public CifarData(bool isCifar100 = false, bool isFineLabel = false)
{
CIFARDataLoader cifarDataLoader = new CIFARDataLoader(isCifar100);
//トレーニングデータ
this.X = new NdArray[cifarDataLoader.TrainData.Length];
//トレーニングデータラベル
this.Tx = new NdArray[cifarDataLoader.TrainData.Length];
//Cifar100のときは100クラス、簡素であれば20クラス、Cifar10のときは10クラス分類
ClassCount = isCifar100 ? isFineLabel ? 100 : 20 : 10;
for (int i = 0; i < cifarDataLoader.TrainData.Length; i++)
{
Real[] x = new Real[3 * 32 * 32];
for (int j = 0; j < cifarDataLoader.TrainData[i].Length; j++)
{
x[j] = cifarDataLoader.TrainData[i][j] / 255.0;
}
this.X[i] = new NdArray(x, new[] { 3, 32, 32 });
if (isCifar100 & isFineLabel)
{
this.Tx[i] = new NdArray(new[] { (Real)cifarDataLoader.TrainFineLabel[i] });
}
else
{
this.Tx[i] = new NdArray(new[] { (Real)cifarDataLoader.TrainLabel[i] });
}
}
//教師データ
this.Y = new NdArray[cifarDataLoader.TestData.Length];
//教師データラベル
this.Ty = new NdArray[cifarDataLoader.TestData.Length];
for (int i = 0; i < cifarDataLoader.TestData.Length; i++)
{
Real[] y = new Real[3 * 32 * 32];
for (int j = 0; j < cifarDataLoader.TestData[i].Length; j++)
{
y[j] = cifarDataLoader.TestData[i][j] / 255.0;
}
this.Y[i] = new NdArray(y, new[] { 3, 32, 32 });
if (isCifar100 & isFineLabel)
{
this.Ty[i] = new NdArray(new[] { (Real)cifarDataLoader.TestFineLabel[i] });
}
else
{
this.Ty[i] = new NdArray(new[] { (Real)cifarDataLoader.TrainLabel[i] });
}
}
}
public CifarData(bool isCifar100 = false, bool isFineLabel = false)
{
CIFARDataLoader cifarDataLoader = new CIFARDataLoader(isCifar100);
//訓練用データ
Real[][] x = new Real[cifarDataLoader.TrainData.Length][];
Real[] xLabel = new Real[cifarDataLoader.TrainData.Length];
//Cifar100のときは100クラス、簡素であれば20クラス、Cifar10のときは10クラス分類
ClassCount = isCifar100 ? isFineLabel ? 100 : 20 : 10;
for (int i = 0; i < cifarDataLoader.TrainData.Length; i++)
{
x[i] = new Real[3 * 32 * 32];
for (int j = 0; j < cifarDataLoader.TrainData[i].Length; j++)
{
x[i][j] = cifarDataLoader.TrainData[i][j] / 255.0;
}
if (isCifar100 & isFineLabel)
{
xLabel[i] = cifarDataLoader.TrainFineLabel[i];
}
else
{
xLabel[i] = cifarDataLoader.TrainLabel[i];
}
}
this.Train = new LabeledDataSet(x, xLabel, new[] { 3, 32, 32 });
//評価用データ
Real[][] y = new Real[cifarDataLoader.TestData.Length][];
Real[] yLabel = new Real[cifarDataLoader.TestData.Length];
for (int i = 0; i < cifarDataLoader.TestData.Length; i++)
{
y[i] = new Real[3 * 32 * 32];
for (int j = 0; j < cifarDataLoader.TestData[i].Length; j++)
{
y[i][j] = cifarDataLoader.TestData[i][j] / 255.0;
}
if (isCifar100 & isFineLabel)
{
yLabel[i] = cifarDataLoader.TestFineLabel[i];
}
else
{
yLabel[i] = cifarDataLoader.TestLabel[i];
}
}
this.Eval = new LabeledDataSet(y, yLabel, new[] { 3, 32, 32 });
}