白衣染霜華 發表於 2020-12-29 14:38:00

mongodb 聚合(aggregate)

<p>  </p>
<h1 class="reset-3c756112--pageTitle-33dc39a3"><span class="text-4505230f--DisplayH900-bfb998fa--textContentFamily-49a318e1"><span style="font-size: 15px"> &nbsp; MongoDB中文手册|官方文档中文版</span>&nbsp;</span><span style="font-size: 16px">https://docs.mongoing.com/</span></h1>
<p>  聚合操作处理数据记录和 return 计算结果。聚合操作将来自多个文档的值组合在一起,并且可以对分组数据执行各种操作以返回单个结果。</p>
<p>   MongoDB 提供了三种执行聚合的方法:聚合管道,map-reduce function和单一目的聚合方法。</p>
<p>  <span data-slate-fragment="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">管道使用MongoDB中的原生操作提供有效的数据聚合,并且是MongoDB中数据聚合的首选方法。</span><span data-key="667e4ac3622a49468c9ff681c7713e9c"><span data-key="71136b05aec74854bbcab05b50f5ce0c"><span data-key="a0260c753ea74bbc8754e6ca57b2b615"><span data-key="38f540c621be4b9a9e3f88b0fd403066" data-slate-fragment="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"><br></span></span></span></span></p>
<p>&nbsp;</p>
<p>  一、<strong>聚合管道</strong></p>
<p>  MongoDB 的Aggregation framework是以数据处理管道的概念为蓝本的。文档进入多阶段管道,将文档转换为聚合结果。</p>
<p>  聚合(aggregate)主要用于计算数据,类似sql中的sum()、avg()</p>
<p>  <strong>语法:db.集合名称.aggregate([{管道:{表达式}}])</strong></p>
<p>&nbsp;</p>
<p>  管道在MongoDB中一般用于将当前命令的输出结果作为下一个命令的输入</p>
<p>&nbsp;</p>
<p>  <strong>常用管道</strong></p>
<p>  1、$group:将集合中的文档分组,可用于统计结果</p>
<p>  2、$match:过滤数据,只输出符合条件的文档</p>
<p>  3、$project:修改输入文档的结构,如重命名、增加、删除字段、创建计算结果</p>
<p>  4、$sort:将输入文档排序后输出</p>
<p>  5、$limit:限制聚合管道返回的文档数</p>
<p>  6、$skip:跳过指定数量的文档,并返回余下的文档</p>
<p>  7、$unwind:将数组类型的字段进行拆分</p>
<p>  </p>
<p>  <strong>表达式:</strong>处理输入文档并输出</p>
<p>  <strong>语法</strong>:表达式:'$列名'</p>
<p>  <strong>常用表达式</strong></p>
<p>  1、$sum:计算总和,$sum:1同count表示计数</p>
<p>  2、$avg:计算平均值</p>
<p>  3、$min:获取最小值</p>
<p>  4、$max:获取最大值</p>
<p>  5、$push:在结果文档中插入值到一个数组中</p>
<p>  6、$first:根据资源文档的排序获取第一个文档数据</p>
<p>  7、$last:根据资源文档的排序获取最后一个文档数据</p>
<p>&nbsp;</p>
<p>  <strong>$group</strong></p>
<p><strong>  </strong>将集合中的文档分组,可用于统计结果,</p>
<p>  _id表示分组的依据,使用某个字段的格式为'$字段'</p>
<p>  例如:统计订单表中每天订单的数量:</p>
<div class="cnblogs_code">
<pre><span style="color: rgba(0, 0, 0, 1)">db.order.aggregate(
[
   { $group: { _id: </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">date</span><span style="color: rgba(128, 0, 0, 1)">"</span>, count: { <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">$sum</span><span style="color: rgba(128, 0, 0, 1)">"</span>: 1<span style="color: rgba(0, 0, 0, 1)"> } } }
])</span></pre>
</div>
<p>  <strong>Group by null</strong></p>
<p><strong>  </strong>将集合中所有文档分为一组</p>
<p>  求订单总数</p>
<div class="cnblogs_code">
<pre><span style="color: rgba(0, 0, 0, 1)">db.order.aggregate(
[
   { $group: {_id:null, count: { </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">$sum</span><span style="color: rgba(128, 0, 0, 1)">"</span>: 1<span style="color: rgba(0, 0, 0, 1)"> } } }
])</span></pre>
</div>
<p>&nbsp;</p>
<p>  <strong>透视数据</strong></p>
<p>  统计detail10集合中,直播和视频的标题</p>
<div class="cnblogs_code">
<pre><span style="color: rgba(0, 0, 0, 1)">db.detail10.aggregate(
[
   { $match: { name: </span><span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">央视新闻</span><span style="color: rgba(128, 0, 0, 1)">'</span>,date:<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">2020-10-08</span><span style="color: rgba(128, 0, 0, 1)">'</span>,tag:{<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">$in</span><span style="color: rgba(128, 0, 0, 1)">'</span>:[<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">视频</span><span style="color: rgba(128, 0, 0, 1)">'</span>,<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">直播</span><span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(0, 0, 0, 1)">]}} },
   { $group: { _id: </span><span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">$tag</span><span style="color: rgba(128, 0, 0, 1)">'</span>, title: { <span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">$push</span><span style="color: rgba(128, 0, 0, 1)">'</span>: <span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">$title</span><span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(0, 0, 0, 1)">} } }
])</span></pre>
</div>
<p>结果:</p>
<div class="cnblogs_code">
<pre>{ <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">直播</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">title</span><span style="color: rgba(128, 0, 0, 1)">"</span> : [ <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">《新闻1+1》| 急救设备,能成为公共场所的“标配”吗?</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">夜游西安乐华城 “月赏”秦汉古风新 国潮</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">多地直击假日返程高峰</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">长假首日 品中国国际动漫节的“中国风”</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">《新闻1+1》| 急救设备,能成为公共场所的“标配”吗?</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">夜游西安乐华城 “月赏”秦汉古风新国潮</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">多地直击假日返程高峰</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">长假首日 品中国国际动漫节的“中国风”</span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(0, 0, 0, 1)"> ] }
