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

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

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

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

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

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:哈喽,大家好,今天给大家分享一篇文章!并提供具体代码帮助大家深入理解,彻底掌握!创作不易,如果能帮助到大家或者给大家一些灵感和启发,欢迎收藏关注哦 💕 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,我们常常会遇到崎岖的道路和难以预料的风暴。然而,正是这些挑战塑造了我们的坚韧和毅力,使我们能够超越自我,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,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,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,为消费者提供了一个便捷、高效的购物平台,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,服…...
8、k8s的pv和pvc
pv和pvc的概念 静态 动态——>自动分配 pv:persistent volume,持久化存储卷,描述或者定义存储卷的类型。集群范围内的存储概念,代表的是实际的存储空间(本地磁盘、网络系统文件nfs,云存储)…...
【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,但其实不然,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,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?研发 查看问题样本或者在提取再批量入录等情况,一旦我没有勾选或者全选中已经批量入录的样本,那么在直接点击批量提取或查看问题样本的后,会自动默认为选择全选样本还是按照输入错误处理? 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(VAICT2025) 2025 International Conference on Vision, Advanced Imaging,and Computer Technology 【重要信息】 二轮截稿时间:2025年3月18日 注册截址时间: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,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,使用RabbitMQ消息异步处理订单,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,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,以其卓越的性能、高性价比和便捷的操作,在众多同类产品中脱颖而出,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,包含产品类、建造者接口、具体建造者、指挥者以及测试代码: #include <iostream> #include <string> #include <memory>// 产品类: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(C#) 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,据不完全统计,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,如果你不会Linux系统操作,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,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?让PPT一键生成变得简单又高效!在这个信息化飞速发展的时代,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,还是个人展示,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:2025年03月01日(第2轮) 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!全新版本标志着 Panorama Suite的一个重要里程碑,代表了从 Panorama Suite 2022 开始并跨越三个版本(2022、2023、2025)的开发过程的顶峰。 此次重大发布集中在六个核心主…...
RestClient
什么是RestClient RestClient 是 Elasticsearch 官方提供的 Java 低级 REST 客户端,它允许HTTP与Elasticsearch 集群通信,而无需处理 JSON 序列化/反序列化等底层细节。它是 Elasticsearch Java API 客户端的基础。 RestClient 主要特点 轻量级ÿ…...
C++_核心编程_多态案例二-制作饮品
#include <iostream> #include <string> using namespace std;/*制作饮品的大致流程为:煮水 - 冲泡 - 倒入杯中 - 加入辅料 利用多态技术实现本案例,提供抽象制作饮品基类,提供子类制作咖啡和茶叶*//*基类*/ class AbstractDr…...
Golang dig框架与GraphQL的完美结合
将 Go 的 Dig 依赖注入框架与 GraphQL 结合使用,可以显著提升应用程序的可维护性、可测试性以及灵活性。 Dig 是一个强大的依赖注入容器,能够帮助开发者更好地管理复杂的依赖关系,而 GraphQL 则是一种用于 API 的查询语言,能够提…...
[10-3]软件I2C读写MPU6050 江协科技学习笔记(16个知识点)
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16...
【HarmonyOS 5 开发速记】如何获取用户信息(头像/昵称/手机号)
1.获取 authorizationCode: 2.利用 authorizationCode 获取 accessToken:文档中心 3.获取手机:文档中心 4.获取昵称头像:文档中心 首先创建 request 若要获取手机号,scope必填 phone,permissions 必填 …...
算法岗面试经验分享-大模型篇
文章目录 A 基础语言模型A.1 TransformerA.2 Bert B 大语言模型结构B.1 GPTB.2 LLamaB.3 ChatGLMB.4 Qwen C 大语言模型微调C.1 Fine-tuningC.2 Adapter-tuningC.3 Prefix-tuningC.4 P-tuningC.5 LoRA A 基础语言模型 A.1 Transformer (1)资源 论文&a…...
【Android】Android 开发 ADB 常用指令
查看当前连接的设备 adb devices 连接设备 adb connect 设备IP 断开已连接的设备 adb disconnect 设备IP 安装应用 adb install 安装包的路径 卸载应用 adb uninstall 应用包名 查看已安装的应用包名 adb shell pm list packages 查看已安装的第三方应用包名 adb shell pm list…...
怎么让Comfyui导出的图像不包含工作流信息,
为了数据安全,让Comfyui导出的图像不包含工作流信息,导出的图像就不会拖到comfyui中加载出来工作流。 ComfyUI的目录下node.py 直接移除 pnginfo(推荐) 在 save_images 方法中,删除或注释掉所有与 metadata …...
uniapp 小程序 学习(一)
利用Hbuilder 创建项目 运行到内置浏览器看效果 下载微信小程序 安装到Hbuilder 下载地址 :开发者工具默认安装 设置服务端口号 在Hbuilder中设置微信小程序 配置 找到运行设置,将微信开发者工具放入到Hbuilder中, 打开后出现 如下 bug 解…...
[论文阅读]TrustRAG: Enhancing Robustness and Trustworthiness in RAG
TrustRAG: Enhancing Robustness and Trustworthiness in RAG [2501.00879] TrustRAG: Enhancing Robustness and Trustworthiness in Retrieval-Augmented Generation 代码:HuichiZhou/TrustRAG: Code for "TrustRAG: Enhancing Robustness and Trustworthin…...
