本帖最后由 葡萄城花卷 于 2022-11-17 14:01 编辑
一、项目背景企业日常工作中需要制作大量的报表，比如商品的销量、销售额、库存详情、员工打卡信息、保险报销、办公用品采购、差旅报销、项目进度等等，都需要制作统计图表以更直观地查阅。但是报表的制作往往需要耗费大量的时间，即使复用制作好的报表模版，一次次周期性对数据的复制粘贴操作也很耗人，同时模版在此过程中也会逐渐变得面目全非。
基于此，我们需要挖掘数据背后隐藏的关联信息，将人工的常规性操作抽离出来，使用工具和代码去实现，这个过程就称之为报表自动化。文内附前后端demo项目源码，家人们自行下载即可。 二、报表自动化的优势报表自动化带来的价值有哪些呢？
1、节省时间，提高效率
身处信息**的时代，任何一家企业都有体量庞大、结构复杂、各种各样的数据，多类数据交互融合，对其进行分析经常伴随着大量人力资源的消耗。自动化报表通过合理的设计，独立出各个业务功能模块，后续重复引用该模块，实现重复操作的代码复用。
对于固定流程或逻辑的一些操作，计算机的执行速度是人力不可及的，为我们节省了时间，可以投入更有意义的工作。
2、降低出错率
人工操作总是受太多不可控因素影响，存在各种出错的潜在可能。与之相比，自动化意味着通过编码手段实现了持久化的逻辑、流程，经过重复的测试验证之后，便可完全信任该程序。在重复性的工作场景下机器产出的稳定性远高于人工操作。
3、时效性高
日报、周报、月报这种周期性的报表，人为操作很难控制时间的准确性，但是通过代码控制可以最大程度的保证其定点触发操作。 三、系统功能点- 任务配置灵活：支持根据业务需求，通过界面操作控制任务的启停状态，任务对应生成的文件类型等。
- 报表模版设计自由：业务人员可根据对应任务配置的预览数据自定义报表模版，然后将其保存生效。
- 前端预览：支持从前端预览报表详情。
- 定时发送：定时生成报表文件并将其同步到微信群。
- 支持多种类型：支持Excel、PDF、图表等文件类型的报表格式。
- 数据自动抽取：动态读取数据库中的数据生成报表。
- 模版和数据独立存储：使用在线表格设计器编辑模版，存储时只保存模版，数据从数据库加载。
四、方案设计1、整体流程报表自动化的起点是能对接数据源，期间能自动化的生成事先设计好格式的报表，最终通过企业微信自动推送消息。具体流程可以分为3个步骤：
1.报表模版设计
2.对接数据源：从数据库中读取数据，动态适配数据模版。
3.自动化过程实现：利用定时任务，定时捞取数据，借助GcExcel生成对应类型的文件，通过对接企业微信的API，将文件同步到微信群。 2、技术栈3、具体实现3.1 数据库表设计note：此为测试demo，故没有创建主键索引之外的索引。
3.1.1 任务配置列表 task_config
依赖Quartz组件实现定时任务。读取任务配置表中启动状态的任务配置，按照任务类型读取对应数据源的增量更新数据。
- SQL
- CREATE TABLE `order` (
- `id` INT(11) NOT NULL AUTO_INCREMENT COMMENT '自增主键',
- `order_id` VARCHAR(64) NOT NULL DEFAULT '' COMMENT '订单ID',
- `order_amount` DECIMAL DEFAULT NULL DEFAULT 0 COMMENT '订单金额',
- `order_discount` DECIMAL DEFAULT NULL DEFAULT 0 COMMENT '订单折扣金额',
- `shipping_fee` DECIMAL DEFAULT NULL DEFAULT 0 COMMENT '运费',
- `receiver_name` VARCHAR(64) NOT NULL DEFAULT '' COMMENT '收件人姓名',
- `receiver_state` VARCHAR(64) NOT NULL DEFAULT '' COMMENT '省',
- `receiver_city` VARCHAR(64) NOT NULL DEFAULT '' COMMENT '市',
- `receiver_district` VARCHAR(64) NOT NULL DEFAULT '' COMMENT '区',
- `receiver_address` VARCHAR(128) NOT NULL DEFAULT '' COMMENT '详细地址',
- `create_time` DATETIME DEFAULT CURRENT_TIMESTAMP COMMENT '创建时间',
- `update_time` DATETIME DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP COMMENT '更新时间',
- PRIMARY KEY (`id`) USING BTREE
- ) ENGINE=INNODB DEFAULT CHARSET=UTF8MB4 COMMENT='订单表';
3.1.2 订单信息表 order
订单相关数据源信息，对应订单类的报表任务。
- SQL
- CREATE TABLE `waybill` (
- `id` INT(11) NOT NULL AUTO_INCREMENT COMMENT '自增主键',
- `order_id` VARCHAR(64) NOT NULL DEFAULT '' COMMENT '订单ID',
- `waybill_id` VARCHAR(64) NOT NULL DEFAULT '' COMMENT '发货单ID',
- `express_sn` VARCHAR(128) DEFAULT NULL DEFAULT '' COMMENT '物流单号',
- `express_name` VARCHAR(64) DEFAULT NULL DEFAULT '' COMMENT '物流公司名称',
- `receiver_name` VARCHAR(64) NOT NULL DEFAULT '' COMMENT '收件人姓名',
- `receiver_state` VARCHAR(64) NOT NULL DEFAULT '' COMMENT '省',
- `receiver_city` VARCHAR(64) NOT NULL DEFAULT '' COMMENT '市',
- `receiver_district` VARCHAR(64) NOT NULL DEFAULT '' COMMENT '区',
- `receiver_address` VARCHAR(128) NOT NULL DEFAULT '' COMMENT '详细地址',
- `out_time` DATETIME DEFAULT CURRENT_TIMESTAMP COMMENT '发货时间',
- `create_time` DATETIME DEFAULT CURRENT_TIMESTAMP COMMENT '创建时间',
- `update_time` DATETIME DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP COMMENT '更新时间',
- PRIMARY KEY (`id`) USING BTREE
- ) ENGINE=INNODB DEFAULT CHARSET=UTF8MB4 COMMENT='发货单表';
3.1.3 发货单表 waybill
发货单相关数据源信息，对应发货单类的报表任务。
- SQL
- CREATE TABLE `waybill` (
- `id` INT(11) NOT NULL AUTO_INCREMENT COMMENT '自增主键',
- `order_id` VARCHAR(64) NOT NULL DEFAULT '' COMMENT '订单ID',
