[原创] Hive使用UDAF自定义聚合函数

在使用Hive进行数据处理时，经常会用到group by语法，但对分组的合并操作，hive没有MySQL支持得好： group_concat([DISTINCT] 要连接的字段 Order BY ASC/DESC 排序字段 Separator '分隔符' hive只有一个collect_set内置函数，返回去重后的元素数组，但我们可以通过编写UDAF，来实现想要的功能。 编写通用型UDAF需要两个类：解析器和计算器。 解析器负责UDAF的参数检查，操作符的重载以及对于给定的一组参数类型来查找正确的计算器，建议继承AbstractGenericUDAFResolver类，具体实现如下： ```java @Override public GenericUDAFEvaluator getEvaluator(TypeInfo[] parameters) throws SemanticException { if (parameters.length container = Lists.newArrayList(); } @Override public void reset(AggregationBuffer agg) throws HiveException { ((MkListAggregationBuffer) agg).container.clear(); } @Override public AggregationBuffer getNewAggregationBuffer() throws HiveException { MkListAggregationBuffer ret = new MkListAggregationBuffer(); return ret; } @Override public void iterate(AggregationBuffer agg, Object[] parameters) throws HiveException { if(parameters == null || parameters.length != 1){ return; } Object key = parameters[0]; if (key != null) { MkListAggregationBuffer myagg = (MkListAggregationBuffer) agg; putIntoList(key, myagg.container); } } private void putIntoList(Object key, List container) { Object pCopy = ObjectInspectorUtils.copyToStandardObject(key, this.inputKeyOI); container.add(pCopy); } @Override public Object terminatePartial(AggregationBuffer agg) throws HiveException { MkListAggregationBuffer myagg = (MkListAggregationBuffer) agg; List ret = Lists.newArrayList(myagg.container); return ret; } @Override public void merge(AggregationBuffer agg, Object partial) throws HiveException { if(partial == null){ return; } MkListAggregationBuffer myagg = (MkListAggregationBuffer) agg; List partialResult = (List) internalMergeOI.getList(partial); for (Object ob: partialResult) { putIntoList(ob, myagg.container); } return; } @Override public Object terminate(AggregationBuffer agg) throws HiveException { MkListAggregationBuffer myagg = (MkListAggregationBuffer) agg; Map map = Maps.newHashMap(); for (int i = 0; i> listData = Lists.newArrayList(map.entrySet()); Collections.sort(listData, new Comparator>() { public int compare(Map.Entry o1, Map.Entry o2) { if (o1.getValue() ret = Lists.newArrayList(); for(Map.Entry entry : listData){ ret.add(entry.getKey()); ret.add(new Text(entry.getValue().toString())); } return ret; } } ``` 使用方法： ```mysql add jar /export/data/hiveUDF.jar; create temporary function collect_list as 'com.test.hive.udf.CollectListUDAF'; select id, collect_list(value) from test group by id; ``` test表中数据为： ```shell +------+-------+ | id | value | +------+-------+ | 1 | a | | 1 | a | | 1 | b | | 2 | c | | 2 | d | | 2 | d | +------+-------+ ``` 运行结果为： ```shell 1 ["a", "2", "b", "1"] 2 ["d", "2", "c", "1"] ``` 附：用Map实现的话会比较简单，但在数据量大的时候，统计的数据有些会不准确（在只有一个map/reduce时，统计无误），最后我也没有找到好的解决办法，所以这里用的ArrayList。 ![Model各阶段对应Evaluator方法调用](https://img.blog.csdn.net/20151130115312010) ![Evaluator各个阶段下处理mapreduce流程](https://img.blog.csdn.net/20151130115324649)
<ins class="adsbygoogle" style="display:block; text-align:center;" data-ad-layout="in-article" data-ad-format="fluid" data-ad-client="ca-pub-4353345653789615" data-ad-slot="8840342077"></ins>
<script>     (adsbygoogle = window.adsbygoogle || []).push({});</script>在使用Hive进行数据处理时，经常会用到group by语法，但对分组的合并操作，hive没有My</div><br /><hr><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/bootstrap/5.2.1/css/bootstrap.min.css" integrity="sha512-siwe/oXMhSjGCwLn+scraPOWrJxHlUgMBMZXdPe2Tnk3I0x3ESCoLz7WZ5NTH6SZrywMY+PB1cjyqJ5jAluCOg==" crossorigin="anonymous" referrerpolicy="no-referrer" />
        <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/bootstrap-icons/1.9.1/font/bootstrap-icons.min.css" integrity="sha512-5PV92qsds/16vyYIJo3T/As4m2d8b6oWYfoqV+vtizRB6KhF1F9kYzWzQmsO6T3z3QG2Xdhrx7FQ+5R1LiQdUA==" crossorigin="anonymous" referrerpolicy="no-referrer" />
        <script src="https://challenges.cloudflare.com/turnstile/v0/api.js?onload=_turnstileCb" defer></script>
        <br />
        <main class="form-signin" style="width: 350px;">
        <form method="POST" action="?t=1784354427_7454">
            <p>你的当前访问异常,请进行认证后继续阅读剩余内容。</p>
            <div class="checkbox mb-3">
            
            <div id="myWidget"></div>
            
            </div>
            <button class="w-100 btn btn-lg btn-primary" type="submit">提交</button>
        </form>
        </main>
        <script>
        // This function is called when the Turnstile script is loaded and ready to be used.
