//private string _filePath;
public ArtificialNeuralNetwork(LayerStructure layerStructure, TrainingParameters trainingParameters,
IDataSet dataSet, IOptimizationStrategy strategy, IInitialRandomDistributionType randomDistribution)
{
_layerStructure = layerStructure;
_trainingParameters = trainingParameters;
DataSet = dataSet;
_strategy = strategy;
_strategy.LayerStructure = layerStructure;
_randomDistribution = randomDistribution;
CreateDataSets();
SetWeights();
InitPreviousDeltaWeights();
SetBiases();
InitPreviousDeltaBiases();
_strategy.FetchInitialWeightsAndBiases(ref _weights, ref _biases);
_strategy.FetchPreviousDeltaWeightsAndBiases(ref _previousDeltaWeights, ref _previousDeltaBiases);
_savePath = Path.GetTempPath();
}
private PerceptronInitParams GetInitParamsByLayerStructure(LayerStructure layerStructure)
{
return(new PerceptronInitParams(
layerStructure,
ActivationFunction.Sigmoid,
new TrainParams(0.1f, 0.1f)));
}
public void PerceptronWeightMatrixCountWith1HiddenLayer()
{
LayerStructure structure = new LayerStructure(5, new[] { 2 }, 3);
Perceptron perceptron = new Perceptron(GetInitParamsByLayerStructure(structure));
Assert.AreEqual(2, perceptron.Weights.Count());
}
public void PerceptronWeightMatrixesDimension()
{
LayerStructure structure = new LayerStructure(10, new [] { 4, 4 }, 7);
Perceptron perceptron = new Perceptron(GetInitParamsByLayerStructure(structure));
List <float[, ]> expectedResult = new List <float[, ]>
{
new float[10, 4],
new float[4, 4],
new float[4, 7]
};
bool areEqual = true;
for (int i = 0; i < expectedResult.Count; i++)
{
if (expectedResult[i].GetLength(0) != perceptron.Weights[i].GetLength(0) ||
expectedResult[i].GetLength(1) != perceptron.Weights[i].GetLength(1))
{
areEqual = false;
break;
}
}
Assert.IsTrue(areEqual);
}
/// <summary>
/// Copies the selection to clipboard in PNG, Bitmap and DIB formats.
/// </summary>
/// <param name="layers">Layers where selection is.</param>
public static void CopyToClipboard(Layer[] layers, Layer selLayer, LayerStructure structure, int originalImageWidth, int originalImageHeight, SerializableDocument document = null)
{
if (!ClipboardHelper.TryClear())
{
return;
}
if (layers.Length == 0)
{
return;
}
using Surface surface = CreateMaskedCombinedSurface(layers, structure, selLayer);
DataObject data = new DataObject();
//BitmapSource croppedBmp = BitmapSelectionToBmpSource(finalBitmap, selLayer, out int offsetX, out int offsetY, out int width, out int height);
//Remove for now
//data.SetData(typeof(CropData), new CropData(width, height, offsetX, offsetY).ToStream());
using (SKData pngData = surface.SkiaSurface.Snapshot().Encode())
{
// Stream should not be disposed
MemoryStream pngStream = new MemoryStream();
pngData.AsStream().CopyTo(pngStream);
data.SetData("PNG", pngStream, false); // PNG, supports transparency
pngStream.Position = 0;
Directory.CreateDirectory(Path.GetDirectoryName(TempCopyFilePath));
using FileStream fileStream = new FileStream(TempCopyFilePath, FileMode.Create, FileAccess.Write);
pngStream.CopyTo(fileStream);
data.SetFileDropList(new StringCollection()
{
TempCopyFilePath
});
}
WriteableBitmap finalBitmap = surface.ToWriteableBitmap();
data.SetData(DataFormats.Bitmap, finalBitmap, true); // Bitmap, no transparency
data.SetImage(finalBitmap); // DIB format, no transparency
// Remove pixi copying for now
/*
* if (document != null)
* {
* MemoryStream memoryStream = new();
* PixiParser.Serialize(document, memoryStream);
* data.SetData("PIXI", memoryStream); // PIXI, supports transparency, layers, groups and swatches
* ClipboardHelper.TrySetDataObject(data, true);
* }
*/
ClipboardHelper.TrySetDataObject(data, true);
}
public void PerceptronWeightsAreChangedAfterTrainIteration()
{
LayerStructure structure = new LayerStructure(9, new [] { 7 }, 5);
Perceptron perceptron = new Perceptron(GetInitParamsByLayerStructure(structure));
perceptron.FillWeightsRandomly();
Assert.IsFalse(true);
}
private Document()
{
SetRelayCommands();
UndoManager = new UndoManager();
LayerStructure = new LayerStructure(this);
XamlAccesibleViewModel = ViewModelMain.Current;
GeneratePreviewLayer();
Layers.CollectionChanged += Layers_CollectionChanged;
LayerStructure.Groups.CollectionChanged += Groups_CollectionChanged;
LayerStructure.LayerStructureChanged += LayerStructure_LayerStructureChanged;
}
public void PerceptronWeightsAreTakenIntoAccount()
{
LayerStructure structure = new LayerStructure(9, new[] { 7 }, 5);
Perceptron perceptron = new Perceptron(GetInitParamsByLayerStructure(structure));
perceptron.FillWeightsRandomly();
float[] inputVector = new[] { 0.44f, 0.354f, 0.667f, 0, 0.454f, 0.48f, 0.456f, 0.44f, 0.456f };
float[] outputVector = perceptron.CalculateOutput(inputVector);
Assert.AreNotEqual(inputVector, outputVector, "Input and output vectors are same");
}
private static Surface CreateMaskedCombinedSurface(Layer[] layers, LayerStructure structure, Layer selLayer)
{
if (layers.Length == 0)
{
throw new ArgumentException("Can't combine 0 layers");
}
selLayer.ClipCanvas();
Surface combined = BitmapUtils.CombineLayers(new Int32Rect(selLayer.OffsetX, selLayer.OffsetY, selLayer.Width, selLayer.Height), layers, structure);
using SKImage snapshot = selLayer.LayerBitmap.SkiaSurface.Snapshot();
combined.SkiaSurface.Canvas.DrawImage(snapshot, 0, 0, Surface.MaskingPaint);
return(combined);
}
public void PerceptronOutputIsFromZeroToOne()
{
LayerStructure structure = new LayerStructure(9, new[] { 6, 6 }, 5);
Perceptron perceptron = new Perceptron(GetInitParamsByLayerStructure(structure));
perceptron.FillWeightsRandomly();
float[] inputVector = { 0.44f, 0.354f, 0.667f, 0, 0.454f, 0.48f, 0.456f, 0.44f, 0.456f };
float[] outputVector = perceptron.CalculateOutput(inputVector);
int correctValuesCount = outputVector.Count(value => value > 0 && value <= 1);
Assert.AreEqual(outputVector.Count(), correctValuesCount);
}
/// <summary>Checks the soil sample.</summary>
/// <param name="parentSoil">The parent soil.</param>
/// <param name="sample">The sample.</param>
/// <param name="sowing">The sowing rule</param>
private static void CheckSample(Soil parentSoil, Sample sample, Sow sowing)
{
// Do some checking of NO3 / NH4
CheckMissingValuesAreNaN(sample.NO3);
CheckMissingValuesAreNaN(sample.NH4);
CheckMissingValuesAreNaN(sample.OC);
CheckMissingValuesAreNaN(sample.EC);
CheckMissingValuesAreNaN(sample.PH);
if (sample.SW != null && sample.SW.Length > 0)
{
// Check to make sure SW is >= CLL for layers below top layer
int cropIndex = parentSoil.Water.Crops.FindIndex(crop => crop.Name.Equals(sowing.Crop, StringComparison.CurrentCultureIgnoreCase));
if (cropIndex != -1)
{
double[] CLLVol = parentSoil.Water.Crops[cropIndex].LL;
double[] CLLVolMapped = LayerStructure.MapConcentration(CLLVol, parentSoil.Water.Thickness,
sample.Thickness, 0);
if (sample.SWUnits == Sample.SWUnitsEnum.Gravimetric)
{
// Sample SW is in gravimetric
double[] BDMapped = LayerStructure.MapConcentration(parentSoil.Water.BD, parentSoil.Water.Thickness,
sample.Thickness, parentSoil.Water.BD.Last());
double[] CLLGrav = MathUtilities.Divide(CLLVolMapped, BDMapped); // vol to grav
double[] SWVol = MathUtilities.Multiply(sample.SW, BDMapped); // grav to vol
for (int i = 1; i < sample.Thickness.Length; i++)
{
if (SWVol[i] < CLLVolMapped[i])
{
sample.SW[i] = CLLGrav[i];
}
}
}
else
{
// Sample SW is in volumetric
for (int i = 1; i < sample.Thickness.Length; i++)
{
if (sample.SW[i] < CLLVolMapped[i])
{
sample.SW[i] = CLLVolMapped[i];
}
}
}
}
}
}
private Document()
{
SetRelayCommands();
UndoManager = new UndoManager();
LayerStructure = new LayerStructure(this);
XamlAccesibleViewModel = ViewModelMain.Current;
GeneratePreviewLayer();
Layers.CollectionChanged += Layers_CollectionChanged;
LayerStructure.Groups.CollectionChanged += Groups_CollectionChanged;
LayerStructure.LayerStructureChanged += LayerStructure_LayerStructureChanged;
DocumentSizeChanged += (sender, args) =>
{
ActiveSelection = new Selection(Array.Empty <Coordinates>(), new PixelSize(args.NewWidth, args.NewHeight));
Renderer.Resize(args.NewWidth, args.NewHeight);
GeneratePreviewLayer();
};
}
/// <summary>
/// Gets final layer opacity taking into consideration parent groups.
