示例#1
0
        static void Main(string[] args)
        {
            int len_hours = 1000 ; //24 *60* 30;
            int[] windows = {60} ;// {  600, 24*60, 7*24*60};
            int[] chunkSizes = { 4*1024*1024, 1024 * 1024, 100*1024, 10 * 1024, 1024 };
            LocationInfo li = new LocationInfo("testdrive", "zRTT++dVryOWXJyAM7NM0TuQcu0Y23BgCQfkt7xh2f/Mm+r6c8/XtPTY0xxaF6tPSACJiuACsjotDeNIVyXM8Q==", SynchronizerType.Azure);
            string mdServer="http://scspc417.cs.uwaterloo.ca:23456/TrustedServer/";
            int numberOfStreams = 1; // 10 homes
            int numberOfExperimentRepetitions = 1;
           

           foreach (int window in windows)
           {
               foreach (int chunkSize in chunkSizes)
               {
                   
                   DNW dnwt = new DNW(numberOfStreams, window, li, mdServer, chunkSize);
                   for (int i = 1; i <= len_hours; i++)
                   {
                       dnwt.ReadObject();
                   }
                   dnwt.Finish();
                   

                   List<long> timeTakenForRemoteRead = new List<long>();
                   long dataDownloaded=0;
                   for (int repeat = 1; repeat <= numberOfExperimentRepetitions; repeat++)
                   {
                       //lets clean up everything. as if we're the reader located in a different home.
                       for (int i = 1; i <= numberOfStreams; i++)
                       {
                           Directory.Delete(dnwt.fqprefix + "-" + window + "-" + i, true);
                       }

                       timeTakenForRemoteRead.Add(dnwt.RemoteMatch(null));
                       for (int i = 1; i <= numberOfStreams; i++)
                       {
                           dataDownloaded += GetDirectorySize(dnwt.fqprefix + "-" + window + "-" + i+"/");
                       }
                       
                   }

                   //of the data downloaded, the amount of used for answering the query is 29689 per home
                   //i.e. size of the stream on disk when len_hours=window size=60
                   //and for window size of 600 it is 293207 per home

                   long dataused=0;
                   if (window == 60)
                       dataused = 29689;
                   if (window == 600)
                       dataused = 293207;

                   using (StreamWriter writer = File.AppendText("results.txt"))
                       writer.Write(window + "," + numberOfStreams + "," + chunkSize + "," + ListExtensions.Mean(timeTakenForRemoteRead) + "," + ListExtensions.StandardDeviation(timeTakenForRemoteRead) + "," + dataDownloaded + "," +dataused+"\n");
                   Console.WriteLine(window + "," + numberOfStreams + "," + chunkSize + "," + ListExtensions.Mean(timeTakenForRemoteRead) + "," + ListExtensions.StandardDeviation(timeTakenForRemoteRead) +","+dataDownloaded+","+dataused+ "\n");

               }
           }

        }
        public NaivePreHeat_remoteread(string dataFilePath, int K, string outputFilePath, int chunkSize, string mdserver, LocationInfo li, int endSlotIndex )
        {
            this.dataFilePath = dataFilePath;
            occupancyKey = new StrKey("occupancy");
            random = new Random();
            this.constK = K;
            this.outputFilePath = outputFilePath;
            this.chunkSize = chunkSize;
            this.mdserver = mdserver;
            this.li = li;

            int slotIndex = 0;
            StreamFactory streamFactory = StreamFactory.Instance;
            FqStreamID fq_sid = new FqStreamID(fqsidprefix + chunkSize, "A", "TestBS");
            CallerInfo ci = new CallerInfo(null, "A", "A", 1);
            streamFactory.deleteStream(fq_sid, ci);
            IStream occupancyGroundTruthStream = streamFactory.openValueDataStream<StrKey, ByteValue>(fq_sid, ci, li, StreamFactory.StreamSecurityType.Plain, CompressionType.None, StreamFactory.StreamOp.Write, mdserver, chunkSize, 1, new Logger());
            while (true)
            {
                occupancyGroundTruthStream.Append(occupancyKey, new ByteValue(BitConverter.GetBytes(random.Next(2))), slotIndexBase + slotIndex);
                slotIndex++;
                if (slotIndex == endSlotIndex)
                    break;
            }
            occupancyGroundTruthStream.Close();
            

        }
 public void Setup()
 {
     k1 = new StrKey("k1");
     k2 = new StrKey("k2");
     string AzureaccountName = "testdrive";
     string AzureaccountKey = "zRTT++dVryOWXJyAM7NM0TuQcu0Y23BgCQfkt7xh2f/Mm+r6c8/XtPTY0xxaF6tPSACJiuACsjotDeNIVyXM8Q==";
     locationInfo = new LocationInfo(AzureaccountName, AzureaccountKey, SynchronizerType.Azure);
 }
示例#4
0
 public void Setup()
 {
     k1 = new StrKey("k1");
     k2 = new StrKey("k2");
     string AzureaccountName = "msrlot";
     string AzureaccountKey = "wC3ou+VLBTu8ryKbsiSMtsIIHIpxGSIAWA0NtK58da2wELQ+USgYQwmVMtyq/p8ILsuZc8TiLeHBjaPI+a3A2Q==";
     locationInfo = new LocationInfo(AzureaccountName, AzureaccountKey, SynchronizerType.Azure);
 }
示例#5
0
         public void ExportData(bool remote, DateTime dtbegin, DateTime dtend, String outputFileName)
        {
             //read the settings
            string accountName = ConfigurationManager.AppSettings.Get("AccountName");
            string accountKey = ConfigurationManager.AppSettings.Get("AccountSharedKey");
            string homeId = ConfigurationManager.AppSettings.Get("HomeId");
            string appId = ConfigurationManager.AppSettings.Get("AppId");
            string streamId = ConfigurationManager.AppSettings.Get("StreamId");

            IStream datastream;
            FileStream fs = new FileStream(outputFileName, FileMode.Append);
            StreamWriter swOut = new StreamWriter(fs);

           StreamFactory sf = StreamFactory.Instance;

            CallerInfo ci = new CallerInfo(null, appId, appId, 0);
            FqStreamID fq_sid = new FqStreamID(homeId, appId, streamId);
            if (remote)
            {
                LocationInfo li = new LocationInfo(accountName, accountKey, SynchronizerType.Azure);
                datastream = sf.openValueDataStream<StrKey, StrValue>
                    (fq_sid, ci, li, StreamFactory.StreamSecurityType.Plain, CompressionType.None, StreamFactory.StreamOp.Read,
                    null, 4*1024*1024, 1, null, true);
            }
            else
            {
                datastream = sf.openValueDataStream<StrKey, StrValue>
                    (fq_sid, ci, null, StreamFactory.StreamSecurityType.Plain, CompressionType.None, StreamFactory.StreamOp.Read, 
                     null,  4*1024*1024, 1, null);
            }

         
            DateTime dtbeginutc = dtbegin.ToUniversalTime();
            DateTime dtendutc = dtend.ToUniversalTime();