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">视频</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">title</span><span style="color: rgba(128, 0, 0, 1)">"</span> : [ <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">假期要结束了朱广权段子还在</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">天问一号飞控团队有成员生于1998年</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">美加州出现血红色满月</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">广州灯光秀夜空拼出钟南山肖像</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">来自新闻联播的双节祝福</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">曾在武汉共同抗疫他们 结婚了!</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">假期要结束了朱广权段子还在</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">天问一号飞控团队有成员生于1998年</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">美加州出现血红色满月</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">广州灯光秀夜空拼出钟南山肖像</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">来自新闻联播的双节祝福</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">曾在武汉共同抗疫他们 结婚了!</span><span style="color: rgba(128, 0, 0, 1)">"</span> ] }</pre>
</div>
<p>&nbsp;</p>
<p><span style="color: rgba(128, 0, 0, 1)">&nbsp; <strong> </strong></span><strong>$match</strong></p>
<p><strong>   </strong>用于过滤数据,只输出符合条件的文档</p>
<p>   使用MongoDB的标准查询操作</p>
<p>&nbsp;</p>
<p>&nbsp;   例如,查询name为央视新闻,日期为2020-10-08的记录中每个tag值对应的记录数量</p>
<div class="cnblogs_code">
<pre><span style="color: rgba(0, 0, 0, 1)">db.detail10.aggregate(
[
   { $match: { name: </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">央视新闻</span><span style="color: rgba(128, 0, 0, 1)">"</span>,date:<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">2020-10-08</span><span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(0, 0, 0, 1)"> } },

   { $group: { _id: </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">$tag</span><span style="color: rgba(128, 0, 0, 1)">"</span>, count: { <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">$sum</span><span style="color: rgba(128, 0, 0, 1)">"</span>: <span style="color: rgba(128, 0, 128, 1)">1</span><span style="color: rgba(0, 0, 0, 1)"> } } }
])</span></pre>
</div>
<p>&nbsp;</p>
<p>&nbsp;  <strong>$project</strong></p>
<p><strong>  &nbsp;</strong>修改输入文档的结构,如重命名、增加、删除字段、创建计算结果</p>
<p>  </p>
<div class="cnblogs_code">
<pre><span style="color: rgba(0, 0, 0, 1)">db.detail10.aggregate(
[
   { $match: { name: </span><span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">央视新闻</span><span style="color: rgba(128, 0, 0, 1)">'</span>,date:<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">2020-10-08</span><span style="color: rgba(128, 0, 0, 1)">'</span>,tag:{<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">$in</span><span style="color: rgba(128, 0, 0, 1)">'</span>:[<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">视频</span><span style="color: rgba(128, 0, 0, 1)">'</span>,<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">直播</span><span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(0, 0, 0, 1)">]}} },
   { $group: { _id: </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">$tag</span><span style="color: rgba(128, 0, 0, 1)">"</span>, count: { <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">$sum</span><span style="color: rgba(128, 0, 0, 1)">"</span>: <span style="color: rgba(128, 0, 128, 1)">1</span><span style="color: rgba(0, 0, 0, 1)"> } } },
   { $project: { _id: </span><span style="color: rgba(128, 0, 128, 1)">0</span>, count:<span style="color: rgba(128, 0, 128, 1)">1</span><span style="color: rgba(0, 0, 0, 1)">} }
])</span></pre>
</div>
<p>&nbsp;</p>
<p>  <strong>$sort</strong></p>
<p><strong>  </strong>将输入文档排序后输出</p>
<p>  查询tag对应记录数量,按统计数量升序</p>
<div class="cnblogs_code">
<pre><span style="color: rgba(0, 0, 0, 1)">db.detail10.aggregate(
[
   { $match: { name: </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">央视新闻</span><span style="color: rgba(128, 0, 0, 1)">"</span>,date:<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">2020-10-08</span><span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(0, 0, 0, 1)"> } },

   { $group: { _id: </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">$tag</span><span style="color: rgba(128, 0, 0, 1)">"</span>, count: { <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">$sum</span><span style="color: rgba(128, 0, 0, 1)">"</span>: <span style="color: rgba(128, 0, 128, 1)">1</span><span style="color: rgba(0, 0, 0, 1)"> } } },

   {$sort:{count:</span><span style="color: rgba(128, 0, 128, 1)">1</span><span style="color: rgba(0, 0, 0, 1)">}}
])</span></pre>
</div>
<p>  结果:</p>
<div class="cnblogs_code">
