SpringBoot自定義starter開發分散式任務排程實踐

itxiaoshen發表於2022-07-08

概述

需求

在前面的部落格《Java定時器演進過程和生產級分散式任務排程ElasticJob程式碼實戰》中，我們已經熟悉ElasticJob分散式任務的應用，其核心實現為elasticjob-lite-spring-boot-starter，少量配置開箱即用；還有前面也有部落格文件談談走進Spring Boot原始碼學習之路和淺談入門，瞭解Spring Boot的原理，沒看過夥伴可以先翻看下前面的文章。SpringBoot官網已經提供非常多的starter使用，然而今天我們就來模擬封裝一個簡易的分散式任務排程實現定時任務選主執行和故障自動轉移的starter,本篇主要重心在於基於SpringBoot官網標準start封裝的模板和步驟。

製作starter基本步驟

提供了一個配置類，該配置類定義了我們需要的物件的例項化過程；
提供了一個spring.factories檔案，包含了配置類的全限定名；
將配置類和spring.factories檔案打包為一個啟動器starter；
程式啟動時通過載入starter.jar包的spring.factories檔案資訊，然後通過反射例項化檔案裡面的類。

SpringBoot啟動簡述

Spring Boot 在啟動的時候會做這幾件事情

Spring Boot 在啟動時會去依賴的 Starter 包中尋找 resources/META-INF/spring.factories 檔案，然後根據檔案中配置的 Jar 包去掃描專案所依賴的 Jar 包。
根據 spring.factories 配置載入 AutoConfigure 類。
根據 @Conditional 註解的條件，進行自動配置並將 Bean 注入 Spring Context。

其實也就是 Spring Boot 在啟動的時候，按照約定去讀取 Spring Boot Starter 的配置資訊，再根據配置資訊對資源進行初始化，並注入到 Spring 容器中。這樣 Spring Boot 啟動完畢後，就已經準備好了一切資源，使用過程中直接注入對應 Bean 資源即可。

實踐

建立專案

首先建立light-job-spring-boot-starter-autoconfigure的空專案，然後在專案中新增light-job-spring-boot-starter-autoconfigure的Maven模組，這裡的light-job-spring-boot-starter-autoconfigure模組則是實現簡易的分散式任務排程。

然後再新建一個專門作為依賴light-job-spring-boot-starter-autoconfigure模組空實現的maven模組，名稱為light-job-spring-boot-starter，這個也是參考SpringBoot官網封裝標準，具體可以看前面的文章如何說明spring-boot-starter-data-redis的官網實現。

autoconfigure實現

參考GitHub基於分散式任務實現的一些程式碼，這裡核心主要是構建一個light-job自動裝配配置檔案讀取類和一個light-job自動裝配配置類。

light-job-spring-boot-starter-autoconfigure模組新增Pom依賴

<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0"
         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
    <modelVersion>4.0.0</modelVersion>
    <parent>
        <groupId>org.springframework.boot</groupId>
        <artifactId>spring-boot-starter-parent</artifactId>
        <version>2.6.4</version>
        <relativePath/> <!-- lookup parent from repository -->
    </parent>
    <groupId>com.itxs</groupId>
    <artifactId>light-job-spring-boot-starter-autoconfigure</artifactId>
    <version>1.0</version>
    <packaging>jar</packaging>
    <name>light-job-spring-boot-starter-autoconfigure</name>
    <description>Demo project for Spring Boot</description>

    <properties>
        <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
        <project.reporting.outputEncoding>UTF-8</project.reporting.outputEncoding>
        <jdk.version>1.8</jdk.version>
        <spring-boot.version>2.6.4</spring-boot.version>
        <zookeeper.version>3.4.6</zookeeper.version>
        <commons-lang3.version>3.4</commons-lang3.version>
        <quartz.version>2.3.2</quartz.version>
    </properties>

    <dependencies>
        <dependency>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-starter</artifactId>
            <scope>provided</scope>
        </dependency>
        <dependency>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-starter-web</artifactId>
            <scope>provided</scope>
        </dependency>
        <dependency>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-configuration-processor</artifactId>
            <optional>true</optional>
        </dependency>
        <dependency>
            <groupId>org.springframework</groupId>
            <artifactId>spring-tx</artifactId>
            <scope>provided</scope>
        </dependency>
        <dependency>
            <groupId>org.springframework</groupId>
            <artifactId>spring-context-support</artifactId>
            <scope>provided</scope>
        </dependency>

