT INTO `order_log` (content) values('$content')"; mysqli_query($con, $sql);}
使用redis队列
1.先将商品库存到 redis 队列
<?phpdb();global $con;$product_id = 1;$sql = "select * from products where id={$product_id}";$result = mysqli_query($con, $sql);$row = mysqli_fetch_assoc($result);$store = $row['store'];$redis = new Redis();$result = $redis->connect('127.0.0.1', 6379);$key = 'goods_store_' . $product_id;$res = $redis->llen($key);$count = $store - $res;for ($i=0; $i<$count; $i++) { $redis->lpush($key, 1);}echo $redis->llen($key);function db(){ global $con; $con = new mysqli('localhost','root','root','test'); if (!$con) { echo "数据库连接失败"; }}
2. 抢购、秒杀逻辑
<?phpdb();global $con;$product_id = 1;$buy_num = 1;$redis = new Redis();$result = $redis->connect('127.0.0.1',6379);$count = $redis->lpop('goods_store_' . $product_id);if (!$count) { insertLog('error:no store redis'); return '秒杀结束,没有商品库存了';}sleep(1);$sql = "update products set store=store-{$buy_num} where id={$product_id}";if (mysqli_query($con, $sql)) { echo "更新成功"; $oid = build_order_no(); create_order($oid, $product_id, $buy_num); insertLog('库存减少成功,下单成功');} else { echo "更新失败"; insertLog('库存减少失败');}function db(){ global $con; $con = new mysqli('localhost','root','root','test'); if (!$con) { echo "数据库连接失败"; }}function build_order_no(){ return date('Ymd') . str_pad(mt_rand(1, 99999), 5, '0', STR_PAD_LEFT);}function create_order($oid, $product_id, $number){ global $con; $sql = "INSERT INTO `order` (oid, product_id, number) values('$oid', '$product_id', '$number')"; mysqli_query($con, $sql);}function insertLog($content){ global $con; $sql = "INSERT INTO `order_log` (content) values('$content')"; mysqli_query($con, $sql);}
redis 乐观锁防止超卖
<?php$redis =new Redis();$redis->connect("127.0.0.1", 6379);$redis->watch('sales');$sales = $redis->get('sales');$n = 20;if ($sales >= $n) { exit('秒杀结束');}$redis->multi();$redis->incr('sales'); $res = $redis->exec(); if ($res) { $con = new mysqli('localhost','root','root','test'); if (!$con) { echo "数据库连接失败"; } $product_id = 1; $buy_num = 1; sleep(1); $sql = "update products set store=store-{$buy_num} where id={$product_id}"; if (mysqli_query($con, $sql)) { echo "秒杀完成"; }} else { exit('抢购失败');}
