当前位置: 首页 > news >正文

rocketmq-netty通信设计-request和response

1、NettyRemotingServer启动分析

org.apache.rocketmq.remoting.netty.NettyRemotingServer#start

public void start() {this.defaultEventExecutorGroup = new DefaultEventExecutorGroup(nettyServerConfig.getServerWorkerThreads(),new ThreadFactory() {private AtomicInteger threadIndex = new AtomicInteger(0);@Overridepublic Thread newThread(Runnable r) {return new Thread(r, "NettyServerCodecThread_" + this.threadIndex.incrementAndGet());}});prepareSharableHandlers();ServerBootstrap childHandler =this.serverBootstrap.group(this.eventLoopGroupBoss, this.eventLoopGroupSelector).channel(useEpoll() ? EpollServerSocketChannel.class : NioServerSocketChannel.class).option(ChannelOption.SO_BACKLOG, nettyServerConfig.getServerSocketBacklog()).option(ChannelOption.SO_REUSEADDR, true).option(ChannelOption.SO_KEEPALIVE, false).childOption(ChannelOption.TCP_NODELAY, true).localAddress(new InetSocketAddress(this.nettyServerConfig.getListenPort())).childHandler(new ChannelInitializer<SocketChannel>() {@Overridepublic void initChannel(SocketChannel ch) throws Exception {ch.pipeline().addLast(defaultEventExecutorGroup, HANDSHAKE_HANDLER_NAME, handshakeHandler).addLast(defaultEventExecutorGroup,encoder,new NettyDecoder(),new IdleStateHandler(0, 0, nettyServerConfig.getServerChannelMaxIdleTimeSeconds()),connectionManageHandler,serverHandler);}});

ServerBootstrap是netty作为服务端的启动入口。首先绑定了两个线程池。也就是boss线程池、worker线程池。
这里分析,也就是eventLoopGroupBoss和eventLoopGroupSelector

ServerBootstrap启动分析

查看初始化源码

if (useEpoll()) {this.eventLoopGroupBoss = new EpollEventLoopGroup(1, new ThreadFactory() {private AtomicInteger threadIndex = new AtomicInteger(0);@Overridepublic Thread newThread(Runnable r) {return new Thread(r, String.format("NettyEPOLLBoss_%d", this.threadIndex.incrementAndGet()));}});this.eventLoopGroupSelector = new EpollEventLoopGroup(nettyServerConfig.getServerSelectorThreads(), new ThreadFactory() {private AtomicInteger threadIndex = new AtomicInteger(0);private int threadTotal = nettyServerConfig.getServerSelectorThreads();@Overridepublic Thread newThread(Runnable r) {return new Thread(r, String.format("NettyServerEPOLLSelector_%d_%d", threadTotal, this.threadIndex.incrementAndGet()));}});
} else {this.eventLoopGroupBoss = new NioEventLoopGroup(1, new ThreadFactory() {private AtomicInteger threadIndex = new AtomicInteger(0);@Overridepublic Thread newThread(Runnable r) {return new Thread(r, String.format("NettyNIOBoss_%d", this.threadIndex.incrementAndGet()));}});this.eventLoopGroupSelector = new NioEventLoopGroup(nettyServerConfig.getServerSelectorThreads(), new ThreadFactory() {private AtomicInteger threadIndex = new AtomicInteger(0);private int threadTotal = nettyServerConfig.getServerSelectorThreads();@Overridepublic Thread newThread(Runnable r) {return new Thread(r, String.format("NettyServerNIOSelector_%d_%d", threadTotal, this.threadIndex.incrementAndGet()));}});
}

不同平台,实现方式不一样。linux上会使用Epoll,其他会使用java提供的跨平台的NIO
eventLoopGroupBoss默认线程数是1
eventLoopGroupSelector默认线程数是3

再看defaultEventExecutorGroup。
.childHandler()方式指定了channelHandle的线程池。看线程名称NettyServerCodecThread_,可猜测该线程池主要功能是做编码解码。

