forked from kscience/kmath
Add mandatory MutableBufferFactory to Algebra #477
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@ -3,6 +3,7 @@
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## [Unreleased]
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### Added
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- Autodiff for generic algebra elements in core!
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- Algebra now has an obligatory `bufferFactory` (#477).
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### Changed
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- Kotlin 1.7
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@ -16,7 +16,6 @@ import space.kscience.kmath.linear.linearSpace
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import space.kscience.kmath.multik.multikAlgebra
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import space.kscience.kmath.operations.DoubleField
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import space.kscience.kmath.operations.invoke
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import space.kscience.kmath.structures.Buffer
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import space.kscience.kmath.tensorflow.produceWithTF
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import space.kscience.kmath.tensors.core.DoubleTensorAlgebra
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import space.kscience.kmath.tensors.core.tensorAlgebra
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@ -84,7 +83,7 @@ internal class DotBenchmark {
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}
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@Benchmark
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fun bufferedDot(blackhole: Blackhole) = with(DoubleField.linearSpace(Buffer.Companion::auto)) {
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fun bufferedDot(blackhole: Blackhole) = with(DoubleField.linearSpace) {
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blackhole.consume(matrix1 dot matrix2)
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}
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@ -20,7 +20,6 @@ import space.kscience.kmath.nd.ndAlgebra
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import space.kscience.kmath.nd.one
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import space.kscience.kmath.nd4j.nd4j
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import space.kscience.kmath.operations.DoubleField
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import space.kscience.kmath.structures.Buffer
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import space.kscience.kmath.tensors.core.DoubleTensor
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import space.kscience.kmath.tensors.core.one
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import space.kscience.kmath.tensors.core.tensorAlgebra
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@ -28,12 +27,6 @@ import space.kscience.kmath.viktor.viktorAlgebra
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@State(Scope.Benchmark)
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internal class NDFieldBenchmark {
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@Benchmark
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fun autoFieldAdd(blackhole: Blackhole) = with(autoField) {
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var res: StructureND<Double> = one(shape)
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repeat(n) { res += 1.0 }
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blackhole.consume(res)
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}
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@Benchmark
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fun specializedFieldAdd(blackhole: Blackhole) = with(specializedField) {
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@ -95,9 +88,8 @@ internal class NDFieldBenchmark {
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private const val dim = 1000
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private const val n = 100
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private val shape = intArrayOf(dim, dim)
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private val autoField = BufferedFieldOpsND(DoubleField, Buffer.Companion::auto)
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private val specializedField = DoubleField.ndAlgebra
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private val genericField = BufferedFieldOpsND(DoubleField, Buffer.Companion::boxing)
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private val genericField = BufferedFieldOpsND(DoubleField)
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private val nd4jField = DoubleField.nd4j
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private val multikField = DoubleField.multikAlgebra
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private val viktorField = DoubleField.viktorAlgebra
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@ -10,25 +10,19 @@ import kotlinx.benchmark.Blackhole
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import kotlinx.benchmark.Scope
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import kotlinx.benchmark.State
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import org.jetbrains.bio.viktor.F64Array
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import space.kscience.kmath.nd.*
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import space.kscience.kmath.nd.Shape
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import space.kscience.kmath.nd.StructureND
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import space.kscience.kmath.nd.ndAlgebra
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import space.kscience.kmath.nd.one
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import space.kscience.kmath.operations.DoubleField
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import space.kscience.kmath.structures.Buffer
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import space.kscience.kmath.viktor.ViktorFieldND
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@State(Scope.Benchmark)
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internal class ViktorBenchmark {
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@Benchmark
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fun automaticFieldAddition(blackhole: Blackhole) {
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with(autoField) {
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var res: StructureND<Double> = one(shape)
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repeat(n) { res += 1.0 }
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blackhole.consume(res)
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}
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}
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@Benchmark
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fun realFieldAddition(blackhole: Blackhole) {
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with(realField) {
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fun doubleFieldAddition(blackhole: Blackhole) {
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with(doubleField) {
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var res: StructureND<Double> = one(shape)
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repeat(n) { res += 1.0 }
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blackhole.consume(res)
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@ -58,8 +52,7 @@ internal class ViktorBenchmark {
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private val shape = Shape(dim, dim)
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// automatically build context most suited for given type.
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private val autoField = BufferedFieldOpsND(DoubleField, Buffer.Companion::auto)
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private val realField = DoubleField.ndAlgebra
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private val doubleField = DoubleField.ndAlgebra
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private val viktorField = ViktorFieldND(dim, dim)
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}
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}
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@ -10,19 +10,17 @@ import kotlinx.benchmark.Blackhole
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import kotlinx.benchmark.Scope
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import kotlinx.benchmark.State
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import org.jetbrains.bio.viktor.F64Array
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import space.kscience.kmath.nd.BufferedFieldOpsND
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import space.kscience.kmath.nd.Shape
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import space.kscience.kmath.nd.ndAlgebra
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import space.kscience.kmath.nd.one
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import space.kscience.kmath.operations.DoubleField
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import space.kscience.kmath.structures.Buffer
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import space.kscience.kmath.viktor.ViktorFieldND
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@State(Scope.Benchmark)
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internal class ViktorLogBenchmark {
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@Benchmark
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fun realFieldLog(blackhole: Blackhole) {
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with(realField) {
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with(doubleField) {
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val fortyTwo = structureND(shape) { 42.0 }
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var res = one(shape)
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repeat(n) { res = ln(fortyTwo) }
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@ -54,8 +52,7 @@ internal class ViktorLogBenchmark {
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private val shape = Shape(dim, dim)
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// automatically build context most suited for given type.
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private val autoField = BufferedFieldOpsND(DoubleField, Buffer.Companion::auto)
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private val realField = DoubleField.ndAlgebra
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private val doubleField = DoubleField.ndAlgebra
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private val viktorField = ViktorFieldND(dim, dim)
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}
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}
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@ -7,7 +7,6 @@ package space.kscience.kmath.operations
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import space.kscience.kmath.complex.Complex
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import space.kscience.kmath.complex.algebra
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import space.kscience.kmath.complex.bufferAlgebra
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import space.kscience.kmath.complex.ndAlgebra
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import space.kscience.kmath.nd.BufferND
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import space.kscience.kmath.nd.StructureND
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@ -18,7 +17,7 @@ fun main() = Complex.algebra {
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println(complex * 8 - 5 * i)
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//flat buffer
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val buffer = with(bufferAlgebra){
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val buffer = with(bufferAlgebra) {
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buffer(8) { Complex(it, -it) }.map { Complex(it.im, it.re) }
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}
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println(buffer)
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@ -30,7 +29,7 @@ fun main() = Complex.algebra {
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println(element)
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// 1d element operation
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val result: StructureND<Complex> = ndAlgebra{
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val result: StructureND<Complex> = ndAlgebra {
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val a = structureND(8) { (it) -> i * it - it.toDouble() }
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val b = 3
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val c = Complex(1.0, 1.0)
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@ -32,12 +32,10 @@ fun main() {
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val shape = Shape(dim, dim)
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// automatically build context most suited for given type.