//            StrKey tmpKey = new StrKey("envih1:sensormultilevel:");
    
            HashSet<IKey> keys = datastream.GetKeys(null, null);
            foreach (IKey key in keys)
            {
               // IEnumerable<IDataItem> dataItemEnum = datastream.GetAll(key);
               //                                                dtendutc.Ticks);
                IEnumerable<IDataItem> dataItemEnum = datastream.GetAll(key,
                                                                            dtbeginutc.Ticks,
                                                                            dtendutc.Ticks);
                if (dataItemEnum != null)
                {
                    foreach (IDataItem di in dataItemEnum)
                    {
                        DateTime ts = new DateTime(di.GetTimestamp());
                        swOut.WriteLine(key + ", " + ts.ToLocalTime() + ", " + di.GetVal().ToString());
                    }
                }
           }

            datastream.Close();
            swOut.Close();
        }
示例#6
0
        public Export(bool remote)
        {
            IStream datastream;

            string accountName = ConfigurationManager.AppSettings.Get("AccountName");
            string accountKey = ConfigurationManager.AppSettings.Get("AccountSharedKey");
            string homeId = ConfigurationManager.AppSettings.Get("HomeId");
            string appId = ConfigurationManager.AppSettings.Get("AppId");
            string streamId = ConfigurationManager.AppSettings.Get("StreamId");

            StreamFactory sf = StreamFactory.Instance;

            CallerInfo ci = new CallerInfo(null, appId, appId, 0);
            FqStreamID fq_sid = new FqStreamID(homeId, appId, streamId);
            if (remote)
            {
                LocationInfo li = new LocationInfo(accountName, accountKey, SynchronizerType.Azure);
                datastream = sf.openValueDataStream<StrKey, StrValue>
                    (fq_sid, ci, li, StreamFactory.StreamSecurityType.Plain, CompressionType.None, StreamFactory.StreamOp.Read,
                    null, 4*1024*1024, 1, null, true);
            }
            else
            {
                datastream = sf.openValueDataStream<StrKey, StrValue>
                    (fq_sid, ci, null, StreamFactory.StreamSecurityType.Plain, CompressionType.None, StreamFactory.StreamOp.Read, 
                     null,  4*1024*1024, 1, null);
            }

            /*
            StrKey key = new StrKey("foo");
            if (datastream != null)
            {
                datastream.Append(key, new StrValue("bar"));
                datastream.Append(key, new StrValue("baz"));
            }
             * */

            HashSet<IKey> keys = datastream.GetKeys(null, null);
            foreach (IKey key in keys)
            {
                IEnumerable<IDataItem> dataItemEnum = datastream.GetAll(key);
                foreach (IDataItem di in dataItemEnum)
                {
                    try
                    {
                        DateTime ts = new DateTime(di.GetTimestamp());
                        Console.WriteLine(key + ", " + ts + ", " + di.GetVal().ToString());
                    }
                    catch (Exception e)
                    {
                        Console.Error.Write(e.StackTrace);
                    }
                }
            }

            datastream.Close();
        }
 public void Setup()
 {
     k1 = new StrKey("k1");
     k2 = new StrKey("k2");
     string AzureaccountName = "testdrive";
     string AzureaccountKey = "zRTT++dVryOWXJyAM7NM0TuQcu0Y23BgCQfkt7xh2f/Mm+r6c8/XtPTY0xxaF6tPSACJiuACsjotDeNIVyXM8Q==";
     locationInfo = new LocationInfo(AzureaccountName, AzureaccountKey, SynchronizerType.Azure);
     streamID = new FqStreamID("99-a2000", "A0", "TestDS");
     callerInfo = new CallerInfo(null, "A0", "A0", 1);
     streamSecurityType = StreamFactory.StreamSecurityType.Plain;
     streamFactory = StreamFactory.Instance;
 }
示例#8
0
 public void Setup()
 {
     k1 = new StrKey("k1");
     k2 = new StrKey("k2");
     string AzureaccountName = "msrlot";
     string AzureaccountKey = "wC3ou+VLBTu8ryKbsiSMtsIIHIpxGSIAWA0NtK58da2wELQ+USgYQwmVMtyq/p8ILsuZc8TiLeHBjaPI+a3A2Q==";
     locationInfo = new LocationInfo(AzureaccountName, AzureaccountKey, SynchronizerType.Azure);
     streamID = new FqStreamID("99-a2000", "A0", "TestDS");
     callerInfo = new CallerInfo(null, "A0", "A0", 1);
     streamSecurityType = StreamFactory.StreamSecurityType.Plain;
     streamFactory = StreamFactory.Instance;
 }
示例#9
0
        private static void UploadDataAsStreams(int UploadCount)
        {
            string directory = @"..\\..\\data\\meter-data";
            int count = 0;

            Dictionary<DateTime, double> ts_temperature = new Dictionary<DateTime, double>();
            StreamReader wfile = new System.IO.StreamReader(@"..\\..\\data\\weather.txt");
            string wline;
            while ((wline = wfile.ReadLine()) != null)
            {
                string[] words = wline.Split('\t');
                DateTime date = Convert.ToDateTime(words[4]);
                date = date.AddHours(Int32.Parse(words[5]));
                double temperature = Double.Parse(words[0]);
                ts_temperature[date] = temperature;
            }
            wfile.Close();


            foreach (string filePath in Directory.GetFiles(directory))
            {
                Console.WriteLine("file name:" + filePath);
                string line;
                System.IO.StreamReader file =   new System.IO.StreamReader(filePath);

                LocationInfo li = new LocationInfo(AzureaccountName, AzureaccountKey, SynchronizerType.Azure);

                FqStreamID fq_sid = new FqStreamID("crrealhome"+count, "A", "TestBS");
                CallerInfo ci = new CallerInfo(null, "A", "A", 1);

                StreamFactory sf = StreamFactory.Instance;
                sf.deleteStream(fq_sid, ci);
                IStream dfs_byte_val = sf.openValueDataStream<DoubleKey, ByteValue>(fq_sid, ci, li, StreamFactory.StreamSecurityType.Plain, CompressionType.None, StreamFactory.StreamOp.Write, mdserveraddress: mdServer, ChunkSizeForUpload: 4 * 1024 * 1024, ThreadPoolSize: 1, log: new Logger());