  • .addLast(defaultEventExecutorGroup, HANDSHAKE_HANDLER_NAME, handshakeHandler)
    目的是做TSL的加解密
  • .addLast(defaultEventExecutorGroup,
    encoder,
    new NettyDecoder(),
    new IdleStateHandler(0, 0, nettyServerConfig.getServerChannelMaxIdleTimeSeconds()),
    connectionManageHandler,
    serverHandler
    );

encoder是做编码。将本地msg转成byte[],传输到远端
NettyDecoder是做解码,将远端byte[]解码成本地msg。这里比较关键。将请求体转换成RemotingCommand类。详情看org.apache.rocketmq.remoting.netty.NettyDecoder#decode

connectionManageHandler 看代码可知,是channel有特定事件时打印日志。注册、取消注册、激活、取消激活等
serverHandler就是业务的request、response处理类。处理RemotingCommand消息

class NettyServerHandler extends SimpleChannelInboundHandler<RemotingCommand> {@Overrideprotected void channelRead0(ChannelHandlerContext ctx, RemotingCommand msg) throws Exception {processMessageReceived(ctx, msg);}}

查看NettyServerHandler 的处理流程

org.apache.rocketmq.remoting.netty.NettyRemotingAbstract#processRequestCommand

public void processRequestCommand(final ChannelHandlerContext ctx, final RemotingCommand cmd) {final Pair<NettyRequestProcessor, ExecutorService> matched = this.processorTable.get(cmd.getCode());final Pair<NettyRequestProcessor, ExecutorService> pair = null == matched ? this.defaultRequestProcessor : matched;final int opaque = cmd.getOpaque();if (pair != null) {Runnable run = new Runnable() {@Overridepublic void run() {try {String remoteAddr = RemotingHelper.parseChannelRemoteAddr(ctx.channel());doBeforeRpcHooks(remoteAddr, cmd);final RemotingResponseCallback callback = new RemotingResponseCallback() {@Overridepublic void callback(RemotingCommand response) {doAfterRpcHooks(remoteAddr, cmd, response);if (!cmd.isOnewayRPC()) {if (response != null) {response.setOpaque(opaque);response.markResponseType();response.setSerializeTypeCurrentRPC(cmd.getSerializeTypeCurrentRPC());try {ctx.writeAndFlush(response);} catch (Throwable e) {log.error("process request over, but response failed", e);log.error(cmd.toString());log.error(response.toString());}} else {}}}};if (pair.getObject1() instanceof AsyncNettyRequestProcessor) {AsyncNettyRequestProcessor processor = (AsyncNettyRequestProcessor)pair.getObject1();processor.asyncProcessRequest(ctx, cmd, callback);} else {NettyRequestProcessor processor = pair.getObject1();RemotingCommand response = processor.processRequest(ctx, cmd);callback.callback(response);}} catch (Throwable e) {log.error("process request exception", e);log.error(cmd.toString());if (!cmd.isOnewayRPC()) {final RemotingCommand response = RemotingCommand.createResponseCommand(RemotingSysResponseCode.SYSTEM_ERROR,RemotingHelper.exceptionSimpleDesc(e));response.setOpaque(opaque);ctx.writeAndFlush(response);}}}};if (pair.getObject1().rejectRequest()) {final RemotingCommand response = RemotingCommand.createResponseCommand(RemotingSysResponseCode.SYSTEM_BUSY,"[REJECTREQUEST]system busy, start flow control for a while");response.setOpaque(opaque);ctx.writeAndFlush(response);return;}try {final RequestTask requestTask = new RequestTask(run, ctx.channel(), cmd);pair.getObject2().submit(requestTask);} catch (RejectedExecutionException e) {if ((System.currentTimeMillis() % 10000) == 0) {log.warn(RemotingHelper.parseChannelRemoteAddr(ctx.channel())+ ", too many requests and system thread pool busy, RejectedExecutionException "+ pair.getObject2().toString()+ " request code: " + cmd.getCode());}

对于request,会根据cmd.getCode()来获取对应的NettyRequestProcessor。找不到的话,会找默认的。对于nameserver,它就是设置了一个默认,处理所有的请求。对于broker,有多个NettyRequestProcessor。

NettyRequestProcessor注册到org.apache.rocketmq.remoting.netty.NettyRemotingAbstract#processorTable时,会绑定一个线程池
Pair<NettyRequestProcessor, ExecutorService>。RemotingCommand任务提交给该线程池处理

/*** This container holds all processors per request code, aka, for each incoming request, we may look up the* responding processor in this map to handle the request.*/protected final HashMap<Integer/* request code */, Pair<NettyRequestProcessor, ExecutorService>> processorTable =new HashMap<Integer, Pair<NettyRequestProcessor, ExecutorService>>(64);

总结服务端启动后netty的线程模型

默认情况下:
eventLoopGroupBoss线程池1个线程,负责channel的链接
eventLoopGroupSelector线程池3个线程,负责IO处理
defaultEventExecutorGroup线程池8个线程,负责请求的RemotingCommand编解码
NettyRequestProcessor绑定的ExecutorService,默认8个线程,负责处理RemotingCommand的业务处理