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val autoField = BufferedFieldOpsND(DoubleField, Buffer.Companion::auto)
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// specialized nd-field for Double. It works as generic Double field as well.
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val realField = DoubleField.ndAlgebra
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//A generic boxing field. It should be used for objects, not primitives.
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val boxingField = BufferedFieldOpsND(DoubleField, Buffer.Companion::boxing)
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val doubleField = DoubleField.ndAlgebra
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//A generic field. It should be used for objects, not primitives.
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val genericField = BufferedFieldOpsND(DoubleField)
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// Nd4j specialized field.
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val nd4jField = DoubleField.nd4j
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//viktor field
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@ -46,14 +44,14 @@ fun main() {
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val parallelField = DoubleField.ndStreaming(dim, dim)
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measureAndPrint("Boxing addition") {
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boxingField {
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genericField {
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var res: StructureND<Double> = one(shape)
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repeat(n) { res += 1.0 }
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}
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}
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measureAndPrint("Specialized addition") {
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realField {
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doubleField {
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var res: StructureND<Double> = one(shape)
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repeat(n) { res += 1.0 }
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}
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@ -80,15 +78,8 @@ fun main() {
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}
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}
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measureAndPrint("Automatic field addition") {
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autoField {
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var res: StructureND<Double> = one(shape)
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repeat(n) { res += 1.0 }
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}
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}
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measureAndPrint("Lazy addition") {
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val res = realField.one(shape).mapAsync(GlobalScope) {
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val res = doubleField.one(shape).mapAsync(GlobalScope) {
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var c = 0.0
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repeat(n) {
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c += 1.0
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@ -10,10 +10,7 @@ import space.kscience.kmath.memory.MemorySpec
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import space.kscience.kmath.memory.MemoryWriter
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import space.kscience.kmath.misc.UnstableKMathAPI
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import space.kscience.kmath.operations.*
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import space.kscience.kmath.structures.Buffer
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import space.kscience.kmath.structures.MemoryBuffer
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import space.kscience.kmath.structures.MutableBuffer
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import space.kscience.kmath.structures.MutableMemoryBuffer
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import space.kscience.kmath.structures.*
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import kotlin.math.*
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/**
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@ -54,6 +51,9 @@ public object ComplexField :
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Norm<Complex, Complex>,
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NumbersAddOps<Complex>,
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ScaleOperations<Complex> {
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override val bufferFactory: MutableBufferFactory<Complex> = MutableBufferFactory { size, init ->
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MutableMemoryBuffer.create(Complex, size, init)
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}
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override val zero: Complex = 0.0.toComplex()
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override val one: Complex = 1.0.toComplex()
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@ -56,11 +56,6 @@ public sealed class ComplexFieldOpsND : BufferedFieldOpsND<Complex, ComplexField
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public companion object : ComplexFieldOpsND()
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}
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@UnstableKMathAPI
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public val ComplexField.bufferAlgebra: BufferFieldOps<Complex, ComplexField>
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get() = bufferAlgebra(Buffer.Companion::complex)
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@OptIn(UnstableKMathAPI::class)
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public class ComplexFieldND(override val shape: Shape) :
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ComplexFieldOpsND(), FieldND<Complex, ComplexField>,
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@ -78,9 +78,9 @@ public val <T, A : Ring<T>> DS<T, A>.value: T get() = data[0]
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@UnstableKMathAPI
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public abstract class DSAlgebra<T, A : Ring<T>>(
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public val algebra: A,
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public val bufferFactory: MutableBufferFactory<T>,
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public val order: Int,
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bindings: Map<Symbol, T>,
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public val valueBufferFactory: MutableBufferFactory<T> = algebra.bufferFactory,
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) : ExpressionAlgebra<T, DS<T, A>>, SymbolIndexer {
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/**
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@ -90,6 +90,7 @@ public abstract class DSAlgebra<T, A : Ring<T>>(
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*/
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@PublishedApi
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internal val compiler: DSCompiler<T, A> by lazy {
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val numberOfVariables = bindings.size
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// get the cached compilers
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val cache: Array<Array<DSCompiler<T, A>?>>? = null
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@ -115,7 +116,7 @@ public abstract class DSAlgebra<T, A : Ring<T>>(
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newCache[p][o] = DSCompiler(
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algebra,
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bufferFactory,
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valueBufferFactory,
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p,
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o,
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valueCompiler,
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@ -139,16 +140,13 @@ public abstract class DSAlgebra<T, A : Ring<T>>(
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}
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override val symbols: List<Symbol> = bindings.map { it.key }
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public val numberOfVariables: Int get() = symbols.size
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private fun bufferForVariable(index: Int, value: T): Buffer<T> {
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val buffer = bufferFactory(compiler.size) { algebra.zero }
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val buffer = valueBufferFactory(compiler.size) { algebra.zero }
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buffer[0] = value
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if (compiler.order > 0) {
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// the derivative of the variable with respect to itself is 1.
