Home > Article > Backend Development > An example of using PHP combined with redis to realize snap-up and flash sale functions under high concurrency
Snap-up and flash sales are very common application scenarios nowadays. There are two main problems that need to be solved:
1 The pressure caused by high concurrency on the database
2 How to solve the problem under competition conditions Correct reduction of inventory ("oversold" problem)
For the first problem, it is already easy to think of using cache to handle rush purchases and avoid directly operating the database, such as using Redis.
The focus is on the second question
Conventional writing:
Query the inventory of the corresponding product to see if it is greater than 0, and then perform operations such as generating an order, but when judging the inventory Is it greater than 0? If there will be a problem under high concurrency, resulting in a negative number in the inventory
<?php $conn=mysql_connect("localhost","big","123456"); if(!$conn){ echo "connect failed"; exit; } mysql_select_db("big",$conn); mysql_query("set names utf8"); $price=10; $user_id=1; $goods_id=1; $sku_id=11; $number=1; //生成唯一订单 function build_order_no(){ return date('ymd').substr(implode(NULL, array_map('ord', str_split(substr(uniqid(), 7, 13), 1))), 0, 8); } //记录日志 function insertLog($event,$type=0){ global $conn; $sql="insert into ih_log(event,type) values('$event','$type')"; mysql_query($sql,$conn); } //模拟下单操作 //库存是否大于0 $sql="select number from ih_store where goods_id='$goods_id' and sku_id='$sku_id'";//解锁 此时ih_store数据中goods_id='$goods_id' and sku_id='$sku_id' 的数据被锁住(注3),其它事务必须等待此次事务 提交后才能执行 $rs=mysql_query($sql,$conn); $row=mysql_fetch_assoc($rs); if($row['number']>0){//高并发下会导致超卖 $order_sn=build_order_no(); //生成订单 $sql="insert into ih_order(order_sn,user_id,goods_id,sku_id,price) values('$order_sn','$user_id','$goods_id','$sku_id','$price')"; $order_rs=mysql_query($sql,$conn); //库存减少 $sql="update ih_store set number=number-{$number} where sku_id='$sku_id'"; $store_rs=mysql_query($sql,$conn); if(mysql_affected_rows()){ insertLog('库存减少成功'); }else{ insertLog('库存减少失败'); } }else{ insertLog('库存不够'); } ?>
Optimization plan 1: Set the inventory field number field to unsigned, when the inventory is 0, because the field cannot be negative, false will be returned
//库存减少 $sql="update ih_store set number=number-{$number} where sku_id='$sku_id' and number>0"; $store_rs=mysql_query($sql,$conn); if(mysql_affected_rows()){ insertLog('库存减少成功'); }
Optimization plan 2: Use MySQL transactions to lock operations Line
<?php $conn=mysql_connect("localhost","big","123456"); if(!$conn){ echo "connect failed"; exit; } mysql_select_db("big",$conn); mysql_query("set names utf8"); $price=10; $user_id=1; $goods_id=1; $sku_id=11; $number=1; //生成唯一订单号 function build_order_no(){ return date('ymd').substr(implode(NULL, array_map('ord', str_split(substr(uniqid(), 7, 13), 1))), 0, 8); } //记录日志 function insertLog($event,$type=0){ global $conn; $sql="insert into ih_log(event,type) values('$event','$type')"; mysql_query($sql,$conn); } //模拟下单操作 //库存是否大于0 mysql_query("BEGIN"); //开始事务 $sql="select number from ih_store where goods_id='$goods_id' and sku_id='$sku_id' FOR UPDATE";//此时这条记录被锁住,其它事务必须等待此次事务提交后才能执行 $rs=mysql_query($sql,$conn); $row=mysql_fetch_assoc($rs); if($row['number']>0){ //生成订单 $order_sn=build_order_no(); $sql="insert into ih_order(order_sn,user_id,goods_id,sku_id,price) values('$order_sn','$user_id','$goods_id','$sku_id','$price')"; $order_rs=mysql_query($sql,$conn); //库存减少 $sql="update ih_store set number=number-{$number} where sku_id='$sku_id'"; $store_rs=mysql_query($sql,$conn); if(mysql_affected_rows()){ insertLog('库存减少成功'); mysql_query("COMMIT");//事务提交即解锁 }else{ insertLog('库存减少失败'); } }else{ insertLog('库存不够'); mysql_query("ROLLBACK"); } ?>
Optimization 3: Use non-blocking file exclusive lock
