added epsilon as a parameter to svdGolubKahan
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@ -837,7 +837,7 @@ public open class DoubleTensorAlgebra :
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return this.svdGolubKahan()
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}
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public fun StructureND<Double>.svdGolubKahan(iterations: Int = 30): Triple<DoubleTensor, DoubleTensor, DoubleTensor> {
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public fun StructureND<Double>.svdGolubKahan(iterations: Int = 30, epsilon: Double = 1e-10): Triple<DoubleTensor, DoubleTensor, DoubleTensor> {
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val size = tensor.dimension
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val commonShape = tensor.shape.sliceArray(0 until size - 2)
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val (n, m) = tensor.shape.sliceArray(size - 2 until size)
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@ -859,7 +859,8 @@ public open class DoubleTensorAlgebra :
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.slice(matrix.bufferStart until matrix.bufferStart + matrixSize)
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.toDoubleArray()
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)
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curMatrix.as2D().svdGolubKahanHelper(uTensors[index].as2D(), sTensorVectors[index], vTensors[index].as2D(), iterations)
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curMatrix.as2D().svdGolubKahanHelper(uTensors[index].as2D(), sTensorVectors[index], vTensors[index].as2D(),
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iterations, epsilon)
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}
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return Triple(uTensor.transpose(), sTensor, vTensor)
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@ -373,7 +373,7 @@ private fun SIGN(a: Double, b: Double): Double {
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return -abs(a)
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}
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internal fun MutableStructure2D<Double>.svdGolubKahanHelper(u: MutableStructure2D<Double>, w: BufferedTensor<Double>,
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v: MutableStructure2D<Double>, iterations: Int) {
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v: MutableStructure2D<Double>, iterations: Int, epsilon: Double) {
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val shape = this.shape
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val m = shape.component1()
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val n = shape.component2()
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@ -384,7 +384,6 @@ internal fun MutableStructure2D<Double>.svdGolubKahanHelper(u: MutableStructure2
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var anorm = 0.0
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var g = 0.0
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var l = 0
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val epsilon = 1e-10
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val wStart = w.bufferStart
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val wBuffer = w.mutableBuffer
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