static void Main(string[] args)
{
IntPtr vw = VowpalWabbitInterface.Initialize("--hash all -q st --noconstant -i .\\..\\..\\..\\..\\library\\train.w");
IntPtr example = VowpalWabbitInterface.ReadExample(vw, "|s p^the_man w^the w^man |t p^un_homme w^un w^homme");
float score = VowpalWabbitInterface.Learn(vw, example);
VowpalWabbitInterface.FinishExample(vw, example);
uint nnum = VowpalWabbitInterface.HashSpace(vw, "p");
uint fnum = VowpalWabbitInterface.HashFeature(vw, "s p^the_man w^the w^man", nnum);
VowpalWabbitInterface.FEATURE_SPACE[] featureSpace = new VowpalWabbitInterface.FEATURE_SPACE[11];
for (int i = 0; i < featureSpace.Length; i++)
{
featureSpace[i].name = (byte)('a' + i);
// create an array of features for this feature space
VowpalWabbitInterface.FEATURE[] features = new VowpalWabbitInterface.FEATURE[2];
// allocate some space for the unmanaged copies of these features
featureSpace[i].features = Marshal.AllocHGlobal(features.Length * Marshal.SizeOf(typeof(VowpalWabbitInterface.FEATURE)));
featureSpace[i].len = features.Length;
// fill the features, and copy them to the allocated memory
for (int j = 0; j < features.Length; j++)
{
// fill the feature
features[j].x = 1.1F;
features[j].weight_index = 100;
// copy the feature to the unmanaged heap
Marshal.StructureToPtr(features[j], IntPtr.Add(featureSpace[i].features, j * Marshal.SizeOf(typeof(VowpalWabbitInterface.FEATURE))), false);
}
}
IntPtr importedExample = VowpalWabbitInterface.ImportExample(vw, featureSpace, featureSpace.Length);
Console.Error.WriteLine("p2 = {0}", score);
VowpalWabbitInterface.Finish(vw);
// clean up the memory we allocated
for (int i = 0; i < featureSpace.Length; i++)
{
Marshal.FreeHGlobal(featureSpace[i].features);
}
}
private static void RunParserTest()
{
IntPtr vw = VowpalWabbitInterface.Initialize("-q st -d 0002.dat -f out");
VowpalWabbitInterface.StartParser(vw, false);
int count = 0;
IntPtr example = IntPtr.Zero;
while (IntPtr.Zero != (example = VowpalWabbitInterface.GetExample(vw)))
{
IntPtr labelPtr = VowpalWabbitInterface.GetLabel(vw, example);
VowpalWabbitInterface.LABEL label = new VowpalWabbitInterface.LABEL();
label = (VowpalWabbitInterface.LABEL)Marshal.PtrToStructure(labelPtr, typeof(VowpalWabbitInterface.LABEL));
count++;
int featureSpaceLen = 0;
IntPtr featureSpacePtr = VowpalWabbitInterface.ExportExample(vw, example, ref featureSpaceLen);
VowpalWabbitInterface.FEATURE_SPACE[] featureSpace = new VowpalWabbitInterface.FEATURE_SPACE[featureSpaceLen];
int featureSpace_size = Marshal.SizeOf(typeof(VowpalWabbitInterface.FEATURE_SPACE));
for (int i = 0; i < featureSpaceLen; i++)
{
IntPtr curfeatureSpacePos = new IntPtr(featureSpacePtr.ToInt32() + i * featureSpace_size);
featureSpace[i] = (VowpalWabbitInterface.FEATURE_SPACE)Marshal.PtrToStructure(curfeatureSpacePos, typeof(VowpalWabbitInterface.FEATURE_SPACE));
VowpalWabbitInterface.FEATURE[] feature = new VowpalWabbitInterface.FEATURE[featureSpace[i].len];
int feature_size = Marshal.SizeOf(typeof(VowpalWabbitInterface.FEATURE));
for (int j = 0; j < featureSpace[i].len; j++)
{
IntPtr curfeaturePos = new IntPtr((featureSpace[i].features.ToInt32() + j * feature_size));
feature[j] = (VowpalWabbitInterface.FEATURE)Marshal.PtrToStructure(curfeaturePos, typeof(VowpalWabbitInterface.FEATURE));
}
}
VowpalWabbitInterface.ReleaseFeatureSpace(featureSpacePtr, featureSpaceLen);
float score = VowpalWabbitInterface.Learn(vw, example);
VowpalWabbitInterface.FinishExample(vw, example);
}
VowpalWabbitInterface.EndParser(vw);
VowpalWabbitInterface.Finish(vw);
}
private static void RunVWParce_and_VWLearn()
{
// parse and cache
IntPtr vw0 = VowpalWabbitInterface.Initialize(@"-d rcv1.train.raw.txt -c");
VowpalWabbitInterface.StartParser(vw0, false);
long instanceCount = 0;
VWInstanceEx[] vwInstanceExs = new VWInstanceEx[781266];
Stopwatch s = Stopwatch.StartNew();
while (instanceCount < 781266)
{
IntPtr example = VowpalWabbitInterface.GetExample(vw0);
if (IntPtr.Zero == example)
{
break;
}
vwInstanceExs[instanceCount] = new VWInstanceEx(vw0, example);
VowpalWabbitInterface.FinishExample(vw0, example);
instanceCount++;
}