<pre>{ <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">小视频</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">count</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">6</span><span style="color: rgba(0, 0, 0, 1)"> }
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">直播</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">count</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">8</span><span style="color: rgba(0, 0, 0, 1)"> }
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">视频</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">count</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">12</span><span style="color: rgba(0, 0, 0, 1)"> }
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">微头条</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">count</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">16</span><span style="color: rgba(0, 0, 0, 1)"> }
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">文章</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">count</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">366</span> }</pre>
</div>
<p>&nbsp;</p>
<p>  <strong>$limit</strong></p>
<p><strong>  </strong>限制聚合管道返回的文档数,</p>
<p>  例如返回上面返回结果2条记录:</p>
<div class="cnblogs_code">
<pre><span style="color: rgba(0, 0, 0, 1)">db.detail10.aggregate(
[
   { $match: { name: </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">央视新闻</span><span style="color: rgba(128, 0, 0, 1)">"</span>,date:<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">2020-10-08</span><span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(0, 0, 0, 1)"> } },

   { $group: { _id: </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">$tag</span><span style="color: rgba(128, 0, 0, 1)">"</span>, count: { <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">$sum</span><span style="color: rgba(128, 0, 0, 1)">"</span>: <span style="color: rgba(128, 0, 128, 1)">1</span><span style="color: rgba(0, 0, 0, 1)"> } } },

   {$sort:{count:</span><span style="color: rgba(128, 0, 128, 1)">1</span><span style="color: rgba(0, 0, 0, 1)">}},

   {$limit:</span><span style="color: rgba(128, 0, 128, 1)">2</span><span style="color: rgba(0, 0, 0, 1)">}   
])</span></pre>
</div>
<p>  结果:</p>
<div class="cnblogs_code">
<pre>{ <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">小视频</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">count</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">6</span><span style="color: rgba(0, 0, 0, 1)"> }
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">直播</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">count</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">8</span> }</pre>
</div>
<p>  </p>
<p>  <strong>$unwind</strong></p>
<p><strong>  语法1</strong></p>
<p><strong>  </strong>将文档中的某一个数组类型字段拆分成多条,每条包含数组中的一个值</p>
<p>  构造数据:</p>
<div class="cnblogs_code">
<pre>db.test.insert({item:<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">新闻</span><span style="color: rgba(128, 0, 0, 1)">'</span>,tag:[<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">视频</span><span style="color: rgba(128, 0, 0, 1)">'</span>,<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">直播</span><span style="color: rgba(128, 0, 0, 1)">'</span>,<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">文章</span><span style="color: rgba(128, 0, 0, 1)">'</span>,<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">小视频</span><span style="color: rgba(128, 0, 0, 1)">'</span>,<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">微头条</span><span style="color: rgba(128, 0, 0, 1)">'</span>]})</pre>
</div>
<div class="cnblogs_code">
<pre>db.test.aggregate([{$unwind:<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">$tag</span><span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(0, 0, 0, 1)">}])<br>结果:
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : ObjectId(<span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">5feadb227aa0648519c1ad4a</span><span style="color: rgba(128, 0, 0, 1)">"</span>), <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">新闻</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">tag</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">视频</span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(0, 0, 0, 1)"> }
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : ObjectId(<span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">5feadb227aa0648519c1ad4a</span><span style="color: rgba(128, 0, 0, 1)">"</span>), <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">新闻</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">tag</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">直播</span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(0, 0, 0, 1)"> }
