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ProbabilisticCounter_Bckup.java
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package com.fordham.cisc.project;
/**********************************************************************
* CISC-5835 - Big Data Algorithm
* Final Programming Assignment : Approximate counting using Morris++ Algorithm
* Project Team Size :- 4 Person
* Project Team (4) :- Vaibhav Dixit <vdixit@fordham.edu>, Matias Berretta Magarinos <mberrettamagarinos@fordham.edu>
* Rohini Mandge <rmandge@fordham.edu>, Kwami Nyaku <kwami.nyaku@gmail.com>
*
* This program implements the Morris++ algorithm for approximate counting.
* time.
*
* This program takes the following input argument
* - Name of the event file - Name of the event file
* - Allowable error (Epsilon) - Has to be a floating point number between 0 and 1 (Excluding 0 & 1)
* - Error Probability (Delta) - Has to be a floating point number between 0 and 1 (Excluding 0 & 1)
* - Counting Report Time - Has to be a positive number
*
* In order to implement Morris++ algorithm, we have implemented Morris+ and Morris algorithms.
* Input arguments are being used to calculate S(independent copy of Morris algorithm for Morris+)
* and T instance ( instance of Morris+ for Morris++)
* Details about Morris++ Algorithm is defined at http://www.dsm.fordham.edu/~agw/big-data-alg/handouts/bd01.pdf
*
* Author: Vaibhav Dixit <vdixit@fordham.edu>
*
*
* Date: 12 December 2017
*
**********************************************************************/
import java.io.IOException;
import java.nio.file.Files;
import java.nio.file.Path;
import java.nio.file.Paths;
import java.text.DecimalFormat;
import java.util.ArrayList;
import java.util.Collections;
import java.util.List;
import java.util.Random;
import java.util.concurrent.ThreadLocalRandom;
import java.util.logging.Level;
import java.util.logging.Logger;
import java.util.stream.Collectors;
import java.util.stream.Stream;
public class FinalProject_Bckup {
// Logger instance to log the error message.
// Appropriate log level is been used for the error messages. (Warning, Info, Error)
static Logger LOGGER = Logger.getLogger("GenEvents");
// Random class object to generate the random number for required probability
static Random random =new Random();
// Number of Instance of Morris+ for Morris++
static int noOfMorrisPlusInstance;
// Number of Independent Copies of Morris for Morris+ Also
static int noOfMorrisCopy;
// This static list will have the size of equal to noOfMorrisCopy and hold the updated counter for each copy
static List<Integer> morrisPCopies;
// This static list will have the size equal to T instance of morris+ and will contain a list of updated counter for each Morris+ instance
static List< List<Integer> > morrisPPInstance;
// Decimal Formatter
static DecimalFormat df = new DecimalFormat("#.00");
public static void main(String[] args) {
// TODO Auto-generated method stub
// Validate the Input Arguments
validateInputArgs(args);
// Start :- create program variables from input argument
String fileName = args[0];
double epsilon = Double.valueOf( args[1] );
double delta = Double.valueOf( args[2] );
double reportTime = Double.valueOf( args[3] );
// End :- create program variables from input argument
// Init Algorithm Param ( S, T and initiate the arraylist to hold the updated counter for S independent copies)
initAlgoParams(epsilon, delta);
/*System.out.println(" noOfMorrisPlusInstance ==== "+ noOfMorrisPlusInstance);
System.out.println(" noOfMorrisCopy ==== "+ noOfMorrisCopy);
System.out.println(" morrisPCopies.size() ==== "+ morrisPCopies.size());*/
// String stream of the given event file
Stream<String> fileStream = readFile( fileName );
// collect the event stream to a list to loop it through
List<String> eventList = fileStream.collect(Collectors.toList());
double timer = 0;
double tmpTimer = 0;
int predictedN = 0;
int predictedCount_Morris = 0;
int predictedCount_MorrisP = 0;
int predictedCount_MorrisPP = 0;
// Output Table Header
System.out.format("%15s%20s%20s\n", "OutputTime" , "Actual count", "Morris++ Count");
//System.out.format("%12s%23s%20s%20s%20s\n", "OutputTime" , "Actual count","Morris Count", "Morris+ Count", "Morris++ Count");
for(int actualN=0; actualN < eventList.size(); actualN ++){
// System.out.println("######################## Counter == "+actualN);
timer += Double.valueOf(eventList.get(actualN));
// This is just to show in the output
tmpTimer += Double.valueOf(eventList.get(actualN));
//predictedN = morris(predictedN, actualN);
//predictedCount_Morris = ((int) Math.pow(2, predictedN)) - 1;
//predictedCount_MorrisP = morrisPlus(actualN, morrisPCopies );
predictedCount_MorrisPP = morrisPlusPlus(actualN, epsilon, delta);
// Outputing the result at the report time, setting up the timer back to "0" to get the next report time.