/// </summary>
/// <param name="layer">Layer to check.</param>
/// <returns>Float from range 0-1.</returns>
public static float GetFinalLayerOpacity(Layer layer, LayerStructure structure)
{
if (layer.Opacity == 0)
{
return(0f);
}
var group = structure.GetGroupByLayer(layer.LayerGuid);
GuidStructureItem groupToCheck = group;
float finalOpacity = layer.Opacity;
while (groupToCheck != null)
{
finalOpacity *= groupToCheck.Opacity;
groupToCheck = groupToCheck.Parent;
}
return(Math.Clamp(finalOpacity, 0f, 1f));
}
private bool TryFindStructureDifferences(LayerStructure structure)
{
bool structureModified = false;
if (lastStructure.Count != structure.Groups.Count)
{
return(true);
}
foreach (GuidStructureItem treeItem in lastStructure)
{
var matchingGroup = structure.Groups.FirstOrDefault(x => x.GroupGuid == treeItem.GroupGuid);
List <GuidStructureItem> changedGroups = new List <GuidStructureItem>();
if (matchingGroup == null || StructureMismatch(treeItem, matchingGroup))
{
structureModified = true;
}
}
return(structureModified);
}
public void PerceptronWeightsAreFilled()
{
LayerStructure structure = new LayerStructure(5, new[] { 9, 9 }, 7);
Perceptron perceptron = new Perceptron(GetInitParamsByLayerStructure(structure));
perceptron.FillWeightsRandomly();
bool isFilled = true;
for (int i = 0; i < 5; i++)
{
float randomWeight = GetRandomWeight(perceptron.Weights);
if (randomWeight < 0 || randomWeight > 1)
{
isFilled = false;
break;
}
}
Assert.IsTrue(isFilled);
}
/// <summary>
/// Gets final layer IsVisible taking into consideration group visibility.
/// </summary>
/// <param name="layer">Layer to check.</param>
/// <returns>True if is visible, false if at least parent is not visible or layer itself is invisible.</returns>
public static bool GetFinalLayerIsVisible(Layer layer, LayerStructure structure)
{
if (!layer.IsVisible)
{
return(false);
}
var group = structure.GetGroupByLayer(layer.GuidValue);
bool atLeastOneParentIsInvisible = false;
GuidStructureItem groupToCheck = group;
while (groupToCheck != null)
{
if (!groupToCheck.IsVisible)
{
atLeastOneParentIsInvisible = true;
break;
}
groupToCheck = groupToCheck.Parent;
}
return(!atLeastOneParentIsInvisible);
}
public static Surface CombineLayers(Int32Rect portion, IEnumerable <Layer> layers, LayerStructure structure = null)
{
Surface finalSurface = new(portion.Width, portion.Height);
using SKPaint paint = new();
for (int i = 0; i < layers.Count(); i++)
{
Layer layer = layers.ElementAt(i);
if (structure != null && !LayerStructureUtils.GetFinalLayerIsVisible(layer, structure))
{
continue;
}
float layerOpacity = structure == null ? layer.Opacity : LayerStructureUtils.GetFinalLayerOpacity(layer, structure);
paint.Color = new(255, 255, 255, (byte)(layerOpacity * 255));
if (layer.OffsetX < 0 || layer.OffsetY < 0 ||
layer.Width + layer.OffsetX > layer.MaxWidth ||
layer.Height + layer.OffsetY > layer.MaxHeight)
{
throw new InvalidOperationException("Layers must not extend beyond canvas borders");
}
using SKImage snapshot = layer.LayerBitmap.SkiaSurface.Snapshot();
int x = portion.X - layer.OffsetX;
int y = portion.Y - layer.OffsetY;
finalSurface.SkiaSurface.Canvas.DrawImage(
snapshot,
new SKRect(x, y, portion.Width + x, portion.Height + y),
new SKRect(0, 0, portion.Width, portion.Height),
paint);
}
return(finalSurface);
}
/// <summary>
/// 環境依存コード
/// </summary>
private void GenerateDependentCode(GeneratedCodes result, LayerStructure baseLayerStructure, List <LayerStructure> layerStructures, List <string> baseClassNameList, List <List <LayerdMethodDefinition> > baseMethodLists)
{
// ヘッダファイル
StringBuilder stringBuilderForHeader = new StringBuilder();
stringBuilderForHeader.AppendLine(@"#ifndef __RTCOP_GENERATED_DEPENDENTCODE__");
stringBuilderForHeader.AppendLine(@"#define __RTCOP_GENERATED_DEPENDENTCODE__");
stringBuilderForHeader.AppendLine();
int classCount = 0;
foreach (var baseClassName in baseClassNameList)
{
var nss = baseClassName.Split(new string[] { "::" }, StringSplitOptions.None);
string nscheck = "";
for (int i = 0; i < (nss.Length - 1); ++i)
{
if (nscheck == "")
{
nscheck = nss[i];
}
else
{
nscheck += ("::" + nss[i]);
}
if (baseClassNameList.Contains(nscheck))
{
stringBuilderForHeader.Append(@"class ");
}
else
{
stringBuilderForHeader.Append(@"namespace ");
}
stringBuilderForHeader.Append(nss[i]);
stringBuilderForHeader.Append(@" { ");
}
stringBuilderForHeader.Append(@"class ");
stringBuilderForHeader.Append(nss[nss.Length - 1]);
stringBuilderForHeader.Append(@";");
for (int i = 0; i < (nss.Length - 1); ++i)
{
stringBuilderForHeader.Append(@" } ");
}
stringBuilderForHeader.AppendLine();
foreach (var layerStructure in layerStructures)
{
if (layerStructure._FindedPartialClasses[classCount] != null)
{
stringBuilderForHeader.Append(@"namespace ");
stringBuilderForHeader.Append(layerStructure.LayerName);
stringBuilderForHeader.Append(@" { ");
string cname = baseClassName;
if (baseClassName.StartsWith("baselayer::"))
{
cname = baseClassName.Substring("baselayer::".Length);
}
var nss2 = cname.Split(new string[] { "::" }, StringSplitOptions.None);
nscheck = "";
string nscheck2 = "baselayer";
for (int i = 0; i < (nss2.Length - 1); ++i)
{
if (nscheck == "")
{
nscheck = nss2[i];
}
else
{
nscheck += ("::" + nss2[i]);
}
nscheck2 += ("::" + nss2[i]);
if (baseClassNameList.Contains(nscheck) || baseClassNameList.Contains(nscheck2))
{
stringBuilderForHeader.Append(@"class ");
}
else
{
stringBuilderForHeader.Append(@"namespace ");
}
stringBuilderForHeader.Append(nss2[i]);
stringBuilderForHeader.Append(@" { ");
}
stringBuilderForHeader.Append(@"class ");
stringBuilderForHeader.Append(nss2[nss2.Length - 1]);
stringBuilderForHeader.Append(@";");
for (int i = 0; i < nss2.Length; ++i)
{
stringBuilderForHeader.Append(@" } ");
}
stringBuilderForHeader.AppendLine();
}
}
++classCount;
}
stringBuilderForHeader.AppendLine();
stringBuilderForHeader.AppendLine(@"namespace RTCOP {");
stringBuilderForHeader.AppendLine(@"namespace Generated {");
stringBuilderForHeader.AppendLine();
stringBuilderForHeader.AppendLine(@"class BaseLayer;");
foreach (var layerStructure in layerStructures)
{
stringBuilderForHeader.Append(@"class ");
stringBuilderForHeader.Append(layerStructure.LayerName);
stringBuilderForHeader.AppendLine(@";");
}
stringBuilderForHeader.AppendLine();
stringBuilderForHeader.AppendLine(@"namespace DependentCode {");
stringBuilderForHeader.AppendLine();
foreach (var layerStructure in layerStructures)
{
classCount = 0;
foreach (var baseClassName in baseClassNameList)
{
if (layerStructure._FindedPartialClasses[classCount] != null)
{
string cname = baseClassName;
if (baseClassName.StartsWith("baselayer::"))
{
cname = baseClassName.Substring("baselayer::".Length);
}
stringBuilderForHeader.Append(@"volatile void* GetLayerdObjectFinalizer(::");
stringBuilderForHeader.Append(layerStructure.LayerName);
stringBuilderForHeader.Append(@"::");
stringBuilderForHeader.Append(cname);
stringBuilderForHeader.AppendLine(@"* obj);");
}
++classCount;
}
}
stringBuilderForHeader.AppendLine();
classCount = 0;
foreach (var baseClassName in baseClassNameList)
{
var nss = baseClassName.Split(new string[] { "::" }, StringSplitOptions.None);
for (int i = 0; i < nss.Length; ++i)
{
stringBuilderForHeader.Append(@"namespace ");
stringBuilderForHeader.Append(nss[i]);
stringBuilderForHeader.Append(@" { ");
}
stringBuilderForHeader.AppendLine();
