Android应用性能测试（客户端-服务端）平台实现

2021-07-12 11:26:55

Android应用性能测试（客户端-服务端）平台实现

东海陈光剑

2014年5月23日 2:01:05

开源项目代码： https://github.com/universsky/EmmageePlus （基于Emmagee）

https://github.com/universsky/EmmageePlus/blob/master/src/com/netease/qa/emmagee/service/EmmageeService.java

/*
 * Copyright (c) 2012-2013 NetEase, Inc. and other 
contributors
 *
 *  Licensed 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 com.netease.qa.emmagee.service;


import java.io.BufferedReader;

import java.io.BufferedWriter;

import java.io.File;

import java.io.FileInputStream;

import java.io.FileNotFoundException;

import java.io.FileOutputStream;

import java.io.FileReader;

import java.io.IOException;

import java.io.InputStreamReader;

import java.io.OutputStreamWriter;

import java.text.DecimalFormat;

import java.text.SimpleDateFormat;

import java.util.ArrayList;

import java.util.Calendar;

import java.util.Properties;


import android.app.Activity;

import android.app.PendingIntent;

import android.app.Service;

import android.content.BroadcastReceiver;

import android.content.Context;

import android.content.Intent;

import android.content.IntentFilter;

import android.content.SharedPreferences;

import android.net.wifi.WifiManager;

import android.os.BatteryManager;

import android.os.Build;

import android.os.Handler;

import android.os.IBinder;

import android.support.v4.app.NotificationCompat;

import android.util.Log;

import android.view.Gravity;

import android.view.LayoutInflater;

import android.view.MotionEvent;

import android.view.View;

import android.view.View.OnClickListener;

import android.view.View.OnTouchListener;

import android.view.WindowManager;

import android.widget.Button;

import android.widget.TextView;

import android.widget.Toast;


import com.netease.qa.emmagee.R;

import com.netease.qa.emmagee.activity.MainPageActivity;

import com.netease.qa.emmagee.config.Const;

import com.netease.qa.emmagee.utils.CpuInfo;

import com.netease.qa.emmagee.utils.CurrentInfo;

import com.netease.qa.emmagee.utils.EncryptData;

import com.netease.qa.emmagee.utils.FileUpload;

import com.netease.qa.emmagee.utils.MailSender;

import com.netease.qa.emmagee.utils.MemoryInfo;

import com.netease.qa.emmagee.utils.MyApplication;

/**
 * Service running in background
 * 
 * @author andrewleo
 */

public class EmmageeService extends Service {

	private 
final 
static String LOG_TAG = "Emmagee-"

+ EmmageeService.class.getSimpleName();

	private 
WindowManager windowManager = null;
	private 
WindowManager.LayoutParams wmParams = null;
	private 
View viFloatingWindow;
	private 
float mTouchStartX;
	private 
float mTouchStartY;
	private 
float startX;
	private 
float startY;
	private 
float x;
	private 
float y;
	private 
TextView txtTotalMem;
	private 
TextView txtUnusedMem;
	private 
TextView txtTraffic;
	private 
Button btnStop;
	private 
Button btnWifi;
	private 
int delaytime;
	private 
DecimalFormat fomart;
	private 
MemoryInfo memoryInfo;
	private 
WifiManager wifiManager;
	private 
Handler handler = new Handler();
	private 
CpuInfo cpuInfo;
	private 
String time;
	private 
boolean isFloating;
	private 
String processName, packageName, settingTempFile, startActivity;
	private 
int pid, uid;
	private 
boolean isServiceStop = false;
	private 
String sender, password, recipients, smtp;
	private 
String[] receivers;
	private 
EncryptData des;

	public 
static BufferedWriter bw;
	public 
static FileOutputStream out;
	public 
static OutputStreamWriter osw;
	public 
static String resultFilePath;
	public 
static boolean isStop = false;

	private 
String totalBatt;
	private 
String temperature;
	private 
String voltage;
	private 
CurrentInfo currentInfo;
	private 
BatteryInfoBroadcastReceiver batteryBroadcast = null;

	// get start time
	private 
static final int MAX_START_TIME_COUNT = 5;
	private 
static final String START_TIME = "#startTime";
	private 
int getStartTimeCount = 0;
	private 
boolean isGetStartTime = true;
	private 
String startTime = "";