        <dependency>
            <groupId>javax.servlet</groupId>
            <artifactId>javax.servlet-api</artifactId>
            <scope>provided</scope>
        </dependency>

        <dependency>
            <groupId>org.apache.commons</groupId>
            <artifactId>commons-lang3</artifactId>
            <version>${commons-lang3.version}</version>
        </dependency>

        <dependency>
            <groupId>org.apache.zookeeper</groupId>
            <artifactId>zookeeper</artifactId>
            <version>${zookeeper.version}</version>
            <exclusions>
                <exclusion>
                    <groupId>org.slf4j</groupId>
                    <artifactId>slf4j-log4j12</artifactId>
                </exclusion>
            </exclusions>
        </dependency>

        <dependency>
            <groupId>com.google.code.gson</groupId>
            <artifactId>gson</artifactId>
        </dependency>

        <dependency>
            <groupId>org.quartz-scheduler</groupId>
            <artifactId>quartz</artifactId>
            <version>${quartz.version}</version>
            <scope>provided</scope>
        </dependency>
        <dependency>
            <groupId>org.quartz-scheduler</groupId>
            <artifactId>quartz-jobs</artifactId>
            <version>${quartz.version}</version>
            <scope>provided</scope>
        </dependency>
    </dependencies>

</project>

建立LightJobProperties讀取配置檔案

package com.itxs.lightjob.config;

import com.itxs.lightjob.zk.ZKManager.KEYS;
import org.apache.commons.lang3.StringUtils;
import org.springframework.boot.context.properties.ConfigurationProperties;

import java.util.HashMap;
import java.util.List;
import java.util.Map;

@ConfigurationProperties(prefix = "light.job",ignoreInvalidFields = true)
public class LightJobProperties {

	private String enabled;
	private String zkConnect;
	private String rootPath = "/light/job";
	private int zkSessionTimeout = 60000;
	private String zkUsername;
	private String zkPassword;
	private List<String> ipBlackList;
	
	
	private List<String> targetBean;
	private List<String> targetMethod;
	private List<String> cronExpression;
	private List<String> startTime;
	private List<String> period;
	private List<String> delay;
	private List<String> params;
	private List<String> type;
	private List<String> extKeySuffix;
	private List<String> beforeMethod;
	private List<String> afterMethod;
	private List<String> threadNum;
	
	
	public Map<String, String> getConfig(){
		Map<String, String> properties = new HashMap<String, String>();
		properties.put(KEYS.zkConnectString.key, zkConnect);
		if(StringUtils.isNotBlank(rootPath)){
			properties.put(KEYS.rootPath.key, rootPath);
		}
		if(zkSessionTimeout > 0){
			properties.put(KEYS.zkSessionTimeout.key, zkSessionTimeout+"");
		}
		if(StringUtils.isNotBlank(zkUsername)){
			properties.put(KEYS.userName.key, zkUsername);
		}
		if(StringUtils.isNotBlank(zkPassword)){
			properties.put(KEYS.password.key, zkPassword);
		}
		StringBuilder sb = new StringBuilder();
		if(ipBlackList != null && ipBlackList.size() > 0){
			for(String ip:ipBlackList){
				sb.append(ip).append(",");
			}
			sb.substring(0,sb.lastIndexOf(","));
		}
		properties.put(KEYS.ipBlacklist.key, sb.toString());
		return properties;
	}

	public String getEnabled() {
		return enabled;
	}

	public void setEnabled(String enabled) {
		this.enabled = enabled;
	}

	public String getZkConnect() {
		return zkConnect;
	}
	public void setZkConnect(String zkConnect) {
		this.zkConnect = zkConnect;
	}
	public String getRootPath() {
		return rootPath;
	}
	public void setRootPath(String rootPath) {
		this.rootPath = rootPath;
	}
	public int getZkSessionTimeout() {
		return zkSessionTimeout;
	}
	public void setZkSessionTimeout(int zkSessionTimeout) {
		this.zkSessionTimeout = zkSessionTimeout;
	}
	public String getZkUsername() {
		return zkUsername;
	}
	public void setZkUsername(String zkUsername) {
		this.zkUsername = zkUsername;
	}
	public String getZkPassword() {
		return zkPassword;
	}
	public void setZkPassword(String zkPassword) {
		this.zkPassword = zkPassword;
	}
	public List<String> getIpBlackList() {
		return ipBlackList;
	}
	public void setIpBlackList(List<String> ipBlackList) {
		this.ipBlackList = ipBlackList;
	}


