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TrainingDataFileIO.java
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package net.hyhend.spsam;
import java.io.BufferedReader;
import java.io.BufferedWriter;
import java.io.File;
import java.io.FileReader;
import java.io.FileWriter;
import java.io.IOException;
import java.util.ArrayList;
import net.hyhend.spsam.Localization.GaussCurve;
import net.hyhend.spsam.Localization.Location;
import net.hyhend.spsam.Localization.RssiFingerPrint;
import net.hyhend.spsam.Utils.Constants;
import net.hyhend.spsam.Utils.FeatureVector;
import net.hyhend.spsam.Utils.MovementType;
import net.hyhend.spsam.Utils.Tuple;
import android.os.Environment;
public class TrainingDataFileIO {
/**
* Creates new file if file does not exist
*/
private static void createMovementTrainingDataFileIfNotExists () {
File sdCard = Environment.getExternalStorageDirectory();
File dir = new File (sdCard.getAbsolutePath()+"/sps");
dir.mkdirs();
String currentFile = dir+"/"+Constants.training_MovementType_data_file_name;
File fileCheck = new File(currentFile);
if(fileCheck.exists()) {
// Do nothing
}
else {
try {
BufferedWriter writer = new BufferedWriter(new FileWriter(currentFile, true));
// CSV header format
String line = "\"movement_type\"; \"frequency_0\"; \"frequency_1\"; \"frequency_2\"; \"average_acceleration\"; \"max_acceleration\"; \"min_acceleration\"; ";
writer.write(line);
writer.newLine();
writer.flush();
writer.close();
} catch (IOException e) {
e.printStackTrace();
}
}
}
/**
* Creates (Fingerprint) file if non existent
*/
private static void createFingerPrintTrainingDataFileIfNotExists()
{
File sdCard = Environment.getExternalStorageDirectory();
File dir = new File (sdCard.getAbsolutePath()+"/sps");
dir.mkdirs();
String currentFile = dir+"/"+Constants.training_Fingerprint_data_file_name;
File fileCheck = new File(currentFile);
if(fileCheck.exists()) {
// Do nothing
}
else {
try {
BufferedWriter writer = new BufferedWriter(new FileWriter(currentFile, true));
// CSV header format
String line = "\"SSID\"; \"RSSI\"; \"LocationId\";";
writer.write(line);
writer.newLine();
writer.flush();
writer.close();
} catch (IOException e) {
// TODO Auto-generated catch block
e.printStackTrace();
}
}
}
/**
* Creates (Gauss) file if non existent
*/
private static void createGaussDataFileIfNotExists(String filename)
{
File sdCard = Environment.getExternalStorageDirectory();
File dir = new File (sdCard.getAbsolutePath()+"/sps");
dir.mkdirs();
String currentFile = dir+"/"+filename;
File fileCheck = new File(currentFile);
if(fileCheck.exists()) {
// Do nothing
}
else {
try {
BufferedWriter writer = new BufferedWriter(new FileWriter(currentFile, true));
// CSV header format
String line = "\"Location\"; \"AP\"; \"Mean\"; \"StandardDeviation\";";
writer.write(line);
writer.newLine();
writer.flush();
writer.close();
} catch (IOException e) {
// TODO Auto-generated catch block
e.printStackTrace();
}
}
}
public static String getMovementDataAsString()
{
String result = "";
File sdCard = Environment.getExternalStorageDirectory();
File dir = new File (sdCard.getAbsolutePath()+"/sps");
dir.mkdirs();
String currentFile = dir+"/"+Constants.training_MovementType_data_file_name;
File inputFile = new File(currentFile);
// If file exists, read and add to datastring
if(inputFile.exists()) {
try {
BufferedReader reader = new BufferedReader(new FileReader(currentFile));
//Remove header
reader.readLine();
// Read each line and add to trainingDataString
String line;
while ((line = reader.readLine()) != null) {
result += line + "{}";
}
reader.close();
}
catch (IOException e) {
// TODO Auto-generated catch block
e.printStackTrace();
}
}
return result;
}
/**
*
* @param data
*/
public static void storeNewMovementData(String data)
{
// Create new File if not existent
createMovementTrainingDataFileIfNotExists();
// Get file location
File sdCard = Environment.getExternalStorageDirectory();
File dir = new File (sdCard.getAbsolutePath()+"/sps");
dir.mkdirs();
String currentFile = dir+"/"+Constants.training_MovementType_data_file_name;
// Add actual line to file
try {
BufferedWriter writer = new BufferedWriter(new FileWriter(currentFile, true));
writer.write(data.replaceAll("\\{\\}", "\n"));
writer.flush();
writer.close();
} catch (IOException e) {
// TODO Auto-generated catch block
e.printStackTrace();
}
}
/**
* Add movement line to file
* @param toAdd
*/
public static void addMovementTypeTrainingDataToFile (Tuple<MovementType,FeatureVector> toAdd) {
// Create new File if not existent
createMovementTrainingDataFileIfNotExists();
// Get file location
File sdCard = Environment.getExternalStorageDirectory();
File dir = new File (sdCard.getAbsolutePath()+"/sps");
dir.mkdirs();
String currentFile = dir+"/"+Constants.training_MovementType_data_file_name;
// Check number of fundamental frequencies matches at least 3
if(toAdd.value.fundamentalFrequencies.size() < 3) {
return; // TODO throw error?