- `waybill_id` VARCHAR(64) NOT NULL DEFAULT '' COMMENT '发货单ID',
- `express_sn` VARCHAR(128) DEFAULT NULL DEFAULT '' COMMENT '物流单号',
- `express_name` VARCHAR(64) DEFAULT NULL DEFAULT '' COMMENT '物流公司名称',
- `receiver_name` VARCHAR(64) NOT NULL DEFAULT '' COMMENT '收件人姓名',
- `receiver_state` VARCHAR(64) NOT NULL DEFAULT '' COMMENT '省',
- `receiver_city` VARCHAR(64) NOT NULL DEFAULT '' COMMENT '市',
- `receiver_district` VARCHAR(64) NOT NULL DEFAULT '' COMMENT '区',
- `receiver_address` VARCHAR(128) NOT NULL DEFAULT '' COMMENT '详细地址',
- `out_time` DATETIME DEFAULT CURRENT_TIMESTAMP COMMENT '发货时间',
- `create_time` DATETIME DEFAULT CURRENT_TIMESTAMP COMMENT '创建时间',
- `update_time` DATETIME DEFAULT CURRENT_TIMESTAMP ON UPDATE CURRENT_TIMESTAMP COMMENT '更新时间',
- PRIMARY KEY (`id`) USING BTREE
- ) ENGINE=INNODB DEFAULT CHARSET=UTF8MB4 COMMENT='发货单表';
3.2 功能拆解1、前端实现
前端使用React框架，嵌入了SpreadJS组件，初始化时从后端读取任务配置列表数据并展示。可从前端配置任务规则，主要是配置模版信息。 2、后端
后端是一个SpringBoot项目，嵌入GcExcel组件对编辑、导出等操作，同时借助Quartz定时任务调度框架实现定时任务的管理，并接入了企业微信暴露的群机器人消息对接API，发送消息到企业微信群。
定时任务调度框架quartz
Quartz的三个核心概念：调度器、任务、触发器，三者之间的关系是：
一个作业，比较重要的三个要素就是Scheduler，JobDetail，Trigger；而Trigger对于Job而言就好比一个驱动器，没有触发器来定时驱动作业，作业就无法运行；对于Job而言，一个Job可以对应多个Trigger，但对于Trigger而言，一个Trigger只能对应一个Job，所以一个Trigger只能被指派给一个Job；如果你需要一个更复杂的触发计划，可以创建多个Trigger并指派它们给同一个Job。
调度器的主要API
- Java
- //绑定jobDetail与trigger
- scheduler.scheduleJob(jobDetail, trigger);
- //检查JobDetail是否存在
- scheduler.checkExists(JobKey.jobKey(name, group))
- //检查Trigger是否存在
- scheduler.checkExists(TriggerKey.triggerKey(name, group))
- //删除jobDetail
- scheduler.deleteJob(JobKey.jobKey(name, group))
- //立即执行一次指定的任务
- scheduler.triggerJob(JobKey.jobKey(name, group), dataMap)
- //启动任务调度
- scheduler.start();
- //暂停指定的job
- scheduler.pauseJob(jobKey);
- //任务调度挂起，即暂停操作
- scheduler.standby();
- //关闭任务调度，同shutdown(false)
- scheduler.shutdown();
- //表示等待所有正在执行的Job执行完毕之后，再关闭Scheduler
- scheduler.shutdown(true);
- // 表示直接关闭Scheduler
- scheduler.shutdown(false);
定时任务出发规则：
1、使用cron表达式 定时发送 - Java
- Trigger trigger = TriggerBuilder.newTrigger()
- .withIdentity("trigger1", "group1")
- .withSchedule(CronScheduleBuilder.cronSchedule("0/5 * * * * ?")) // 日历
- .build();
2、使用simpleTrigger触发器
为那种需要在特定的日期/时间启动，且以一个可能的间隔时间重复执行 n 次的 Job 所设计的。 - <span style="color: rgb(68, 68, 68); font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap; background-color: rgb(245, 245, 245);">JavaScript
- </span><span class="hljs-operator" style="transition-duration: 0.2s; transition-property: background-color, border-color, border-radius, padding-top, padding-bottom, margin-top, margin-bottom, color, opacity; color: rgb(171, 86, 86); line-height: 1.8; font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap;">/</span><span class="hljs-operator" style="transition-duration: 0.2s; transition-property: background-color, border-color, border-radius, padding-top, padding-bottom, margin-top, margin-bottom, color, opacity; color: rgb(171, 86, 86); line-height: 1.8; font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap;">/</span><span style="color: rgb(68, 68, 68); font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap; background-color: rgb(245, 245, 245);">立即开始执行，</span><span class="hljs-number" style="transition-duration: 0.2s; transition-property: background-color, border-color, border-radius, padding-top, padding-bottom, margin-top, margin-bottom, color, opacity; color: rgb(136, 0, 0); line-height: 