                
                while ((line = file.ReadLine()) != null)
                {
                    string[] words = line.Split('\t');
                    DateTime date = Convert.ToDateTime(words[0]);
                    date=date.AddHours(int.Parse(words[1])/100);
                    DoubleKey key = new DoubleKey(((int)(ts_temperature[date])));
                    dfs_byte_val.Append(key, new ByteValue(BitConverter.GetBytes(Double.Parse(words[2]))), DateTimeToUnixTimestamp(date));
                   // Console.WriteLine(DateTimeToUnixTimestamp(date) + "," + words[2]);
                }

                dfs_byte_val.Close();
                count++;
                if (count == UploadCount) 
                    break;
            }
        }
示例#10
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 public ISync CreateSynchronizer(LocationInfo Li, string container, Logger log, SynchronizeDirection syncDirection = SynchronizeDirection.Upload, CompressionType compressionType = CompressionType.None, int ChunkSizeForUpload = 4*1024*1024, int ThreadPoolSize =1 ,   EncryptionType encryptionType = EncryptionType.None , byte[] encryptionKey = null, byte[] initializationVector =null)
 {
     ISync isync = null;
     switch (Li.st)
     {
         case SynchronizerType.Azure:
             isync = CreateAzureSynchronizer(new RemoteInfo(Li.accountName, Li.accountKey), container, log, syncDirection, compressionType, ChunkSizeForUpload, ThreadPoolSize, encryptionType, encryptionKey, initializationVector);
             break;
         case SynchronizerType.AmazonS3:
             isync = CreateAmazonS3Synchronizer(new RemoteInfo(Li.accountName, Li.accountKey), container, log, syncDirection, compressionType, ChunkSizeForUpload, ThreadPoolSize, encryptionType, encryptionKey, initializationVector);
             break;
         default:
             isync = null;
             break;
     }
     return isync;
 }
示例#11
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        public DNW(int numberOfStreams, int window, LocationInfo li, string mdserver, int chunkSize)
        {
            this.li = li;
            this.numberOfStreams = numberOfStreams;
            this.window = window;
            this.count = 0;
            this.mdServer = mdserver;
            this.chunkSize = chunkSize;
            StreamFactory streamFactory = StreamFactory.Instance;
            CallerInfo ci = new CallerInfo(null, "A", "A", 1);
            dataStreams = new List<IStream>();

            for (int i = 1; i <= numberOfStreams; i++)
            {
                FqStreamID fq_sid = new FqStreamID(fqprefix + "-"+window + "-" + i + "/" + numberOfStreams + "-" + chunkSize, "A", "TestBS");
                streamFactory.deleteStream(fq_sid, ci);
                dataStreams.Add(streamFactory.openValueDataStream<StrKey, ByteValue>(fq_sid, ci, li, StreamFactory.StreamSecurityType.Plain, CompressionType.None, StreamFactory.StreamOp.Write, mdserveraddress: mdServer, ChunkSizeForUpload: chunkSize, ThreadPoolSize: 1, log: new Logger()));
            }

        }
示例#12
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文件: Logger.cs 项目: RBSystems/LoT
        /// <summary>
        /// This function will throw an exception if the log is non-rotating and if the container name does meet the following constraints:
        /// 1. Container names must start with a letter or number, and can contain only letters, numbers, and the dash (-) character.
        /// 2. Every dash (-) character must be immediately preceded and followed by a letter or number; consecutive dashes are not permitted in container names.
        /// 3. All letters in a container name must be lowercase.
        /// 4. Container names must be from 3 through 63 characters long
        /// </summary>
        /// <param name="accountName"></param>
        /// <param name="accountKey"></param>
        /// <param name="containerName"></param>
        public void InitSyncing(string accountName, string accountKey, string containerName)
        {
            if (!IsRotatingLog)
            {
                throw new Exception("Cannot sync a non-rotating log");
            }

            //the code below could throw an exception if containerName does not meet the restrictions
            var locationInfo = new Bolt.DataStore.LocationInfo(accountName, accountKey, Bolt.DataStore.SynchronizerType.Azure);

            try
            {
                synchronizer = Bolt.DataStore.SyncFactory.Instance.CreateLogSynchronizer(locationInfo, containerName);
                synchronizer.SetLocalSource(archivingDirectory);

                //lets sync for starters, in case there are leftover logs from last time
                SafeThread worker = new SafeThread(delegate() { synchronizer.Sync(); }, "init log syncing", this);
                worker.Start();
            }
            catch (System.FormatException ex1)
            {
                Log("ERROR: Could not start log syncing. The Azure account key may be wrong \n {0}", ex1.ToString());
            }
            catch (System.Runtime.InteropServices.COMException ex2)
            {
                Log("ERROR: Could not start log syncing. It appears that the Sync Framework v2.1 x86 version is not installed. Make sure that no other version is present. \n {0}", ex2.ToString());
            }
            catch (Microsoft.WindowsAzure.StorageClient.StorageServerException ex3)
            {
                Log("ERROR: Could not start log syncing. The Azure account name may be wrong.\n {0}", ex3.ToString());
            }
            catch (Microsoft.WindowsAzure.StorageClient.StorageClientException ex3)
            {
                Log("ERROR: Could not start log syncing. The Azure account key may be wrong.\n {0}", ex3.ToString());
            }
            catch (Exception ex3)
            {
                Log("Got unknown exception while starting log syncing.\n {0}", ex3.ToString());
            }
        }
示例#13
0
        public async Task SetupDataStream(bool remote, string accountName, string accountKey, string homeId, string appId, string streamId)
        {

            StreamFactory sf = StreamFactory.Instance;

            CallerInfo ci = new CallerInfo(null, appId, appId, 0);
            FqStreamID fq_sid = new FqStreamID(homeId, appId, streamId);
            if (remote)
            {
                LocationInfo li = new LocationInfo(accountName, accountKey, SynchronizerType.Azure);
                datastream = await Task.Run(() => sf.openValueDataStream<StrKey, StrValue>
                    (fq_sid, ci, li, StreamFactory.StreamSecurityType.Plain, CompressionType.None, StreamFactory.StreamOp.Read,
                    null, 4 * 1024 * 1024, 1, null, true));
            }
            else
            {
                datastream = await Task.Run(() => sf.openValueDataStream<StrKey, StrValue>
                    (fq_sid, ci, null, StreamFactory.StreamSecurityType.Plain, CompressionType.None, StreamFactory.StreamOp.Read,
                     null, 4 * 1024 * 1024, 1, null));
            }
    