证据如下。以下是nameServer的启动线程截图。RemotingExecutorThread是NettyRequestProcessor绑定的
在这里插入图片描述

2、NettyRemotingClient启动分析

查看启动代码
org.apache.rocketmq.remoting.netty.NettyRemotingClient#start

public void start() {this.defaultEventExecutorGroup = new DefaultEventExecutorGroup(nettyClientConfig.getClientWorkerThreads(),new ThreadFactory() {private AtomicInteger threadIndex = new AtomicInteger(0);@Overridepublic Thread newThread(Runnable r) {return new Thread(r, "NettyClientWorkerThread_" + this.threadIndex.incrementAndGet());}});Bootstrap handler = this.bootstrap.group(this.eventLoopGroupWorker).channel(NioSocketChannel.class).option(ChannelOption.TCP_NODELAY, true).option(ChannelOption.SO_KEEPALIVE, false).option(ChannelOption.CONNECT_TIMEOUT_MILLIS, nettyClientConfig.getConnectTimeoutMillis()).handler(new ChannelInitializer<SocketChannel>() {@Overridepublic void initChannel(SocketChannel ch) throws Exception {ChannelPipeline pipeline = ch.pipeline();if (nettyClientConfig.isUseTLS()) {if (null != sslContext) {pipeline.addFirst(defaultEventExecutorGroup, "sslHandler", sslContext.newHandler(ch.alloc()));log.info("Prepend SSL handler");} else {log.warn("Connections are insecure as SSLContext is null!");}}pipeline.addLast(defaultEventExecutorGroup,new NettyEncoder(),new NettyDecoder(),new IdleStateHandler(0, 0, nettyClientConfig.getClientChannelMaxIdleTimeSeconds()),new NettyConnectManageHandler(),new NettyClientHandler());}});if (nettyClientConfig.getClientSocketSndBufSize() > 0) {log.info("client set SO_SNDBUF to {}", nettyClientConfig.getClientSocketSndBufSize());handler.option(ChannelOption.SO_SNDBUF, nettyClientConfig.getClientSocketSndBufSize());}if (nettyClientConfig.getClientSocketRcvBufSize() > 0) {log.info("client set SO_RCVBUF to {}", nettyClientConfig.getClientSocketRcvBufSize());handler.option(ChannelOption.SO_RCVBUF, nettyClientConfig.getClientSocketRcvBufSize());}if (nettyClientConfig.getWriteBufferLowWaterMark() > 0 && nettyClientConfig.getWriteBufferHighWaterMark() > 0) {log.info("client set netty WRITE_BUFFER_WATER_MARK to {},{}",nettyClientConfig.getWriteBufferLowWaterMark(), nettyClientConfig.getWriteBufferHighWaterMark());handler.option(ChannelOption.WRITE_BUFFER_WATER_MARK, new WriteBufferWaterMark(nettyClientConfig.getWriteBufferLowWaterMark(), nettyClientConfig.getWriteBufferHighWaterMark()));}this.timer.scheduleAtFixedRate(new TimerTask() {@Overridepublic void run() {try {NettyRemotingClient.this.scanResponseTable();} catch (Throwable e) {log.error("scanResponseTable exception", e);}}}, 1000 * 3, 1000);if (this.channelEventListener != null) {this.nettyEventExecutor.start();}}

从Bootstrap的创建可知,和Server是很类似的。
区别是Bootstrap没有selector线程池。业务处理类是NettyClientHandler

3、Product发送消息,从namesrv获取topic的路由信息

Product发送端分析、编码

用rocketmq源码的例子,稍作变更:
org/apache/rocketmq/example/quickstart/Producer.java

producer.start();for (int i = 0; i < MESSAGE_COUNT; i++) {try {/** Create a message instance, specifying topic, tag and message body.*/Message msg = new Message(TOPIC /* Topic */,TAG /* Tag */,("Hello RocketMQ " + i).getBytes(RemotingHelper.DEFAULT_CHARSET) /* Message body */);/** Call send message to deliver message to one of brokers.*/SendResult sendResult = producer.send(msg);

producer.send(msg)最终会调用如下方法
org.apache.rocketmq.client.impl.MQClientAPIImpl#sendMessageSync
org.apache.rocketmq.remoting.netty.NettyRemotingAbstract#invokeSyncImpl