if(timer >= reportTime){
System.out.format("%10s%20s%20s\n", df.format(tmpTimer) , actualN, predictedCount_MorrisPP);
//System.out.format("%10s%20s%20s%20s%20s\n", df.format(tmpTimer) , actualN, predictedCount_Morris, predictedCount_MorrisP, predictedCount_MorrisPP);
// Resetting the timer back to 0 to get the next report time.
timer = 0;
}
}
// Output the predicted count for the remaining events (Outside the loop)
System.out.format("%10s%20s%20s\n", df.format(tmpTimer) , eventList.size(), predictedCount_MorrisPP);
//System.out.format("%10s%20s%20s%20s%20s\n", df.format(tmpTimer) , eventList.size(), predictedCount_Morris, predictedCount_MorrisP, predictedCount_MorrisPP);
// Closing the event stream manually to avoid memory overflow error.
closeStream( fileStream );
}
/**
*
* @param predictedN
* @param actualN
* @param epsilon
* @param delta
* @return The predicted median count from T instance of morris++
*/
public static int morrisPlusPlus(int actualN, double epsilon, double delta){
List<Integer> morrisPlusInstanceList = new ArrayList<Integer>();
for(int instance=0; instance < noOfMorrisPlusInstance; instance++){
//System.out.println("******** instance "+instance);
morrisPlusInstanceList.add( morrisPlus( actualN, morrisPPInstance.get( instance ) ) );
}
// Find the median of the MorrisPlus Output for all instance.
Collections.sort( morrisPlusInstanceList );
// System.out.println(morrisPlusInstanceList.toString());
int median = 0;
int sizeOfList = morrisPlusInstanceList.size();
if( sizeOfList % 2 == 0)
median = (morrisPlusInstanceList.get( (sizeOfList/2) ) + morrisPlusInstanceList.get( ((sizeOfList/2) -1 )) / 2);
else
median = morrisPlusInstanceList.get( (sizeOfList/2) );
return median;
// WOrking copy so far
/*List<Integer> morrisPlusInstanceList = new ArrayList<Integer>();
for(int instance=0; instance < noOfMorrisPlusInstance; instance++){
//System.out.println("******** instance "+instance);
morrisPlusInstanceList.add( morrisPlus( actualN ) );
}
// Find the median of the MorrisPlus Output for all instance.
Collections.sort( morrisPlusInstanceList );
// System.out.println(morrisPlusInstanceList.toString());
int median = 0;
int sizeOfList = morrisPlusInstanceList.size();
if( sizeOfList % 2 == 0)
median = (morrisPlusInstanceList.get( (sizeOfList/2) ) + morrisPlusInstanceList.get( ((sizeOfList/2) -1 )) / 2);
else
median = morrisPlusInstanceList.get( (sizeOfList/2) );
return median;*/
}
/**
*
* @param predictedN
* @param actualN
* @param epsilon
* @param delta
* @return The predicted Count by Morris+ algorithm
*/
public static int morrisPlus(int actualN, List<Integer> morrisPCopies){
// int noOfCopy = (int) Math.ceil( 1 / (2 * (Math.pow(epsilon, 2.0) * delta)));
int predictedCount_MorrisP = 0;
double tmpCount = 0;
int tmpN;
for(int copy=0; copy < noOfMorrisCopy; copy++){
tmpN = morrisPCopies.get( copy );
tmpN = morris(tmpN, actualN);
//System.out.println("&&&&&&& tmpN " + tmpN);
// add the updated counter in the list.