}
// Add actual line to file
try {
BufferedWriter writer = new BufferedWriter(new FileWriter(currentFile, true));
String line = "";
line = line + "\""+toAdd.key.toString()+"\"; ";
line = line + "\""+toAdd.value.fundamentalFrequencies.get(0)+"\"; ";
line = line + "\""+toAdd.value.fundamentalFrequencies.get(1)+"\"; ";
line = line + "\""+toAdd.value.fundamentalFrequencies.get(2)+"\"; ";
line = line + "\""+toAdd.value.averageAcceleration+"\"; ";
line = line + "\""+toAdd.value.maxAmpl+"\"; ";
line = line + "\""+toAdd.value.minAmpl+"\"";
writer.write(line);
writer.newLine();
writer.flush();
writer.close();
} catch (IOException e) {
// TODO Auto-generated catch block
e.printStackTrace();
}
}
/**
* Add gauss line to file
* @param toAdd
*/
public static void addGaussDataToFile (String filename, Location location, String accessPoint, GaussCurve curve) {
// Create new File if not existent
createGaussDataFileIfNotExists(filename);
// Get file location
File sdCard = Environment.getExternalStorageDirectory();
File dir = new File (sdCard.getAbsolutePath()+"/sps");
dir.mkdirs();
String currentFile = dir+"/"+filename;
// Add actual line to file
try {
BufferedWriter writer = new BufferedWriter(new FileWriter(currentFile, true));
String line = "";
line = line + "\""+location.toString()+"\"; ";
line = line + "\""+accessPoint+"\"; ";
line = line + "\""+curve.getMean()+"\"; ";
line = line + "\""+curve.getStandardDeviation()+"\"; ";
writer.write(line);
writer.newLine();
writer.flush();
writer.close();
} catch (IOException e) {
// TODO Auto-generated catch block
e.printStackTrace();
}
}
/**
* Adds given Tuple<MovementType,FeatureVector> to file.
* Creates new file if not existent
* @param toAdd
*/
public static void addFingerprintTrainingDataToFile (RssiFingerPrint toAdd) {
// Create new File if not existent
createFingerPrintTrainingDataFileIfNotExists();
// Get file location
File sdCard = Environment.getExternalStorageDirectory();
File dir = new File (sdCard.getAbsolutePath()+"/sps");
dir.mkdirs();
String currentFile = dir+"/"+Constants.training_Fingerprint_data_file_name;
// Add actual line to file
try {
BufferedWriter writer = new BufferedWriter(new FileWriter(currentFile, true));
String line = "";
line = line + "\""+toAdd.getIdentifier()+"\"; ";
line = line + "\""+toAdd.getRssi()+"\"; ";
line = line + "\""+toAdd.getLocation()+"\"; ";
writer.write(line);
writer.newLine();
writer.flush();
writer.close();
} catch (IOException e) {
// TODO Auto-generated catch block
e.printStackTrace();
}
}
/**
* Retrieves and returns training data from file
* @return ArrayList<Tuple<MovementType,FeatureVector>>
*/
public static ArrayList<Tuple<MovementType,FeatureVector>> getMovementTypeTrainingDataFromFile () {
ArrayList<Tuple<MovementType,FeatureVector>> trainingData = new ArrayList<Tuple<MovementType,FeatureVector>>();
// Open file
File sdCard = Environment.getExternalStorageDirectory();
File dir = new File (sdCard.getAbsolutePath()+"/sps");
dir.mkdirs();
String currentFile = dir+"/"+Constants.training_MovementType_data_file_name;
File inputFile = new File(currentFile);
// If file exists, read and add to trainingData
if(inputFile.exists()) {
try {
BufferedReader reader = new BufferedReader(new FileReader(currentFile));
String line;
line = reader.readLine(); // Skip first line (CSV header)
// Read each line and add to trainingData
while ((line = reader.readLine()) != null) {
line = line.substring(1, line.length()-1);
String[] rowData = line.split("\"; \"");
// Verify line length
if(rowData.length >= 7) {
// Get fundamental frequencies
ArrayList<Double> fundamentalFrequencies = new ArrayList<Double>();
fundamentalFrequencies.add(Double.parseDouble(rowData[1]));
fundamentalFrequencies.add(Double.parseDouble(rowData[2]));
fundamentalFrequencies.add(Double.parseDouble(rowData[3]));
// Create featureVector
FeatureVector featureVector = new FeatureVector(
fundamentalFrequencies,
Double.parseDouble(rowData[4]),
