/* * Licensed to the Apache Software Foundation (ASF) under one * or more contributor license agreements. See the NOTICE file * distributed with this work for additional information * regarding copyright ownership. The ASF licenses this file * to you 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.sysml.runtime.io; import java.io.IOException; import java.util.ArrayList; import java.util.List; import java.util.concurrent.Callable; import java.util.concurrent.ExecutorService; import java.util.concurrent.Executors; import java.util.concurrent.Future; import org.apache.hadoop.fs.FileSystem; import org.apache.hadoop.fs.LocalFileSystem; import org.apache.hadoop.fs.Path; import org.apache.hadoop.mapred.JobConf; import org.apache.sysml.conf.DMLConfig; import org.apache.sysml.hops.OptimizerUtils; import org.apache.sysml.runtime.controlprogram.parfor.stat.InfrastructureAnalyzer; import org.apache.sysml.runtime.matrix.data.CSVFileFormatProperties; import org.apache.sysml.runtime.matrix.data.MatrixBlock; import org.apache.sysml.runtime.matrix.data.OutputInfo; import org.apache.sysml.runtime.util.MapReduceTool; public class WriterTextCSVParallel extends WriterTextCSV { public WriterTextCSVParallel( CSVFileFormatProperties props ) { super( props ); } protected void writeCSVMatrixToHDFS(Path path, JobConf job, FileSystem fs, MatrixBlock src, CSVFileFormatProperties csvprops) throws IOException { //estimate output size and number of output blocks (min 1) int numPartFiles = (int)(OptimizerUtils.estimateSizeTextOutput(src.getNumRows(), src.getNumColumns(), src.getNonZeros(), OutputInfo.CSVOutputInfo) / InfrastructureAnalyzer.getHDFSBlockSize()); numPartFiles = Math.max(numPartFiles, 1); //determine degree of parallelism int numThreads = OptimizerUtils.getParallelTextWriteParallelism(); numThreads = Math.min(numThreads, numPartFiles); //fall back to sequential write if dop is 1 (e.g., <128MB) in order to create single file if( numThreads <= 1 ) { super.writeCSVMatrixToHDFS(path, job, fs, src, csvprops); return; } //create directory for concurrent tasks MapReduceTool.createDirIfNotExistOnHDFS(path.toString(), DMLConfig.DEFAULT_SHARED_DIR_PERMISSION); //create and execute tasks try { ExecutorService pool = Executors.newFixedThreadPool(numThreads); ArrayList<WriteCSVTask> tasks = new ArrayList<WriteCSVTask>(); int rlen = src.getNumRows(); int blklen = (int)Math.ceil((double)rlen / numThreads); for(int i=0; i<numThreads & i*blklen<rlen; i++) { Path newPath = new Path(path, String.format("0-m-%05d",i)); tasks.add(new WriteCSVTask(newPath, job, fs, src, i*blklen, (int)Math.min((i+1)*blklen, rlen), csvprops)); } //wait until all tasks have been executed List<Future<Object>> rt = pool.invokeAll(tasks); pool.shutdown(); //check for exceptions for( Future<Object> task : rt ) task.get(); } catch (Exception e) { throw new IOException("Failed parallel write of csv output.", e); } // delete crc files if written to local file system if (fs instanceof LocalFileSystem) { int rlen = src.getNumRows(); int blklen = (int)Math.ceil((double)rlen / numThreads); for(int i=0; i<numThreads & i*blklen<rlen; i++) { Path newPath = new Path(path, String.format("0-m-%05d",i)); IOUtilFunctions.deleteCrcFilesFromLocalFileSystem(fs, newPath); } } } private class WriteCSVTask implements Callable<Object> { private JobConf _job = null; private FileSystem _fs = null; private MatrixBlock _src = null; private Path _path =null; private int _rl = -1; private int _ru = -1; private CSVFileFormatProperties _props = null; public WriteCSVTask(Path path, JobConf job, FileSystem fs, MatrixBlock src, int rl, int ru, CSVFileFormatProperties props) { _path = path; _job = job; _fs = fs; _src = src; _rl = rl; _ru = ru; _props = props; } @Override public Object call() throws Exception { writeCSVMatrixToFile(_path, _job, _fs, _src, _rl, _ru, _props); return null; } } }