morrisPCopies.set( copy, tmpN );
tmpCount += ((int) Math.pow(2, tmpN)) - 1;
//System.out.println("&&&&&&& tmpCount " + tmpCount);
}
predictedCount_MorrisP = (int) Math.round( tmpCount / noOfMorrisCopy ) ;
// System.out.println("&&&&&&&&&&&&&&&& = " + morrisPCopies.toString());
return predictedCount_MorrisP;
}
/*public static int morrisPlus(int actualN){
// int noOfCopy = (int) Math.ceil( 1 / (2 * (Math.pow(epsilon, 2.0) * delta)));
int predictedCount_MorrisP = 0;
double tmpCount = 0;
int tmpN;
for(int copy=0; copy < noOfMorrisCopy; copy++){
tmpN = morrisPCopies.get( copy );
tmpN = morris(tmpN, actualN);
//System.out.println("&&&&&&& tmpN " + tmpN);
// add the updated counter in the list.
morrisPCopies.set( copy, tmpN );
tmpCount += ((int) Math.pow(2, tmpN)) - 1;
//System.out.println("&&&&&&& tmpCount " + tmpCount);
}
predictedCount_MorrisP = (int) Math.round( tmpCount / noOfMorrisCopy ) ;
// System.out.println("&&&&&&&&&&&&&&&& = " + morrisPCopies.toString());
return predictedCount_MorrisP;
}*/
/**
* Implementation of Morris algorithm, This method returns to updated predicted counter (X) with probability (1/2^X)
*
* @param predictedN
* @param actualN
*
* @return updated counter (X)
*/
public static int morris(int predictedN, int actualN){
// updating the predicted N for the first iteration
if (actualN == 0)
predictedN += 1;
// end
// Getting 1/2^x probability to update the predicted counter
// This function Returns a pseudorandom, uniformly distributed int value between 0 (inclusive) and the specified value (exclusive),
// drawn from this random number generator's sequence.
boolean probibility = random.nextInt((int) Math.pow(2, predictedN)) == 0;
// Another way of getting the probability
// boolean probibility = ThreadLocalRandom.current().nextInt( (int) Math.pow(2, predictedN) ) == 0;
//System.out.println("********** Probability == " + probibility);
// update the predicted counter with the probability (1/2^x)
if (probibility)
predictedN += 1;
return predictedN;
}
/**
* This methos initialize the algorithm params for Morris+ & Morris++
* and initialize a arraylist of size "S", for updated predicted counter.
*
* @param epsilon - Allowable Error
* @param delta - Failure Probability
*/
private static void initAlgoParams(double epsilon, double delta) {
// TODO Auto-generated method stub
noOfMorrisPlusInstance = (int) Math.ceil( Math.log( (1 / delta )));
// For Morris++, each morris+ instance runs with error probability as 1/3
noOfMorrisCopy = getNoOfCopiesToRun(epsilon, 0.33);
//noOfMorrisCopy = getNoOfCopiesToRun(epsilon, delta);
// Initial predicted counter for morris is 0, so insert 0 for all morris independent copy
morrisPCopies = new ArrayList<Integer>();
for(int copy=0; copy < noOfMorrisCopy; copy ++)
morrisPCopies.add(0);
morrisPPInstance = new ArrayList< List<Integer> >();
for(int instance=0; instance < noOfMorrisPlusInstance; instance++ ) {
List<Integer> morrisPCopiesTmp = new ArrayList<Integer>();
for(int copy=0; copy < noOfMorrisCopy; copy ++)
morrisPCopiesTmp.add(0);
morrisPPInstance.add( morrisPCopiesTmp );
}
}
/**
* Utility method to get the value of S independent copies of Morris for Morris+ algorithm
* S > (1 / 2^(e^2)*delta) = Theta(1/delta)
*
* @param epsilon - Allowable Error
* @param delta - Failure probability
* @return value of S
*/
public static int getNoOfCopiesToRun(double epsilon, double delta) {
// This is "S" independent copy for Morris+ :- S > (1 / 2^(e^2)*delta) = Theta(1/delta)
int noOfCopy = (int) Math.ceil( 1 / (2 * (Math.pow(epsilon, 2.0) * delta)));
// int noOfCopy = (int) Math.ceil( 1 / ((Math.pow(epsilon, 2.0) * delta)));
// int noOfCopy = (int) Math.ceil( 1 / delta);
return noOfCopy;
}
/**
* This method is to validate the user input.
