blob: d2477bece7f133ecda307aa8cbc2cbd184d961dc [file]
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* Licensed to the Apache Software Foundation (ASF) under one
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* 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
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* KIND, either express or implied. See the License for the
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package org.apache.sysds.runtime.io;
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.sysds.common.Types;
import org.apache.sysds.conf.DMLConfig;
import org.apache.sysds.hops.OptimizerUtils;
import org.apache.sysds.runtime.DMLRuntimeException;
import org.apache.sysds.runtime.controlprogram.parfor.stat.InfrastructureAnalyzer;
import org.apache.sysds.runtime.matrix.data.MatrixBlock;
import org.apache.sysds.runtime.util.CommonThreadPool;
import org.apache.sysds.runtime.util.HDFSTool;
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.Future;
public class WriterHDF5Parallel extends WriterHDF5 {
public WriterHDF5Parallel(FileFormatPropertiesHDF5 _props) {
super(_props);
}
@Override
public void writeHDF5MatrixToHDFS(Path path, JobConf job, FileSystem fs, MatrixBlock src)
throws IOException, DMLRuntimeException {
//estimate output size and number of output blocks (min 1)
int numPartFiles = (int) (OptimizerUtils
.estimateSizeTextOutput(src.getNumRows(), src.getNumColumns(), src.getNonZeros(),
Types.FileFormat.HDF5) / 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.writeHDF5MatrixToHDFS(path, job, fs, src);
return;
}
//create directory for concurrent tasks
HDFSTool.createDirIfNotExistOnHDFS(path, DMLConfig.DEFAULT_SHARED_DIR_PERMISSION);
//create and execute tasks
try {
ExecutorService pool = CommonThreadPool.get(numThreads);
ArrayList<WriteHDF5Task> tasks = new ArrayList<>();
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, IOUtilFunctions.getPartFileName(i));
tasks.add(new WriteHDF5Task(newPath, job, fs, src, i * blklen, Math.min((i + 1) * blklen, rlen)));
}
//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();
// delete crc files if written to local file system
if(fs instanceof LocalFileSystem) {
for(int i = 0; i < numThreads & i * blklen < rlen; i++)
IOUtilFunctions
.deleteCrcFilesFromLocalFileSystem(fs, new Path(path, IOUtilFunctions.getPartFileName(i)));
}
}
catch(Exception e) {
throw new IOException("Failed parallel write of HDF5 output.", e);
}
}
private static class WriteHDF5Task implements Callable<Object> {
private final JobConf _job;
private final FileSystem _fs;
private final MatrixBlock _src;
private final Path _path;
private final int _rl, _ru;
public WriteHDF5Task(Path path, JobConf job, FileSystem fs, MatrixBlock src, int rl, int ru) {
_path = path;
_job = job;
_fs = fs;
_src = src;
_rl = rl;
_ru = ru;
}
@Override
public Object call() throws IOException {
writeHDF5MatrixToFile(_path, _job, _fs, _src, _rl, _ru);
return null;
}
}
}