{"id":50152,"date":"2023-06-28T04:57:46","date_gmt":"2023-11-10T01:26:50","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e7%94%a8scala%ef%bc%88%e5%b9%bb%e5%bd%b1%ef%bc%89%e6%9d%a5%e6%93%8d%e4%bd%9ccassandra\/"},"modified":"2024-04-30T11:01:17","modified_gmt":"2024-04-30T03:01:17","slug":"%e7%94%a8scala%ef%bc%88%e5%b9%bb%e5%bd%b1%ef%bc%89%e6%9d%a5%e6%93%8d%e4%bd%9ccassandra","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e7%94%a8scala%ef%bc%88%e5%b9%bb%e5%bd%b1%ef%bc%89%e6%9d%a5%e6%93%8d%e4%bd%9ccassandra\/","title":{"rendered":"\u7528Scala\uff08\u5e7b\u5f71\uff09\u6765\u64cd\u4f5cCassandra"},"content":{"rendered":"<h1>\u4e00\u958b\u59cb<\/h1>\n<p>\u56e0\u4e3a\u6211\u4ee5\u524d\u4ece\u672a\u4f7f\u7528\u8fc7Scala\u64cd\u4f5cCassandra\uff0c\u6240\u4ee5\u6211\u51b3\u5b9a\u5c1d\u8bd5\u4e00\u4e0b\u3002<br \/>\n\u8d77\u521d\u6211\u4e5f\u8003\u8651\u4f7f\u7528Java\u7684\u9a71\u52a8\u7a0b\u5e8f\uff0c\u4f46\u662fphantom\u7684GitHub\u70b9\u8d5e\u6570\u4e0e\u5176\u76f8\u5dee\u65e0\u51e0\uff0c\u5e76\u4e14\u5b83\u662f\u7528Scala\u7f16\u5199\u7684\uff0c\u6240\u4ee5\u6211\u51b3\u5b9a\u8bd5\u8bd5\u8fd9\u4e2a\u3002<\/p>\n<p>\u203b Cassandra\u5728\u5355\u8282\u70b9\u4e0a\u542f\u52a8\u4e86Docker\u7684\u5b98\u65b9\u4ed3\u5e93\u3002\u4e0d\u4f1a\u5bf9Cassandra\u672c\u8eab\u8fdb\u884c\u89e3\u91ca\u3002<\/p>\n<h2>\u6784\u6210<\/h2>\n<p>Scala\u7248\u672c\u4e3a2.12<br \/>\nsbt\u7248\u672c\u4e3a1.1<br \/>\nphantom\u7248\u672c\u4e3a2.24<br \/>\nCassandra\u7248\u672c\u4e3a3.11<\/p>\n<h2>\u6210\u679c<\/h2>\n<h1>sbt \u53ef\u4ee5\u7528\u4e2d\u6587\u7ffb\u8bd1\u4e3a&#8221;\u624d\u534e\u6d0b\u6ea2&#8221;\u3002<\/h1>\n<p>\u8fd9\u662f\u4e00\u4e2a SBT \u7684\u914d\u7f6e\u3002\u4e3a\u4e86\u4ece\u914d\u7f6e\u6587\u4ef6\u4e2d\u83b7\u53d6 Cassandra \u7684 ContactPoint\uff0c\u6211\u4eec\u8fd8\u6dfb\u52a0\u4e86 Lightbend \u7684 config\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">name<\/span> <span class=\"o\">:=<\/span> <span class=\"s\">\"scala-cassandra-example\"<\/span>\r\n\r\n<span class=\"n\">version<\/span> <span class=\"o\">:=<\/span> <span class=\"s\">\"0.1\"<\/span>\r\n\r\n<span class=\"n\">scalaVersion<\/span> <span class=\"o\">:=<\/span> <span class=\"s\">\"2.12.5\"<\/span>\r\n\r\n<span class=\"k\">val<\/span> <span class=\"nv\">phantomVersion<\/span> <span class=\"k\">=<\/span> <span class=\"s\">\"2.24.2\"<\/span>\r\n\r\n<span class=\"n\">libraryDependencies<\/span> <span class=\"o\">++=<\/span> <span class=\"nc\">Seq<\/span><span class=\"o\">(<\/span>\r\n  <span class=\"s\">\"com.outworkers\"<\/span>  <span class=\"o\">%%<\/span> <span class=\"s\">\"phantom-dsl\"<\/span> <span class=\"o\">%<\/span> <span class=\"n\">phantomVersion<\/span><span class=\"o\">,<\/span>\r\n  <span class=\"s\">\"com.outworkers\"<\/span>  <span class=\"o\">%%<\/span> <span class=\"s\">\"phantom-connectors\"<\/span> <span class=\"o\">%<\/span> <span class=\"n\">phantomVersion<\/span><span class=\"o\">,<\/span>\r\n  <span class=\"s\">\"com.typesafe\"<\/span> <span class=\"o\">%<\/span> <span class=\"s\">\"config\"<\/span> <span class=\"o\">%<\/span> <span class=\"s\">\"1.3.3\"<\/span><span class=\"o\">,<\/span>\r\n  <span class=\"s\">\"org.scalatest\"<\/span> <span class=\"o\">%%<\/span> <span class=\"s\">\"scalatest\"<\/span> <span class=\"o\">%<\/span> <span class=\"s\">\"3.0.5\"<\/span> <span class=\"o\">%<\/span> <span class=\"nc\">Test<\/span>\r\n<span class=\"o\">)<\/span>\r\n<\/code><\/pre>\n<h1>\u684c\u5b50\u6a21\u578b<\/h1>\n<p>Phantom\u53ef\u4ee5\u4f7f\u7528O\/R\u6620\u5c04\uff08\u6216\u8005\u76f4\u63a5\u8c03\u7528CQL\u7684\u8bdd\u53ef\u80fd\u4f1a\u611f\u5230\u6709\u70b9\u9ebb\u70e6\uff09\u3002<br \/>\n\u867d\u7136\u53ef\u4ee5\u6309\u7167\u666e\u901a\u65b9\u5f0f\u5f00\u53d1\uff0c\u4f46\u65e2\u7136\u662fCassandra\uff0c\u5c31\u8003\u8651\u4f7f\u7528\u5206\u533a\uff08\u590d\u5408\u5206\u533a\u952e\uff09\u7684\u611f\u89c9\u6765\u5c1d\u8bd5\u4e00\u4e0b\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"k\">package<\/span> <span class=\"nn\">com.example<\/span>\r\n\r\n<span class=\"k\">import<\/span> <span class=\"nn\">java.util.UUID<\/span>\r\n\r\n<span class=\"k\">import<\/span> <span class=\"nn\">scala.concurrent.Future<\/span>\r\n\r\n<span class=\"k\">import<\/span> <span class=\"nn\">com.outworkers.phantom.Table<\/span>\r\n<span class=\"k\">import<\/span> <span class=\"nn\">com.outworkers.phantom.builder.query.InsertQuery<\/span>\r\n<span class=\"k\">import<\/span> <span class=\"nn\">com.outworkers.phantom.dsl._<\/span>\r\n<span class=\"k\">import<\/span> <span class=\"nn\">com.outworkers.phantom.keys.PartitionKey<\/span>\r\n\r\n<span class=\"c1\">\/\/ \u30c7\u30fc\u30bf<\/span>\r\n<span class=\"c1\">\/\/ \u3053\u3061\u3089\u306b\u306fPartition\u60c5\u5831\u3092\u542b\u3081\u306a\u3044<\/span>\r\n<span class=\"k\">final<\/span> <span class=\"k\">case<\/span> <span class=\"k\">class<\/span> <span class=\"nc\">Message<\/span><span class=\"o\">(<\/span><span class=\"n\">id<\/span><span