        // The function name matches the "onload=..." parameter.
        function _turnstileCb() {
            turnstile.render("#myWidget", {
            sitekey: "0x4AAAAAAAjsuGjmm5ZcGWaB",
            theme: "light",
            });
        }
        </script>
        </span></article>
                    <div class="pcuptime">
                        <div class="fl">
                            <div class="fl">
                                <div class="glyphicon glyphicon-share-alt fl"></div>
                                <div class="fl">分享到：</div>
                                <div onclick="shareTo('qzone')" class="fl" style="cursor: pointer;">
                                    <img width="30"
                                         src="data:image/png;base64,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"/>
                                </div>
                                <div onclick="shareTo('qq')" class="fl" style="cursor: pointer;margin-left:3px;">
                                    <img width="32"
                                         src="data:image/png;base64,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"/>
                                </div>
                                <div onclick="shareTo('sina')" class="fl" style="cursor: pointer;">
                                    <img width="36"
                                         src="data:image/png;base64,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"/>
                                </div>
                                <div onclick="shareTo('wechat')" class="fl" style="cursor:pointer;margin-left:1px;">
                                    <img width="32"
                                         src="data:image/png;base64,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"/>
                                </div>
                            </div>
                        </div>
                        <time class="fr glyphicon glyphicon-exclamation-sign">非常感谢你花费了<span id="lookDate"></span>来阅读本文,如果你在本站获取到了新知识,那就请点击分享按钮将本站分享出去吧。
                        </time>
                    </div>
                </div>
            </div>
        </div>
        <script>
            $('.pcdetails img').each(function () {
                if ($(this).width() >= 100) {
                    $(this).addClass('img-responsive center-block');
                }
            });

</script>
    </div>
</div>
<div style="text-align:center;">