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val indexOfDerivative = compiler.getPartialDerivativeIndex(*IntArray(numberOfVariables).apply {
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val indexOfDerivative = compiler.getPartialDerivativeIndex(*IntArray(symbols.size).apply {
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set(index, 1)
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})
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@ -209,7 +207,7 @@ public abstract class DSAlgebra<T, A : Ring<T>>(
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}
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public override fun const(value: T): DS<T, A> {
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val buffer = bufferFactory(compiler.size) { algebra.zero }
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val buffer = valueBufferFactory(compiler.size) { algebra.zero }
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buffer[0] = value
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return DS(buffer)
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@ -245,10 +243,10 @@ public abstract class DSAlgebra<T, A : Ring<T>>(
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@UnstableKMathAPI
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public open class DSRing<T, A>(
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algebra: A,
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bufferFactory: MutableBufferFactory<T>,
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order: Int,
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bindings: Map<Symbol, T>,
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) : DSAlgebra<T, A>(algebra, bufferFactory, order, bindings),
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valueBufferFactory: MutableBufferFactory<T>,
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) : DSAlgebra<T, A>(algebra, order, bindings, valueBufferFactory),
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Ring<DS<T, A>>, ScaleOperations<DS<T, A>>,
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NumericAlgebra<DS<T, A>>,
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NumbersAddOps<DS<T, A>> where A : Ring<T>, A : NumericAlgebra<T>, A : ScaleOperations<T> {
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@ -263,14 +261,14 @@ public open class DSRing<T, A>(
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*/
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protected inline fun DS<T, A>.transformDataBuffer(block: A.(MutableBuffer<T>) -> Unit): DS<T, A> {
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require(derivativeAlgebra == this@DSRing) { "All derivative operations should be done in the same algebra" }
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val newData = bufferFactory(compiler.size) { data[it] }
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val newData = valueBufferFactory(compiler.size) { data[it] }
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algebra.block(newData)
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return DS(newData)
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}
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protected fun DS<T, A>.mapData(block: A.(T) -> T): DS<T, A> {
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require(derivativeAlgebra == this@DSRing) { "All derivative operations should be done in the same algebra" }
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val newData: Buffer<T> = data.map(bufferFactory) {
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val newData: Buffer<T> = data.map(valueBufferFactory) {
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algebra.block(it)
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}
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return DS(newData)
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@ -278,7 +276,7 @@ public open class DSRing<T, A>(
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protected fun DS<T, A>.mapDataIndexed(block: (Int, T) -> T): DS<T, A> {
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require(derivativeAlgebra == this@DSRing) { "All derivative operations should be done in the same algebra" }
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val newData: Buffer<T> = data.mapIndexed(bufferFactory, block)
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val newData: Buffer<T> = data.mapIndexed(valueBufferFactory, block)
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return DS(newData)
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}
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@ -327,19 +325,19 @@ public open class DSRing<T, A>(
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@UnstableKMathAPI
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public class DerivativeStructureRingExpression<T, A>(
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public val algebra: A,
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public val bufferFactory: MutableBufferFactory<T>,
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public val elementBufferFactory: MutableBufferFactory<T> = algebra.bufferFactory,
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public val function: DSRing<T, A>.() -> DS<T, A>,
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) : DifferentiableExpression<T> where A : Ring<T>, A : ScaleOperations<T>, A : NumericAlgebra<T> {
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override operator fun invoke(arguments: Map<Symbol, T>): T =
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DSRing(algebra, bufferFactory, 0, arguments).function().value
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DSRing(algebra, 0, arguments, elementBufferFactory).function().value
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override fun derivativeOrNull(symbols: List<Symbol>): Expression<T> = Expression { arguments ->
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with(
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DSRing(
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algebra,
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bufferFactory,
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symbols.size,
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arguments
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arguments,
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elementBufferFactory
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)
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) { function().derivative(symbols) }
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}
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@ -354,10 +352,10 @@ public class DerivativeStructureRingExpression<T, A>(
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@UnstableKMathAPI
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public class DSField<T, A : ExtendedField<T>>(
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algebra: A,
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bufferFactory: MutableBufferFactory<T>,
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order: Int,
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bindings: Map<Symbol, T>,
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) : DSRing<T, A>(algebra, bufferFactory, order, bindings), ExtendedField<DS<T, A>> {
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valueBufferFactory: MutableBufferFactory<T>,
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) : DSRing<T, A>(algebra, order, bindings, valueBufferFactory), ExtendedField<DS<T, A>> {
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override fun number(value: Number): DS<T, A> = const(algebra.number(value))
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override fun divide(left: DS<T, A>, right: DS<T, A>): DS<T, A> = left.transformDataBuffer { result ->
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@ -441,18 +439,18 @@ public class DSField<T, A : ExtendedField<T>>(
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@UnstableKMathAPI
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public class DSFieldExpression<T, A : ExtendedField<T>>(
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public val algebra: A,
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public val bufferFactory: MutableBufferFactory<T>,