	public List<String> getTargetBean() {
		return targetBean;
	}


	public void setTargetBean(List<String> targetBean) {
		this.targetBean = targetBean;
	}


	public List<String> getTargetMethod() {
		return targetMethod;
	}


	public void setTargetMethod(List<String> targetMethod) {
		this.targetMethod = targetMethod;
	}


	public List<String> getCronExpression() {
		return cronExpression;
	}


	public void setCronExpression(List<String> cronExpression) {
		this.cronExpression = cronExpression;
	}


	public List<String> getStartTime() {
		return startTime;
	}


	public void setStartTime(List<String> startTime) {
		this.startTime = startTime;
	}


	public List<String> getPeriod() {
		return period;
	}


	public void setPeriod(List<String> period) {
		this.period = period;
	}


	public List<String> getDelay() {
		return delay;
	}


	public void setDelay(List<String> delay) {
		this.delay = delay;
	}


	public List<String> getParams() {
		return params;
	}


	public void setParams(List<String> params) {
		this.params = params;
	}


	public List<String> getType() {
		return type;
	}


	public void setType(List<String> type) {
		this.type = type;
	}


	public List<String> getExtKeySuffix() {
		return extKeySuffix;
	}


	public void setExtKeySuffix(List<String> extKeySuffix) {
		this.extKeySuffix = extKeySuffix;
	}


	public List<String> getBeforeMethod() {
		return beforeMethod;
	}


	public void setBeforeMethod(List<String> beforeMethod) {
		this.beforeMethod = beforeMethod;
	}


	public List<String> getAfterMethod() {
		return afterMethod;
	}


	public void setAfterMethod(List<String> afterMethod) {
		this.afterMethod = afterMethod;
	}

	public List<String> getThreadNum() {
		return threadNum;
	}


	public void setThreadNum(List<String> threadNum) {
		this.threadNum = threadNum;
	}
}

建立自動裝配類LightJobAutoConfiguration.java

package com.itxs.lightjob.config;


import com.itxs.lightjob.ZKScheduleManager;
import com.itxs.lightjob.core.TaskDefine;
import com.itxs.lightjob.util.ScheduleUtil;
import org.apache.commons.lang3.StringUtils;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.boot.autoconfigure.condition.ConditionalOnProperty;
import org.springframework.boot.context.properties.EnableConfigurationProperties;
import org.springframework.context.annotation.Bean;
import org.springframework.context.annotation.ComponentScan;
import org.springframework.context.annotation.Configuration;

import java.text.ParseException;
import java.util.ArrayList;
import java.util.Date;
import java.util.List;

@Configuration
@EnableConfigurationProperties({LightJobProperties.class})
@ConditionalOnProperty(value = "light.job.enabled", havingValue = "true")
@ComponentScan()
public class LightJobAutoConfiguration {
	
	private static final Logger LOGGER = LoggerFactory.getLogger(LightJobAutoConfiguration.class);
	
	@Autowired
	private LightJobProperties uncodeScheduleConfig;
	
	@Bean(name = "zkScheduleManager", initMethod="init")
	public ZKScheduleManager commonMapper(){
		ZKScheduleManager zkScheduleManager = new ZKScheduleManager();
		zkScheduleManager.setZkConfig(uncodeScheduleConfig.getConfig());
		List<TaskDefine> list = initAllTask();
		zkScheduleManager.setInitTaskDefines(list);
		LOGGER.info("=====>ZKScheduleManager inited..");
		return zkScheduleManager;
	}
	