stringBuilderForHeader.AppendLine(@"volatile void** GetVirtualFunctionTable(BaseLayer* layer);");
foreach (var layer in layerStructures)
{
if (layer._FindedPartialClasses[classCount] != null)
{
stringBuilderForHeader.Append(@"volatile void** GetVirtualFunctionTable(");
stringBuilderForHeader.Append(layer.LayerName);
stringBuilderForHeader.AppendLine(@"* layer);");
}
}
stringBuilderForHeader.AppendLine();
var baseMethodList = baseMethodLists[classCount];
foreach (var baseMethod in baseMethodList)
{
if (baseMethod != null)
{
stringBuilderForHeader.Append(baseMethod.ReturnType);
stringBuilderForHeader.Append(@" ExecuteProceed_");
stringBuilderForHeader.Append(baseMethod.Name);
stringBuilderForHeader.Append(@"(void* layerdObject, volatile void* proceed");
foreach (var param in baseMethod.Parameters)
{
stringBuilderForHeader.Append(@", ");
stringBuilderForHeader.Append(param);
}
stringBuilderForHeader.AppendLine(@");");
}
}
stringBuilderForHeader.AppendLine();
for (int i = 0; i < nss.Length; ++i)
{
stringBuilderForHeader.Append(@"}");
}
stringBuilderForHeader.AppendLine();
stringBuilderForHeader.AppendLine();
++classCount;
}
stringBuilderForHeader.AppendLine();
stringBuilderForHeader.AppendLine(@"} // namespace DependentCode {}");
stringBuilderForHeader.AppendLine(@"} // namespace Generated {}");
stringBuilderForHeader.AppendLine(@"} // namespace RTCOP {}");
stringBuilderForHeader.AppendLine(@"#endif // !__RTCOP_GENERATED_DEPENDENTCODE__");
result.CodeDictionary[@"DependentCode.h"] = stringBuilderForHeader.ToString();
// ソースコード
if (Target == DevelopmentTarget.WindowsX64)
{
if (Environment == DevelopmentEnvironment.VisualStudio)
{
GenerateDependentCodeForWindowsX64VisualStudio(result, baseLayerStructure, layerStructures, baseClassNameList, baseMethodLists);
}
else
{
GenerateDependentCodeForWindowsX64MinGW(result, baseLayerStructure, layerStructures, baseClassNameList, baseMethodLists);
}
}
else if (Target == DevelopmentTarget.WindowsX86)
{
if (Environment == DevelopmentEnvironment.VisualStudio)
{
GenerateDependentCodeForWindowsX86VisualStudio(result, baseLayerStructure, layerStructures, baseClassNameList, baseMethodLists);
}
else
{
GenerateDependentCodeForWindowsX86MinGW(result, baseLayerStructure, layerStructures, baseClassNameList, baseMethodLists);
}
}
else if (Target == DevelopmentTarget.LinuxX64)
{
if (Environment == DevelopmentEnvironment.GCC)
{
GenerateDependentCodeForLinuxX64(result, baseLayerStructure, layerStructures, baseClassNameList, baseMethodLists);
}
else
{
throw new Exception("ターゲットと開発環境の組み合わせが不正です");
}
}
else if (Target == DevelopmentTarget.LinuxX86)
{
if (Environment == DevelopmentEnvironment.GCC)
{
GenerateDependentCodeForLinuxX86(result, baseLayerStructure, layerStructures, baseClassNameList, baseMethodLists);
}
else
{
throw new Exception("ターゲットと開発環境の組み合わせが不正です");
}
}
else if (Target == DevelopmentTarget.LinuxARM)
{
if (Environment == DevelopmentEnvironment.GCC)
{
GenerateDependentCodeForLinuxARM(result, baseLayerStructure, layerStructures, baseClassNameList, baseMethodLists);
}
else
{
throw new Exception("ターゲットと開発環境の組み合わせが不正です");
}
}
else if (Target == DevelopmentTarget.LinuxARM64)
{
if (Environment == DevelopmentEnvironment.GCC)
{
GenerateDependentCodeForLinuxARM64(result, baseLayerStructure, layerStructures, baseClassNameList, baseMethodLists);
}
else
{
throw new Exception("ターゲットと開発環境の組み合わせが不正です");
}
}
else if (Target == DevelopmentTarget.macOSX64)
{
if (Environment == DevelopmentEnvironment.GCC || Environment == DevelopmentEnvironment.Clang)
{
GenerateDependentCodeForMacOSX64(result, baseLayerStructure, layerStructures, baseClassNameList, baseMethodLists);
}
else
{
throw new Exception("ターゲットと開発環境の組み合わせが不正です");
}
}
}
/// <summary>
/// ベースレイヤ
/// </summary>
private void GenerateBaseLayer(GeneratedCodes result, LayerStructure baseLayerStructure, List <LayerStructure> layerStructures, List <string> baseClassNameList, List <List <LayerdMethodDefinition> > baseMethodLists, List <int> superClassIDs, string includeFilePath)
{
// 共通処理
var headerIncludeFiles = from item in baseLayerStructure.HeaderFileItems
where (item is PreprocessDirective) && (((PreprocessDirective)item).Kind == DirectiveKind.Include)
select(PreprocessDirective) item;
var headerImportFiles = from item in baseLayerStructure.HeaderFileItems
where (item is PreprocessDirective) && (((PreprocessDirective)item).Kind == DirectiveKind.ImportLayerHeader)
select(PreprocessDirective) item;
var srcIncludeFiles = from item in baseLayerStructure.SourceFileItems
where (item is PreprocessDirective) && (((PreprocessDirective)item).Kind == DirectiveKind.Include)
select(PreprocessDirective) item;
var srcImportFiles = from item in baseLayerStructure.SourceFileItems
where (item is PreprocessDirective) && (((PreprocessDirective)item).Kind == DirectiveKind.ImportLayerHeader)
select(PreprocessDirective) item;
// ヘッダファイル
StringBuilder stringBuilderForHeader = new StringBuilder();
stringBuilderForHeader.AppendLine(@"#ifndef __RTCOP_GENERATED_BASELAYER__");
stringBuilderForHeader.AppendLine(@"#define __RTCOP_GENERATED_BASELAYER__");
stringBuilderForHeader.AppendLine();
stringBuilderForHeader.AppendLine(@"#include ""RTCOP/Core/Layer.h""");
stringBuilderForHeader.AppendLine(@"#include ""RTCOP/Core/LayerdObject.h""");
stringBuilderForHeader.AppendLine();
var headerIncludeFilesArray = headerIncludeFiles.ToArray();
foreach (var incFile in headerIncludeFilesArray)
{
stringBuilderForHeader.AppendLine(incFile.ToString());
baseLayerStructure.HeaderFileItems.Remove(incFile);
}
stringBuilderForHeader.AppendLine();
var headerImportFilesArray = headerImportFiles.ToArray();
List <string> layerNamesH = new List <string>();
foreach (var impFile in headerImportFilesArray)
{
string filePath = "";
foreach (var incpath in IncludePaths)
{
string path = incpath + impFile.Param1;
string fullPath = Path.GetFullPath(path);
if (File.Exists(fullPath))
{
filePath = fullPath;
break;
}
}
foreach (var ls in layerStructures)
{
if (ls.LayerName == "baselayer" || layerNamesH.Contains(ls.LayerName))
{
continue;
}
if (ls.ImportedLhInfomation.Exists((obj) => obj.FilePath == filePath))
{
layerNamesH.Add(ls.LayerName);
}
}
baseLayerStructure.HeaderFileItems.Remove(impFile);
}
stringBuilderForHeader.AppendLine(@"#ifdef __RTCOP_GENERAED_CODE_FLAG__");
foreach (string lname in layerNamesH)
{
stringBuilderForHeader.Append(@"#include """);
stringBuilderForHeader.Append(lname);
stringBuilderForHeader.AppendLine(@".h""");
}
stringBuilderForHeader.AppendLine(@"#else");
foreach (string lname in layerNamesH)
{
stringBuilderForHeader.Append(@"#include """);
stringBuilderForHeader.Append(includeFilePath);
stringBuilderForHeader.Append(lname);
stringBuilderForHeader.AppendLine(@".h""");
}
stringBuilderForHeader.AppendLine(@"#endif");
stringBuilderForHeader.AppendLine();
stringBuilderForHeader.AppendLine(@"namespace RTCOP {");
stringBuilderForHeader.AppendLine(@"namespace Generated {");
stringBuilderForHeader.AppendLine();
stringBuilderForHeader.AppendLine(@"class BaseLayer : public Core::Layer");
stringBuilderForHeader.AppendLine(@"{");
stringBuilderForHeader.AppendLine(@"public:");
stringBuilderForHeader.Append("\t");
stringBuilderForHeader.AppendLine(@"static BaseLayer* GetInstance();");
stringBuilderForHeader.Append("\t");
stringBuilderForHeader.AppendLine(@"explicit BaseLayer(const int id, const char* const name, int numOfBaseClasses, int* numOfBaseMethods);");
