com.intel.analytics.bigdl.ppml.examples.tpch.Q07.scala Maven / Gradle / Ivy
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// scalastyle:off
/*
* This file is copied from:
* https://github.com/ssavvides/tpch-spark/blob/master/src/main/scala/Q07.scala
*
* Copyright (c) 2015 Savvas Savvides, [email protected], [email protected]
*
* Licensed under the The MIT License:
*
* Permission is hereby granted, free of charge, to any person
* obtaining a copy of this software and associated documentation
* files (the "Software"), to deal in the Software without
* restriction, including without limitation the rights to use,
* copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the
* Software is furnished to do so, subject to the following
* conditions:
*
* The above copyright notice and this permission notice shall be
* included in all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND,
* EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES
* OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND
* NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT
* HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,
* WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
* FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR
* OTHER DEALINGS IN THE SOFTWARE.
*/
// scalastyle:on
package com.intel.analytics.bigdl.ppml.examples.tpch
import org.apache.spark.sql.DataFrame
import org.apache.spark.SparkContext
import org.apache.spark.sql.functions.sum
import org.apache.spark.sql.functions.udf
import com.intel.analytics.bigdl.ppml.PPMLContext
/**
* TPC-H Query 7
* Savvas Savvides
*
*/
class Q07 extends TpchQuery {
override def execute(sc: PPMLContext, schemaProvider: TpchSchemaProvider): DataFrame = {
// this is used to implicitly convert an RDD to a DataFrame.
val sqlContext = sc.getSparkSession.sqlContext
import sqlContext.implicits._
import schemaProvider._
val getYear = udf { (x: String) => x.substring(0, 4) }
val decrease = udf { (x: Double, y: Double) => x * (1 - y) }
// cache fnation
val fnation = nation.filter($"n_name" === "FRANCE" || $"n_name" === "GERMANY")
val fline = lineitem.filter($"l_shipdate" >= "1995-01-01" && $"l_shipdate" <= "1996-12-31")
val supNation = fnation.join(supplier, $"n_nationkey" === supplier("s_nationkey"))
.join(fline, $"s_suppkey" === fline("l_suppkey"))
.select($"n_name".as("supp_nation"), $"l_orderkey", $"l_extendedprice",
$"l_discount", $"l_shipdate")
fnation.join(customer, $"n_nationkey" === customer("c_nationkey"))
.join(order, $"c_custkey" === order("o_custkey"))
.select($"n_name".as("cust_nation"), $"o_orderkey")
.join(supNation, $"o_orderkey" === supNation("l_orderkey"))
.filter($"supp_nation" === "FRANCE" && $"cust_nation" === "GERMANY"
|| $"supp_nation" === "GERMANY" && $"cust_nation" === "FRANCE")
.select($"supp_nation", $"cust_nation",
getYear($"l_shipdate").as("l_year"),
decrease($"l_extendedprice", $"l_discount").as("volume"))
.groupBy($"supp_nation", $"cust_nation", $"l_year")
.agg(sum($"volume").as("revenue"))
.sort($"supp_nation", $"cust_nation", $"l_year")
}
}
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