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private val valueBufferFactory: MutableBufferFactory<T> = algebra.bufferFactory,
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public val function: DSField<T, A>.() -> DS<T, A>,
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) : DifferentiableExpression<T> {
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override operator fun invoke(arguments: Map<Symbol, T>): T =
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DSField(algebra, bufferFactory, 0, arguments).function().value
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DSField(algebra, 0, arguments, valueBufferFactory).function().value
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override fun derivativeOrNull(symbols: List<Symbol>): Expression<T> = Expression { arguments ->
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DSField(
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algebra,
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bufferFactory,
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symbols.size,
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arguments,
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valueBufferFactory,
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).run { function().derivative(symbols) }
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}
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}
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@ -11,13 +11,12 @@ import space.kscience.kmath.nd.as2D
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import space.kscience.kmath.nd.asND
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import space.kscience.kmath.operations.*
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import space.kscience.kmath.structures.Buffer
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import space.kscience.kmath.structures.BufferFactory
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import space.kscience.kmath.structures.VirtualBuffer
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import space.kscience.kmath.structures.indices
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public class BufferedLinearSpace<T, out A : Ring<T>>(
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private val bufferAlgebra: BufferAlgebra<T, A>
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private val bufferAlgebra: BufferAlgebra<T, A>,
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) : LinearSpace<T, A> {
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override val elementAlgebra: A get() = bufferAlgebra.elementAlgebra
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@ -91,5 +90,5 @@ public class BufferedLinearSpace<T, out A : Ring<T>>(
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}
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public fun <T, A : Ring<T>> A.linearSpace(bufferFactory: BufferFactory<T>): BufferedLinearSpace<T, A> =
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BufferedLinearSpace(BufferRingOps(this, bufferFactory))
|
||||
public val <T, A : Ring<T>> A.linearSpace: BufferedLinearSpace<T, A>
|
||||
get() = BufferedLinearSpace(BufferRingOps(this))
|
||||
|
@ -11,12 +11,9 @@ import space.kscience.kmath.nd.Structure2D
|
||||
import space.kscience.kmath.nd.StructureFeature
|
||||
import space.kscience.kmath.nd.as1D
|
||||
import space.kscience.kmath.operations.BufferRingOps
|
||||
import space.kscience.kmath.operations.DoubleField
|
||||
import space.kscience.kmath.operations.Ring
|
||||
import space.kscience.kmath.operations.invoke
|
||||
import space.kscience.kmath.structures.Buffer
|
||||
import space.kscience.kmath.structures.BufferFactory
|
||||
import space.kscience.kmath.structures.DoubleBuffer
|
||||
import kotlin.reflect.KClass
|
||||
|
||||
/**
|
||||
@ -187,18 +184,9 @@ public interface LinearSpace<T, out A : Ring<T>> {
|
||||
* A structured matrix with custom buffer
|
||||
*/
|
||||
public fun <T : Any, A : Ring<T>> buffered(
|
||||
algebra: A,
|
||||
bufferFactory: BufferFactory<T> = BufferFactory(Buffer.Companion::boxing),
|
||||
): LinearSpace<T, A> = BufferedLinearSpace(BufferRingOps(algebra, bufferFactory))
|
||||
algebra: A
|
||||
): LinearSpace<T, A> = BufferedLinearSpace(BufferRingOps(algebra))
|
||||
|
||||
@Deprecated("use DoubleField.linearSpace")
|
||||
public val double: LinearSpace<Double, DoubleField> = buffered(DoubleField, ::DoubleBuffer)
|
||||
|
||||
/**
|
||||
* Automatic buffered matrix, unboxed if it is possible
|
||||
*/
|
||||
public inline fun <reified T : Any, A : Ring<T>> auto(ring: A): LinearSpace<T, A> =
|
||||
buffered(ring, Buffer.Companion::auto)
|
||||
}
|
||||
}
|
||||
|
||||
|
@ -10,7 +10,6 @@ package space.kscience.kmath.nd
|
||||
import space.kscience.kmath.misc.PerformancePitfall
|
||||
import space.kscience.kmath.misc.UnstableKMathAPI
|
||||
import space.kscience.kmath.operations.*
|
||||
import space.kscience.kmath.structures.BufferFactory
|
||||
|
||||
public interface BufferAlgebraND<T, out A : Algebra<T>> : AlgebraND<T, A> {
|
||||
public val indexerBuilder: (IntArray) -> ShapeIndexer
|
||||
@ -60,7 +59,7 @@ public inline fun <T, A : Algebra<T>> BufferAlgebraND<T, A>.mapInline(
|
||||
return BufferND(
|
||||
indexes,
|
||||
bufferAlgebra.run {
|
||||
bufferFactory(buffer.size) { elementAlgebra.transform(buffer[it]) }
|
||||
elementBufferFactory(buffer.size) { elementAlgebra.transform(buffer[it]) }
|
||||
}
|
||||
)
|
||||
}
|
||||
@ -74,7 +73,7 @@ internal inline fun <T, A : Algebra<T>> BufferAlgebraND<T, A>.mapIndexedInline(
|
||||
return BufferND(
|
||||
indexes,
|
||||
bufferAlgebra.run {
|
||||
bufferFactory(buffer.size) { elementAlgebra.transform(indexes.index(it), buffer[it]) }
|
||||
elementBufferFactory(buffer.size) { elementAlgebra.transform(indexes.index(it), buffer[it]) }
|
||||
}
|
||||
)
|
||||
}
|
||||
@ -91,7 +90,7 @@ internal inline fun <T, A : Algebra<T>> BufferAlgebraND<T, A>.zipInline(
|
||||
return BufferND(
|
||||
indexes,
|
||||
bufferAlgebra.run {
|
||||
bufferFactory(lbuffer.size) { elementAlgebra.block(lbuffer[it], rbuffer[it]) }
|
||||
elementBufferFactory(lbuffer.size) { elementAlgebra.block(lbuffer[it], rbuffer[it]) }
|
||||
}
|
||||
)
|
||||
}
|
||||
@ -116,9 +115,8 @@ public open class BufferedFieldOpsND<T, out A : Field<T>>(
|
||||
|
||||
public constructor(
|
||||
elementAlgebra: A,
|
||||
bufferFactory: BufferFactory<T>,
|
||||
indexerBuilder: (IntArray) -> ShapeIndexer = BufferAlgebraND.defaultIndexerBuilder,
|
||||
) : this(BufferFieldOps(elementAlgebra, bufferFactory), indexerBuilder)
|
||||
) : this(BufferFieldOps(elementAlgebra), indexerBuilder)
|
||||
|
||||
@OptIn(PerformancePitfall::class)
|
||||
override fun scale(a: StructureND<T>, value: Double): StructureND<T> = a.map { it * value }
|
||||
|
@ -120,7 +120,7 @@ public interface StructureND<out T> : Featured<StructureFeature>, WithShape {
|
||||
*/
|
||||
public fun <T> buffered(
|
||||
strides: Strides,
|
||||
bufferFactory: BufferFactory<T> = BufferFactory(Buffer.Companion::boxing),
|
||||
bufferFactory: BufferFactory<T> = BufferFactory.boxing(),
|
||||
initializer: (IntArray) -> T,
|
||||
): BufferND<T> = BufferND(strides, bufferFactory(strides.linearSize) { i -> initializer(strides.index(i)) })
|
||||
|
||||
@ -140,7 +140,7 @@ public interface StructureND<out T> : Featured<StructureFeature>, WithShape {
|
||||
|
||||
public fun <T> buffered(
|
||||
shape: IntArray,
|
||||
bufferFactory: BufferFactory<T> = BufferFactory(Buffer.Companion::boxing),
|
||||
bufferFactory: BufferFactory<T> = BufferFactory.boxing(),
|
||||
initializer: (IntArray) -> T,
|
||||
): BufferND<T> = buffered(DefaultStrides(shape), bufferFactory, initializer)
|
||||
|
||||
|
@ -8,12 +8,7 @@ package space.kscience.kmath.operations
|
||||
import space.kscience.kmath.expressions.Symbol
|
||||
import space.kscience.kmath.misc.UnstableKMathAPI
|
||||
import space.kscience.kmath.operations.Ring.Companion.optimizedPower
|
||||
|
||||
/**
|
||||
* Stub for DSL the [Algebra] is.
|
||||
*/
|
||||
@DslMarker
|
||||
public annotation class KMathContext
|
||||
import space.kscience.kmath.structures.MutableBufferFactory
|
||||
|
||||
/**
|
||||
* Represents an algebraic structure.
|
||||
@ -21,6 +16,12 @@ public annotation class KMathContext
|
||||
* @param T the type of element of this structure.