<script async="async" data-cfasync="false" src="https://pl28992228.profitablecpmratenetwork.com/8ae604bdc4dc964f8674244fb58731a2/invoke.js"></script>
<div id="container-8ae604bdc4dc964f8674244fb58731a2"></div>

<div class="col-lg-4 col-md-4 col-sm-6 col-xs-12">
                <div class="rcon">
                    <div class="rdp"><i class="glyphicon glyphicon-duplicate"></i>相关阅读:</div>
                    <span><div><a href="/posts/Hyper-v-Serverzhong-fu-shu-ju-shan-chu-ji-shu.html">Hyper-v Server重复数据删除技术</a></div><div><a href="/posts/huo-shan-yin-qing-bytehouse-fen-xi-xing-shu-ju-ku-ru-he-she-ji-lie-shi-cun-chu.html">火山引擎ByteHouse：分析型数据库如何设计列式存储</a></div><div><a href="/posts/javagao-ji-ji-chu-zhi-xiang-guan-gai-nian-00.html">java高级基础之相关概念00</a></div><div><a href="/posts/walrus-ru-men-jiao-cheng-ru-he-chuang-jian-mo-ban-yi-chen-dian-ke-fu-yong-de-tuan-dui-zui-jia-shi-jian.html">Walrus 入门教程：如何创建模板以沉淀可复用的团队最佳实践</a></div><div><a href="/posts/00-00ji-suan-ji-wang-luo-zhi-ji-suan-ji-wang-luo-ji-ben-gai-nian.html">00 00计算机网络之计算机网络基本概念</a></div><div><a href="/posts/guan-yu-Appcheng-xu-yuan-pao-mo.html">关于App程序员泡沫</a></div><div><a href="/posts/Androidshi-zhan-jian-yi-jiao-cheng-di-qi-shi-qiang-zi-ding-yi-shi-yong-kong-zhi-zhi-you-xiang-yan-zheng-EditText.html">Android实战简易教程-第七十枪（自定义实用控制之-邮箱验证EditText）</a></div><div><a href="/posts/huo-shan-yin-qing-bytehouse-fen-xi-xing-shu-ju-ku-ru-he-she-ji-bing-fa-kong-zhi.html">火山引擎ByteHouse：分析型数据库如何设计并发控制？</a></div><div><a href="/posts/Android-Scrollfen-xi-er-jiao-ni-shi-yong-qi-zhong-fang-fa-shi-xian-hua-dong.html">Android Scroll分析 (二) 教你使用七种方法实现滑动</a></div><div><a href="/posts/Linux-huan-jing-xia-etc-profilehe-etc-profile-d-de-qu-bie-he-yong-fa.html">Linux 环境下/etc/profile和/etc/profile.d 的区别和用法！</a></div></span>
                </div>
            </div>
            <div class="col-lg-4 col-md-4 col-sm-6 col-xs-12">
                <div class="rcon">
                    <div class="rdp"><i class="glyphicon glyphicon-random"></i>随便看看:</div>
                    <span><div><a href="/posts/chu-shi-mysql-zhong-pian.html">初识MySQL(中篇)</a></div><div><a href="/posts/zhi-ding-R-java-was-modified-manually-Reverting-to-generated-version.html">[置顶]
        R.java was modified manually! Reverting to generated version!