class=\"k\">:<\/span> <span class=\"kt\">UUID<\/span><span class=\"o\">,<\/span> <span class=\"n\">message<\/span><span class=\"k\">:<\/span> <span class=\"kt\">String<\/span><span class=\"o\">,<\/span> <span class=\"n\">timestamp<\/span><span class=\"k\">:<\/span> <span class=\"kt\">Long<\/span><span class=\"o\">)<\/span>\r\n\r\n<span class=\"c1\">\/\/ \u30c6\u30fc\u30d6\u30eb<\/span>\r\n<span class=\"k\">abstract<\/span> <span class=\"k\">class<\/span> <span class=\"nc\">Messages<\/span> <span class=\"k\">extends<\/span> <span class=\"nc\">Table<\/span><span class=\"o\">[<\/span><span class=\"kt\">Messages<\/span>, <span class=\"kt\">Message<\/span><span class=\"o\">]<\/span> <span class=\"o\">{<\/span>\r\n\r\n  <span class=\"c1\">\/\/ category\u3068subcategory\u306b\u3088\u308bComposite Partition Key<\/span>\r\n  <span class=\"k\">object<\/span> <span class=\"nc\">category<\/span> <span class=\"k\">extends<\/span> <span class=\"nc\">StringColumn<\/span> <span class=\"k\">with<\/span> <span class=\"nc\">PartitionKey<\/span>\r\n  <span class=\"k\">object<\/span> <span class=\"nc\">subcategory<\/span> <span class=\"k\">extends<\/span> <span class=\"nc\">StringColumn<\/span> <span class=\"k\">with<\/span> <span class=\"nc\">PartitionKey<\/span>\r\n\r\n  <span class=\"k\">object<\/span> <span class=\"nc\">id<\/span> <span class=\"k\">extends<\/span> <span class=\"nc\">UUIDColumn<\/span> <span class=\"k\">with<\/span> <span class=\"nc\">PrimaryKey<\/span>\r\n  <span class=\"k\">object<\/span> <span class=\"nc\">message<\/span> <span class=\"k\">extends<\/span> <span class=\"nc\">StringColumn<\/span>\r\n  <span class=\"k\">object<\/span> <span class=\"nc\">timestamp<\/span> <span class=\"k\">extends<\/span> <span class=\"nc\">LongColumn<\/span>\r\n\r\n  <span class=\"c1\">\/\/ Partition\u3092\u6307\u5b9a\u3057\u3066\u4fdd\u5b58<\/span>\r\n  <span class=\"k\">def<\/span> <span class=\"nf\">store<\/span><span class=\"o\">(<\/span><span class=\"n\">partition<\/span><span class=\"k\">:<\/span> <span class=\"o\">(<\/span><span class=\"kt\">String<\/span><span class=\"o\">,<\/span> <span class=\"kt\">String<\/span><span class=\"o\">),<\/span> <span class=\"n\">msg<\/span><span class=\"k\">:<\/span> <span class=\"kt\">Message<\/span><span class=\"o\">)<\/span><span class=\"k\">:<\/span> <span class=\"kt\">InsertQuery.Default<\/span><span class=\"o\">[<\/span><span class=\"kt\">Messages<\/span>, <span class=\"kt\">Message<\/span><span class=\"o\">]<\/span> <span class=\"k\">=<\/span>\r\n    <span class=\"n\">insert<\/span>\r\n      <span class=\"o\">.<\/span><span class=\"py\">value<\/span><span class=\"o\">(<\/span><span class=\"nv\">_<\/span><span class=\"o\">.<\/span><span class=\"py\">category<\/span><span class=\"o\">,<\/span> <span class=\"nv\">partition<\/span><span class=\"o\">.<\/span><span class=\"py\">_1<\/span><span class=\"o\">)<\/span>\r\n      <span class=\"o\">.<\/span><span class=\"py\">value<\/span><span class=\"o\">(<\/span><span class=\"nv\">_<\/span><span class=\"o\">.<\/span><span class=\"py\">subcategory<\/span><span class=\"o\">,<\/span> <span class=\"nv\">partition<\/span><span class=\"o\">.<\/span><span class=\"py\">_2<\/span><span class=\"o\">)<\/span>\r\n      <span class=\"o\">.<\/span><span class=\"py\">value<\/span><span class=\"o\">(<\/span><span class=\"nv\">_<\/span><span class=\"o\">.<\/span><span class=\"py\">id<\/span><span class=\"o\">,<\/span> <span class=\"nv\">msg<\/span><span class=\"o\">.<\/span><span class=\"py\">id<\/span><span class=\"o\">)<\/span>\r\n      <span class=\"o\">.<\/span><span class=\"py\">value<\/span><span class=\"o\">(<\/span><span class=\"nv\">_<\/span><span class=\"o\">.<\/span><span class=\"py\">message<\/span><span class=\"o\">,<\/span> <span class=\"nv\">msg<\/span><span class=\"o\">.<\/span><span class=\"py\">message<\/span><span class=\"o\">)<\/span>\r\n      <span class=\"o\">.<\/span><span class=\"py\">value<\/span><span class=\"o\">(<\/span><span class=\"nv\">_<\/span><span class=\"o\">.<\/span><span class=\"py\">timestamp<\/span><span class=\"o\">,<\/span> <span class=\"nv\">msg<\/span><span class=\"o\">.<\/span><span class=\"py\">timestamp<\/span><span class=\"o\">)<\/span>\r\n\r\n  <span class=\"c1\">\/\/ Partition\u3092\u691c\u7d22<\/span>\r\n  <span class=\"k\">def<\/span> <span class=\"nf\">findByPartition<\/span><span class=\"o\">(<\/span><span class=\"n\">partition<\/span><span class=\"k\">:<\/span> <span class=\"o\">(<\/span><span class=\"kt\">String<\/span><span class=\"o\">,<\/span> <span class=\"kt\">String<\/span><span class=\"o\">))<\/span><span class=\"k\">:<\/span> <span class=\"kt\">Future<\/span><span class=\"o\">[<\/span><span class=\"kt\">List<\/span><span class=\"o\">[<\/span><span class=\"kt\">Message<\/span><span class=\"o\">]]<\/span> <span class=\"k\">=<\/span>\r\n    <span class=\"nv\">select<\/span><span class=\"o\">.<\/span><span class=\"py\">where<\/span><span class=\"o\">(<\/span><span class=\"nv\">_<\/span><span class=\"o\">.