|
||||
*/
|
||||
public interface Algebra<T> {
|
||||
|
||||
/**
|
||||
* Provide a factory for buffers, associated with this [Algebra]
|
||||
*/
|
||||
public val bufferFactory: MutableBufferFactory<T> get() = MutableBufferFactory.boxing()
|
||||
|
||||
/**
|
||||
* Wraps a raw string to [T] object. This method is designed for three purposes:
|
||||
*
|
||||
|
@ -10,7 +10,6 @@ import space.kscience.kmath.nd.BufferedRingOpsND
|
||||
import space.kscience.kmath.operations.BigInt.Companion.BASE
|
||||
import space.kscience.kmath.operations.BigInt.Companion.BASE_SIZE
|
||||
import space.kscience.kmath.structures.Buffer
|
||||
import space.kscience.kmath.structures.MutableBuffer
|
||||
import kotlin.math.log2
|
||||
import kotlin.math.max
|
||||
import kotlin.math.min
|
||||
@ -528,19 +527,11 @@ public fun String.parseBigInteger(): BigInt? {
|
||||
|
||||
public val BigInt.algebra: BigIntField get() = BigIntField
|
||||
|
||||
@Deprecated("Use BigInt::buffer")
|
||||
public inline fun Buffer.Companion.bigInt(size: Int, initializer: (Int) -> BigInt): Buffer<BigInt> =
|
||||
boxing(size, initializer)
|
||||
|
||||
public inline fun BigInt.Companion.buffer(size: Int, initializer: (Int) -> BigInt): Buffer<BigInt> =
|
||||
Buffer.boxing(size, initializer)
|
||||
|
||||
@Deprecated("Use BigInt::mutableBuffer")
|
||||
public inline fun MutableBuffer.Companion.bigInt(size: Int, initializer: (Int) -> BigInt): MutableBuffer<BigInt> =
|
||||
boxing(size, initializer)
|
||||
|
||||
public inline fun BigInt.mutableBuffer(size: Int, initializer: (Int) -> BigInt): Buffer<BigInt> =
|
||||
public inline fun BigInt.Companion.mutableBuffer(size: Int, initializer: (Int) -> BigInt): Buffer<BigInt> =
|
||||
Buffer.boxing(size, initializer)
|
||||
|
||||
public val BigIntField.nd: BufferedRingOpsND<BigInt, BigIntField>
|
||||
get() = BufferedRingOpsND(BufferRingOps(BigIntField, BigInt::buffer))
|
||||
get() = BufferedRingOpsND(BufferRingOps(BigIntField))
|
||||
|
@ -7,8 +7,6 @@ package space.kscience.kmath.operations
|
||||
|
||||
import space.kscience.kmath.structures.Buffer
|
||||
import space.kscience.kmath.structures.BufferFactory
|
||||
import space.kscience.kmath.structures.DoubleBuffer
|
||||
import space.kscience.kmath.structures.ShortBuffer
|
||||
|
||||
public interface WithSize {
|
||||
public val size: Int
|
||||
@ -19,11 +17,11 @@ public interface WithSize {
|
||||
*/
|
||||
public interface BufferAlgebra<T, out A : Algebra<T>> : Algebra<Buffer<T>> {
|
||||
public val elementAlgebra: A
|
||||
public val bufferFactory: BufferFactory<T>
|
||||
public val elementBufferFactory: BufferFactory<T> get() = elementAlgebra.bufferFactory
|
||||
|
||||
public fun buffer(size: Int, vararg elements: T): Buffer<T> {
|
||||
require(elements.size == size) { "Expected $size elements but found ${elements.size}" }
|
||||
return bufferFactory(size) { elements[it] }
|
||||
return elementBufferFactory(size) { elements[it] }
|
||||
}
|
||||
|
||||
//TODO move to multi-receiver inline extension
|
||||
@ -36,13 +34,13 @@ public interface BufferAlgebra<T, out A : Algebra<T>> : Algebra<Buffer<T>> {
|
||||
|
||||
override fun unaryOperationFunction(operation: String): (arg: Buffer<T>) -> Buffer<T> {
|
||||
val operationFunction = elementAlgebra.unaryOperationFunction(operation)
|
||||
return { arg -> bufferFactory(arg.size) { operationFunction(arg[it]) } }
|
||||
return { arg -> elementBufferFactory(arg.size) { operationFunction(arg[it]) } }
|
||||
}
|
||||
|
||||
override fun binaryOperationFunction(operation: String): (left: Buffer<T>, right: Buffer<T>) -> Buffer<T> {
|
||||
val operationFunction = elementAlgebra.binaryOperationFunction(operation)
|
||||
return { left, right ->
|
||||
bufferFactory(left.size) { operationFunction(left[it], right[it]) }
|
||||
elementBufferFactory(left.size) { operationFunction(left[it], right[it]) }
|
||||
}
|
||||
}
|
||||
}
|
||||
@ -53,7 +51,7 @@ public interface BufferAlgebra<T, out A : Algebra<T>> : Algebra<Buffer<T>> {
|
||||
private inline fun <T, A : Algebra<T>> BufferAlgebra<T, A>.mapInline(
|
||||
buffer: Buffer<T>,
|
||||
crossinline block: A.(T) -> T,
|
||||
): Buffer<T> = bufferFactory(buffer.size) { elementAlgebra.block(buffer[it]) }
|
||||
): Buffer<T> = elementBufferFactory(buffer.size) { elementAlgebra.block(buffer[it]) }
|
||||
|
||||
/**
|
||||
* Inline map
|
||||
@ -61,7 +59,7 @@ private inline fun <T, A : Algebra<T>> BufferAlgebra<T, A>.mapInline(
|
||||
private inline fun <T, A : Algebra<T>> BufferAlgebra<T, A>.mapIndexedInline(
|
||||
buffer: Buffer<T>,
|
||||
crossinline block: A.(index: Int, arg: T) -> T,
|
||||
): Buffer<T> = bufferFactory(buffer.size) { elementAlgebra.block(it, buffer[it]) }
|
||||
): Buffer<T> = elementBufferFactory(buffer.size) { elementAlgebra.block(it, buffer[it]) }
|
||||
|
||||
/**
|
||||
* Inline zip
|
||||
@ -72,15 +70,15 @@ private inline fun <T, A : Algebra<T>> BufferAlgebra<T, A>.zipInline(
|
||||
crossinline block: A.(l: T, r: T) -> T,
|
||||
): Buffer<T> {
|
||||
require(l.size == r.size) { "Incompatible buffer sizes. left: ${l.size}, right: ${r.size}" }
|
||||
return bufferFactory(l.size) { elementAlgebra.block(l[it], r[it]) }
|
||||
return elementBufferFactory(l.size) { elementAlgebra.block(l[it], r[it]) }
|
||||
}
|
||||
|
||||
public fun <T> BufferAlgebra<T, *>.buffer(size: Int, initializer: (Int) -> T): Buffer<T> {
|
||||
return bufferFactory(size, initializer)
|
||||
return elementBufferFactory(size, initializer)
|
||||
}
|
||||
|
||||
public fun <T, A> A.buffer(initializer: (Int) -> T): Buffer<T> where A : BufferAlgebra<T, *>, A : WithSize {
|
||||
return bufferFactory(size, initializer)
|
||||
return elementBufferFactory(size, initializer)