</a></div><div><a href="/posts/cheng-xu-de-di-zhi-kong-jian.html">程序的地址空间</a></div><div><a href="/posts/du-xie-fen-li-shi-xian.html">读写分离实现</a></div><div><a href="/posts/mysql-with-rollupzi-ju.html">MySQL- WITH ROLLUP子句</a></div><div><a href="/posts/APIde-she-ji-yu-shi-xian.html">API的设计与实现</a></div><div><a href="/posts/wen-ben-kuang-huo-de-jiao-dian-he-shi-qu-jiao-dian-de-pan-duan-dai-ma.html">文本框获得焦点和失去焦点的判断代码</a></div><div><a href="/posts/jszhong-yi-ge-han-shu-huo-qu-ling-yi-ge-han-shu-fan-hui-zhi-wen-ti-tan-tao.html">js中一个函数获取另一个函数返回值问题探讨</a></div><div><a href="/posts/SAXfang-shi-jie-xi-XMLshi-li.html">SAX方式解析XML实例</a></div><div><a href="/posts/liang-dian-qiang-xian-kan-4yue-16-17ri-bai-du-createda-hui-kai-she-aigong-kai-ke-da-ka-dai-ni-da-zao-zhuan-qian-gong-ju.html">亮点抢先看！4月16-17日，百度Create大会开设“AI公开课”，大咖带你打造赚钱工具</a></div></span>
                </div>
            </div>
        </div>
    </div>
</div>

<section class="rightnav">
    <div class="rnlist" style="display:none;">
        <div class="rimg"><img
                src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAADICAMAAACahl6sAAAAn1BMVEUAAADndGvmcm3mcm3ncW3mcm3mcm3mcm3ncm3mcm3ncm7mcm3ncm3mcm3mcmzncm3mcm3mcm3ncm3ncm3mcm3mcm3mcm3ncm3ncm3mcmzmcm3mcG3mcm3ncm3mcm3oc2zncm3ncm3mcm3ncm3mcm3ncm3ncm3ncW3mcm3mcm3mcm3mcm3mcm3ncmzmcm3ncW3mcm3mcW3ncmzncm3mcm2BuVw1AAAANHRSTlMACPdpvuXwgRJ8PDKfdyf01eAslnJORrerOMQOm7BeF+qnkNzQi8gjzMFthmJZQBykUx9VoEk3cQAACftJREFUeNrdnWm3mjAQhieAgogLgogLct2tV+uW///b2p6uk4BgEiT2+djTewQymfdNMkmgInbD0J55sWWt/AalDX9lWbHn2eGwC29C6s7ty/aD5vKxXdhH9ww6M5gvJwYtxzY4DkBHuifmJYoxJsu5ZpHmbtZUkPXGBU0Yt75QKb60xlA7XTPpUWl6iVlrjJFoYVBFGIuIQD2kpkWVYpkpvJ5zOKHKmYQ3eC27zpZWwr7zys7Sba1pZfTtVwklMZu0FA2/b1kLL7DtwLtYVt9v0FI0QwIvYJjQInzLa53GKXCk41NrZvm0iNEdqmYaGI+zqGVHDhTgRLZVkLc9B6pketg/kjVrcy+ddW7XT+tRiK7DCl9lMHnQFPHJefq7XC/GgwQ2hmqYtj5y3yI5dAXzuBnntkvTrqRR2l6ujNluRabzUkGjtH2aTeKCNGPPyMngEaiFdLI14CNQ9Etfg5wfaE2V9vJZ9vdafgVluJvsNvfaVYeVsTyDUtKlkfm5XFDEcUUzmFXRETPl1jdBCYesrGvNoRJOo6w83AEFtHqUw7dvUBHnVlb720RaBT8pj/cVKuRrlmAtU5CCxBkNPYSKuWaIfSKVhrsXyhF/hcpx44zfbUvE1TajjQm8ALKkHP1UuN/x7dE34UUc13yb7ETHUHygyoSVfHh5Ym2y5DWQwAshAf8mQvpBWT4JvJaWwT2CgJ6zOtjrwMsJOVPx9EMcP1g/fYAaMH1WxEx4ijbXHleoBZd9EMOFJxhYbNo9QU1c9+zA+hlhTNj2GENtdNkgH0FpOuzQZg41cmftcKt0aza4DlYrR+Z5PkrGeZuZnTE6UDOHnkg3mXoUY0PtsLHuTQUUfUmgfj6f7yYDg8kROrwHwIIJ90FhYMVcOGoBq2xxUXAduAShCUMmdR0KXnyvXUfP6fD7wTNjkIsD2kBmTBJ62H5N/NYa1IggfSs7meMk+L/OQSvu2HUl+eFiUkQAmmFThJmbenFgNaagGcTHETMtp+kmaMexlL7v8EzSQg9Jx3h4CXtXIlE3ItAQd1U8FXHeMhMvWoLDf3sGnhB7LM3KP39zHhUZFYIbTTMJ+cuQ/suKFGjIF428CYaMHqdWx2KaTFtwCrYcwJywydK4dN3BlusEGGwta59uKD9kmgGii8S/r2nKytIJHz+rqetwqli5zfw5Ul+TcXoe3T5y86jMqKe1fWfZcPPS2cJ/Bc2J8jwwQRltq904hMNC4k3+yv472MX87j7Mjjmqde79yRlNh27gNyiyRvAGxCi2/qQzlLNCeAPMzIngOZokHYBSSGh9x05BKTs06DhmTS8moJSh9cv1HEEplyzhm2RlZdWry4ZadTogwchaEYlAIdG6qhVVl/5Lm+8iK0flr6F02FfZJmSNjCPfRRagjkFCEXuVrT3jByV9geQrVrf2ZQwq