        }
示例#14
0
 protected void CreateSync(SynchronizeDirection dir)
 {
     // Create Synchronizer
     if (account.location == "None")
     {
         synchronizer = null;
     }
     else if (streamtype == StreamFactory.StreamSecurityType.Secure)
     {
         LocationInfo Li = new LocationInfo(account.accountName, account.accountKey, SyncFactory.GetSynchronizerType(account.location));
         synchronizer = SyncFactory.Instance.CreateSynchronizer(Li, streamid.ToString().Replace('/', '-').ToLower() + "-" + seq_num, logger, dir, streamcompressiontype, this.StreamChunkSizeForUpload, this.StreamThreadPoolSize, EncryptionType.AES, acl_md.encKey, acl_md.IV);
         synchronizer.SetLocalSource(targetDir);
         synchronizer.SetIndexFileName(IndexFileName);
         synchronizer.SetDataFileName(DataLogFileName);
     }
     else
     {
         LocationInfo Li = new LocationInfo(account.accountName, account.accountKey, SyncFactory.GetSynchronizerType(account.location));
         synchronizer = SyncFactory.Instance.CreateSynchronizer(Li, streamid.ToString().Replace('/', '-').ToLower() + "-" + seq_num, logger, dir, streamcompressiontype, this.StreamChunkSizeForUpload, this.StreamThreadPoolSize);
         synchronizer.SetLocalSource(targetDir);
         synchronizer.SetIndexFileName(IndexFileName);
         synchronizer.SetDataFileName(DataLogFileName);
     }
 }
示例#15
0
 /* syncIntervalSec:
  *   -ve ==> don't sync on writes;  only sync on close.
  *   0   ==> sync on every write
  *   +ve ==> sync every x seconds
  *
  * Throws System.Exception e.g., on network disconnection for remote streams. Catch in Caller.
  */
 public IStream openFileDataStream <KeyType>(FqStreamID FQSID,
                                             CallerInfo Ci,
                                             LocationInfo Li,
                                             StreamFactory.StreamSecurityType type,
                                             CompressionType ctype,
                                             StreamFactory.StreamOp op,
                                             string mdserveraddress = null,
                                             int ChunkSizeForUpload = 4 *1024 *1024,
                                             int ThreadPoolSize     = 1,
                                             Logger log             = null,
                                             bool sideload          = false,
                                             int syncIntervalSec    = -1)
     where KeyType : IKey, new()
 {
     if (Li == null)
     {
         Li = new LocationInfo("", "", SynchronizerType.None);
     }
     return(new MetaStream <KeyType, ByteValue>(FQSID, Ci, Li,
                                                op, type, ctype, StreamDataType.Files,
                                                syncIntervalSec, mdserveraddress,
                                                ChunkSizeForUpload, ThreadPoolSize,
                                                log, sideload));
 }
示例#16
0
        static void Main(string[] args)
        {
            int len =960 + 95;//11 days
            string outputFile;
            string mdServer = "http://scspc417.cs.uwaterloo.ca:23456/TrustedServer/";
            outputFile = ".\\optimal-remoteread";
            LocationInfo li = new LocationInfo("testdrive", "zRTT++dVryOWXJyAM7NM0TuQcu0Y23BgCQfkt7xh2f/Mm+r6c8/XtPTY0xxaF6tPSACJiuACsjotDeNIVyXM8Q==", SynchronizerType.Azure);

            int[] chunkSizes = {960, 480, 320,240,160,120,60,30,20,10};
            
            
            foreach (int chunk in chunkSizes)
            {
                NaivePreHeat_remoteread preheat = new NaivePreHeat_remoteread(null, 5, outputFile, chunk, mdServer , li, len);
                List<long> r= new List<long>();

                for (int i = 1; i <= 10; i++)
                {
                    r.Add(preheat.PredictOccupancy(960, len).ElementAt(0).getVal());// 11th day
                }
                long mean = ListExtensions.Mean(r);
                double std = ListExtensions.StandardDeviation(r);
                
                StreamWriter results;
                using (results = File.AppendText("avg-ret-time-chunksize.txt"))
                    results.WriteLine("{0} {1} {2}", chunk, mean, std);
            }

           

            /*
            outputFile = ".\\smart";
            SmartPreHeat spreheat = new SmartPreHeat(null, 5, outputFile);
            spreheat.PredictOccupancy(0, len);

            CreateDayMax(outputFile, 3);
            CreateDayMax(outputFile, 4);
            CreateDayMax(outputFile, 5);


            outputFile = ".\\optimal";
            OptimalPreHeat preheat = new OptimalPreHeat(null, 5, outputFile);
            preheat.PredictOccupancy(0, len);

            CreateDayMax(outputFile, 3);
            CreateDayMax(outputFile, 4);
            CreateDayMax(outputFile, 5);


            outputFile = ".\\naive";
            NaivePreHeat npreheat = new NaivePreHeat(null, 5, outputFile);
            npreheat.PredictOccupancy(0, len);

            CreateDayMax(outputFile, 3);
            CreateDayMax(outputFile, 4);
            CreateDayMax(outputFile, 5);

            */
            
            

        }
示例#17
0
 ////////////////////////////////////////////////////////////////////////////////
 // Legacy Comaptibility Calls
 //  - depricated (uses sync framework)
 //  - do not use unless you know what you are doing
 ////////////////////////////////////////////////////////////////////////////////
 public ISync CreateLogSynchronizer(LocationInfo Li, string container)
 {
     ISync isync = null;
     switch (Li.st)
     {
         case SynchronizerType.Azure:
             isync = new HDS.AzureSynchronizer(new RemoteInfo(Li.accountName, Li.accountKey), container, SynchronizeDirection.Upload);
             break;
         default:
             isync = null;
             break;
     }
     return isync;
 }
示例#18
0
        private static long RemoteRead(int numberOfHomes, DateTime start, DateTime end, string tag)
        {
            Dictionary<int, List<double>> temp_energy_allhomes= new Dictionary<int,List<double>>();
            Dictionary<int, List<double>> temp_energy_home;
            long retVal=0;

                for(int i = 0 ; i <numberOfHomes ; i++)
                {
                    temp_energy_home = new Dictionary<int,List<double>>();

                    long start_ticks = DateTime.Now.Ticks;
                    for(int temp = -30 ; temp <=40 ; temp++)
                    {
                    string AzureaccountName = "testdrive";
                    string AzureaccountKey = "zRTT++dVryOWXJyAM7NM0TuQcu0Y23BgCQfkt7xh2f/Mm+r6c8/XtPTY0xxaF6tPSACJiuACsjotDeNIVyXM8Q==";
                    LocationInfo li = new LocationInfo(AzureaccountName, AzureaccountKey, SynchronizerType.Azure);
                    FqStreamID fq_sid = new FqStreamID("realhome"+i, "A", "TestBS");
                    CallerInfo ci = new CallerInfo(null, "A", "A", 1);
                    StreamFactory sf = StreamFactory.Instance;
                    IStream dfs_byte_val = sf.openFileStream<DoubleKey, ByteValue>(fq_sid, ci, li,  StreamFactory.StreamSecurityType.Plain, CompressionType.None,StreamFactory.StreamOp.Read, mdServer, 4*1024*1024, 1, new Logger());

                    IEnumerable<IDataItem> vals = dfs_byte_val.GetAll(new DoubleKey(temp),DateTimeToUnixTimestamp(start), DateTimeToUnixTimestamp(end));

                        foreach(IDataItem val in vals)
                        {
                            temp_energy_home[temp].Add(BitConverter.ToDouble(val.GetVal().GetBytes(), 0));
                            temp_energy_allhomes[temp].Add(BitConverter.ToDouble(val.GetVal().GetBytes(), 0));
                        }
                    }
                    long end_ticks = DateTime.Now.Ticks;
                    retVal+=end_ticks - start_ticks;

                    WriteToFile(".\\result-realhome-" + i + "-n-" + numberOfHomes + "-" + tag, temp_energy_home);
                }
                WriteToFile(".\\result-allhomes-n-" + numberOfHomes + "-" + tag, temp_energy_allhomes);
                return retVal;
        }
示例#19
0
        private static void UploadDataAsStreams()
        {
            string directory = "D:\\data-hds\\data-hds";
            int count = 0;
            int UploadCount = 300;