private SendResult sendMessageSync(final String addr,final String brokerName,final Message msg,final long timeoutMillis,final RemotingCommand request
) throws RemotingException, MQBrokerException, InterruptedException {RemotingCommand response = this.remotingClient.invokeSync(addr, request, timeoutMillis);assert response != null;return this.processSendResponse(brokerName, msg, response, addr);
}
public RemotingCommand invokeSyncImpl(final Channel channel, final RemotingCommand request,final long timeoutMillis)throws InterruptedException, RemotingSendRequestException, RemotingTimeoutException {final int opaque = request.getOpaque();try {final ResponseFuture responseFuture = new ResponseFuture(channel, opaque, timeoutMillis, null, null);this.responseTable.put(opaque, responseFuture);final SocketAddress addr = channel.remoteAddress();channel.writeAndFlush(request).addListener(new ChannelFutureListener() {@Overridepublic void operationComplete(ChannelFuture f) throws Exception {if (f.isSuccess()) {responseFuture.setSendRequestOK(true);return;} else {responseFuture.setSendRequestOK(false);}responseTable.remove(opaque);responseFuture.setCause(f.cause());responseFuture.putResponse(null);log.warn("send a request command to channel <" + addr + "> failed.");}});RemotingCommand responseCommand = responseFuture.waitResponse(timeoutMillis);if (null == responseCommand) {if (responseFuture.isSendRequestOK()) {throw new RemotingTimeoutException(RemotingHelper.parseSocketAddressAddr(addr), timeoutMillis,responseFuture.getCause());} else {throw new RemotingSendRequestException(RemotingHelper.parseSocketAddressAddr(addr), responseFuture.getCause());}}return responseCommand;} finally {this.responseTable.remove(opaque);}}

将msg包装成RemotingCommand,channel是namesrv服务端的远程地址
源码所见,channel.writeAndFlush(request)。将请求发送到namesrv

发送前,还需要做编码处理。下图是debug下,编码的处理。请求是105
org.apache.rocketmq.common.protocol.RequestCode#GET_ROUTEINFO_BY_TOPIC
public static final int GET_ROUTEINFO_BY_TOPIC = 105;

org.apache.rocketmq.remoting.netty.NettyEncoder#encode
在这里插入图片描述

namesrv端解码,消息处理

接收到105请求。namesrv做解码操作。消息体转换成RemotingCommand处理
org.apache.rocketmq.remoting.netty.NettyDecoder#decode
io.netty.handler.codec.LengthFieldBasedFrameDecoder#decode
在这里插入图片描述
org.apache.rocketmq.remoting.netty.NettyRemotingServer.NettyServerHandler#channelRead0处理
class NettyServerHandler extends SimpleChannelInboundHandler {

    @Overrideprotected void channelRead0(ChannelHandlerContext ctx, RemotingCommand msg) throws Exception {processMessageReceived(ctx, msg);}
}

org.apache.rocketmq.remoting.netty.NettyRemotingAbstract#processMessageReceived
在这里插入图片描述
通用的一个请求命令处理
org.apache.rocketmq.remoting.netty.NettyRemotingAbstract#processRequestCommand

