diff options
Diffstat (limited to 'src/main/scala/parallelai')
11 files changed, 375 insertions, 349 deletions
diff --git a/src/main/scala/parallelai/spyglass/hbase/HBaseConversions.scala b/src/main/scala/parallelai/spyglass/hbase/HBaseConversions.scala index 6035688..b6d5742 100644 --- a/src/main/scala/parallelai/spyglass/hbase/HBaseConversions.scala +++ b/src/main/scala/parallelai/spyglass/hbase/HBaseConversions.scala @@ -36,8 +36,8 @@ class HBasePipeWrapper (pipe: Pipe) { } } } - } - + } + // def fromBytesWritable : Pipe = { // asList(Fields.ALL.asInstanceOf[TupleEntry].getFields()).foldLeft(pipe) { (p, fld) => // p.map(fld.toString -> fld.toString) { from: ImmutableBytesWritable => { diff --git a/src/main/scala/parallelai/spyglass/hbase/HBaseSource.scala b/src/main/scala/parallelai/spyglass/hbase/HBaseSource.scala index 39a076e..d6795aa 100644 --- a/src/main/scala/parallelai/spyglass/hbase/HBaseSource.scala +++ b/src/main/scala/parallelai/spyglass/hbase/HBaseSource.scala @@ -10,15 +10,12 @@ import com.twitter.scalding.Read import com.twitter.scalding.Source import com.twitter.scalding.Write -import parallelai.spyglass.hbase.HBaseScheme; -import parallelai.spyglass.hbase.HBaseTap; -import parallelai.spyglass.hbase.HBaseConstants.SourceMode; -import cascading.scheme.Scheme +import parallelai.spyglass.hbase.HBaseConstants.SourceMode +import cascading.scheme.{NullScheme, Scheme} import cascading.tap.SinkMode import cascading.tap.Tap import cascading.tuple.Fields import org.apache.hadoop.mapred.RecordReader -import scala.compat.Platform import org.apache.hadoop.mapred.OutputCollector import org.apache.hadoop.mapred.JobConf @@ -29,13 +26,13 @@ object Conversions { implicit def stringToibw(s: String):ImmutableBytesWritable = new ImmutableBytesWritable(Bytes.toBytes(s)) } -class HBaseSource( +case class HBaseSource( tableName: String = null, quorumNames: String = "localhost", keyFields: Fields = null, - familyNames: Array[String] = null, - valueFields: Array[Fields] = null, - timestamp: Long = Platform.currentTime, + familyNames: List[String] = null, + valueFields: List[Fields] = null, + timestamp: Long = 0L, sourceMode: SourceMode = SourceMode.SCAN_ALL, startKey: String = null, stopKey: String = null, @@ -45,9 +42,13 @@ class HBaseSource( prefixList: String = null ) extends Source { - override val hdfsScheme = new HBaseScheme(keyFields, timestamp, familyNames, valueFields) + override val hdfsScheme = new HBaseScheme(keyFields, timestamp, familyNames.toArray, valueFields.toArray) .asInstanceOf[Scheme[JobConf, RecordReader[_, _], OutputCollector[_, _], _, _]] + // To enable local mode testing + val allFields = keyFields.append(valueFields.toArray) + override def localScheme = new NullScheme(allFields, allFields) + override def createTap(readOrWrite: AccessMode)(implicit mode: Mode): Tap[_, _, _] = { val hBaseScheme = hdfsScheme match { case hbase: HBaseScheme => hbase @@ -80,7 +81,7 @@ class HBaseSource( case Write => { val hbt = new HBaseTap(quorumNames, tableName, hBaseScheme, SinkMode.UPDATE) - hbt.setUseSaltInSink(useSalt); + hbt.setUseSaltInSink(useSalt) hbt.asInstanceOf[Tap[_,_,_]] } diff --git a/src/main/scala/parallelai/spyglass/hbase/example/HBaseExample.scala b/src/main/scala/parallelai/spyglass/hbase/example/HBaseExample.scala index 1ce9072..eccd653 100644 --- a/src/main/scala/parallelai/spyglass/hbase/example/HBaseExample.scala +++ b/src/main/scala/parallelai/spyglass/hbase/example/HBaseExample.scala @@ -19,13 +19,13 @@ class HBaseExample(args: Args) extends JobBase(args) { val isDebug: Boolean = args("debug").toBoolean - if (isDebug) Logger.getRootLogger().setLevel(Level.DEBUG) + if (isDebug) Logger.getRootLogger.setLevel(Level.DEBUG) val output = args("output") println(output) - val jobConf = getJobConf + val jobConf = getJobConf() val quorumNames = args("quorum") @@ -38,20 +38,20 @@ class HBaseExample(args: Args) extends JobBase(args) { val connection = HConnectionManager.getConnection(conf) val maxThreads = conf.getInt("hbase.htable.threads.max", 1) - conf.set("hbase.zookeeper.quorum", quorumNames); + conf.set("hbase.zookeeper.quorum", quorumNames) val htable = new HTable(HBaseConfiguration.create(conf), tableName) } - val hTableStore = HBaseTableStore(getJobConf, quorumNames, "skybet.test.tbet") + val hTableStore = HBaseTableStore(getJobConf(), quorumNames, "skybet.test.tbet") val hbs2 = new HBaseSource( "table_name", "quorum_name:2181", 'key, - Array("column_family"), - Array('column_name), + List("column_family"), + List('column_name), sourceMode = SourceMode.GET_LIST, keyList = List("5003914", "5000687", "5004897")) .read .write(Tsv(output.format("get_list"))) @@ -60,8 +60,8 @@ class HBaseExample(args: Args) extends JobBase(args) { "table_name", "quorum_name:2181", 'key, - Array("column_family"), - Array('column_name), + List("column_family"), + List('column_name), sourceMode = SourceMode.SCAN_ALL) //, stopKey = "99460693") .read .write(Tsv(output.format("scan_all"))) @@ -70,8 +70,8 @@ class HBaseExample(args: Args) extends JobBase(args) { "table_name", "quorum_name:2181", 'key, - Array("column_family"), - Array('column_name), + List("column_family"), + List('column_name), sourceMode = SourceMode.SCAN_RANGE, stopKey = "5003914") .read .write(Tsv(output.format("scan_range_to_end"))) @@ -80,8 +80,8 @@ class HBaseExample(args: Args) extends JobBase(args) { "table_name", "quorum_name:2181", 'key, - Array("column_family"), - Array('column_name), + List("column_family"), + List('column_name), sourceMode = SourceMode.SCAN_RANGE, startKey = "5003914") .read .write(Tsv(output.format("scan_range_from_start"))) @@ -90,8 +90,8 @@ class HBaseExample(args: Args) extends JobBase(args) { "table_name", "quorum_name:2181", 'key, - Array("column_family"), - Array('column_name), + List("column_family"), + List('column_name), sourceMode = SourceMode.SCAN_RANGE, startKey = "5003914", stopKey = "5004897") .read .write(Tsv(output.format("scan_range_between"))) diff --git a/src/main/scala/parallelai/spyglass/hbase/example/SimpleHBaseSourceExample.scala b/src/main/scala/parallelai/spyglass/hbase/example/SimpleHBaseSourceExample.scala new file mode 100644 index 0000000..7ba2788 --- /dev/null +++ b/src/main/scala/parallelai/spyglass/hbase/example/SimpleHBaseSourceExample.scala @@ -0,0 +1,32 @@ +package parallelai.spyglass.hbase.example + +import com.twitter.scalding.{Tsv, Args} +import parallelai.spyglass.base.JobBase +import org.apache.log4j.{Level, Logger} +import parallelai.spyglass.hbase.{HBasePipeConversions, HBaseSource} +import parallelai.spyglass.hbase.HBaseConstants.SourceMode +import cascading.tuple.Fields + +/** + * Simple example of HBaseSource usage + */ +class SimpleHBaseSourceExample(args: Args) extends JobBase(args) with HBasePipeConversions { + + val isDebug: Boolean = args("debug").toBoolean + + if (isDebug) Logger.getRootLogger.setLevel(Level.DEBUG) + + val output = args("output") + + val hbs = new HBaseSource( + "table_name", + "quorum_name:2181", + new Fields("key"), + List("column_family"), + List(new Fields("column_name1", "column_name2")), + sourceMode = SourceMode.GET_LIST, keyList = List("1", "2", "3")) + .read + .fromBytesWritable(new Fields("key", "column_name1", "column_name2")) + .write(Tsv(output format "get_list")) + + } diff --git a/src/main/scala/parallelai/spyglass/hbase/testing/HBaseSaltTester.scala b/src/main/scala/parallelai/spyglass/hbase/testing/HBaseSaltTester.scala index 2ca3f32..f774648 100644 --- a/src/main/scala/parallelai/spyglass/hbase/testing/HBaseSaltTester.scala +++ b/src/main/scala/parallelai/spyglass/hbase/testing/HBaseSaltTester.scala @@ -1,23 +1,21 @@ package parallelai.spyglass.hbase.testing import parallelai.spyglass.base.JobBase -import parallelai.spyglass.hbase.HBaseConstants.SourceMode; +import parallelai.spyglass.hbase.HBaseConstants.SourceMode import com.twitter.scalding.Args import parallelai.spyglass.hbase.HBaseSource -import com.twitter.scalding.Tsv import cascading.tuple.Fields import com.twitter.scalding.TextLine import org.apache.log4j.Logger import org.apache.log4j.Level import parallelai.spyglass.hbase.HBasePipeConversions -import cascading.pipe.Pipe class HBaseSaltTester (args: Args) extends JobBase(args) with HBasePipeConversions { val isDebug = args.getOrElse("debug", "false").toBoolean - if( isDebug ) { Logger.getRootLogger().setLevel(Level.DEBUG) } + if( isDebug ) { Logger.getRootLogger.setLevel(Level.DEBUG) } val TABLE_SCHEMA = List('key, 'salted, 'unsalted) @@ -26,44 +24,44 @@ class HBaseSaltTester (args: Args) extends JobBase(args) with HBasePipeConversio val quorum = args("quorum") val hbase01 = new HBaseSource( "_TEST.SALT.01", quorum, 'key, - TABLE_SCHEMA.tail.map((x: Symbol) => "data").toArray, - TABLE_SCHEMA.tail.map((x: Symbol) => new Fields(x.name)).toArray, + TABLE_SCHEMA.tail.map((x: Symbol) => "data"), + TABLE_SCHEMA.tail.map((x: Symbol) => new Fields(x.name)), sourceMode = SourceMode.SCAN_ALL ).read .fromBytesWritable( TABLE_SCHEMA ) .write(TextLine("saltTesting/ScanAllNoSalt01")) val hbase02 = new HBaseSource( "_TEST.SALT.01", quorum, 'key, - TABLE_SCHEMA.tail.map((x: Symbol) => "data").toArray, - TABLE_SCHEMA.tail.map((x: Symbol) => new Fields(x.name)).toArray, + TABLE_SCHEMA.tail.map((x: Symbol) => "data"), + TABLE_SCHEMA.tail.map((x: Symbol) => new Fields(x.name)), sourceMode = SourceMode.SCAN_ALL, useSalt = true ).read .fromBytesWritable( TABLE_SCHEMA ) .write(TextLine("saltTesting/ScanAllPlusSalt01")) val hbase03 = new HBaseSource( "_TEST.SALT.01", quorum, 'key, - TABLE_SCHEMA.tail.map((x: Symbol) => "data").toArray, - TABLE_SCHEMA.tail.map((x: Symbol) => new Fields(x.name)).toArray, + TABLE_SCHEMA.tail.map((x: Symbol) => "data"), + TABLE_SCHEMA.tail.map((x: Symbol) => new Fields(x.name)), sourceMode = SourceMode.SCAN_RANGE, startKey = "8_1728", stopKey = "1_1831" ).read .fromBytesWritable(TABLE_SCHEMA ) .write(TextLine("saltTesting/ScanRangeNoSalt01")) val hbase04 = new HBaseSource( "_TEST.SALT.01", quorum, 'key, - TABLE_SCHEMA.tail.map((x: Symbol) => "data").toArray, - TABLE_SCHEMA.tail.map((x: Symbol) => new Fields(x.name)).toArray, + TABLE_SCHEMA.tail.map((x: Symbol) => "data"), + TABLE_SCHEMA.tail.map((x: Symbol) => new Fields(x.name)), sourceMode = SourceMode.SCAN_RANGE, startKey = "1728", stopKey = "1831", useSalt = true ).read .fromBytesWritable(TABLE_SCHEMA ) .write(TextLine("saltTesting/ScanRangePlusSalt01")) val hbase05bytes = new HBaseSource( "_TEST.SALT.01", quorum, 'key, - TABLE_SCHEMA.tail.map((x: Symbol) => "data").toArray, - TABLE_SCHEMA.tail.map((x: Symbol) => new Fields(x.name)).toArray, + TABLE_SCHEMA.tail.map((x: Symbol) => "data"), + TABLE_SCHEMA.tail.map((x: Symbol) => new Fields(x.name)), sourceMode = SourceMode.GET_LIST, keyList = List("1_1681", "6_1456") ).read .fromBytesWritable(TABLE_SCHEMA ) .write(TextLine("saltTesting/GetListNoSalt01")) val hbase06bytes = new HBaseSource( "_TEST.SALT.01", quorum, 'key, - TABLE_SCHEMA.tail.map((x: Symbol) => "data").toArray, - TABLE_SCHEMA.tail.map((x: Symbol) => new Fields(x.name)).toArray, + TABLE_SCHEMA.tail.map((x: Symbol) => "data"), + TABLE_SCHEMA.tail.map((x: Symbol) => new Fields(x.name)), sourceMode = SourceMode.GET_LIST, keyList = List("1681", "1456"), useSalt = true).read .fromBytesWritable(TABLE_SCHEMA ) @@ -71,16 +69,16 @@ class HBaseSaltTester (args: Args) extends JobBase(args) with HBasePipeConversio val hbase07 = new HBaseSource( "_TEST.SALT.03", quorum, 'key, - TABLE_SCHEMA.tail.map((x: Symbol) => "data").toArray, - TABLE_SCHEMA.tail.map((x: Symbol) => new Fields(x.name)).toArray, + TABLE_SCHEMA.tail.map((x: Symbol) => "data"), + TABLE_SCHEMA.tail.map((x: Symbol) => new Fields(x.name)), sourceMode = SourceMode.SCAN_RANGE, startKey = "11445", stopKey = "11455", useSalt = true, prefixList = prefix ) .read .fromBytesWritable( TABLE_SCHEMA ) .write(TextLine("saltTesting/ScanRangePlusSalt10")) .toBytesWritable( TABLE_SCHEMA ) .write(new HBaseSource( "_TEST.SALT.04", quorum, 'key, - TABLE_SCHEMA.tail.map((x: Symbol) => "data").toArray, - TABLE_SCHEMA.tail.map((x: Symbol) => new Fields(x.name)).toArray, + TABLE_SCHEMA.tail.map((x: Symbol) => "data"), + TABLE_SCHEMA.tail.map((x: Symbol) => new Fields(x.name)), useSalt = true )) // val hbase08 = diff --git a/src/main/scala/parallelai/spyglass/hbase/testing/HBaseSourceShouldRead.scala b/src/main/scala/parallelai/spyglass/hbase/testing/HBaseSourceShouldRead.scala index 536f843..10104bf 100644 --- a/src/main/scala/parallelai/spyglass/hbase/testing/HBaseSourceShouldRead.scala +++ b/src/main/scala/parallelai/spyglass/hbase/testing/HBaseSourceShouldRead.scala @@ -55,20 +55,22 @@ class HBaseSourceShouldRead (args: Args) extends JobBase(args) with HBasePipeCon var testName01 = "Scan_Test_01_Huge_Key_Range" println("---- Running : " + testName01) // Get everything from HBase testing table into a Pipe - val hbase01 = new HBaseSource( tableName1, hbaseHost, 'key, - Array("data"), - Array('column1), - sourceMode = SourceMode.SCAN_RANGE, startKey = "2000-01-01 00:00:00", stopKey = "2000-01-02 00:00:00") - .read - .fromBytesWritable( - TABLE_01_SCHEMA) - .groupAll { group => - group.toList[String]('key -> 'key) - group.toList[String]('column1 -> 'column1) - } - .mapTo(('key, 'column1) -> 'hbasedata) { x:(String,String) => - x._1 + " " + x._2 - } + val hbase01 = new HBaseSource(tableName1, hbaseHost, 'key, + List("data"), + List('column1), + sourceMode = SourceMode.SCAN_RANGE, startKey = "2000-01-01 00:00:00", stopKey = "2000-01-02 00:00:00") + .read + .fromBytesWritable( + TABLE_01_SCHEMA) + .groupAll { + group => + group.toList[String]('key -> 'key) + group.toList[String]('column1 -> 'column1) + } + .mapTo(('key, 'column1) -> 'hbasedata) { + x: (String, String) => + x._1 + " " + x._2 + } // Calculate expected result for Test 01 var list01 = List(("2000-01-01 10:00:10", "1"), @@ -79,60 +81,66 @@ class HBaseSourceShouldRead (args: Args) extends JobBase(args) with HBasePipeCon val testName02 = "Scan_Test_02_Borders_Range" println("---- Running : " + testName02) // Get everything from HBase testing table into a Pipe - val hbase02 = new HBaseSource( tableName1, hbaseHost, 'key, - Array("data"), - Array('column1), - sourceMode = SourceMode.SCAN_RANGE, startKey = "2000-01-01 10:00:10", stopKey = "2000-01-01 10:10:00") - .read - .fromBytesWritable(TABLE_01_SCHEMA) - .groupAll { group => - group.toList[String]('key -> 'key) - group.toList[String]('column1 -> 'column1) - } - .mapTo(('key, 'column1) -> 'hbasedata) { x:(String,String) => - x._1 + " " + x._2 - } + val hbase02 = new HBaseSource(tableName1, hbaseHost, 'key, + List("data"), + List('column1), + sourceMode = SourceMode.SCAN_RANGE, startKey = "2000-01-01 10:00:10", stopKey = "2000-01-01 10:10:00") + .read + .fromBytesWritable(TABLE_01_SCHEMA) + .groupAll { + group => + group.toList[String]('key -> 'key) + group.toList[String]('column1 -> 'column1) + } + .mapTo(('key, 'column1) -> 'hbasedata) { + x: (String, String) => + x._1 + " " + x._2 + } // Calculate expected result for Test 02 var list02 = List(("2000-01-01 10:00:10", "1"), ("2000-01-01 10:05:00", "2"), ("2000-01-01 10:10:00", "3")) // -------------------- Test 03 -------------------- val testName03 = "Scan_Test_03_Inner_Range" // Get everything from HBase testing table into a Pipe - val hbase03 = new HBaseSource( tableName1, hbaseHost, 'key, - Array("data"), - Array('column1), - sourceMode = SourceMode.SCAN_RANGE, startKey = "2000-01-01 10:00:55", stopKey = "2000-01-01 10:07:00") - .read - .fromBytesWritable( - TABLE_01_SCHEMA) - .groupAll { group => - group.toList[String]('key -> 'key) - group.toList[String]('column1 -> 'column1) - } - .mapTo(('key, 'column1) -> 'hbasedata) { x:(String,String) => - x._1 + " " + x._2 - } - + val hbase03 = new HBaseSource(tableName1, hbaseHost, 'key, + List("data"), + List('column1), + sourceMode = SourceMode.SCAN_RANGE, startKey = "2000-01-01 10:00:55", stopKey = "2000-01-01 10:07:00") + .read + .fromBytesWritable( + TABLE_01_SCHEMA) + .groupAll { + group => + group.toList[String]('key -> 'key) + group.toList[String]('column1 -> 'column1) + } + .mapTo(('key, 'column1) -> 'hbasedata) { + x: (String, String) => + x._1 + " " + x._2 + } + // Calculate expected result for Test 03 var list03 = List(("2000-01-01 10:05:00", "2")) // -------------------- Test 04 -------------------- val testName04 = "Scan_Test_04_Out_Of_Range_And_Unordered" // Get everything from HBase testing table into a Pipe - val hbase04 = new HBaseSource( tableName1, hbaseHost, 'key, - Array("data"), - Array('column1), - sourceMode = SourceMode.SCAN_RANGE, startKey = "9", stopKey = "911000000") - .read - .fromBytesWritable( - TABLE_01_SCHEMA) - .groupAll { group => - group.toList[String]('key -> 'key) - group.toList[String]('column1 -> 'column1) - } - .mapTo(('key, 'column1) -> 'hbasedata) { x:(String,String) => - x._1 + " " + x._2 - } + val hbase04 = new HBaseSource(tableName1, hbaseHost, 'key, + List("data"), + List('column1), + sourceMode = SourceMode.SCAN_RANGE, startKey = "9", stopKey = "911000000") + .read + .fromBytesWritable( + TABLE_01_SCHEMA) + .groupAll { + group => + group.toList[String]('key -> 'key) + group.toList[String]('column1 -> 'column1) + } + .mapTo(('key, 'column1) -> 'hbasedata) { + x: (String, String) => + x._1 + " " + x._2 + } // -------------------- Test 0 - TODO scan multiple versions .. -------------------- // val testName04 = "Scan_Test_04_One_Version" @@ -160,42 +168,46 @@ class HBaseSourceShouldRead (args: Args) extends JobBase(args) with HBasePipeCon // -------------------- Test 05 -------------------- val testName05 = "Get_Test_01_One_Existing_Some_Nonexisting_Keys_1_Versions" // Get everything from HBase testing table into a Pipe - val hbase05 = new HBaseSource( tableName2, hbaseHost, 'key, - Array("data"), - Array('column1), - sourceMode = SourceMode.GET_LIST, keyList = List("5003914", "2000-01-01 11:00:00", "5004897"), - versions = 1 ) - .read - .fromBytesWritable( - TABLE_01_SCHEMA) - .groupAll { group => - group.toList[String]('key -> 'key) - group.toList[String]('column1 -> 'column1) - } - .mapTo(('key, 'column1) -> 'hbasedata) { x:(String,String) => - x._1 + " " + x._2 - } + val hbase05 = new HBaseSource(tableName2, hbaseHost, 'key, + List("data"), + List('column1), + sourceMode = SourceMode.GET_LIST, keyList = List("5003914", "2000-01-01 11:00:00", "5004897"), + versions = 1) + .read + .fromBytesWritable( + TABLE_01_SCHEMA) + .groupAll { + group => + group.toList[String]('key -> 'key) + group.toList[String]('column1 -> 'column1) + } + .mapTo(('key, 'column1) -> 'hbasedata) { + x: (String, String) => + x._1 + " " + x._2 + } // Calculate expected result for Test 04 var list05 = List(("2000-01-01 11:00:00", "6")) // -------------------- Test 6 -------------------- val testName06 = "Get_Test_02_One_Existing_Some_Nonexisting_Keys_2_Versions" - val hbase06 = new HBaseSource( tableName2, hbaseHost, 'key, - Array("data"), - Array('column1), - sourceMode = SourceMode.GET_LIST, keyList = List("a", "5003914", "2000-01-01 10:00:00"), - versions = 2 ) - .read - .fromBytesWritable( - TABLE_01_SCHEMA) - .groupAll { group => - group.toList[String]('key -> 'key) - group.toList[String]('column1 -> 'column1) - } - .mapTo(('key, 'column1) -> 'hbasedata) { x:(String,String) => - x._1 + " " + x._2 - } + val hbase06 = new HBaseSource( tableName2, hbaseHost, 'key, + List("data"), + List('column1), + sourceMode = SourceMode.GET_LIST, keyList = List("a", "5003914", "2000-01-01 10:00:00"), + versions = 2) + .read + .fromBytesWritable( + TABLE_01_SCHEMA) + .groupAll { + group => + group.toList[String]('key -> 'key) + group.toList[String]('column1 -> 'column1) + } + .mapTo(('key, 'column1) -> 'hbasedata) { + x: (String, String) => + x._1 + " " + x._2 + } // Calculate expected result for Test 05 var list06 = List(("2000-01-01 10:00:00", "3"),("2000-01-01 10:00:00","2")) @@ -203,21 +215,23 @@ class HBaseSourceShouldRead (args: Args) extends JobBase(args) with HBasePipeCon // -------------------- Test 7 -------------------- val testName07 = "Get_Test_03_One_Existing_Some_Nonexisting_Keys_3_Versions" // Get everything from HBase testing table into a Pipe - val hbase07 = new HBaseSource( tableName2, hbaseHost, 'key, - Array("data"), - Array('column1), - sourceMode = SourceMode.GET_LIST, keyList = List("2000", "2000-01", "2000-01-01 11:00:00", "zz"), - versions = 3 ) - .read - .fromBytesWritable( - TABLE_01_SCHEMA) - .groupAll { group => - group.toList[String]('key -> 'key) - group.toList[String]('column1 -> 'column1) - } - .mapTo(('key, 'column1) -> 'hbasedata) { x:(String,String) => - x._1 + " " + x._2 - } + val hbase07 = new HBaseSource( tableName2, hbaseHost, 'key, + List("data"), + List('column1), + sourceMode = SourceMode.GET_LIST, keyList = List("2000", "2000-01", "2000-01-01 11:00:00", "zz"), + versions = 3) + .read + .fromBytesWritable( + TABLE_01_SCHEMA) + .groupAll { + group => + group.toList[String]('key -> 'key) + group.toList[String]('column1 -> 'column1) + } + .mapTo(('key, 'column1) -> 'hbasedata) { + x: (String, String) => + x._1 + " " + x._2 + } // Calculate expected result for Test 07 var list07 = List(("2000-01-01 11:00:00", "6"),("2000-01-01 11:00:00","5"),("2000-01-01 11:00:00","4")) @@ -225,21 +239,23 @@ class HBaseSourceShouldRead (args: Args) extends JobBase(args) with HBasePipeCon // -------------------- Test 08 -------------------- val testName08 = "Get_Test_04_One_Existing_Some_Nonexisting_Keys_4_Versions" // Get everything from HBase testing table into a Pipe - val hbase08 = new HBaseSource( tableName2, hbaseHost, 'key, - Array("data"), - Array('column1), - sourceMode = SourceMode.GET_LIST, keyList = List("2000", "2000-01-01 11:00:00", "2000-01-01 10:00:00", "zz"), - versions = 4 ) - .read - .fromBytesWritable( - TABLE_01_SCHEMA) - .groupAll { group => - group.toList[String]('key -> 'key) - group.toList[String]('column1 -> 'column1) - } - .mapTo(('key, 'column1) -> 'hbasedata) { x:(String,String) => - x._1 + " " + x._2 - } + val hbase08 = new HBaseSource(tableName2, hbaseHost, 'key, + List("data"), + List('column1), + sourceMode = SourceMode.GET_LIST, keyList = List("2000", "2000-01-01 11:00:00", "2000-01-01 10:00:00", "zz"), + versions = 4) + .read + .fromBytesWritable( + TABLE_01_SCHEMA) + .groupAll { + group => + group.toList[String]('key -> 'key) + group.toList[String]('column1 -> 'column1) + } + .mapTo(('key, 'column1) -> 'hbasedata) { + x: (String, String) => + x._1 + " " + x._2 + } var list08 = List(("2000-01-01 10:00:00", "3"),("2000-01-01 10:00:00","2"),("2000-01-01 10:00:00","1"), ("2000-01-01 11:00:00", "6"),("2000-01-01 11:00:00","5"),("2000-01-01 11:00:00","4")) @@ -247,21 +263,23 @@ class HBaseSourceShouldRead (args: Args) extends JobBase(args) with HBasePipeCon // -------------------- Test 09 -------------------- val testName09 = "Get_Test_05_Get_Same_Key_Multiple_Times_4_versions" // Get everything from HBase testing table into a Pipe - val hbase09 = new HBaseSource( tableName2, hbaseHost, 'key, - Array("data"), - Array('column1), - sourceMode = SourceMode.GET_LIST, keyList = List("2000", "2000-01-01 11:00:00", "avdvf", "2000-01-01 11:00:00"), - versions = 4 ) - .read - .fromBytesWritable( - TABLE_01_SCHEMA) - .groupAll { group => - group.toList[String]('key -> 'key) - group.toList[String]('column1 -> 'column1) - } - .mapTo(('key, 'column1) -> 'hbasedata) { x:(String,String) => - x._1 + " " + x._2 - } + val hbase09 = new HBaseSource( tableName2, hbaseHost, 'key, + List("data"), + List('column1), + sourceMode = SourceMode.GET_LIST, keyList = List("2000", "2000-01-01 11:00:00", "avdvf", "2000-01-01 11:00:00"), + versions = 4) + .read + .fromBytesWritable( + TABLE_01_SCHEMA) + .groupAll { + group => + group.toList[String]('key -> 'key) + group.toList[String]('column1 -> 'column1) + } + .mapTo(('key, 'column1) -> 'hbasedata) { + x: (String, String) => + x._1 + " " + x._2 + } var list09 = List(("2000-01-01 11:00:00", "6"),("2000-01-01 11:00:00","5"),("2000-01-01 11:00:00","4")) @@ -273,21 +291,23 @@ class HBaseSourceShouldRead (args: Args) extends JobBase(args) with HBasePipeCon var bigList = ((bigList1 ::: List("2000-01-01 11:00:00")) ::: bigList2) ::: List("2000-01-01 10:00:00") // Get everything from HBase testing table into a Pipe - val hbase10 = new HBaseSource( tableName2, hbaseHost, 'key, - Array("data"), - Array('column1), - sourceMode = SourceMode.GET_LIST, keyList = bigList, - versions = 2 ) // - .read - .fromBytesWritable( - TABLE_01_SCHEMA) - .groupAll { group => - group.toList[String]('key -> 'key) - group.toList[String]('column1 -> 'column1) - } - .mapTo(('key, 'column1) -> 'hbasedata) { x:(String,String) => - x._1 + " " + x._2 - } + val hbase10 = new HBaseSource( tableName2, hbaseHost, 'key, + List("data"), + List('column1), + sourceMode = SourceMode.GET_LIST, keyList = bigList, + versions = 2) // + .read + .fromBytesWritable( + TABLE_01_SCHEMA) + .groupAll { + group => + group.toList[String]('key -> 'key) + group.toList[String]('column1 -> 'column1) + } + .mapTo(('key, 'column1) -> 'hbasedata) { + x: (String, String) => + x._1 + " " + x._2 + } var list10 = List(("2000-01-01 10:00:00", "3"),("2000-01-01 10:00:00","2"), @@ -297,58 +317,64 @@ class HBaseSourceShouldRead (args: Args) extends JobBase(args) with HBasePipeCon // -------------------- Test 11 -------------------- val testName11 = "Get_Test_07_EmptyList" // Get everything from HBase testing table into a Pipe - val hbase11 = new HBaseSource( tableName2, hbaseHost, 'key, - Array("data"), - Array('column1), - sourceMode = SourceMode.GET_LIST, keyList = List(), - versions = 1 ) // - .read - .fromBytesWritable( - TABLE_01_SCHEMA) - .groupAll { group => - group.toList[String]('key -> 'key) - group.toList[String]('column1 -> 'column1) - } - .mapTo(('key, 'column1) -> 'hbasedata) { x:(String,String) => - x._1 + " " + x._2 - } + val hbase11 = new HBaseSource( tableName2, hbaseHost, 'key, + List("data"), + List('column1), + sourceMode = SourceMode.GET_LIST, keyList = List(), + versions = 1) // + .read + .fromBytesWritable( + TABLE_01_SCHEMA) + .groupAll { + group => + group.toList[String]('key -> 'key) + group.toList[String]('column1 -> 'column1) + } + .mapTo(('key, 'column1) -> 'hbasedata) { + x: (String, String) => + x._1 + " " + x._2 + } // -------------------- Test 11 -------------------- val testName12 = "Get_Test_08_Three_Nonexistingkeys_1_Versions" // Get everything from HBase testing table into a Pipe - val hbase12 = new HBaseSource( tableName2, hbaseHost, 'key, - Array("data"), - Array('column1), - sourceMode = SourceMode.GET_LIST, keyList = List("5003914", "5000687", "5004897"), - versions = 1 ) - .read - .fromBytesWritable( - TABLE_01_SCHEMA) - .groupAll { group => - group.toList[String]('key -> 'key) - group.toList[String]('column1 -> 'column1) - } - .mapTo(('key, 'column1) -> 'hbasedata) { x:(String,String) => - x._1 + " " + x._2 - } + val hbase12 = new HBaseSource(tableName2, hbaseHost, 'key, + List("data"), + List('column1), + sourceMode = SourceMode.GET_LIST, keyList = List("5003914", "5000687", "5004897"), + versions = 1) + .read + .fromBytesWritable( + TABLE_01_SCHEMA) + .groupAll { + group => + group.toList[String]('key -> 'key) + group.toList[String]('column1 -> 'column1) + } + .mapTo(('key, 'column1) -> 'hbasedata) { + x: (String, String) => + x._1 + " " + x._2 + } // --------------------- TEST 13 ----------------------------- val testName13 = "Some " - val hbase13 = new HBaseSource( tableName2, hbaseHost, 'key, - Array("data"), - Array('column1), - sourceMode = SourceMode.SCAN_RANGE, startKey = "", stopKey="", useSalt = true ) - .read - .fromBytesWritable( - TABLE_01_SCHEMA) - .groupAll { group => - group.toList[String]('key -> 'key) - group.toList[String]('column1 -> 'column1) - } - .mapTo(('key, 'column1) -> 'hbasedata) { x:(String,String) => - x._1 + " " + x._2 - } + val hbase13 = new HBaseSource(tableName2, hbaseHost, 'key, + List("data"), + List('column1), + sourceMode = SourceMode.SCAN_RANGE, startKey = "", stopKey = "", useSalt = true) + .read + .fromBytesWritable( + TABLE_01_SCHEMA) + .groupAll { + group => + group.toList[String]('key -> 'key) + group.toList[String]('column1 -> 'column1) + } + .mapTo(('key, 'column1) -> 'hbasedata) { + x: (String, String) => + x._1 + " " + x._2 + } var list13 = List(("2000-01-01 10:00:00", "3"),("2000-01-01 10:00:00","2"), ("2000-01-01 11:00:00", "6"),("2000-01-01 11:00:00","5") diff --git a/src/main/scala/parallelai/spyglass/jdbc/JDBCSource.scala b/src/main/scala/parallelai/spyglass/jdbc/JDBCSource.scala index 2a08b7d..beb66be 100644 --- a/src/main/scala/parallelai/spyglass/jdbc/JDBCSource.scala +++ b/src/main/scala/parallelai/spyglass/jdbc/JDBCSource.scala @@ -6,31 +6,34 @@ import com.twitter.scalding.Mode import com.twitter.scalding.Read import com.twitter.scalding.Source import com.twitter.scalding.Write -import cascading.scheme.Scheme +import cascading.scheme.{NullScheme, Scheme} import cascading.tap.Tap import cascading.tuple.Fields import org.apache.hadoop.mapred.RecordReader import org.apache.hadoop.mapred.OutputCollector import org.apache.hadoop.mapred.JobConf -class JDBCSource( +case class JDBCSource( tableName: String = "tableName", driverName: String = "com.mysql.jdbc.Driver", connectionString: String = "jdbc:mysql://<hostname>:<port>/<db_name>", userId: String = "user", password: String = "password", - columnNames: Array[String] = Array[String]("col1", "col2", "col3"), - columnDefs: Array[String] = Array[String]("data_type", "data_type", "data_type"), - primaryKeys: Array[String] = Array[String]("primary_key"), + columnNames: List[String] = List("col1", "col2", "col3"), + columnDefs: List[String] = List("data_type", "data_type", "data_type"), + primaryKeys: List[String] = List("primary_key"), fields: Fields = new Fields("fld1", "fld2", "fld3"), - orderBy: Array[String] = null, - updateBy: Array[String] = null, + orderBy: List[String] = List(), + updateBy: List[String] = List(), updateByFields: Fields = null ) extends Source { - override val hdfsScheme = new JDBCScheme(fields, columnNames, orderBy, updateByFields, updateBy) + override val hdfsScheme = new JDBCScheme(fields, columnNames.toArray, orderBy.toArray, updateByFields, updateBy.toArray) .asInstanceOf[Scheme[JobConf, RecordReader[_, _], OutputCollector[_, _], _, _]] + // To enable local mode testing + override def localScheme = new NullScheme(fields, fields) + override def createTap(readOrWrite: AccessMode)(implicit mode: Mode): Tap[_, _, _] = { val jdbcScheme = hdfsScheme match { case jdbc: JDBCScheme => jdbc @@ -39,13 +42,13 @@ class JDBCSource( mode match { case hdfsMode @ Hdfs(_, _) => readOrWrite match { case Read => { - val tableDesc = new TableDesc(tableName, columnNames, columnDefs, primaryKeys) + val tableDesc = new TableDesc(tableName, columnNames.toArray, columnDefs.toArray, primaryKeys.toArray) val jdbcTap = new JDBCTap(connectionString, userId, password, driverName, tableDesc, jdbcScheme) jdbcTap.asInstanceOf[Tap[_,_,_]] } case Write => { - val tableDesc = new TableDesc(tableName, columnNames, columnDefs, primaryKeys) + val tableDesc = new TableDesc(tableName, columnNames.toArray, columnDefs.toArray, primaryKeys.toArray) val jdbcTap = new JDBCTap(connectionString, userId, password, driverName, tableDesc, jdbcScheme) jdbcTap.asInstanceOf[Tap[_,_,_]] } diff --git a/src/main/scala/parallelai/spyglass/jdbc/example/JdbcSourceExample.scala b/src/main/scala/parallelai/spyglass/jdbc/example/JdbcSourceExample.scala new file mode 100644 index 0000000..0217204 --- /dev/null +++ b/src/main/scala/parallelai/spyglass/jdbc/example/JdbcSourceExample.scala @@ -0,0 +1,33 @@ +package parallelai.spyglass.jdbc.example + +import com.twitter.scalding.