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/*
* 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
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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.wink.json4j.JSONException;
import org.apache.sysds.common.Types.FileFormat;
import org.apache.sysds.conf.DMLConfig;
import org.apache.sysds.hops.OptimizerUtils;
import org.apache.sysds.runtime.controlprogram.parfor.stat.InfrastructureAnalyzer;
import org.apache.sysds.runtime.matrix.data.FrameBlock;
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.Map;
import java.util.concurrent.Callable;
import java.util.concurrent.ExecutorService;
import java.util.concurrent.Future;
public class FrameWriterJSONLParallel extends FrameWriterJSONL {
@Override
protected void writeJSONLFrameToHDFS(Path path, JobConf jobConf, FrameBlock src,
long rlen, long clen, Map<String, Integer> schemaMap) throws IOException, JSONException
{
//estimate output size and number of output blocks (min 1)
int numPartFiles = Math.max((int)(OptimizerUtils.estimateSizeTextOutput(rlen, clen, rlen*clen,
FileFormat.JSONL) / InfrastructureAnalyzer.getHDFSBlockSize()), 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.writeJSONLFrameToHDFS(path, jobConf, src, rlen, clen, schemaMap);
return;
}
//create directory for concurrent tasks
HDFSTool.createDirIfNotExistOnHDFS(path, DMLConfig.DEFAULT_SHARED_DIR_PERMISSION);
FileSystem fileSystem = IOUtilFunctions.getFileSystem(path, jobConf);
//create and execute tasks
try
{
ExecutorService pool = CommonThreadPool.get(numThreads);
ArrayList<WriteFileTask> tasks = new ArrayList<>();
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 WriteFileTask(newPath, fileSystem, src, i*blklen, (int)Math.min((i+1)*blklen, rlen), schemaMap));
}
//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 (fileSystem instanceof LocalFileSystem) {
for(int i=0; i<numThreads & i*blklen<rlen; i++)
IOUtilFunctions.deleteCrcFilesFromLocalFileSystem(fileSystem,
new Path(path, IOUtilFunctions.getPartFileName(i)));
}
}
catch (Exception e) {
throw new IOException("Failed parallel write of JSONL output.", e);
}
}
private class WriteFileTask implements Callable<Object> {
private Path _path;
private FileSystem _fileSystem;
private FrameBlock _src;
private int _lowerRowBound;
private int _upperRowBound;
Map<String, Integer> _schemaMap;
public WriteFileTask(Path path, FileSystem fileSystem, FrameBlock src,
int lowerRowBound, int upperRowBound, Map<String, Integer> schemaMap) {
_path = path;
_fileSystem = fileSystem;
_src = src;
_lowerRowBound = lowerRowBound;
_upperRowBound = upperRowBound;
_schemaMap = schemaMap;
}
@Override
public Object call() throws Exception {
writeJSONLFrameToFile(_path, _fileSystem, _src, _lowerRowBound, _upperRowBound, _schemaMap );
return null;
}
}
}