public void processRequestCommand(final ChannelHandlerContext ctx, final RemotingCommand cmd) {final Pair<NettyRequestProcessor, ExecutorService> matched = this.processorTable.get(cmd.getCode());final Pair<NettyRequestProcessor, ExecutorService> pair = null == matched ? this.defaultRequestProcessor : matched;final int opaque = cmd.getOpaque();if (pair != null) {Runnable run = new Runnable() {@Overridepublic void run() {try {String remoteAddr = RemotingHelper.parseChannelRemoteAddr(ctx.channel());doBeforeRpcHooks(remoteAddr, cmd);final RemotingResponseCallback callback = new RemotingResponseCallback() {@Overridepublic void callback(RemotingCommand response) {doAfterRpcHooks(remoteAddr, cmd, response);if (!cmd.isOnewayRPC()) {if (response != null) {response.setOpaque(opaque);response.markResponseType();response.setSerializeTypeCurrentRPC(cmd.getSerializeTypeCurrentRPC());try {ctx.writeAndFlush(response);} catch (Throwable e) {log.error("process request over, but response failed", e);log.error(cmd.toString());log.error(response.toString());}} else {}}}};if (pair.getObject1() instanceof AsyncNettyRequestProcessor) {AsyncNettyRequestProcessor processor = (AsyncNettyRequestProcessor)pair.getObject1();processor.asyncProcessRequest(ctx, cmd, callback);} else {NettyRequestProcessor processor = pair.getObject1();RemotingCommand response = processor.processRequest(ctx, cmd);callback.callback(response);}} catch (Throwable e) {log.error("process request exception", e);log.error(cmd.toString());if (!cmd.isOnewayRPC()) {final RemotingCommand response = RemotingCommand.createResponseCommand(RemotingSysResponseCode.SYSTEM_ERROR,RemotingHelper.exceptionSimpleDesc(e));response.setOpaque(opaque);ctx.writeAndFlush(response);}}}};if (pair.getObject1().rejectRequest()) {final RemotingCommand response = RemotingCommand.createResponseCommand(RemotingSysResponseCode.SYSTEM_BUSY,"[REJECTREQUEST]system busy, start flow control for a while");response.setOpaque(opaque);ctx.writeAndFlush(response);return;}try {final RequestTask requestTask = new RequestTask(run, ctx.channel(), cmd);pair.getObject2().submit(requestTask);} catch (RejectedExecutionException e) {if ((System.currentTimeMillis() % 10000) == 0) {log.warn(RemotingHelper.parseChannelRemoteAddr(ctx.channel())+ ", too many requests and system thread pool busy, RejectedExecutionException "+ pair.getObject2().toString()+ " request code: " + cmd.getCode());}if (!cmd.isOnewayRPC()) {final RemotingCommand response = RemotingCommand.createResponseCommand(RemotingSysResponseCode.SYSTEM_BUSY,"[OVERLOAD]system busy, start flow control for a while");response.setOpaque(opaque);ctx.writeAndFlush(response);}}} else {String error = " request type " + cmd.getCode() + " not supported";final RemotingCommand response =RemotingCommand.createResponseCommand(RemotingSysResponseCode.REQUEST_CODE_NOT_SUPPORTED, error);response.setOpaque(opaque);ctx.writeAndFlush(response);log.error(RemotingHelper.parseChannelRemoteAddr(ctx.channel()) + error);}}

processRequestCommand就会通用的处理请求,转发到NettyRequestProcessor处理,
并且用绑定的ExecutorService线程池去执行任务---->pair.getObject2().submit(requestTask);

响应结果,会调用callback处理
ctx.writeAndFlush(response);

namesrv启动时注册NettyRequestProcessor、ExecutorService

org.apache.rocketmq.namesrv.NamesrvController#registerProcessor

private void registerProcessor() {if (namesrvConfig.isClusterTest()) {this.remotingServer.registerDefaultProcessor(new ClusterTestRequestProcessor(this, namesrvConfig.getProductEnvName()),this.remotingExecutor);} else {this.remotingServer.registerDefaultProcessor(new DefaultRequestProcessor(this), this.remotingExecutor);}}

remotingExecutor的初始化

 this.remotingExecutor =Executors.newFixedThreadPool(nettyServerConfig.getServerWorkerThreads(), new ThreadFactoryImpl("RemotingExecutorThread_"));

如上所说,processRequestCommand找到DefaultRequestProcessor,执行到以下位置
org.apache.rocketmq.namesrv.processor.DefaultRequestProcessor#processRequest
在这里插入图片描述

再贴一下处理topic获取routInfo源码
org.apache.rocketmq.namesrv.processor.DefaultRequestProcessor#getRouteInfoByTopic

public RemotingCommand getRouteInfoByTopic(ChannelHandlerContext ctx,RemotingCommand request) throws RemotingCommandException {final RemotingCommand response = RemotingCommand.createResponseCommand(null);final GetRouteInfoRequestHeader requestHeader =(GetRouteInfoRequestHeader) request.decodeCommandCustomHeader(GetRouteInfoRequestHeader.class);TopicRouteData topicRouteData = this.namesrvController.getRouteInfoManager().pickupTopicRouteData(requestHeader.getTopic());if (topicRouteData != null) {if (this.namesrvController.getNamesrvConfig().isOrderMessageEnable()) {String orderTopicConf =this.namesrvController.getKvConfigManager().getKVConfig(NamesrvUtil.NAMESPACE_ORDER_TOPIC_CONFIG,requestHeader.getTopic());topicRouteData.setOrderTopicConf(orderTopicConf);}byte[] content;Boolean standardJsonOnly = requestHeader.getAcceptStandardJsonOnly();if (request.getVersion() >= Version.V4_9_4.ordinal() || (null != standardJsonOnly && standardJsonOnly)) {content = topicRouteData.encode(SerializerFeature.BrowserCompatible,SerializerFeature.QuoteFieldNames, SerializerFeature.SkipTransientField,SerializerFeature.MapSortField);} else {content = RemotingSerializable.encode(topicRouteData);}response.setBody(content);response.setCode(ResponseCode.SUCCESS);response.setRemark(null);return response;}response.setCode(ResponseCode.TOPIC_NOT_EXIST);response.setRemark("No topic route info in name server for the topic: " + requestHeader.getTopic()+ FAQUrl.suggestTodo(FAQUrl.APPLY_TOPIC_URL));return response;}