1.8; font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap;">2</span><span style="color: rgb(68, 68, 68); font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap; background-color: rgb(245, 245, 245);">秒执行一次，重复</span><span class="hljs-number" style="transition-duration: 0.2s; transition-property: background-color, border-color, border-radius, padding-top, padding-bottom, margin-top, margin-bottom, color, opacity; color: rgb(136, 0, 0); line-height: 1.8; font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap;">3</span><span style="color: rgb(68, 68, 68); font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap; background-color: rgb(245, 245, 245);">次，</span><span class="hljs-number" style="transition-duration: 0.2s; transition-property: background-color, border-color, border-radius, padding-top, padding-bottom, margin-top, margin-bottom, color, opacity; color: rgb(136, 0, 0); line-height: 1.8; font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap;">3</span><span style="color: rgb(68, 68, 68); font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap; background-color: rgb(245, 245, 245);">秒后结束执行（当重复次数或者结束时间有一个先达到时，就会停止执行）
- </span><span class="hljs-keyword" style="transition-duration: 0.2s; transition-property: background-color, border-color, border-radius, padding-top, padding-bottom, margin-top, margin-bottom, color, opacity; color: rgb(0, 0, 255); line-height: 1.8; font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap;">Trigger</span><span style="color: rgb(68, 68, 68); font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap; background-color: rgb(245, 245, 245);"> </span><span class="hljs-keyword" style="transition-duration: 0.2s; transition-property: background-color, border-color, border-radius, padding-top, padding-bottom, margin-top, margin-bottom, color, opacity; color: rgb(0, 0, 255); line-height: 1.8; font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap;">trigger</span><span style="color: rgb(68, 68, 68); font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap; background-color: rgb(245, 245, 245);"> </span><span class="hljs-operator" style="transition-duration: 0.2s; transition-property: background-color, border-color, border-radius, padding-top, padding-bottom, margin-top, margin-bottom, color, opacity; color: rgb(171, 86, 86); line-height: 1.8; font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap;">=</span><span style="color: rgb(68, 68, 68); font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap; background-color: rgb(245, 245, 245);"> TriggerBuilder.newTrigger()
- .withIdentity("trigger1", "triggerGroup1")
- .startNow()
- .withSchedule(SimpleScheduleBuilder.simpleSchedule().withIntervalInSeconds(</span><span class="hljs-number" style="transition-duration: 0.2s; transition-property: background-color, border-color, border-radius, padding-top, padding-bottom, margin-top, margin-bottom, color, opacity; color: rgb(136, 0, 0); line-height: 1.8; font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap;">2</span><span style="color: rgb(68, 68, 68); font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap; background-color: rgb(245, 245, 245);">).withRepeatCount(</span><span class="hljs-number" style="transition-duration: 0.2s; transition-property: background-color, border-color, border-radius, padding-top, padding-bottom, margin-top, margin-bottom, color, opacity; color: rgb(136, 0, 0); line-height: 1.8; font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap;">3</span><span style="color: rgb(68, 68, 68); font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap; background-color: rgb(245, 245, 245);">))