	private List<TaskDefine> initAllTask(){
		List<TaskDefine> list = new ArrayList<TaskDefine>();
		int total = 0;
		if(uncodeScheduleConfig.getTargetBean() != null){
			total = uncodeScheduleConfig.getTargetBean().size();
		}
		for(int i = 0; i < total; i++){
			TaskDefine taskDefine = new TaskDefine();
			if(uncodeScheduleConfig.getTargetBean() != null){
				 String value = uncodeScheduleConfig.getTargetBean().get(i);
				if(StringUtils.isNotBlank(value)){
					taskDefine.setTargetBean(value);
				}
			}
			if(uncodeScheduleConfig.getTargetMethod() != null){
				 String value = uncodeScheduleConfig.getTargetMethod().get(i);
				if(StringUtils.isNotBlank(value)){
					taskDefine.setTargetMethod(value);
				}
			}
			if(uncodeScheduleConfig.getCronExpression() != null){
				 String value = uncodeScheduleConfig.getCronExpression().get(i);
				if(StringUtils.isNotBlank(value)){
					taskDefine.setCronExpression(value);
				}
			}
			if(uncodeScheduleConfig.getStartTime() != null){
				 String value = uncodeScheduleConfig.getStartTime().get(i);
				if(StringUtils.isNotBlank(value)){
					Date time = null;
					try {
						time = ScheduleUtil.transferStringToDate(value);
					} catch (ParseException e) {
						e.printStackTrace();
					}
					if(time != null){
						taskDefine.setStartTime(time);
					}
				}
			}
			if(uncodeScheduleConfig.getPeriod() != null){
				 String value = uncodeScheduleConfig.getPeriod().get(i);
				if(StringUtils.isNotBlank(value)){
					taskDefine.setPeriod(Long.valueOf(value));
				}
			}
			if(uncodeScheduleConfig.getDelay() != null){
				 String value = uncodeScheduleConfig.getDelay().get(i);
				if(StringUtils.isNotBlank(value)){
					taskDefine.setDelay(Long.valueOf(value));
				}
			}
			
			if(uncodeScheduleConfig.getParams() != null){
				 String value = uncodeScheduleConfig.getParams().get(i);
				if(StringUtils.isNotBlank(value)){
					taskDefine.setParams(value);
				}
			}
			
			if(uncodeScheduleConfig.getType() != null){
				 String value = uncodeScheduleConfig.getType().get(i);
				if(StringUtils.isNotBlank(value)){
					taskDefine.setType(value);
				}
			}
			
			if(uncodeScheduleConfig.getExtKeySuffix() != null){
				 String value = uncodeScheduleConfig.getExtKeySuffix().get(i);
				if(StringUtils.isNotBlank(value)){
					taskDefine.setExtKeySuffix(value);
				}
			}
			if(uncodeScheduleConfig.getBeforeMethod() != null){
				 String value = uncodeScheduleConfig.getBeforeMethod().get(i);
				if(StringUtils.isNotBlank(value)){
					taskDefine.setBeforeMethod(value);
				}
			}
			if(uncodeScheduleConfig.getAfterMethod() != null){
				 String value = uncodeScheduleConfig.getAfterMethod().get(i);
				if(StringUtils.isNotBlank(value)){
					taskDefine.setAfterMethod(value);
				}
			}
			if(uncodeScheduleConfig.getThreadNum() != null){
				 String value = uncodeScheduleConfig.getThreadNum().get(i);
				if(StringUtils.isNotBlank(value)){
					taskDefine.setThreadNum(Integer.valueOf(value));
				}
			}
			list.add(taskDefine);
		}
		return list;
	}
}

然後在resources目錄下的META-INF目錄下建立spring.factories檔案,跟SpringBoot其他starter一樣，輸出自動裝配類的全類名；springboot專案預設只會掃描本專案下的帶@Configuration註解的類，如果自定義starter，不在本工程中，是無法載入的，所以要配置META-INF/spring.factories配置檔案。配置了META-INF/spring.factories配置檔案是springboot實現starter的關鍵點，springboot的這種配置載入方式是一種類SPI（Service Provider Interface）的方式，SPI可以在META-INF/services配置介面擴充套件的實現類，springboot中原理類似，只是名稱換成了spring.factories而已。

# Auto Configure
org.springframework.boot.autoconfigure.EnableAutoConfiguration=\
com.itxs.lightjob.config.LightJobAutoConfiguration

其他還有自動裝配類的具體實現程式碼檔案，如下面目錄，主要利用zookeeper做分散式協調如分散式選主，執行maven install打包和安裝到本地maven倉庫。

light-job-spring-boot-starter

light-job-spring-boot-starter是不做實現，主要管理依賴，Pom檔案內容如下

<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0"
         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
    <modelVersion>4.0.0</modelVersion>

    <groupId>com.itxs</groupId>
    <artifactId>light-job-spring-boot-starter</artifactId>
    <version>1.0</version>
    <packaging>jar</packaging>