总结

通过以上三个大的小节,已经梳理完成rocketmq使用netty的处理过程。
举了Product发送消息的例子,组装成RemotingCommand命令,经过编码,变成byte[]数组,发送到namesrv
namesrv接收到byte[]数组,解码成RemotingCommand。再交给NettyRequestProcessor处理。根据code,选择对应的请求类型处理
响应结果也组装成RemotingCommand命令,经过编码,变成byte[]数组,返回到Product

后续

之前的文章,已分析完成 consumer、namesrv、Product。剩余broker,最复杂的放到最后分析。
后续就是broker的分析文章。

相关文章:

rocketmq-netty通信设计-request和response

1、NettyRemotingServer启动分析 org.apache.rocketmq.remoting.netty.NettyRemotingServer#start public void start() {this.defaultEventExecutorGroup new DefaultEventExecutorGroup(nettyServerConfig.getServerWorkerThreads(),new ThreadFactory() {private AtomicI…...

DeepSeek 助力 Vue 开发:打造丝滑的卡片(Card)

前言&#xff1a;哈喽&#xff0c;大家好&#xff0c;今天给大家分享一篇文章&#xff01;并提供具体代码帮助大家深入理解&#xff0c;彻底掌握&#xff01;创作不易&#xff0c;如果能帮助到大家或者给大家一些灵感和启发&#xff0c;欢迎收藏关注哦 &#x1f495; 目录 Deep…...

计算机组成原理—— 总线系统(十一)

在追求梦想的旅途中&#xff0c;我们常常会遇到崎岖的道路和难以预料的风暴。然而&#xff0c;正是这些挑战塑造了我们的坚韧和毅力&#xff0c;使我们能够超越自我&#xff0c;触及那些看似遥不可及的目标。不要因为一时的困境而气馁&#xff0c;也不要因为他人的质疑而动摇自…...

电商小程序(源码+文档+部署+讲解)

引言 随着移动互联网的快速发展&#xff0c;电商小程序成为连接消费者与商家的重要桥梁。电商小程序通过数字化手段&#xff0c;为消费者提供了一个便捷、高效的购物平台&#xff0c;从而提升购物体验和满意度。 系统概述 电商小程序采用前后端分离的架构设计&#xff0c;服…...

8、k8s的pv和pvc

pv和pvc的概念 静态 动态——>自动分配 pv&#xff1a;persistent volume&#xff0c;持久化存储卷&#xff0c;描述或者定义存储卷的类型。集群范围内的存储概念&#xff0c;代表的是实际的存储空间&#xff08;本地磁盘、网络系统文件nfs&#xff0c;云存储&#xff09…...

【limit 1000000,10 加载很慢该怎么优化?】

在 SQL 数据库中,使用 LIMIT 子句进行分页查询时,如果偏移量(offset)很大,查询性能可能会变得非常差。 这是因为数据库需要扫描和跳过大量的记录才能到达所需的起始位置,然后再取出所需的记录数。 例如,LIMIT 1000000, 10 表示跳过前 100 万条记录,然后取接下来的 10…...

通过IDEA傻瓜式快速分析java堆内存快照

背景 很多开发都觉得分析堆快照查找内存泄漏、大对象等是一个比较需要技术功底的能力&#xff0c;但其实不然&#xff0c;通过IDEA就可以直接快速分析。 操作流程 通过idea直接打开已经找运维或自行dump好的.hprof文件 选中后&#xff0c;IDEA默认会在底部分析器tab展示解析…...

测试方案整理

搜索引擎放在那里&#xff1f;研发 查看问题样本或者在提取再批量入录等情况&#xff0c;一旦我没有勾选或者全选中已经批量入录的样本&#xff0c;那么在直接点击批量提取或查看问题样本的后&#xff0c;会自动默认为选择全选样本还是按照输入错误处理&#xff1f; 批量查看返…...

2025年视觉、先进成像和计算机技术国际学术会议(VAICT2025)

2025年视觉、先进成像和计算机技术国际学术会议&#xff08;VAICT2025&#xff09; 2025 International Conference on Vision, Advanced Imaging,and Computer Technology 【重要信息】 二轮截稿时间&#xff1a;2025年3月18日 注册截址时间&#xff1a;2025年4月11日 会…...