Double.parseDouble(rowData[5]),
Double.parseDouble(rowData[6]),
0,
0
);
// Add combination of MovementType and FeatureVector to trainingData
Tuple<MovementType,FeatureVector> trainingDataVector = new Tuple<MovementType,FeatureVector>(
MovementType.valueOf(rowData[0]),
featureVector
);
trainingData.add(trainingDataVector);
}
else {
}
}
reader.close();
}
catch (IOException e) {
// TODO Auto-generated catch block
e.printStackTrace();
}
}
return trainingData;
}
public static ArrayList<RssiFingerPrint> getMockedWifiScanFromFile()
{
ArrayList<RssiFingerPrint> fingerprintData = new ArrayList<RssiFingerPrint>();
// Open file
File sdCard = Environment.getExternalStorageDirectory();
File dir = new File (sdCard.getAbsolutePath()+"/sps");
dir.mkdirs();
String currentFile = dir+"/"+Constants.mocked_wifi_sample;
File inputFile = new File(currentFile);
// If file exists, read and add to trainingData
if(inputFile.exists()) {
try {
BufferedReader reader = new BufferedReader(new FileReader(currentFile));
String line;
line = reader.readLine(); // Skip first line (CSV header)
// Read each line and add to trainingData
while ((line = reader.readLine()) != null) {
line = line.substring(1, line.length()-1);
String[] rowData = line.split("\"; \"");
// Verify line length
if(rowData.length >= 3) {
// Trim last " from location (it's in the text file..)
rowData[2] = rowData[2].split("\"")[0];
RssiFingerPrint fingerPrint = new RssiFingerPrint(rowData[0], Double.parseDouble(rowData[1]), null);
fingerprintData.add(fingerPrint);
}
else {
}
}
reader.close();
}
catch (IOException e) {
// TODO Auto-generated catch block
e.printStackTrace();
}
}
return fingerprintData;
}
/**
* Reads fingerprints from file
* @return
*/
public static ArrayList<RssiFingerPrint> getFingerPrintDataFromFile () {
ArrayList<RssiFingerPrint> fingerprintData = new ArrayList<RssiFingerPrint>();
// Open file
File sdCard = Environment.getExternalStorageDirectory();
File dir = new File (sdCard.getAbsolutePath()+"/sps");
dir.mkdirs();
String currentFile = dir+"/"+Constants.training_Fingerprint_data_file_name;
File inputFile = new File(currentFile);
// If file exists, read and add to trainingData
if(inputFile.exists()) {
try {
BufferedReader reader = new BufferedReader(new FileReader(currentFile));
String line;
line = reader.readLine(); // Skip first line (CSV header)
// Read each line and add to trainingData
while ((line = reader.readLine()) != null) {
line = line.substring(1, line.length()-1);
String[] rowData = line.split("\"; \"");
// Verify line length
if(rowData.length >= 3) {
// Trim last " from location (it's in the text file..)
rowData[2] = rowData[2].split("\"")[0];
RssiFingerPrint fingerPrint = new RssiFingerPrint(rowData[0], Double.parseDouble(rowData[1]), Location.valueOf(rowData[2]));
fingerprintData.add(fingerPrint);
}
else {
// TODO throw exception
}
}
reader.close();
}
catch (IOException e) {
// TODO Auto-generated catch block
e.printStackTrace();
}
}
return fingerprintData;
}
/**
* Destroys file and it's contents. All training data will be lost.
*/
public static void destroyMovementTypeTrainingDataFile () {
destroyFile(Constants.training_MovementType_data_file_name);
}
/**
* Destroys file and it's contents. All training data will be lost.
*/
public static void destroyFingerPrintsTrainingDataFile () {
destroyFile(Constants.training_Fingerprint_data_file_name);
}
/**
* Destroys file and it's contents. All gauss data will be lost.
*/
public static void destroyGaussDataFiles () {
destroyFile(Constants.gauss_data_file_name);
destroyFile(Constants.gauss_location_data_file_name);
}
/**
* Destroys given file
* @param fileName
*/
private static void destroyFile(String fileName)
{
File sdCard = Environment.getExternalStorageDirectory();
File dir = new File (sdCard.getAbsolutePath()+"/sps");
String currentFile = dir+"/"+ fileName;
dir.mkdirs();
File file = new File(currentFile);
if(file.exists()) {
file.delete();
}
}
}