<\/span><span class=\"py\">category<\/span> <span class=\"n\">eqs<\/span> <span class=\"nv\">partition<\/span><span class=\"o\">.<\/span><span class=\"py\">_1<\/span><span class=\"o\">).<\/span><span class=\"py\">and<\/span><span class=\"o\">(<\/span><span class=\"nv\">_<\/span><span class=\"o\">.<\/span><span class=\"py\">subcategory<\/span> <span class=\"n\">eqs<\/span> <span class=\"nv\">partition<\/span><span class=\"o\">.<\/span><span class=\"py\">_2<\/span><span class=\"o\">).<\/span><span class=\"py\">fetch<\/span><span class=\"o\">()<\/span>\r\n\r\n  <span class=\"c1\">\/\/ Partition+ID\u3067\u691c\u7d22<\/span>\r\n  <span class=\"k\">def<\/span> <span class=\"nf\">findById<\/span><span class=\"o\">(<\/span><span class=\"n\">partition<\/span><span class=\"k\">:<\/span> <span class=\"o\">(<\/span><span class=\"kt\">String<\/span><span class=\"o\">,<\/span> <span class=\"kt\">String<\/span><span class=\"o\">),<\/span> <span class=\"n\">id<\/span><span class=\"k\">:<\/span> <span class=\"kt\">UUID<\/span><span class=\"o\">)<\/span><span class=\"k\">:<\/span> <span class=\"kt\">Future<\/span><span class=\"o\">[<\/span><span class=\"kt\">Option<\/span><span class=\"o\">[<\/span><span class=\"kt\">Message<\/span><span class=\"o\">]]<\/span> <span class=\"k\">=<\/span>\r\n    <span class=\"n\">select<\/span>\r\n      <span class=\"o\">.<\/span><span class=\"py\">where<\/span><span class=\"o\">(<\/span><span class=\"nv\">_<\/span><span class=\"o\">.<\/span><span class=\"py\">category<\/span> <span class=\"n\">eqs<\/span> <span class=\"nv\">partition<\/span><span class=\"o\">.<\/span><span class=\"py\">_1<\/span><span class=\"o\">)<\/span>\r\n      <span class=\"o\">.<\/span><span class=\"py\">and<\/span><span class=\"o\">(<\/span><span class=\"nv\">_<\/span><span class=\"o\">.<\/span><span class=\"py\">subcategory<\/span> <span class=\"n\">eqs<\/span> <span class=\"nv\">partition<\/span><span class=\"o\">.<\/span><span class=\"py\">_2<\/span><span class=\"o\">)<\/span>\r\n      <span class=\"o\">.<\/span><span class=\"py\">and<\/span><span class=\"o\">(<\/span><span class=\"nv\">_<\/span><span class=\"o\">.<\/span><span class=\"py\">id<\/span> <span class=\"n\">eqs<\/span> <span class=\"n\">id<\/span><span class=\"o\">)<\/span>\r\n      <span class=\"o\">.<\/span><span class=\"py\">one<\/span><span class=\"o\">()<\/span>\r\n\r\n<span class=\"o\">}<\/span>\r\n<\/code><\/pre>\n<h1>\u6570\u636e\u5e93<\/h1>\n<p>\u6211\u4eec\u6b63\u5728\u52aa\u529b\u4f5c\u4e3a\u63d0\u4f9b\u6570\u636e\u5e93\u670d\u52a1\u7684\u4f9b\u5e94\u5546\uff0c\u4ee5\u4fbf\u53ef\u4ee5\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u8fdb\u884c\u6a21\u62df\u548c\u5176\u4ed6\u64cd\u4f5c\uff08\u4f9b\u53c2\u8003\uff09\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"k\">package<\/span> <span class=\"nn\">com.example<\/span>\r\n\r\n<span class=\"k\">import<\/span> <span class=\"nn\">com.outworkers.phantom.connectors.ContactPoint<\/span>\r\n<span class=\"k\">import<\/span> <span class=\"nn\">com.outworkers.phantom.database.<\/span><span class=\"o\">{<\/span><span class=\"nc\">Database<\/span><span class=\"o\">,<\/span> <span class=\"nc\">DatabaseProvider<\/span><span class=\"o\">}<\/span>\r\n<span class=\"k\">import<\/span> <span class=\"nn\">com.outworkers.phantom.dsl.<\/span><span class=\"o\">{<\/span><span class=\"nc\">CassandraConnection<\/span><span class=\"o\">,<\/span> <span class=\"nc\">KeySpace<\/span><span class=\"o\">,<\/span> <span class=\"n\">replication<\/span><span class=\"o\">,<\/span> <span class=\"k\">_<\/span><span class=\"o\">}<\/span>\r\n<span class=\"k\">import<\/span> <span class=\"nn\">com.typesafe.config.ConfigFactory<\/span>\r\n\r\n<span class=\"c1\">\/\/ \u30b3\u30cd\u30af\u30bf(Singleton)<\/span>\r\n<span class=\"k\">object<\/span> <span class=\"nc\">Connector<\/span> <span class=\"o\">{<\/span>\r\n\r\n  <span class=\"k\">private<\/span> <span class=\"k\">val<\/span> <span class=\"nv\">config<\/span> <span class=\"k\">=<\/span> <span class=\"nv\">ConfigFactory<\/span><span class=\"o\">.<\/span><span class=\"py\">load<\/span><span class=\"o\">()<\/span>\r\n\r\n  <span class=\"nv\">config<\/span><span class=\"o\">.<\/span><span class=\"py\">checkValid<\/span><span class=\"o\">(<\/span><span class=\"nv\">ConfigFactory<\/span><span class=\"o\">.<\/span><span class=\"py\">defaultReference<\/span><span class=\"o\">(),<\/span> <span class=\"s\">\"cassandra\"<\/span><span class=\"o\">)<\/span>\r\n\r\n  <span class=\"k\">val<\/span> <span class=\"nv\">connection<\/span><span class=\"k\">:<\/span> <span class=\"kt\">CassandraConnection<\/span> <span class=\"o\">=<\/span>\r\n    <span class=\"nc\">ContactPoint<\/span><span class=\"o\">(<\/span><span class=\"nv\">config<\/span><span class=\"o\">.<\/span><span class=\"py\">getString<\/span><span class=\"o\">(<\/span><span class=\"s\">\"cassandra.host\"<\/span><span class=\"o\">),<\/span> <span class=\"nv\">config<\/span><span class=\"o\">.