stringBuilderForHeader.Append("\t");
stringBuilderForHeader.AppendLine(@"virtual ~BaseLayer() override;");
stringBuilderForHeader.AppendLine(@"protected:");
stringBuilderForHeader.Append("\t");
stringBuilderForHeader.AppendLine(@"virtual void* InitializeLayerdObject(void* obj, int classID) override;");
stringBuilderForHeader.AppendLine(@"};");
stringBuilderForHeader.AppendLine();
stringBuilderForHeader.AppendLine(@"} // namespace Generated {}");
stringBuilderForHeader.AppendLine(@"} // namespace RTCOP {}");
stringBuilderForHeader.AppendLine();
stringBuilderForHeader.AppendLine(ItemsToStringForBaseLayer(baseLayerStructure.HeaderFileItems, baseClassNameList, baseMethodLists, superClassIDs, 0, ""));
stringBuilderForHeader.AppendLine();
stringBuilderForHeader.AppendLine(@"#endif //!__RTCOP_GENERATED_JAPANESELAYER__");
result.CodeDictionary[@"BaseLayer.h"] = stringBuilderForHeader.ToString();
// ソースファイル
StringBuilder stringBuilderForSource = new StringBuilder();
stringBuilderForSource.AppendLine(@"#include ""COPNewForApp.h""");
stringBuilderForSource.AppendLine(@"#include ""ActivationForApp.h""");
stringBuilderForSource.AppendLine(@"#include ""Layer_Private.h""");
stringBuilderForSource.AppendLine(@"#include ""LayerdObject_Private.h""");
stringBuilderForSource.AppendLine(@"#include ""DependentCode.h""");
stringBuilderForSource.AppendLine(@"#include ""RTCOP/Framework.h""");
stringBuilderForSource.AppendLine(@"#include ""RTCOP/Core/RTCOPManager.h""");
stringBuilderForSource.AppendLine(@"#include ""RTCOP/Core/PartialClassMembers.h""");
stringBuilderForSource.AppendLine(@"#include <cstring>");
stringBuilderForSource.AppendLine();
var srcIncludeFilesArray = srcIncludeFiles.ToArray();
foreach (var incFile in srcIncludeFilesArray)
{
stringBuilderForSource.AppendLine(incFile.ToString());
baseLayerStructure.SourceFileItems.Remove(incFile);
}
stringBuilderForSource.AppendLine();
stringBuilderForSource.AppendLine(@"#define __RTCOP_GENERAED_CODE_FLAG__");
stringBuilderForSource.AppendLine(@"#include ""BaseLayer.h""");
var srcImportFilesArray = srcImportFiles.ToArray();
List <string> layerNamesS = new List <string>();
foreach (var impFile in srcImportFilesArray)
{
string filePath = "";
foreach (var incpath in IncludePaths)
{
string path = incpath + impFile.Param1;
string fullPath = Path.GetFullPath(path);
if (File.Exists(fullPath))
{
filePath = fullPath;
break;
}
}
foreach (var ls in layerStructures)
{
if (layerNamesS.Contains(ls.LayerName))
{
continue;
}
if (ls.ImportedLhInfomation.Exists((obj) => obj.FilePath == filePath))
{
stringBuilderForSource.Append(@"#include """);
stringBuilderForSource.Append(ls.LayerName);
stringBuilderForSource.AppendLine(@".h""");
layerNamesS.Add(ls.LayerName);
}
}
baseLayerStructure.SourceFileItems.Remove(impFile);
}
stringBuilderForSource.AppendLine();
stringBuilderForSource.AppendLine(@"namespace RTCOP {");
stringBuilderForSource.AppendLine(@"namespace Generated {");
stringBuilderForSource.AppendLine();
stringBuilderForSource.AppendLine(@"BaseLayer* BaseLayer::GetInstance()");
stringBuilderForSource.AppendLine(@"{");
stringBuilderForSource.Append("\t");
stringBuilderForSource.AppendLine(@"return (BaseLayer*)RTCOP::Framework::Instance->GetRTCOPManager()->GetLayer((int)LayerID::baselayer);");
stringBuilderForSource.AppendLine(@"}");
stringBuilderForSource.AppendLine();
stringBuilderForSource.AppendLine(@"BaseLayer::BaseLayer(const int id, const char* const name, int numOfBaseClasses, int* numOfBaseMethods)");
stringBuilderForSource.Append("\t");
stringBuilderForSource.AppendLine(@":Core::Layer(id, name, numOfBaseClasses, numOfBaseMethods)");
stringBuilderForSource.AppendLine(@"{");
int classcount = 0;
foreach (string classname in baseClassNameList)
{
stringBuilderForSource.Append("\t");
stringBuilderForSource.Append(@"int size");
stringBuilderForSource.Append(classcount);
stringBuilderForSource.Append(@" = sizeof(volatile void*) * numOfBaseMethods[");
stringBuilderForSource.Append(classcount);
stringBuilderForSource.AppendLine(@"];");
stringBuilderForSource.Append("\t");
stringBuilderForSource.Append(@"volatile void** virtualFunctionTable");
stringBuilderForSource.Append(classcount);
stringBuilderForSource.Append(@" = DependentCode::");
stringBuilderForSource.Append(classname);
stringBuilderForSource.AppendLine(@"::GetVirtualFunctionTable(this);");
stringBuilderForSource.Append("\t");
stringBuilderForSource.Append(@"std::memcpy(_Private->_VirtualFunctionTables[");
stringBuilderForSource.Append(classcount);
stringBuilderForSource.Append(@"], virtualFunctionTable");
stringBuilderForSource.Append(classcount);
stringBuilderForSource.Append(@", size");
stringBuilderForSource.Append(classcount);
stringBuilderForSource.AppendLine(@");");
++classcount;
}
stringBuilderForSource.AppendLine(@"}");
stringBuilderForSource.AppendLine();
stringBuilderForSource.AppendLine(@"BaseLayer::~BaseLayer()");
stringBuilderForSource.AppendLine(@"{");
stringBuilderForSource.AppendLine(@"}");
stringBuilderForSource.AppendLine();
stringBuilderForSource.AppendLine(@"void* BaseLayer::InitializeLayerdObject(void* obj, int classID)");
stringBuilderForSource.AppendLine(@"{");
stringBuilderForSource.Append("\t");
stringBuilderForSource.AppendLine(@"return obj;");
stringBuilderForSource.AppendLine(@"}");
stringBuilderForSource.AppendLine();
stringBuilderForSource.AppendLine(@"} // namespace Generated {}");
stringBuilderForSource.AppendLine(@"} // namespace RTCOP {}");
stringBuilderForSource.AppendLine();
stringBuilderForSource.AppendLine(ItemsToStringForBaseLayer(baseLayerStructure.SourceFileItems, baseClassNameList, baseMethodLists, superClassIDs, 0, ""));
stringBuilderForSource.AppendLine();
result.CodeDictionary[@"BaseLayer.cpp"] = stringBuilderForSource.ToString();
}
/// <summary>
/// コード生成
/// </summary>
/// <param name="mergedLSFile">マージ済みのレイヤ構造ファイル</param>
/// <param name="includeFilePath">インクルードファイルパス</param>
/// <returns>生成後のソースコード</returns>
public GeneratedCodes GenerateCode(LayerStructureFile mergedLSFile, string includeFilePath)
{
GeneratedCodes result = new GeneratedCodes();
// ライブラリのヘッダファイルを追加
result.CodeDictionary[@"Layer_Private.h"] = Properties.Resources.Layer_Private_Header;
result.CodeDictionary[@"LayerdObject_Private.h"] = Properties.Resources.LayerdObject_Private_Header;
// ベースクラスを調べる
LayerStructure baselayerStructure = mergedLSFile.BaseLayerStructure;
if (baselayerStructure == null)
{
// ベースレイヤは定義されていなくても、自動的に生成される
baselayerStructure = new LayerStructure("baselayer");
mergedLSFile.BaseLayerStructure = baselayerStructure;
}
List <string> baseClassNameList = new List <string>();
List <List <LayerdMethodDefinition> > baseMethodLists = new List <List <LayerdMethodDefinition> >();
List <List <ConstructorDefinition> > constructorLists = new List <List <ConstructorDefinition> >();
List <int> superClassIDs = new List <int>();
Action <IEnumerable <object>, string, int> createBaseClassAndMethodList = null;
createBaseClassAndMethodList = (items, nspace, classId) =>
{
foreach (object item in items)
{
if (item is LayerDefinition)
{
var ld = (LayerDefinition)item;
string nspace2 = "baselayer";
createBaseClassAndMethodList(ld.Contents, nspace2, -1);
}
else if (item is NamespaceDefinition)
{
var nd = (NamespaceDefinition)item;
string nspace2 = nd.Name;
if (nspace != "")