            Dictionary<DateTime, double> ts_temperature = new Dictionary<DateTime, double>();
            StreamReader wfile = new System.IO.StreamReader(@"..\\..\\data\\weather.txt");
            string wline;
            while ((wline = wfile.ReadLine()) != null)
            {
                string[] words = wline.Split('\t');
                DateTime date = Convert.ToDateTime(words[4]);
                date = date.AddHours(Int32.Parse(words[5]));
                double temperature = Double.Parse(words[0]);
                ts_temperature[date] = temperature;
            }
            wfile.Close();

            foreach (string filePath in Directory.GetFiles(directory))
            {
                Console.WriteLine("file name:" + filePath);
                string line;
                System.IO.StreamReader file =   new System.IO.StreamReader(filePath);

                string AzureaccountName = "testdrive";
                string AzureaccountKey = "zRTT++dVryOWXJyAM7NM0TuQcu0Y23BgCQfkt7xh2f/Mm+r6c8/XtPTY0xxaF6tPSACJiuACsjotDeNIVyXM8Q==";
                LocationInfo li = new LocationInfo(AzureaccountName, AzureaccountKey, SynchronizerType.Azure);

                FqStreamID fq_sid = new FqStreamID("realhome"+count, "A", "TestBS");
                CallerInfo ci = new CallerInfo(null, "A", "A", 1);

                StreamFactory sf = StreamFactory.Instance;
                sf.deleteStream(fq_sid, ci);
                IStream dfs_byte_val = sf.openFileStream<DoubleKey, ByteValue>(fq_sid, ci, li,  StreamFactory.StreamSecurityType.Plain, CompressionType.None,StreamFactory.StreamOp.Write, mdServer, 4*1024*1024, 1, new Logger());

                while ((line = file.ReadLine()) != null)
                {
                    string[] words = line.Split('\t');
                    DateTime date = Convert.ToDateTime(words[0]);
                    date=date.AddHours(int.Parse(words[1])/100);
                    DoubleKey key = new DoubleKey(((int)(ts_temperature[date])));
                    dfs_byte_val.Append(key, new ByteValue(BitConverter.GetBytes(Double.Parse(words[2]))), DateTimeToUnixTimestamp(date));
                   // Console.WriteLine(DateTimeToUnixTimestamp(date) + "," + words[2]);
                }

                dfs_byte_val.Close();
                count++;
                if (count == UploadCount)
                    break;
            }
        }
示例#20
0
        static void Main(string[] args)
        {
            string AzureaccountName = ConfigurationManager.AppSettings.Get("AccountName");
            string AzureaccountKey = ConfigurationManager.AppSettings.Get("AccountSharedKey");
            LocationInfo li = new LocationInfo(AzureaccountName, AzureaccountKey, SynchronizerType.Azure);

            /*
            string dataFile = "D:\\b";
            int KB = 1024; 
            int[] chunk_sizes = { 4*1024*KB , 8*1024*KB };

            for (int i = 1; i <= 1; i++)
            {
                for (int threads = 1; threads <= 1; threads++)
                {
                    foreach (int csize in chunk_sizes)
                    {
                        Console.Write(">");
                        File.Copy(dataFile, dataFile + threads + "," + csize);

                        AzureHelper helper = new AzureHelper(AzureaccountName, AzureaccountKey, "foo123123", CompressionType.None, EncryptionType.None, null, null, new Logger(), csize, threads);
                        long start = DateTime.Now.Ticks;
                        helper.UploadFileAsChunks(dataFile + threads + "," + csize);
                        long end = DateTime.Now.Ticks;
                        Console.WriteLine(threads + "," + csize + "," + (((double)(end - start) / (double)10000000)) );
                    }

                }
            }
            */










            li = null;
            FqStreamID fq_sid = new FqStreamID("1299-2716", "A", "TestBS");
            CallerInfo ci = new CallerInfo(null, "A", "A", 1);

            StreamFactory sf = StreamFactory.Instance;
            sf.deleteStream(fq_sid, ci);

            IStream dfs_byte_val = sf.openValueDataStream<StrKey, ByteValue>(fq_sid, ci, li,
                                                                 StreamFactory.StreamSecurityType.Plain,
                                                                 CompressionType.None,
                                                                 StreamFactory.StreamOp.Write);

            StrKey k1 = new StrKey("k1");

           dfs_byte_val.Append(k1, new ByteValue(StreamFactory.GetBytes("k1-cmu")));
           dfs_byte_val.Append(k1, new ByteValue(StreamFactory.GetBytes("k1-msr")));

           dfs_byte_val.Seal(false);
           dfs_byte_val.Append(k1, new ByteValue(StreamFactory.GetBytes("k1-uw")));

            dfs_byte_val.Close();
            Console.ReadKey();

            
            dfs_byte_val = sf.openValueDataStream<StrKey, ByteValue>(fq_sid, ci, li,
                                                                 StreamFactory.StreamSecurityType.Plain,
                                                                 CompressionType.None,
                                                                 StreamFactory.StreamOp.Write);

            
            Console.WriteLine("Get in read : " + dfs_byte_val.Get(k1));
            IEnumerable<IDataItem> data = dfs_byte_val.GetAll(k1, 0, StreamFactory.NowUtc());
            foreach (IDataItem dataItem in data)
                Console.WriteLine(dataItem.GetVal().ToString());

            dfs_byte_val.Close();
            Console.ReadKey();

            /*
            ValueSerializerBase<StrKey> vsb = new ValueSerializerBase<StrKey>();
            Byte[] buffer1 = vsb.SerializeToByteStream().ToArray();
            Byte[] buffer2 = SerializerHelper<StrKey>.SerializeToProtoStream(k1).ToArray();

            FileStream fout = new FileStream("tmp.txt", FileMode.OpenOrCreate, FileAccess.Write, FileShare.ReadWrite);
            BinaryWriter fs_bw = new BinaryWriter(fout);
            fs_bw.Write(buffer1);
            fs_bw.Write("-----W00t!-----");
            fs_bw.Write(buffer2);
            fs_bw.Write("-----W00t!-----");
            fs_bw.Close();
            fout.Close();
            */
        }
示例#21
0
        public void Run(string CallerName,
                        string HomeName, string AppName, string StreamName, 
                        string RandName, 
                        long stime, long etime,
                        StreamType stream_type,
                        StreamOperation stream_op,
                        StreamFactory.StreamPhysicalType ptype,
                        CompressionType ctype, int ChunkSize , int ThreadPoolSize, 
                        Byte[] value, int num_operations,
                        SynchronizerType synctype,
                        int max_key = 0,
                        string address = null,
                        bool doCosts= false,
                        bool doRaw = false)
        {
            // Set experiment directory
            CallerInfo ci = new CallerInfo(null, CallerName, CallerName, 1);
            exp_directory = Path.GetFullPath((null != ci.workingDir) ? ci.workingDir : Directory.GetCurrentDirectory());
            exp_directory = exp_directory + "/" + HomeName + "/" + AppName + "/" + StreamName;

            if (max_key == 0)
                max_key = num_operations;