<\/span><span class=\"py\">getInt<\/span><span class=\"o\">(<\/span><span class=\"s\">\"cassandra.port\"<\/span><span class=\"o\">))<\/span>\r\n      <span class=\"o\">.<\/span><span class=\"py\">noHeartbeat<\/span><span class=\"o\">()<\/span>\r\n      <span class=\"o\">.<\/span><span class=\"py\">noHeartbeat<\/span><span class=\"o\">()<\/span>\r\n      <span class=\"o\">.<\/span><span class=\"py\">keySpace<\/span><span class=\"o\">(<\/span>\r\n        <span class=\"nc\">KeySpace<\/span><span class=\"o\">(<\/span><span class=\"nv\">config<\/span><span class=\"o\">.<\/span><span class=\"py\">getString<\/span><span class=\"o\">(<\/span><span class=\"s\">\"cassandra.keyspace\"<\/span><span class=\"o\">))<\/span>\r\n          <span class=\"o\">.<\/span><span class=\"py\">ifNotExists<\/span><span class=\"o\">()<\/span>\r\n          <span class=\"o\">.<\/span><span class=\"n\">`with`<\/span><span class=\"o\">(<\/span>\r\n            <span class=\"n\">replication<\/span> <span class=\"n\">eqs<\/span> <span class=\"nv\">SimpleStrategy<\/span><span class=\"o\">.<\/span><span class=\"py\">replication_factor<\/span><span class=\"o\">(<\/span><span class=\"mi\">1<\/span><span class=\"o\">)<\/span>\r\n          <span class=\"o\">)<\/span>\r\n      <span class=\"o\">)<\/span>\r\n<span class=\"o\">}<\/span>\r\n\r\n<span class=\"c1\">\/\/ \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5b9a\u7fa9<\/span>\r\n<span class=\"k\">class<\/span> <span class=\"nc\">AppDatabase<\/span><span class=\"o\">(<\/span><span class=\"k\">override<\/span> <span class=\"k\">val<\/span> <span class=\"nv\">connector<\/span><span class=\"k\">:<\/span> <span class=\"kt\">CassandraConnection<\/span><span class=\"o\">)<\/span>\r\n    <span class=\"k\">extends<\/span> <span class=\"nc\">Database<\/span><span class=\"o\">[<\/span><span class=\"kt\">AppDatabase<\/span><span class=\"o\">](<\/span><span class=\"n\">connector<\/span><span class=\"o\">)<\/span> <span class=\"o\">{<\/span>\r\n  <span class=\"k\">object<\/span> <span class=\"nc\">messages<\/span> <span class=\"k\">extends<\/span> <span class=\"nc\">Messages<\/span> <span class=\"k\">with<\/span> <span class=\"nc\">Connector<\/span>\r\n<span class=\"o\">}<\/span>\r\n\r\n<span class=\"c1\">\/\/ \u30d7\u30ed\u30d0\u30a4\u30c0\u3068\u3057\u3066\u63d0\u4f9b<\/span>\r\n<span class=\"k\">trait<\/span> <span class=\"nc\">AppDatabaseProvider<\/span> <span class=\"k\">extends<\/span> <span class=\"nc\">DatabaseProvider<\/span><span class=\"o\">[<\/span><span class=\"kt\">AppDatabase<\/span><span class=\"o\">]<\/span>\r\n<\/code><\/pre>\n<h1>\u63d0\u4f9b\u7684\u670d\u52a1<\/h1>\n<p>\u6211\u53ea\u662f\u6682\u65f6\u628a\u670d\u52a1\u5f00\u901a\u4e86\u4e00\u4e0b\u3002\u56e0\u4e3a\u80fd\u591f\u8fdb\u884c\u6279\u5904\u7406\uff0c\u6240\u4ee5\u6211\u5c1d\u8bd5\u52a0\u4e0a\u4e86\u3002<br \/>\n\u6211\u8bb0\u5f97Cassandra\u7684\u6279\u5904\u7406\u6709\u4e00\u4e2a\u9650\u5236\u6570\u91cf\uff0c\u4f46\u662f\u4e0d\u77e5\u9053\u5728\u54ea\u91cc\u8fdb\u884c\u8bbe\u7f6e&#8230;\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"k\">package<\/span> <span class=\"nn\">com.example<\/span>\r\n\r\n<span class=\"k\">import<\/span> <span class=\"nn\">scala.concurrent.Future<\/span>\r\n\r\n<span class=\"k\">import<\/span> <span class=\"nn\">com.outworkers.phantom.ResultSet<\/span>\r\n<span class=\"k\">import<\/span> <span class=\"nn\">com.outworkers.phantom.dsl._<\/span>\r\n\r\n<span class=\"k\">trait<\/span> <span class=\"nc\">MessageService<\/span> <span class=\"k\">extends<\/span> <span class=\"nc\">AppDatabaseProvider<\/span> <span class=\"o\">{<\/span>\r\n\r\n  <span class=\"k\">def<\/span> <span class=\"nf\">store<\/span><span class=\"o\">(<\/span><span class=\"n\">partition<\/span><span class=\"k\">:<\/span> <span class=\"o\">(<\/span><span class=\"kt\">String<\/span><span class=\"o\">,<\/span> <span class=\"kt\">String<\/span><span class=\"o\">),<\/span> <span class=\"n\">msg<\/span><span class=\"k\">:<\/span> <span class=\"kt\">Message<\/span><span class=\"o\">)<\/span><span class=\"k\">:<\/span> <span class=\"kt\">Future<\/span><span class=\"o\">[<\/span><span class=\"kt\">ResultSet<\/span><span class=\"o\">]<\/span> <span class=\"k\">=<\/span>\r\n    <span class=\"nv\">db<\/span><span class=\"o\">.<\/span><span class=\"py\">messages<\/span><span class=\"o\">.<\/span><span class=\"py\">store<\/span><span class=\"o\">(<\/span><span class=\"n\">partition<\/span><span class=\"o\">,<\/span> <span class=\"n\">msg<\/span><span class=\"o\">).<\/span><span class=\"py\">future<\/span><span class=\"o\">()<\/span>\r\n\r\n  <span class=\"k\">def<\/span> <span class=\"nf\">findPartition<\/span><span class=\"o\">(<\/span><span class=\"n\">partition<\/span><span class=\"k\">:<\/span> <span class=\"o\">(<\/span><span class=\"kt\">String<\/span><span class=\"o\">,<\/span> <span class=\"kt\">String<\/span><span class=\"o\">))<\/span><span class=\"k\">:<\/span> <span class=\"kt\">Future<\/span><span class=\"o\">[<\/span><span class=\"kt\">List<\/span><span class=\"o\">[<\/span><span class=\"kt\">Message<\/span><span class=\"o\">]]<\/span> <span class=\"k\">=<\/span>\r\n    <span class=\"nv\">db<\/span><span class=\"o\">.