{
nspace2 = nspace + "::" + nspace2;
}
createBaseClassAndMethodList(nd.Contents, nspace2, -1);
}
else if (item is LayerdClassDefinition)
{
var lcd = (LayerdClassDefinition)item;
string classname = lcd.Name;
if (nspace != "")
{
classname = nspace + "::" + classname;
}
if (!baseClassNameList.Contains(classname))
{
baseClassNameList.Add(classname);
baseMethodLists.Add(new List <LayerdMethodDefinition>());
constructorLists.Add(new List <ConstructorDefinition>());
int id = baseClassNameList.IndexOf(classname);
if (lcd.SuperClasses.Count >= 1)
{
string superclassFullname = lcd.SuperClasses[0].ClassName;
if (nspace != "")
{
superclassFullname = nspace + "::" + superclassFullname;
}
string[] superclassNspaces = superclassFullname.Split(new string[] { "::" }, StringSplitOptions.None);
string sname = superclassFullname;
int superId = -1;
for (int i = 0; i < superclassNspaces.Length; ++i)
{
int id2 = baseClassNameList.IndexOf(sname);
if (id2 != -1)
{
baseMethodLists[id].AddRange(baseMethodLists[id2]);
superId = id2;
break;
}
sname = sname.Remove(0, (superclassNspaces[i].Length + 2));
}
superClassIDs.Add(superId);
}
else
{
superClassIDs.Add(-1);
}
createBaseClassAndMethodList(lcd.Contents, classname, id);
// デストラクタ無ければ追加
var baseMethodList = baseMethodLists[id];
if (!baseMethodList.Exists((obj) => obj == null))
{
baseMethodList.Add(null);
}
}
else
{
throw new Exception("クラス" + classname + "の定義が重複しています");
}
}
else if (item is ConstructorDefinition)
{
var cd = (ConstructorDefinition)item;
var list = constructorLists[classId];
list.Add(cd);
}
else if (item is DestructorDefinition)
{
var dd = (DestructorDefinition)item;
if (dd.IsVirtual || dd.IsPureVirtual)
{
var methodList = baseMethodLists[classId];
if (!methodList.Exists((obj) => obj == null))
{
methodList.Add(null);
}
}
}
else if (item is LayerdMethodDefinition)
{
if (classId == -1)
{
continue;
}
var lmd = (LayerdMethodDefinition)item;
if (((lmd.IsBase != null) && lmd.IsBase.Value) || lmd.IsVirtual || lmd.IsPureVirtual)
{
var methodList = baseMethodLists[classId];
if (!methodList.Exists((obj) => (obj != null) && (obj.CompareMethod(lmd))))
{
methodList.Add(lmd);
}
}
}
}
};
createBaseClassAndMethodList(baselayerStructure.HeaderFileItems, "", -1);
createBaseClassAndMethodList(baselayerStructure.SourceFileItems, "", -1);
createBaseClassAndMethodList(mergedLSFile.BaseClassHeaderItems, "", -1);
// レイヤ、クラス、メソッドの数を調べる
int numOfLayers = mergedLSFile.LayerStructures.Count + 1;
int numOfClasses = baseClassNameList.Count;
int[] numOfMethods = new int[numOfClasses];
for (int i = 0; i < numOfClasses; ++i)
{
numOfMethods[i] = baseMethodLists[i].Count;
}
//=======================================
// ↓これらは別ファイルで定義
//=======================================
// RTCOPAppInitializerの生成
GenerateRTCOPAppInitializer(result, numOfLayers, numOfClasses, numOfMethods, mergedLSFile.LayerStructures, includeFilePath);
// API.h、COPNewForApp.h、ActivationForApp.hの生成
GenerateAPIHeaders(result, mergedLSFile.LayerStructures, baseClassNameList, includeFilePath);
// ベースレイヤの生成
GenerateBaseLayer(result, baselayerStructure, mergedLSFile.LayerStructures, baseClassNameList, baseMethodLists, superClassIDs, includeFilePath);
// 各レイヤの生成
GenerateLayers(result, baselayerStructure, mergedLSFile.LayerStructures, baseClassNameList, baseMethodLists, constructorLists, superClassIDs, includeFilePath);
// 環境依存コードの生成
GenerateDependentCode(result, baselayerStructure, mergedLSFile.LayerStructures, baseClassNameList, baseMethodLists, includeFilePath);
// 結果を返す
return(result);
}
/// <summary>
/// コンパイル
/// </summary>
/// <param name="sourceFile">ソースファイル</param>
/// <returns>レイヤ構造ファイル</returns>
public LayerStructureFile Compile(RTCOPSourceFile sourceFile)
{
// 結果を格納するためのレイヤ構造ファイル
LayerStructureFile result = new LayerStructureFile();
// パーサに通す
string sourceCode = sourceFile.Text;
var items = RTCOPParser.RTCOPSourceFile.Parse(sourceCode);
// 各レイヤ共通のアイテム
List <object> commonItemsS = new List <object>();
List <object> commonItemsH = new List <object>();
// 要素の解釈
foreach (object item in items)
{
// レイヤ定義の場合
if (item is LayerDefinition)
{
var layerDefinition = (LayerDefinition)item;
if (layerDefinition.Name == "baselayer")
{
if (result.BaseLayerStructure == null)
{
result.BaseLayerStructure = new LayerStructure("baselayer");
}
result.BaseLayerStructure.SourceFileItems.Add(layerDefinition);
}
else
{
var layerStructure = result.LayerStructures.Find((obj) => obj.LayerName == layerDefinition.Name);
if (layerStructure == null)
{
layerStructure = new LayerStructure(layerDefinition.Name);
result.LayerStructures.Add(layerStructure);
}
layerStructure.SourceFileItems.Add(layerDefinition);
}
}
// それ以外
else
{
commonItemsS.Add(item);
}
}
// 各レイヤ共通のアイテムの反映
if (result.BaseLayerStructure != null)
{
result.BaseLayerStructure.SourceFileItems.InsertRange(0, commonItemsS);
}
foreach (var layerStructure in result.LayerStructures)
{
layerStructure.SourceFileItems.InsertRange(0, commonItemsS);
}
// ヘッダファイルの解釈
Action <RTCOPSourceFile> InterpretImportedFiles = null;
InterpretImportedFiles = (src) =>
{
foreach (RTCOPSourceFile impFile in src.ImportedFiles)
{
// .lh内でさらに読み込まれているファイルをチェック
InterpretImportedFiles(impFile);
// パーサに通す
string impFileCode = impFile.Text;
var impFileItems = RTCOPParser.RTCOPSourceFile.Parse(impFileCode);
// ファイルの種類によって処理方法を変える
if (Path.GetExtension(impFile.FilePath) == ".lh")
{
List <string> layerNames = new List <string>();
// 要素の解釈
foreach (object item in impFileItems)
{
// レイヤ定義の場合
if (item is LayerDefinition)
{
var layerDefinition = (LayerDefinition)item;
layerNames.Add(layerDefinition.Name);
// ヘッダ要素の追加
if (layerDefinition.Name == "baselayer")
{
// ベースレイヤ
if (result.BaseLayerStructure == null)
{
result.BaseLayerStructure = new LayerStructure("baselayer");
}
ImportedFileInfomation ifi = result.BaseLayerStructure.ImportedLhInfomation.Find((obj) => obj.FilePath == impFile.FilePath);
if (ifi == null)
{
ifi = new ImportedFileInfomation(impFile.FilePath);
ifi.StartIndex = result.BaseLayerStructure.HeaderFileItems.Count;
ifi.NumOfItems = 0;
result.BaseLayerStructure.ImportedLhInfomation.Add(ifi);
}
++ifi.NumOfItems;
result.BaseLayerStructure.HeaderFileItems.Add(layerDefinition);
}
else
{
// ベースレイヤ以外
var layerStructure = result.LayerStructures.Find((obj) => obj.LayerName == layerDefinition.Name);
if (layerStructure == null)
{
layerStructure = new LayerStructure(layerDefinition.Name);
result.LayerStructures.Add(layerStructure);
}
ImportedFileInfomation ifi = layerStructure.ImportedLhInfomation.Find((obj) => obj.FilePath == impFile.FilePath);
if (ifi == null)
{
ifi = new ImportedFileInfomation(impFile.FilePath);
ifi.StartIndex = layerStructure.HeaderFileItems.Count;
ifi.NumOfItems = 0;
layerStructure.ImportedLhInfomation.Add(ifi);
}
++ifi.NumOfItems;
layerStructure.HeaderFileItems.Add(layerDefinition);
}
}
// それ以外
else
{
commonItemsH.Add(item);
}
}
// 各レイヤ共通のアイテムの反映
if (layerNames.Contains("baselayer"))
{
ImportedFileInfomation ifi = result.BaseLayerStructure.ImportedLhInfomation.Find((obj) => obj.FilePath == impFile.FilePath);
ifi.NumOfItems += commonItemsH.Count;
result.BaseLayerStructure.HeaderFileItems.InsertRange(ifi.StartIndex, commonItemsH);
}
foreach (var layerStructure in result.LayerStructures)
{
if (layerNames.Contains(layerStructure.LayerName))
{
ImportedFileInfomation ifi = layerStructure.ImportedLhInfomation.Find((obj) => obj.FilePath == impFile.FilePath);