	@Override
	public 
void onCreate() {

Log.i(LOG_TAG, "onCreate");

super.onCreate();

isServiceStop = false;

isStop = false;

memoryInfo = new MemoryInfo();

fomart = new DecimalFormat();

fomart.setMaximumFractionDigits(2);

fomart.setMinimumFractionDigits(0);

des = new EncryptData("emmagee");

currentInfo = new CurrentInfo();

batteryBroadcast = new BatteryInfoBroadcastReceiver();

registerReceiver(batteryBroadcast, new IntentFilter(

"android.intent.action.BATTERY_CHANGED"));
	}

	/**
     * 电池信息监控监听器
     * 
     * @author andrewleo
     * 
     */
	public 
class 
BatteryInfoBroadcastReceiver extends BroadcastReceiver {

@Override

public void onReceive(Context context, Intent intent) {


if (Intent.ACTION_BATTERY_CHANGED.equals(intent.getAction())) {

int level = intent.getIntExtra(BatteryManager.EXTRA_LEVEL, 0);


int scale = intent.getIntExtra(BatteryManager.EXTRA_SCALE, -1);

totalBatt = String.valueOf(level * 100 / scale) + "%";


voltage = String.valueOf(intent.getIntExtra(

BatteryManager.EXTRA_VOLTAGE, -1) * 1.0 / 1000);


temperature = String.valueOf(intent.getIntExtra(

BatteryManager.EXTRA_TEMPERATURE, -1) * 1.0 / 10);
}

}

	}

	@Override
	public 
void onStart(Intent intent, int startId) {

Log.i(LOG_TAG, "onStart");

PendingIntent contentIntent = PendingIntent.getActivity(

getBaseContext(), 0, new Intent(this, MainPageActivity.class),

0);

NotificationCompat.Builder builder = new NotificationCompat.Builder(

this);

builder.setContentIntent(contentIntent).setSmallIcon(R.drawable.icon)

.setWhen(System.currentTimeMillis()).setAutoCancel(true)

.setContentTitle("Emmagee");

startForeground(startId, builder.build());


pid = intent.getExtras().getInt("pid");

uid = intent.getExtras().getInt("uid");

processName = intent.getExtras().getString("processName");

packageName = intent.getExtras().getString("packageName");

settingTempFile = intent.getExtras().getString("settingTempFile");

startActivity = intent.getExtras().getString("startActivity");


cpuInfo = new CpuInfo(getBaseContext(), pid, Integer.toString(uid));

readSettingInfo(intent);

delaytime = Integer.parseInt(time) * 1000;

if (isFloating) {

viFloatingWindow = LayoutInflater.from(this).inflate(

R.layout.floating, null);

txtUnusedMem = (TextView) viFloatingWindow

.findViewById(R.id.memunused);

txtTotalMem = (TextView) viFloatingWindow

.findViewById(R.id.memtotal);

txtTraffic = (TextView) viFloatingWindow.findViewById(R.id.traffic);

btnWifi = (Button) viFloatingWindow.findViewById(R.id.wifi);


wifiManager = (WifiManager) getSystemService(Context.WIFI_SERVICE);

if (wifiManager.isWifiEnabled()) {

btnWifi.setText(R.string.closewifi);

} else {

btnWifi.setText(R.string.openwifi);
}

txtUnusedMem.setText("计算中,请稍后...");

txtUnusedMem.setTextColor(android.graphics.Color.RED);

txtTotalMem.setTextColor(android.graphics.Color.RED);

txtTraffic.setTextColor(android.graphics.Color.RED);

btnStop = (Button) viFloatingWindow.findViewById(R.id.stop);

btnStop.setOnClickListener(new OnClickListener() {
@Override

public void onClick(View v) {

Intent intent = new Intent();

intent.putExtra("isServiceStop", true);

intent.setAction("com.netease.action.emmageeService");

sendBroadcast(intent);
// isServiceStop = true;

Toast.makeText(EmmageeService.this,

"测试结果文件：" + resultFilePath, Toast.LENGTH_LONG)

.show();

stopSelf();
}
});

createFloatingWindow();
}

createResultCsv();

handler.postDelayed(task, 1000);
	}

	/**
     * read configuration file.
     * 
     * @throws IOException
     */
	private 
void readSettingInfo(Intent intent) {

try {

Properties properties = new Properties();

properties.load(new FileInputStream(settingTempFile));

String interval = properties.getProperty("interval").trim();

isFloating = "true"