<\/span><span class=\"py\">messages<\/span><span class=\"o\">.<\/span><span class=\"py\">findByPartition<\/span><span class=\"o\">(<\/span><span class=\"n\">partition<\/span><span class=\"o\">)<\/span>\r\n\r\n  <span class=\"k\">def<\/span> <span class=\"nf\">findById<\/span><span class=\"o\">(<\/span><span class=\"n\">partition<\/span><span class=\"k\">:<\/span> <span class=\"o\">(<\/span><span class=\"kt\">String<\/span><span class=\"o\">,<\/span> <span class=\"kt\">String<\/span><span class=\"o\">),<\/span> <span class=\"n\">id<\/span><span class=\"k\">:<\/span> <span class=\"kt\">UUID<\/span><span class=\"o\">)<\/span><span class=\"k\">:<\/span> <span class=\"kt\">Future<\/span><span class=\"o\">[<\/span><span class=\"kt\">Option<\/span><span class=\"o\">[<\/span><span class=\"kt\">Message<\/span><span class=\"o\">]]<\/span> <span class=\"k\">=<\/span>\r\n    <span class=\"nv\">db<\/span><span class=\"o\">.<\/span><span class=\"py\">messages<\/span><span class=\"o\">.<\/span><span class=\"py\">findById<\/span><span class=\"o\">(<\/span><span class=\"n\">partition<\/span><span class=\"o\">,<\/span> <span class=\"n\">id<\/span><span class=\"o\">)<\/span>\r\n\r\n  <span class=\"k\">def<\/span> <span class=\"nf\">batchStore<\/span><span class=\"o\">(<\/span><span class=\"n\">partition<\/span><span class=\"k\">:<\/span> <span class=\"o\">(<\/span><span class=\"kt\">String<\/span><span class=\"o\">,<\/span> <span class=\"kt\">String<\/span><span class=\"o\">),<\/span> <span class=\"n\">messages<\/span><span class=\"k\">:<\/span> <span class=\"kt\">Message*<\/span><span class=\"o\">)<\/span><span class=\"k\">:<\/span> <span class=\"kt\">Future<\/span><span class=\"o\">[<\/span><span class=\"kt\">ResultSet<\/span><span class=\"o\">]<\/span> <span class=\"k\">=<\/span>\r\n    <span class=\"nv\">Batch<\/span><span class=\"o\">.<\/span><span class=\"py\">logged<\/span><span class=\"o\">.<\/span><span class=\"py\">add<\/span><span class=\"o\">(<\/span><span class=\"nv\">messages<\/span><span class=\"o\">.<\/span><span class=\"py\">map<\/span><span class=\"o\">(<\/span><span class=\"n\">msg<\/span> <span class=\"k\">=&gt;<\/span> <span class=\"nv\">db<\/span><span class=\"o\">.<\/span><span class=\"py\">messages<\/span><span class=\"o\">.<\/span><span class=\"py\">store<\/span><span class=\"o\">(<\/span><span class=\"n\">partition<\/span><span class=\"o\">,<\/span> <span class=\"n\">msg<\/span><span class=\"o\">))).<\/span><span class=\"py\">future<\/span><span class=\"o\">()<\/span>\r\n\r\n<span class=\"o\">}<\/span>\r\n<\/code><\/pre>\n<h1>\u8003\u8bd5<\/h1>\n<p>\u6211\u5c06\u6d4b\u8bd5\u4e0a\u8ff0\u670d\u52a1\u3002\u6211\u5b9a\u4e49\u4e86\u4e00\u4e2a\u8fde\u63a5\u5668\u7528\u4e8e\u6d4b\u8bd5\uff0c\u5e76\u5c06\u5176\u4f20\u9012\u7ed9\u670d\u52a1\u3002<br \/>\n\u770b\u8d77\u6765phantom\u53ef\u4ee5\u6839\u636e\u6307\u5b9a\u7684\u6a21\u578b\u521b\u5efa\u8868\u683c\uff08messageService.database.create()\uff09\u3002<br \/>\n\u7531\u4e8eScalaFutures\u7684patienceConfig\u7684\u9ed8\u8ba4\u8bbe\u7f6e\u53ef\u80fd\u4f1a\u8d85\u65f6\uff0c\u56e0\u6b64\u6211\u4eec\u6b63\u5728\u8986\u76d6\u5e76\u5ef6\u957f\u5b83\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"k\">package<\/span> <span class=\"nn\">com.example<\/span>\r\n\r\n<span class=\"k\">import<\/span> <span class=\"nn\">java.time.<\/span><span class=\"o\">{<\/span><span class=\"nc\">LocalDateTime<\/span><span class=\"o\">,<\/span> <span class=\"nc\">ZoneId<\/span><span class=\"o\">}<\/span>\r\n<span class=\"k\">import<\/span> <span class=\"nn\">java.util.UUID<\/span>\r\n\r\n<span class=\"k\">import<\/span> <span class=\"nn\">scala.language.reflectiveCalls<\/span>\r\n\r\n<span class=\"k\">import<\/span> <span class=\"nn\">com.datastax.driver.core.SocketOptions<\/span>\r\n<span class=\"k\">import<\/span> <span class=\"nn\">com.outworkers.phantom.connectors.<\/span><span class=\"o\">{<\/span><span class=\"nc\">CassandraConnection<\/span><span class=\"o\">,<\/span> <span class=\"nc\">ContactPoint<\/span><span class=\"o\">}<\/span>\r\n<span class=\"k\">import<\/span> <span class=\"nn\">com.outworkers.phantom.dsl._<\/span>\r\n<span class=\"k\">import<\/span> <span class=\"nn\">com.typesafe.config.<\/span><span class=\"o\">{<\/span><span class=\"nc\">Config<\/span><span class=\"o\">,<\/span> <span class=\"nc\">ConfigFactory<\/span><span class=\"o\">}<\/span>\r\n<span class=\"k\">import<\/span> <span class=\"nn\">org.scalatest.concurrent.ScalaFutures<\/span>\r\n<span class=\"k\">import<\/span> <span class=\"nn\">org.scalatest.time.