|
||||
}
|
||||
|
||||
public fun <T, A : TrigonometricOperations<T>> BufferAlgebra<T, A>.sin(arg: Buffer<T>): Buffer<T> =
|
||||
@ -131,7 +129,6 @@ public fun <T, A : PowerOperations<T>> BufferAlgebra<T, A>.pow(arg: Buffer<T>, p
|
||||
|
||||
public open class BufferRingOps<T, A : Ring<T>>(
|
||||
override val elementAlgebra: A,
|
||||
override val bufferFactory: BufferFactory<T>,
|
||||
) : BufferAlgebra<T, A>, RingOps<Buffer<T>> {
|
||||
|
||||
override fun add(left: Buffer<T>, right: Buffer<T>): Buffer<T> = zipInline(left, right) { l, r -> l + r }
|
||||
@ -146,15 +143,13 @@ public open class BufferRingOps<T, A : Ring<T>>(
|
||||
}
|
||||
|
||||
public val ShortRing.bufferAlgebra: BufferRingOps<Short, ShortRing>
|
||||
get() = BufferRingOps(ShortRing, ::ShortBuffer)
|
||||
get() = BufferRingOps(ShortRing)
|
||||
|
||||
public open class BufferFieldOps<T, A : Field<T>>(
|
||||
elementAlgebra: A,
|
||||
bufferFactory: BufferFactory<T>,
|
||||
) : BufferRingOps<T, A>(elementAlgebra, bufferFactory), BufferAlgebra<T, A>, FieldOps<Buffer<T>>,
|
||||
ScaleOperations<Buffer<T>> {
|
||||
) : BufferRingOps<T, A>(elementAlgebra), BufferAlgebra<T, A>, FieldOps<Buffer<T>>, ScaleOperations<Buffer<T>> {
|
||||
|
||||
// override fun add(left: Buffer<T>, right: Buffer<T>): Buffer<T> = zipInline(left, right) { l, r -> l + r }
|
||||
// override fun add(left: Buffer<T>, right: Buffer<T>): Buffer<T> = zipInline(left, right) { l, r -> l + r }
|
||||
// override fun multiply(left: Buffer<T>, right: Buffer<T>): Buffer<T> = zipInline(left, right) { l, r -> l * r }
|
||||
override fun divide(left: Buffer<T>, right: Buffer<T>): Buffer<T> = zipInline(left, right) { l, r -> l / r }
|
||||
|
||||
@ -167,30 +162,26 @@ public open class BufferFieldOps<T, A : Field<T>>(
|
||||
|
||||
public class BufferField<T, A : Field<T>>(
|
||||
elementAlgebra: A,
|
||||
bufferFactory: BufferFactory<T>,
|
||||
override val size: Int,
|
||||
) : BufferFieldOps<T, A>(elementAlgebra, bufferFactory), Field<Buffer<T>>, WithSize {
|
||||
) : BufferFieldOps<T, A>(elementAlgebra), Field<Buffer<T>>, WithSize {
|
||||
|
||||
override val zero: Buffer<T> = bufferFactory(size) { elementAlgebra.zero }
|
||||
override val one: Buffer<T> = bufferFactory(size) { elementAlgebra.one }
|
||||
override val zero: Buffer<T> = elementAlgebra.bufferFactory(size) { elementAlgebra.zero }
|
||||
override val one: Buffer<T> = elementAlgebra.bufferFactory(size) { elementAlgebra.one }
|
||||
}
|
||||
|
||||
/**
|
||||
* Generate full buffer field from given buffer operations
|
||||
*/
|
||||
public fun <T, A : Field<T>> BufferFieldOps<T, A>.withSize(size: Int): BufferField<T, A> =
|
||||
BufferField(elementAlgebra, bufferFactory, size)
|
||||
BufferField(elementAlgebra, size)
|
||||
|
||||
//Double buffer specialization
|
||||
|
||||
public fun BufferField<Double, *>.buffer(vararg elements: Number): Buffer<Double> {
|
||||
require(elements.size == size) { "Expected $size elements but found ${elements.size}" }
|
||||
return bufferFactory(size) { elements[it].toDouble() }
|
||||
return elementBufferFactory(size) { elements[it].toDouble() }
|
||||
}
|
||||
|
||||
public fun <T, A : Field<T>> A.bufferAlgebra(bufferFactory: BufferFactory<T>): BufferFieldOps<T, A> =
|
||||
BufferFieldOps(this, bufferFactory)
|
||||
|
||||
public val DoubleField.bufferAlgebra: BufferFieldOps<Double, DoubleField>
|
||||
get() = BufferFieldOps(DoubleField, ::DoubleBuffer)
|
||||
public val <T, A : Field<T>> A.bufferAlgebra: BufferFieldOps<T, A>
|
||||
get() = BufferFieldOps(this)
|
||||
|
||||
|
@ -7,8 +7,8 @@ package space.kscience.kmath.operations
|
||||
|
||||
import space.kscience.kmath.linear.Point
|
||||
import space.kscience.kmath.structures.Buffer
|
||||
import space.kscience.kmath.structures.BufferFactory
|
||||
import space.kscience.kmath.structures.DoubleBuffer
|
||||
import space.kscience.kmath.structures.MutableBufferFactory
|
||||
import space.kscience.kmath.structures.asBuffer
|
||||
import kotlin.math.*
|
||||
|
||||
@ -19,7 +19,7 @@ public abstract class DoubleBufferOps : BufferAlgebra<Double, DoubleField>, Exte
|
||||
Norm<Buffer<Double>, Double> {
|
||||
|
||||
override val elementAlgebra: DoubleField get() = DoubleField
|
||||
override val bufferFactory: BufferFactory<Double> get() = BufferFactory(::DoubleBuffer)
|
||||
override val elementBufferFactory: MutableBufferFactory<Double> get() = elementAlgebra.bufferFactory
|
||||
|
||||
override fun Buffer<Double>.map(block: DoubleField.(Double) -> Double): DoubleBuffer =
|
||||
mapInline { DoubleField.block(it) }
|
||||
|
@ -88,7 +88,7 @@ public inline fun <T, R> Buffer<T>.mapIndexed(
|
||||
*/
|
||||
public inline fun <T, reified R : Any> Buffer<T>.mapIndexed(
|
||||
crossinline block: (index: Int, value: T) -> R,
|
||||
): Buffer<R> = BufferFactory<R>(Buffer.Companion::auto).invoke(size) { block(it, get(it)) }
|
||||
): Buffer<R> = Buffer.auto(size) { block(it, get(it)) }
|
||||
|
||||
/**
|
||||
* Fold given buffer according to [operation]
|
||||
@ -105,7 +105,7 @@ public inline fun <T, R> Buffer<T>.fold(initial: R, operation: (acc: R, T) -> R)
|
||||
@UnstableKMathAPI
|
||||
public inline fun <T1, T2 : Any, reified R : Any> Buffer<T1>.zip(
|
||||
other: Buffer<T2>,
|
||||
bufferFactory: BufferFactory<R> = BufferFactory(Buffer.Companion::auto),
|
||||
bufferFactory: BufferFactory<R> = BufferFactory.auto(),
|
||||
crossinline transform: (T1, T2) -> R,
|
||||
): Buffer<R> {
|
||||
require(size == other.size) { "Buffer size mismatch in zip: expected $size but found ${other.size}" }
|
||||
|
@ -5,6 +5,7 @@
|
||||
|
||||
package space.kscience.kmath.operations
|
||||
|
||||
import space.kscience.kmath.structures.*