【黑马点评】jmeter测试秒杀接口前后耗时,和查询店铺(redis+caffeine二级缓存)接口

【黑马点评】jmeter测试秒杀接口前后耗时&#xff0c;和查询店铺缓存穿透接口 4.测试秒杀接口耗时4.1 修改VoucherOrderController4.2 测试原本的接口耗时 5. 测试缓存穿透 这篇是测试&#xff0c;使用RabbitMQ消息异步处理订单&#xff0c;以及不异步处理订单的耗时对比 以及查…...

盛铂科技 SCP4006/4018/4040:国产袖珍式功率计 射频微波功率探头 平均功率计

在通信、电子测量等领域&#xff0c;功率计是确保信号稳定、系统高效运行的关键设备。盛铂科技自主研发的 SCP4000 系列自带 USB 接口的袖珍式 CW 信号平均功率计&#xff0c;以其卓越的性能、高性价比和便捷的操作&#xff0c;在众多同类产品中脱颖而出&#xff0c;成为行业内…...

数据科学之数据管理|统计学

使用python学习统计 目录 01 统计学基础 7 一、 统计学介绍 7 二、 数据和变量 8 02 描述统计 10 一、 描述统计概述 10 二、 分类变量的描述 11 三、 等距数值变量的描述 13 四、 等比数值变量的描述 16 五、 常用软件包介绍 16 六、 数值变量的描述统计 18 (一)…...

C++ 设计模式-建造者模式

以下是一个完整的C建造者模式示例&#xff0c;包含产品类、建造者接口、具体建造者、指挥者以及测试代码&#xff1a; #include <iostream> #include <string> #include <memory>// 产品类&#xff1a;汽车 class Car { public:void setBody(const std::str…...

从零搭建:Canal实时数据管道打通MySQL与Elasticsearch

Canal实时同步Mysql Binlog至 Elasticsearch 文章目录 Canal实时同步Mysql **Binlog**至**Elasticsearch** 一. 环境准备1.环境检查检查Mysql是否开启BinLog开启Mysql BinlogJava环境检查 2.新建测试库和表3.新建Es索引 二.**部署 Canal Server****2.1 解压安装包****2.2 配置 …...

Baumer工业相机堡盟工业相机如何通过BGAPI SDK实现一次触发控制三个光源开关分别采集三张图像(C#)

Baumer工业相机堡盟工业相机如何通过BGAPI SDK实现一次触发控制三个光源开关分别采集三张图像&#xff08;C#&#xff09; Baumer工业相机Baumer工业相机定序器功能的技术背景Baumer工业相机通过BGAPI SDK使用定序器功能预期的相机动作定序器的工作原理 Baumer工业相机通过BGAP…...

网络安全用centos干嘛 网络安全需要学linux吗

网络安全为啥要学Linux系统&#xff0c;据不完全统计&#xff0c;Linux系统在数据中心操作系统上的份额高达70%。它一般运行于服务器和超级计算机上。 所以我们日常访问的网站后台和app后端都是部署在Linux服务器上的&#xff0c;如果你不会Linux系统操作&#xff0c;那么很多…...

【React】react-redux+redux-toolkit实现状态管理

安装 npm install reduxjs/toolkit react-reduxRedux Toolkit 是官方推荐编写Redux的逻辑方式&#xff0c;用于简化书写方式React-redux 用来链接Redux和React组件之间的中间件 使用 定义数据 创建要管理的数据模块 store/module/counter.ts import { createSlice, Payloa…...

如何通过AI轻松制作PPT?让PPT一键生成变得简单又高效

如何通过AI轻松制作PPT&#xff1f;让PPT一键生成变得简单又高效&#xff01;在这个信息化飞速发展的时代&#xff0c;PPT已经成为我们日常工作、学习和生活中不可或缺的一部分。无论是公司会议、学术报告&#xff0c;还是个人展示&#xff0c;PPT的作用都不容忽视。很多人对于…...

Springer |第七届2025年区块链、人工智能和可信系统国际会议

Springer |第七届2025年区块链、人工智能和可信系统国际会议 International Conference on Blockchain, Artificial Intelligence, and Trustworthy Systems 【重要日期】 论文提交截止日期&#xff1a;2025年03月01日&#xff08;第2轮&#xff09; 会议报名截止日期&…...