<\/span><span class=\"o\">{<\/span><span class=\"nc\">Millis<\/span><span class=\"o\">,<\/span> <span class=\"nc\">Seconds<\/span><span class=\"o\">,<\/span> <span class=\"nc\">Span<\/span><span class=\"o\">}<\/span>\r\n<span class=\"k\">import<\/span> <span class=\"nn\">org.scalatest.<\/span><span class=\"o\">{<\/span><span class=\"nc\">BeforeAndAfterAll<\/span><span class=\"o\">,<\/span> <span class=\"nc\">Matchers<\/span><span class=\"o\">,<\/span> <span class=\"nc\">OptionValues<\/span><span class=\"o\">,<\/span> <span class=\"nc\">WordSpecLike<\/span><span class=\"o\">}<\/span>\r\n\r\n<span class=\"k\">class<\/span> <span class=\"nc\">MessageServiceSpec<\/span>\r\n    <span class=\"k\">extends<\/span> <span class=\"nc\">WordSpecLike<\/span>\r\n    <span class=\"k\">with<\/span> <span class=\"nc\">Matchers<\/span>\r\n    <span class=\"k\">with<\/span> <span class=\"nc\">BeforeAndAfterAll<\/span>\r\n    <span class=\"k\">with<\/span> <span class=\"nc\">ScalaFutures<\/span>\r\n    <span class=\"k\">with<\/span> <span class=\"nc\">OptionValues<\/span> <span class=\"o\">{<\/span>\r\n\r\n  <span class=\"c1\">\/\/ \u30c7\u30d5\u30a9\u30eb\u30c8\u3060\u3068\u30bf\u30a4\u30e0\u30a2\u30a6\u30c8\u3059\u308b\u53ef\u80fd\u6027\u3042\u308a<\/span>\r\n  <span class=\"k\">override<\/span> <span class=\"k\">implicit<\/span> <span class=\"k\">val<\/span> <span class=\"nv\">patienceConfig<\/span><span class=\"k\">:<\/span> <span class=\"kt\">PatienceConfig<\/span> <span class=\"o\">=<\/span>\r\n    <span class=\"nc\">PatienceConfig<\/span><span class=\"o\">(<\/span><span class=\"n\">timeout<\/span> <span class=\"k\">=<\/span> <span class=\"nc\">Span<\/span><span class=\"o\">(<\/span><span class=\"mi\">5<\/span><span class=\"o\">,<\/span> <span class=\"nc\">Seconds<\/span><span class=\"o\">),<\/span> <span class=\"n\">interval<\/span> <span class=\"k\">=<\/span> <span class=\"nc\">Span<\/span><span class=\"o\">(<\/span><span class=\"mi\">200<\/span><span class=\"o\">,<\/span> <span class=\"nc\">Millis<\/span><span class=\"o\">))<\/span>\r\n\r\n  <span class=\"k\">object<\/span> <span class=\"nc\">TestConnector<\/span> <span class=\"o\">{<\/span>\r\n    <span class=\"k\">private<\/span> <span class=\"k\">val<\/span> <span class=\"nv\">config<\/span><span class=\"k\">:<\/span> <span class=\"kt\">Config<\/span> <span class=\"o\">=<\/span> <span class=\"nv\">ConfigFactory<\/span><span class=\"o\">.<\/span><span class=\"py\">parseString<\/span><span class=\"o\">(<\/span><span class=\"s\">\"\"\"cassandra {\r\n        |  host: \"x.x.x.x\" \/\/ IP\u6307\u5b9a\r\n        |  port: 9042\r\n        |  keyspace: \"scala_cassandra_example\"\r\n        |}\r\n      \"\"\"<\/span><span class=\"o\">.<\/span><span class=\"py\">stripMargin<\/span><span class=\"o\">)<\/span>\r\n\r\n    <span class=\"k\">val<\/span> <span class=\"nv\">connection<\/span><span class=\"k\">:<\/span> <span class=\"kt\">CassandraConnection<\/span> <span class=\"o\">=<\/span>\r\n      <span class=\"nc\">ContactPoint<\/span><span class=\"o\">(<\/span><span class=\"nv\">config<\/span><span class=\"o\">.<\/span><span class=\"py\">getString<\/span><span class=\"o\">(<\/span><span class=\"s\">\"cassandra.host\"<\/span><span class=\"o\">),<\/span> <span class=\"nv\">config<\/span><span class=\"o\">.<\/span><span class=\"py\">getInt<\/span><span class=\"o\">(<\/span><span class=\"s\">\"cassandra.port\"<\/span><span class=\"o\">))<\/span>\r\n        <span class=\"o\">.<\/span><span class=\"py\">withClusterBuilder<\/span><span class=\"o\">(<\/span>\r\n          <span class=\"nv\">_<\/span><span class=\"o\">.<\/span><span class=\"py\">withSocketOptions<\/span><span class=\"o\">(<\/span>\r\n            <span class=\"k\">new<\/span> <span class=\"nc\">SocketOptions<\/span><span class=\"o\">()<\/span>\r\n              <span class=\"o\">.<\/span><span class=\"py\">setConnectTimeoutMillis<\/span><span class=\"o\">(<\/span><span class=\"mi\">20000<\/span><span class=\"o\">)<\/span>\r\n              <span class=\"o\">.<\/span><span class=\"py\">setReadTimeoutMillis<\/span><span class=\"o\">(<\/span><span class=\"mi\">20000<\/span><span class=\"o\">)<\/span>\r\n          <span class=\"o\">))<\/span>\r\n        <span class=\"o\">.<\/span><span class=\"py\">noHeartbeat<\/span><span class=\"o\">()<\/span>\r\n        <span class=\"o\">.<\/span><span class=\"py\">keySpace<\/span><span class=\"o\">(<\/span>\r\n          <span class=\"nc\">KeySpace<\/span><span class=\"o\">(<\/span><span class=\"nv\">config<\/span><span class=\"o\">.<\/span><span class=\"py\">getString<\/span><span class=\"o\">(<\/span><span class=\"s\">\"cassandra.keyspace\"<\/span><span class=\"o\">))<\/span>\r\n            <span class=\"o\">.<\/span><span class=\"py\">ifNotExists<\/span><span class=\"o\">()<\/span>\r\n            <span class=\"o\">.<\/span><span class=\"n\">`with`<\/span><span class=\"o\">(<\/span>\r\n              <span class=\"n\">replication<\/span> <span class=\"n\">eqs<\/span> <span class=\"nv\">SimpleStrategy<\/span><span class=\"o\">.