ifi.NumOfItems += commonItemsH.Count;
layerStructure.HeaderFileItems.InsertRange(ifi.StartIndex, commonItemsH);
}
}
}
// .lhファイル以外
else
{
ImportedFileInfomation ifi = new ImportedFileInfomation(impFile.FilePath);
ifi.StartIndex = result.BaseClassHeaderItems.Count;
ifi.NumOfItems = impFileItems.Count();
result.ImportedBaseClassHeaderInfomation.Add(ifi);
result.BaseClassHeaderItems.AddRange(impFileItems);
}
}
};
InterpretImportedFiles(sourceFile);
// 結果を返す
return(result);
}
static void Main(string[] args)
{
//Set the path of the file containing the data set
//string dataFilePath = @"C:\Users\kevin\Desktop\squaredtest.csv"; NutrioxDataset
string dataFilePath = @"C:\Users\Bruker\Desktop\NutrioxDataset.csv";
//string dataFilePath = @"C:\Users\Bruker\Desktop\-5to5-200Rows.csv";
//Create a new data set
DataSet.DataSet dataSet = new DataSet.DataSet(dataFilePath, true);
//Apply desired data preprocessing to the data set
dataSet.PreProcessDataSet(NormalizationType.MinMax, 2, EncodingType.None, null);
//Create a model hyperparameter layer structure
LayerStructure layerStructure = new LayerStructure()
{
numberOfInputNodes = 2, HiddenLayerList = new List <int> {
5, 5
}, numberOfOutputNodes = 1
};
//Create an instance of the desired optimalization strategy to use
var regularizationStrategyFactory = new RegularizationStrategyFactory();
StochasticGradientDescent SGD = new StochasticGradientDescent(new SigmoidFunction(), new IdentityFunction(), new MeanSquaredError(), RegularizationType.None, regularizationStrategyFactory);
//Create training hyperparameters
TrainingParameters trainingParams = new TrainingParameters()
{
epochs = 500, learningRate = 0.01, momentum = 0.01, RegularizationLambda = 0.00
};
//Create an instance of a neural network
//ArtificialNeuralNetwork ann = new ArtificialNeuralNetwork(layerStructure, trainingParams, dataSet, SGD, new GaussianDistribution());
//Or Load a Network from XML
XML xml = new XML();
ArtificialNeuralNetwork ann = xml.LoadNetwork(@"C:\Users\Bruker\Desktop\BestNet.xml", dataSet) as ArtificialNeuralNetwork;
//Apply the desired training/test data set split ratios.
ann.SplitDataSetIntoTrainAndTestSets(0.7);
//Initiate network training
//ann.TrainNetwork();
var crossValidationStrategyFactory = new CrossValidationStrategyFactory();
NetworkEvaluator evaluator = new NetworkEvaluator(ann);
CrossValidator crossValidator = new CrossValidator(ann, evaluator, crossValidationStrategyFactory);
//Cross-validate the fitted model
//crossValidator.KFold(10, 0.007);
//Evaluate the fitted model on the test set
evaluator.EvaluateNetwork(0.007);
//--Optional--//
//Serialize and save the fitted model
//XML xml = new XML();
//xml.SaveNetwork(dataFilePath, ann);
//Extract model information
//ann.SaveListOfErrors();
//ann.GetApproximatedFunction(ann.SavePath + "/Function.txt");
Console.ReadLine();
}
public INetwork LoadNetwork(string xmlFilePath, IDataSet dataset)
{
_xmlDoc = new XmlDocument();
_filepath = xmlFilePath;
_xmlDoc.Load(_filepath);
//Create Training Params---------------------8::::::::::::::>----------------------------------------
TrainingParameters trainingParams = new TrainingParameters()
{
epochs = Convert.ToInt32(GetXmlValue("NeuralNetwork/Settings/TrainingParameters/Epochs")),
learningRate = Convert.ToDouble(GetXmlValue("NeuralNetwork/Settings/TrainingParameters/LearningRate")),
momentum = Convert.ToDouble(GetXmlValue("NeuralNetwork/Settings/TrainingParameters/Momentum"))
};
//Create LayerStructure---------------------8::::::::::::::>----------------------------------------
List <int> hiddenLayersList = new List <int>();
int numberOfHiddenLayers = Convert.ToInt32(GetXmlValue("NeuralNetwork/Settings/LayerStructure/NumberOfHiddenLayers"));
for (int i = 1; i <= numberOfHiddenLayers; i++)
{
int numberOfNeuronsInHiddenLayer = Convert.ToInt32(GetXmlValue("NeuralNetwork/Settings/LayerStructure/NumberOfNeuronsInHiddenLayer" + i.ToString()));
hiddenLayersList.Add(numberOfNeuronsInHiddenLayer);
}
LayerStructure layerStructure = new LayerStructure()
{
numberOfInputNodes = Convert.ToInt32(GetXmlValue("NeuralNetwork/Settings/LayerStructure/NumberOfInputNeurons")),
numberOfOutputNodes = Convert.ToInt32(GetXmlValue("NeuralNetwork/Settings/LayerStructure/NumberOfOutputNeurons")),
HiddenLayerList = hiddenLayersList
};
//Create Distribution Type---------------------8::::::::::::::>----------------------------------------
string distribution = GetXmlValue("NeuralNetwork/Settings/DistributionType/InitialRandomDistributionType");
var distributionType = Type.GetType(distribution + ",NeuralNetwork.Core");
IInitialRandomDistributionType initialDistribution = Activator.CreateInstance(distributionType) as IInitialRandomDistributionType;
//Create Strategy---------------------8::::::::::::::>----------------------------------------
string hiddenFunction = GetXmlValue("NeuralNetwork/Settings/Strategy/HiddenLayerActivationFunction");
string outputFunction = GetXmlValue("NeuralNetwork/Settings/Strategy/OutputLayerActivationFunction");
string costFunc = GetXmlValue("NeuralNetwork/Settings/Strategy/CostFunction");
string regularizationEnum = GetXmlValue("NeuralNetwork/Settings/Strategy/RegularizationType");
string regularizationStrategyFactory = GetXmlValue("NeuralNetwork/Settings/Strategy/RegularizationStrategyFactory");
var hiddenFunctionType = Type.GetType(hiddenFunction + ",NeuralNetwork.Core");
var outputFunctionType = Type.GetType(outputFunction + ",NeuralNetwork.Core");
var costFunctionType = Type.GetType(costFunc + ",NeuralNetwork.Core");
var regularizationStrategyFactoryType = Type.GetType(regularizationStrategyFactory + ",NeuralNetwork.Core");
IActivationFunction hiddenActivationFunction = Activator.CreateInstance(hiddenFunctionType) as IActivationFunction;
IActivationFunction outputActivationFunction = Activator.CreateInstance(outputFunctionType) as IActivationFunction;
ICostFunction costFunction = Activator.CreateInstance(costFunctionType) as ICostFunction;
RegularizationType regularizationType = (RegularizationType)Enum.Parse(typeof(RegularizationType), regularizationEnum);
IRegularizationStrategyFactory regularizationStrategyFact = Activator.CreateInstance(regularizationStrategyFactoryType) as IRegularizationStrategyFactory;
string optimizationStrategy = GetXmlValue("NeuralNetwork/Settings/Strategy/OptimizationStrategy");
var optStrategy = Type.GetType(optimizationStrategy + ",NeuralNetwork.Core");
IOptimizationStrategy strategy = Activator.CreateInstance(optStrategy, hiddenActivationFunction, outputActivationFunction, costFunction, regularizationType, regularizationStrategyFact) as IOptimizationStrategy;
//Create Network---------------------8::::::::::::::>----------------------------------------
network = new ArtificialNeuralNetwork(layerStructure, trainingParams, dataset, strategy, initialDistribution);
//Set Weights---------------------8::::::::::::::>----------------------------------------
network.Weights.Clear();
LoadInputWeights();
LoadHiddenWeights();
//Set Biases---------------------8::::::::::::::>----------------------------------------
network.Biases.Clear();
LoadHiddenBiases();
LoadOutputBiases();
//Clear XMLDoc---------------------8::::::::::::::>----------------------------------------
_xmlDoc = null;
return(network);
}
/// <summary>
/// Converts layers bitmaps into one bitmap.
