{"id":131971,"date":"2020-07-06T23:51:24","date_gmt":"2020-07-06T15:51:24","guid":{"rendered":"http:\/\/4563.org\/?p=131971"},"modified":"2020-07-06T23:51:24","modified_gmt":"2020-07-06T15:51:24","slug":"scala%e8%af%ad%e8%a8%80%e5%ad%a6%e4%b9%a0%ef%bc%88%e5%9b%9b%ef%bc%89%e3%80%81%e5%87%bd%e6%95%b0%e5%bc%8f%e7%bc%96%e7%a8%8b","status":"publish","type":"post","link":"http:\/\/4563.org\/?p=131971","title":{"rendered":"scala\u8bed\u8a00\u5b66\u4e60\uff08\u56db\uff09\u3001\u51fd\u6570\u5f0f\u7f16\u7a0b"},"content":{"rendered":"<h2><a href=\"https:\/\/www.studytime.xin\/article\/#\u51fd\u6570\u5f0f\u7f16\u7a0b\" title=\"\u51fd\u6570\u5f0f\u7f16\u7a0b\"><\/a>\u51fd\u6570\u5f0f\u7f16\u7a0b<\/h2>\n<p>\u6211\u4eec\u5c06\u6765\u4f7f\u7528Spark\/Flink\u7684\u5927\u91cf\u4e1a\u52a1\u4ee3\u7801\u90fd\u4f1a\u4f7f\u7528\u5230\u51fd\u6570\u5f0f\u7f16\u7a0b\u3002<br \/>\u4e0b\u9762\u7684\u8fd9\u4e9b\u64cd\u4f5c\u662f\u5b66\u4e60\u7684\u91cd\u70b9\uff0c\u5148\u6765\u611f\u53d7\u4e0b\u5982\u4f55\u8fdb\u884c\u51fd\u6570\u5f0f\u7f16\u7a0b\u4ee5\u53ca\u5b83\u7684\u5f3a\u5927<\/p>\n<h2><a href=\"https:\/\/www.studytime.xin\/article\/#\u904d\u5386-foreach\" title=\"\u904d\u5386 - foreach\"><\/a>\u904d\u5386 &#8211; foreach<\/h2>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u63cf\u8ff0\" title=\"\u65b9\u6cd5\u63cf\u8ff0\"><\/a>\u65b9\u6cd5\u63cf\u8ff0<\/h3>\n<figure>\n<table>\n<tr>\n<td>\n<pre><span>1<\/span><br><\/pre>\n<\/td>\n<td>\n<pre><span>foreach(f: (<span>A<\/span>) \u21d2 <span>Unit<\/span>): <span>Unit<\/span><\/span><br><\/pre>\n<\/td>\n<\/tr>\n<\/table>\n<\/figure>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u8bf4\u660e\" title=\"\u65b9\u6cd5\u8bf4\u660e\"><\/a>\u65b9\u6cd5\u8bf4\u660e<\/h3>\n<table>\n<thead>\n<tr>\n<th>foreach<\/th>\n<th>API<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u53c2\u6570<\/td>\n<td>f: (A) \u21d2 Unit<\/td>\n<td>\u63a5\u6536\u4e00\u4e2a\u51fd\u6570\u5bf9\u8c61\u4f5c\u4e3a\u53c2\u6570<br \/>\u51fd\u6570\u7684\u8f93\u5165\u53c2\u6570\u4e3a\u96c6\u5408\u7684\u5143\u7d20<br \/>\u8fd4\u56de\u503c\u4e3a\u7a7a<\/td>\n<\/tr>\n<tr>\n<td>\u8fd4\u56de\u503c<\/td>\n<td>Unit<\/td>\n<td>\u7a7a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u5b9e\u64cd\" title=\"\u65b9\u6cd5\u5b9e\u64cd\"><\/a>\u65b9\u6cd5\u5b9e\u64cd<\/h3>\n<figure>\n<table>\n<tr>\n<td>\n<pre><span>1<\/span><br><span>2<\/span><br><span>3<\/span><br><span>4<\/span><br><span>5<\/span><br><span>6<\/span><br><span>7<\/span><br><span>8<\/span><br><span>9<\/span><br><span>10<\/span><br><span>11<\/span><br><span>12<\/span><br><span>13<\/span><br><span>14<\/span><br><span>15<\/span><br><span>16<\/span><br><span>17<\/span><br><span>18<\/span><br><span>19<\/span><br><span>20<\/span><br><span>21<\/span><br><span>22<\/span><br><span>23<\/span><br><span>24<\/span><br><span>25<\/span><br><span>26<\/span><br><span>27<\/span><br><span>28<\/span><br><span>29<\/span><br><span>30<\/span><br><span>31<\/span><br><span>32<\/span><br><\/pre>\n<\/td>\n<td>\n<pre><span>scala&gt; <span>val<\/span> list = <span>List<\/span>(<span>1<\/span>, <span>2<\/span>, <span>3<\/span>, <span>4<\/span>)<\/span><br><span>list: <span>List<\/span>[<span>Int<\/span>] = <span>List<\/span>(<span>1<\/span>, <span>2<\/span>, <span>3<\/span>, <span>4<\/span>)<\/span><br><span><\/span><br><span><span>\/\/\u5b9a\u4e49\u4e00\u4e2a\u533f\u540d\u51fd\u6570\u4f20\u5165\u5230foreach\u65b9\u6cd5\u4e2d<\/span><\/span><br><span>scala&gt; list.foreach((x: <span>Int<\/span>) =&gt; println(x))<\/span><br><span><span>1<\/span><\/span><br><span><span>2<\/span><\/span><br><span><span>3<\/span><\/span><br><span><span>4<\/span><\/span><br><span><\/span><br><span><span>\/\/\u533f\u540d\u51fd\u6570\u7684\u8f93\u5165\u53c2\u6570\u7c7b\u578b\u53ef\u4ee5\u7701\u7565\uff0c\u7531\u7f16\u8bd1\u5668\u81ea\u52a8\u63a8\u65ad<\/span><\/span><br><span>scala&gt; list.foreach(x =&gt; println(x))<\/span><br><span><span>1<\/span><\/span><br><span><span>2<\/span><\/span><br><span><span>3<\/span><\/span><br><span><span>4<\/span><\/span><br><span><\/span><br><span><span>\/\/\u5f53\u51fd\u6570\u53c2\u6570\uff0c\u53ea\u5728\u51fd\u6570\u4f53\u4e2d\u51fa\u73b0\u4e00\u6b21\uff0c\u800c\u4e14\u51fd\u6570\u4f53\u6ca1\u6709\u5d4c\u5957\u8c03\u7528\u65f6\uff0c\u53ef\u4ee5\u4f7f\u7528\u4e0b\u5212\u7ebf\u6765\u7b80\u5316\u51fd\u6570\u5b9a\u4e49<\/span><\/span><br><span>scala&gt; list.foreach(println(_))<\/span><br><span><span>1<\/span><\/span><br><span><span>2<\/span><\/span><br><span><span>3<\/span><\/span><br><span><span>4<\/span><\/span><br><span><\/span><br><span><span>\/\/\u6700\u7b80\u5199\uff0c\u76f4\u63a5\u7ed9\u5b9aprintln<\/span><\/span><br><span>scala&gt; list.foreach(println)<\/span><br><span><span>1<\/span><\/span><br><span><span>2<\/span><\/span><br><span><span>3<\/span><\/span><br><span><span>4<\/span><\/span><br><span><\/span><br><span><span>\/\/\u5f88\u795e\u5947\u7684\u8bed\u6cd5\uff0c\u522b\u5bb3\u6015\uff0c\u76d8\u5b83\u5c31\u53ef\u4ee5\u4e86\uff0c\u540e\u671f\u901a\u8fc7scala\u8bed\u8a00\u5f00\u53d1spark\u3001Flink\u7a0b\u5e8f\u975e\u5e38\u7b80\u6d01\u65b9\u4fbf<\/span><\/span><br><\/pre>\n<\/td>\n<\/tr>\n<\/table>\n<\/figure>\n<h2><a