/**
* 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.hadoop.hive.ql.sampling;
import java.io.BufferedReader;
import java.io.InputStream;
import java.io.InputStreamReader;
import java.util.ArrayList;
import java.util.List;
import java.util.Random;
import org.apache.hadoop.hive.ql.estimation.BlinkDBStream;
public class ReservoirSampling {
public List <String> reservoirSampling (InputStream in, long fileSize, int sampleSize)
{
try
{
BufferedReader br = new BufferedReader(new InputStreamReader(in));
String line;
// Estimated rows in the Input Stream
//TODO: @sameerag make it a config parameter (readlimit: size and rows)
int sampleStreamCount = 5;
List <String> sampleStream= new ArrayList<String>(sampleStreamCount);
//Never read more than 1MB of data.
br.mark(1024*1024);
while ((sampleStreamCount != 0) && (line = br.readLine()) != null)
{
sampleStream.add(line);
sampleStreamCount--;
}
BlinkDBStream _qs = new BlinkDBStream();
int estimatedRows = _qs.estimateRows(sampleStream, fileSize);
System.out.println("Estimated Rows in Table: "+ estimatedRows);
br.reset();
int reservoirSizeInRows = (int) (((float)sampleSize*estimatedRows)/fileSize);
if (reservoirSizeInRows > estimatedRows) {
reservoirSizeInRows = estimatedRows;
}
List <String> reservoirList= new ArrayList<String>(reservoirSizeInRows);
int count=0;
Random rnd = new Random();
int randomNumber;
while ((line = br.readLine()) != null)
{
count ++;
if (count <= reservoirSizeInRows)
{
reservoirList.add(line);
}
else
{
randomNumber = (int)rnd.nextInt(count);
if (randomNumber < reservoirSizeInRows)
{
reservoirList.set(randomNumber, line);
}
}
}
return reservoirList;
}
catch (Exception e)
{
System.out.println(e.toString());
}
return null;
}
}