新一代SCADA: 宏集Panorama Suite 2025 正式发布,提供更灵活、符合人体工学且安全的应用体验

宏集科技宣布正式推出全新Panorama Suite 2025 SCADA软件&#xff01;全新版本标志着 Panorama Suite的一个重要里程碑&#xff0c;代表了从 Panorama Suite 2022 开始并跨越三个版本&#xff08;2022、2023、2025&#xff09;的开发过程的顶峰。 此次重大发布集中在六个核心主…...

树莓派超全系列教程文档--(62)使用rpicam-app通过网络流式传输视频

使用rpicam-app通过网络流式传输视频 使用 rpicam-app 通过网络流式传输视频UDPTCPRTSPlibavGStreamerRTPlibcamerasrc GStreamer 元素 文章来源&#xff1a; http://raspberry.dns8844.cn/documentation 原文网址 使用 rpicam-app 通过网络流式传输视频 本节介绍来自 rpica…...

从WWDC看苹果产品发展的规律

WWDC 是苹果公司一年一度面向全球开发者的盛会&#xff0c;其主题演讲展现了苹果在产品设计、技术路线、用户体验和生态系统构建上的核心理念与演进脉络。我们借助 ChatGPT Deep Research 工具&#xff0c;对过去十年 WWDC 主题演讲内容进行了系统化分析&#xff0c;形成了这份…...

多场景 OkHttpClient 管理器 - Android 网络通信解决方案

下面是一个完整的 Android 实现&#xff0c;展示如何创建和管理多个 OkHttpClient 实例&#xff0c;分别用于长连接、普通 HTTP 请求和文件下载场景。 <?xml version"1.0" encoding"utf-8"?> <LinearLayout xmlns:android"http://schemas…...

IGP(Interior Gateway Protocol,内部网关协议)

IGP&#xff08;Interior Gateway Protocol&#xff0c;内部网关协议&#xff09; 是一种用于在一个自治系统&#xff08;AS&#xff09;内部传递路由信息的路由协议&#xff0c;主要用于在一个组织或机构的内部网络中决定数据包的最佳路径。与用于自治系统之间通信的 EGP&…...

Vue2 第一节_Vue2上手_插值表达式{{}}_访问数据和修改数据_Vue开发者工具

文章目录 1.Vue2上手-如何创建一个Vue实例,进行初始化渲染2. 插值表达式{{}}3. 访问数据和修改数据4. vue响应式5. Vue开发者工具--方便调试 1.Vue2上手-如何创建一个Vue实例,进行初始化渲染 准备容器引包创建Vue实例 new Vue()指定配置项 ->渲染数据 准备一个容器,例如: …...

Python实现prophet 理论及参数优化

文章目录 Prophet理论及模型参数介绍Python代码完整实现prophet 添加外部数据进行模型优化 之前初步学习prophet的时候&#xff0c;写过一篇简单实现&#xff0c;后期随着对该模型的深入研究&#xff0c;本次记录涉及到prophet 的公式以及参数调优&#xff0c;从公式可以更直观…...

稳定币的深度剖析与展望

一、引言 在当今数字化浪潮席卷全球的时代&#xff0c;加密货币作为一种新兴的金融现象&#xff0c;正以前所未有的速度改变着我们对传统货币和金融体系的认知。然而&#xff0c;加密货币市场的高度波动性却成为了其广泛应用和普及的一大障碍。在这样的背景下&#xff0c;稳定…...

python执行测试用例,allure报乱码且未成功生成报告

allure执行测试用例时显示乱码&#xff1a;‘allure’ &#xfffd;&#xfffd;&#xfffd;&#xfffd;&#xfffd;ڲ&#xfffd;&#xfffd;&#xfffd;&#xfffd;ⲿ&#xfffd;&#xfffd;&#xfffd;Ҳ&#xfffd;&#xfffd;&#xfffd;ǿ&#xfffd;&am…...

Spring Cloud Gateway 中自定义验证码接口返回 404 的排查与解决

Spring Cloud Gateway 中自定义验证码接口返回 404 的排查与解决 问题背景 在一个基于 Spring Cloud Gateway WebFlux 构建的微服务项目中&#xff0c;新增了一个本地验证码接口 /code&#xff0c;使用函数式路由&#xff08;RouterFunction&#xff09;和 Hutool 的 Circle…...

基于Springboot+Vue的办公管理系统

角色&#xff1a; 管理员、员工 技术&#xff1a; 后端: SpringBoot, Vue2, MySQL, Mybatis-Plus 前端: Vue2, Element-UI, Axios, Echarts, Vue-Router 核心功能&#xff1a; 该办公管理系统是一个综合性的企业内部管理平台&#xff0c;旨在提升企业运营效率和员工管理水…...