/// </summary>
/// <param name="width">Width of final bitmap.</param>
/// <param name="height">Height of final bitmap.</param>.
/// <param name="layers">Layers to combine.</param>
/// <returns>WriteableBitmap of layered bitmaps.</returns>
public static WriteableBitmap CombineLayers(int width, int height, IEnumerable <Layer> layers, LayerStructure structure = null)
{
WriteableBitmap finalBitmap = BitmapFactory.New(width, height);
using (finalBitmap.GetBitmapContext())
{
for (int i = 0; i < layers.Count(); i++)
{
Layer layer = layers.ElementAt(i);
float layerOpacity = structure == null ? layer.Opacity : LayerStructureUtils.GetFinalLayerOpacity(layer, structure);
if (layer.OffsetX < 0 || layer.OffsetY < 0 ||
layer.Width + layer.OffsetX > layer.MaxWidth ||
layer.Height + layer.OffsetY > layer.MaxHeight)
{
throw new InvalidOperationException("Layers must not extend beyond canvas borders");
}
for (int y = 0; y < layer.Height; y++)
{
for (int x = 0; x < layer.Width; x++)
{
Color previousColor = finalBitmap.GetPixel(x + layer.OffsetX, y + layer.OffsetY);
Color color = layer.GetPixel(x, y);
finalBitmap.SetPixel(x + layer.OffsetX, y + layer.OffsetY, BlendColor(previousColor, color, layerOpacity));
}
}
}
}
return(finalBitmap);
}
/// <summary>
/// レイヤ構造ファイルのマージ
/// </summary>
/// <param name="structureFiles">マージしたいレイヤ構造ファイル</param>
/// <returns>マージされたレイヤ構造ファイル</returns>
public LayerStructureFile MergeObjectFiles(IEnumerable <LayerStructureFile> structureFiles)
{
// 結果を格納するためのオブジェクトファイル
LayerStructureFile result = new LayerStructureFile();
// マージ
foreach (var structureFile in structureFiles)
{
// ベースクラスヘッダを重複を防いでマージ
foreach (var ifi in structureFile.ImportedBaseClassHeaderInfomation)
{
var ifi2 = result.ImportedBaseClassHeaderInfomation.Find((obj) => obj.FilePath == ifi.FilePath);
if (ifi2 == null)
{
ifi2 = new ImportedFileInfomation(ifi.FilePath);
ifi2.StartIndex = result.BaseClassHeaderItems.Count;
ifi2.NumOfItems = ifi.NumOfItems;
result.ImportedBaseClassHeaderInfomation.Add(ifi2);
var range = structureFile.BaseClassHeaderItems.GetRange(ifi.StartIndex, ifi.NumOfItems);
result.BaseClassHeaderItems.AddRange(range);
}
}
// ベースレイヤ
if (structureFile.BaseLayerStructure != null)
{
if (result.BaseLayerStructure == null)
{
result.BaseLayerStructure = new LayerStructure("baselayer");
}
result.BaseLayerStructure.SourceFileItems.AddRange(structureFile.BaseLayerStructure.SourceFileItems);
// ヘッダ重複を防いでマージ
foreach (var ifi in structureFile.BaseLayerStructure.ImportedLhInfomation)
{
var ifi2 = result.BaseLayerStructure.ImportedLhInfomation.Find((obj) => obj.FilePath == ifi.FilePath);
if (ifi2 == null)
{
ifi2 = new ImportedFileInfomation(ifi.FilePath);
ifi2.StartIndex = result.BaseLayerStructure.HeaderFileItems.Count;
ifi2.NumOfItems = ifi.NumOfItems;
result.BaseLayerStructure.ImportedLhInfomation.Add(ifi2);
var range = structureFile.BaseLayerStructure.HeaderFileItems.GetRange(ifi.StartIndex, ifi.NumOfItems);
result.BaseLayerStructure.HeaderFileItems.AddRange(range);
}
}
}
// ベースレイヤ以外
foreach (var layerStructure in structureFile.LayerStructures)
{
var rld = result.LayerStructures.Find((obj) => obj.LayerName == layerStructure.LayerName);
if (rld == null)
{
rld = new LayerStructure(layerStructure.LayerName);
result.LayerStructures.Add(rld);
}
rld.SourceFileItems.AddRange(layerStructure.SourceFileItems);
// ヘッダ重複を防いでマージ
foreach (var ifi in layerStructure.ImportedLhInfomation)
{
var ifi2 = rld.ImportedLhInfomation.Find((obj) => obj.FilePath == ifi.FilePath);
if (ifi2 == null)
{
ifi2 = new ImportedFileInfomation(ifi.FilePath);
ifi2.StartIndex = rld.HeaderFileItems.Count;
ifi2.NumOfItems = ifi.NumOfItems;
rld.ImportedLhInfomation.Add(ifi2);
var range = layerStructure.HeaderFileItems.GetRange(ifi.StartIndex, ifi.NumOfItems);
rld.HeaderFileItems.AddRange(range);
}
}
}
}
// レイヤコンフィグの反映
//result = ReflectConfigFile(result);
// 結果を返す
return(result);
}
/// <summary>
/// 環境依存コード(macOS)
/// </summary>
private void GenerateDependentCodeForMacOSX64(GeneratedCodes result, LayerStructure baseLayerStructure, List <LayerStructure> layerStructures, List <string> baseClassNameList, List <List <LayerdMethodDefinition> > baseMethodLists)
{
// cppファイル
StringBuilder stringBuilderForSource = new StringBuilder();
stringBuilderForSource.AppendLine(@"#include ""DependentCode.h""");
stringBuilderForSource.AppendLine(@"#include ""RTCOP/Core/LayerdObject.h""");
stringBuilderForSource.AppendLine();
stringBuilderForSource.AppendLine(@"#include ""BaseLayer.h""");
foreach (var layerStructure in layerStructures)
{
stringBuilderForSource.Append(@"#include """);
stringBuilderForSource.Append(layerStructure.LayerName);
stringBuilderForSource.AppendLine(@".h""");
}
stringBuilderForSource.AppendLine();
foreach (LayerStructure layerStructure in layerStructures)
{
var headerIncludeFiles = from item in layerStructure.HeaderFileItems
where (item is PreprocessDirective) && (((PreprocessDirective)item).Kind == DirectiveKind.Include)
select(PreprocessDirective) item;
var srcIncludeFiles = from item in layerStructure.SourceFileItems
where (item is PreprocessDirective) && (((PreprocessDirective)item).Kind == DirectiveKind.Include)
select(PreprocessDirective) item;
foreach (var inc in headerIncludeFiles)
{
stringBuilderForSource.Append(@"#include """);
stringBuilderForSource.Append(inc.Param1);
stringBuilderForSource.AppendLine(@"""");
}
foreach (var inc in srcIncludeFiles)
{
stringBuilderForSource.Append(@"#include """);
stringBuilderForSource.Append(inc.Param1);
stringBuilderForSource.AppendLine(@"""");
}
}
stringBuilderForSource.AppendLine();
int classCount = 0;
foreach (var baseClassName in baseClassNameList)
{
stringBuilderForSource.Append(@"asm("".rtcop_vft");
stringBuilderForSource.Append(classCount);
stringBuilderForSource.Append(@"0: .quad __ZTVN5RTCOP4Core12LayerdObjectI");
string end = "EE";
string[] nss = baseClassName.Split(new string[] { "::" }, StringSplitOptions.None);
if (nss.Length >= 2)
{
stringBuilderForSource.Append(@"N");
end = "EEE";
}
foreach (string ns in nss)
{
stringBuilderForSource.Append(ns.Length);
stringBuilderForSource.Append(ns);
}
stringBuilderForSource.Append(end);
stringBuilderForSource.AppendLine(@"+16"");");
int layerCount = 1;
foreach (var layerStructure in layerStructures)
{
if (layerStructure._FindedPartialClasses[classCount] != null)
{
stringBuilderForSource.Append(@"asm("".rtcop_vft");
stringBuilderForSource.Append(classCount);
stringBuilderForSource.Append(layerCount);