.equals(properties.getProperty("isfloat").trim()) ? true

: false;

sender = properties.getProperty("sender").trim();

password = properties.getProperty("password").trim();

recipients = properties.getProperty("recipients").trim();

time = "".equals(interval) ? "5" : interval;

recipients = properties.getProperty("recipients");

receivers = recipients.split("\\s+");

smtp = properties.getProperty("smtp");

} catch (IOException e) {

time = "5";

isFloating = true;

Log.e(LOG_TAG, e.getMessage());
}
	}

	/**
     * write the test result to csv format 
report.
     */
	private 
void createResultCsv() {

Calendar cal = Calendar.getInstance();

SimpleDateFormat formatter = new SimpleDateFormat("yyyyMMddHHmmss");

String mDateTime;

if ((Build.MODEL.equals("sdk")) || (Build.MODEL.equals("google_sdk")))

mDateTime = formatter.format(cal.getTime().getTime() + 8 
* 
60 * 60

* 1000);
else

mDateTime = formatter.format(cal.getTime().getTime());


if (android.os.Environment.getExternalStorageState().equals(

android.os.Environment.MEDIA_MOUNTED)) {

resultFilePath = android.os.Environment

.getExternalStorageDirectory()

+ File.separator

+ "Emmagee_TestResult_" + mDateTime + ".csv";

} else {

resultFilePath = getBaseContext().getFilesDir().getPath()

+ File.separator + "Emmagee_TestResult_" + mDateTime

+ ".csv";
}

try {

File resultFile = new File(resultFilePath);

resultFile.createNewFile();

out = new FileOutputStream(resultFile);

osw = new OutputStreamWriter(out, "UTF-8");

bw = new BufferedWriter(osw);

long totalMemorySize = memoryInfo.getTotalMemory();

String totalMemory = fomart.format((double) totalMemorySize / 1024);

bw.write("应用包名：," + packageName + "\r\n" + "应用名称: ," + processName

+ "\r\n" + "应用PID: ,"

+ pid

+ "\r\n"

+ "内存大小(MB)：,"

+ totalMemory.replaceAll(",", "")// 1,980MB-->1980MB

+ "MB\r\n" + "CPU型号：," + cpuInfo.getCpuName() + "\r\n"

+ "系统版本：," + memoryInfo.getSDKVersion() + "\r\n" + "手机型号：,"

+ memoryInfo.getPhoneType() + "\r\n" + "UID：," + uid

+ "\r\n" + "启动时间:," + START_TIME + "\r\n");


bw.write("时间" + "," + "应用占用内存PSS(MB)" + "," + "应用占用内存比(%)" + ","

+ " 机器剩余内存(MB)" + "," + "应用占用CPU率(%)" + "," + "CPU总使用率(%)"

+ "," + "流量(KB)" + "," + "电量(%)" + "," + "电流(mA)" + ","

+ "温度(C)" + "," + "电压(V)" + "\r\n");


} catch (IOException e) {

Log.e(LOG_TAG, e.getMessage());
}
	}

	/**
     * create a floating window to show real-time 
data.
     */
	private 
void createFloatingWindow() {

SharedPreferences shared = getSharedPreferences("float_flag",

Activity.MODE_PRIVATE);

SharedPreferences.Editor editor = shared.edit();

editor.putInt("float", 1);

editor.commit();

windowManager = (WindowManager) getApplicationContext()

.getSystemService("window");

wmParams = ((MyApplication) getApplication()).getMywmParams();

wmParams.type = 2002;

wmParams.flags |= 8;

wmParams.gravity = Gravity.LEFT | Gravity.TOP;

wmParams.x = 0;

wmParams.y = 0;

wmParams.width = WindowManager.LayoutParams.WRAP_CONTENT;

wmParams.height = WindowManager.LayoutParams.WRAP_CONTENT;

wmParams.format = 1;

windowManager.addView(viFloatingWindow, wmParams);

viFloatingWindow.setOnTouchListener(new OnTouchListener() {

public boolean onTouch(View v, MotionEvent event) {

x = event.getRawX();

y = event.getRawY() - 25;

switch (event.getAction()) {

case MotionEvent.ACTION_DOWN:

startX = x;

startY = y;

mTouchStartX = event.getX();

mTouchStartY = event.getY();

Log.d("startP", "startX" + mTouchStartX + "====startY"