<?php $conn=mysql_connect("localhost","root","123456"); if(!$conn){ echo "connect failed"; exit; } mysql_select_db("big-bak",$conn); mysql_query("set names utf8"); $price=10; $user_id=1; $goods_id=1; $sku_id=11; $number=1; //生成唯一订单号 function build_order_no(){ return date('ymd').substr(implode(NULL, array_map('ord', str_split(substr(uniqid(), 7, 13), 1))), 0, 8); } //记录日志 function insertLog($event,$type=0){ global $conn; $sql="insert into ih_log(event,type) values('$event','$type')"; mysql_query($sql,$conn); } $fp = fopen("lock.txt", "w+"); if(!flock($fp,LOCK_EX | LOCK_NB)){ echo "系统繁忙,请稍后再试"; return; } //下单 $sql="select number from ih_store where goods_id='$goods_id' and sku_id='$sku_id'"; $rs=mysql_query($sql,$conn); $row=mysql_fetch_assoc($rs); if($row['number']>0){//库存是否大于0 //模拟下单操作 $order_sn=build_order_no(); $sql="insert into ih_order(order_sn,user_id,goods_id,sku_id,price) values('$order_sn','$user_id','$goods_id','$sku_id','$price')"; $order_rs=mysql_query($sql,$conn); //库存减少 $sql="update ih_store set number=number-{$number} where sku_id='$sku_id'"; $store_rs=mysql_query($sql,$conn); if(mysql_affected_rows()){ insertLog('库存减少成功'); flock($fp,LOCK_UN);//释放锁 }else{ insertLog('库存减少失败'); } }else{ insertLog('库存不够'); } fclose($fp);
Optimization plan 4: Use redis queue, because the pop operation is atomic. Even if many users arrive at the same time, they will be executed sequentially. It is recommended to use (mysql transaction performance drops significantly under high concurrency, as does the file lock method)
First put the product inventory into a queue
<?php $store=1000; $redis=new Redis(); $result=$redis->connect('127.0.0.1',6379); $res=$redis->llen('goods_store'); echo $res; $count=$store-$res; for($i=0;$i<$count;$i++){ $redis->lpush('goods_store',1); } echo $redis->llen('goods_store'); ?>
Snap up and describe the logic
<?php $conn=mysql_connect("localhost","big","123456"); if(!$conn){ echo "connect failed"; exit; } mysql_select_db("big",$conn); mysql_query("set names utf8"); $price=10; $user_id=1; $goods_id=1; $sku_id=11; $number=1; //生成唯一订单号 function build_order_no(){ return date('ymd').substr(implode(NULL, array_map('ord', str_split(substr(uniqid(), 7, 13), 1))), 0, 8); } //记录日志 function insertLog($event,$type=0){ global $conn; $sql="insert into ih_log(event,type) values('$event','$type')"; mysql_query($sql,$conn); } //模拟下单操作 //下单前判断redis队列库存量 $redis=new Redis(); $result=$redis->connect('127.0.0.1',6379); $count=$redis->lpop('goods_store'); if(!$count){ insertLog('error:no store redis'); return; } //生成订单 $order_sn=build_order_no(); $sql="insert into ih_order(order_sn,user_id,goods_id,sku_id,price) values('$order_sn','$user_id','$goods_id','$sku_id','$price')"; $order_rs=mysql_query($sql,$conn); //库存减少 $sql="update ih_store set number=number-{$number} where sku_id='$sku_id'"; $store_rs=mysql_query($sql,$conn); if(mysql_affected_rows()){ insertLog('库存减少成功'); }else{ insertLog('库存减少失败'); }
Simulate 5000 high concurrency tests
webbench -c 5000 -t 60 http://192.168.1.198/big/index.php
ab -r -n 6000 -c 5000 http://192.168.1.198 /big/index.php
The above is just a simple simulation of rush buying under high concurrency. The real scene is much more complicated than this. There are many things to pay attention to
For example, the rush buying page is made static and passed through ajax Calling the interface
as above will cause one user to grab multiple items. The idea is:
requires a queuing queue, a snap-up result queue, and an inventory queue. In the case of high concurrency, first enter the user into the queue, use a thread loop to remove a user from the queue, and determine whether the user is already in the rush-buying result queue. If it is, it has been snapped up, otherwise it is not snapped up, the inventory is reduced by 1, and the database is written. Put the user into the result queue.