- .endAt(</span><span class="hljs-keyword" style="transition-duration: 0.2s; transition-property: background-color, border-color, border-radius, padding-top, padding-bottom, margin-top, margin-bottom, color, opacity; color: rgb(0, 0, 255); line-height: 1.8; font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap;">new</span><span style="color: rgb(68, 68, 68); font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap; background-color: rgb(245, 245, 245);"> </span><span class="hljs-type" style="transition-duration: 0.2s; transition-property: background-color, border-color, border-radius, padding-top, padding-bottom, margin-top, margin-bottom, color, opacity; color: rgb(163, 21, 21); line-height: 1.8; font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap;">Date</span><span style="color: rgb(68, 68, 68); font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap; background-color: rgb(245, 245, 245);">(</span><span class="hljs-keyword" style="transition-duration: 0.2s; transition-property: background-color, border-color, border-radius, padding-top, padding-bottom, margin-top, margin-bottom, color, opacity; color: rgb(0, 0, 255); line-height: 1.8; font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap;">new</span><span style="color: rgb(68, 68, 68); font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap; background-color: rgb(245, 245, 245);"> </span><span class="hljs-type" style="transition-duration: 0.2s; transition-property: background-color, border-color, border-radius, padding-top, padding-bottom, margin-top, margin-bottom, color, opacity; color: rgb(163, 21, 21); line-height: 1.8; font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap;">Date</span><span style="color: rgb(68, 68, 68); font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap; background-color: rgb(245, 245, 245);">().getTime() </span><span class="hljs-operator" style="transition-duration: 0.2s; transition-property: background-color, border-color, border-radius, padding-top, padding-bottom, margin-top, margin-bottom, color, opacity; color: rgb(171, 86, 86); line-height: 1.8; font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap;">+</span><span style="color: rgb(68, 68, 68); font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap; background-color: rgb(245, 245, 245);"> </span><span class="hljs-number" style="transition-duration: 0.2s; transition-property: background-color, border-color, border-radius, padding-top, padding-bottom, margin-top, margin-bottom, color, opacity; color: rgb(136, 0, 0); line-height: 1.8; font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap;">3000</span><span style="color: rgb(68, 68, 68); font-family: "Courier New", sans-serif; font-size: 12px; white-space: pre-wrap; background-color: rgb(245, 245, 245);">L))
- .build();
- </span>
五、效果演示使用步骤说明：整个页面布局可以分为两大部分，上半部分为从数据库中读取的任务配置列表，下半部分为SpreadJS的Designer模块。在前端配置任务规则后，后端服务会读取具体的任务配置信息，调度任务进行生产。整个操作可以分为以下几个步骤：
1)、读取任务配置数据到React表格中。
2)、选中特定的任务配置项，读取对应数据源的数据到Worksheet中展示。
3)、编辑报表任务模版并保存。
由于json文件是存储在mysql数据库表中的一个字段中，若字段太大会导致溢出且影响性能，故仅保存样式，后端进行数据源动态查询去适配生成报表。
一个完整的json对象示例如下所示： - JSON
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