+ mTouchStartY);

break;

case MotionEvent.ACTION_MOVE:

updateViewPosition();

break;


case MotionEvent.ACTION_UP:

updateViewPosition();
// showImg();

mTouchStartX = mTouchStartY = 0;

break;
}

return true;
}
});


btnWifi.setOnClickListener(new OnClickListener() {
@Override

public void onClick(View v) {

try {

btnWifi = (Button) viFloatingWindow.findViewById(R.id.wifi);

String buttonText = (String) btnWifi.getText();

String wifiText = getResources().getString(

R.string.openwifi);

if (buttonText.equals(wifiText)) {

wifiManager.setWifiEnabled(true);

btnWifi.setText(R.string.closewifi);

} else {

wifiManager.setWifiEnabled(false);

btnWifi.setText(R.string.openwifi);
}

} catch (Exception e) {

Toast.makeText(viFloatingWindow.getContext(), "操作wifi失败",

Toast.LENGTH_LONG).show();

Log.e(LOG_TAG, e.toString());
}
}
});
	}

	// /**
	// * show the image.
	// */
	// private void showImg() {
	// if (Math.abs(x - startX) < 1.5 && Math.abs(y - startY) 
< 1.5 &&
	// !btnStop.isShown()) {
	// btnStop.setVisibility(View.VISIBLE);
	// } else if (btnStop.isShown()) {
	// btnStop.setVisibility(View.GONE);
	// }
	// }

	private 
Runnable task = new Runnable() {


public void run() {

if (!isServiceStop) {

dataRefresh();

handler.postDelayed(this, delaytime);

if (isFloating) {

windowManager.updateViewLayout(viFloatingWindow, wmParams);
}
// get app start time from logcat on every task running

getStartTimeFromLogcat();

} else {

Intent intent = new Intent();

intent.putExtra("isServiceStop", true);

intent.setAction("com.netease.action.emmageeService");

sendBroadcast(intent);

stopSelf();
}
}
	};

	/**
     * Try to get start time from 
logcat.
     */
	private 
void getStartTimeFromLogcat() {

if (!isGetStartTime || getStartTimeCount >= MAX_START_TIME_COUNT) {

return;
}

try {
// filter logcat by Tag:ActivityManager and Level:Info

String logcatCommand = "logcat -v time -d ActivityManager:I *:S";

Process process = Runtime.getRuntime().exec(logcatCommand);

BufferedReader bufferedReader = new BufferedReader(

new InputStreamReader(process.getInputStream()));

StringBuilder strBuilder = new StringBuilder();

String line = "";


while ((line = bufferedReader.readLine()) != null) {

strBuilder.append(line);

strBuilder.append("\r\n");

String regex = ".*Displayed.*" + startActivity

+ ".*\\+(.*)ms.*";

Log.d("my logs", regex);

if (line.matches(regex)) {

Log.w("my logs", line);

if (line.contains("total")) {

line = line.substring(0, line.indexOf("total"));
}

startTime = line.substring(line.lastIndexOf("+") + 1,

line.lastIndexOf("ms") + 2);

Toast.makeText(EmmageeService.this, "启动时间：" + startTime,

Toast.LENGTH_LONG).show();

isGetStartTime = false;

break;
}
}

getStartTimeCount++;
// Log.w("my logs", "Start Time Log：" + 
strBuilder.toString());

Log.w(LOG_TAG, "getStartCount：" + getStartTimeCount);

} catch (IOException e) {

Log.d(LOG_TAG, e.getMessage());
}
	}

	/**
     * refresh the performance data showing in 
floating window.
     * 
     * @throws FileNotFoundException
     * 
     * @throws IOException
     */
	private 
void dataRefresh() {

int pidMemory = memoryInfo.getPidMemorySize(pid, getBaseContext());

long freeMemory = memoryInfo.getFreeMemorySize(getBaseContext());

String freeMemoryKb = fomart.format((double) freeMemory / 1024);

String processMemory = fomart.format((double) pidMemory / 1024);

String currentBatt = String.valueOf(currentInfo.getCurrentValue());
// 异常数据过滤

Log.d("my logs-before", currentBatt);

try {

if (Math.abs(Double.parseDouble(currentBatt)) >= 500) {

currentBatt = "N/A";

} else {

currentBatt = currentBatt + "mA";
}

} catch (Exception e) {

currentBatt = "N/A";
}

Log.d("my logs-after", currentBatt);

ArrayList<String> processInfo = cpuInfo.getCpuRatioInfo(totalBatt,

currentBatt, temperature, voltage);

if (isFloating) {

String processCpuRatio = "0";

