public static void TinyImagesExperiment()
{
Index <Meta1DataFormat> si = Index <Meta1DataFormat> .Load(Globals.IndexRootDir);
string queryFile = @"F:\Exp\TinyImages_256Len_8Word_2KThreshold\_queries\queries.txt";
List <double[]> queries = Util.ReadFiletoDoubleList(queryFile, false);
for (int i = 0; i < queries.Count; ++i)
{
queries[i] = Util.NormalizationHandler(Util.DownSample(queries[i], TinyImagesDataLoader.DOWNSAMPLERATE));
if (queries[i].Length != Globals.TimeSeriesLength)
{
throw new ApplicationException("queries[i].Length != Globals.TimeSeriesLength");
}
TermEntry res = si.ApproximateSearch(queries[i]);
Console.WriteLine("Query:{0} FileName:{1}", i, res.FileName);
List <Meta1DataFormat> metas = si.ReturnDataFormatFromTermEntry(res);
double bsf = Double.MaxValue;
Meta1DataFormat bsfMeta = new Meta1DataFormat();
foreach (Meta1DataFormat m in metas)
{
double dist = Util.EuclideanDistance(m.GetTimeSeries(), queries[i]);
if (dist < bsf)
{
bsf = dist;
bsfMeta = m;
}
}
Console.WriteLine("BsfDist:{0} LocMeta:{1}", bsf, bsfMeta.meta);
}
}
public override void LoadIndex()
{
ushort maskval = (ushort)(Math.Log(Globals.SaxMaxCard, 2) - Math.Log(Globals.SaxBaseCard, 2));
SaxOptions opts = new SaxOptions(Util.UnsignedShortArray(Globals.SaxWordLength, maskval));
double[] tmp = new double[ORIGINAL_LENGTH];
double[] ts;
IDataFormat dl;
int numFiles = Directory.GetFiles(_dataDir, "*.dat").Length;
if (numFiles != NUMFILES)
{
throw new ApplicationException("numFiles != NUMFILES");
}
for (int i = 1; i <= numFiles; ++i)
{
string file = Path.Combine(_dataDir, string.Format("i{0}.dat", i));
if (!File.Exists(file))
{
throw new ApplicationException("!File.Exists(file)");
}
using (BinaryReader br = new BinaryReader(new FileStream(file, FileMode.Open, FileAccess.Read)))
{
if (br.BaseStream.Length != EXPECTEDBYTES)
{
throw new ApplicationException("br.BaseStream.Length != ORIGINAL_LENGTH * NUMTSPERFILE * sizeof(double)");
}
int bytesRead = br.Read(imageBuffer, 0, EXPECTEDBYTES);
if (bytesRead != EXPECTEDBYTES)
{
throw new ApplicationException("EXPECTEDBYTES");
}
int pos = 0;
while (pos < EXPECTEDBYTES)
{
Buffer.BlockCopy(imageBuffer, pos, tsBuffer, 0, ORIGINAL_LENGTH * sizeof(double));
ts = Util.NormalizationHandler(Util.DownSample(Util.ByteArrayToDoubleArray(tsBuffer), DOWNSAMPLERATE));
dl = new Meta1DataFormat(processed, ts);
_si.Insert(new SaxData(dl, Sax.ArrayToSaxVals(ts, opts)));
processed++;
if (processed % Globals.FlushTsVal == 0)
{
_si.FlushEntries();
}
pos += ORIGINAL_LENGTH * sizeof(double);
}
Console.WriteLine("{0} read. TsNum:{1}", Path.GetFileName(file), processed);
}
}
_si.FlushEntries();
}