    <properties>
        <maven.compiler.source>8</maven.compiler.source>
        <maven.compiler.target>8</maven.compiler.target>
    </properties>
    <dependencies>
        <dependency>
            <groupId>com.itxs</groupId>
            <artifactId>light-job-spring-boot-starter-autoconfigure</artifactId>
            <version>1.0</version>
        </dependency>
    </dependencies>
</project>

最後我們執行maven install打包和安裝到本地maven倉庫。

呼叫示例

示例工程中加入light-job-spring-boot-starter依賴,這裡選擇前面文章示例的庫存微服務模組中新增

        <dependency>
            <groupId>com.itxs</groupId>
            <artifactId>light-job-spring-boot-starter</artifactId>
            <version>1.0</version>
        </dependency>

建立演示任務並放到Spring容器裡管理

package cn.itxs.ecom.storage.job;

import org.springframework.stereotype.Component;

@Component
public class DemoTask {

    public void execute() {
        System.out.println("===========execute start!=========");
        System.out.println("===========do job!=========");
        System.out.println("===========execute end !=========");
    }
}

配置檔案增加

light:
  job:
    enabled: true
    zk-connect: 192.168.4.27:2181,192.168.4.28:2181,192.168.4.29:2181
    root-path: /ecom/storage
    zk-session-timeout: 60000
    target-bean:
      - demoTask
    target-method:
      - execute
    period:
      - 1000
    cron-expression:
      - 0/10 * * * * ?

啟動三個庫存微服務模組，在第1個庫存微服務模組看到demoTask任務已經根據配置每十秒在執行

關閉第1個庫存微服務模組程式後，通過zookeeper重新選舉一個節點定時執行，從下面看選擇第3個庫存微服務模組每十秒實行

Redis讀取配置賦值lightjob

zookeeper地址配置可以放到配置中心如Nacos，如果目前我們配置資料是放在Redis中，可以通過System.setProperty設定系統變數的方式來實現，先註釋zk-connect的配置,這是啟動程式就會報錯

RedisConfig配置類中增加實現BeanPostProcessor介面實現其postProcessAfterInitialization方法，在bean初始化後讀取redis值設定環境變數值。

package cn.itxs.ecom.storage.config;

import com.fasterxml.jackson.annotation.JsonAutoDetect;
import com.fasterxml.jackson.annotation.PropertyAccessor;
import com.fasterxml.jackson.databind.ObjectMapper;
import lombok.extern.slf4j.Slf4j;
import org.apache.commons.lang3.StringUtils;
import org.springframework.beans.BeansException;
import org.springframework.beans.factory.config.BeanPostProcessor;
import org.springframework.context.annotation.Bean;
import org.springframework.context.annotation.Configuration;
import org.springframework.data.redis.connection.RedisConnectionFactory;
import org.springframework.data.redis.core.RedisTemplate;
import org.springframework.data.redis.serializer.Jackson2JsonRedisSerializer;
import org.springframework.data.redis.serializer.StringRedisSerializer;

@Configuration
@Slf4j
public class RedisConfig implements BeanPostProcessor{
    @Bean
    public RedisTemplate<String, Object> redisTemplate(RedisConnectionFactory redisConnectionFactory) {
        RedisTemplate<String, Object> template = new RedisTemplate<String, Object>();
        template.setConnectionFactory(redisConnectionFactory);
        Jackson2JsonRedisSerializer jackson2JsonRedisSerializer = new Jackson2JsonRedisSerializer(Object.class);
        ObjectMapper om = new ObjectMapper();
        om.setVisibility(PropertyAccessor.ALL, JsonAutoDetect.Visibility.ANY);
        //om.activateDefaultTyping(LaissezFaireSubTypeValidator.instance , ObjectMapper.DefaultTyping.NON_FINAL);
        jackson2JsonRedisSerializer.setObjectMapper(om);
        StringRedisSerializer stringRedisSerializer = new StringRedisSerializer();
        // key採用String的序列化方式
        template.setKeySerializer(stringRedisSerializer);
        // hash的key也採用String的序列化方式
        template.setHashKeySerializer(stringRedisSerializer);
        // value序列化方式採用jackson
        //template.setValueSerializer(jackson2JsonRedisSerializer);
        template.setValueSerializer(stringRedisSerializer);
        // hash的value序列化方式採用jackson
        //template.setHashValueSerializer(jackson2JsonRedisSerializer);
        template.setHashValueSerializer(stringRedisSerializer);
        template.afterPropertiesSet();
        return template;
    }