String totalCpuRatio = "0";

String trafficSize = "0";

int tempTraffic = 0;

double trafficMb = 0;

boolean isMb = false;

if (!processInfo.isEmpty()) {

processCpuRatio = processInfo.get(0);

totalCpuRatio = processInfo.get(1);

trafficSize = processInfo.get(2);

if (!("".equals(trafficSize)) && !("-1".equals(trafficSize))) {

tempTraffic = Integer.parseInt(trafficSize);

if (tempTraffic > 1024) {

isMb = true;

trafficMb = (double) tempTraffic / 1024;
}
}
// 如果cpu使用率存在且都不小于0，则输出

if (processCpuRatio != null && totalCpuRatio != null) {

txtUnusedMem.setText("应用/剩余内存:" + processMemory + "/"

+ freeMemoryKb + "MB");

txtTotalMem.setText("应用/总体CPU:" + processCpuRatio + "%/"

+ totalCpuRatio + "%");

String batt = "电流:" + currentBatt;

if ("-1".equals(trafficSize)) {

txtTraffic.setText(batt + ",流量:N/A");

} else if (isMb)

txtTraffic.setText(batt + ",流量:"

+ fomart.format(trafficMb) + "MB");
else

txtTraffic.setText(batt + ",流量:" + trafficSize + "KB");
}
// 当内存为0,and cpu使用率为0时则是被测应用退出

if ("0".equals(processMemory) && "0.00".equals(processCpuRatio)) {

closeOpenedStream();

isServiceStop = true;

return;
}
}

}
	}

	/**
     * update the position of floating 
window.
     */
	private 
void updateViewPosition() {

wmParams.x = (int) (x - mTouchStartX);

wmParams.y = (int) (y - mTouchStartY);

windowManager.updateViewLayout(viFloatingWindow, wmParams);
	}

	/**
     * close all opened stream.
     */
	public 
static void closeOpenedStream() {

try {

if (bw != null) {
// 
bw.write("注释:已知部分不支持的机型可在此查阅:https://github.com/NetEase/Emmagee/wiki/Some-devices-are-not-supported 
\r\n");

bw.write("N/A:表示不支持或者数据异常\r\n");

bw.write("电流:小于0是放电大于0是充电\r\n启动时间:为空是应用已启动或者未搜集到启动时间\r\n");


bw.close();
}

if (osw != null)

osw.close();

if (out != null)

out.close();

} catch (Exception e) {

Log.d(LOG_TAG, e.getMessage());
}
	}

	@Override
	public 
void onDestroy() {

Log.i(LOG_TAG, "onDestroy");

if (windowManager != null)

windowManager.removeView(viFloatingWindow);

handler.removeCallbacks(task);

closeOpenedStream();

// replace the start time in file


if (!"".equals(startTime)) {
// START_TIME = "#startTime"

replaceFileString(resultFilePath, START_TIME, "启动时间:" + startTime

+ "\r\n");

} else {

replaceFileString(resultFilePath, START_TIME, "N/A");
}

isStop = true;

unregisterReceiver(batteryBroadcast);


boolean isSendMailSuccessfully = false;

boolean isUploadServerSuccessfully = false;
// 
http://10.125.1.58:88/perf.html?run_stamp=20140522154031
// 
http://10.125.1.58:88/img/Emmagee_TestResult_20140522104413.csv


String attach_url = Const.serverUrl

+ resultFilePath.substring(resultFilePath.lastIndexOf("_") + 1,

resultFilePath.indexOf(".csv"));


try {

FileUpload up = new FileUpload();


isUploadServerSuccessfully = up.send(Const.uploadServerUrl,

resultFilePath);


isSendMailSuccessfully = MailSender.sendTextMail(sender,

des.decrypt(password), smtp,

"Emmagee Performance Test Report", "Performance Report: "

+ attach_url + "\nCSV Data See attachment:",

resultFilePath, receivers);


} catch (Exception e) {

isSendMailSuccessfully = false;
}


if (isUploadServerSuccessfully) {

Toast.makeText(this, "测试结果报表上传服务器:" + Const.uploadServerUrl,

Toast.LENGTH_LONG).show();

} else {

Toast.makeText(this,

"测试结果未成功上传服务器，结果保存在:" + EmmageeService.resultFilePath,

Toast.LENGTH_LONG).show();
}


if (isSendMailSuccessfully) {

Toast.makeText(this, "测试结果报表已发送至邮箱:" + recipients,

Toast.LENGTH_LONG).show();