            // Set a description/tag for the experiment
            this.exp_id = "Directory: " + HomeName + "/" + AppName + "/" + StreamName +
                " Caller:" + CallerName
                + " Stream Type:" + stream_type + " Stream Op: " + stream_op + " Stream Ptype: " + ptype + " Compression Type: " + ctype
                + " Value size: " + value.Length
                + " num_operations: " + max_key
                + " actual_num_ops: " + num_operations
                + " Sync type: " + synctype
                + " Do costs? " + doCosts + "Chunk Size: " + ChunkSize+ " ThreadPool Size:" +ThreadPoolSize;

            this.compressed_exp_id =
                " ST:" + stream_type + " OP: " + stream_op + " PT: " + ptype + " CT: " + ctype
                + " VS: " + value.Length
                + " I:" + num_operations
                + " MK:" + max_key
                + " SYNC: " + synctype+ " chsize: "+ChunkSize + " nThreads: "+ThreadPoolSize  ;

            // Set remote storage server account info
            string AzureaccountName = ConfigurationManager.AppSettings.Get("AccountName");
            string AzureaccountKey = ConfigurationManager.AppSettings.Get("AccountSharedKey");

            string S3accountName = ConfigurationManager.AppSettings.Get("S3AccountName");
            string S3accountKey = ConfigurationManager.AppSettings.Get("S3AccountSharedKey");

            LocationInfo Li;
            if (synctype == SynchronizerType.Azure)
                Li = new LocationInfo(AzureaccountName, AzureaccountKey, SynchronizerType.Azure);
            else if (synctype == SynchronizerType.AmazonS3)
                Li = new LocationInfo(S3accountName, S3accountKey, SynchronizerType.AmazonS3);
            else
                Li = null;

            StreamFactory sf = StreamFactory.Instance;

            IStream stream = null;
            FqStreamID streamid = new FqStreamID(HomeName, AppName, StreamName);

            // Set op : R/W
            StreamFactory.StreamOp rw;
            if (stream_op == StreamOperation.RandomKeyRandomValueAppend
                || stream_op == StreamOperation.RandomKeySameValueAppend
                || stream_op == StreamOperation.SameKeyRandomValueAppend
                || stream_op == StreamOperation.SameKeySameValueAppend)
            {
                rw = StreamFactory.StreamOp.Write;
            }
            else
            {
                rw = StreamFactory.StreamOp.Read;
            }

            // Initialize costs
            CostsHelper costhelper = null;
            double baselineStorageKV = 0;
            if (doCosts)
            {
                costhelper = new CostsHelper();
                costhelper.getCurrentCpuUsage();
                costhelper.getNetworkUsage();
            }

            if (stream_type == StreamType.CloudRaw)
            {
                if (!Directory.Exists(exp_directory))
                {
                    Directory.CreateDirectory(exp_directory);
                }
                Logger logger = new Logger();
                Byte[] val = new Byte[value.Length * num_operations];
                // DateTime Date = new DateTime(DateTime.UtcNow.Ticks);
                // string cname = String.Format("CloudRaw-{0}", Date.ToString("yyyy-MM-dd"));
                // string bname = String.Format("{0}", Date.ToString("HH-mm-ss"));
                // string cname = String.Format("cloudraw-{0}", RandomString(4));
                // string bname = String.Format("{0}", RandomString(4));
                string cname = String.Format("cloudraw-{0}", RandName);
                string bname = String.Format("{0}", RandName);

                if (stream_op == StreamOperation.RandomKeyGet ||
                    stream_op == StreamOperation.RandomKeyGetMultipleSegments ||
                    stream_op == StreamOperation.RandomKeyGetAll)
                {
                    doRawCloudPerf(val, SynchronizerType.Azure,
                        SynchronizeDirection.Download, exp_directory, logger, containerName: cname, blobName: bname);
                    logger.Dump(exp_directory + "/log");
                }
                else
                {
                    doRawCloudPerf(val, SynchronizerType.Azure,
                        SynchronizeDirection.Upload, exp_directory, logger, containerName: cname, blobName: bname);
                    logger.Dump(exp_directory + "/log");
                }
                return;
            }

            if (stream_type == StreamType.DiskRaw)
            {
                if (!Directory.Exists(exp_directory))
                {
                    Directory.CreateDirectory(exp_directory);
                }
                Logger logger = doDiskRaw(stream_op, num_operations, value.Length, ptype, exp_directory);
                logger.Dump(exp_directory + "/log");
                return;
            }

            // Are we getting raw disk throughput?
            if (stream_type == StreamType.Raw)
            {
                string ret = doDiskSpeed((value.Length * num_operations)/1000 + "K", value.Length/1000 + "K", rw);
                if (!Directory.Exists(exp_directory))
                {
                    Directory.CreateDirectory(exp_directory);
                }
                File.WriteAllText(exp_directory + "/log", ret);
                return;
            }

            // Populate the keys and the values
            Random random = new Random(DateTime.Now.Millisecond);
            StrKey[] keys = new StrKey[max_key];
            for (int i = 0; i < max_key; ++i)
            {
                keys[i] = new StrKey("" + i);
            }

            /*
            List<ByteValue> vals = new List<ByteValue>(num_operations);
            Byte[][] tmp = new Byte[num_operations][];
            for (int i = 0; i < num_operations; ++i)
            {
                tmp[i] = new Byte[value.Length];
                random.NextBytes(tmp[i]);
            }

            for (int i = 0; i < num_operations; ++i)
            {
                keys[i] = new StrKey("" + i);
                vals.Add(new ByteValue(tmp[i]));
                // vals[i] = new ByteValue(tmp);
            }
            */

            Logger log = new Logger();
            // Open stream for different types of experiments
            if (stream_type == StreamType.Local && ptype == StreamFactory.StreamPhysicalType.File)
            {
                stream = sf.openFileStream<StrKey, ByteValue>(streamid, ci, null, StreamFactory.StreamSecurityType.Plain, ctype, rw, address, ChunkSize, ThreadPoolSize, log);
            }

            else if (stream_type == StreamType.LocalEnc && ptype == StreamFactory.StreamPhysicalType.File)
            {
                stream = sf.openFileStream<StrKey, ByteValue>(streamid, ci, null, StreamFactory.StreamSecurityType.Secure, ctype, rw, address, ChunkSize, ThreadPoolSize, log);
            }

            else if (stream_type == StreamType.Remote && ptype == StreamFactory.StreamPhysicalType.File)
            {
                stream = sf.openFileStream<StrKey, ByteValue>(streamid, ci, Li, StreamFactory.StreamSecurityType.Plain, ctype, rw, address, ChunkSize, ThreadPoolSize, log);
            }

            else if (stream_type == StreamType.RemoteEnc && ptype == StreamFactory.StreamPhysicalType.File)
            {
                stream = sf.openFileStream<StrKey, ByteValue>(streamid, ci, Li, StreamFactory.StreamSecurityType.Secure, ctype, rw, address, ChunkSize, ThreadPoolSize, log);
            }

