qr fix
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@ -14,7 +14,7 @@ public interface LinearOpsTensorAlgebra<T, TensorType : TensorStructure<T>, Inde
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public fun TensorType.cholesky(): TensorType
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//https://pytorch.org/docs/stable/linalg.html#torch.linalg.qr
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public fun TensorType.qr(): TensorType
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public fun TensorType.qr(): Pair<TensorType, TensorType>
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//https://pytorch.org/docs/stable/generated/torch.lu.html
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public fun TensorType.lu(): Pair<TensorType, IndexTensorType>
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@ -1,8 +1,10 @@
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package space.kscience.kmath.tensors.core
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import space.kscience.kmath.linear.Matrix
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import space.kscience.kmath.nd.MutableStructure2D
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import space.kscience.kmath.nd.Structure1D
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import space.kscience.kmath.nd.Structure2D
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import space.kscience.kmath.nd.asND
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import space.kscience.kmath.tensors.LinearOpsTensorAlgebra
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import kotlin.math.sqrt
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@ -141,7 +143,15 @@ public class DoubleLinearOpsTensorAlgebra :
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return lTensor
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}
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override fun DoubleTensor.qr(): DoubleTensor {
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private fun matrixQR(
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matrix: Structure2D<Double>,
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q: MutableStructure2D<Double>,
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r: MutableStructure2D<Double>
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) {
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}
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override fun DoubleTensor.qr(): Pair<DoubleTensor, DoubleTensor> {
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TODO("ANDREI")
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}
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@ -154,6 +164,7 @@ public class DoubleLinearOpsTensorAlgebra :
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}
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private fun luMatrixDet(lu: Structure2D<Double>, pivots: Structure1D<Int>): Double {
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// todo check
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val m = lu.shape[0]
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val sign = if((pivots[m] - m) % 2 == 0) 1.0 else -1.0
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return (0 until m).asSequence().map { lu[it, it] }.fold(sign) { left, right -> left * right }
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@ -184,6 +195,7 @@ public class DoubleLinearOpsTensorAlgebra :
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pivots: Structure1D<Int>,
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invMatrix : MutableStructure2D<Double>
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): Unit {
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//todo check
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val m = lu.shape[0]
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for (j in 0 until m) {
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