{Tsv, Args} +import parallelai.spyglass.base.JobBase +import org.apache.log4j.{Level, Logger} +import parallelai.spyglass.jdbc.JDBCSource +import cascading.tuple.Fields + +/** + * Simple example of JDBCSource usage + */ +class JdbcSourceExample(args: Args) extends JobBase(args) { + + val isDebug: Boolean = args("debug").toBoolean + + if (isDebug) Logger.getRootLogger.setLevel(Level.DEBUG) + + val output = args("output") + + val hbs2 = new JDBCSource( + "db_name", + "com.mysql.jdbc.Driver", + "jdbc:mysql://<hostname>:<port>/<db_name>?zeroDateTimeBehavior=convertToNull", + "user", + "password", + List("KEY_ID", "COL1", "COL2", "COL3"), + List("bigint(20)", "varchar(45)", "varchar(45)", "bigint(20)"), + List("key_id"), + new Fields("key_id", "col1", "col2", "col3") + ).read + .write(Tsv(output.format("get_list"))) + +} diff --git a/src/main/scala/parallelai/spyglass/jdbc/testing/HdfsToJdbc.scala b/src/main/scala/parallelai/spyglass/jdbc/testing/HdfsToJdbc.scala index 1544f47..d290f06 100644 --- a/src/main/scala/parallelai/spyglass/jdbc/testing/HdfsToJdbc.scala +++ b/src/main/scala/parallelai/spyglass/jdbc/testing/HdfsToJdbc.scala @@ -38,9 +38,9 @@ class HdfsToJdbc (args: Args) extends JobBase(args) { "jdbc:mysql://<hostname>:<port>/<db_name>?zeroDateTimeBehavior=convertToNull", "user", "password", - Array[String]("KEY_ID", "COL1", "COL2", "COL3"), - Array[String]( "bigint(20)" , "varchar(45)" , "varchar(45)" , "bigint(20)"), - Array[String]("key_id"), + List("KEY_ID", "COL1", "COL2", "COL3"), + List( "bigint(20)" , "varchar(45)" , "varchar(45)" , "bigint(20)"), + List("key_id"), new Fields("key_id", "col1", "col2", "col3") ) diff --git a/src/main/scala/parallelai/spyglass/jdbc/testing/JdbcSourceShouldReadWrite.scala b/src/main/scala/parallelai/spyglass/jdbc/testing/JdbcSourceShouldReadWrite.scala index 30c03a2..765b422 100644 --- a/src/main/scala/parallelai/spyglass/jdbc/testing/JdbcSourceShouldReadWrite.scala +++ b/src/main/scala/parallelai/spyglass/jdbc/testing/JdbcSourceShouldReadWrite.scala @@ -34,29 +34,29 @@ class JdbcSourceShouldReadWrite (args: Args) extends JobBase(args) { val tableName = "skybet_hbase_betdetail_jdbc_test" val jdbcSourceRead = new JDBCSource( - "TABLE_01", - "com.mysql.jdbc.Driver", - "jdbc:mysql://localhost:3306/sky_db?zeroDateTimeBehavior=convertToNull", - "root", - "password", - Array[String]("ID", "TEST_COLUMN1", "TEST_COLUMN2", "TEST_COLUMN3"), - Array[String]( "bigint(20)" , "varchar(45)" , "varchar(45)" , "bigint(20)"), - Array[String]("id"), - new Fields("key", "column1", "column2", "column3"), - null, null, null + "TABLE_01", + "com.mysql.jdbc.Driver", + "jdbc:mysql://localhost:3306/sky_db?zeroDateTimeBehavior=convertToNull", + "root", + "password", + List("ID", "TEST_COLUMN1", "TEST_COLUMN2", "TEST_COLUMN3"), + List("bigint(20)", "varchar(45)", "varchar(45)", "bigint(20)"), + List("id"), + new Fields("key", "column1", "column2", "column3"), + null, null, null ) - + val jdbcSourceWrite = new JDBCSource( - "TABLE_01", - "com.mysql.jdbc.Driver", - "jdbc:mysql://localhost:3306/sky_db?zeroDateTimeBehavior=convertToNull", - "root", - "password", - Array[String]("ID", "TEST_COLUMN1", "TEST_COLUMN2", "TEST_COLUMN3"), - Array[String]( "bigint(20)" , "varchar(45)" , "varchar(45)" , "bigint(20)"), - Array[String]("id"), - new Fields("key", "column1", "column2", "column3"), - null, null, null + "TABLE_01", + "com.mysql.jdbc.Driver", + "jdbc:mysql://localhost:3306/sky_db?zeroDateTimeBehavior=convertToNull", + "root", + "password", + List("ID", "TEST_COLUMN1", "TEST_COLUMN2", "TEST_COLUMN3"), + List("bigint(20)", "varchar(45)", "varchar(45)", "bigint(20)"), + List("id"), + new Fields("key", "column1", "column2", "column3"), + null, null, null ) // ----------------------------- @@ -89,18 +89,18 @@ class JdbcSourceShouldReadWrite (args: Args) extends JobBase(args) { println("---- Running : " + testName02) // Get everything from JDBC testing table into a Pipe - + val jdbcSourceReadUpdated = new JDBCSource( - "TABLE_02", - "com.mysql.jdbc.Driver", - "jdbc:mysql://localhost:3306/sky_db?zeroDateTimeBehavior=convertToNull", - "root", - "password", - Array[String]("ID", "TEST_COLUMN1", "TEST_COLUMN2", "TEST_COLUMN3"), - Array[String]( "bigint(20)" , "varchar(45)" , "varchar(45)" , "bigint(20)"), - Array[String]("id"), - new Fields("key", "column1", "column2", "column3"), - null, null, null + "TABLE_02", + "com.mysql.jdbc.Driver", + "jdbc:mysql://localhost:3306/sky_db?zeroDateTimeBehavior=convertToNull", + "root", + "password", + List("ID", "TEST_COLUMN1", "TEST_COLUMN2", "TEST_COLUMN3"), + List("bigint(20)", "varchar(45)", "varchar(45)", "bigint(20)"), + List("id"), + new Fields("key", "column1", "column2", "column3"), + null, null, null ) val jdbc02 = jdbcSourceReadUpdated diff --git a/src/main/scala/parallelai/spyglass/jdbc/testing/TablesComparison.scala b/src/main/scala/parallelai/spyglass/jdbc/testing/TablesComparison.scala deleted file mode 100644 index 9fc09e4..0000000 --- a/src/main/scala/parallelai/spyglass/jdbc/testing/TablesComparison.scala +++ /dev/null @@ -1,67 +0,0 @@ -package parallelai.spyglass.jdbc.testing - -import com.twitter.scalding._ -import cascading.tuple.Fields -import parallelai.spyglass.base.JobBase -import parallelai.spyglass.jdbc.JDBCSource - -/** - * Compares whether two tables have the same data or not writing to HDFS the ids of the records that don't match. - * Now hardcoded for Skybet betdetail summation sample. - * To run it: - * bskyb.commons.scalding.base.JobRunner bskyb.commons.skybase.jdbc.testing.TablesComparison \ - * --app.conf.path /projects/application-hadoop.conf --hdfs \ - * --job.lib.path file:///home/gfe01/IdeaProjects/commons/commons.hbase.skybase/alternateLocation - * @param args - */ -class TablesComparison(args: Args) extends JobBase(args) { - - implicit val implicitArgs: Args = args - val conf = appConfig - - val jdbcSink = new JDBCSource( - "table_name", - "com.mysql.jdbc.Driver", - "jdbc:mysql://<hostname>:<port>/<db_name>", - "skybet_user", - "zkb4Uo{C8", - Array[String]("BETLEG_ID", "CR_DATE", "EV_MKT_ID", "CUST_ID", "SET_DATETIME", "BET_DATETIME", "STATUS", "SOURCE", "BET_TYPE", "AFF_NAME", "CURRENCY_CODE", "BET_ID", "LEG_ID", "RECEIPT_NO", "STAKE", "REFUND", "WINNINGS", "PROFIT", "STAKE_GBP", "REFUND_GBP", "WINNINGS_GBP", "PROFIT_GBP", "NUM_SELS", "EXCH_RATE", "ACCT_NO", "BET_IP_ADDRESS", "NUM_DRAWS", "EXTRACT_DATE", "BET_TIME", "BET_DATE_TIME", "SET_DATE_TIME", "BET_DATE_MONTH", "SET_TIME_KEY", "BET_TIME_KEY", "SET_TIME", "SET_DATE", "BET_DATE", "PART_NO", "MARKET_SORT", "TAG", "PLACED_IN_RUNNING", "MAX_STAKE_SCALE", "ODDS_NUM", "ODDS_DEN", "EV_OC_ID", "USER_CLIENT_ID"), - Array[String]("bigint(20)", "varchar(45)", "varchar(45)", "bigint(20)", "varchar(45)", "varchar(45)", "char(1)", "varchar(45)", "char(5)", "varchar(45)", "char(3)", "bigint(20)", "bigint(20)", "varchar(24)", "decimal(12,2)", "decimal(12,2)", "decimal(12,2)", "decimal(12,2)", "decimal(12,2)", "decimal(12,2)", "decimal(12,2)", "decimal(12,2)", "smallint(6)", "decimal(12,2)", "varchar(45)", "char(15)", "int(11)", "varchar(45)", "varchar(45)", "varchar(45)", "varchar(45)", "varchar(45)", "varchar(45)", "varchar(45)", "varchar(45)", "varchar(45)", "varchar(45)", "int(11)", "varchar(45)", "varchar(45)", "char(1)", "double(10,5)", "int(11)", "int(11)", "bigint(20)", "varchar(45)"), - Array[String]("betleg_id"), - new Fields("betleg_id", "cr_date", "ev_mkt_id", "cust_id", "set_datetime", "bet_datetime", "status", "source", "bet_type", "aff_name", "currency_code", "bet_id", "leg_id", "receipt_no", "stake", "refund", "winnings", "profit", "stake_gbp", "refund_gbp", "winnings_gbp", "profit_gbp", "num_sels", "exch_rate", "acct_no", "bet_ip_address", "num_draws", "extract_date", "bet_time", "bet_date_time", "set_date_time", "bet_date_month", "set_time_key", "bet_time_key", "set_time", "set_date", "bet_date", "part_no", "market_sort", "tag", "placed_in_running", "max_stake_scale", "odds_num", "odds_den", "ev_oc_id", "user_client_id"), - Array[String]("BETLEG_ID"), - Array[String]("BETLEG_ID"), - new Fields("betleg_id") - ) - .read - .insert('name, "betdetail") - .project('bet_id, 'part_no, 'leg_id) - - // - // .write(new TextLine("testJDBCComparator/compare1")) - - val jdbcSource2 = new JDBCSource( - "skybet_midas_bet_detail", - "com.mysql.jdbc.Driver", - "jdbc:mysql://mysql01.prod.bigdata.bskyb.com:3306/skybet_db?zeroDateTimeBehavior=convertToNull", - "skybet_user", - "zkb4Uo{C8", - Array[String]("BET_ID", "BET_TYPE_ID", "RECEIPT_NO", "NUM_SELS", "NUM_LINES", "BET_CHANNEL_CODE", "MOBILE_CLIENT_ID", "BET_AFFILIATE_ID", "BET_IP_ADDRESS", "LEG_ID", "LEG_TYPE", "OUTCOME_ID", "ACCT_ID", "BET_PLACED_DATETIME", "BET_PLACED_DATE", "BET_PLACED_TIME", "BET_SETTLED_DATETIME", "BET_SETTLED_DATE", "BET_SETTLED_TIME", "BET_STATUS", "STAKE", "REFUND", "'RETURN'", "PROFIT", "CURRENCY_TYPE_KEY", "EXCH_RATE", "STAKE_GBP", "REFUNDS_GBP", "RETURN_GBP", "PROFIT_GBP", "MARKET_TAG", "MARKET_SORT", "PLACED_IN_RUNNING", "ODDS_NUM", "ODDS_DEN", "BETLEG_ID", "PART_NO"), - Array[String]("bigint(20)", "varchar(16)", "varchar(32)", "int(10)", "int(10)", "char(1)", "varchar(32)", "varchar(32)", "varchar(15)", "int(11)", "char(1)", "bigint(20)", "bigint(20)", "datetime", "date", "time", "datetime", "date", "time", "varchar(32)", "decimal(8,3)", "decimal(8,3)", "decimal(8,3)", "decimal(8,3)", "varchar(32)", "decimal(8,3)", "decimal(8,3)", "decimal(8,3)", "decimal(8,3)", "decimal(8,3)", "varchar(32)", "varchar(32)", "varchar(32)", "int(11)", "int(11)"), - Array[String]("bet_id"), - new Fields("bet_id", "bet_type_id", "receipt_no", "num_sels", "num_lines", "bet_channel_code", "mobile_client_id", "bet_affiliate_id", "bet_ip_address", "leg_id", "leg_type", "outcome_id", "acct_id", "bet_placed_datetime", "bet_placed_date", "bet_placed_time", "bet_settled_datetime", "bet_settled_date", "bet_settled_time", "bet_status", "stake", "refund", "return", "profit", "currency_type_key", "exch_rate", "stake_gbp", "refunds_gbp", "return_gbp", "profit_gbp", "market_tag", "market_sort", "placed_in_running", "odds_num", "odds_den", "betleg_id", "part_no") - - ) - .read - .insert('name, "sample") - .project('bet_id, 'part_no, 'leg_id) - - val uPipe = jdbcSink ++ jdbcSource2 - uPipe - .groupBy('bet_id, 'part_no, 'leg_id) { - _.size - }.filter('size) { - x: Int => x != 2 - } - .write(new TextLine("testJDBCComparator/result")) -}
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