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KMP library for tensors #300

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grinisrit merged 215 commits from feature/tensor-algebra into dev 2021-05-08 09:48:04 +03:00
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1 changed files with 26 additions and 2 deletions
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kmath-core/src/commonMain/kotlin/space/kscience/kmath/tensors/RealTensorAlgebra.kt
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@ -35,7 +35,10 @@ public class RealTensorAlgebra : TensorPartialDivisionAlgebra<Double, RealTensor
}
override fun zeroesLike(other: RealTensor): RealTensor {
TODO("Not yet implemented")
// TODO refactor very bad!!!
val shape = other.shape
val buffer = DoubleArray(other.buffer.size) { 0.0 }
return RealTensor(shape, buffer)
}
override fun ones(shape: IntArray): RealTensor {
@ -340,9 +343,30 @@ public class RealTensorAlgebra : TensorPartialDivisionAlgebra<Double, RealTensor
return Pair(lu, IntTensor(intArrayOf(m), pivot))
}
override fun luUnpack(A_LU: RealTensor, pivots: IntTensor): Triple<RealTensor, RealTensor, RealTensor> {
override fun luUnpack(lu: RealTensor, pivots: IntTensor): Triple<RealTensor, RealTensor, RealTensor> {
// todo checks
val n = lu.shape[0]
val p = zeroesLike(lu)
pivots.buffer.array.forEachIndexed { i, pivot ->
p[i, pivot] = 1.0
}
val l = zeroesLike(lu)
val u = zeroesLike(lu)
for (i in 0 until n){
for (j in 0 until n){
if (i == j) {
l[i, j] = 1.0
}
if (j < i) {
l[i, j] = lu[i, j]
}
if (j >= i) {
u[i, j] = lu[i, j]
}
}
}
return Triple(p, l, u)
}
override fun RealTensor.svd(): Triple<RealTensor, RealTensor, RealTensor> {