            else if (stream_type == StreamType.Local && ptype == StreamFactory.StreamPhysicalType.Directory)
            {
                stream = sf.openDirStream<StrKey>(streamid, ci, null, StreamFactory.StreamSecurityType.Plain, ctype, rw, address, ChunkSize, ThreadPoolSize, log);
            }

            else if (stream_type == StreamType.LocalEnc && ptype == StreamFactory.StreamPhysicalType.Directory)
            {
                stream = sf.openDirStream<StrKey>(streamid, ci, null, StreamFactory.StreamSecurityType.Secure, ctype, rw, address, ChunkSize, ThreadPoolSize, log);
            }
            else if (stream_type == StreamType.Remote && ptype == StreamFactory.StreamPhysicalType.Directory)
            {
                stream = sf.openDirStream<StrKey>(streamid, ci, Li, StreamFactory.StreamSecurityType.Plain, ctype, rw, address, ChunkSize, ThreadPoolSize, log);
            }
            else if (stream_type == StreamType.RemoteEnc && ptype == StreamFactory.StreamPhysicalType.Directory)
            {
                stream = sf.openDirStream<StrKey>(streamid, ci, Li, StreamFactory.StreamSecurityType.Secure, ctype, rw, address, ChunkSize, ThreadPoolSize, log);
            }
            else
            {
                return;
            }

            if (stream_op == StreamOperation.RandomKeyRandomValueAppend)
            {
                List<ByteValue> vals = new List<ByteValue>(num_operations);
                Byte[][] tmp = new Byte[num_operations][];
                for (int i = 0; i < num_operations; ++i)
                {
                    tmp[i] = new Byte[value.Length];
                    random.NextBytes(tmp[i]);
                }

                for (int i = 0; i < num_operations; ++i)
                {
                    vals.Add(new ByteValue(tmp[i]));
                }

                for (int i = 0; i < num_operations; ++i)
                {
                    baselineStorageKV += keys[i].Size();
                    baselineStorageKV += vals[i].Size();
                    stream.Append(keys[i], vals[i]);
                }
                stream.Close();
            }

            else if (stream_op == StreamOperation.RandomKeySameValueAppend)
            {
                Byte[] singleval = new Byte[value.Length];
                random.NextBytes(singleval);
                ByteValue singlebv = new ByteValue(singleval);
                for (int i = 0; i < num_operations; ++i)
                {
                    baselineStorageKV += keys[i].Size();
                    baselineStorageKV += value.Length;
                    stream.Append(keys[i], singlebv);
                }
                stream.Close();
            }

            else if (stream_op == StreamOperation.SameKeySameValueAppend)
            {
                StrKey key = new StrKey("ExpKey");
                Byte[] singleval = new Byte[value.Length];
                random.NextBytes(singleval);
                ByteValue singlebv = new ByteValue(singleval);
                for (int i = 0; i < num_operations; ++i)
                {
                    stream.Append(key, singlebv);
                    // System.Threading.Thread.Sleep(10);
                }
                stream.Close();
            }

            else if (stream_op == StreamOperation.RandomKeyGet || stream_op == StreamOperation.RandomKeyGetMultipleSegments)
            {
                for (int i = 0; i < num_operations; ++i)
                {
                    stream.Get(keys[random.Next(0, max_key)]);
                }
                stream.Close();
            }

            else if (stream_op == StreamOperation.RandomKeyGetAll)
            {
                StrKey key = new StrKey("ExpKey");
                for (int i = 0; i < num_operations; )
                {
                    long st = 0;
                    long et = -1;
                    Console.WriteLine(stime + ":" + etime);
                    while (et < st)
                    {
                        st = RandomLong(stime, etime, random);
                        // et = RandomLong(stime, etime, random);
                        et = st + (10 * 10 * TimeSpan.TicksPerMillisecond);
                    }
                    Console.WriteLine(st + ":" + et);
                    IEnumerable<IDataItem> iterator = stream.GetAll(key, st, et);
                    foreach (IDataItem data in iterator)
                    {
                        data.GetVal();
                        ++i;

                        if (i == num_operations)
                            break;
                    }
                }
                stream.Close();
            }

            else if (stream_op == StreamOperation.SameKeyRandomValueAppend)
            {
                StrKey key = new StrKey("ExpKey");
                for (int i = 0; i < num_operations; ++i)
                {
                    baselineStorageKV += key.Size();
                    // baselineStorageKV += vals[i].Size();
                    // stream.Append(key, vals[i]);
                }
                stream.Close();
            }
            else
            {
                for (int i = 0; i < num_operations; ++i)
                {
                    stream.Get(new StrKey("" + random.Next(0,num_operations - 1)));
                }
                stream.Close();
            }

            // Dump the instrumentation logs
            stream.DumpLogs(exp_directory + "/log");

            // Collect costs usage
            List<string> costs = new List<string>();
            if (doCosts)
            {
                costs.Add(DateTime.UtcNow.Ticks + ": CPU: " + costhelper.getCurrentCpuUsage());
                costs.Add(DateTime.UtcNow.Ticks + ": Network: " + costhelper.getNetworkUsage());
                costs.Add(DateTime.UtcNow.Ticks + ": DataRelated Storage: " + costhelper.getStorageUsage(this.exp_directory, dataRelated:true)/1000.0f);
                costs.Add(DateTime.UtcNow.Ticks + ": Constant Storage: " + costhelper.getStorageUsage(this.exp_directory, dataRelated:false)/1000.0f);
                costs.Add(DateTime.UtcNow.Ticks + ": Baseline Storage: " + baselineStorageKV/1000.0f);
            }
            File.AppendAllLines(exp_directory + "/log", costs);

            // sf.deleteStream(streamid, ci);
        }
示例#22
0
        /// <summary>
        /// This function will throw an exception if the log is non-rotating and if the container name does meet the following constraints:
        /// 1. Container names must start with a letter or number, and can contain only letters, numbers, and the dash (-) character.
        /// 2. Every dash (-) character must be immediately preceded and followed by a letter or number; consecutive dashes are not permitted in container names.
        /// 3. All letters in a container name must be lowercase.
        /// 4. Container names must be from 3 through 63 characters long
        /// </summary>
        /// <param name="accountName"></param>
        /// <param name="accountKey"></param>
        /// <param name="containerName"></param>
        public void InitSyncing(string accountName, string accountKey, string containerName)
        {
            if (!IsRotatingLog)
                throw new Exception("Cannot sync a non-rotating log");

            //the code below could throw an exception if containerName does not meet the restrictions
            var locationInfo = new Bolt.DataStore.LocationInfo(accountName, accountKey, Bolt.DataStore.SynchronizerType.Azure);

            try
            {
                synchronizer = Bolt.DataStore.SyncFactory.Instance.CreateLogSynchronizer(locationInfo, containerName);
                synchronizer.SetLocalSource(archivingDirectory);

