com.intel.analytics.bigdl.ppml.examples.tpch.Q20.scala Maven / Gradle / Ivy
The newest version!
// scalastyle:off
/*
* This file is copied from:
* https://github.com/ssavvides/tpch-spark/blob/master/src/main/scala/Q20.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.first
import org.apache.spark.sql.functions.sum
import org.apache.spark.sql.functions.udf
import com.intel.analytics.bigdl.ppml.PPMLContext
/**
* TPC-H Query 20
* Savvas Savvides
*
*/
class Q20 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 forest = udf { (x: String) => x.startsWith("forest") }
val flineitem = lineitem.filter($"l_shipdate" >= "1994-01-01" && $"l_shipdate" < "1995-01-01")
.groupBy($"l_partkey", $"l_suppkey")
.agg((sum($"l_quantity") * 0.5).as("sum_quantity"))
val fnation = nation.filter($"n_name" === "CANADA")
val nat_supp = supplier.select($"s_suppkey", $"s_name", $"s_nationkey", $"s_address")
.join(fnation, $"s_nationkey" === fnation("n_nationkey"))
part.filter(forest($"p_name"))
.select($"p_partkey").distinct
.join(partsupp, $"p_partkey" === partsupp("ps_partkey"))
.join(flineitem, $"ps_suppkey" === flineitem("l_suppkey") &&
$"ps_partkey" === flineitem("l_partkey"))
.filter($"ps_availqty" > $"sum_quantity")
.select($"ps_suppkey").distinct
.join(nat_supp, $"ps_suppkey" === nat_supp("s_suppkey"))
.select($"s_name", $"s_address")
.sort($"s_name")
}
}
© 2015 - 2025 Weber Informatics LLC | Privacy Policy