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ParseCsv.scala
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/**
* Copyright (C) 2015 Baifendian Corporation
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package org.apache.spark.examples
import java.io.{StringReader, StringWriter}
import au.com.bytecode.opencsv.{CSVReader, CSVWriter}
import org.apache.spark.{SparkConf, SparkContext}
object ParseCsv {
def main(args: Array[String]): Unit = {
if (args.length < 2) {
println("Usage: [inputfile] [outputfile]")
sys.exit(1)
}
val inputFile = args(0)
val outputFile = args(1)
val sparkConf = new SparkConf().setAppName("ParseCsv")
val ctx = new SparkContext(sparkConf)
val input = ctx.textFile(inputFile)
val result = input.map { line =>
val reader = new CSVReader(new StringReader(line));
reader.readNext();
}
// 这里是以 "," 分隔的
val useractions = result.map(x => (s"${x(0)},${x(1)}", 1)).
reduceByKey(_ + _).
mapPartitions(records => {
val stringWriter = new StringWriter()
val csvWriter = new CSVWriter(stringWriter)
records.foreach(v => csvWriter.writeNext(Array(s"${v._1},${v._2}")))
Iterator(stringWriter.toString)
}).
saveAsTextFile(outputFile)
ctx.stop()
}
}