href=\"https:\/\/www.studytime.xin\/article\/#\u6620\u5c04-map\" title=\"\u6620\u5c04 - map\"><\/a>\u6620\u5c04 &#8211; map<\/h2>\n<p>\u96c6\u5408\u7684\u6620\u5c04\u64cd\u4f5c\u662f\u5c06\u6765\u5728\u7f16\u5199Spark\/Flink\u7528\u5f97\u6700\u591a\u7684\u64cd\u4f5c\uff0c\u662f\u6211\u4eec\u5fc5\u987b\u8981\u638c\u63e1\u3002<\/p>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u63cf\u8ff0-1\" title=\"\u65b9\u6cd5\u63cf\u8ff0\"><\/a>\u65b9\u6cd5\u63cf\u8ff0<\/h3>\n<figure>\n<table>\n<tr>\n<td>\n<pre><span>1<\/span><br><\/pre>\n<\/td>\n<td>\n<pre><span><span><span>def<\/span> <span>map<\/span><\/span>[<span>B<\/span>](f: (<span>A<\/span>) \u21d2 <span>B<\/span>): <span>TraversableOnce<\/span>[<span>B<\/span>]<\/span><br><\/pre>\n<\/td>\n<\/tr>\n<\/table>\n<\/figure>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u8bf4\u660e-1\" title=\"\u65b9\u6cd5\u8bf4\u660e\"><\/a>\u65b9\u6cd5\u8bf4\u660e<\/h3>\n<table>\n<thead>\n<tr>\n<th>map\u65b9\u6cd5<\/th>\n<th>API<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6cdb\u578b<\/td>\n<td>[B]<\/td>\n<td>\u6307\u5b9amap\u65b9\u6cd5\u6700\u7ec8\u8fd4\u56de\u7684\u96c6\u5408\u6cdb\u578b<\/td>\n<\/tr>\n<tr>\n<td>\u53c2\u6570<\/td>\n<td>f: (A) \u21d2 B<\/td>\n<td>\u4f20\u5165\u4e00\u4e2a\u51fd\u6570\u5bf9\u8c61\u4f5c\u4e3a\u53c2\u6570<br \/>\u8be5\u51fd\u6570\u63a5\u6536\u4e00\u4e2a\u7c7b\u578bA\uff08\u8981\u8f6c\u6362\u7684\u96c6\u5408\u7684\u5143\u7d20\u7c7b\u578b\uff09<br \/>\u8fd4\u56de\u503c\u4e3a\u7c7b\u578bB<\/td>\n<\/tr>\n<tr>\n<td>\u8fd4\u56de\u503c<\/td>\n<td>TraversableOnce[B]<\/td>\n<td>B\u7c7b\u578b\u7684\u96c6\u5408<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u5b9e\u64cd-1\" title=\"\u65b9\u6cd5\u5b9e\u64cd\"><\/a>\u65b9\u6cd5\u5b9e\u64cd<\/h3>\n<figure>\n<table>\n<tr>\n<td>\n<pre><span>1<\/span><br><span>2<\/span><br><span>3<\/span><br><span>4<\/span><br><span>5<\/span><br><span>6<\/span><br><span>7<\/span><br><span>8<\/span><br><span>9<\/span><br><span>10<\/span><br><span>11<\/span><br><span>12<\/span><br><span>13<\/span><br><span>14<\/span><br><span>15<\/span><br><\/pre>\n<\/td>\n<td>\n<pre><span><span>\/\/\u5b9a\u4e49\u4e00\u4e2alist\u96c6\u5408\uff0c\u5b9e\u73b0\u628a\u5185\u90e8\u6bcf\u4e00\u4e2a\u5143\u7d20\u505a\u4e58\u4ee510\uff0c\u751f\u6210\u4e00\u4e2a\u65b0\u7684list\u96c6\u5408<\/span><\/span><br><span>scala&gt; <span>val<\/span> list = <span>List<\/span>(<span>1<\/span>, <span>2<\/span>, <span>3<\/span>, <span>4<\/span>)<\/span><br><span>list: <span>List<\/span>[<span>Int<\/span>] = <span>List<\/span>(<span>1<\/span>, <span>2<\/span>, <span>3<\/span>, <span>4<\/span>)<\/span><br><span><\/span><br><span><span>\/\/\u5b9a\u4e49\u4e00\u4e2a\u533f\u540d\u51fd\u6570<\/span><\/span><br><span>scala&gt; list.map((x: <span>Int<\/span>) =&gt; x * <span>10<\/span>)<\/span><br><span>res21: <span>List<\/span>[<span>Int<\/span>] = <span>List<\/span>(<span>10<\/span>, <span>20<\/span>, <span>30<\/span>, <span>40<\/span>)<\/span><br><span><\/span><br><span><span>\/\/\u7701\u7565\u533f\u540d\u51fd\u6570\u53c2\u6570\u7c7b\u578b<\/span><\/span><br><span>scala&gt; list.map(x =&gt; x * <span>10<\/span>)<\/span><br><span>res22: <span>List<\/span>[<span>Int<\/span>] = <span>List<\/span>(<span>10<\/span>, <span>20<\/span>, <span>30<\/span>, <span>40<\/span>)<\/span><br><span><\/span><br><span><span>\/\/\u6700\u7b80\u5199\u7528\u4e0b\u5212\u7ebf<\/span><\/span><br><span>scala&gt; list.map(_ * <span>10<\/span>)<\/span><br><span>res23: <span>List<\/span>[<span>Int<\/span>] = <span>List<\/span>(<span>10<\/span>, <span>20<\/span>, <span>30<\/span>, <span>40<\/span>)<\/span><br><\/pre>\n<\/td>\n<\/tr>\n<\/table>\n<\/figure>\n<h2><a href=\"https:\/\/www.studytime.xin\/article\/#\u6241\u5e73\u5316\u6620\u5c04-flatmap\" title=\"\u6241\u5e73\u5316\u6620\u5c04 - flatmap\"><\/a>\u6241\u5e73\u5316\u6620\u5c04 &#8211; flatmap<\/h2>\n<p>\u6620\u5c04\u6241\u5e73\u5316\u4e5f\u662f\u5c06\u6765\u7528\u5f97\u975e\u5e38\u591a\u7684\u64cd\u4f5c\uff0c\u4e5f\u662f\u5fc5\u987b\u8981\u638c\u63e1\u7684\u3002<\/p>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u63cf\u8ff0-2\" title=\"\u65b9\u6cd5\u63cf\u8ff0\"><\/a>\u65b9\u6cd5\u63cf\u8ff0<\/h3>\n<figure>\n<table>\n<tr>\n<td>\n<pre><span>1<\/span><br><\/pre>\n<\/td>\n<td>\n<pre><span><span><span>def<\/span> <span>flatMap<\/span><\/span>[<span>B<\/span>](f: (<span>A<\/span>) \u21d2 <span>GenTraversableOnce<\/span>[<span>B<\/span>]): <span>TraversableOnce<\/span>[<span>B<\/span>]<\/span><br><\/pre>\n<\/td>\n<\/tr>\n<\/table>\n<\/figure>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u8bf4\u660e-2\" title=\"\u65b9\u6cd5\u8bf4\u660e\"><\/a>\u65b9\u6cd5\u8bf4\u660e<\/h3>\n<table>\n<thead>\n<tr>\n<th>flatmap\u65b9\u6cd5<\/th>\n<th>API<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6cdb\u578b<\/td>\n<td>[B]<\/td>\n<td>\u6700\u7ec8\u8981\u8f6c\u6362\u7684\u96c6\u5408\u5143\u7d20\u7c7b\u578b<\/td>\n<\/tr>\n<tr>\n<td>\u53c2\u6570<\/td>\n<td>f: (A) \u21d2 GenTraversableOnce[B]<\/td>\n<td>\u4f20\u5165\u4e00\u4e2a\u51fd\u6570\u5bf9\u8c61\u4f5c\u4e3a\u53c2\u6570<br \/>\u51fd\u6570\u7684\u53c2\u6570\u662f\u96c6\u5408\u7684\u5143\u7d20<br \/>\u51fd\u6570\u7684\u8fd4\u56de\u503c\u662f\u4e00\u4e2a\u96c6\u5408<\/td>\n<\/tr>\n<tr>\n<td>\u8fd4\u56de\u503c<\/td>\n<td>TraversableOnce[B]<\/td>\n<td>B\u7c7b\u578b\u7684\u96c6\u5408<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u5b9e\u64cd-2\" title=\"\u65b9\u6cd5\u5b9e\u64cd\"><\/a>\u65b9\u6cd5\u5b9e\u64cd<\/h3>\n<figure>\n<table>\n<tr>\n<td>\n<pre><span>1<\/span><br><span>2<\/span><br><span>3<\/span><br><span>4<\/span><br><span>5<\/span><br><span>6<\/span><br><span>7<\/span><br><span>8<\/span><br><span>9<\/span><br><span>10<\/span><br><span>11<\/span><br><span>12<\/span><br><span>13<\/span><br><span>14<\/span><br><span>15<\/span><br><\/pre>\n<\/td>\n<td>\n<pre><span><span>\/\/\u5b9a\u4e49\u4e00\u4e2aList\u96c6\u5408,\u6bcf\u4e00\u4e2a\u5143\u7d20\u4e2d\u5c31\u662f\u4e00\u884c\u6570\u636e\uff0c\u6709\u5f88\u591a\u4e2a\u5355\u8bcd<\/span><\/span><br><span>scala&gt;  <span>val<\/span> list = <span>List<\/span>(<span>\"hadoop hive spark flink\"<\/span>, <span>\"hbase spark\"<\/span>)<\/span><br><span>list: <span>List<\/span>[<span>String<\/span>] = <span>List<\/span>(hadoop hive spark flink, hbase spark)<\/span><br><span><\/span><br><span><span>\/\/\u4f7f\u7528flatMap\u8fdb\u884c\u504f\u5e73\u5316\u5904\u7406\uff0c\u83b7\u53d6\u5f97\u5230\u6240\u6709\u7684\u5355\u8bcd<\/span><\/span><br><span>scala&gt; list.flatMap(x =&gt; x.split(<span>\" \"<\/span>))<\/span><br><span>res24: <span>List<\/span>[<span>String<\/span>] = <span>List<\/span>(hadoop, hive, spark, flink, hbase, spark)<\/span><br><span><\/span><br><span><span>\/\/\u7b80\u5199<\/span><\/span><br><span>scala&gt; list.flatMap(_.split(<span>\" \"<\/span>))<\/span><br><span>res25: <span>List<\/span>[<span>String<\/span>] = <span>List<\/span>(hadoop, hive, spark, flink, hbase, spark)<\/span><br><span><\/span><br><span><span>\/\/ flatMap\u8be5\u65b9\u6cd5\u5176\u672c\u8d28\u662f\u5148\u8fdb\u884c\u4e86map \u7136\u540e\u53c8\u8c03\u7528\u4e86flatten<\/span><\/span><br><span>scala&gt; list.map(_.split(<span>\" \"<\/span>)).flatten<\/span><br><span>res26: <span>List<\/span>[<span>String<\/span>] = <span>List<\/span>(hadoop, hive, spark, flink, hbase, spark)<\/span><br><\/pre>\n<\/td>\n<\/tr>\n<\/table>\n<\/figure>\n<h2><a href=\"https:\/\/www.studytime.xin\/article\/#\u8fc7\u6ee4-filter\" title=\"\u8fc7\u6ee4 - filter\"><\/a>\u8fc7\u6ee4 &#8211; filter<\/h2>\n<p>\u8fc7\u6ee4\u7b26\u5408\u4e00\u5b9a\u6761\u4ef6\u7684\u5143\u7d20<\/p>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u63cf\u8ff0-3\" title=\"\u65b9\u6cd5\u63cf\u8ff0\"><\/a>\u65b9\u6cd5\u63cf\u8ff0<\/h3>\n<figure>\n<table>\n<tr>\n<td>\n<pre><span>1<\/span><br><\/pre>\n<\/td>\n<td>\n<pre><span><span><span>def<\/span> <span>filter<\/span><\/span>(p: (<span>A<\/span>) \u21d2 <span>Boolean<\/span>): <span>TraversableOnce<\/span>[<span>A<\/span>]<\/span><br><\/pre>\n<\/td>\n<\/tr>\n<\/table>\n<\/figure>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u8bf4\u660e-3\" title=\"\u65b9\u6cd5\u8bf4\u660e\"><\/a>\u65b9\u6cd5\u8bf4\u660e<\/h3>\n<table>\n<thead>\n<tr>\n<th>filter\u65b9\u6cd5<\/th>\n<th>API<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u53c2\u6570<\/td>\n<td>p: (A) \u21d2 Boolean<\/td>\n<td>\u4f20\u5165\u4e00\u4e2a\u51fd\u6570\u5bf9\u8c61\u4f5c\u4e3a\u53c2\u6570<br \/>\u51fd\u6570\u7684\u53c2\u6570\u662f\u96c6\u5408\u4e2d\u7684\u5143\u7d20<br \/>\u6b64\u51fd\u6570\u8fd4\u56de\u5e03\u5c14\u7c7b\u578b\uff0c\u6ee1\u8db3\u6761\u4ef6\u8fd4\u56detrue, \u4e0d\u6ee1\u8db3\u8fd4\u56defalse<\/td>\n<\/tr>\n<tr>\n<td>\u8fd4\u56de\u503c<\/td>\n<td>TraversableOnce[A]<\/td>\n<td>\u5217\u8868<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u5b9e\u64cd-3\" title=\"\u65b9\u6cd5\u5b9e\u64cd\"><\/a>\u65b9\u6cd5\u5b9e\u64cd<\/h3>\n<figure>\n<table>\n<tr>\n<td>\n<pre><span>1<\/span><br><span>2<\/span><br><span>3<\/span><br><span>4<\/span><br><span>5<\/span><br><span>6<\/span><br><span>7<\/span><br><span>8<\/span><br><span>9<\/span><br><span>10<\/span><br><span>11<\/span><br><span>12<\/span><br><span>13<\/span><br><\/pre>\n<\/td>\n<td>\n<pre><span><span>\/\/\u5b9a\u4e49\u4e00\u4e2alist\u96c6\u5408<\/span><\/span><br><span>scala&gt; <span>val<\/span> list = <span>List<\/span>(<span>1<\/span>, <span>2<\/span>, <span>3<\/span>, <span>4<\/span>, <span>5<\/span>, <span>6<\/span>, <span>7<\/span>, <span>8<\/span>, <span>9<\/span>, <span>10<\/span>)<\/span><br><span>list: <span>List<\/span>[<span>Int<\/span>] = <span>List<\/span>(<span>1<\/span>, <span>2<\/span>, <span>3<\/span>, <span>4<\/span>, <span>5<\/span>, <span>6<\/span>, <span>7<\/span>, <span>8<\/span>, <span>9<\/span>, <span>10<\/span>)<\/span><br><span><\/span><br><span><span>\/\/\u8fc7\u6ee4\u51fa\u96c6\u5408\u4e2d\u5927\u4e8e5\u7684\u5143\u7d20<\/span><\/span><br><span>scala&gt; list.filter(x =&gt; x &gt; <span>5<\/span>)<\/span><br><span>res27: <span>List<\/span>[<span>Int<\/span>] = <span>List<\/span>(<span>6<\/span>, <span>7<\/span>, <span>8<\/span>, <span>9<\/span>, <span>10<\/span>)<\/span><br><span><\/span><br><span><span>\/\/\u628a\u96c6\u5408\u4e2d\u5927\u4e8e5\u7684\u5143\u7d20\u53d6\u51fa\u6765\u4e58\u4ee510\u751f\u6210\u4e00\u4e2a\u65b0\u7684list\u96c6\u5408<\/span><\/span><br><span>scala&gt; list.filter(_ &gt; <span>5<\/span>).map(_ * <span>10<\/span>)<\/span><br><span>res29: <span>List<\/span>[<span>Int<\/span>] = <span>List<\/span>(<span>60<\/span>, <span>70<\/span>, <span>80<\/span>, <span>90<\/span>, <span>100<\/span>)<\/span><br><span><\/span><br><span><span>\/\/\u901a\u8fc7\u8fd9\u4e2a\u6848\u4f8b\uff0c\u5e94\u8be5\u662f\u53ef\u4ee5\u611f\u53d7\u5230scala\u6bd4java\u7684\u5f3a\u5927\u4e86...<\/span><\/span><br><\/pre>\n<\/td>\n<\/tr>\n<\/table>\n<\/figure>\n<h2><a href=\"https:\/\/www.studytime.xin\/article\/#\u6392\u5e8f-sort\" title=\"\u6392\u5e8f - sort\"><\/a>\u6392\u5e8f &#8211; sort<\/h2>\n<p>\u5728scala\u96c6\u5408\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u51e0\u79cd\u65b9\u5f0f\u6765\u8fdb\u884c\u6392\u5e8f<\/p>\n<ul>\n<li>sorted\u9ed8\u8ba4\u6392\u5e8f <\/li>\n<li>sortBy\u6307\u5b9a\u5b57\u6bb5\u6392\u5e8f <\/li>\n<li>sortWith\u81ea\u5b9a\u4e49\u6392\u5e8f<\/li>\n<\/ul>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#sorted\u9ed8\u8ba4\u6392\u5e8f\" title=\"sorted\u9ed8\u8ba4\u6392\u5e8f\"><\/a>sorted\u9ed8\u8ba4\u6392\u5e8f<\/h3>\n<figure>\n<table>\n<tr>\n<td>\n<pre><span>1<\/span><br><span>2<\/span><br><span>3<\/span><br><span>4<\/span><br><span>5<\/span><br><span>6<\/span><br><span>7<\/span><br><\/pre>\n<\/td>\n<td>\n<pre><span><span>\/\/\u5b9a\u4e49\u4e00\u4e2aList\u96c6\u5408<\/span><\/span><br><span>scala&gt; <span>val<\/span> list = <span>List<\/span>(<span>5<\/span>, <span>1<\/span>, <span>2<\/span>, <span>4<\/span>, <span>3<\/span>)<\/span><br><span>list: <span>List<\/span>[<span>Int<\/span>] = <span>List<\/span>(<span>5<\/span>, <span>1<\/span>, <span>2<\/span>, <span>4<\/span>, <span>3<\/span>)<\/span><br><span><\/span><br><span><span>\/\/\u9ed8\u8ba4\u5c31\u662f\u5347\u5e8f<\/span><\/span><br><span>scala&gt; list.sorted<\/span><br><span>res30: <span>List<\/span>[<span>Int<\/span>] = <span>List<\/span>(<span>1<\/span>, <span>2<\/span>, <span>3<\/span>, <span>4<\/span>, <span>5<\/span>)<\/span><br><\/pre>\n<\/td>\n<\/tr>\n<\/table>\n<\/figure>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#sortBy\u6307\u5b9a\u5b57\u6bb5\u6392\u5e8f\" title=\"sortBy\u6307\u5b9a\u5b57\u6bb5\u6392\u5e8f\"><\/a>sortBy\u6307\u5b9a\u5b57\u6bb5\u6392\u5e8f<\/h3>\n<p>\u6839\u636e\u4f20\u5165\u7684\u51fd\u6570\u8f6c\u6362\u540e\uff0c\u518d\u8fdb\u884c\u6392\u5e8f<\/p>\n<h4><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u63cf\u8ff0-4\" title=\"\u65b9\u6cd5\u63cf\u8ff0\"><\/a>\u65b9\u6cd5\u63cf\u8ff0<\/h4>\n<figure>\n<table>\n<tr>\n<td>\n<pre><span>1<\/span><br><\/pre>\n<\/td>\n<td>\n<pre><span><span><span>def<\/span> <span>sortBy<\/span><\/span>[<span>B<\/span>](f: (<span>A<\/span>) \u21d2 <span>B<\/span>): <span>List<\/span>[<span>A<\/span>]<\/span><br><\/pre>\n<\/td>\n<\/tr>\n<\/table>\n<\/figure>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u8bf4\u660e-4\" title=\"\u65b9\u6cd5\u8bf4\u660e\"><\/a>\u65b9\u6cd5\u8bf4\u660e<\/h3>\n<table>\n<thead>\n<tr>\n<th>sortBy\u65b9\u6cd5<\/th>\n<th>API<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6cdb\u578b<\/td>\n<td>[B]<\/td>\n<td>\u6309\u7167\u4ec0\u4e48\u7c7b\u578b\u6765\u8fdb\u884c\u6392\u5e8f<\/td>\n<\/tr>\n<tr>\n<td>\u53c2\u6570<\/td>\n<td>f: (A) \u21d2 B<\/td>\n<td>\u4f20\u5165\u51fd\u6570\u5bf9\u8c61\u4f5c\u4e3a\u53c2\u6570<br \/>\u51fd\u6570\u63a5\u6536\u4e00\u4e2a\u96c6\u5408\u7c7b\u578b\u7684\u5143\u7d20\u4e3a\u53c2\u6570<br \/>\u8fd4\u56deB\u7c7b\u578b\u7684\u5143\u7d20\u8fdb\u884c\u6392\u5e8f<\/td>\n<\/tr>\n<tr>\n<td>\u8fd4\u56de\u503c<\/td>\n<td>List[A]<\/td>\n<td>\u8fd4\u56de\u6392\u5e8f\u540e\u7684\u5217\u8868<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u5b9e\u64cd-4\" title=\"\u65b9\u6cd5\u5b9e\u64cd\"><\/a>\u65b9\u6cd5\u5b9e\u64cd<\/h4>\n<figure>\n<table>\n<tr>\n<td>\n<pre><span>1<\/span><br><span>2<\/span><br><span>3<\/span><br><span>4<\/span><br><span>5<\/span><br><span>6<\/span><br><span>7<\/span><br><\/pre>\n<\/td>\n<td>\n<pre><span><span>\/\/\u5b9a\u4e49\u4e00\u4e2aList\u96c6\u5408<\/span><\/span><br><span>scala&gt; <span>val<\/span> list = <span>List<\/span>(<span>\"1 hadoop\"<\/span>, <span>\"2 spark\"<\/span>, <span>\"3 flink\"<\/span>)<\/span><br><span>list: <span>List<\/span>[<span>String<\/span>] = <span>List<\/span>(<span>1<\/span> hadoop, <span>2<\/span> spark, <span>3<\/span> flink)<\/span><br><span><\/span><br><span><span>\/\/\u6309\u7167\u5355\u8bcd\u7684\u9996\u5b57\u6bcd\u8fdb\u884c\u6392\u5e8f<\/span><\/span><br><span>scala&gt; list.sortBy(x =&gt; x.split(<span>\" \"<\/span>)(<span>1<\/span>))<\/span><br><span>res33: <span>List<\/span>[<span>String<\/span>] = <span>List<\/span>(<span>3<\/span> flink, <span>1<\/span> hadoop, <span>2<\/span> spark)<\/span><br><\/pre>\n<\/td>\n<\/tr>\n<\/table>\n<\/figure>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#sortWith\u81ea\u5b9a\u4e49\u6392\u5e8f\" title=\"sortWith\u81ea\u5b9a\u4e49\u6392\u5e8f\"><\/a>sortWith\u81ea\u5b9a\u4e49\u6392\u5e8f<\/h3>\n<p>\u81ea\u5b9a\u4e49\u6392\u5e8f\uff0c\u6839\u636e\u4e00\u4e2a\u51fd\u6570\u6765\u8fdb\u884c\u81ea\u5b9a\u4e49\u6392\u5e8f<\/p>\n<h4><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u63cf\u8ff0-5\" title=\"\u65b9\u6cd5\u63cf\u8ff0\"><\/a>\u65b9\u6cd5\u63cf\u8ff0<\/h4>\n<figure>\n<table>\n<tr>\n<td>\n<pre><span>1<\/span><br><\/pre>\n<\/td>\n<td>\n<pre><span><span><span>def<\/span> <span>sortWith<\/span><\/span>(lt: (<span>A<\/span>, <span>A<\/span>) \u21d2 <span>Boolean<\/span>): <span>List<\/span>[<span>A<\/span>]<\/span><br><\/pre>\n<\/td>\n<\/tr>\n<\/table>\n<\/figure>\n<h4><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u8bf4\u660e-5\" title=\"\u65b9\u6cd5\u8bf4\u660e\"><\/a>\u65b9\u6cd5\u8bf4\u660e<\/h4>\n<table>\n<thead>\n<tr>\n<th>sortWith\u65b9\u6cd5<\/th>\n<th>API<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u53c2\u6570<\/td>\n<td>lt: (A, A) \u21d2 Boolean<\/td>\n<td>\u4f20\u5165\u4e00\u4e2a\u6bd4\u8f83\u5927\u5c0f\u7684\u51fd\u6570\u5bf9\u8c61\u4f5c\u4e3a\u53c2\u6570<br \/>\u51fd\u6570\u63a5\u6536\u4e24\u4e2a\u96c6\u5408\u7c7b\u578b\u7684\u5143\u7d20\u4f5c\u4e3a\u53c2\u6570<br \/>\u8fd4\u56de\u4e24\u4e2a\u5143\u7d20\u5927\u5c0f\uff0c\u5c0f\u4e8e\u8fd4\u56detrue\uff0c\u5927\u4e8e\u8fd4\u56defalse<\/td>\n<\/tr>\n<tr>\n<td>\u8fd4\u56de\u503c<\/td>\n<td>List[A]<\/td>\n<td>\u8fd4\u56de\u6392\u5e8f\u540e\u7684\u5217\u8868<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u5b9e\u64cd-5\" title=\"\u65b9\u6cd5\u5b9e\u64cd\"><\/a>\u65b9\u6cd5\u5b9e\u64cd<\/h4>\n<figure>\n<table>\n<tr>\n<td>\n<pre><span>1<\/span><br><span>2<\/span><br><span>3<\/span><br><span>4<\/span><br><span>5<\/span><br><span>6<\/span><br><span>7<\/span><br><span>8<\/span><br><span>9<\/span><br><span>10<\/span><br><span>11<\/span><br><span>12<\/span><br><span>13<\/span><br><span>14<\/span><br><span>15<\/span><br><span>16<\/span><br><\/pre>\n<\/td>\n<td>\n<pre><span>scala&gt; <span>val<\/span> list = <span>List<\/span>(<span>2<\/span>, <span>3<\/span>, <span>1<\/span>, <span>6<\/span>, <span>4<\/span>, <span>5<\/span>)<\/span><br><span>a: <span>List<\/span>[<span>Int<\/span>] = <span>List<\/span>(<span>2<\/span>, <span>3<\/span>, <span>1<\/span>, <span>6<\/span>, <span>4<\/span>, <span>5<\/span>)<\/span><br><span><\/span><br><span><span>\/\/\u964d\u5e8f<\/span><\/span><br><span>scala&gt; list.sortWith((x, y) =&gt; x &gt; y)<\/span><br><span>res35: <span>List<\/span>[<span>Int<\/span>] = <span>List<\/span>(<span>6<\/span>, <span>5<\/span>, <span>4<\/span>, <span>3<\/span>, <span>2<\/span>, <span>1<\/span>)<\/span><br><span><\/span><br><span><span>\/\/\u7b80\u5199<\/span><\/span><br><span>scala&gt; list.sortWith(_ &gt; _)<\/span><br><span><\/span><br><span><span>\/\/\u5347\u5e8f<\/span><\/span><br><span>scala&gt; list.sortWith((x, y) =&gt; x &lt; y)<\/span><br><span>res36: <span>List<\/span>[<span>Int<\/span>] = <span>List<\/span>(<span>1<\/span>, <span>2<\/span>, <span>3<\/span>, <span>4<\/span>, <span>5<\/span>, <span>6<\/span>)<\/span><br><span><\/span><br><span><span>\/\/\u5347\u5e8f \u7b80\u5199<\/span><\/span><br><span>scala&gt; list.sortWith(_ &lt; _)<\/span><br><\/pre>\n<\/td>\n<\/tr>\n<\/table>\n<\/figure>\n<h2><a href=\"https:\/\/www.studytime.xin\/article\/#\u5206\u7ec4-groupBy\" title=\"\u5206\u7ec4 - groupBy\"><\/a>\u5206\u7ec4 &#8211; groupBy<\/h2>\n<p>\u6211\u4eec\u5982\u679c\u8981\u5c06\u6570\u636e\u6309\u7167\u5206\u7ec4\u6765\u8fdb\u884c\u7edf\u8ba1\u5206\u6790\uff0c\u5c31\u9700\u8981\u4f7f\u7528\u5230\u5206\u7ec4\u65b9\u6cd5<br \/>groupBy\u8868\u793a\u6309\u7167\u51fd\u6570\u5c06\u5217\u8868\u5206\u6210\u4e0d\u540c\u7684\u7ec4<\/p>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u63cf\u8ff0-6\" title=\"\u65b9\u6cd5\u63cf\u8ff0\"><\/a>\u65b9\u6cd5\u63cf\u8ff0<\/h3>\n<figure>\n<table>\n<tr>\n<td>\n<pre><span>1<\/span><br><\/pre>\n<\/td>\n<td>\n<pre><span><span><span>def<\/span> <span>groupBy<\/span><\/span>[<span>K<\/span>](f: (<span>A<\/span>) \u21d2 <span>K<\/span>): <span>Map<\/span>[<span>K<\/span>, <span>List<\/span>[<span>A<\/span>]]<\/span><br><\/pre>\n<\/td>\n<\/tr>\n<\/table>\n<\/figure>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u8bf4\u660e-6\" title=\"\u65b9\u6cd5\u8bf4\u660e\"><\/a>\u65b9\u6cd5\u8bf4\u660e<\/h3>\n<table>\n<thead>\n<tr>\n<th>groupBy\u65b9\u6cd5<\/th>\n<th>API<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6cdb\u578b<\/td>\n<td>[K]<\/td>\n<td>\u5206\u7ec4\u5b57\u6bb5\u7684\u7c7b\u578b<\/td>\n<\/tr>\n<tr>\n<td>\u53c2\u6570<\/td>\n<td>f: (A) \u21d2 K<\/td>\n<td>\u4f20\u5165\u4e00\u4e2a\u51fd\u6570\u5bf9\u8c61\u4f5c\u4e3a\u53c2\u6570<br \/>\u51fd\u6570\u63a5\u6536\u96c6\u5408\u5143\u7d20\u4f5c\u4e3a\u53c2\u6570<br \/>\u8fd4\u56de\u4e00\u4e2aK\u7c7b\u578b\u7684key\uff0c\u8fd9\u4e2akey\u4f1a\u7528\u6765\u8fdb\u884c\u5206\u7ec4\uff0c\u76f8\u540c\u7684key\u653e\u5728\u4e00\u7ec4\u4e2d<\/td>\n<\/tr>\n<tr>\n<td>\u8fd4\u56de\u503c<\/td>\n<td>Map[K, List[A]]<\/td>\n<td>\u8fd4\u56de\u4e00\u4e2a\u6620\u5c04\uff0cK\u4e3a\u5206\u7ec4\u5b57\u6bb5\uff0cList\u4e3a\u8fd9\u4e2a\u5206\u7ec4\u5b57\u6bb5\u5bf9\u5e94\u7684\u4e00\u7ec4\u6570\u636e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u5b9e\u64cd-6\" title=\"\u65b9\u6cd5\u5b9e\u64cd\"><\/a>\u65b9\u6cd5\u5b9e\u64cd<\/h3>\n<figure>\n<table>\n<tr>\n<td>\n<pre><span>1<\/span><br><span>2<\/span><br><span>3<\/span><br><span>4<\/span><br><span>5<\/span><br><span>6<\/span><br><span>7<\/span><br><span>8<\/span><br><span>9<\/span><br><span>10<\/span><br><span>11<\/span><br><span>12<\/span><br><span>13<\/span><br><\/pre>\n<\/td>\n<td>\n<pre><span>scala&gt; <span>val<\/span> a = <span>List<\/span>(<span>\"\u5f20\u4e09\"<\/span> -&gt; <span>\"\u7537\"<\/span>, <span>\"\u674e\u56db\"<\/span> -&gt; <span>\"\u5973\"<\/span>, <span>\"\u738b\u4e94\"<\/span> -&gt; <span>\"\u7537\"<\/span>)<\/span><br><span>a: <span>List<\/span>[(<span>String<\/span>, <span>String<\/span>)] = <span>List<\/span>((\u5f20\u4e09,\u7537), (\u674e\u56db,\u5973), (\u738b\u4e94,\u7537))<\/span><br><span><\/span><br><span><span>\/\/ \u6309\u7167\u6027\u522b\u5206\u7ec4<\/span><\/span><br><span>scala&gt; a.groupBy((kv: (<span>String<\/span>, <span>String<\/span>)) =&gt; &#123;kv._2&#125;)<\/span><br><span><span>\/\/\u7b80\u5199<\/span><\/span><br><span>scala&gt; a.groupBy(_._2)<\/span><br><span>res0: scala.collection.immutable.<span>Map<\/span>[<span>String<\/span>,<span>List<\/span>[(<span>String<\/span>, <span>String<\/span>)]] = <span>Map<\/span>(\u7537 -&gt; <span>List<\/span>((\u5f20\u4e09,\u7537), (\u738b\u4e94,\u7537)),<\/span><br><span>\u5973 -&gt; <span>List<\/span>((\u674e\u56db,\u5973)))<\/span><br><span><\/span><br><span><span>\/\/ \u5c06\u5206\u7ec4\u540e\u7684\u6620\u5c04\u8f6c\u6362\u4e3a\u6027\u522b\/\u4eba\u6570\u5143\u7ec4\u5217\u8868<\/span><\/span><br><span>scala&gt; res0.map(x =&gt; x._1 -&gt; x._2.size)<\/span><br><span>res3: scala.collection.immutable.<span>Map<\/span>[<span>String<\/span>,<span>Int<\/span>] = <span>Map<\/span>(\u7537 -&gt; <span>2<\/span>, \u5973 -&gt; <span>1<\/span>)<\/span><br><\/pre>\n<\/td>\n<\/tr>\n<\/table>\n<\/figure>\n<h2><a href=\"https:\/\/www.studytime.xin\/article\/#\u805a\u5408-reduce\" title=\"\u805a\u5408 - reduce\"><\/a>\u805a\u5408 &#8211; reduce<\/h2>\n<p>reduce\u8868\u793a\u5c06\u5217\u8868\uff0c\u4f20\u5165\u4e00\u4e2a\u51fd\u6570\u8fdb\u884c\u805a\u5408\u8ba1\u7b97<\/p>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u63cf\u8ff0-7\" title=\"\u65b9\u6cd5\u63cf\u8ff0\"><\/a>\u65b9\u6cd5\u63cf\u8ff0<\/h3>\n<figure>\n<table>\n<tr>\n<td>\n<pre><span>1<\/span><br><\/pre>\n<\/td>\n<td>\n<pre><span><span><span>def<\/span> <span>reduce<\/span><\/span>[<span>A1<\/span> &gt;: <span>A<\/span>](op: (<span>A1<\/span>, <span>A1<\/span>) \u21d2 <span>A1<\/span>): <span>A1<\/span><\/span><br><\/pre>\n<\/td>\n<\/tr>\n<\/table>\n<\/figure>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u8bf4\u660e-7\" title=\"\u65b9\u6cd5\u8bf4\u660e\"><\/a>\u65b9\u6cd5\u8bf4\u660e<\/h3>\n<table>\n<thead>\n<tr>\n<th>reduce\u65b9\u6cd5<\/th>\n<th>API<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6cdb\u578b<\/td>\n<td>[A1 &gt;: A]<\/td>\n<td>\uff08\u4e0b\u754c\uff09A1\u5fc5\u987b\u662f\u96c6\u5408\u5143\u7d20\u7c7b\u578b\u7684\u5b50\u7c7b<\/td>\n<\/tr>\n<tr>\n<td>\u53c2\u6570<\/td>\n<td>op: (A1, A1) \u21d2 A1<\/td>\n<td>\u4f20\u5165\u51fd\u6570\u5bf9\u8c61\uff0c\u7528\u6765\u4e0d\u65ad\u8fdb\u884c\u805a\u5408\u64cd\u4f5c<br \/>\u7b2c\u4e00\u4e2aA1\u7c7b\u578b\u53c2\u6570\u4e3a\uff1a\u5f53\u524d\u805a\u5408\u540e\u7684\u53d8\u91cf<br \/>\u7b2c\u4e8c\u4e2aA1\u7c7b\u578b\u53c2\u6570\u4e3a\uff1a\u5f53\u524d\u8981\u8fdb\u884c\u805a\u5408\u7684\u5143\u7d20<\/td>\n<\/tr>\n<tr>\n<td>\u8fd4\u56de\u503c<\/td>\n<td>A1<\/td>\n<td>\u5217\u8868\u6700\u7ec8\u805a\u5408\u4e3a\u4e00\u4e2a\u5143\u7d20<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u5b9e\u64cd-7\" title=\"\u65b9\u6cd5\u5b9e\u64cd\"><\/a>\u65b9\u6cd5\u5b9e\u64cd<\/h3>\n<figure>\n<table>\n<tr>\n<td>\n<pre><span>1<\/span><br><span>2<\/span><br><span>3<\/span><br><span>4<\/span><br><span>5<\/span><br><span>6<\/span><br><span>7<\/span><br><span>8<\/span><br><span>9<\/span><br><span>10<\/span><br><span>11<\/span><br><span>12<\/span><br><span>13<\/span><br><span>14<\/span><br><span>15<\/span><br><span>16<\/span><br><span>17<\/span><br><span>18<\/span><br><\/pre>\n<\/td>\n<td>\n<pre><span>scala&gt; <span>val<\/span> a = <span>List<\/span>(<span>1<\/span>, <span>2<\/span>, <span>3<\/span>, <span>4<\/span>, <span>5<\/span>, <span>6<\/span>, <span>7<\/span>, <span>8<\/span>, <span>9<\/span>, <span>10<\/span>)<\/span><br><span>a: <span>List<\/span>[<span>Int<\/span>] = <span>List<\/span>(<span>1<\/span>, <span>2<\/span>, <span>3<\/span>, <span>4<\/span>, <span>5<\/span>, <span>6<\/span>, <span>7<\/span>, <span>8<\/span>, <span>9<\/span>, <span>10<\/span>)<\/span><br><span><\/span><br><span>scala&gt; a.reduce((x, y) =&gt; x + y)<\/span><br><span>res5: <span>Int<\/span> = <span>55<\/span><\/span><br><span><\/span><br><span><span>\/\/ \u7b2c\u4e00\u4e2a\u4e0b\u5212\u7ebf\u8868\u793a\u7b2c\u4e00\u4e2a\u53c2\u6570\uff0c\u5c31\u662f\u5386\u53f2\u7684\u805a\u5408\u6570\u636e\u7ed3\u679c<\/span><\/span><br><span><span>\/\/ \u7b2c\u4e8c\u4e2a\u4e0b\u5212\u7ebf\u8868\u793a\u7b2c\u4e8c\u4e2a\u53c2\u6570\uff0c\u5c31\u662f\u5f53\u524d\u8981\u805a\u5408\u7684\u6570\u636e\u5143\u7d20<\/span><\/span><br><span>scala&gt; a.reduce(_ + _)<\/span><br><span>res53: <span>Int<\/span> = <span>55<\/span><\/span><br><span><\/span><br><span><span>\/\/ \u4e0ereduce\u4e00\u6837\uff0c\u4ece\u5de6\u5f80\u53f3\u8ba1\u7b97<\/span><\/span><br><span>scala&gt; a.reduceLeft(_ + _)<\/span><br><span>res0: <span>Int<\/span> = <span>55<\/span><\/span><br><span><\/span><br><span><span>\/\/ \u4ece\u53f3\u5f80\u5de6\u805a\u5408\u8ba1\u7b97<\/span><\/span><br><span>scala&gt; a.reduceRight(_ + _)<\/span><br><span>res1: <span>Int<\/span> = <span>55<\/span><\/span><br><\/pre>\n<\/td>\n<\/tr>\n<\/table>\n<\/figure>\n<h2><a href=\"https:\/\/www.studytime.xin\/article\/#\u6298\u53e0-fold\" title=\"\u6298\u53e0 - fold\"><\/a>\u6298\u53e0 &#8211; fold<\/h2>\n<p>fold\u4e0ereduce\u5f88\u50cf\uff0c\u4f46\u662f\u591a\u4e86\u4e00\u4e2a\u6307\u5b9a\u521d\u59cb\u503c\u53c2\u6570<\/p>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u63cf\u8ff0-8\" title=\"\u65b9\u6cd5\u63cf\u8ff0\"><\/a>\u65b9\u6cd5\u63cf\u8ff0<\/h3>\n<figure>\n<table>\n<tr>\n<td>\n<pre><span>1<\/span><br><\/pre>\n<\/td>\n<td>\n<pre><span><span><span>def<\/span> <span>fold<\/span><\/span>[<span>A1<\/span> &gt;: <span>A<\/span>](z: <span>A1<\/span>)(op: (<span>A1<\/span>, <span>A1<\/span>) \u21d2 <span>A1<\/span>): <span>A1<\/span><\/span><br><\/pre>\n<\/td>\n<\/tr>\n<\/table>\n<\/figure>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u8bf4\u660e-8\" title=\"\u65b9\u6cd5\u8bf4\u660e\"><\/a>\u65b9\u6cd5\u8bf4\u660e<\/h3>\n<table>\n<thead>\n<tr>\n<th>reduce\u65b9\u6cd5<\/th>\n<th>API<\/th>\n<th>\u8bf4\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6cdb\u578b<\/td>\n<td>[A1 &gt;: A]<\/td>\n<td>\uff08\u4e0b\u754c\uff09A1\u5fc5\u987b\u662f\u96c6\u5408\u5143\u7d20\u7c7b\u578b\u7684\u5b50\u7c7b<\/td>\n<\/tr>\n<tr>\n<td>\u53c2\u65701<\/td>\n<td>z: A1<\/td>\n<td>\u521d\u59cb\u503c<\/td>\n<\/tr>\n<tr>\n<td>\u53c2\u65702<\/td>\n<td>op: (A1, A1) \u21d2 A1<\/td>\n<td>\u4f20\u5165\u51fd\u6570\u5bf9\u8c61\uff0c\u7528\u6765\u4e0d\u65ad\u8fdb\u884c\u6298\u53e0\u64cd\u4f5c<br \/>\u7b2c\u4e00\u4e2aA1\u7c7b\u578b\u53c2\u6570\u4e3a\uff1a\u5f53\u524d\u6298\u53e0\u540e\u7684\u53d8\u91cf<br \/>\u7b2c\u4e8c\u4e2aA1\u7c7b\u578b\u53c2\u6570\u4e3a\uff1a\u5f53\u524d\u8981\u8fdb\u884c\u6298\u53e0\u7684\u5143\u7d20<\/td>\n<\/tr>\n<tr>\n<td>\u8fd4\u56de\u503c<\/td>\n<td>A1<\/td>\n<td>\u5217\u8868\u6700\u7ec8\u6298\u53e0\u4e3a\u4e00\u4e2a\u5143\u7d20<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u65b9\u6cd5\u5b9e\u64cd-8\" title=\"\u65b9\u6cd5\u5b9e\u64cd\"><\/a>\u65b9\u6cd5\u5b9e\u64cd<\/h3>\n<figure>\n<table>\n<tr>\n<td>\n<pre><span>1<\/span><br><span>2<\/span><br><span>3<\/span><br><span>4<\/span><br><span>5<\/span><br><span>6<\/span><br><span>7<\/span><br><span>8<\/span><br><span>9<\/span><br><span>10<\/span><br><span>11<\/span><br><span>12<\/span><br><span>13<\/span><br><span>14<\/span><br><span>15<\/span><br><span>16<\/span><br><span>17<\/span><br><span>18<\/span><br><span>19<\/span><br><span>20<\/span><br><span>21<\/span><br><span>22<\/span><br><span>23<\/span><br><span>24<\/span><br><span>25<\/span><br><\/pre>\n<\/td>\n<td>\n<pre><span><span>\/\/\u5b9a\u4e49\u4e00\u4e2aList\u96c6\u5408<\/span><\/span><br><span>scala&gt; <span>val<\/span> a = <span>List<\/span>(<span>1<\/span>, <span>2<\/span>, <span>3<\/span>, <span>4<\/span>, <span>5<\/span>, <span>6<\/span>, <span>7<\/span>, <span>8<\/span>, <span>9<\/span>, <span>10<\/span>)<\/span><br><span>a: <span>List<\/span>[<span>Int<\/span>] = <span>List<\/span>(<span>1<\/span>, <span>2<\/span>, <span>3<\/span>, <span>4<\/span>, <span>5<\/span>, <span>6<\/span>, <span>7<\/span>, <span>8<\/span>, <span>9<\/span>, <span>10<\/span>)<\/span><br><span><\/span><br><span><span>\/\/\u6c42\u548c<\/span><\/span><br><span>scala&gt; a.sum<\/span><br><span>res41: <span>Int<\/span> = <span>55<\/span><\/span><br><span><\/span><br><span><span>\/\/\u7ed9\u5b9a\u4e00\u4e2a\u521d\u59cb\u503c\uff0c\uff0c\u6298\u53e0\u6c42\u548c<\/span><\/span><br><span>scala&gt; a.fold(<span>0<\/span>)(_ + _)<\/span><br><span>res42: <span>Int<\/span> = <span>55<\/span><\/span><br><span><\/span><br><span>scala&gt; a.fold(<span>10<\/span>)(_ + _)<\/span><br><span>res43: <span>Int<\/span> = <span>65<\/span><\/span><br><span><\/span><br><span><span>\/\/\u4ece\u5de6\u5f80\u53f3<\/span><\/span><br><span>scala&gt; a.foldLeft(<span>10<\/span>)(_ + _)<\/span><br><span>res44: <span>Int<\/span> = <span>65<\/span><\/span><br><span><\/span><br><span><span>\/\/\u4ece\u53f3\u5f80\u5de6<\/span><\/span><br><span>scala&gt; a.foldRight(<span>10<\/span>)(_ + _)<\/span><br><span>res45: <span>Int<\/span> = <span>65<\/span><\/span><br><span><\/span><br><span><span>\/\/fold\u548cfoldLet\u6548\u679c\u4e00\u81f4\uff0c\u8868\u793a\u4ece\u5de6\u5f80\u53f3\u8ba1\u7b97<\/span><\/span><br><span><span>\/\/foldRight\u8868\u793a\u4ece\u53f3\u5f80\u5de6\u8ba1\u7b97<\/span><\/span><br><\/pre>\n<\/td>\n<\/tr>\n<\/table>\n<\/figure>\n<h2><a href=\"https:\/\/www.studytime.xin\/article\/#\u9ad8\u9636\u51fd\u6570\" title=\"\u9ad8\u9636\u51fd\u6570\"><\/a>\u9ad8\u9636\u51fd\u6570<\/h2>\n<p>\u4f7f\u7528\u51fd\u6570\u503c\u4f5c\u4e3a\u53c2\u6570\uff0c\u6216\u8005\u8fd4\u56de\u503c\u4e3a\u51fd\u6570\u503c\u7684\u201c\u51fd\u6570\u201d\u548c\u201c\u65b9\u6cd5\u201d\uff0c\u5747\u79f0\u4e4b\u4e3a\u201c\u9ad8\u9636\u51fd\u6570\u201d\u3002<\/p>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u51fd\u6570\u503c\u4f5c\u4e3a\u53c2\u6570\" title=\"\u51fd\u6570\u503c\u4f5c\u4e3a\u53c2\u6570\"><\/a>\u51fd\u6570\u503c\u4f5c\u4e3a\u53c2\u6570<\/h3>\n<figure>\n<table>\n<tr>\n<td>\n<pre><span>1<\/span><br><span>2<\/span><br><span>3<\/span><br><span>4<\/span><br><span>5<\/span><br><span>6<\/span><br><span>7<\/span><br><span>8<\/span><br><span>9<\/span><br><span>10<\/span><br><span>11<\/span><br><\/pre>\n<\/td>\n<td>\n<pre><span><span>\/\/\u5b9a\u4e49\u4e00\u4e2a\u6570\u7ec4<\/span><\/span><br><span>scala&gt; <span>val<\/span> array = <span>Array<\/span>(<span>1<\/span>, <span>2<\/span>, <span>3<\/span>, <span>4<\/span>, <span>5<\/span>)<\/span><br><span>array: <span>Array<\/span>[<span>Int<\/span>] = <span>Array<\/span>(<span>1<\/span>, <span>2<\/span>, <span>3<\/span>, <span>4<\/span>, <span>5<\/span>)<\/span><br><span><\/span><br><span><span>\/\/\u5b9a\u4e49\u4e00\u4e2a\u51fd\u6570<\/span><\/span><br><span>scala&gt; <span>val<\/span> func = (x: <span>Int<\/span>) =&gt; x * <span>10<\/span><\/span><br><span>func: <span>Int<\/span> =&gt; <span>Int<\/span> = &lt;function1&gt;<\/span><br><span><\/span><br><span><span>\/\/\u51fd\u6570\u4f5c\u4e3a\u53c2\u6570\u4f20\u9012\u5230\u65b9\u6cd5\u4e2d<\/span><\/span><br><span>scala&gt; array.map(func)<\/span><br><span>res0: <span>Array<\/span>[<span>Int<\/span>] = <span>Array<\/span>(<span>10<\/span>, <span>20<\/span>, <span>30<\/span>, <span>40<\/span>, <span>50<\/span>)<\/span><br><\/pre>\n<\/td>\n<\/tr>\n<\/table>\n<\/figure>\n<h3><a href=\"https:\/\/www.studytime.xin\/article\/#\u533f\u540d\u51fd\u6570\" title=\"\u533f\u540d\u51fd\u6570\"><\/a>\u533f\u540d\u51fd\u6570<\/h3>\n<pre><code><span class=\"comment\">\/\/\u5b9a\u4e49\u4e00\u4e2a\u6570\u7ec4<\/span> scala&gt; <span class=\"keyword\">val<\/span> array = <span class=\"type\">Array<\/span>(<span class=\"number\">1<\/span>, <span class=\"number\">2<\/span>, <span class=\"number\">3<\/span>, <span class=\"number\">4<\/span>, <span class=\"number\">5<\/span>) array: <span class=\"type\">Array<\/span>[<span class=\"type\">Int<\/span>] = <span class=\"type\">Array<\/span>(<span class=\"number\">1<\/span>, <span class=\"number\">2<\/span>, <span class=\"number\">3<\/span>, <span class=\"number\">4<\/span>, <span class=\"number\">5<\/span>)  <span class=\"comment\">\/\/\u5b9a\u4e49\u4e00\u4e2a\u6ca1\u6709\u540d\u79f0\u7684\u51fd\u6570----\u533f\u540d\u51fd\u6570<\/span> scala&gt; array.map(x =&gt; x * <span class=\"number\">10<\/span>) res1: <span class=\"type\">Array<\/span>[<span class=\"type\">Int<\/span>] = <span class=\"type\">Array<\/span>(<span class=\"number\">10<\/span>, <span class=\"number\">20<\/span>, <span class=\"number\">30<\/span>, <span class=\"number\">40<\/span>, <span class=\"number\">50<\/span>)<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>\u51fd\u6570\u5f0f\u7f16\u7a0b \u6211\u4eec\u5c06\u6765\u4f7f\u7528Spark&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[],"tags":[],"_links":{"self":[{"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/posts\/131971"}],"collection":[{"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/4563.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=131971"}],"version-history":[{"count":0,"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/posts\/131971\/revisions"}],"wp:attachment":[{"href":"http:\/\/4563.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=131971"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/4563.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=131971"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/4563.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=131971"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}