    @Override
    public Object postProcessAfterInitialization(Object bean, String beanName) throws BeansException
    {
        //在redisTemplate Bean初始化之後設定light.job.zk-connect為公共叢集的zk地址
        if (beanName.equals("redisTemplate")){
            log.info("postProcessAfterInitialization match beanName {}",beanName);
            try {
                RedisTemplate redisObj = (RedisTemplate) bean;
                String zkConnect = (String)redisObj.opsForHash().get("clusterinfo", "zookeeper-server");
                if (StringUtils.isNotBlank(zkConnect)) {
                    log.info("postProcessAfterInitialization get zkConnect ={}", zkConnect);
                    System.setProperty("light.job.zk-connect", zkConnect);
                    log.info("System.setProperty light.job.zk-connect={}", zkConnect);
                }
            } catch (Exception e) {
                log.error("postProcessAfterInitialization operate redisTemplate {} failed", e);
            }
        }
        return null;
    }
}

啟動後可以看到正常每十秒執行定時任務

**本人部落格網站 **IT小神 www.itxiaoshen.com

分散式任務排程
2019-03-04
分散式
分散式排程任務-ElasticJob
2021-06-08
分散式AST
LTS分散式任務排程部署
2019-03-09
分散式
SpringBoot 自定義 starter
2019-03-08
Spring Boot
SpringBoot自定義Starter
2021-10-30
Spring Boot
實戰|如何自定義SpringBoot Starter？
2019-05-11
Spring Boot
Aloha：一個分散式任務排程框架
2019-03-23
分散式框架
中介軟體---分散式任務排程---Celery
2019-02-17
分散式
Spring Boot Quartz 分散式叢集任務排程實現
2019-06-21
Spring Bootquartz分散式
開源分散式任務排程系統就選：DolphinScheduler
2023-02-28
分散式
micro-job分散式任務排程框架更新
2019-02-22
分散式框架
分散式任務排程平臺XXL-JOB
2019-10-02
分散式
新一代分散式任務排程框架
2023-04-11
分散式框架
分散式任務排程系統設計小結
2022-04-27
分散式
SpringBoot專案接入分散式任務排程平臺xxl-job（2.0.2）說明
2024-05-30
Spring Boot分散式
Java 分散式任務排程平臺：PowerJob 快速開始+配置詳解
2020-07-15
Java分散式
SpringBoot應用篇（一）：自定義starter
2019-05-15
Spring Boot
微服務實踐之分散式定時任務
2021-02-01
微服務分散式
淺談分散式任務排程系統Celery的設計與實現
2024-03-25
分散式
基於Azkaban的任務定時排程實踐
2019-03-14
分散式任務排程平臺XXL-JOB快速搭建教程
2020-07-12
分散式
真香！SpringBoot官方支援任務排程框架了！
2020-11-01
Spring Boot框架
宜信微服務任務排程平臺建設實踐
2019-09-10
微服務
任務排程
2018-11-24
SpringCloud微服務實戰——搭建企業級開發框架（四十二）：整合分散式任務排程平臺XXL-JOB，實現定時任務功能
2022-06-10
SpringGCCloud微服務框架分散式
帶有分散式鎖的Go計劃任務排程器- DEV
2021-08-04
分散式Godev
整合了這個分散式任務排程平臺，真的很爽~~
2022-03-18
分散式
go語言實戰課程《Go語言開發分散式任務排程輕鬆搞定高效能Crontab》——推薦分享
2019-08-18
Go分散式
宜信微服務任務排程平臺建設實踐|分享實錄
2019-10-22
微服務
分散式任務排程內的 MySQL 分頁查詢最佳化
2024-05-24
分散式MySql
分散式系統架構之構建你的任務排程中心
2020-07-16
分散式架構
Easy Scheduler 1.0.2 釋出，分散式工作流任務排程系統
2019-04-26
分散式
基於任務排程的企業級分散式批處理方案
2022-06-08
分散式
Airflow 任務排程
2024-04-24
AI
Laravel 任務排程
2019-11-26
Laravel
LiteOS-任務篇-原始碼分析-任務排程函式
2020-10-13
原始碼函式
SpringBoot整合任務排程框架Quartz及持久化配置
2020-12-27
Spring Boot框架quartz持久化
面試八股文：你寫過自定義任務排程器嗎？
2021-05-06
面試