*
* @param args - Program input argument
*/
public static void validateInputArgs(String[] args){
if(!(args.length == 4) ){
errorMessage("Please pass the required argument to the program, in the following order - (fileName ,epsilpon, delta , How_Often) ", true, 0);
}
// Validate the event file
String fileName = "";
try {
fileName = args[0];
Path filePath = Paths.get(fileName);
boolean isFileExist = Files.exists( filePath );
if(!isFileExist){
errorMessage("Event File doesn't exist", true, 0);
}
} catch (Exception e) {
// TODO Auto-generated catch block
e.printStackTrace();
errorMessage("Error Occored while accessing the event file", true, 0);
// Program terminating message
}
// Validate the epsilon value
double epsilon = 0;
try {
epsilon = Double.valueOf(args[1]);
if(!(0 < epsilon && epsilon <= 1.0)){
errorMessage("Epsilon (Allowable Error) has to be a floating point number greater than 0 and less than 1", true, 0);
}
} catch (NumberFormatException e) {
// TODO Auto-generated catch block
errorMessage("Epsilon (Allowable Error) has to be a floating point number greater than 0 and less than 1", true, 0);
}
// Validate the delta value
double delta = 0;
try {
delta = Double.valueOf(args[2]);
if(!(0 < delta && delta <= 1.0)){
errorMessage("Delta (Failure Probability) has to be a floating point number greater than 0 and less than 1", true, 0);
}
} catch (NumberFormatException e) {
// TODO Auto-generated catch block
errorMessage("Delta (Failure Probability) has to be a floating point number greater than 0 and less than 1", true, 0);
}
// Validate the report time (How_Often)
double reportTime = 0;
try {
reportTime = Double.valueOf(args[3]);
if(0 >= reportTime){
errorMessage("Report time (How_Often) has to be a positive number", true, 0);
}
} catch (NumberFormatException e) {
// TODO Auto-generated catch block
errorMessage("Report time (Hoe_Often) has to be a positive number", true, 0);
}
}
/**
* Utility method to print the console message with appropriate log level. Also, terminate the program in case of a severe error.
*
* @param msg - String message to print on console
* @param isError - Log Level
* @param exitCode - System exit code in case of termination
*/
public static void errorMessage(String msg, boolean isError, Integer exitCode) {
if (msg != null && !(msg.equals(""))) {
if (isError)
LOGGER.log(Level.SEVERE, msg);
else
LOGGER.log(Level.WARNING, msg);
}
if (exitCode != null) {
LOGGER.log(Level.SEVERE, "******* Terminating program ******* ");
System.exit(0);
}
}
/**
* Read the event file and create a string stream.
*
* @param fileName
* @return Stream<String> String stream of event file
*/
public static Stream<String> readFile( String fileName ){
Stream<String> stream = null;
try {
stream = Files.lines(Paths.get(fileName));
} catch (IOException e) {
// TODO Auto-generated catch block
e.printStackTrace();
errorMessage("Error Occored while accessing the event file", true, 0);
}
return stream;
}
/**
* This method is to close the event stream manually to avoid the memory overflow error.
*
* @param stream - Stream to close
* @throws Exception
*/
public static void closeStream(Stream<String> stream){
stream.close();
}
}