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : ObjectId(<span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">5feadb227aa0648519c1ad4a</span><span style="color: rgba(128, 0, 0, 1)">"</span>), <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">新闻</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">tag</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">文章</span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(0, 0, 0, 1)"> }
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : ObjectId(<span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">5feadb227aa0648519c1ad4a</span><span style="color: rgba(128, 0, 0, 1)">"</span>), <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">新闻</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">tag</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">小视频</span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(0, 0, 0, 1)"> }
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : ObjectId(<span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">5feadb227aa0648519c1ad4a</span><span style="color: rgba(128, 0, 0, 1)">"</span>), <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">新闻</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">tag</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">微头条</span><span style="color: rgba(128, 0, 0, 1)">"</span> }</pre>
</div>
<p>&nbsp;  语法2:</p>
<p>    对某字段值进行拆分,</p>
<p>    处理空数组、非数组、无字段、null情况</p>
<p>  </p>
<div class="cnblogs_code">
<pre><span style="color: rgba(0, 0, 0, 1)">db.inventory.aggregate([{
    $unwind:{
      path:</span><span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">$字段名称</span><span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(0, 0, 0, 1)">,
      preserveNullAndEmptyArrays:</span>&lt;boolean&gt;<span style="color: rgba(0, 0, 0, 1)">#防止数据丢失
    }
}])</span></pre>
</div>
<p>  构造数据:</p>
<div class="cnblogs_code">
<pre><span style="color: rgba(0, 0, 0, 1)">db.test.insert([
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">1</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">a</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">tag</span><span style="color: rgba(128, 0, 0, 1)">"</span>: [<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">视频</span><span style="color: rgba(128, 0, 0, 1)">'</span>,<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">直播</span><span style="color: rgba(128, 0, 0, 1)">'</span>,<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">文章</span><span style="color: rgba(128, 0, 0, 1)">'</span>,<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">小视频</span><span style="color: rgba(128, 0, 0, 1)">'</span>,<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">微头条</span><span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(0, 0, 0, 1)">] },
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">2</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">b</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">tag</span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(0, 0, 0, 1)"> : [ ] },
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">3</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">c</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">tag</span><span style="color: rgba(128, 0, 0, 1)">"</span>: <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">视频</span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(0, 0, 0, 1)"> },
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">4</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">d</span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(0, 0, 0, 1)"> },
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">5</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">e</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">size</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(0, 0, 255, 1)">null</span><span style="color: rgba(0, 0, 0, 1)"> }
])</span></pre>
</div>
<p>  使用语法1查询</p>
<div class="cnblogs_code">
<pre>db.test.aggregate([{$unwind:<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">$tag</span><span style="color: rgba(128, 0, 0, 1)">'</span>}])</pre>
</div>
<p>结果:</p>
<div class="cnblogs_code">
<pre>{ <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">1</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">a</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">tag</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">视频</span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(0, 0, 0, 1)"> }
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">1</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">a</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">tag</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">直播</span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(0, 0, 0, 1)"> }