stringBuilderForSource.Append(@": .quad __ZTVN");
stringBuilderForSource.Append(layerStructure.LayerName.Length);
stringBuilderForSource.Append(layerStructure.LayerName);
foreach (string ns in nss)
{
if (ns != "baselayer")
{
stringBuilderForSource.Append(ns.Length);
stringBuilderForSource.Append(ns);
}
}
stringBuilderForSource.AppendLine(@"E+16"");");
stringBuilderForSource.Append(@"asm("".rtcop_vfaddr");
stringBuilderForSource.Append(classCount);
stringBuilderForSource.Append(layerCount);
stringBuilderForSource.Append(@": .quad __ZN");
stringBuilderForSource.Append(layerStructure.LayerName.Length);
stringBuilderForSource.Append(layerStructure.LayerName);
foreach (string ns in nss)
{
if (ns != "baselayer")
{
stringBuilderForSource.Append(ns.Length);
stringBuilderForSource.Append(ns);
}
}
stringBuilderForSource.AppendLine(@"27_RTCOP_FinalizePartialClassEv"");");
}
++layerCount;
}
stringBuilderForSource.AppendLine();
++classCount;
}
stringBuilderForSource.AppendLine();
stringBuilderForSource.AppendLine(@"namespace RTCOP {");
stringBuilderForSource.AppendLine(@"namespace Generated {");
stringBuilderForSource.AppendLine(@"namespace DependentCode {");
stringBuilderForSource.AppendLine();
classCount = 0;
foreach (var baseClassName in baseClassNameList)
{
var nss = baseClassName.Split(new string[] { "::" }, StringSplitOptions.None);
int layerCount = 1;
foreach (var layerStructure in layerStructures)
{
if (layerStructure._FindedPartialClasses[classCount] != null)
{
stringBuilderForSource.Append(@"volatile void* GetLayerdObjectFinalizer(::");
stringBuilderForSource.Append(layerStructure.LayerName);
stringBuilderForSource.Append(@"::");
for (int i = 0; i < (nss.Length - 1); ++i)
{
string ns = nss[i];
if (ns != "baselayer")
{
stringBuilderForSource.Append(ns);
stringBuilderForSource.Append(@"::");
}
}
stringBuilderForSource.Append(nss[nss.Length - 1]);
stringBuilderForSource.AppendLine(@"* obj)");
stringBuilderForSource.AppendLine(@"{");
stringBuilderForSource.Append("\t");
stringBuilderForSource.AppendLine(@"volatile void* vfp = 0;");
stringBuilderForSource.Append("\t");
stringBuilderForSource.Append(@"asm volatile(""movq .rtcop_vfaddr");
stringBuilderForSource.Append(classCount);
stringBuilderForSource.Append(layerCount);
stringBuilderForSource.AppendLine(@"(%%rip), %0"" : ""=r""(vfp) : : ""memory""); ");
stringBuilderForSource.Append("\t");
stringBuilderForSource.AppendLine(@"return vfp;");
stringBuilderForSource.AppendLine(@"}");
stringBuilderForSource.AppendLine();
}
++layerCount;
}
stringBuilderForSource.AppendLine();
for (int i = 0; i < nss.Length; ++i)
{
stringBuilderForSource.Append(@"namespace ");
stringBuilderForSource.Append(nss[i]);
stringBuilderForSource.Append(@" { ");
}
stringBuilderForSource.AppendLine();
stringBuilderForSource.AppendLine(@"volatile void** GetVirtualFunctionTable(BaseLayer* layer)");
stringBuilderForSource.AppendLine(@"{");
stringBuilderForSource.Append("\t");
stringBuilderForSource.AppendLine(@"volatile void** vft = 0;");
stringBuilderForSource.Append("\t");
stringBuilderForSource.Append(@"asm volatile(""movq .rtcop_vft");
stringBuilderForSource.Append(classCount);
stringBuilderForSource.AppendLine(@"0(%%rip), %0"" : ""=r""(vft) : : ""memory""); ");
stringBuilderForSource.Append("\t");
stringBuilderForSource.AppendLine(@"return vft;");
stringBuilderForSource.AppendLine(@"}");
stringBuilderForSource.AppendLine();
layerCount = 1;
foreach (var layerStructure in layerStructures)
{
if (layerStructure._FindedPartialClasses[classCount] != null)
{
stringBuilderForSource.Append(@"volatile void** GetVirtualFunctionTable(");
stringBuilderForSource.Append(layerStructure.LayerName);
stringBuilderForSource.AppendLine(@"* layer)");
stringBuilderForSource.AppendLine(@"{");
stringBuilderForSource.Append("\t");
stringBuilderForSource.AppendLine(@"volatile void** vft = 0;");
stringBuilderForSource.Append("\t");
stringBuilderForSource.Append(@"asm volatile(""movq .rtcop_vft");
stringBuilderForSource.Append(classCount);
stringBuilderForSource.Append(layerCount);
stringBuilderForSource.AppendLine(@"(%%rip), %0"" : ""=r""(vft) : : ""memory""); ");
stringBuilderForSource.Append("\t");
stringBuilderForSource.AppendLine(@"return vft;");
stringBuilderForSource.AppendLine(@"}");
stringBuilderForSource.AppendLine();
}
++layerCount;
}
var baseMethodList = baseMethodLists[classCount];
foreach (var baseMethod in baseMethodList)
{
if (baseMethod != null)
{
stringBuilderForSource.Append(baseMethod.ReturnType);
stringBuilderForSource.Append(@" ExecuteProceed_");
stringBuilderForSource.Append(baseMethod.Name);
stringBuilderForSource.Append(@"(void* layerdObject, volatile void* proceed");
foreach (var param in baseMethod.Parameters)
{
stringBuilderForSource.Append(@", ");
stringBuilderForSource.Append(param);
}
stringBuilderForSource.AppendLine(@")");
stringBuilderForSource.AppendLine(@"{");
stringBuilderForSource.Append("\t");
stringBuilderForSource.Append(baseMethod.ReturnType);
stringBuilderForSource.Append(@"(*pProceed)(void*");
foreach (var param in baseMethod.Parameters)
{
stringBuilderForSource.Append(@", ");
stringBuilderForSource.Append(param.Type);
}
stringBuilderForSource.Append(@") = (");
stringBuilderForSource.Append(baseMethod.ReturnType);
stringBuilderForSource.Append(@"(*)(void*");
foreach (var param in baseMethod.Parameters)
{
stringBuilderForSource.Append(@", ");
stringBuilderForSource.Append(param.Type);
}
stringBuilderForSource.AppendLine(@"))proceed;");
stringBuilderForSource.Append("\t");
if (!((baseMethod.ReturnType.Type.ToString() == "void") && (baseMethod.ReturnType.Pointers.Count == 0)))
{
stringBuilderForSource.Append(@"return ");
}
stringBuilderForSource.Append("pProceed(layerdObject");
foreach (var param in baseMethod.Parameters)
{
stringBuilderForSource.Append(@", ");
stringBuilderForSource.Append(param.Name);
}
stringBuilderForSource.AppendLine(");");
stringBuilderForSource.AppendLine(@"}");
}
}
stringBuilderForSource.AppendLine();
for (int i = 0; i < nss.Length; ++i)
{
stringBuilderForSource.Append(@"}");
}
stringBuilderForSource.AppendLine();
stringBuilderForSource.AppendLine();
++classCount;
}
stringBuilderForSource.AppendLine(@"} // namespace DependentCode {}");
stringBuilderForSource.AppendLine(@"} // namespace Generated {}");
stringBuilderForSource.AppendLine(@"} // namespace RTCOP {}");
result.CodeDictionary[@"DependentCode.cpp"] = stringBuilderForSource.ToString();
result.CodeDictionary[@"DependentCodeAsm.asm"] = "";
}