VowpalWabbitInterface.EndParser(vw0);
VowpalWabbitInterface.Finish(vw0);
// learn
instanceCount = 0;
IntPtr vw = VowpalWabbitInterface.Initialize(@"--quiet --random_seed 276518665 -f C:\\Users\\niruc\\AppData\\Local\\Temp\\outl1.tmp --readable_model C:\\Users\\niruc\\AppData\\Local\\Temp\\outl2.tmp");
foreach (VWInstanceEx vwInstanceEx in vwInstanceExs)
{
VowpalWabbitInterface.FEATURE_SPACE[] featureSpace = new VowpalWabbitInterface.FEATURE_SPACE[vwInstanceEx.featureSpace.Length];
GCHandle[] pinnedsFeatures = new GCHandle[vwInstanceEx.featureSpace.Length];
for (int i = 0; i < vwInstanceEx.featureSpace.Length; i++)
{
pinnedsFeatures[i] = GCHandle.Alloc(vwInstanceEx.featureSpace[i].features, GCHandleType.Pinned);
featureSpace[i].features = pinnedsFeatures[i].AddrOfPinnedObject();
}
GCHandle pinnedFeatureSpace = GCHandle.Alloc(featureSpace, GCHandleType.Pinned);
IntPtr featureSpacePtr = pinnedFeatureSpace.AddrOfPinnedObject();
IntPtr importedExample = VowpalWabbitInterface.ImportExample(vw, featureSpacePtr, vwInstanceEx.featureSpace.Length);
VowpalWabbitInterface.Learn(vw, importedExample);
VowpalWabbitInterface.FinishExample(vw, importedExample);
for (int i = 0; i < vwInstanceEx.featureSpace.Length; i++)
{
pinnedsFeatures[i].Free();
}
pinnedFeatureSpace.Free();
importedExample = IntPtr.Zero;
instanceCount++;
}
VowpalWabbitInterface.Finish(vw);
Debug.WriteLine("Elapsed Time: {0} ms", s.ElapsedMilliseconds);
Console.WriteLine("Elapsed Time: {0} ms", s.ElapsedMilliseconds);
}
private static void RunFeaturesTest()
{
// this usually requires that the library script to update train.w or its moral equivalent needs to have been run
IntPtr vw = VowpalWabbitInterface.Initialize("-q st --noconstant --quiet");
IntPtr example = VowpalWabbitInterface.ReadExample(vw, "1 |s p^the_man w^the w^man |t p^un_homme w^un w^homme");
float score = VowpalWabbitInterface.Learn(vw, example);
VowpalWabbitInterface.FinishExample(vw, example);
VowpalWabbitInterface.FEATURE_SPACE[] featureSpace = new VowpalWabbitInterface.FEATURE_SPACE[2]; //maximum number of index spaces
VowpalWabbitInterface.FEATURE[] sfeatures = new VowpalWabbitInterface.FEATURE[3]; // the maximum number of features
VowpalWabbitInterface.FEATURE[] tfeatures = new VowpalWabbitInterface.FEATURE[3]; // the maximum number of features
GCHandle pinnedsFeatures = GCHandle.Alloc(sfeatures, GCHandleType.Pinned);
GCHandle pinnedtFeatures = GCHandle.Alloc(tfeatures, GCHandleType.Pinned);
featureSpace[0].features = pinnedsFeatures.AddrOfPinnedObject();
featureSpace[1].features = pinnedtFeatures.AddrOfPinnedObject();
GCHandle pinnedFeatureSpace = GCHandle.Alloc(featureSpace, GCHandleType.Pinned);
IntPtr featureSpacePtr = pinnedFeatureSpace.AddrOfPinnedObject();
uint snum = VowpalWabbitInterface.HashSpace(vw, "s");
featureSpace[0].name = (byte)'s';
sfeatures[0].weight_index = VowpalWabbitInterface.HashFeature(vw, "p^the_man", snum);
sfeatures[0].x = 1;
// add the character "delta" to test unicode
// do it as a string to test the marshaling is doing pinning correctly.
const string s = "w^thew^man\u0394";
sfeatures[1].weight_index = VowpalWabbitInterface.HashFeature(vw, s, snum);
sfeatures[1].x = 1;
sfeatures[2].weight_index = VowpalWabbitInterface.HashFeature(vw, "w^man", snum);
sfeatures[2].x = 1;
featureSpace[0].len = 3;
uint tnum = VowpalWabbitInterface.HashSpace(vw, "t");
featureSpace[1].name = (byte)'t';
tfeatures[0].weight_index = VowpalWabbitInterface.HashFeature(vw, "p^un_homme", tnum);
tfeatures[0].x = 1;
tfeatures[1].weight_index = VowpalWabbitInterface.HashFeature(vw, "w^un", tnum);
tfeatures[1].x = 1;
tfeatures[2].weight_index = VowpalWabbitInterface.HashFeature(vw, "w^homme", tnum);
tfeatures[2].x = 1;
featureSpace[1].len = 3;
IntPtr importedExample = VowpalWabbitInterface.ImportExample(vw, featureSpacePtr, featureSpace.Length);
VowpalWabbitInterface.AddLabel(importedExample, 1);
score = VowpalWabbitInterface.Learn(vw, importedExample);
Console.Error.WriteLine("p2 = {0}", score);
VowpalWabbitInterface.Finish(vw);
// clean up the memory we allocated
pinnedsFeatures.Free();
pinnedtFeatures.Free();
pinnedFeatureSpace.Free();
}