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">1</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">a</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">tag</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">文章</span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(0, 0, 0, 1)"> }
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">1</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">a</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">tag</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">小视频</span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(0, 0, 0, 1)"> }
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">1</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">a</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">tag</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">微头条</span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(0, 0, 0, 1)"> }
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">3</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">c</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">tag</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">视频</span><span style="color: rgba(128, 0, 0, 1)">"</span> }</pre>
</div>
<p>&nbsp;</p>
<p>查看查询结果,发现对于空数组、无字段、null的文档,都被丢弃了</p>
<p>如何能不丢弃呢?使用语法2</p>
<div class="cnblogs_code">
<pre>db.test.aggregate([{$unwind:{path:<span style="color: rgba(128, 0, 0, 1)">'</span><span style="color: rgba(128, 0, 0, 1)">$tag</span><span style="color: rgba(128, 0, 0, 1)">'</span>,preserveNullAndEmptyArrays:<span style="color: rgba(0, 0, 255, 1)">true</span><span style="color: rgba(0, 0, 0, 1)">}}])
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">1</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">a</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">tag</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">视频</span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(0, 0, 0, 1)"> }
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">1</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">a</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">tag</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">直播</span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(0, 0, 0, 1)"> }
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">1</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">a</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">tag</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">文章</span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(0, 0, 0, 1)"> }
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">1</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">a</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">tag</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">小视频</span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(0, 0, 0, 1)"> }
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">1</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">a</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">tag</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">微头条</span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(0, 0, 0, 1)"> }
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">2</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">b</span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(0, 0, 0, 1)"> }
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">3</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">c</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">tag</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">视频</span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(0, 0, 0, 1)"> }
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">4</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">d</span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(0, 0, 0, 1)"> }
{ </span><span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">_id</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 128, 1)">5</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">item</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">e</span><span style="color: rgba(128, 0, 0, 1)">"</span>, <span style="color: rgba(128, 0, 0, 1)">"</span><span style="color: rgba(128, 0, 0, 1)">size</span><span style="color: rgba(128, 0, 0, 1)">"</span> : <span style="color: rgba(0, 0, 255, 1)">null</span> }</pre>
</div>
<p>&nbsp;</p>
<p>  <strong><br></strong></p>
<p>&nbsp;</p>
<p>  </p>
<p class="blockParagraph-544a408c" data-key="ce0cff6e62b042babc2f12b86c6c6c33" 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class="text-4505230f--TextH400-3033861f--textContentFamily-49a318e1"><span data-key="1ab0ad7b389c4ca1a161ae53cdb19f61"><span data-offset-key="1ab0ad7b389c4ca1a161ae53cdb19f61:0">&nbsp;</span></span></span></p><br><br>
来源:https://www.cnblogs.com/shaosks/p/14206470.html
頁: [1]
查看完整版本: mongodb 聚合(aggregate)