|
||||
import kotlin.math.pow as kpow
|
||||
|
||||
/**
|
||||
@ -65,6 +66,8 @@ public interface ExtendedField<T> : ExtendedFieldOps<T>, Field<T>, PowerOperatio
|
||||
*/
|
||||
@Suppress("EXTENSION_SHADOWED_BY_MEMBER", "OVERRIDE_BY_INLINE", "NOTHING_TO_INLINE")
|
||||
public object DoubleField : ExtendedField<Double>, Norm<Double, Double>, ScaleOperations<Double> {
|
||||
override val bufferFactory: MutableBufferFactory<Double> = MutableBufferFactory(::DoubleBuffer)
|
||||
|
||||
override inline val zero: Double get() = 0.0
|
||||
override inline val one: Double get() = 1.0
|
||||
|
||||
@ -123,6 +126,8 @@ public val Double.Companion.algebra: DoubleField get() = DoubleField
|
||||
*/
|
||||
@Suppress("EXTENSION_SHADOWED_BY_MEMBER", "OVERRIDE_BY_INLINE", "NOTHING_TO_INLINE")
|
||||
public object FloatField : ExtendedField<Float>, Norm<Float, Float> {
|
||||
override val bufferFactory: MutableBufferFactory<Float> = MutableBufferFactory(::FloatBuffer)
|
||||
|
||||
override inline val zero: Float get() = 0.0f
|
||||
override inline val one: Float get() = 1.0f
|
||||
|
||||
@ -177,11 +182,10 @@ public val Float.Companion.algebra: FloatField get() = FloatField
|
||||
*/
|
||||
@Suppress("EXTENSION_SHADOWED_BY_MEMBER", "OVERRIDE_BY_INLINE", "NOTHING_TO_INLINE")
|
||||
public object IntRing : Ring<Int>, Norm<Int, Int>, NumericAlgebra<Int> {
|
||||
override inline val zero: Int
|
||||
get() = 0
|
||||
override val bufferFactory: MutableBufferFactory<Int> = MutableBufferFactory(::IntBuffer)
|
||||
|
||||
override inline val one: Int
|
||||
get() = 1
|
||||
override inline val zero: Int get() = 0
|
||||
override inline val one: Int get() = 1
|
||||
|
||||
override fun number(value: Number): Int = value.toInt()
|
||||
override inline fun add(left: Int, right: Int): Int = left + right
|
||||
@ -201,11 +205,10 @@ public val Int.Companion.algebra: IntRing get() = IntRing
|
||||
*/
|
||||
@Suppress("EXTENSION_SHADOWED_BY_MEMBER", "OVERRIDE_BY_INLINE", "NOTHING_TO_INLINE")
|
||||
public object ShortRing : Ring<Short>, Norm<Short, Short>, NumericAlgebra<Short> {
|
||||
override inline val zero: Short
|
||||
get() = 0
|
||||
override val bufferFactory: MutableBufferFactory<Short> = MutableBufferFactory(::ShortBuffer)
|
||||
|
||||
override inline val one: Short
|
||||
get() = 1
|
||||
override inline val zero: Short get() = 0
|
||||
override inline val one: Short get() = 1
|
||||
|
||||
override fun number(value: Number): Short = value.toShort()
|
||||
override inline fun add(left: Short, right: Short): Short = (left + right).toShort()
|
||||
@ -225,11 +228,10 @@ public val Short.Companion.algebra: ShortRing get() = ShortRing
|
||||
*/
|
||||
@Suppress("EXTENSION_SHADOWED_BY_MEMBER", "OVERRIDE_BY_INLINE", "NOTHING_TO_INLINE")
|
||||
public object ByteRing : Ring<Byte>, Norm<Byte, Byte>, NumericAlgebra<Byte> {
|
||||
override inline val zero: Byte
|
||||
get() = 0
|
||||
override val bufferFactory: MutableBufferFactory<Byte> = MutableBufferFactory(::ByteBuffer)
|
||||
|
||||
override inline val one: Byte
|
||||
get() = 1
|
||||
override inline val zero: Byte get() = 0
|
||||
override inline val one: Byte get() = 1
|
||||
|
||||
override fun number(value: Number): Byte = value.toByte()
|
||||
override inline fun add(left: Byte, right: Byte): Byte = (left + right).toByte()
|
||||
@ -249,11 +251,10 @@ public val Byte.Companion.algebra: ByteRing get() = ByteRing
|
||||
*/
|
||||
@Suppress("EXTENSION_SHADOWED_BY_MEMBER", "OVERRIDE_BY_INLINE", "NOTHING_TO_INLINE")
|
||||
public object LongRing : Ring<Long>, Norm<Long, Long>, NumericAlgebra<Long> {
|
||||
override inline val zero: Long
|
||||
get() = 0L
|
||||
override val bufferFactory: MutableBufferFactory<Long> = MutableBufferFactory(::LongBuffer)
|
||||
|
||||
override inline val one: Long
|
||||
get() = 1L
|
||||
override inline val zero: Long get() = 0L
|
||||
override inline val one: Long get() = 1L
|
||||
|
||||
override fun number(value: Number): Long = value.toLong()
|
||||
override inline fun add(left: Long, right: Long): Long = left + right
|
||||
|
@ -16,6 +16,14 @@ import kotlin.reflect.KClass
|
||||
*/
|
||||
public fun interface BufferFactory<T> {
|
||||
public operator fun invoke(size: Int, builder: (Int) -> T): Buffer<T>
|
||||
|
||||
public companion object{
|
||||
public inline fun <reified T : Any> auto(): BufferFactory<T> =
|
||||
BufferFactory(Buffer.Companion::auto)
|
||||
|
||||
public fun <T> boxing(): BufferFactory<T> =
|
||||
BufferFactory(Buffer.Companion::boxing)
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
@ -23,8 +31,16 @@ public fun interface BufferFactory<T> {
|
||||
*
|
||||
* @param T the type of buffer.
|
||||
*/
|
||||
public fun interface MutableBufferFactory<T>: BufferFactory<T>{
|
||||
public fun interface MutableBufferFactory<T> : BufferFactory<T> {
|
||||
override fun invoke(size: Int, builder: (Int) -> T): MutableBuffer<T>
|
||||
|
||||
public companion object {
|
||||
public inline fun <reified T : Any> auto(): MutableBufferFactory<T> =
|
||||
MutableBufferFactory(MutableBuffer.Companion::auto)
|
||||
|
||||
public fun <T> boxing(): MutableBufferFactory<T> =
|
||||
MutableBufferFactory(MutableBuffer.Companion::boxing)
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
|
@ -0,0 +1,57 @@
|
||||
/*
|
||||
* Copyright 2018-2021 KMath contributors.
|
||||
* Use of this source code is governed by the Apache 2.0 license that can be found in the license/LICENSE.txt file.
|
||||
*/
|
||||
|
||||
package space.kscience.kmath.structures
|
||||
|
||||
import kotlin.jvm.JvmInline
|
||||
|
||||
/**
|
||||
* Specialized [MutableBuffer] implementation over [ByteArray].
|
||||
*
|
||||
* @property array the underlying array.