Test data table
-- -- 数据库: `big` -- -- -------------------------------------------------------- -- -- 表的结构 `ih_goods` -- CREATE TABLE IF NOT EXISTS `ih_goods` ( `goods_id` int(10) unsigned NOT NULL AUTO_INCREMENT, `cat_id` int(11) NOT NULL, `goods_name` varchar(255) NOT NULL, PRIMARY KEY (`goods_id`) ) ENGINE=MyISAM DEFAULT CHARSET=utf8 AUTO_INCREMENT=2 ; -- -- 转存表中的数据 `ih_goods` -- INSERT INTO `ih_goods` (`goods_id`, `cat_id`, `goods_name`) VALUES (1, 0, '小米手机'); -- -------------------------------------------------------- -- -- 表的结构 `ih_log` -- CREATE TABLE IF NOT EXISTS `ih_log` ( `id` int(11) NOT NULL AUTO_INCREMENT, `event` varchar(255) NOT NULL, `type` tinyint(4) NOT NULL DEFAULT '0', `addtime` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP, PRIMARY KEY (`id`) ) ENGINE=MyISAM DEFAULT CHARSET=utf8 AUTO_INCREMENT=1 ; -- -- 转存表中的数据 `ih_log` -- -- -------------------------------------------------------- -- -- 表的结构 `ih_order` -- CREATE TABLE IF NOT EXISTS `ih_order` ( `id` int(11) NOT NULL AUTO_INCREMENT, `order_sn` char(32) NOT NULL, `user_id` int(11) NOT NULL, `status` int(11) NOT NULL DEFAULT '0', `goods_id` int(11) NOT NULL DEFAULT '0', `sku_id` int(11) NOT NULL DEFAULT '0', `price` float NOT NULL, `addtime` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP, PRIMARY KEY (`id`) ) ENGINE=InnoDB DEFAULT CHARSET=utf8 COMMENT='订单表' AUTO_INCREMENT=1 ; -- -- 转存表中的数据 `ih_order` -- -- -------------------------------------------------------- -- -- 表的结构 `ih_store` -- CREATE TABLE IF NOT EXISTS `ih_store` ( `id` int(11) NOT NULL AUTO_INCREMENT, `goods_id` int(11) NOT NULL, `sku_id` int(10) unsigned NOT NULL DEFAULT '0', `number` int(10) NOT NULL DEFAULT '0', `freez` int(11) NOT NULL DEFAULT '0' COMMENT '虚拟库存', PRIMARY KEY (`id`) ) ENGINE=InnoDB DEFAULT CHARSET=utf8 COMMENT='库存' AUTO_INCREMENT=2 ; -- -- 转存表中的数据 `ih_store` -- INSERT INTO `ih_store` (`id`, `goods_id`, `sku_id`, `number`, `freez`) VALUES (1, 1, 11, 500, 0);
The above is the editor’s introduction to PHP combined with redis to realize rush buying and flash sale functions under high concurrency All the examples are here. I hope everyone will support the PHP Chinese website~
For more examples of PHP combined with redis to achieve snap-up and flash sale functions under high concurrency, please pay attention to the PHP Chinese website for related articles!