} else {

Toast.makeText(this,

"测试结果未成功发送至邮箱，结果保存在:" + EmmageeService.resultFilePath,

Toast.LENGTH_LONG).show();
}

super.onDestroy();

stopForeground(true);
	}

	/**
     * Replaces all matches for replaceType 
within this replaceString in file on
     * the filePath
     * 
     * @param filePath
     * @param replaceType
     * @param replaceString
     */
	private 
void replaceFileString(String filePath, String replaceType,

String replaceString) {

try {

File file = new File(filePath);

BufferedReader reader = new BufferedReader(new FileReader(file));

String line = "", oldtext = "";

while ((line = reader.readLine()) != null) {

oldtext += line + "\r\n";
}

reader.close();
// replace a word in a file

String newtext = oldtext.replaceAll(replaceType, replaceString);

BufferedWriter writer = new BufferedWriter(new OutputStreamWriter(

new FileOutputStream(filePath), "UTF-8"));

writer.write(newtext);

writer.close();

} catch (IOException e) {

Log.d(LOG_TAG, e.getMessage());
}
	}

	@Override
	public 
IBinder onBind(Intent intent) {

return null;
	}
}

http://10.125.1.58:8888/ReportServlet/csv?run_stamp=20140523010348&callback=jsonp

/**

* CSVFileIO.java

* universsky.ct.result

* ReportServlet

package universsky.ct.result;

import java.io.FileNotFoundException;

import java.io.IOException;

import java.nio.charset.Charset;

import java.util.ArrayList;

import java.util.HashMap;

import java.util.List;

import com.csvreader.CsvReader;

import com.csvreader.CsvWriter;

/**

* @author 东海陈光剑 2014年5月22日下午2:41:20

public class CSVFileIO {

/**

* @param args

public static void main(String[] args) {

String run_stamp = "20140522154031";

CSVFileIO csv = new CSVFileIO();

List<HashMap<String, ArrayList<String>>> result = csv.query(run_stamp);

System.out.println(result);

}

public List<HashMap<String, ArrayList<String>>> query(String run_stamp) {

List<HashMap<String, ArrayList<String>>> result = new ArrayList<HashMap<String, ArrayList<String>>>();

String csvFilePath = "C:\\autoTest\\httpd\\htdocs\\img\\Emmagee_TestResult_"

+ run_stamp + ".csv";

ArrayList<String[]> csvList = new ArrayList<String[]>(); // 用来保存数据

try {

CsvReader reader = new CsvReader(csvFilePath, ‘,‘,

Charset.forName("UTF-8")); // 编码读

// reader.readHeaders(); // 跳过表头如果需要表头的话，不要写这句。

while (reader.readRecord()) { // 逐行读入除表头的数据

csvList.add(reader.getValues());

}

reader.close();

} catch (Exception e) {

e.printStackTrace();

}

HashMap<String, ArrayList<String>> DCMap = new HashMap<String, ArrayList<String>>();

ArrayList<String> package_name = new ArrayList<String>();

package_name.add(csvList.get(0)[1]);

DCMap.put("package_name", package_name);

ArrayList<String> app_name = new ArrayList<String>();

app_name.add(csvList.get(1)[1]);

DCMap.put("app_name", app_name);

ArrayList<String> pid = new ArrayList<String>();

pid.add(csvList.get(2)[1]);

DCMap.put("pid", pid);

ArrayList<String> mem = new ArrayList<String>();

mem.add(csvList.get(3)[1]);

DCMap.put("mem", mem);

ArrayList<String> cpu_type = new ArrayList<String>();

cpu_type.add(csvList.get(4)[1]);

DCMap.put("cpu_type", cpu_type);

ArrayList<String> sys_version = new ArrayList<String>();

sys_version.add(csvList.get(5)[1]);

DCMap.put("sys_version", sys_version);

ArrayList<String> mobile_type = new ArrayList<String>();

mobile_type.add(csvList.get(6)[1]);

DCMap.put("mobile_type", mobile_type);

ArrayList<String> uid = new ArrayList<String>();

uid.add(csvList.get(7)[1]);

DCMap.put("uid", uid);

ArrayList<String> start_time = new ArrayList<String>();

start_time.add(csvList.get(8)[1]);

DCMap.put("start_time", start_time);

// //////////////////////////////////////////////////////

int L = csvList.size();

ArrayList<String> time = new ArrayList<String>();