|
||||
*/
|
||||
@JvmInline
|
||||
public value class ByteBuffer(public val array: ByteArray) : MutableBuffer<Byte> {
|
||||
override val size: Int get() = array.size
|
||||
|
||||
override operator fun get(index: Int): Byte = array[index]
|
||||
|
||||
override operator fun set(index: Int, value: Byte) {
|
||||
array[index] = value
|
||||
}
|
||||
|
||||
override operator fun iterator(): ByteIterator = array.iterator()
|
||||
override fun copy(): MutableBuffer<Byte> = ByteBuffer(array.copyOf())
|
||||
}
|
||||
|
||||
/**
|
||||
* Creates a new [ByteBuffer] with the specified [size], where each element is calculated by calling the specified
|
||||
* [init] function.
|
||||
*
|
||||
* The function [init] is called for each array element sequentially starting from the first one.
|
||||
* It should return the value for a buffer element given its index.
|
||||
*/
|
||||
public inline fun ByteBuffer(size: Int, init: (Int) -> Byte): ByteBuffer = ByteBuffer(ByteArray(size) { init(it) })
|
||||
|
||||
/**
|
||||
* Returns a new [ByteBuffer] of given elements.
|
||||
*/
|
||||
public fun ByteBuffer(vararg bytes: Byte): ByteBuffer = ByteBuffer(bytes)
|
||||
|
||||
/**
|
||||
* Returns a new [ByteArray] containing all the elements of this [Buffer].
|
||||
*/
|
||||
public fun Buffer<Byte>.toByteArray(): ByteArray = when (this) {
|
||||
is ByteBuffer -> array.copyOf()
|
||||
else -> ByteArray(size, ::get)
|
||||
}
|
||||
|
||||
/**
|
||||
* Returns [ByteBuffer] over this array.
|
||||
*
|
||||
* @receiver the array.
|
||||
* @return the new buffer.
|
||||
*/
|
||||
public fun ByteArray.asBuffer(): ByteBuffer = ByteBuffer(this)
|
@ -22,7 +22,7 @@ internal inline fun diff(
|
||||
block: DSField<Double, DoubleField>.() -> Unit,
|
||||
) {
|
||||
contract { callsInPlace(block, InvocationKind.EXACTLY_ONCE) }
|
||||
DSField(DoubleField, ::DoubleBuffer, order, mapOf(*parameters)).block()
|
||||
DSField(DoubleField, order, mapOf(*parameters), ::DoubleBuffer).block()
|
||||
}
|
||||
|
||||
internal class DSTest {
|
||||
|
@ -21,14 +21,14 @@ public typealias HyperSquareBin<V> = DomainBin<Double, HyperSquareDomain, V>
|
||||
|
||||
/**
|
||||
* Multivariate histogram space for hyper-square real-field bins.
|
||||
* @param bufferFactory is an optional parameter used to optimize buffer production.
|
||||
* @param valueBufferFactory is an optional parameter used to optimize buffer production.
|
||||
*/
|
||||
public class UniformHistogramGroupND<V : Any, A : Field<V>>(
|
||||
override val valueAlgebraND: FieldOpsND<V, A>,
|
||||
private val lower: Buffer<Double>,
|
||||
private val upper: Buffer<Double>,
|
||||
private val binNums: IntArray = IntArray(lower.size) { 20 },
|
||||
private val bufferFactory: BufferFactory<V> = BufferFactory(Buffer.Companion::boxing),
|
||||
private val valueBufferFactory: BufferFactory<V> = valueAlgebraND.elementAlgebra.bufferFactory,
|
||||
) : HistogramGroupND<Double, HyperSquareDomain, V> {
|
||||
|
||||
init {
|
||||
@ -94,7 +94,7 @@ public class UniformHistogramGroupND<V : Any, A : Field<V>>(
|
||||
}
|
||||
}
|
||||
hBuilder.apply(builder)
|
||||
val values: BufferND<V> = ndCounter.mapToBuffer(bufferFactory) { it.value }
|
||||
val values: BufferND<V> = ndCounter.mapToBuffer(valueBufferFactory) { it.value }
|
||||
return HistogramND(this, values)
|
||||
}
|
||||
|
||||
@ -114,12 +114,12 @@ public class UniformHistogramGroupND<V : Any, A : Field<V>>(
|
||||
public fun <V : Any, A : Field<V>> Histogram.Companion.uniformNDFromRanges(
|
||||
valueAlgebraND: FieldOpsND<V, A>,
|
||||
vararg ranges: ClosedFloatingPointRange<Double>,
|
||||
bufferFactory: BufferFactory<V> = BufferFactory(Buffer.Companion::boxing),
|
||||
bufferFactory: BufferFactory<V> = valueAlgebraND.elementAlgebra.bufferFactory,
|
||||
): UniformHistogramGroupND<V, A> = UniformHistogramGroupND(
|
||||
valueAlgebraND,
|
||||
ranges.map(ClosedFloatingPointRange<Double>::start).asBuffer(),
|
||||
ranges.map(ClosedFloatingPointRange<Double>::endInclusive).asBuffer(),
|
||||
bufferFactory = bufferFactory
|
||||
valueBufferFactory = bufferFactory
|
||||
)
|
||||
|
||||
public fun Histogram.Companion.uniformDoubleNDFromRanges(
|
||||
@ -140,7 +140,7 @@ public fun Histogram.Companion.uniformDoubleNDFromRanges(
|
||||
public fun <V : Any, A : Field<V>> Histogram.Companion.uniformNDFromRanges(
|
||||
valueAlgebraND: FieldOpsND<V, A>,
|
||||
vararg ranges: Pair<ClosedFloatingPointRange<Double>, Int>,
|
||||
bufferFactory: BufferFactory<V> = BufferFactory(Buffer.Companion::boxing),
|
||||
bufferFactory: BufferFactory<V> = valueAlgebraND.elementAlgebra.bufferFactory,
|
||||
): UniformHistogramGroupND<V, A> = UniformHistogramGroupND(
|
||||
valueAlgebraND,
|
||||
ListBuffer(
|
||||
@ -154,7 +154,7 @@ public fun <V : Any, A : Field<V>> Histogram.Companion.uniformNDFromRanges(
|
||||
.map(ClosedFloatingPointRange<Double>::endInclusive)
|
||||
),
|
||||
ranges.map(Pair<ClosedFloatingPointRange<Double>, Int>::second).toIntArray(),
|
||||
bufferFactory = bufferFactory
|
||||
valueBufferFactory = bufferFactory
|
||||
)
|
||||
|
||||
public fun Histogram.Companion.uniformDoubleNDFromRanges(
|
||||
|
@ -35,7 +35,7 @@ public fun interface Sampler<out T : Any> {
|
||||
public fun <T : Any> Sampler<T>.sampleBuffer(
|
||||
generator: RandomGenerator,
|
||||
size: Int,
|
||||
bufferFactory: BufferFactory<T> = BufferFactory(Buffer.Companion::boxing),
|
||||
bufferFactory: BufferFactory<T> = BufferFactory.boxing(),
|
||||
): Chain<Buffer<T>> {
|
||||
require(size > 1)
|
||||
//creating temporary storage once
|
||||
|
Loading…
Reference in New Issue
Block a user