<\/span><span class=\"py\">replication_factor<\/span><span class=\"o\">(<\/span><span class=\"mi\">1<\/span><span class=\"o\">)<\/span>\r\n            <span class=\"o\">)<\/span>\r\n        <span class=\"o\">)<\/span>\r\n  <span class=\"o\">}<\/span>\r\n\r\n  <span class=\"k\">object<\/span> <span class=\"nc\">TestDatabase<\/span> <span class=\"k\">extends<\/span> <span class=\"nc\">AppDatabase<\/span><span class=\"o\">(<\/span><span class=\"nv\">TestConnector<\/span><span class=\"o\">.<\/span><span class=\"py\">connection<\/span><span class=\"o\">)<\/span>\r\n\r\n  <span class=\"k\">trait<\/span> <span class=\"nc\">TestDatabaseProvider<\/span> <span class=\"k\">extends<\/span> <span class=\"nc\">AppDatabaseProvider<\/span> <span class=\"o\">{<\/span>\r\n    <span class=\"k\">override<\/span> <span class=\"k\">def<\/span> <span class=\"nf\">database<\/span><span class=\"k\">:<\/span> <span class=\"kt\">AppDatabase<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">TestDatabase<\/span>\r\n  <span class=\"o\">}<\/span>\r\n\r\n  <span class=\"k\">val<\/span> <span class=\"nv\">messageService<\/span> <span class=\"k\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nc\">MessageService<\/span> <span class=\"k\">with<\/span> <span class=\"nc\">TestDatabaseProvider<\/span>\r\n\r\n  <span class=\"k\">override<\/span> <span class=\"k\">def<\/span> <span class=\"nf\">beforeAll<\/span><span class=\"o\">()<\/span><span class=\"k\">:<\/span> <span class=\"kt\">Unit<\/span> <span class=\"o\">=<\/span> <span class=\"o\">{<\/span>\r\n    <span class=\"nv\">messageService<\/span><span class=\"o\">.<\/span><span class=\"py\">database<\/span><span class=\"o\">.<\/span><span class=\"py\">create<\/span><span class=\"o\">()<\/span>\r\n    <span class=\"o\">()<\/span>\r\n  <span class=\"o\">}<\/span>\r\n\r\n  <span class=\"k\">override<\/span> <span class=\"k\">def<\/span> <span class=\"nf\">afterAll<\/span><span class=\"o\">()<\/span><span class=\"k\">:<\/span> <span class=\"kt\">Unit<\/span> <span class=\"o\">=<\/span> <span class=\"o\">{<\/span>\r\n    <span class=\"nv\">messageService<\/span><span class=\"o\">.<\/span><span class=\"py\">database<\/span><span class=\"o\">.<\/span><span class=\"py\">drop<\/span><span class=\"o\">()<\/span>\r\n    <span class=\"o\">()<\/span>\r\n  <span class=\"o\">}<\/span>\r\n\r\n  <span class=\"s\">\"message service\"<\/span> <span class=\"n\">should<\/span> <span class=\"o\">{<\/span>\r\n\r\n    <span class=\"s\">\"store and find by id\"<\/span> <span class=\"n\">in<\/span> <span class=\"o\">{<\/span>\r\n      <span class=\"k\">val<\/span> <span class=\"nv\">partition<\/span><span class=\"k\">:<\/span> <span class=\"o\">(<\/span><span class=\"kt\">String<\/span><span class=\"o\">,<\/span> <span class=\"kt\">String<\/span><span class=\"o\">)<\/span> <span class=\"k\">=<\/span> <span class=\"o\">(<\/span><span class=\"s\">\"A\"<\/span><span class=\"o\">,<\/span> <span class=\"s\">\"1\"<\/span><span class=\"o\">)<\/span>\r\n      <span class=\"k\">val<\/span> <span class=\"nv\">message<\/span> <span class=\"k\">=<\/span> <span class=\"nc\">Message<\/span><span class=\"o\">(<\/span><span class=\"nv\">UUID<\/span><span class=\"o\">.<\/span><span class=\"py\">randomUUID<\/span><span class=\"o\">(),<\/span>\r\n                            <span class=\"s\">\"Test\"<\/span><span class=\"o\">,<\/span>\r\n                            <span class=\"nv\">LocalDateTime<\/span><span class=\"o\">.<\/span><span class=\"py\">now<\/span><span class=\"o\">().<\/span><span class=\"py\">atZone<\/span><span class=\"o\">(<\/span><span class=\"nv\">ZoneId<\/span><span class=\"o\">.<\/span><span class=\"py\">systemDefault<\/span><span class=\"o\">()).<\/span><span class=\"py\">toEpochSecond<\/span><span class=\"o\">)<\/span>\r\n      <span class=\"k\">val<\/span> <span class=\"nv\">q<\/span> <span class=\"k\">=<\/span> <span class=\"k\">for<\/span> <span class=\"o\">{<\/span>\r\n        <span class=\"k\">_<\/span> <span class=\"k\">&lt;-<\/span> <span class=\"nv\">messageService<\/span><span class=\"o\">.<\/span><span class=\"py\">store<\/span><span class=\"o\">(<\/span><span class=\"n\">partition<\/span><span class=\"o\">,<\/span> <span class=\"n\">message<\/span><span class=\"o\">)<\/span>\r\n        <span class=\"n\">find<\/span> <span class=\"k\">&lt;-<\/span> <span class=\"nv\">messageService<\/span><span class=\"o\">.<\/span><span class=\"py\">findById<\/span><span class=\"o\">(<\/span><span class=\"n\">partition<\/span><span class=\"o\">,<\/span> <span class=\"nv\">message<\/span><span class=\"o\">.<\/span><span class=\"py\">id<\/span><span class=\"o\">)<\/span>\r\n      <span class=\"o\">}<\/span> <span class=\"k\">yield<\/span> <span class=\"n\">find<\/span>\r\n\r\n      <span class=\"nf\">whenReady<\/span><span class=\"o\">(<\/span><span class=\"n\">q<\/span><span class=\"o\">)<\/span> <span class=\"o\">{<\/span> <span class=\"n\">find<\/span> <span class=\"k\">=&gt;<\/span>\r\n        <span class=\"n\">find<\/span> <span class=\"n\">shouldBe<\/span> <span class=\"n\">defined<\/span>\r\n        <span class=\"nv\">find<\/span><span class=\"o\">.