4OOoAd9JkYq4oIppQDkSdbm9zbkRF8UxUbkQy7PYgSq2KEWx0w6xWl/HM0uVdRK2t9uVDHJzt/gtSRVfasNqpCr9PfkUo/5b3VEksbH2FZQwXNN8OhX09j3AFC3M3ZQLIU/zACpw/g3epoNfbKVGCEc0A+VmZY9NylX5oIpMKINRSUFejCdMQk7q5X+AIeg22Dbpqp4UCrFudaoQwpkD1z5rVlzFo8RPCBQv73QyxXzOtslooHbJJ8DrpEP1Qjhqo39XaFa+opo6HNGRciHcfs1rqVmqUkhiQKlyrFoI+3/b2FZtVrqo4fGAXTJw3ckDxSBLxWbljFahYY2EXa0Q9pCGpzO1ZsVBRRCAJogckOB2oY9rQXcLpWaFGMiToLxIlI4IN/wgXqlZ+UCD3d6/X0i1ELKMLYqQm1nx/41i/CKKhZAn2lJ2ZkXRizChpVYIeVSZFT60mM6uWgh5ss2KfGdXk36HfV4IM1BnVvj0ywiieiHk6Ri8WZEXRMaiKBdCnmyzIm9R5E3jbVEghCxkQxk+5U2jvI13eCEkRX/CmxV5G+/JDqw2vBCWcTPyZiXCL7KR/DCtUkJYbFaOkkNd2cmHQzkhLDYrq7vk5MNdajpo3igphOrNCk5Td2aCTl4Ixf/2iys1QcdPmaoXwmzmPheVElOmMpPY7XJCWJFZaWOHArAQXVbYFQhhMaHBHeogsaxgC0qsMysrhOrNCr/Qwy29SYwIYwHHFFCGUHDpTXwx1P3gAlyFv+mPhRdDz4bQ8vSMfQJHzRrEUnh5GlZCTbsVEsJiszISLhiAQKiEA0dWrw2ipFgYfZGI8Pjy/5Uj8iJGBOLgZaCRUFGNRJnTLFMI5Uf8HaEyJ4nCs6HChS7X+BtZTkktRX5TqhRwgxKNHMMe6msipYB8AhhAOcivowiNEATh90AmO7HiTMly2cFi3ewHY1BC17TnbbH9ScbgfQuYF2ggkzN/sAPtySspH77Tfp6MIv/33XYxytl2AS3mDTWH2QjzvluTPvMrdBLkt/S8PCdn433yvtv3Qmb7Xv6GyrXWGThlNlT+n1tcmUTQ0PG8h+yN99H/ug38v9mYD8R/x6MSfFJ4eIWmies8KpzPu+3fYX9oC6+p3P7nA16YbeL0omMKntEyJyHY2h+CNC9XSzjt6X4s1arcsVQQUr37e6vsEkQ60vRsw58MsdSNUsjl3tPytMnMMyd79ydWkDyNugkJnjkhr71mlze1genA64JoCbU9AtR/brHRSfQ8lLU7ouwhjQWM6Vsckzt+fu17o8ObfArsD3Au+h8lvUihBOMt04y1n8thNsXu5Tt9MKnrCDXCF4U156Llfatak/CwLxzrZEQxzS7UBreJcUKgNO0JxeyvUBND7lHcJxeMMb0IasFtUowRSW6jaJhQA8cVlU2hHbmb49TdlyftYm25m+OU3ZcnbzM8/a5/ioUeIPV0u5DrcgMhdrFeV6SJHw/j9P+PS+sA2rE+1wgmY5BgmuhyseNkKntFLOW5vP6qzeAmHa2fVIPLTzcOyNNp1n0drdEiakLWoBkszqCc9EIzMExlUduo88rmjwiU0fZecIn20qdZLFxQyLT1Uc+15k07BbW4jRoumufD6k2v/l+MoQo6Bs1jcpwKxuzconkYld22OpjQXIz45Dz9FtcL/jYvu7NpetjTfHrW5l5a8W/XT6tJ81mHDlTJNDDoIwzLjgqfwIlsy6AP8RyommFCi/Atr3Uap8CRjk+tmeXTIkZ3eAHEbNJSNPy+ZS28wLYD72JZfb9BS9EMCbyGbmtNK6NvD+B17DpbWgn7ThdeyzmcUOVMwhu8ntS0qFIsM4V6INHCoIowFhGBGumaSY9K00tMDS5CQKZPhC8tbS6QdDd94Wy7cUErBsdg+3SuDY56boxom7N16ZbwTE2qQ7Ih3cjcxPsmzaW5jjdm1NWhnqLU+wxDe+bFlrXyGz9c18qyYs+zw+Ggojf4BvPECQPi+ShVAAAAAElFTkSuQmCC"/>
        </div>
        <div class="rntit">
            <div class="rnt1">返回</div>
            <div class="rnt2">顶部</div>
        </div>
    </div>
</section>
<footer class="copyright">
    <div class="container">
                    <span class="glyphicon glyphicon-exclamation-sign" style="text-align: center;">
                        © <script type="text/javascript">document.write("" + new Date().getFullYear())</script> <a
                            href="/">源码集中营</a> 版权所有
                    </span>
    </div>
</footer>