                //lets sync for starters, in case there are leftover logs from last time
                SafeThread worker = new SafeThread(delegate() { synchronizer.Sync(); }, "init log syncing", this);
                worker.Start();
            }
            catch (System.FormatException ex1)
            {
                Log("ERROR: Could not start log syncing. The Azure account key may be wrong \n {0}", ex1.ToString());
            }
            catch (System.Runtime.InteropServices.COMException ex2)
            {
                Log("ERROR: Could not start log syncing. It appears that the Sync Framework v2.1 x86 version is not installed. Make sure that no other version is present. \n {0}", ex2.ToString());
            }
            catch (Microsoft.WindowsAzure.StorageClient.StorageServerException ex3)
            {
                Log("ERROR: Could not start log syncing. The Azure account name may be wrong.\n {0}", ex3.ToString());
            }
            catch (Microsoft.WindowsAzure.StorageClient.StorageClientException ex3)
            {
                Log("ERROR: Could not start log syncing. The Azure account key may be wrong.\n {0}", ex3.ToString());
            }               
            catch (Exception ex3)
            {
                Log("Got unknown exception while starting log syncing.\n {0}", ex3.ToString());
            }
        }
示例#23
0
        private static long RemoteRead(int numberOfHomes, DateTime start, DateTime end, string tag)
        {
            Dictionary<int, List<double>> temp_energy_allhomes= new Dictionary<int,List<double>>();
            Dictionary<int, List<double>> temp_energy_home;
            long retVal=0;

                for(int i = 0 ; i <numberOfHomes ; i++)
                {
                    temp_energy_home = new Dictionary<int,List<double>>();

                    

                    LocationInfo li = new LocationInfo(AzureaccountName, AzureaccountKey, SynchronizerType.Azure);
                    FqStreamID fq_sid = new FqStreamID("crrealhome" + i, "A", "TestBS");
                    CallerInfo ci = new CallerInfo(null, "A", "A", 1);
                    StreamFactory sf = StreamFactory.Instance;
                        

                    IStream dfs_byte_val = sf.openValueDataStream<DoubleKey, ByteValue>(fq_sid, ci, li, StreamFactory.StreamSecurityType.Plain, CompressionType.None, StreamFactory.StreamOp.Read, mdServer, 4 * 1024 * 1024, 1, new Logger());
                    
                    long start_ticks = DateTime.Now.Ticks;
                    for (int temp = -30; temp <= 40; temp++)
                    {
                        IEnumerable<IDataItem> vals = dfs_byte_val.GetAll(new DoubleKey(temp), DateTimeToUnixTimestamp(start), DateTimeToUnixTimestamp(end));
                        if (vals != null)
                        {
                            foreach (IDataItem val in vals)
                            {
                                if (!temp_energy_home.ContainsKey(temp)) 
                                    temp_energy_home[temp] = new List<double>();

                                if (!temp_energy_allhomes.ContainsKey(temp))
                                    temp_energy_allhomes[temp] = new List<double>();

                                temp_energy_home[temp].Add(BitConverter.ToDouble(val.GetVal().GetBytes(), 0));
                                temp_energy_allhomes[temp].Add(BitConverter.ToDouble(val.GetVal().GetBytes(), 0));
                            }
                        }
                        
                    }
                    dfs_byte_val.Close();
                    long end_ticks = DateTime.Now.Ticks;
                    retVal+=end_ticks - start_ticks;

                    WriteToFile(".\\result-realhome-" + i + "-n-" + numberOfHomes + "-" + tag, temp_energy_home);
                }
                WriteToFile(".\\result-allhomes-n-" + numberOfHomes + "-" + tag, temp_energy_allhomes);
                return retVal;
        }
        new public List<RetVal> PredictOccupancy(long startSlotIndex, long endSlotIndex)
        {
            List<RetVal> retVal = new List<RetVal>();
            System.IO.StreamReader datafile = null;

            if (dataFilePath != null) //assuming datafile has one occupancy value per line read to startSlotIndex
            {
                string line;
                int counter = 0;
                datafile = new System.IO.StreamReader(this.dataFilePath);
                if (startSlotIndex != 0)
                {
                    while ((line = datafile.ReadLine()) != null)
                    {
                        if (counter == startSlotIndex)
                            break;
                        counter++;
                    }
                }
            }

            string AzureaccountName = "testdrive";
            string AzureaccountKey = "zRTT++dVryOWXJyAM7NM0TuQcu0Y23BgCQfkt7xh2f/Mm+r6c8/XtPTY0xxaF6tPSACJiuACsjotDeNIVyXM8Q==";
            LocationInfo li = new LocationInfo(AzureaccountName, AzureaccountKey, SynchronizerType.Azure);

            

            StreamFactory streamFactory = StreamFactory.Instance;

            FqStreamID fq_sid = new FqStreamID("simplepreheat", "A", "TestBS");
            CallerInfo ci = new CallerInfo(null, "A", "A", 1);
            streamFactory.deleteStream(fq_sid, ci);
            IStream occupancyGroundTruthStream = streamFactory.openValueDataStream<StrKey, ByteValue>(fq_sid, ci, li, StreamFactory.StreamSecurityType.Plain, CompressionType.None, StreamFactory.StreamOp.Write, null, 4 * 1024 * 1024, 1, new Logger());
            occupancyGroundTruthStream.Close();
            int slotIndex = 0; long startTime, retrievelTime, computeTime, insertTime;

            while (true)
            {
                startTime = DateTime.Now.Ticks;
                List<int> currentPOV = SimpleConstructCurrentPOV(occupancyGroundTruthStream, slotIndex);
                List<List<int>> previousDaysPOV = SimpleConstructPreviousPOV(occupancyGroundTruthStream, slotIndex);
                retrievelTime = DateTime.Now.Ticks - startTime;

                startTime = DateTime.Now.Ticks;
                int predictedOccupancy = Predict(currentPOV, previousDaysPOV);
                computeTime = DateTime.Now.Ticks - startTime;

                startTime = DateTime.Now.Ticks;
                int groundTruth; 
                if (datafile == null) // if no datafile to read the ground truth from just append randomly
                    groundTruth = random.Next(2);
                else
                {
                    string line = datafile.ReadLine();
                    groundTruth = int.Parse(line);
                }

                currentPOV.Add(groundTruth);
                /*List<int> temp = new List<int>();
                foreach (List<int> previousPOV in previousDaysPOV)
                {
                    temp = temp.Concat(previousPOV).ToList();
                }
                temp = temp.Concat(currentPOV).ToList();*/
                occupancyGroundTruthStream.Append(occupancyKey, new ByteValue(currentPOV.SelectMany(BitConverter.GetBytes).ToArray()), slotIndexBase + slotIndex);

                insertTime = DateTime.Now.Ticks - startTime;
                Console.WriteLine("Slot number {0} {1} {2} {3}", slotIndex, retrievelTime, computeTime, insertTime);

                using (results = File.AppendText(outputFilePath))
                    results.WriteLine("Slot number {0} {1} {2} {3}", slotIndex, retrievelTime, computeTime, insertTime);

                slotIndex++;
                //retVal.Add(new RetVal(endTime - startTime, predictedOccupancy));

                if (slotIndex == endSlotIndex)
                    break;
            }
            occupancyGroundTruthStream.Close();
            return retVal;
        }