<\/span><span class=\"py\">value<\/span> <span class=\"n\">shouldBe<\/span> <span class=\"n\">message<\/span>\r\n      <span class=\"o\">}<\/span>\r\n    <span class=\"o\">}<\/span>\r\n\r\n    <span class=\"s\">\"batch store and find by partition\"<\/span> <span class=\"n\">in<\/span> <span class=\"o\">{<\/span>\r\n      <span class=\"k\">val<\/span> <span class=\"nv\">partition<\/span><span class=\"k\">:<\/span> <span class=\"o\">(<\/span><span class=\"kt\">String<\/span><span class=\"o\">,<\/span> <span class=\"kt\">String<\/span><span class=\"o\">)<\/span> <span class=\"k\">=<\/span> <span class=\"o\">(<\/span><span class=\"s\">\"B\"<\/span><span class=\"o\">,<\/span> <span class=\"s\">\"1\"<\/span><span class=\"o\">)<\/span>\r\n      <span class=\"k\">val<\/span> <span class=\"nv\">messages<\/span> <span class=\"k\">=<\/span> <span class=\"nc\">Seq<\/span>\r\n        <span class=\"o\">.<\/span><span class=\"py\">range<\/span><span class=\"o\">(<\/span><span class=\"mi\">0<\/span><span class=\"o\">,<\/span> <span class=\"mi\">1000<\/span><span class=\"o\">)<\/span>\r\n        <span class=\"o\">.<\/span><span class=\"py\">map<\/span><span class=\"o\">(<\/span>\r\n          <span class=\"n\">i<\/span> <span class=\"k\">=&gt;<\/span>\r\n            <span class=\"nc\">Message<\/span><span class=\"o\">(<\/span><span class=\"nv\">UUID<\/span><span class=\"o\">.<\/span><span class=\"py\">randomUUID<\/span><span class=\"o\">(),<\/span>\r\n                    <span class=\"s\">\"Test\"<\/span> <span class=\"o\">+<\/span> <span class=\"n\">i<\/span><span class=\"o\">,<\/span>\r\n                    <span class=\"nv\">LocalDateTime<\/span><span class=\"o\">.<\/span><span class=\"py\">now<\/span><span class=\"o\">().<\/span><span class=\"py\">atZone<\/span><span class=\"o\">(<\/span><span class=\"nv\">ZoneId<\/span><span class=\"o\">.<\/span><span class=\"py\">systemDefault<\/span><span class=\"o\">()).<\/span><span class=\"py\">toEpochSecond<\/span><span class=\"o\">))<\/span>\r\n\r\n      <span class=\"k\">val<\/span> <span class=\"nv\">q<\/span> <span class=\"k\">=<\/span> <span class=\"k\">for<\/span> <span class=\"o\">{<\/span>\r\n        <span class=\"k\">_<\/span> <span class=\"k\">&lt;-<\/span> <span class=\"nv\">messageService<\/span><span class=\"o\">.<\/span><span class=\"py\">batchStore<\/span><span class=\"o\">(<\/span><span class=\"n\">partition<\/span><span class=\"o\">,<\/span> <span class=\"n\">messages<\/span><span class=\"k\">:<\/span> <span class=\"k\">_<\/span><span class=\"kt\">*<\/span><span class=\"o\">)<\/span>\r\n        <span class=\"n\">res<\/span> <span class=\"k\">&lt;-<\/span> <span class=\"nv\">messageService<\/span><span class=\"o\">.<\/span><span class=\"py\">findPartition<\/span><span class=\"o\">(<\/span><span class=\"n\">partition<\/span><span class=\"o\">)<\/span>\r\n      <span class=\"o\">}<\/span> <span class=\"k\">yield<\/span> <span class=\"n\">res<\/span>\r\n\r\n      <span class=\"nf\">whenReady<\/span><span class=\"o\">(<\/span><span class=\"n\">q<\/span><span class=\"o\">)<\/span> <span class=\"o\">{<\/span> <span class=\"n\">res<\/span> <span class=\"k\">=&gt;<\/span>\r\n        <span class=\"nv\">res<\/span><span class=\"o\">.<\/span><span class=\"py\">size<\/span> <span class=\"n\">shouldBe<\/span> <span class=\"mi\">1000<\/span>\r\n      <span class=\"o\">}<\/span>\r\n    <span class=\"o\">}<\/span>\r\n  <span class=\"o\">}<\/span>\r\n<span class=\"o\">}<\/span>\r\n<\/code><\/pre>\n<h1>It can be paraphrased as:<br \/>\n\u6700\u540e<\/h1>\n<p>\u5e7b\u5f71\u81ea\u8eab\u53ef\u80fd\u662f\u9ad8\u529f\u80fd\u7684\uff0c\u53ef\u4ee5\u505a\u5f88\u591a\u4e8b\u60c5\uff0c\u4f46\u7531\u4e8e\u6587\u4ef6\u5f88\u96be\u8bfb\u61c2\uff08\u800c\u4e14\u53ef\u80fd\u8fd8\u6ca1\u6709\u5b8c\u6210\uff09\uff0c\u6240\u4ee5\u5c31\u5728\u8fd9\u4e2a\u5730\u65b9\u59a5\u534f\u4e86\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u958b\u59cb 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href=\"https:\/\/www.silicloud.com\/zh\/blog\/\u7528scala\uff08\u5e7b\u5f71\uff09\u6765\u64cd\u4f5ccassandra\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u7528Scala\uff08\u5e7b\u5f71\uff09\u6765\u64cd\u4f5cCassandra\" \/>\n<meta property=\"og:description\" content=\"\u4e00\u958b\u59cb \u56e0\u4e3a\u6211\u4ee5\u524d\u4ece\u672a\u4f7f\u7528\u8fc7Scala\u64cd\u4f5cCassandra\uff0c\u6240\u4ee5\u6211\u51b3\u5b9a\u5c1d\u8bd5\u4e00\u4e0b\u3002 \u8d77\u521d\u6211\u4e5f\u8003\u8651\u4f7f\u7528Java\u7684 [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/\u7528scala\uff08\u5e7b\u5f71\uff09\u6765\u64cd\u4f5ccassandra\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2023-11-10T01:26:50+00:00\" \/>\n<meta property=\"article:modified_time\" 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